id	sid	tid	token	lemma	pos
stanford-ai-2021	1	1	Artificial	Artificial	NNP
stanford-ai-2021	1	2	Intelligence	Intelligence	NNP
stanford-ai-2021	1	3	Index	Index	NNP
stanford-ai-2021	1	4	Report	Report	NNP
stanford-ai-2021	1	5	2021	2021	CD
stanford-ai-2021	1	6	Artificial	Artificial	NNP
stanford-ai-2021	1	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1	8	Index	Index	NNP
stanford-ai-2021	1	9	Report	Report	NNP
stanford-ai-2021	1	10	2021	2021	CD
stanford-ai-2021	1	11	2	2	CD
stanford-ai-2021	1	12	INTRODUCTION	introduction	NN
stanford-ai-2021	1	13	TO	to	IN
stanford-ai-2021	1	14	THE	the	DT
stanford-ai-2021	1	15	2021	2021	CD
stanford-ai-2021	1	16	AI	AI	NNP
stanford-ai-2021	1	17	INDEX	INDEX	NNP
stanford-ai-2021	1	18	REPORT	REPORT	NNP
stanford-ai-2021	1	19	Welcome	welcome	JJ
stanford-ai-2021	1	20	to	to	IN
stanford-ai-2021	1	21	the	the	DT
stanford-ai-2021	1	22	fourth	fourth	JJ
stanford-ai-2021	1	23	edition	edition	NN
stanford-ai-2021	1	24	of	of	IN
stanford-ai-2021	1	25	the	the	DT
stanford-ai-2021	1	26	AI	AI	NNP
stanford-ai-2021	1	27	Index	Index	NNP
stanford-ai-2021	1	28	Report	Report	NNP
stanford-ai-2021	1	29	!	!	.
stanford-ai-2021	2	1	This	this	DT
stanford-ai-2021	2	2	year	year	NN
stanford-ai-2021	2	3	we	-PRON-	PRP
stanford-ai-2021	2	4	significantly	significantly	RB
stanford-ai-2021	2	5	expanded	expand	VBD
stanford-ai-2021	2	6	the	the	DT
stanford-ai-2021	2	7	amount	amount	NN
stanford-ai-2021	2	8	of	of	IN
stanford-ai-2021	2	9	data	datum	NNS
stanford-ai-2021	2	10	available	available	JJ
stanford-ai-2021	2	11	in	in	IN
stanford-ai-2021	2	12	the	the	DT
stanford-ai-2021	2	13	report	report	NN
stanford-ai-2021	2	14	,	,	,
stanford-ai-2021	2	15	worked	work	VBD
stanford-ai-2021	2	16	with	with	IN
stanford-ai-2021	2	17	a	a	DT
stanford-ai-2021	2	18	broader	broad	JJR
stanford-ai-2021	2	19	set	set	NN
stanford-ai-2021	2	20	of	of	IN
stanford-ai-2021	2	21	external	external	JJ
stanford-ai-2021	2	22	organizations	organization	NNS
stanford-ai-2021	2	23	to	to	TO
stanford-ai-2021	2	24	calibrate	calibrate	VB
stanford-ai-2021	2	25	our	-PRON-	PRP$
stanford-ai-2021	2	26	data	datum	NNS
stanford-ai-2021	2	27	,	,	,
stanford-ai-2021	2	28	and	and	CC
stanford-ai-2021	2	29	deepened	deepen	VBD
stanford-ai-2021	2	30	our	-PRON-	PRP$
stanford-ai-2021	2	31	connections	connection	NNS
stanford-ai-2021	2	32	with	with	IN
stanford-ai-2021	2	33	Stanford	Stanford	NNP
stanford-ai-2021	2	34	’s	’s	POS
stanford-ai-2021	2	35	Institute	Institute	NNP
stanford-ai-2021	2	36	for	for	IN
stanford-ai-2021	2	37	Human-	Human-	NNP
stanford-ai-2021	2	38	Centered	Centered	NNP
stanford-ai-2021	2	39	Artificial	Artificial	NNP
stanford-ai-2021	2	40	Intelligence	Intelligence	NNP
stanford-ai-2021	2	41	(	(	-LRB-
stanford-ai-2021	2	42	HAI	HAI	NNP
stanford-ai-2021	2	43	)	)	-RRB-
stanford-ai-2021	2	44	.	.	.
stanford-ai-2021	3	1	The	the	DT
stanford-ai-2021	3	2	AI	AI	NNP
stanford-ai-2021	3	3	Index	Index	NNP
stanford-ai-2021	3	4	Report	Report	NNP
stanford-ai-2021	3	5	tracks	track	NNS
stanford-ai-2021	3	6	,	,	,
stanford-ai-2021	3	7	collates	collate	NNS
stanford-ai-2021	3	8	,	,	,
stanford-ai-2021	3	9	distills	distill	NNS
stanford-ai-2021	3	10	,	,	,
stanford-ai-2021	3	11	and	and	CC
stanford-ai-2021	3	12	visualizes	visualize	VBZ
stanford-ai-2021	3	13	data	datum	NNS
stanford-ai-2021	3	14	related	relate	VBN
stanford-ai-2021	3	15	to	to	IN
stanford-ai-2021	3	16	artificial	artificial	JJ
stanford-ai-2021	3	17	intelligence	intelligence	NN
stanford-ai-2021	3	18	.	.	.
stanford-ai-2021	4	1	Its	-PRON-	PRP$
stanford-ai-2021	4	2	mission	mission	NN
stanford-ai-2021	4	3	is	be	VBZ
stanford-ai-2021	4	4	to	to	TO
stanford-ai-2021	4	5	provide	provide	VB
stanford-ai-2021	4	6	unbiased	unbiased	JJ
stanford-ai-2021	4	7	,	,	,
stanford-ai-2021	4	8	rigorously	rigorously	RB
stanford-ai-2021	4	9	vetted	vet	VBN
stanford-ai-2021	4	10	,	,	,
stanford-ai-2021	4	11	and	and	CC
stanford-ai-2021	4	12	globally	globally	RB
stanford-ai-2021	4	13	sourced	source	VBD
stanford-ai-2021	4	14	data	datum	NNS
stanford-ai-2021	4	15	for	for	IN
stanford-ai-2021	4	16	policymakers	policymaker	NNS
stanford-ai-2021	4	17	,	,	,
stanford-ai-2021	4	18	researchers	researcher	NNS
stanford-ai-2021	4	19	,	,	,
stanford-ai-2021	4	20	executives	executive	NNS
stanford-ai-2021	4	21	,	,	,
stanford-ai-2021	4	22	journalists	journalist	NNS
stanford-ai-2021	4	23	,	,	,
stanford-ai-2021	4	24	and	and	CC
stanford-ai-2021	4	25	the	the	DT
stanford-ai-2021	4	26	general	general	JJ
stanford-ai-2021	4	27	public	public	NN
stanford-ai-2021	4	28	to	to	TO
stanford-ai-2021	4	29	develop	develop	VB
stanford-ai-2021	4	30	intuitions	intuition	NNS
stanford-ai-2021	4	31	about	about	IN
stanford-ai-2021	4	32	the	the	DT
stanford-ai-2021	4	33	complex	complex	JJ
stanford-ai-2021	4	34	field	field	NN
stanford-ai-2021	4	35	of	of	IN
stanford-ai-2021	4	36	AI	AI	NNP
stanford-ai-2021	4	37	.	.	.
stanford-ai-2021	5	1	The	the	DT
stanford-ai-2021	5	2	report	report	NN
stanford-ai-2021	5	3	aims	aim	VBZ
stanford-ai-2021	5	4	to	to	TO
stanford-ai-2021	5	5	be	be	VB
stanford-ai-2021	5	6	the	the	DT
stanford-ai-2021	5	7	world	world	NN
stanford-ai-2021	5	8	’s	’s	POS
stanford-ai-2021	5	9	most	most	RBS
stanford-ai-2021	5	10	credible	credible	JJ
stanford-ai-2021	5	11	and	and	CC
stanford-ai-2021	5	12	authoritative	authoritative	JJ
stanford-ai-2021	5	13	source	source	NN
stanford-ai-2021	5	14	for	for	IN
stanford-ai-2021	5	15	data	datum	NNS
stanford-ai-2021	5	16	and	and	CC
stanford-ai-2021	5	17	insights	insight	NNS
stanford-ai-2021	5	18	about	about	IN
stanford-ai-2021	5	19	AI	AI	NNP
stanford-ai-2021	5	20	.	.	.
stanford-ai-2021	6	1	C	C	NNP
stanford-ai-2021	6	2	O	o	NN
stanford-ai-2021	6	3	V	v	NN
stanford-ai-2021	6	4	I	i	NN
stanford-ai-2021	6	5	D	d	NN
stanford-ai-2021	6	6	A	a	NN
stanford-ai-2021	6	7	N	n	NN
stanford-ai-2021	6	8	D	d	NN
stanford-ai-2021	6	9	A	a	NN
stanford-ai-2021	6	10	I	i	NN
stanford-ai-2021	6	11	The	the	DT
stanford-ai-2021	6	12	2021	2021	CD
stanford-ai-2021	6	13	report	report	NN
stanford-ai-2021	6	14	shows	show	VBZ
stanford-ai-2021	6	15	the	the	DT
stanford-ai-2021	6	16	effects	effect	NNS
stanford-ai-2021	6	17	of	of	IN
stanford-ai-2021	6	18	COVID-19	COVID-19	,
stanford-ai-2021	6	19	on	on	IN
stanford-ai-2021	6	20	AI	AI	NNP
stanford-ai-2021	6	21	development	development	NN
stanford-ai-2021	6	22	from	from	IN
stanford-ai-2021	6	23	multiple	multiple	JJ
stanford-ai-2021	6	24	perspectives	perspective	NNS
stanford-ai-2021	6	25	.	.	.
stanford-ai-2021	7	1	The	the	DT
stanford-ai-2021	7	2	Technical	Technical	NNP
stanford-ai-2021	7	3	Performance	Performance	NNP
stanford-ai-2021	7	4	chapter	chapter	NN
stanford-ai-2021	7	5	discusses	discuss	VBZ
stanford-ai-2021	7	6	how	how	WRB
stanford-ai-2021	7	7	an	an	DT
stanford-ai-2021	7	8	AI	AI	NNP
stanford-ai-2021	7	9	startup	startup	NN
stanford-ai-2021	7	10	used	use	VBN
stanford-ai-2021	7	11	machine	machine	NN
stanford-ai-2021	7	12	-	-	HYPH
stanford-ai-2021	7	13	learning	learning	NN
stanford-ai-2021	7	14	-	-	HYPH
stanford-ai-2021	7	15	based	base	VBN
stanford-ai-2021	7	16	techniques	technique	NNS
stanford-ai-2021	7	17	to	to	TO
stanford-ai-2021	7	18	accelerate	accelerate	VB
stanford-ai-2021	7	19	COVID-	covid-	NN
stanford-ai-2021	7	20	related	relate	VBN
stanford-ai-2021	7	21	drug	drug	NN
stanford-ai-2021	7	22	discovery	discovery	NN
stanford-ai-2021	7	23	during	during	IN
stanford-ai-2021	7	24	the	the	DT
stanford-ai-2021	7	25	pandemic	pandemic	NN
stanford-ai-2021	7	26	,	,	,
stanford-ai-2021	7	27	and	and	CC
stanford-ai-2021	7	28	our	-PRON-	PRP$
stanford-ai-2021	7	29	Economy	economy	NN
stanford-ai-2021	7	30	chapter	chapter	NN
stanford-ai-2021	7	31	suggests	suggest	VBZ
stanford-ai-2021	7	32	that	that	IN
stanford-ai-2021	7	33	AI	AI	NNP
stanford-ai-2021	7	34	hiring	hire	VBG
stanford-ai-2021	7	35	and	and	CC
stanford-ai-2021	7	36	private	private	JJ
stanford-ai-2021	7	37	investment	investment	NN
stanford-ai-2021	7	38	were	be	VBD
stanford-ai-2021	7	39	not	not	RB
stanford-ai-2021	7	40	significantly	significantly	RB
stanford-ai-2021	7	41	adversely	adversely	RB
stanford-ai-2021	7	42	influenced	influence	VBN
stanford-ai-2021	7	43	by	by	IN
stanford-ai-2021	7	44	the	the	DT
stanford-ai-2021	7	45	pandemic	pandemic	NN
stanford-ai-2021	7	46	,	,	,
stanford-ai-2021	7	47	as	as	IN
stanford-ai-2021	7	48	both	both	DT
stanford-ai-2021	7	49	grew	grow	VBD
stanford-ai-2021	7	50	during	during	IN
stanford-ai-2021	7	51	2020	2020	CD
stanford-ai-2021	7	52	.	.	.
stanford-ai-2021	8	1	If	if	IN
stanford-ai-2021	8	2	anything	anything	NN
stanford-ai-2021	8	3	,	,	,
stanford-ai-2021	8	4	COVID-19	COVID-19	,
stanford-ai-2021	8	5	may	may	MD
stanford-ai-2021	8	6	have	have	VB
stanford-ai-2021	8	7	led	lead	VBN
stanford-ai-2021	8	8	to	to	IN
stanford-ai-2021	8	9	a	a	DT
stanford-ai-2021	8	10	higher	high	JJR
stanford-ai-2021	8	11	number	number	NN
stanford-ai-2021	8	12	of	of	IN
stanford-ai-2021	8	13	people	people	NNS
stanford-ai-2021	8	14	participating	participate	VBG
stanford-ai-2021	8	15	in	in	IN
stanford-ai-2021	8	16	AI	AI	NNP
stanford-ai-2021	8	17	research	research	NN
stanford-ai-2021	8	18	conferences	conference	NNS
stanford-ai-2021	8	19	,	,	,
stanford-ai-2021	8	20	as	as	IN
stanford-ai-2021	8	21	the	the	DT
stanford-ai-2021	8	22	pandemic	pandemic	NN
stanford-ai-2021	8	23	forced	force	VBD
stanford-ai-2021	8	24	conferences	conference	NNS
stanford-ai-2021	8	25	to	to	TO
stanford-ai-2021	8	26	shift	shift	VB
stanford-ai-2021	8	27	to	to	IN
stanford-ai-2021	8	28	virtual	virtual	JJ
stanford-ai-2021	8	29	formats	format	NNS
stanford-ai-2021	8	30	,	,	,
stanford-ai-2021	8	31	which	which	WDT
stanford-ai-2021	8	32	in	in	IN
stanford-ai-2021	8	33	turn	turn	NN
stanford-ai-2021	8	34	led	lead	VBD
stanford-ai-2021	8	35	to	to	IN
stanford-ai-2021	8	36	significant	significant	JJ
stanford-ai-2021	8	37	spikes	spike	NNS
stanford-ai-2021	8	38	in	in	IN
stanford-ai-2021	8	39	attendance	attendance	NN
stanford-ai-2021	8	40	.	.	.
stanford-ai-2021	9	1	C	C	NNP
stanford-ai-2021	9	2	H	h	NN
stanford-ai-2021	9	3	A	a	NN
stanford-ai-2021	9	4	N	n	NN
stanford-ai-2021	9	5	G	g	NN
stanford-ai-2021	9	6	E	e	NN
stanford-ai-2021	9	7	S	s	NN
stanford-ai-2021	9	8	F	f	NN
stanford-ai-2021	9	9	O	o	NN
stanford-ai-2021	9	10	R	r	NN
stanford-ai-2021	9	11	T	t	NN
stanford-ai-2021	9	12	H	h	NN
stanford-ai-2021	9	13	I	i	NN
stanford-ai-2021	9	14	S	s	NN
stanford-ai-2021	9	15	E	e	NN
stanford-ai-2021	9	16	D	d	NN
stanford-ai-2021	9	17	I	i	NN
stanford-ai-2021	9	18	T	t	NN
stanford-ai-2021	9	19	I	i	NN
stanford-ai-2021	9	20	O	o	NN
stanford-ai-2021	9	21	N	n	NN
stanford-ai-2021	9	22	In	in	IN
stanford-ai-2021	9	23	2020	2020	CD
stanford-ai-2021	9	24	,	,	,
stanford-ai-2021	9	25	we	-PRON-	PRP
stanford-ai-2021	9	26	surveyed	survey	VBD
stanford-ai-2021	9	27	more	more	JJR
stanford-ai-2021	9	28	than	than	IN
stanford-ai-2021	9	29	140	140	CD
stanford-ai-2021	9	30	readers	reader	NNS
stanford-ai-2021	9	31	from	from	IN
stanford-ai-2021	9	32	government	government	NN
stanford-ai-2021	9	33	,	,	,
stanford-ai-2021	9	34	industry	industry	NN
stanford-ai-2021	9	35	,	,	,
stanford-ai-2021	9	36	and	and	CC
stanford-ai-2021	9	37	academia	academia	NN
stanford-ai-2021	9	38	about	about	IN
stanford-ai-2021	9	39	what	what	WP
stanford-ai-2021	9	40	they	-PRON-	PRP
stanford-ai-2021	9	41	found	find	VBD
stanford-ai-2021	9	42	most	most	RBS
stanford-ai-2021	9	43	useful	useful	JJ
stanford-ai-2021	9	44	about	about	IN
stanford-ai-2021	9	45	the	the	DT
stanford-ai-2021	9	46	report	report	NN
stanford-ai-2021	9	47	and	and	CC
stanford-ai-2021	9	48	what	what	WP
stanford-ai-2021	9	49	we	-PRON-	PRP
stanford-ai-2021	9	50	should	should	MD
stanford-ai-2021	9	51	change	change	VB
stanford-ai-2021	9	52	.	.	.
stanford-ai-2021	10	1	The	the	DT
stanford-ai-2021	10	2	main	main	JJ
stanford-ai-2021	10	3	suggested	suggest	VBN
stanford-ai-2021	10	4	areas	area	NNS
stanford-ai-2021	10	5	for	for	IN
stanford-ai-2021	10	6	improvement	improvement	NN
stanford-ai-2021	10	7	were	be	VBD
stanford-ai-2021	10	8	:	:	:
stanford-ai-2021	10	9	•	•	NNP
stanford-ai-2021	10	10	Technical	technical	JJ
stanford-ai-2021	10	11	performance	performance	NN
stanford-ai-2021	10	12	:	:	:
stanford-ai-2021	10	13	We	-PRON-	PRP
stanford-ai-2021	10	14	significantly	significantly	RB
stanford-ai-2021	10	15	expanded	expand	VBD
stanford-ai-2021	10	16	this	this	DT
stanford-ai-2021	10	17	chapter	chapter	NN
stanford-ai-2021	10	18	in	in	IN
stanford-ai-2021	10	19	2021	2021	CD
stanford-ai-2021	10	20	,	,	,
stanford-ai-2021	10	21	carrying	carry	VBG
stanford-ai-2021	10	22	out	out	RP
stanford-ai-2021	10	23	more	more	JJR
stanford-ai-2021	10	24	of	of	IN
stanford-ai-2021	10	25	our	-PRON-	PRP$
stanford-ai-2021	10	26	own	own	JJ
stanford-ai-2021	10	27	analysis	analysis	NN
stanford-ai-2021	10	28	.	.	.
stanford-ai-2021	11	1	•	•	VBP
stanford-ai-2021	11	2	Diversity	diversity	NN
stanford-ai-2021	11	3	and	and	CC
stanford-ai-2021	11	4	ethics	ethic	NNS
stanford-ai-2021	11	5	data	datum	NNS
stanford-ai-2021	11	6	:	:	:
stanford-ai-2021	11	7	We	-PRON-	PRP
stanford-ai-2021	11	8	gathered	gather	VBD
stanford-ai-2021	11	9	more	more	JJR
stanford-ai-2021	11	10	data	datum	NNS
stanford-ai-2021	11	11	for	for	IN
stanford-ai-2021	11	12	this	this	DT
stanford-ai-2021	11	13	year	year	NN
stanford-ai-2021	11	14	’s	’s	POS
stanford-ai-2021	11	15	report	report	NN
stanford-ai-2021	11	16	,	,	,
stanford-ai-2021	11	17	although	although	IN
stanford-ai-2021	11	18	our	-PRON-	PRP$
stanford-ai-2021	11	19	investigation	investigation	NN
stanford-ai-2021	11	20	surfaced	surface	VBD
stanford-ai-2021	11	21	several	several	JJ
stanford-ai-2021	11	22	areas	area	NNS
stanford-ai-2021	11	23	where	where	WRB
stanford-ai-2021	11	24	the	the	DT
stanford-ai-2021	11	25	AI	AI	NNP
stanford-ai-2021	11	26	community	community	NN
stanford-ai-2021	11	27	currently	currently	RB
stanford-ai-2021	11	28	lacks	lack	VBZ
stanford-ai-2021	11	29	good	good	JJ
stanford-ai-2021	11	30	information	information	NN
stanford-ai-2021	11	31	.	.	.
stanford-ai-2021	12	1	•	•	NNP
stanford-ai-2021	12	2	Country	country	NN
stanford-ai-2021	12	3	comparisons	comparison	NNS
stanford-ai-2021	12	4	:	:	:
stanford-ai-2021	12	5	Readers	reader	NNS
stanford-ai-2021	12	6	were	be	VBD
stanford-ai-2021	12	7	generally	generally	RB
stanford-ai-2021	12	8	interested	interested	JJ
stanford-ai-2021	12	9	in	in	IN
stanford-ai-2021	12	10	being	be	VBG
stanford-ai-2021	12	11	able	able	JJ
stanford-ai-2021	12	12	to	to	TO
stanford-ai-2021	12	13	use	use	VB
stanford-ai-2021	12	14	the	the	DT
stanford-ai-2021	12	15	AI	AI	NNP
stanford-ai-2021	12	16	Index	Index	NNP
stanford-ai-2021	12	17	for	for	IN
stanford-ai-2021	12	18	cross-	cross-	JJ
stanford-ai-2021	12	19	country	country	NN
stanford-ai-2021	12	20	comparisons	comparison	NNS
stanford-ai-2021	12	21	.	.	.
stanford-ai-2021	13	1	To	to	TO
stanford-ai-2021	13	2	support	support	VB
stanford-ai-2021	13	3	this	this	DT
stanford-ai-2021	13	4	,	,	,
stanford-ai-2021	13	5	we	-PRON-	PRP
stanford-ai-2021	13	6	:	:	:
stanford-ai-2021	13	7	•	•	NNP
stanford-ai-2021	13	8	gathered	gather	VBD
stanford-ai-2021	13	9	more	more	JJR
stanford-ai-2021	13	10	data	datum	NNS
stanford-ai-2021	13	11	to	to	TO
stanford-ai-2021	13	12	allow	allow	VB
stanford-ai-2021	13	13	for	for	IN
stanford-ai-2021	13	14	comparison	comparison	NN
stanford-ai-2021	13	15	among	among	IN
stanford-ai-2021	13	16	countries	country	NNS
stanford-ai-2021	13	17	,	,	,
stanford-ai-2021	13	18	especially	especially	RB
stanford-ai-2021	13	19	relating	relate	VBG
stanford-ai-2021	13	20	to	to	IN
stanford-ai-2021	13	21	economics	economic	NNS
stanford-ai-2021	13	22	and	and	CC
stanford-ai-2021	13	23	bibliometrics	bibliometric	NNS
stanford-ai-2021	13	24	;	;	:
stanford-ai-2021	13	25	and	and	CC
stanford-ai-2021	13	26	•	•	NNP
stanford-ai-2021	13	27	included	include	VBD
stanford-ai-2021	13	28	a	a	DT
stanford-ai-2021	13	29	thorough	thorough	JJ
stanford-ai-2021	13	30	summary	summary	NN
stanford-ai-2021	13	31	of	of	IN
stanford-ai-2021	13	32	the	the	DT
stanford-ai-2021	13	33	various	various	JJ
stanford-ai-2021	13	34	AI	AI	NNP
stanford-ai-2021	13	35	strategies	strategy	NNS
stanford-ai-2021	13	36	adopted	adopt	VBN
stanford-ai-2021	13	37	by	by	IN
stanford-ai-2021	13	38	different	different	JJ
stanford-ai-2021	13	39	countries	country	NNS
stanford-ai-2021	13	40	and	and	CC
stanford-ai-2021	13	41	how	how	WRB
stanford-ai-2021	13	42	they	-PRON-	PRP
stanford-ai-2021	13	43	evolved	evolve	VBD
stanford-ai-2021	13	44	over	over	IN
stanford-ai-2021	13	45	time	time	NN
stanford-ai-2021	13	46	.	.	.
stanford-ai-2021	14	1	P	p	NN
stanford-ai-2021	14	2	U	U	NNP
stanford-ai-2021	14	3	B	B	NNP
stanford-ai-2021	14	4	L	L	NNP
stanford-ai-2021	14	5	I	i	NN
stanford-ai-2021	14	6	C	c	NN
stanford-ai-2021	14	7	DATA	datum	NNS
stanford-ai-2021	14	8	A	a	NN
stanford-ai-2021	14	9	N	n	NN
stanford-ai-2021	14	10	D	d	NN
stanford-ai-2021	14	11	T	t	NN
stanford-ai-2021	14	12	O	o	NN
stanford-ai-2021	14	13	O	o	NN
stanford-ai-2021	14	14	L	l	NN
stanford-ai-2021	14	15	S	S	NNP
stanford-ai-2021	14	16	The	the	DT
stanford-ai-2021	14	17	AI	AI	NNP
stanford-ai-2021	14	18	Index	Index	NNP
stanford-ai-2021	14	19	2021	2021	CD
stanford-ai-2021	14	20	Report	Report	NNP
stanford-ai-2021	14	21	is	be	VBZ
stanford-ai-2021	14	22	supplemented	supplement	VBN
stanford-ai-2021	14	23	by	by	IN
stanford-ai-2021	14	24	raw	raw	JJ
stanford-ai-2021	14	25	data	datum	NNS
stanford-ai-2021	14	26	and	and	CC
stanford-ai-2021	14	27	an	an	DT
stanford-ai-2021	14	28	interactive	interactive	JJ
stanford-ai-2021	14	29	tool	tool	NN
stanford-ai-2021	14	30	.	.	.
stanford-ai-2021	15	1	We	-PRON-	PRP
stanford-ai-2021	15	2	invite	invite	VBP
stanford-ai-2021	15	3	each	each	DT
stanford-ai-2021	15	4	member	member	NN
stanford-ai-2021	15	5	of	of	IN
stanford-ai-2021	15	6	the	the	DT
stanford-ai-2021	15	7	AI	AI	NNP
stanford-ai-2021	15	8	community	community	NN
stanford-ai-2021	15	9	to	to	TO
stanford-ai-2021	15	10	use	use	VB
stanford-ai-2021	15	11	the	the	DT
stanford-ai-2021	15	12	data	datum	NNS
stanford-ai-2021	15	13	and	and	CC
stanford-ai-2021	15	14	tool	tool	NN
stanford-ai-2021	15	15	in	in	IN
stanford-ai-2021	15	16	a	a	DT
stanford-ai-2021	15	17	way	way	NN
stanford-ai-2021	15	18	most	most	RBS
stanford-ai-2021	15	19	relevant	relevant	JJ
stanford-ai-2021	15	20	to	to	IN
stanford-ai-2021	15	21	their	-PRON-	PRP$
stanford-ai-2021	15	22	work	work	NN
stanford-ai-2021	15	23	and	and	CC
stanford-ai-2021	15	24	interests	interest	NNS
stanford-ai-2021	15	25	.	.	.
stanford-ai-2021	16	1	•	•	NNP
stanford-ai-2021	16	2	Raw	raw	JJ
stanford-ai-2021	16	3	data	datum	NNS
stanford-ai-2021	16	4	and	and	CC
stanford-ai-2021	16	5	charts	chart	NNS
stanford-ai-2021	16	6	:	:	:
stanford-ai-2021	16	7	The	the	DT
stanford-ai-2021	16	8	public	public	JJ
stanford-ai-2021	16	9	data	data	NN
stanford-ai-2021	16	10	and	and	CC
stanford-ai-2021	16	11	high-	high-	JJ
stanford-ai-2021	16	12	resolution	resolution	NN
stanford-ai-2021	16	13	images	image	NNS
stanford-ai-2021	16	14	of	of	IN
stanford-ai-2021	16	15	all	all	PDT
stanford-ai-2021	16	16	the	the	DT
stanford-ai-2021	16	17	charts	chart	NNS
stanford-ai-2021	16	18	in	in	IN
stanford-ai-2021	16	19	the	the	DT
stanford-ai-2021	16	20	report	report	NN
stanford-ai-2021	16	21	are	be	VBP
stanford-ai-2021	16	22	available	available	JJ
stanford-ai-2021	16	23	on	on	IN
stanford-ai-2021	16	24	Google	Google	NNP
stanford-ai-2021	16	25	Drive	Drive	NNP
stanford-ai-2021	16	26	.	.	.
stanford-ai-2021	17	1	•	•	NNP
stanford-ai-2021	17	2	Global	global	JJ
stanford-ai-2021	17	3	AI	ai	NN
stanford-ai-2021	17	4	Vibrancy	Vibrancy	NNP
stanford-ai-2021	17	5	Tool	Tool	NNP
stanford-ai-2021	17	6	:	:	:
stanford-ai-2021	17	7	We	-PRON-	PRP
stanford-ai-2021	17	8	revamped	revamp	VBD
stanford-ai-2021	17	9	the	the	DT
stanford-ai-2021	17	10	Global	Global	NNP
stanford-ai-2021	17	11	AI	AI	NNP
stanford-ai-2021	17	12	Vibrancy	Vibrancy	NNP
stanford-ai-2021	17	13	Tool	Tool	NNP
stanford-ai-2021	17	14	this	this	DT
stanford-ai-2021	17	15	year	year	NN
stanford-ai-2021	17	16	,	,	,
stanford-ai-2021	17	17	allowing	allow	VBG
stanford-ai-2021	17	18	for	for	IN
stanford-ai-2021	17	19	better	well	JJR
stanford-ai-2021	17	20	interactive	interactive	JJ
stanford-ai-2021	17	21	visualization	visualization	NN
stanford-ai-2021	17	22	when	when	WRB
stanford-ai-2021	17	23	comparing	compare	VBG
stanford-ai-2021	17	24	up	up	IN
stanford-ai-2021	17	25	to	to	TO
stanford-ai-2021	17	26	26	26	CD
stanford-ai-2021	17	27	countries	country	NNS
stanford-ai-2021	17	28	across	across	IN
stanford-ai-2021	17	29	22	22	CD
stanford-ai-2021	17	30	indicators	indicator	NNS
stanford-ai-2021	17	31	.	.	.
stanford-ai-2021	18	1	The	the	DT
stanford-ai-2021	18	2	updated	update	VBN
stanford-ai-2021	18	3	tool	tool	NN
stanford-ai-2021	18	4	provides	provide	VBZ
stanford-ai-2021	18	5	transparent	transparent	JJ
stanford-ai-2021	18	6	evaluation	evaluation	NN
stanford-ai-2021	18	7	of	of	IN
stanford-ai-2021	18	8	the	the	DT
stanford-ai-2021	18	9	relative	relative	JJ
stanford-ai-2021	18	10	position	position	NN
stanford-ai-2021	18	11	of	of	IN
stanford-ai-2021	18	12	countries	country	NNS
stanford-ai-2021	18	13	based	base	VBN
stanford-ai-2021	18	14	on	on	IN
stanford-ai-2021	18	15	users	user	NNS
stanford-ai-2021	18	16	’	’	POS
stanford-ai-2021	18	17	preference	preference	NN
stanford-ai-2021	18	18	;	;	:
stanford-ai-2021	18	19	identifies	identifies	NNP
stanford-ai-2021	18	20	relevant	relevant	JJ
stanford-ai-2021	18	21	national	national	JJ
stanford-ai-2021	18	22	indicators	indicator	NNS
stanford-ai-2021	18	23	to	to	TO
stanford-ai-2021	18	24	guide	guide	VB
stanford-ai-2021	18	25	policy	policy	NN
stanford-ai-2021	18	26	priorities	priority	NNS
stanford-ai-2021	18	27	at	at	IN
stanford-ai-2021	18	28	a	a	DT
stanford-ai-2021	18	29	country	country	NN
stanford-ai-2021	18	30	level	level	NN
stanford-ai-2021	18	31	;	;	:
stanford-ai-2021	18	32	and	and	CC
stanford-ai-2021	18	33	shows	show	VBZ
stanford-ai-2021	18	34	local	local	JJ
stanford-ai-2021	18	35	centers	center	NNS
stanford-ai-2021	18	36	of	of	IN
stanford-ai-2021	18	37	AI	AI	NNP
stanford-ai-2021	18	38	excellence	excellence	NN
stanford-ai-2021	18	39	for	for	IN
stanford-ai-2021	18	40	not	not	RB
stanford-ai-2021	18	41	just	just	RB
stanford-ai-2021	18	42	advanced	advanced	JJ
stanford-ai-2021	18	43	economies	economy	NNS
stanford-ai-2021	18	44	but	but	CC
stanford-ai-2021	18	45	also	also	RB
stanford-ai-2021	18	46	emerging	emerge	VBG
stanford-ai-2021	18	47	markets	market	NNS
stanford-ai-2021	18	48	.	.	.
stanford-ai-2021	19	1	•	•	NNP
stanford-ai-2021	19	2	Issues	issue	NNS
stanford-ai-2021	19	3	in	in	IN
stanford-ai-2021	19	4	AI	AI	NNP
stanford-ai-2021	19	5	measurement	measurement	NN
stanford-ai-2021	19	6	:	:	:
stanford-ai-2021	19	7	In	in	IN
stanford-ai-2021	19	8	fall	fall	NN
stanford-ai-2021	19	9	2020	2020	CD
stanford-ai-2021	19	10	,	,	,
stanford-ai-2021	19	11	we	-PRON-	PRP
stanford-ai-2021	19	12	published	publish	VBD
stanford-ai-2021	19	13	“	"	``
stanford-ai-2021	19	14	Measurement	Measurement	NNP
stanford-ai-2021	19	15	in	in	IN
stanford-ai-2021	19	16	AI	AI	NNP
stanford-ai-2021	19	17	Policy	policy	NN
stanford-ai-2021	19	18	:	:	:
stanford-ai-2021	19	19	Opportunities	opportunity	NNS
stanford-ai-2021	19	20	and	and	CC
stanford-ai-2021	19	21	Challenges	Challenges	NNPS
stanford-ai-2021	19	22	,	,	,
stanford-ai-2021	19	23	”	"	''
stanford-ai-2021	19	24	a	a	DT
stanford-ai-2021	19	25	report	report	NN
stanford-ai-2021	19	26	that	that	WDT
stanford-ai-2021	19	27	lays	lay	VBZ
stanford-ai-2021	19	28	out	out	RP
stanford-ai-2021	19	29	a	a	DT
stanford-ai-2021	19	30	variety	variety	NN
stanford-ai-2021	19	31	of	of	IN
stanford-ai-2021	19	32	AI	AI	NNP
stanford-ai-2021	19	33	measurement	measurement	NN
stanford-ai-2021	19	34	issues	issue	NNS
stanford-ai-2021	19	35	discussed	discuss	VBD
stanford-ai-2021	19	36	at	at	IN
stanford-ai-2021	19	37	a	a	DT
stanford-ai-2021	19	38	conference	conference	NN
stanford-ai-2021	19	39	hosted	host	VBN
stanford-ai-2021	19	40	by	by	IN
stanford-ai-2021	19	41	the	the	DT
stanford-ai-2021	19	42	AI	AI	NNP
stanford-ai-2021	19	43	Index	Index	NNP
stanford-ai-2021	19	44	in	in	IN
stanford-ai-2021	19	45	fall	fall	NN
stanford-ai-2021	19	46	2019	2019	CD
stanford-ai-2021	19	47	.	.	.
stanford-ai-2021	19	48	https://drive.google.com/drive/folders/1YY9rj8bGSJDLgIq09FwmF2y1k_FazJUm?usp=sharing	https://drive.google.com/drive/folders/1yy9rj8bgsjdlgiq09fwmf2y1k_fazjum?usp=sharing	ADD
stanford-ai-2021	19	49	https://aiindex.stanford.edu/vibrancy	https://aiindex.stanford.edu/vibrancy	ADD
stanford-ai-2021	19	50	https://aiindex.stanford.edu/vibrancy	https://aiindex.stanford.edu/vibrancy	ADD
stanford-ai-2021	19	51	https://arxiv.org/abs/2009.09071	https://arxiv.org/abs/2009.09071	NNP
stanford-ai-2021	19	52	https://arxiv.org/abs/2009.09071	https://arxiv.org/abs/2009.09071	NNP
stanford-ai-2021	19	53	Artificial	Artificial	NNP
stanford-ai-2021	19	54	Intelligence	Intelligence	NNP
stanford-ai-2021	19	55	Index	Index	NNP
stanford-ai-2021	19	56	Report	Report	NNP
stanford-ai-2021	19	57	2021	2021	CD
stanford-ai-2021	19	58	3	3	CD
stanford-ai-2021	19	59	Table	table	NN
stanford-ai-2021	19	60	of	of	IN
stanford-ai-2021	19	61	Contents	Contents	NNPS
stanford-ai-2021	19	62	INTRODUCTION	INTRODUCTION	VBN
stanford-ai-2021	19	63	TO	to	IN
stanford-ai-2021	19	64	THE	the	DT
stanford-ai-2021	19	65	2021	2021	CD
stanford-ai-2021	19	66	AI	AI	NNP
stanford-ai-2021	19	67	INDEX	INDEX	NNP
stanford-ai-2021	19	68	REPORT	REPORT	NNP
stanford-ai-2021	19	69	2	2	CD
stanford-ai-2021	19	70	TOP	TOP	NNP
stanford-ai-2021	19	71	9	9	CD
stanford-ai-2021	19	72	TAKEAWAYS	takeaways	NN
stanford-ai-2021	19	73	4	4	CD
stanford-ai-2021	19	74	AI	AI	NNP
stanford-ai-2021	19	75	INDEX	INDEX	NNP
stanford-ai-2021	19	76	STEERING	STEERING	NNP
stanford-ai-2021	19	77	COMMITTEE	COMMITTEE	NNP
stanford-ai-2021	19	78	&	&	CC
stanford-ai-2021	19	79	STAFF	STAFF	NNP
stanford-ai-2021	19	80	5	5	CD
stanford-ai-2021	19	81	HOW	how	WRB
stanford-ai-2021	19	82	TO	to	TO
stanford-ai-2021	19	83	CITE	CITE	NNP
stanford-ai-2021	19	84	THE	the	DT
stanford-ai-2021	19	85	REPORT	REPORT	NNP
stanford-ai-2021	19	86	6	6	CD
stanford-ai-2021	19	87	ACKNOWLEDGMENTS	acknowledgment	NNS
stanford-ai-2021	19	88	7	7	CD
stanford-ai-2021	19	89	REPORT	report	NN
stanford-ai-2021	19	90	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	19	91	10	10	CD
stanford-ai-2021	19	92	CHAPTER	chapter	NN
stanford-ai-2021	19	93	1	1	CD
stanford-ai-2021	19	94	Research	Research	NNP
stanford-ai-2021	19	95	and	and	CC
stanford-ai-2021	19	96	Development	Development	NNP
stanford-ai-2021	19	97	14	14	CD
stanford-ai-2021	19	98	CHAPTER	chapter	NN
stanford-ai-2021	19	99	2	2	CD
stanford-ai-2021	19	100	Technical	Technical	NNP
stanford-ai-2021	19	101	Performance	Performance	NNP
stanford-ai-2021	19	102	41	41	CD
stanford-ai-2021	19	103	CHAPTER	chapter	NN
stanford-ai-2021	19	104	3	3	CD
stanford-ai-2021	19	105	The	the	DT
stanford-ai-2021	19	106	Economy	Economy	NNP
stanford-ai-2021	19	107	80	80	CD
stanford-ai-2021	19	108	CHAPTER	chapter	NN
stanford-ai-2021	19	109	4	4	CD
stanford-ai-2021	19	110	AI	AI	NNP
stanford-ai-2021	19	111	Education	Education	NNP
stanford-ai-2021	19	112	107	107	CD
stanford-ai-2021	19	113	CHAPTER	chapter	NN
stanford-ai-2021	19	114	5	5	CD
stanford-ai-2021	19	115	Ethical	ethical	JJ
stanford-ai-2021	19	116	Challenges	Challenges	NNPS
stanford-ai-2021	19	117	of	of	IN
stanford-ai-2021	19	118	AI	AI	NNP
stanford-ai-2021	19	119	Applications	Applications	NNP
stanford-ai-2021	19	120	125	125	CD
stanford-ai-2021	19	121	CHAPTER	chapter	NN
stanford-ai-2021	19	122	6	6	CD
stanford-ai-2021	19	123	Diversity	Diversity	NNP
stanford-ai-2021	19	124	in	in	IN
stanford-ai-2021	19	125	AI	AI	NNP
stanford-ai-2021	19	126	135	135	CD
stanford-ai-2021	19	127	CHAPTER	chapter	NN
stanford-ai-2021	19	128	7	7	CD
stanford-ai-2021	19	129	AI	AI	NNP
stanford-ai-2021	19	130	Policy	Policy	NNP
stanford-ai-2021	19	131	and	and	CC
stanford-ai-2021	19	132	National	National	NNP
stanford-ai-2021	19	133	Strategies	Strategies	NNPS
stanford-ai-2021	19	134	151	151	CD
stanford-ai-2021	19	135	APPENDIX	APPENDIX	NNP
stanford-ai-2021	19	136	177	177	CD
stanford-ai-2021	19	137	ACCESS	access	NN
stanford-ai-2021	19	138	THE	the	DT
stanford-ai-2021	19	139	PUBLIC	PUBLIC	NNP
stanford-ai-2021	19	140	DATA	DATA	NNP
stanford-ai-2021	19	141	https://drive.google.com/drive/folders/1YY9rj8bGSJDLgIq09FwmF2y1k_FazJUm?usp=sharing	https://drive.google.com/drive/folders/1yy9rj8bgsjdlgiq09fwmf2y1k_fazjum?usp=sharing	IN
stanford-ai-2021	19	142	Artificial	Artificial	NNP
stanford-ai-2021	19	143	Intelligence	Intelligence	NNP
stanford-ai-2021	19	144	Index	Index	NNP
stanford-ai-2021	19	145	Report	Report	NNP
stanford-ai-2021	19	146	2021	2021	CD
stanford-ai-2021	19	147	4	4	CD
stanford-ai-2021	19	148	AI	AI	NNP
stanford-ai-2021	19	149	investment	investment	NN
stanford-ai-2021	19	150	in	in	IN
stanford-ai-2021	19	151	drug	drug	NN
stanford-ai-2021	19	152	design	design	NN
stanford-ai-2021	19	153	and	and	CC
stanford-ai-2021	19	154	discovery	discovery	NN
stanford-ai-2021	19	155	increased	increase	VBD
stanford-ai-2021	19	156	significantly	significantly	RB
stanford-ai-2021	19	157	:	:	:
stanford-ai-2021	19	158	“	"	``
stanford-ai-2021	19	159	Drugs	drug	NNS
stanford-ai-2021	19	160	,	,	,
stanford-ai-2021	19	161	Cancer	Cancer	NNP
stanford-ai-2021	19	162	,	,	,
stanford-ai-2021	19	163	Molecular	Molecular	NNP
stanford-ai-2021	19	164	,	,	,
stanford-ai-2021	19	165	Drug	Drug	NNP
stanford-ai-2021	19	166	Discovery	Discovery	NNP
stanford-ai-2021	19	167	”	"	''
stanford-ai-2021	19	168	received	receive	VBD
stanford-ai-2021	19	169	the	the	DT
stanford-ai-2021	19	170	greatest	great	JJS
stanford-ai-2021	19	171	amount	amount	NN
stanford-ai-2021	19	172	of	of	IN
stanford-ai-2021	19	173	private	private	JJ
stanford-ai-2021	19	174	AI	AI	NNP
stanford-ai-2021	19	175	investment	investment	NN
stanford-ai-2021	19	176	in	in	IN
stanford-ai-2021	19	177	2020	2020	CD
stanford-ai-2021	19	178	,	,	,
stanford-ai-2021	19	179	with	with	IN
stanford-ai-2021	19	180	more	more	JJR
stanford-ai-2021	19	181	than	than	IN
stanford-ai-2021	19	182	USD	usd	NN
stanford-ai-2021	19	183	13.8	13.8	CD
stanford-ai-2021	19	184	billion	billion	CD
stanford-ai-2021	19	185	,	,	,
stanford-ai-2021	19	186	4.5	4.5	CD
stanford-ai-2021	19	187	times	time	NNS
stanford-ai-2021	19	188	higher	high	JJR
stanford-ai-2021	19	189	than	than	IN
stanford-ai-2021	19	190	2019	2019	CD
stanford-ai-2021	19	191	.	.	.
stanford-ai-2021	20	1	The	the	DT
stanford-ai-2021	20	2	industry	industry	NN
stanford-ai-2021	20	3	shift	shift	NN
stanford-ai-2021	20	4	continues	continue	VBZ
stanford-ai-2021	20	5	:	:	:
stanford-ai-2021	20	6	In	in	IN
stanford-ai-2021	20	7	2019	2019	CD
stanford-ai-2021	20	8	,	,	,
stanford-ai-2021	20	9	65	65	CD
stanford-ai-2021	20	10	%	%	NN
stanford-ai-2021	20	11	of	of	IN
stanford-ai-2021	20	12	graduating	graduate	VBG
stanford-ai-2021	20	13	North	North	NNP
stanford-ai-2021	20	14	American	American	NNP
stanford-ai-2021	20	15	PhDs	PhDs	NNP
stanford-ai-2021	20	16	in	in	IN
stanford-ai-2021	20	17	AI	AI	NNP
stanford-ai-2021	20	18	went	go	VBD
stanford-ai-2021	20	19	into	into	IN
stanford-ai-2021	20	20	industry	industry	NN
stanford-ai-2021	20	21	—	—	:
stanford-ai-2021	20	22	up	up	RB
stanford-ai-2021	20	23	from	from	IN
stanford-ai-2021	20	24	44.4	44.4	CD
stanford-ai-2021	20	25	%	%	NN
stanford-ai-2021	20	26	in	in	IN
stanford-ai-2021	20	27	2010	2010	CD
stanford-ai-2021	20	28	,	,	,
stanford-ai-2021	20	29	highlighting	highlight	VBG
stanford-ai-2021	20	30	the	the	DT
stanford-ai-2021	20	31	greater	great	JJR
stanford-ai-2021	20	32	role	role	NN
stanford-ai-2021	20	33	industry	industry	NN
stanford-ai-2021	20	34	has	have	VBZ
stanford-ai-2021	20	35	begun	begin	VBN
stanford-ai-2021	20	36	to	to	TO
stanford-ai-2021	20	37	play	play	VB
stanford-ai-2021	20	38	in	in	IN
stanford-ai-2021	20	39	AI	AI	NNP
stanford-ai-2021	20	40	development	development	NN
stanford-ai-2021	20	41	.	.	.
stanford-ai-2021	21	1	Generative	generative	VB
stanford-ai-2021	21	2	everything	everything	NN
stanford-ai-2021	21	3	:	:	:
stanford-ai-2021	21	4	AI	ai	NN
stanford-ai-2021	21	5	systems	system	NNS
stanford-ai-2021	21	6	can	can	MD
stanford-ai-2021	21	7	now	now	RB
stanford-ai-2021	21	8	compose	compose	VB
stanford-ai-2021	21	9	text	text	NN
stanford-ai-2021	21	10	,	,	,
stanford-ai-2021	21	11	audio	audio	NN
stanford-ai-2021	21	12	,	,	,
stanford-ai-2021	21	13	and	and	CC
stanford-ai-2021	21	14	images	image	NNS
stanford-ai-2021	21	15	to	to	IN
stanford-ai-2021	21	16	a	a	DT
stanford-ai-2021	21	17	sufficiently	sufficiently	RB
stanford-ai-2021	21	18	high	high	JJ
stanford-ai-2021	21	19	standard	standard	NN
stanford-ai-2021	21	20	that	that	IN
stanford-ai-2021	21	21	humans	human	NNS
stanford-ai-2021	21	22	have	have	VBP
stanford-ai-2021	21	23	a	a	DT
stanford-ai-2021	21	24	hard	hard	JJ
stanford-ai-2021	21	25	time	time	NN
stanford-ai-2021	21	26	telling	tell	VBG
stanford-ai-2021	21	27	the	the	DT
stanford-ai-2021	21	28	difference	difference	NN
stanford-ai-2021	21	29	between	between	IN
stanford-ai-2021	21	30	synthetic	synthetic	JJ
stanford-ai-2021	21	31	and	and	CC
stanford-ai-2021	21	32	non	non	JJ
stanford-ai-2021	21	33	-	-	JJ
stanford-ai-2021	21	34	synthetic	synthetic	JJ
stanford-ai-2021	21	35	outputs	output	NNS
stanford-ai-2021	21	36	for	for	IN
stanford-ai-2021	21	37	some	some	DT
stanford-ai-2021	21	38	constrained	constrained	JJ
stanford-ai-2021	21	39	applications	application	NNS
stanford-ai-2021	21	40	of	of	IN
stanford-ai-2021	21	41	the	the	DT
stanford-ai-2021	21	42	technology	technology	NN
stanford-ai-2021	21	43	.	.	.
stanford-ai-2021	22	1	AI	AI	NNP
stanford-ai-2021	22	2	has	have	VBZ
stanford-ai-2021	22	3	a	a	DT
stanford-ai-2021	22	4	diversity	diversity	NN
stanford-ai-2021	22	5	challenge	challenge	NN
stanford-ai-2021	22	6	:	:	:
stanford-ai-2021	22	7	In	in	IN
stanford-ai-2021	22	8	2019	2019	CD
stanford-ai-2021	22	9	,	,	,
stanford-ai-2021	22	10	45	45	CD
stanford-ai-2021	22	11	%	%	NN
stanford-ai-2021	22	12	new	new	JJ
stanford-ai-2021	22	13	U.S.	U.S.	NNP
stanford-ai-2021	22	14	resident	resident	NN
stanford-ai-2021	22	15	AI	AI	NNP
stanford-ai-2021	22	16	PhD	phd	NN
stanford-ai-2021	22	17	graduates	graduate	NNS
stanford-ai-2021	22	18	were	be	VBD
stanford-ai-2021	22	19	white	white	JJ
stanford-ai-2021	22	20	—	—	:
stanford-ai-2021	22	21	by	by	IN
stanford-ai-2021	22	22	comparison	comparison	NN
stanford-ai-2021	22	23	,	,	,
stanford-ai-2021	22	24	2.4	2.4	CD
stanford-ai-2021	22	25	%	%	NN
stanford-ai-2021	22	26	were	be	VBD
stanford-ai-2021	22	27	African	African	NNP
stanford-ai-2021	22	28	American	American	NNP
stanford-ai-2021	22	29	and	and	CC
stanford-ai-2021	22	30	3.2	3.2	CD
stanford-ai-2021	22	31	%	%	NN
stanford-ai-2021	22	32	were	be	VBD
stanford-ai-2021	22	33	Hispanic	hispanic	JJ
stanford-ai-2021	22	34	.	.	.
stanford-ai-2021	23	1	China	China	NNP
stanford-ai-2021	23	2	overtakes	overtake	VBZ
stanford-ai-2021	23	3	the	the	DT
stanford-ai-2021	23	4	US	US	NNP
stanford-ai-2021	23	5	in	in	IN
stanford-ai-2021	23	6	AI	AI	NNP
stanford-ai-2021	23	7	journal	journal	NN
stanford-ai-2021	23	8	citations	citation	NNS
stanford-ai-2021	23	9	:	:	:
stanford-ai-2021	23	10	After	after	IN
stanford-ai-2021	23	11	surpassing	surpass	VBG
stanford-ai-2021	23	12	the	the	DT
stanford-ai-2021	23	13	United	United	NNP
stanford-ai-2021	23	14	States	States	NNP
stanford-ai-2021	23	15	in	in	IN
stanford-ai-2021	23	16	the	the	DT
stanford-ai-2021	23	17	total	total	JJ
stanford-ai-2021	23	18	number	number	NN
stanford-ai-2021	23	19	of	of	IN
stanford-ai-2021	23	20	journal	journal	NNP
stanford-ai-2021	23	21	publications	publication	NNS
stanford-ai-2021	23	22	several	several	JJ
stanford-ai-2021	23	23	years	year	NNS
stanford-ai-2021	23	24	ago	ago	RB
stanford-ai-2021	23	25	,	,	,
stanford-ai-2021	23	26	China	China	NNP
stanford-ai-2021	23	27	now	now	RB
stanford-ai-2021	23	28	also	also	RB
stanford-ai-2021	23	29	leads	lead	VBZ
stanford-ai-2021	23	30	in	in	IN
stanford-ai-2021	23	31	journal	journal	NN
stanford-ai-2021	23	32	citations	citation	NNS
stanford-ai-2021	23	33	;	;	,
stanford-ai-2021	23	34	however	however	RB
stanford-ai-2021	23	35	,	,	,
stanford-ai-2021	23	36	the	the	DT
stanford-ai-2021	23	37	United	United	NNP
stanford-ai-2021	23	38	States	States	NNP
stanford-ai-2021	23	39	has	have	VBZ
stanford-ai-2021	23	40	consistently	consistently	RB
stanford-ai-2021	23	41	(	(	-LRB-
stanford-ai-2021	23	42	and	and	CC
stanford-ai-2021	23	43	significantly	significantly	RB
stanford-ai-2021	23	44	)	)	-RRB-
stanford-ai-2021	23	45	more	more	JJR
stanford-ai-2021	23	46	AI	AI	NNP
stanford-ai-2021	23	47	conference	conference	NN
stanford-ai-2021	23	48	papers	paper	NNS
stanford-ai-2021	23	49	(	(	-LRB-
stanford-ai-2021	23	50	which	which	WDT
stanford-ai-2021	23	51	are	be	VBP
stanford-ai-2021	23	52	also	also	RB
stanford-ai-2021	23	53	more	more	RBR
stanford-ai-2021	23	54	heavily	heavily	RB
stanford-ai-2021	23	55	cited	cited	JJ
stanford-ai-2021	23	56	)	)	-RRB-
stanford-ai-2021	23	57	than	than	IN
stanford-ai-2021	23	58	China	China	NNP
stanford-ai-2021	23	59	over	over	IN
stanford-ai-2021	23	60	the	the	DT
stanford-ai-2021	23	61	last	last	JJ
stanford-ai-2021	23	62	decade	decade	NN
stanford-ai-2021	23	63	.	.	.
stanford-ai-2021	24	1	The	the	DT
stanford-ai-2021	24	2	majority	majority	NN
stanford-ai-2021	24	3	of	of	IN
stanford-ai-2021	24	4	the	the	DT
stanford-ai-2021	24	5	US	US	NNP
stanford-ai-2021	24	6	AI	AI	NNP
stanford-ai-2021	24	7	PhD	phd	NN
stanford-ai-2021	24	8	grads	grad	NNS
stanford-ai-2021	24	9	are	be	VBP
stanford-ai-2021	24	10	from	from	IN
stanford-ai-2021	24	11	abroad	abroad	RB
stanford-ai-2021	24	12	—	—	:
stanford-ai-2021	24	13	and	and	CC
stanford-ai-2021	24	14	they	-PRON-	PRP
stanford-ai-2021	24	15	’re	be	VBZ
stanford-ai-2021	24	16	staying	stay	VBG
stanford-ai-2021	24	17	in	in	IN
stanford-ai-2021	24	18	the	the	DT
stanford-ai-2021	24	19	US	US	NNP
stanford-ai-2021	24	20	:	:	:
stanford-ai-2021	24	21	The	the	DT
stanford-ai-2021	24	22	percentage	percentage	NN
stanford-ai-2021	24	23	of	of	IN
stanford-ai-2021	24	24	international	international	JJ
stanford-ai-2021	24	25	students	student	NNS
stanford-ai-2021	24	26	among	among	IN
stanford-ai-2021	24	27	new	new	JJ
stanford-ai-2021	24	28	AI	AI	NNP
stanford-ai-2021	24	29	PhDs	PhDs	NNP
stanford-ai-2021	24	30	in	in	IN
stanford-ai-2021	24	31	North	North	NNP
stanford-ai-2021	24	32	America	America	NNP
stanford-ai-2021	24	33	continued	continue	VBD
stanford-ai-2021	24	34	to	to	TO
stanford-ai-2021	24	35	rise	rise	VB
stanford-ai-2021	24	36	in	in	IN
stanford-ai-2021	24	37	2019	2019	CD
stanford-ai-2021	24	38	,	,	,
stanford-ai-2021	24	39	to	to	IN
stanford-ai-2021	24	40	64.3%—a	64.3%—a	CD
stanford-ai-2021	24	41	4.3	4.3	CD
stanford-ai-2021	24	42	%	%	NN
stanford-ai-2021	24	43	increase	increase	NN
stanford-ai-2021	24	44	from	from	IN
stanford-ai-2021	24	45	2018	2018	CD
stanford-ai-2021	24	46	.	.	.
stanford-ai-2021	25	1	Among	among	IN
stanford-ai-2021	25	2	foreign	foreign	JJ
stanford-ai-2021	25	3	graduates	graduate	NNS
stanford-ai-2021	25	4	,	,	,
stanford-ai-2021	25	5	81.8	81.8	CD
stanford-ai-2021	25	6	%	%	NN
stanford-ai-2021	25	7	stayed	stay	VBD
stanford-ai-2021	25	8	in	in	IN
stanford-ai-2021	25	9	the	the	DT
stanford-ai-2021	25	10	United	United	NNP
stanford-ai-2021	25	11	States	States	NNP
stanford-ai-2021	25	12	and	and	CC
stanford-ai-2021	25	13	8.6	8.6	CD
stanford-ai-2021	25	14	%	%	NN
stanford-ai-2021	25	15	have	have	VBP
stanford-ai-2021	25	16	taken	take	VBN
stanford-ai-2021	25	17	jobs	job	NNS
stanford-ai-2021	25	18	outside	outside	IN
stanford-ai-2021	25	19	the	the	DT
stanford-ai-2021	25	20	United	United	NNP
stanford-ai-2021	25	21	States	States	NNP
stanford-ai-2021	25	22	.	.	.
stanford-ai-2021	26	1	Surveillance	surveillance	NN
stanford-ai-2021	26	2	technologies	technology	NNS
stanford-ai-2021	26	3	are	be	VBP
stanford-ai-2021	26	4	fast	fast	JJ
stanford-ai-2021	26	5	,	,	,
stanford-ai-2021	26	6	cheap	cheap	JJ
stanford-ai-2021	26	7	,	,	,
stanford-ai-2021	26	8	and	and	CC
stanford-ai-2021	26	9	increasingly	increasingly	RB
stanford-ai-2021	26	10	ubiquitous	ubiquitous	JJ
stanford-ai-2021	26	11	:	:	:
stanford-ai-2021	26	12	The	the	DT
stanford-ai-2021	26	13	technologies	technology	NNS
stanford-ai-2021	26	14	necessary	necessary	JJ
stanford-ai-2021	26	15	for	for	IN
stanford-ai-2021	26	16	large	large	JJ
stanford-ai-2021	26	17	-	-	HYPH
stanford-ai-2021	26	18	scale	scale	NN
stanford-ai-2021	26	19	surveillance	surveillance	NN
stanford-ai-2021	26	20	are	be	VBP
stanford-ai-2021	26	21	rapidly	rapidly	RB
stanford-ai-2021	26	22	maturing	mature	VBG
stanford-ai-2021	26	23	,	,	,
stanford-ai-2021	26	24	with	with	IN
stanford-ai-2021	26	25	techniques	technique	NNS
stanford-ai-2021	26	26	for	for	IN
stanford-ai-2021	26	27	image	image	NN
stanford-ai-2021	26	28	classification	classification	NN
stanford-ai-2021	26	29	,	,	,
stanford-ai-2021	26	30	face	face	NN
stanford-ai-2021	26	31	recognition	recognition	NN
stanford-ai-2021	26	32	,	,	,
stanford-ai-2021	26	33	video	video	NN
stanford-ai-2021	26	34	analysis	analysis	NN
stanford-ai-2021	26	35	,	,	,
stanford-ai-2021	26	36	and	and	CC
stanford-ai-2021	26	37	voice	voice	NN
stanford-ai-2021	26	38	identification	identification	NN
stanford-ai-2021	26	39	all	all	DT
stanford-ai-2021	26	40	seeing	see	VBG
stanford-ai-2021	26	41	significant	significant	JJ
stanford-ai-2021	26	42	progress	progress	NN
stanford-ai-2021	26	43	in	in	IN
stanford-ai-2021	26	44	2020	2020	CD
stanford-ai-2021	26	45	.	.	.
stanford-ai-2021	27	1	AI	AI	NNP
stanford-ai-2021	27	2	ethics	ethic	NNS
stanford-ai-2021	27	3	lacks	lack	VBZ
stanford-ai-2021	27	4	benchmarks	benchmark	NNS
stanford-ai-2021	27	5	and	and	CC
stanford-ai-2021	27	6	consensus	consensus	NN
stanford-ai-2021	27	7	:	:	:
stanford-ai-2021	27	8	Though	though	IN
stanford-ai-2021	27	9	a	a	DT
stanford-ai-2021	27	10	number	number	NN
stanford-ai-2021	27	11	of	of	IN
stanford-ai-2021	27	12	groups	group	NNS
stanford-ai-2021	27	13	are	be	VBP
stanford-ai-2021	27	14	producing	produce	VBG
stanford-ai-2021	27	15	a	a	DT
stanford-ai-2021	27	16	range	range	NN
stanford-ai-2021	27	17	of	of	IN
stanford-ai-2021	27	18	qualitative	qualitative	JJ
stanford-ai-2021	27	19	or	or	CC
stanford-ai-2021	27	20	normative	normative	JJ
stanford-ai-2021	27	21	outputs	output	NNS
stanford-ai-2021	27	22	in	in	IN
stanford-ai-2021	27	23	the	the	DT
stanford-ai-2021	27	24	AI	AI	NNP
stanford-ai-2021	27	25	ethics	ethic	NNS
stanford-ai-2021	27	26	domain	domain	NN
stanford-ai-2021	27	27	,	,	,
stanford-ai-2021	27	28	the	the	DT
stanford-ai-2021	27	29	field	field	NN
stanford-ai-2021	27	30	generally	generally	RB
stanford-ai-2021	27	31	lacks	lack	VBZ
stanford-ai-2021	27	32	benchmarks	benchmark	NNS
stanford-ai-2021	27	33	that	that	WDT
stanford-ai-2021	27	34	can	can	MD
stanford-ai-2021	27	35	be	be	VB
stanford-ai-2021	27	36	used	use	VBN
stanford-ai-2021	27	37	to	to	TO
stanford-ai-2021	27	38	measure	measure	VB
stanford-ai-2021	27	39	or	or	CC
stanford-ai-2021	27	40	assess	assess	VB
stanford-ai-2021	27	41	the	the	DT
stanford-ai-2021	27	42	relationship	relationship	NN
stanford-ai-2021	27	43	between	between	IN
stanford-ai-2021	27	44	broader	broad	JJR
stanford-ai-2021	27	45	societal	societal	JJ
stanford-ai-2021	27	46	discussions	discussion	NNS
stanford-ai-2021	27	47	about	about	IN
stanford-ai-2021	27	48	technology	technology	NN
stanford-ai-2021	27	49	development	development	NN
stanford-ai-2021	27	50	and	and	CC
stanford-ai-2021	27	51	the	the	DT
stanford-ai-2021	27	52	development	development	NN
stanford-ai-2021	27	53	of	of	IN
stanford-ai-2021	27	54	the	the	DT
stanford-ai-2021	27	55	technology	technology	NN
stanford-ai-2021	27	56	itself	-PRON-	PRP
stanford-ai-2021	27	57	.	.	.
stanford-ai-2021	28	1	Furthermore	furthermore	RB
stanford-ai-2021	28	2	,	,	,
stanford-ai-2021	28	3	researchers	researcher	NNS
stanford-ai-2021	28	4	and	and	CC
stanford-ai-2021	28	5	civil	civil	JJ
stanford-ai-2021	28	6	society	society	NN
stanford-ai-2021	28	7	view	view	NN
stanford-ai-2021	28	8	AI	AI	NNP
stanford-ai-2021	28	9	ethics	ethic	NNS
stanford-ai-2021	28	10	as	as	IN
stanford-ai-2021	28	11	more	more	RBR
stanford-ai-2021	28	12	important	important	JJ
stanford-ai-2021	28	13	than	than	IN
stanford-ai-2021	28	14	industrial	industrial	JJ
stanford-ai-2021	28	15	organizations	organization	NNS
stanford-ai-2021	28	16	.	.	.
stanford-ai-2021	29	1	AI	AI	NNP
stanford-ai-2021	29	2	has	have	VBZ
stanford-ai-2021	29	3	gained	gain	VBN
stanford-ai-2021	29	4	the	the	DT
stanford-ai-2021	29	5	attention	attention	NN
stanford-ai-2021	29	6	of	of	IN
stanford-ai-2021	29	7	the	the	DT
stanford-ai-2021	29	8	U.S.	U.S.	NNP
stanford-ai-2021	29	9	Congress	Congress	NNP
stanford-ai-2021	29	10	:	:	:
stanford-ai-2021	29	11	The	the	DT
stanford-ai-2021	29	12	116th	116th	JJ
stanford-ai-2021	29	13	Congress	Congress	NNP
stanford-ai-2021	29	14	is	be	VBZ
stanford-ai-2021	29	15	the	the	DT
stanford-ai-2021	29	16	most	most	JJS
stanford-ai-2021	29	17	AI	ai	NN
stanford-ai-2021	29	18	-	-	HYPH
stanford-ai-2021	29	19	focused	focus	VBN
stanford-ai-2021	29	20	congressional	congressional	JJ
stanford-ai-2021	29	21	session	session	NN
stanford-ai-2021	29	22	in	in	IN
stanford-ai-2021	29	23	history	history	NN
stanford-ai-2021	29	24	with	with	IN
stanford-ai-2021	29	25	the	the	DT
stanford-ai-2021	29	26	number	number	NN
stanford-ai-2021	29	27	of	of	IN
stanford-ai-2021	29	28	mentions	mention	NNS
stanford-ai-2021	29	29	of	of	IN
stanford-ai-2021	29	30	AI	AI	NNP
stanford-ai-2021	29	31	in	in	IN
stanford-ai-2021	29	32	congressional	congressional	JJ
stanford-ai-2021	29	33	record	record	NN
stanford-ai-2021	29	34	more	more	RBR
stanford-ai-2021	29	35	than	than	IN
stanford-ai-2021	29	36	triple	triple	PDT
stanford-ai-2021	29	37	that	that	DT
stanford-ai-2021	29	38	of	of	IN
stanford-ai-2021	29	39	the	the	DT
stanford-ai-2021	29	40	115th	115th	JJ
stanford-ai-2021	29	41	Congress	Congress	NNP
stanford-ai-2021	29	42	.	.	.
stanford-ai-2021	30	1	TOP	TOP	NNP
stanford-ai-2021	30	2	9	9	CD
stanford-ai-2021	30	3	TAKEAWAYS	TAKEAWAYS	NNP
stanford-ai-2021	30	4	1	1	CD
stanford-ai-2021	30	5	2	2	CD
stanford-ai-2021	30	6	3	3	CD
stanford-ai-2021	30	7	4	4	CD
stanford-ai-2021	30	8	5	5	CD
stanford-ai-2021	30	9	6	6	CD
stanford-ai-2021	30	10	7	7	CD
stanford-ai-2021	30	11	8	8	CD
stanford-ai-2021	30	12	9	9	CD
stanford-ai-2021	30	13	Artificial	Artificial	NNP
stanford-ai-2021	30	14	Intelligence	Intelligence	NNP
stanford-ai-2021	30	15	Index	Index	NNP
stanford-ai-2021	30	16	Report	Report	NNP
stanford-ai-2021	30	17	2021	2021	CD
stanford-ai-2021	30	18	5	5	CD
stanford-ai-2021	30	19	AI	AI	NNP
stanford-ai-2021	30	20	Index	Index	NNP
stanford-ai-2021	30	21	Steering	Steering	NNP
stanford-ai-2021	30	22	Committee	Committee	NNP
stanford-ai-2021	30	23	AI	AI	NNP
stanford-ai-2021	30	24	Index	Index	NNP
stanford-ai-2021	30	25	Staff	Staff	NNP
stanford-ai-2021	30	26	Co	Co	NNP
stanford-ai-2021	30	27	-	-	NNS
stanford-ai-2021	30	28	Directors	Directors	NNPS
stanford-ai-2021	30	29	Members	Members	NNPS
stanford-ai-2021	30	30	Research	Research	NNP
stanford-ai-2021	30	31	Manager	Manager	NNP
stanford-ai-2021	30	32	and	and	CC
stanford-ai-2021	30	33	Editor	Editor	NNP
stanford-ai-2021	30	34	in	in	IN
stanford-ai-2021	30	35	Chief	Chief	NNP
stanford-ai-2021	30	36	Program	Program	NNP
stanford-ai-2021	30	37	Manager	Manager	NNP
stanford-ai-2021	30	38	Jack	Jack	NNP
stanford-ai-2021	30	39	Clark	Clark	NNP
stanford-ai-2021	30	40	OECD	OECD	NNP
stanford-ai-2021	30	41	,	,	,
stanford-ai-2021	30	42	GPAI	GPAI	NNP
stanford-ai-2021	30	43	Daniel	Daniel	NNP
stanford-ai-2021	30	44	Zhang	Zhang	NNP
stanford-ai-2021	30	45	Stanford	Stanford	NNP
stanford-ai-2021	30	46	University	University	NNP
stanford-ai-2021	30	47	Erik	Erik	NNP
stanford-ai-2021	30	48	Brynjolfsson	Brynjolfsson	NNP
stanford-ai-2021	30	49	Stanford	Stanford	NNP
stanford-ai-2021	30	50	University	University	NNP
stanford-ai-2021	30	51	John	John	NNP
stanford-ai-2021	30	52	Etchemendy	Etchemendy	NNP
stanford-ai-2021	30	53	Stanford	Stanford	NNP
stanford-ai-2021	30	54	University	University	NNP
stanford-ai-2021	30	55	Deep	Deep	NNP
stanford-ai-2021	30	56	Ganguli	Ganguli	NNP
stanford-ai-2021	30	57	Stanford	Stanford	NNP
stanford-ai-2021	30	58	University	University	NNP
stanford-ai-2021	30	59	Barbara	Barbara	NNP
stanford-ai-2021	30	60	Grosz	Grosz	NNP
stanford-ai-2021	30	61	Harvard	Harvard	NNP
stanford-ai-2021	30	62	University	University	NNP
stanford-ai-2021	30	63	Terah	Terah	NNP
stanford-ai-2021	30	64	Lyons	Lyons	NNP
stanford-ai-2021	30	65	Partnership	Partnership	NNP
stanford-ai-2021	30	66	on	on	IN
stanford-ai-2021	30	67	AI	AI	NNP
stanford-ai-2021	30	68	James	James	NNP
stanford-ai-2021	30	69	Manyika	Manyika	NNP
stanford-ai-2021	30	70	McKinsey	McKinsey	NNP
stanford-ai-2021	30	71	Global	Global	NNP
stanford-ai-2021	30	72	Institute	Institute	NNP
stanford-ai-2021	30	73	Juan	Juan	NNP
stanford-ai-2021	30	74	Carlos	Carlos	NNP
stanford-ai-2021	30	75	Niebles	Niebles	NNP
stanford-ai-2021	30	76	Stanford	Stanford	NNP
stanford-ai-2021	30	77	University	University	NNP
stanford-ai-2021	30	78	Michael	Michael	NNP
stanford-ai-2021	30	79	Sellitto	Sellitto	NNP
stanford-ai-2021	30	80	Stanford	Stanford	NNP
stanford-ai-2021	30	81	University	University	NNP
stanford-ai-2021	30	82	Yoav	Yoav	NNP
stanford-ai-2021	30	83	Shoham	Shoham	NNP
stanford-ai-2021	30	84	(	(	-LRB-
stanford-ai-2021	30	85	Founding	Founding	NNP
stanford-ai-2021	30	86	Director	Director	NNP
stanford-ai-2021	30	87	)	)	-RRB-
stanford-ai-2021	30	88	Stanford	Stanford	NNP
stanford-ai-2021	30	89	University	University	NNP
stanford-ai-2021	30	90	,	,	,
stanford-ai-2021	30	91	AI21	AI21	NNP
stanford-ai-2021	30	92	Labs	Labs	NNP
stanford-ai-2021	30	93	Raymond	Raymond	NNP
stanford-ai-2021	30	94	Perrault	Perrault	NNP
stanford-ai-2021	30	95	SRI	SRI	NNP
stanford-ai-2021	30	96	International	International	NNP
stanford-ai-2021	30	97	Saurabh	Saurabh	NNP
stanford-ai-2021	30	98	Mishra	Mishra	NNP
stanford-ai-2021	30	99	Stanford	Stanford	NNP
stanford-ai-2021	30	100	University	University	NNP
stanford-ai-2021	30	101	Artificial	Artificial	NNP
stanford-ai-2021	30	102	Intelligence	Intelligence	NNP
stanford-ai-2021	30	103	Index	Index	NNP
stanford-ai-2021	30	104	Report	Report	NNP
stanford-ai-2021	30	105	2021	2021	CD
stanford-ai-2021	30	106	6	6	CD
stanford-ai-2021	30	107	How	how	WRB
stanford-ai-2021	30	108	to	to	TO
stanford-ai-2021	30	109	Cite	cite	VB
stanford-ai-2021	30	110	This	this	DT
stanford-ai-2021	30	111	Report	Report	NNP
stanford-ai-2021	30	112	Daniel	Daniel	NNP
stanford-ai-2021	30	113	Zhang	Zhang	NNP
stanford-ai-2021	30	114	,	,	,
stanford-ai-2021	30	115	Saurabh	Saurabh	NNP
stanford-ai-2021	30	116	Mishra	Mishra	NNP
stanford-ai-2021	30	117	,	,	,
stanford-ai-2021	30	118	Erik	Erik	NNP
stanford-ai-2021	30	119	Brynjolfsson	Brynjolfsson	NNP
stanford-ai-2021	30	120	,	,	,
stanford-ai-2021	30	121	John	John	NNP
stanford-ai-2021	30	122	Etchemendy	Etchemendy	NNP
stanford-ai-2021	30	123	,	,	,
stanford-ai-2021	30	124	Deep	Deep	NNP
stanford-ai-2021	30	125	Ganguli	Ganguli	NNP
stanford-ai-2021	30	126	,	,	,
stanford-ai-2021	30	127	Barbara	Barbara	NNP
stanford-ai-2021	30	128	Grosz	Grosz	NNP
stanford-ai-2021	30	129	,	,	,
stanford-ai-2021	30	130	Terah	Terah	NNP
stanford-ai-2021	30	131	Lyons	Lyons	NNP
stanford-ai-2021	30	132	,	,	,
stanford-ai-2021	30	133	James	James	NNP
stanford-ai-2021	30	134	Manyika	Manyika	NNP
stanford-ai-2021	30	135	,	,	,
stanford-ai-2021	30	136	Juan	Juan	NNP
stanford-ai-2021	30	137	Carlos	Carlos	NNP
stanford-ai-2021	30	138	Niebles	Niebles	NNPS
stanford-ai-2021	30	139	,	,	,
stanford-ai-2021	30	140	Michael	Michael	NNP
stanford-ai-2021	30	141	Sellitto	Sellitto	NNP
stanford-ai-2021	30	142	,	,	,
stanford-ai-2021	30	143	Yoav	Yoav	NNP
stanford-ai-2021	30	144	Shoham	Shoham	NNP
stanford-ai-2021	30	145	,	,	,
stanford-ai-2021	30	146	Jack	Jack	NNP
stanford-ai-2021	30	147	Clark	Clark	NNP
stanford-ai-2021	30	148	,	,	,
stanford-ai-2021	30	149	and	and	CC
stanford-ai-2021	30	150	Raymond	Raymond	NNP
stanford-ai-2021	30	151	Perrault	Perrault	NNP
stanford-ai-2021	30	152	,	,	,
stanford-ai-2021	30	153	“	"	``
stanford-ai-2021	30	154	The	the	DT
stanford-ai-2021	30	155	AI	AI	NNP
stanford-ai-2021	30	156	Index	Index	NNP
stanford-ai-2021	30	157	2021	2021	CD
stanford-ai-2021	30	158	Annual	Annual	NNP
stanford-ai-2021	30	159	Report	Report	NNP
stanford-ai-2021	30	160	,	,	,
stanford-ai-2021	30	161	”	"	''
stanford-ai-2021	30	162	AI	AI	NNP
stanford-ai-2021	30	163	Index	Index	NNP
stanford-ai-2021	30	164	Steering	Steering	NNP
stanford-ai-2021	30	165	Committee	Committee	NNP
stanford-ai-2021	30	166	,	,	,
stanford-ai-2021	30	167	Human	Human	NNP
stanford-ai-2021	30	168	-	-	HYPH
stanford-ai-2021	30	169	Centered	Centered	NNP
stanford-ai-2021	30	170	AI	AI	NNP
stanford-ai-2021	30	171	Institute	Institute	NNP
stanford-ai-2021	30	172	,	,	,
stanford-ai-2021	30	173	Stanford	Stanford	NNP
stanford-ai-2021	30	174	University	University	NNP
stanford-ai-2021	30	175	,	,	,
stanford-ai-2021	30	176	Stanford	Stanford	NNP
stanford-ai-2021	30	177	,	,	,
stanford-ai-2021	30	178	CA	CA	NNP
stanford-ai-2021	30	179	,	,	,
stanford-ai-2021	30	180	March	March	NNP
stanford-ai-2021	30	181	2021	2021	CD
stanford-ai-2021	30	182	.	.	.
stanford-ai-2021	31	1	The	the	DT
stanford-ai-2021	31	2	AI	AI	NNP
stanford-ai-2021	31	3	Index	Index	NNP
stanford-ai-2021	31	4	2021	2021	CD
stanford-ai-2021	31	5	Annual	Annual	NNP
stanford-ai-2021	31	6	Report	Report	NNP
stanford-ai-2021	31	7	by	by	IN
stanford-ai-2021	31	8	Stanford	Stanford	NNP
stanford-ai-2021	31	9	University	University	NNP
stanford-ai-2021	31	10	is	be	VBZ
stanford-ai-2021	31	11	licensed	license	VBN
stanford-ai-2021	31	12	under	under	IN
stanford-ai-2021	31	13	Attribution	Attribution	NNP
stanford-ai-2021	31	14	-	-	HYPH
stanford-ai-2021	31	15	NoDerivatives	NoDerivatives	NNP
stanford-ai-2021	31	16	4.0	4.0	CD
stanford-ai-2021	31	17	International	International	NNP
stanford-ai-2021	31	18	.	.	.
stanford-ai-2021	32	1	To	to	TO
stanford-ai-2021	32	2	view	view	VB
stanford-ai-2021	32	3	a	a	DT
stanford-ai-2021	32	4	copy	copy	NN
stanford-ai-2021	32	5	of	of	IN
stanford-ai-2021	32	6	this	this	DT
stanford-ai-2021	32	7	license	license	NN
stanford-ai-2021	32	8	,	,	,
stanford-ai-2021	32	9	visit	visit	VBP
stanford-ai-2021	32	10	http://creativecommons.org/licenses/by-nd/4.0/.	http://creativecommons.org/licenses/by-nd/4.0/.	NNP
stanford-ai-2021	33	1	The	the	DT
stanford-ai-2021	33	2	AI	AI	NNP
stanford-ai-2021	33	3	Index	Index	NNP
stanford-ai-2021	33	4	is	be	VBZ
stanford-ai-2021	33	5	an	an	DT
stanford-ai-2021	33	6	independent	independent	JJ
stanford-ai-2021	33	7	initiative	initiative	NN
stanford-ai-2021	33	8	at	at	IN
stanford-ai-2021	33	9	Stanford	Stanford	NNP
stanford-ai-2021	33	10	University	University	NNP
stanford-ai-2021	33	11	’s	’s	POS
stanford-ai-2021	33	12	Human	Human	NNP
stanford-ai-2021	33	13	-	-	HYPH
stanford-ai-2021	33	14	Centered	Centered	NNP
stanford-ai-2021	33	15	Artificial	Artificial	NNP
stanford-ai-2021	33	16	Intelligence	Intelligence	NNP
stanford-ai-2021	33	17	Institute	Institute	NNP
stanford-ai-2021	33	18	(	(	-LRB-
stanford-ai-2021	33	19	HAI	HAI	NNP
stanford-ai-2021	33	20	)	)	-RRB-
stanford-ai-2021	33	21	.	.	.
stanford-ai-2021	34	1	We	-PRON-	PRP
stanford-ai-2021	34	2	thank	thank	VBP
stanford-ai-2021	34	3	our	-PRON-	PRP$
stanford-ai-2021	34	4	supporting	support	VBG
stanford-ai-2021	34	5	partners	partner	NNS
stanford-ai-2021	34	6	We	-PRON-	PRP
stanford-ai-2021	34	7	welcome	welcome	VBP
stanford-ai-2021	34	8	feedback	feedback	NN
stanford-ai-2021	34	9	and	and	CC
stanford-ai-2021	34	10	new	new	JJ
stanford-ai-2021	34	11	ideas	idea	NNS
stanford-ai-2021	34	12	for	for	IN
stanford-ai-2021	34	13	next	next	JJ
stanford-ai-2021	34	14	year	year	NN
stanford-ai-2021	34	15	.	.	.
stanford-ai-2021	35	1	Contact	contact	VB
stanford-ai-2021	35	2	us	-PRON-	PRP
stanford-ai-2021	35	3	at	at	IN
stanford-ai-2021	35	4	AI-Index-Report@stanford.edu	AI-Index-Report@stanford.edu	NNP
stanford-ai-2021	35	5	.	.	.
stanford-ai-2021	36	1	The	the	DT
stanford-ai-2021	36	2	AI	AI	NNP
stanford-ai-2021	36	3	Index	Index	NNP
stanford-ai-2021	36	4	was	be	VBD
stanford-ai-2021	36	5	conceived	conceive	VBN
stanford-ai-2021	36	6	within	within	IN
stanford-ai-2021	36	7	the	the	DT
stanford-ai-2021	36	8	One	one	CD
stanford-ai-2021	36	9	Hundred	Hundred	NNP
stanford-ai-2021	36	10	Year	Year	NNP
stanford-ai-2021	36	11	Study	Study	NNP
stanford-ai-2021	36	12	on	on	IN
stanford-ai-2021	36	13	AI	AI	NNP
stanford-ai-2021	36	14	(	(	-LRB-
stanford-ai-2021	36	15	AI100	AI100	NNP
stanford-ai-2021	36	16	)	)	-RRB-
stanford-ai-2021	36	17	.	.	.
stanford-ai-2021	37	1	http://creativecommons.org/licenses/by-nd/4.0/	http://creativecommons.org/licenses/by-nd/4.0/	NNP
stanford-ai-2021	37	2	http://hai.stanford.edu	http://hai.stanford.edu	NNP
stanford-ai-2021	37	3	mailto	mailto	NNP
stanford-ai-2021	37	4	:	:	:
stanford-ai-2021	37	5	AI	AI	NNP
stanford-ai-2021	37	6	-	-	HYPH
stanford-ai-2021	37	7	Index	Index	NNP
stanford-ai-2021	37	8	-	-	HYPH
stanford-ai-2021	37	9	Report%40stanford.edu?subject=	Report%40stanford.edu?subject=	NNP
stanford-ai-2021	37	10	https://ai100.stanford.edu/	https://ai100.stanford.edu/	NNP
stanford-ai-2021	37	11	Artificial	Artificial	NNP
stanford-ai-2021	37	12	Intelligence	Intelligence	NNP
stanford-ai-2021	37	13	Index	Index	NNP
stanford-ai-2021	37	14	Report	Report	NNP
stanford-ai-2021	37	15	2021	2021	CD
stanford-ai-2021	37	16	7	7	CD
stanford-ai-2021	37	17	Acknowledgments	Acknowledgments	NNPS
stanford-ai-2021	37	18	We	-PRON-	PRP
stanford-ai-2021	37	19	appreciate	appreciate	VBP
stanford-ai-2021	37	20	the	the	DT
stanford-ai-2021	37	21	following	follow	VBG
stanford-ai-2021	37	22	organizations	organization	NNS
stanford-ai-2021	37	23	and	and	CC
stanford-ai-2021	37	24	individuals	individual	NNS
stanford-ai-2021	37	25	who	who	WP
stanford-ai-2021	37	26	provided	provide	VBD
stanford-ai-2021	37	27	data	datum	NNS
stanford-ai-2021	37	28	,	,	,
stanford-ai-2021	37	29	analysis	analysis	NN
stanford-ai-2021	37	30	,	,	,
stanford-ai-2021	37	31	advice	advice	NN
stanford-ai-2021	37	32	,	,	,
stanford-ai-2021	37	33	and	and	CC
stanford-ai-2021	37	34	expert	expert	NN
stanford-ai-2021	37	35	commentary	commentary	NN
stanford-ai-2021	37	36	for	for	IN
stanford-ai-2021	37	37	inclusion	inclusion	NN
stanford-ai-2021	37	38	in	in	IN
stanford-ai-2021	37	39	the	the	DT
stanford-ai-2021	37	40	AI	AI	NNP
stanford-ai-2021	37	41	Index	Index	NNP
stanford-ai-2021	37	42	2021	2021	CD
stanford-ai-2021	37	43	Report	Report	NNP
stanford-ai-2021	37	44	:	:	:
stanford-ai-2021	37	45	Organizations	Organizations	NNP
stanford-ai-2021	37	46	arXiv	arXiv	NNP
stanford-ai-2021	37	47	Jim	Jim	NNP
stanford-ai-2021	37	48	Entwood	Entwood	NNP
stanford-ai-2021	37	49	,	,	,
stanford-ai-2021	37	50	Paul	Paul	NNP
stanford-ai-2021	37	51	Ginsparg	Ginsparg	NNP
stanford-ai-2021	37	52	,	,	,
stanford-ai-2021	37	53	Joe	Joe	NNP
stanford-ai-2021	37	54	Halpern	Halpern	NNP
stanford-ai-2021	37	55	,	,	,
stanford-ai-2021	37	56	Eleonora	Eleonora	NNP
stanford-ai-2021	37	57	Presani	Presani	NNP
stanford-ai-2021	37	58	AI	AI	NNP
stanford-ai-2021	37	59	Ethics	Ethics	NNP
stanford-ai-2021	37	60	Lab	Lab	NNP
stanford-ai-2021	37	61	Cansu	Cansu	NNP
stanford-ai-2021	37	62	Canca	Canca	NNP
stanford-ai-2021	37	63	,	,	,
stanford-ai-2021	37	64	Yasemin	Yasemin	NNP
stanford-ai-2021	37	65	Usta	Usta	NNP
stanford-ai-2021	37	66	Black	Black	NNP
stanford-ai-2021	37	67	in	in	IN
stanford-ai-2021	37	68	AI	AI	NNP
stanford-ai-2021	37	69	Rediet	Rediet	NNP
stanford-ai-2021	37	70	Abebe	Abebe	NNP
stanford-ai-2021	37	71	,	,	,
stanford-ai-2021	37	72	Hassan	Hassan	NNP
stanford-ai-2021	37	73	Kane	Kane	NNP
stanford-ai-2021	37	74	Bloomberg	Bloomberg	NNP
stanford-ai-2021	37	75	Government	Government	NNP
stanford-ai-2021	37	76	Chris	Chris	NNP
stanford-ai-2021	37	77	Cornillie	Cornillie	NNP
stanford-ai-2021	37	78	Burning	Burning	NNP
stanford-ai-2021	37	79	Glass	Glass	NNP
stanford-ai-2021	37	80	Technologies	Technologies	NNPS
stanford-ai-2021	37	81	Layla	Layla	NNP
stanford-ai-2021	37	82	O’Kane	o’kane	NN
stanford-ai-2021	37	83	,	,	,
stanford-ai-2021	37	84	Bledi	Bledi	NNP
stanford-ai-2021	37	85	Taska	Taska	NNP
stanford-ai-2021	37	86	,	,	,
stanford-ai-2021	37	87	Zhou	Zhou	NNP
stanford-ai-2021	37	88	Zhou	Zhou	NNP
stanford-ai-2021	37	89	Computing	Computing	NNP
stanford-ai-2021	37	90	Research	Research	NNP
stanford-ai-2021	37	91	Association	Association	NNP
stanford-ai-2021	37	92	Andrew	Andrew	NNP
stanford-ai-2021	37	93	Bernat	Bernat	NNP
stanford-ai-2021	37	94	,	,	,
stanford-ai-2021	37	95	Susan	Susan	NNP
stanford-ai-2021	37	96	Davidson	Davidson	NNP
stanford-ai-2021	37	97	Elsevier	Elsevier	NNP
stanford-ai-2021	37	98	Clive	Clive	NNP
stanford-ai-2021	37	99	Bastin	Bastin	NNP
stanford-ai-2021	37	100	,	,	,
stanford-ai-2021	37	101	Jörg	Jörg	NNP
stanford-ai-2021	37	102	Hellwig	Hellwig	NNP
stanford-ai-2021	37	103	,	,	,
stanford-ai-2021	37	104	Sarah	Sarah	NNP
stanford-ai-2021	37	105	Huggett	Huggett	NNP
stanford-ai-2021	37	106	,	,	,
stanford-ai-2021	37	107	Mark	Mark	NNP
stanford-ai-2021	37	108	Siebert	Siebert	NNP
stanford-ai-2021	37	109	Intento	Intento	NNP
stanford-ai-2021	37	110	Grigory	Grigory	NNP
stanford-ai-2021	37	111	Sapunov	Sapunov	NNP
stanford-ai-2021	37	112	,	,	,
stanford-ai-2021	37	113	Konstantin	Konstantin	NNP
stanford-ai-2021	37	114	Savenkov	Savenkov	NNP
stanford-ai-2021	37	115	International	International	NNP
stanford-ai-2021	37	116	Federation	Federation	NNP
stanford-ai-2021	37	117	of	of	IN
stanford-ai-2021	37	118	Robotics	Robotics	NNP
stanford-ai-2021	37	119	Susanne	Susanne	NNP
stanford-ai-2021	37	120	Bieller	Bieller	NNP
stanford-ai-2021	37	121	,	,	,
stanford-ai-2021	37	122	Jeff	Jeff	NNP
stanford-ai-2021	37	123	Burnstein	Burnstein	NNP
stanford-ai-2021	37	124	Joint	Joint	NNP
stanford-ai-2021	37	125	Research	Research	NNP
stanford-ai-2021	37	126	Center	Center	NNP
stanford-ai-2021	37	127	,	,	,
stanford-ai-2021	37	128	European	European	NNP
stanford-ai-2021	37	129	Commission	Commission	NNP
stanford-ai-2021	37	130	Giuditta	Giuditta	NNP
stanford-ai-2021	37	131	De	De	NNP
stanford-ai-2021	37	132	Prato	Prato	NNP
stanford-ai-2021	37	133	,	,	,
stanford-ai-2021	37	134	Montserrat	Montserrat	NNP
stanford-ai-2021	37	135	López	López	NNP
stanford-ai-2021	37	136	Cobo	Cobo	NNP
stanford-ai-2021	37	137	,	,	,
stanford-ai-2021	37	138	Riccardo	Riccardo	NNP
stanford-ai-2021	37	139	Righi	Righi	NNP
stanford-ai-2021	37	140	LinkedIn	LinkedIn	NNP
stanford-ai-2021	37	141	Guy	Guy	NNP
stanford-ai-2021	37	142	Berger	Berger	NNP
stanford-ai-2021	37	143	,	,	,
stanford-ai-2021	37	144	Mar	Mar	NNP
stanford-ai-2021	37	145	Carpanelli	Carpanelli	NNP
stanford-ai-2021	37	146	,	,	,
stanford-ai-2021	37	147	Di	Di	NNP
stanford-ai-2021	37	148	Mo	Mo	NNP
stanford-ai-2021	37	149	,	,	,
stanford-ai-2021	37	150	Virginia	Virginia	NNP
stanford-ai-2021	37	151	Ramsey	Ramsey	NNP
stanford-ai-2021	37	152	Liquidnet	Liquidnet	NNP
stanford-ai-2021	37	153	Jeffrey	Jeffrey	NNP
stanford-ai-2021	37	154	Banner	Banner	NNP
stanford-ai-2021	37	155	,	,	,
stanford-ai-2021	37	156	Steven	Steven	NNP
stanford-ai-2021	37	157	Nichols	Nichols	NNP
stanford-ai-2021	37	158	McKinsey	McKinsey	NNP
stanford-ai-2021	37	159	Global	Global	NNP
stanford-ai-2021	37	160	Institute	Institute	NNP
stanford-ai-2021	37	161	Brittany	Brittany	NNP
stanford-ai-2021	37	162	Presten	Presten	NNP
stanford-ai-2021	37	163	Microsoft	Microsoft	NNP
stanford-ai-2021	37	164	Academic	Academic	NNP
stanford-ai-2021	37	165	Graph	Graph	NNP
stanford-ai-2021	37	166	Iris	Iris	NNP
stanford-ai-2021	37	167	Shen	Shen	NNP
stanford-ai-2021	37	168	,	,	,
stanford-ai-2021	37	169	Kuansan	Kuansan	NNP
stanford-ai-2021	37	170	Wang	Wang	NNP
stanford-ai-2021	37	171	National	National	NNP
stanford-ai-2021	37	172	Institute	Institute	NNP
stanford-ai-2021	37	173	of	of	IN
stanford-ai-2021	37	174	Standards	Standards	NNPS
stanford-ai-2021	37	175	and	and	CC
stanford-ai-2021	37	176	Technology	Technology	NNP
stanford-ai-2021	37	177	Patrick	Patrick	NNP
stanford-ai-2021	37	178	Grother	Grother	NNP
stanford-ai-2021	37	179	Nesta	Nesta	NNP
stanford-ai-2021	37	180	Joel	Joel	NNP
stanford-ai-2021	37	181	Klinger	Klinger	NNP
stanford-ai-2021	37	182	,	,	,
stanford-ai-2021	37	183	Juan	Juan	NNP
stanford-ai-2021	37	184	Mateos	Mateos	NNP
stanford-ai-2021	37	185	-	-	HYPH
stanford-ai-2021	37	186	Garcia	Garcia	NNP
stanford-ai-2021	37	187	,	,	,
stanford-ai-2021	37	188	Kostas	Kostas	NNP
stanford-ai-2021	37	189	Stathoulopoulos	Stathoulopoulos	NNP
stanford-ai-2021	37	190	NetBase	NetBase	NNP
stanford-ai-2021	37	191	Quid	Quid	NNP
stanford-ai-2021	37	192	Zen	Zen	NNP
stanford-ai-2021	37	193	Ahmed	Ahmed	NNP
stanford-ai-2021	37	194	,	,	,
stanford-ai-2021	37	195	Scott	Scott	NNP
stanford-ai-2021	37	196	Cohen	Cohen	NNP
stanford-ai-2021	37	197	,	,	,
stanford-ai-2021	37	198	Julie	Julie	NNP
stanford-ai-2021	37	199	Kim	Kim	NNP
stanford-ai-2021	37	200	PostEra	PostEra	NNP
stanford-ai-2021	37	201	Aaron	Aaron	NNP
stanford-ai-2021	37	202	Morris	Morris	NNP
stanford-ai-2021	37	203	Queer	Queer	NNP
stanford-ai-2021	37	204	in	in	IN
stanford-ai-2021	37	205	AI	AI	NNP
stanford-ai-2021	37	206	Raphael	Raphael	NNP
stanford-ai-2021	37	207	Gontijo	Gontijo	NNP
stanford-ai-2021	37	208	Lopes	Lopes	NNP
stanford-ai-2021	37	209	State	State	NNP
stanford-ai-2021	37	210	of	of	IN
stanford-ai-2021	37	211	AI	AI	NNP
stanford-ai-2021	37	212	Report	Report	NNP
stanford-ai-2021	37	213	Nathan	Nathan	NNP
stanford-ai-2021	37	214	Benaich	Benaich	NNP
stanford-ai-2021	37	215	,	,	,
stanford-ai-2021	37	216	Ian	Ian	NNP
stanford-ai-2021	37	217	Hogarth	Hogarth	NNP
stanford-ai-2021	37	218	Women	Women	NNP
stanford-ai-2021	37	219	in	in	IN
stanford-ai-2021	37	220	Machine	Machine	NNP
stanford-ai-2021	37	221	Learning	Learning	NNP
stanford-ai-2021	37	222	Sarah	Sarah	NNP
stanford-ai-2021	37	223	Tan	Tan	NNP
stanford-ai-2021	37	224	,	,	,
stanford-ai-2021	37	225	Jane	Jane	NNP
stanford-ai-2021	37	226	Wang	Wang	NNP
stanford-ai-2021	37	227	Artificial	Artificial	NNP
stanford-ai-2021	37	228	Intelligence	Intelligence	NNP
stanford-ai-2021	37	229	Index	Index	NNP
stanford-ai-2021	37	230	Report	Report	NNP
stanford-ai-2021	37	231	2021	2021	CD
stanford-ai-2021	37	232	8	8	CD
stanford-ai-2021	37	233	Individuals	individual	NNS
stanford-ai-2021	37	234	ActivityNet	ActivityNet	NNP
stanford-ai-2021	37	235	Fabian	Fabian	NNP
stanford-ai-2021	37	236	Caba	Caba	NNP
stanford-ai-2021	37	237	(	(	-LRB-
stanford-ai-2021	37	238	Adobe	Adobe	NNP
stanford-ai-2021	37	239	Research	Research	NNP
stanford-ai-2021	37	240	)	)	-RRB-
stanford-ai-2021	37	241	;	;	:
stanford-ai-2021	37	242	Bernard	Bernard	NNP
stanford-ai-2021	37	243	Ghanem	Ghanem	NNP
stanford-ai-2021	37	244	(	(	-LRB-
stanford-ai-2021	37	245	King	King	NNP
stanford-ai-2021	37	246	Abdullah	Abdullah	NNP
stanford-ai-2021	37	247	University	University	NNP
stanford-ai-2021	37	248	of	of	IN
stanford-ai-2021	37	249	Science	Science	NNP
stanford-ai-2021	37	250	and	and	CC
stanford-ai-2021	37	251	Technology	Technology	NNP
stanford-ai-2021	37	252	)	)	-RRB-
stanford-ai-2021	37	253	;	;	:
stanford-ai-2021	37	254	Cees	Cees	NNP
stanford-ai-2021	37	255	Snoek	Snoek	NNP
stanford-ai-2021	37	256	(	(	-LRB-
stanford-ai-2021	37	257	University	University	NNP
stanford-ai-2021	37	258	of	of	IN
stanford-ai-2021	37	259	Amsterdam	Amsterdam	NNP
stanford-ai-2021	37	260	)	)	-RRB-
stanford-ai-2021	37	261	AI	AI	NNP
stanford-ai-2021	37	262	Brain	Brain	NNP
stanford-ai-2021	37	263	Drain	Drain	NNP
stanford-ai-2021	37	264	and	and	CC
stanford-ai-2021	37	265	Faculty	Faculty	NNP
stanford-ai-2021	37	266	Departure	Departure	NNP
stanford-ai-2021	37	267	Michael	Michael	NNP
stanford-ai-2021	37	268	Gofman	Gofman	NNP
stanford-ai-2021	37	269	(	(	-LRB-
stanford-ai-2021	37	270	University	University	NNP
stanford-ai-2021	37	271	of	of	IN
stanford-ai-2021	37	272	Roches-	Roches-	NNP
stanford-ai-2021	37	273	ter	ter	NN
stanford-ai-2021	37	274	)	)	-RRB-
stanford-ai-2021	37	275	;	;	:
stanford-ai-2021	37	276	Zhao	Zhao	NNP
stanford-ai-2021	37	277	Jin	Jin	NNP
stanford-ai-2021	37	278	(	(	-LRB-
stanford-ai-2021	37	279	Cheung	Cheung	NNP
stanford-ai-2021	37	280	Kong	Kong	NNP
stanford-ai-2021	37	281	Graduate	Graduate	NNP
stanford-ai-2021	37	282	School	School	NNP
stanford-ai-2021	37	283	of	of	IN
stanford-ai-2021	37	284	Business	Business	NNP
stanford-ai-2021	37	285	)	)	-RRB-
stanford-ai-2021	37	286	Automated	Automated	NNP
stanford-ai-2021	37	287	Theorem	Theorem	NNP
stanford-ai-2021	37	288	Proving	Proving	NNP
stanford-ai-2021	37	289	Geoff	Geoff	NNP
stanford-ai-2021	37	290	Sutcliffe	Sutcliffe	NNP
stanford-ai-2021	37	291	(	(	-LRB-
stanford-ai-2021	37	292	University	University	NNP
stanford-ai-2021	37	293	of	of	IN
stanford-ai-2021	37	294	Miami	Miami	NNP
stanford-ai-2021	37	295	)	)	-RRB-
stanford-ai-2021	37	296	;	;	:
stanford-ai-2021	37	297	Christian	Christian	NNP
stanford-ai-2021	37	298	Suttner	Suttner	NNP
stanford-ai-2021	37	299	(	(	-LRB-
stanford-ai-2021	37	300	Connion	Connion	NNP
stanford-ai-2021	37	301	GmbH	GmbH	NNP
stanford-ai-2021	37	302	)	)	-RRB-
stanford-ai-2021	37	303	Boolean	Boolean	NNP
stanford-ai-2021	37	304	Satisfiability	Satisfiability	NNP
stanford-ai-2021	37	305	Problem	Problem	NNP
stanford-ai-2021	37	306	Lars	Lars	NNP
stanford-ai-2021	37	307	Kotthoff	Kotthoff	NNP
stanford-ai-2021	37	308	(	(	-LRB-
stanford-ai-2021	37	309	University	University	NNP
stanford-ai-2021	37	310	of	of	IN
stanford-ai-2021	37	311	Wyoming	Wyoming	NNP
stanford-ai-2021	37	312	)	)	-RRB-
stanford-ai-2021	37	313	Corporate	Corporate	NNP
stanford-ai-2021	37	314	Representation	Representation	NNP
stanford-ai-2021	37	315	at	at	IN
stanford-ai-2021	37	316	AI	AI	NNP
stanford-ai-2021	37	317	Research	Research	NNP
stanford-ai-2021	37	318	Conferences	Conferences	NNP
stanford-ai-2021	37	319	Nuruddin	Nuruddin	NNP
stanford-ai-2021	37	320	Ahmed	Ahmed	NNP
stanford-ai-2021	37	321	(	(	-LRB-
stanford-ai-2021	37	322	Ivey	Ivey	NNP
stanford-ai-2021	37	323	Business	Business	NNP
stanford-ai-2021	37	324	School	School	NNP
stanford-ai-2021	37	325	,	,	,
stanford-ai-2021	37	326	Western	Western	NNP
stanford-ai-2021	37	327	University	University	NNP
stanford-ai-2021	37	328	)	)	-RRB-
stanford-ai-2021	37	329	;	;	:
stanford-ai-2021	37	330	Muntasir	Muntasir	NNP
stanford-ai-2021	37	331	Wahed	Wahed	NNP
stanford-ai-2021	37	332	(	(	-LRB-
stanford-ai-2021	37	333	Virginia	Virginia	NNP
stanford-ai-2021	37	334	Tech	Tech	NNP
stanford-ai-2021	37	335	)	)	-RRB-
stanford-ai-2021	37	336	Conference	Conference	NNP
stanford-ai-2021	37	337	Attendance	Attendance	NNP
stanford-ai-2021	37	338	Maria	Maria	NNP
stanford-ai-2021	37	339	Gini	Gini	NNP
stanford-ai-2021	37	340	,	,	,
stanford-ai-2021	37	341	Gita	Gita	NNP
stanford-ai-2021	37	342	Sukthankar	Sukthankar	NNP
stanford-ai-2021	37	343	(	(	-LRB-
stanford-ai-2021	37	344	AAMAS	AAMAS	NNP
stanford-ai-2021	37	345	)	)	-RRB-
stanford-ai-2021	37	346	;	;	:
stanford-ai-2021	37	347	Carol	Carol	NNP
stanford-ai-2021	37	348	Hamilton	Hamilton	NNP
stanford-ai-2021	37	349	(	(	-LRB-
stanford-ai-2021	37	350	AAAI	AAAI	NNP
stanford-ai-2021	37	351	)	)	-RRB-
stanford-ai-2021	37	352	;	;	:
stanford-ai-2021	37	353	Dan	Dan	NNP
stanford-ai-2021	37	354	Jurafsky	Jurafsky	NNP
stanford-ai-2021	37	355	(	(	-LRB-
stanford-ai-2021	37	356	ACL	ACL	NNP
stanford-ai-2021	37	357	)	)	-RRB-
stanford-ai-2021	37	358	;	;	:
stanford-ai-2021	37	359	Walter	Walter	NNP
stanford-ai-2021	37	360	Scheirer	Scheirer	NNP
stanford-ai-2021	37	361	,	,	,
stanford-ai-2021	37	362	Ramin	Ramin	NNP
stanford-ai-2021	37	363	Zabih	Zabih	NNP
stanford-ai-2021	37	364	(	(	-LRB-
stanford-ai-2021	37	365	CVPR	CVPR	NNP
stanford-ai-2021	37	366	)	)	-RRB-
stanford-ai-2021	37	367	;	;	:
stanford-ai-2021	37	368	Jörg	Jörg	NNP
stanford-ai-2021	37	369	Hoffmann	Hoffmann	NNP
stanford-ai-2021	37	370	,	,	,
stanford-ai-2021	37	371	Erez	Erez	NNP
stanford-ai-2021	37	372	Karpas	Karpas	NNP
stanford-ai-2021	37	373	(	(	-LRB-
stanford-ai-2021	37	374	ICAPS	ICAPS	NNP
stanford-ai-2021	37	375	)	)	-RRB-
stanford-ai-2021	37	376	;	;	:
stanford-ai-2021	37	377	Paul	Paul	NNP
stanford-ai-2021	37	378	Oh	oh	UH
stanford-ai-2021	37	379	(	(	-LRB-
stanford-ai-2021	37	380	IROS	IROS	NNP
stanford-ai-2021	37	381	)	)	-RRB-
stanford-ai-2021	37	382	;	;	:
stanford-ai-2021	37	383	Pavlos	Pavlos	NNP
stanford-ai-2021	37	384	Peppas	Peppas	NNP
stanford-ai-2021	37	385	,	,	,
stanford-ai-2021	37	386	Michael	Michael	NNP
stanford-ai-2021	37	387	Thielscher	Thielscher	NNP
stanford-ai-2021	37	388	(	(	-LRB-
stanford-ai-2021	37	389	KR	KR	NNP
stanford-ai-2021	37	390	)	)	-RRB-
stanford-ai-2021	37	391	Ethics	Ethics	NNP
stanford-ai-2021	37	392	at	at	IN
stanford-ai-2021	37	393	AI	AI	NNP
stanford-ai-2021	37	394	Conferences	Conferences	NNP
stanford-ai-2021	37	395	Pedro	Pedro	NNP
stanford-ai-2021	37	396	Avelar	Avelar	NNP
stanford-ai-2021	37	397	,	,	,
stanford-ai-2021	37	398	Luis	Luis	NNP
stanford-ai-2021	37	399	Lamb	Lamb	NNP
stanford-ai-2021	37	400	,	,	,
stanford-ai-2021	37	401	Marcelo	Marcelo	NNP
stanford-ai-2021	37	402	Prates	Prates	NNP
stanford-ai-2021	37	403	(	(	-LRB-
stanford-ai-2021	37	404	Federal	Federal	NNP
stanford-ai-2021	37	405	University	University	NNP
stanford-ai-2021	37	406	of	of	IN
stanford-ai-2021	37	407	Rio	Rio	NNP
stanford-ai-2021	37	408	Grande	Grande	NNP
stanford-ai-2021	37	409	do	do	VBP
stanford-ai-2021	37	410	Sul	Sul	NNP
stanford-ai-2021	37	411	)	)	-RRB-
stanford-ai-2021	37	412	ImageNet	ImageNet	NNP
stanford-ai-2021	37	413	Lucas	Lucas	NNP
stanford-ai-2021	37	414	Beyer	Beyer	NNP
stanford-ai-2021	37	415	,	,	,
stanford-ai-2021	37	416	Alexey	Alexey	NNP
stanford-ai-2021	37	417	Dosovitskiy	Dosovitskiy	NNP
stanford-ai-2021	37	418	,	,	,
stanford-ai-2021	37	419	Neil	Neil	NNP
stanford-ai-2021	37	420	Houlsby	Houlsby	NNP
stanford-ai-2021	37	421	(	(	-LRB-
stanford-ai-2021	37	422	Google	Google	NNP
stanford-ai-2021	37	423	)	)	-RRB-
stanford-ai-2021	37	424	MLPerf	MLPerf	NNP
stanford-ai-2021	37	425	/	/	SYM
stanford-ai-2021	37	426	DAWNBench	DAWNBench	NNP
stanford-ai-2021	37	427	Cody	Cody	NNP
stanford-ai-2021	37	428	Coleman	Coleman	NNP
stanford-ai-2021	37	429	(	(	-LRB-
stanford-ai-2021	37	430	Stanford	Stanford	NNP
stanford-ai-2021	37	431	University	University	NNP
stanford-ai-2021	37	432	)	)	-RRB-
stanford-ai-2021	37	433	,	,	,
stanford-ai-2021	37	434	Peter	Peter	NNP
stanford-ai-2021	37	435	Mattson	Mattson	NNP
stanford-ai-2021	37	436	(	(	-LRB-
stanford-ai-2021	37	437	Google	Google	NNP
stanford-ai-2021	37	438	)	)	-RRB-
stanford-ai-2021	37	439	Molecular	Molecular	NNP
stanford-ai-2021	37	440	Synthesis	Synthesis	NNP
stanford-ai-2021	37	441	Philippe	Philippe	NNP
stanford-ai-2021	37	442	Schwaller	Schwaller	NNP
stanford-ai-2021	37	443	(	(	-LRB-
stanford-ai-2021	37	444	IBM	IBM	NNP
stanford-ai-2021	37	445	Research	Research	NNP
stanford-ai-2021	37	446	–	–	:
stanford-ai-2021	37	447	Europe	Europe	NNP
stanford-ai-2021	37	448	)	)	-RRB-
stanford-ai-2021	37	449	Visual	visual	JJ
stanford-ai-2021	37	450	Question	question	NN
stanford-ai-2021	37	451	Answering	answer	VBG
stanford-ai-2021	37	452	Dhruv	Dhruv	NNP
stanford-ai-2021	37	453	Batra	Batra	NNP
stanford-ai-2021	37	454	,	,	,
stanford-ai-2021	37	455	Devi	Devi	NNP
stanford-ai-2021	37	456	Parikh	Parikh	NNP
stanford-ai-2021	37	457	(	(	-LRB-
stanford-ai-2021	37	458	Georgia	Georgia	NNP
stanford-ai-2021	37	459	Tech	Tech	NNP
stanford-ai-2021	37	460	/	/	SYM
stanford-ai-2021	37	461	FAIR	FAIR	NNP
stanford-ai-2021	37	462	)	)	-RRB-
stanford-ai-2021	37	463	;	;	:
stanford-ai-2021	37	464	Ayush	Ayush	NNP
stanford-ai-2021	37	465	Shrivastava	Shrivastava	NNP
stanford-ai-2021	37	466	(	(	-LRB-
stanford-ai-2021	37	467	Georgia	Georgia	NNP
stanford-ai-2021	37	468	Tech	Tech	NNP
stanford-ai-2021	37	469	)	)	-RRB-
stanford-ai-2021	37	470	You	-PRON-	PRP
stanford-ai-2021	37	471	Only	only	RB
stanford-ai-2021	37	472	Look	look	VBP
stanford-ai-2021	37	473	Once	once	RB
stanford-ai-2021	37	474	Xiang	Xiang	NNP
stanford-ai-2021	37	475	Long	Long	NNP
stanford-ai-2021	37	476	(	(	-LRB-
stanford-ai-2021	37	477	Baidu	Baidu	NNP
stanford-ai-2021	37	478	)	)	-RRB-
stanford-ai-2021	37	479	Artificial	Artificial	NNP
stanford-ai-2021	37	480	Intelligence	Intelligence	NNP
stanford-ai-2021	37	481	Index	Index	NNP
stanford-ai-2021	37	482	Report	Report	NNP
stanford-ai-2021	37	483	2021	2021	CD
stanford-ai-2021	37	484	9	9	CD
stanford-ai-2021	37	485	Advice	Advice	NNP
stanford-ai-2021	37	486	and	and	CC
stanford-ai-2021	37	487	Expert	Expert	NNP
stanford-ai-2021	37	488	Commentary	Commentary	NNP
stanford-ai-2021	37	489	Graduate	Graduate	NNP
stanford-ai-2021	37	490	Researchers	Researchers	NNPS
stanford-ai-2021	37	491	Report	Report	NNP
stanford-ai-2021	37	492	and	and	CC
stanford-ai-2021	37	493	Website	Website	NNP
stanford-ai-2021	37	494	Alexey	Alexey	NNP
stanford-ai-2021	37	495	Bochkovskiy	Bochkovskiy	NNP
stanford-ai-2021	37	496	;	;	:
stanford-ai-2021	37	497	Baidu	Baidu	NNP
stanford-ai-2021	37	498	’s	’s	POS
stanford-ai-2021	37	499	PaddlePaddle	PaddlePaddle	NNP
stanford-ai-2021	37	500	Computer	Computer	NNP
stanford-ai-2021	37	501	Vision	Vision	NNP
stanford-ai-2021	37	502	Team	Team	NNP
stanford-ai-2021	37	503	;	;	:
stanford-ai-2021	37	504	Chenggang	Chenggang	NNP
stanford-ai-2021	37	505	Xu	Xu	NNP
stanford-ai-2021	37	506	(	(	-LRB-
stanford-ai-2021	37	507	Cheung	Cheung	NNP
stanford-ai-2021	37	508	Kong	Kong	NNP
stanford-ai-2021	37	509	Graduate	Graduate	NNP
stanford-ai-2021	37	510	School	School	NNP
stanford-ai-2021	37	511	of	of	IN
stanford-ai-2021	37	512	Business	Business	NNP
stanford-ai-2021	37	513	)	)	-RRB-
stanford-ai-2021	37	514	;	;	:
stanford-ai-2021	37	515	Mohammed	Mohammed	NNP
stanford-ai-2021	37	516	AlQuraishi	AlQuraishi	NNP
stanford-ai-2021	37	517	(	(	-LRB-
stanford-ai-2021	37	518	Columbia	Columbia	NNP
stanford-ai-2021	37	519	University	University	NNP
stanford-ai-2021	37	520	)	)	-RRB-
stanford-ai-2021	37	521	;	;	:
stanford-ai-2021	37	522	Evan	Evan	NNP
stanford-ai-2021	37	523	Schnidman	Schnidman	NNP
stanford-ai-2021	37	524	(	(	-LRB-
stanford-ai-2021	37	525	EAS	EAS	NNP
stanford-ai-2021	37	526	Innovation	Innovation	NNP
stanford-ai-2021	37	527	)	)	-RRB-
stanford-ai-2021	37	528	;	;	:
stanford-ai-2021	37	529	Fanghzhen	Fanghzhen	NNP
stanford-ai-2021	37	530	Lin	Lin	NNP
stanford-ai-2021	37	531	(	(	-LRB-
stanford-ai-2021	37	532	Hong	Hong	NNP
stanford-ai-2021	37	533	Kong	Kong	NNP
stanford-ai-2021	37	534	University	University	NNP
stanford-ai-2021	37	535	of	of	IN
stanford-ai-2021	37	536	Science	Science	NNP
stanford-ai-2021	37	537	and	and	CC
stanford-ai-2021	37	538	Technology	Technology	NNP
stanford-ai-2021	37	539	)	)	-RRB-
stanford-ai-2021	37	540	;	;	:
stanford-ai-2021	37	541	David	David	NNP
stanford-ai-2021	37	542	Kanter	Kanter	NNP
stanford-ai-2021	37	543	(	(	-LRB-
stanford-ai-2021	37	544	MLCommons	MLCommons	NNP
stanford-ai-2021	37	545	)	)	-RRB-
stanford-ai-2021	37	546	;	;	:
stanford-ai-2021	37	547	Sam	Sam	NNP
stanford-ai-2021	37	548	Bowman	Bowman	NNP
stanford-ai-2021	37	549	(	(	-LRB-
stanford-ai-2021	37	550	New	New	NNP
stanford-ai-2021	37	551	York	York	NNP
stanford-ai-2021	37	552	University	University	NNP
stanford-ai-2021	37	553	)	)	-RRB-
stanford-ai-2021	37	554	;	;	:
stanford-ai-2021	37	555	Maneesh	Maneesh	NNP
stanford-ai-2021	37	556	Agrawala	Agrawala	NNP
stanford-ai-2021	37	557	,	,	,
stanford-ai-2021	37	558	Jeannette	Jeannette	NNP
stanford-ai-2021	37	559	Bohg	Bohg	NNP
stanford-ai-2021	37	560	,	,	,
stanford-ai-2021	37	561	Emma	Emma	NNP
stanford-ai-2021	37	562	Brunskill	Brunskill	NNP
stanford-ai-2021	37	563	,	,	,
stanford-ai-2021	37	564	Chelsea	Chelsea	NNP
stanford-ai-2021	37	565	Finn	Finn	NNP
stanford-ai-2021	37	566	,	,	,
stanford-ai-2021	37	567	Aditya	Aditya	NNP
stanford-ai-2021	37	568	Grover	Grover	NNP
stanford-ai-2021	37	569	,	,	,
stanford-ai-2021	37	570	Tatsunori	Tatsunori	NNP
stanford-ai-2021	37	571	Hashimoto	Hashimoto	NNP
stanford-ai-2021	37	572	,	,	,
stanford-ai-2021	37	573	Dan	Dan	NNP
stanford-ai-2021	37	574	Jurafsky	Jurafsky	NNP
stanford-ai-2021	37	575	,	,	,
stanford-ai-2021	37	576	Percy	Percy	NNP
stanford-ai-2021	37	577	Liang	Liang	NNP
stanford-ai-2021	37	578	,	,	,
stanford-ai-2021	37	579	Sharon	Sharon	NNP
stanford-ai-2021	37	580	Zhou	Zhou	NNP
stanford-ai-2021	37	581	(	(	-LRB-
stanford-ai-2021	37	582	Stanford	Stanford	NNP
stanford-ai-2021	37	583	University	University	NNP
stanford-ai-2021	37	584	)	)	-RRB-
stanford-ai-2021	37	585	;	;	:
stanford-ai-2021	37	586	Vamsi	Vamsi	NNP
stanford-ai-2021	37	587	Sistla	Sistla	NNP
stanford-ai-2021	37	588	(	(	-LRB-
stanford-ai-2021	37	589	University	University	NNP
stanford-ai-2021	37	590	of	of	IN
stanford-ai-2021	37	591	California	California	NNP
stanford-ai-2021	37	592	,	,	,
stanford-ai-2021	37	593	Berkeley	Berkeley	NNP
stanford-ai-2021	37	594	)	)	-RRB-
stanford-ai-2021	37	595	;	;	:
stanford-ai-2021	37	596	Simon	Simon	NNP
stanford-ai-2021	37	597	King	King	NNP
stanford-ai-2021	37	598	(	(	-LRB-
stanford-ai-2021	37	599	University	University	NNP
stanford-ai-2021	37	600	of	of	IN
stanford-ai-2021	37	601	Edinburgh	Edinburgh	NNP
stanford-ai-2021	37	602	)	)	-RRB-
stanford-ai-2021	37	603	;	;	:
stanford-ai-2021	37	604	Ivan	Ivan	NNP
stanford-ai-2021	37	605	Goncharov	Goncharov	NNP
stanford-ai-2021	37	606	(	(	-LRB-
stanford-ai-2021	37	607	Weights	Weights	NNPS
stanford-ai-2021	37	608	&	&	CC
stanford-ai-2021	37	609	Biases	Biases	NNPS
stanford-ai-2021	37	610	)	)	-RRB-
stanford-ai-2021	37	611	Ankita	Ankita	NNP
stanford-ai-2021	37	612	Banerjea	Banerjea	NNP
stanford-ai-2021	37	613	,	,	,
stanford-ai-2021	37	614	Yu	Yu	NNP
stanford-ai-2021	37	615	-	-	HYPH
stanford-ai-2021	37	616	chi	chi	NNP
stanford-ai-2021	37	617	Tsao	Tsao	NNP
stanford-ai-2021	37	618	(	(	-LRB-
stanford-ai-2021	37	619	Stanford	Stanford	NNP
stanford-ai-2021	37	620	University	University	NNP
stanford-ai-2021	37	621	)	)	-RRB-
stanford-ai-2021	37	622	Michi	Michi	NNP
stanford-ai-2021	37	623	Turner	Turner	NNP
stanford-ai-2021	37	624	(	(	-LRB-
stanford-ai-2021	37	625	report	report	VB
stanford-ai-2021	37	626	graphic	graphic	JJ
stanford-ai-2021	37	627	design	design	NN
stanford-ai-2021	37	628	and	and	CC
stanford-ai-2021	37	629	cover	cover	VB
stanford-ai-2021	37	630	art	art	NN
stanford-ai-2021	37	631	)	)	-RRB-
stanford-ai-2021	37	632	;	;	:
stanford-ai-2021	37	633	Nancy	Nancy	NNP
stanford-ai-2021	37	634	King	King	NNP
stanford-ai-2021	37	635	(	(	-LRB-
stanford-ai-2021	37	636	report	report	NN
stanford-ai-2021	37	637	editor	editor	NN
stanford-ai-2021	37	638	)	)	-RRB-
stanford-ai-2021	37	639	;	;	:
stanford-ai-2021	37	640	Michael	Michael	NNP
stanford-ai-2021	37	641	Taylor	Taylor	NNP
stanford-ai-2021	37	642	(	(	-LRB-
stanford-ai-2021	37	643	report	report	NN
stanford-ai-2021	37	644	data	data	NN
stanford-ai-2021	37	645	visualization	visualization	NN
stanford-ai-2021	37	646	)	)	-RRB-
stanford-ai-2021	37	647	;	;	:
stanford-ai-2021	37	648	Kevin	Kevin	NNP
stanford-ai-2021	37	649	Litman	Litman	NNP
stanford-ai-2021	37	650	-	-	HYPH
stanford-ai-2021	37	651	Navarro	Navarro	NNP
stanford-ai-2021	37	652	(	(	-LRB-
stanford-ai-2021	37	653	Global	Global	NNP
stanford-ai-2021	37	654	AI	AI	NNP
stanford-ai-2021	37	655	Vibrancy	Vibrancy	NNP
stanford-ai-2021	37	656	Tool	Tool	NNP
stanford-ai-2021	37	657	design	design	NN
stanford-ai-2021	37	658	and	and	CC
stanford-ai-2021	37	659	development	development	NN
stanford-ai-2021	37	660	)	)	-RRB-
stanford-ai-2021	37	661	;	;	:
stanford-ai-2021	37	662	Travis	Travis	NNP
stanford-ai-2021	37	663	Taylor	Taylor	NNP
stanford-ai-2021	37	664	(	(	-LRB-
stanford-ai-2021	37	665	AI	AI	NNP
stanford-ai-2021	37	666	Index	Index	NNP
stanford-ai-2021	37	667	website	website	NN
stanford-ai-2021	37	668	design	design	NN
stanford-ai-2021	37	669	)	)	-RRB-
stanford-ai-2021	37	670	;	;	:
stanford-ai-2021	37	671	Digital	Digital	NNP
stanford-ai-2021	37	672	Avenues	Avenues	NNP
stanford-ai-2021	37	673	(	(	-LRB-
stanford-ai-2021	37	674	AI	AI	NNP
stanford-ai-2021	37	675	Index	Index	NNP
stanford-ai-2021	37	676	website	website	NN
stanford-ai-2021	37	677	development	development	NN
stanford-ai-2021	37	678	)	)	-RRB-
stanford-ai-2021	37	679	https://www.pencildotstring.com/	https://www.pencildotstring.com/	NNP
stanford-ai-2021	37	680	https://www.linkedin.com/in/michaeltaylor1989	https://www.linkedin.com/in/michaeltaylor1989	NNP
stanford-ai-2021	37	681	https://kevinlitman-navarro.github.io/	https://kevinlitman-navarro.github.io/	NNS
stanford-ai-2021	37	682	http://travismarktyler.com/	http://travismarktyler.com/	NNP
stanford-ai-2021	37	683	Artificial	Artificial	NNP
stanford-ai-2021	37	684	Intelligence	Intelligence	NNP
stanford-ai-2021	37	685	Index	Index	NNP
stanford-ai-2021	37	686	Report	Report	NNP
stanford-ai-2021	37	687	2021	2021	CD
stanford-ai-2021	37	688	1	1	CD
stanford-ai-2021	37	689	0	0	CD
stanford-ai-2021	37	690	C	c	NN
stanford-ai-2021	37	691	H	h	NN
stanford-ai-2021	37	692	A	a	NN
stanford-ai-2021	37	693	P	p	NN
stanford-ai-2021	37	694	T	t	NN
stanford-ai-2021	37	695	E	e	NN
stanford-ai-2021	37	696	R	r	NN
stanford-ai-2021	37	697	1	1	CD
stanford-ai-2021	37	698	:	:	:
stanford-ai-2021	37	699	R	r	NN
stanford-ai-2021	37	700	E	e	NN
stanford-ai-2021	37	701	S	s	NN
stanford-ai-2021	37	702	E	e	NN
stanford-ai-2021	37	703	A	a	NN
stanford-ai-2021	37	704	R	r	NN
stanford-ai-2021	37	705	C	c	NN
stanford-ai-2021	37	706	H	h	NN
stanford-ai-2021	37	707	&	&	CC
stanford-ai-2021	37	708	D	d	NN
stanford-ai-2021	37	709	E	e	NN
stanford-ai-2021	37	710	V	v	NN
stanford-ai-2021	37	711	E	e	NN
stanford-ai-2021	37	712	L	l	NN
stanford-ai-2021	37	713	O	o	NN
stanford-ai-2021	37	714	P	p	NN
stanford-ai-2021	37	715	M	m	NN
stanford-ai-2021	37	716	E	e	NN
stanford-ai-2021	37	717	N	n	NN
stanford-ai-2021	37	718	T	t	NN
stanford-ai-2021	37	719	•	•	NN
stanford-ai-2021	37	720	The	the	DT
stanford-ai-2021	37	721	number	number	NN
stanford-ai-2021	37	722	of	of	IN
stanford-ai-2021	37	723	AI	AI	NNP
stanford-ai-2021	37	724	journal	journal	NN
stanford-ai-2021	37	725	publications	publication	NNS
stanford-ai-2021	37	726	grew	grow	VBD
stanford-ai-2021	37	727	by	by	IN
stanford-ai-2021	37	728	34.5	34.5	CD
stanford-ai-2021	37	729	%	%	NN
stanford-ai-2021	37	730	from	from	IN
stanford-ai-2021	37	731	2019	2019	CD
stanford-ai-2021	37	732	to	to	IN
stanford-ai-2021	37	733	2020—a	2020—a	CD
stanford-ai-2021	37	734	much	much	RB
stanford-ai-2021	37	735	higher	high	JJR
stanford-ai-2021	37	736	percentage	percentage	NN
stanford-ai-2021	37	737	growth	growth	NN
stanford-ai-2021	37	738	than	than	IN
stanford-ai-2021	37	739	from	from	IN
stanford-ai-2021	37	740	2018	2018	CD
stanford-ai-2021	37	741	to	to	IN
stanford-ai-2021	37	742	2019	2019	CD
stanford-ai-2021	37	743	(	(	-LRB-
stanford-ai-2021	37	744	19.6	19.6	CD
stanford-ai-2021	37	745	%	%	NN
stanford-ai-2021	37	746	)	)	-RRB-
stanford-ai-2021	37	747	.	.	.
stanford-ai-2021	38	1	•	•	VB
stanford-ai-2021	38	2	In	in	IN
stanford-ai-2021	38	3	every	every	DT
stanford-ai-2021	38	4	major	major	JJ
stanford-ai-2021	38	5	country	country	NN
stanford-ai-2021	38	6	and	and	CC
stanford-ai-2021	38	7	region	region	NN
stanford-ai-2021	38	8	,	,	,
stanford-ai-2021	38	9	the	the	DT
stanford-ai-2021	38	10	highest	high	JJS
stanford-ai-2021	38	11	proportion	proportion	NN
stanford-ai-2021	38	12	of	of	IN
stanford-ai-2021	38	13	peer	peer	NN
stanford-ai-2021	38	14	-	-	HYPH
stanford-ai-2021	38	15	reviewed	review	VBN
stanford-ai-2021	38	16	AI	AI	NNP
stanford-ai-2021	38	17	papers	paper	NNS
stanford-ai-2021	38	18	comes	come	VBZ
stanford-ai-2021	38	19	from	from	IN
stanford-ai-2021	38	20	academic	academic	JJ
stanford-ai-2021	38	21	institutions	institution	NNS
stanford-ai-2021	38	22	.	.	.
stanford-ai-2021	39	1	But	but	CC
stanford-ai-2021	39	2	the	the	DT
stanford-ai-2021	39	3	second	second	JJ
stanford-ai-2021	39	4	most	most	RBS
stanford-ai-2021	39	5	important	important	JJ
stanford-ai-2021	39	6	originators	originator	NNS
stanford-ai-2021	39	7	are	be	VBP
stanford-ai-2021	39	8	different	different	JJ
stanford-ai-2021	39	9	:	:	:
stanford-ai-2021	39	10	In	in	IN
stanford-ai-2021	39	11	the	the	DT
stanford-ai-2021	39	12	United	United	NNP
stanford-ai-2021	39	13	States	States	NNP
stanford-ai-2021	39	14	,	,	,
stanford-ai-2021	39	15	corporate-	corporate-	IN
stanford-ai-2021	39	16	affiliated	affiliate	VBN
stanford-ai-2021	39	17	research	research	NN
stanford-ai-2021	39	18	represents	represent	VBZ
stanford-ai-2021	39	19	19.2	19.2	CD
stanford-ai-2021	39	20	%	%	NN
stanford-ai-2021	39	21	of	of	IN
stanford-ai-2021	39	22	the	the	DT
stanford-ai-2021	39	23	total	total	JJ
stanford-ai-2021	39	24	publications	publication	NNS
stanford-ai-2021	39	25	,	,	,
stanford-ai-2021	39	26	whereas	whereas	IN
stanford-ai-2021	39	27	government	government	NN
stanford-ai-2021	39	28	is	be	VBZ
stanford-ai-2021	39	29	the	the	DT
stanford-ai-2021	39	30	second	second	JJ
stanford-ai-2021	39	31	most	most	RBS
stanford-ai-2021	39	32	important	important	JJ
stanford-ai-2021	39	33	in	in	IN
stanford-ai-2021	39	34	China	China	NNP
stanford-ai-2021	39	35	(	(	-LRB-
stanford-ai-2021	39	36	15.6	15.6	CD
stanford-ai-2021	39	37	%	%	NN
stanford-ai-2021	39	38	)	)	-RRB-
stanford-ai-2021	39	39	and	and	CC
stanford-ai-2021	39	40	the	the	DT
stanford-ai-2021	39	41	European	European	NNP
stanford-ai-2021	39	42	Union	Union	NNP
stanford-ai-2021	39	43	(	(	-LRB-
stanford-ai-2021	39	44	17.2	17.2	CD
stanford-ai-2021	39	45	%	%	NN
stanford-ai-2021	39	46	)	)	-RRB-
stanford-ai-2021	39	47	.	.	.
stanford-ai-2021	40	1	•	•	VB
stanford-ai-2021	40	2	In	in	IN
stanford-ai-2021	40	3	2020	2020	CD
stanford-ai-2021	40	4	,	,	,
stanford-ai-2021	40	5	and	and	CC
stanford-ai-2021	40	6	for	for	IN
stanford-ai-2021	40	7	the	the	DT
stanford-ai-2021	40	8	first	first	JJ
stanford-ai-2021	40	9	time	time	NN
stanford-ai-2021	40	10	,	,	,
stanford-ai-2021	40	11	China	China	NNP
stanford-ai-2021	40	12	surpassed	surpass	VBD
stanford-ai-2021	40	13	the	the	DT
stanford-ai-2021	40	14	United	United	NNP
stanford-ai-2021	40	15	States	States	NNP
stanford-ai-2021	40	16	in	in	IN
stanford-ai-2021	40	17	the	the	DT
stanford-ai-2021	40	18	share	share	NN
stanford-ai-2021	40	19	of	of	IN
stanford-ai-2021	40	20	AI	AI	NNP
stanford-ai-2021	40	21	journal	journal	NN
stanford-ai-2021	40	22	citations	citation	NNS
stanford-ai-2021	40	23	in	in	IN
stanford-ai-2021	40	24	the	the	DT
stanford-ai-2021	40	25	world	world	NN
stanford-ai-2021	40	26	,	,	,
stanford-ai-2021	40	27	having	have	VBG
stanford-ai-2021	40	28	briefly	briefly	RB
stanford-ai-2021	40	29	overtaken	overtake	VBN
stanford-ai-2021	40	30	the	the	DT
stanford-ai-2021	40	31	United	United	NNP
stanford-ai-2021	40	32	States	States	NNP
stanford-ai-2021	40	33	in	in	IN
stanford-ai-2021	40	34	the	the	DT
stanford-ai-2021	40	35	overall	overall	JJ
stanford-ai-2021	40	36	number	number	NN
stanford-ai-2021	40	37	of	of	IN
stanford-ai-2021	40	38	AI	AI	NNP
stanford-ai-2021	40	39	journal	journal	NN
stanford-ai-2021	40	40	publications	publication	NNS
stanford-ai-2021	40	41	in	in	IN
stanford-ai-2021	40	42	2004	2004	CD
stanford-ai-2021	40	43	and	and	CC
stanford-ai-2021	40	44	then	then	RB
stanford-ai-2021	40	45	retaken	retaken	VB
stanford-ai-2021	40	46	the	the	DT
stanford-ai-2021	40	47	lead	lead	NN
stanford-ai-2021	40	48	in	in	IN
stanford-ai-2021	40	49	2017	2017	CD
stanford-ai-2021	40	50	.	.	.
stanford-ai-2021	41	1	However	however	RB
stanford-ai-2021	41	2	,	,	,
stanford-ai-2021	41	3	the	the	DT
stanford-ai-2021	41	4	United	United	NNP
stanford-ai-2021	41	5	States	States	NNP
stanford-ai-2021	41	6	has	have	VBZ
stanford-ai-2021	41	7	consistently	consistently	RB
stanford-ai-2021	41	8	(	(	-LRB-
stanford-ai-2021	41	9	and	and	CC
stanford-ai-2021	41	10	significantly	significantly	RB
stanford-ai-2021	41	11	)	)	-RRB-
stanford-ai-2021	41	12	more	more	RBR
stanford-ai-2021	41	13	cited	cited	JJ
stanford-ai-2021	41	14	AI	AI	NNP
stanford-ai-2021	41	15	conference	conference	NN
stanford-ai-2021	41	16	papers	paper	NNS
stanford-ai-2021	41	17	than	than	IN
stanford-ai-2021	41	18	China	China	NNP
stanford-ai-2021	41	19	over	over	IN
stanford-ai-2021	41	20	the	the	DT
stanford-ai-2021	41	21	last	last	JJ
stanford-ai-2021	41	22	decade	decade	NN
stanford-ai-2021	41	23	.	.	.
stanford-ai-2021	42	1	•	•	VB
stanford-ai-2021	42	2	In	in	IN
stanford-ai-2021	42	3	response	response	NN
stanford-ai-2021	42	4	to	to	IN
stanford-ai-2021	42	5	COVID-19	COVID-19	NNP
stanford-ai-2021	42	6	,	,	,
stanford-ai-2021	42	7	most	most	RBS
stanford-ai-2021	42	8	major	major	JJ
stanford-ai-2021	42	9	AI	AI	NNP
stanford-ai-2021	42	10	conferences	conference	NNS
stanford-ai-2021	42	11	took	take	VBD
stanford-ai-2021	42	12	place	place	NN
stanford-ai-2021	42	13	virtually	virtually	RB
stanford-ai-2021	42	14	and	and	CC
stanford-ai-2021	42	15	registered	register	VBD
stanford-ai-2021	42	16	a	a	DT
stanford-ai-2021	42	17	significant	significant	JJ
stanford-ai-2021	42	18	increase	increase	NN
stanford-ai-2021	42	19	in	in	IN
stanford-ai-2021	42	20	attendance	attendance	NN
stanford-ai-2021	42	21	as	as	IN
stanford-ai-2021	42	22	a	a	DT
stanford-ai-2021	42	23	result	result	NN
stanford-ai-2021	42	24	.	.	.
stanford-ai-2021	43	1	The	the	DT
stanford-ai-2021	43	2	number	number	NN
stanford-ai-2021	43	3	of	of	IN
stanford-ai-2021	43	4	attendees	attendee	NNS
stanford-ai-2021	43	5	across	across	IN
stanford-ai-2021	43	6	nine	nine	CD
stanford-ai-2021	43	7	conferences	conference	NNS
stanford-ai-2021	43	8	almost	almost	RB
stanford-ai-2021	43	9	doubled	double	VBD
stanford-ai-2021	43	10	in	in	IN
stanford-ai-2021	43	11	2020	2020	CD
stanford-ai-2021	43	12	.	.	.
stanford-ai-2021	44	1	•	•	VB
stanford-ai-2021	44	2	In	in	IN
stanford-ai-2021	44	3	just	just	RB
stanford-ai-2021	44	4	the	the	DT
stanford-ai-2021	44	5	last	last	JJ
stanford-ai-2021	44	6	six	six	CD
stanford-ai-2021	44	7	years	year	NNS
stanford-ai-2021	44	8	,	,	,
stanford-ai-2021	44	9	the	the	DT
stanford-ai-2021	44	10	number	number	NN
stanford-ai-2021	44	11	of	of	IN
stanford-ai-2021	44	12	AI	AI	NNP
stanford-ai-2021	44	13	-	-	HYPH
stanford-ai-2021	44	14	related	relate	VBN
stanford-ai-2021	44	15	publications	publication	NNS
stanford-ai-2021	44	16	on	on	IN
stanford-ai-2021	44	17	arXiv	arXiv	NNP
stanford-ai-2021	44	18	grew	grow	VBD
stanford-ai-2021	44	19	by	by	IN
stanford-ai-2021	44	20	more	more	JJR
stanford-ai-2021	44	21	than	than	IN
stanford-ai-2021	44	22	sixfold	sixfold	RB
stanford-ai-2021	44	23	,	,	,
stanford-ai-2021	44	24	from	from	IN
stanford-ai-2021	44	25	5,478	5,478	CD
stanford-ai-2021	44	26	in	in	IN
stanford-ai-2021	44	27	2015	2015	CD
stanford-ai-2021	44	28	to	to	IN
stanford-ai-2021	44	29	34,736	34,736	CD
stanford-ai-2021	44	30	in	in	IN
stanford-ai-2021	44	31	2020	2020	CD
stanford-ai-2021	44	32	.	.	.
stanford-ai-2021	45	1	•	•	NNP
stanford-ai-2021	45	2	AI	AI	NNP
stanford-ai-2021	45	3	publications	publication	NNS
stanford-ai-2021	45	4	represented	represent	VBD
stanford-ai-2021	45	5	3.8	3.8	CD
stanford-ai-2021	45	6	%	%	NN
stanford-ai-2021	45	7	of	of	IN
stanford-ai-2021	45	8	all	all	DT
stanford-ai-2021	45	9	peer	peer	NN
stanford-ai-2021	45	10	-	-	HYPH
stanford-ai-2021	45	11	reviewed	review	VBN
stanford-ai-2021	45	12	scientific	scientific	JJ
stanford-ai-2021	45	13	publications	publication	NNS
stanford-ai-2021	45	14	worldwide	worldwide	RB
stanford-ai-2021	45	15	in	in	IN
stanford-ai-2021	45	16	2019	2019	CD
stanford-ai-2021	45	17	,	,	,
stanford-ai-2021	45	18	up	up	RB
stanford-ai-2021	45	19	from	from	IN
stanford-ai-2021	45	20	1.3	1.3	CD
stanford-ai-2021	45	21	%	%	NN
stanford-ai-2021	45	22	in	in	IN
stanford-ai-2021	45	23	2011	2011	CD
stanford-ai-2021	45	24	.	.	.
stanford-ai-2021	46	1	C	c	NN
stanford-ai-2021	46	2	H	h	NN
stanford-ai-2021	46	3	A	a	NN
stanford-ai-2021	46	4	P	p	NN
stanford-ai-2021	46	5	T	t	NN
stanford-ai-2021	46	6	E	e	NN
stanford-ai-2021	46	7	R	r	NN
stanford-ai-2021	46	8	2	2	CD
stanford-ai-2021	46	9	:	:	:
stanford-ai-2021	46	10	T	t	NN
stanford-ai-2021	46	11	E	e	NN
stanford-ai-2021	46	12	C	c	NN
stanford-ai-2021	46	13	H	h	NN
stanford-ai-2021	46	14	N	n	NN
stanford-ai-2021	46	15	I	i	NN
stanford-ai-2021	46	16	C	c	NN
stanford-ai-2021	46	17	A	a	NN
stanford-ai-2021	46	18	L	l	NN
stanford-ai-2021	46	19	P	p	NN
stanford-ai-2021	46	20	E	e	NN
stanford-ai-2021	46	21	R	r	NN
stanford-ai-2021	46	22	F	f	NN
stanford-ai-2021	46	23	O	o	NN
stanford-ai-2021	46	24	R	r	NN
stanford-ai-2021	46	25	M	m	NN
stanford-ai-2021	46	26	A	A	NNP
stanford-ai-2021	46	27	N	n	NN
stanford-ai-2021	46	28	C	c	NN
stanford-ai-2021	46	29	E	e	NN
stanford-ai-2021	46	30	•	•	NN
stanford-ai-2021	46	31	Generative	Generative	NNP
stanford-ai-2021	46	32	everything	everything	NN
stanford-ai-2021	46	33	:	:	:
stanford-ai-2021	46	34	AI	ai	NN
stanford-ai-2021	46	35	systems	system	NNS
stanford-ai-2021	46	36	can	can	MD
stanford-ai-2021	46	37	now	now	RB
stanford-ai-2021	46	38	compose	compose	VB
stanford-ai-2021	46	39	text	text	NN
stanford-ai-2021	46	40	,	,	,
stanford-ai-2021	46	41	audio	audio	NN
stanford-ai-2021	46	42	,	,	,
stanford-ai-2021	46	43	and	and	CC
stanford-ai-2021	46	44	images	image	NNS
stanford-ai-2021	46	45	to	to	IN
stanford-ai-2021	46	46	a	a	DT
stanford-ai-2021	46	47	sufficiently	sufficiently	RB
stanford-ai-2021	46	48	high	high	JJ
stanford-ai-2021	46	49	standard	standard	NN
stanford-ai-2021	46	50	that	that	IN
stanford-ai-2021	46	51	humans	human	NNS
stanford-ai-2021	46	52	have	have	VBP
stanford-ai-2021	46	53	a	a	DT
stanford-ai-2021	46	54	hard	hard	JJ
stanford-ai-2021	46	55	time	time	NN
stanford-ai-2021	46	56	telling	tell	VBG
stanford-ai-2021	46	57	the	the	DT
stanford-ai-2021	46	58	difference	difference	NN
stanford-ai-2021	46	59	between	between	IN
stanford-ai-2021	46	60	synthetic	synthetic	JJ
stanford-ai-2021	46	61	and	and	CC
stanford-ai-2021	46	62	non	non	JJ
stanford-ai-2021	46	63	-	-	JJ
stanford-ai-2021	46	64	synthetic	synthetic	JJ
stanford-ai-2021	46	65	outputs	output	NNS
stanford-ai-2021	46	66	for	for	IN
stanford-ai-2021	46	67	some	some	DT
stanford-ai-2021	46	68	constrained	constrained	JJ
stanford-ai-2021	46	69	applications	application	NNS
stanford-ai-2021	46	70	of	of	IN
stanford-ai-2021	46	71	the	the	DT
stanford-ai-2021	46	72	technology	technology	NN
stanford-ai-2021	46	73	.	.	.
stanford-ai-2021	47	1	That	that	DT
stanford-ai-2021	47	2	promises	promise	VBZ
stanford-ai-2021	47	3	to	to	TO
stanford-ai-2021	47	4	generate	generate	VB
stanford-ai-2021	47	5	a	a	DT
stanford-ai-2021	47	6	tremendous	tremendous	JJ
stanford-ai-2021	47	7	range	range	NN
stanford-ai-2021	47	8	of	of	IN
stanford-ai-2021	47	9	downstream	downstream	JJ
stanford-ai-2021	47	10	applications	application	NNS
stanford-ai-2021	47	11	of	of	IN
stanford-ai-2021	47	12	AI	AI	NNP
stanford-ai-2021	47	13	for	for	IN
stanford-ai-2021	47	14	both	both	DT
stanford-ai-2021	47	15	socially	socially	RB
stanford-ai-2021	47	16	useful	useful	JJ
stanford-ai-2021	47	17	and	and	CC
stanford-ai-2021	47	18	less	less	RBR
stanford-ai-2021	47	19	useful	useful	JJ
stanford-ai-2021	47	20	purposes	purpose	NNS
stanford-ai-2021	47	21	.	.	.
stanford-ai-2021	48	1	It	-PRON-	PRP
stanford-ai-2021	48	2	is	be	VBZ
stanford-ai-2021	48	3	also	also	RB
stanford-ai-2021	48	4	causing	cause	VBG
stanford-ai-2021	48	5	researchers	researcher	NNS
stanford-ai-2021	48	6	to	to	TO
stanford-ai-2021	48	7	invest	invest	VB
stanford-ai-2021	48	8	in	in	IN
stanford-ai-2021	48	9	technologies	technology	NNS
stanford-ai-2021	48	10	for	for	IN
stanford-ai-2021	48	11	detecting	detect	VBG
stanford-ai-2021	48	12	generative	generative	JJ
stanford-ai-2021	48	13	models	model	NNS
stanford-ai-2021	48	14	;	;	:
stanford-ai-2021	48	15	the	the	DT
stanford-ai-2021	48	16	DeepFake	DeepFake	NNP
stanford-ai-2021	48	17	Detection	Detection	NNP
stanford-ai-2021	48	18	Challenge	Challenge	NNP
stanford-ai-2021	48	19	data	datum	NNS
stanford-ai-2021	48	20	indicates	indicate	VBZ
stanford-ai-2021	48	21	how	how	WRB
stanford-ai-2021	48	22	well	well	JJ
stanford-ai-2021	48	23	computers	computer	NNS
stanford-ai-2021	48	24	can	can	MD
stanford-ai-2021	48	25	distinguish	distinguish	VB
stanford-ai-2021	48	26	between	between	IN
stanford-ai-2021	48	27	different	different	JJ
stanford-ai-2021	48	28	outputs	output	NNS
stanford-ai-2021	48	29	.	.	.
stanford-ai-2021	49	1	•	•	VB
stanford-ai-2021	49	2	The	the	DT
stanford-ai-2021	49	3	industrialization	industrialization	NN
stanford-ai-2021	49	4	of	of	IN
stanford-ai-2021	49	5	computer	computer	NN
stanford-ai-2021	49	6	vision	vision	NN
stanford-ai-2021	49	7	:	:	:
stanford-ai-2021	49	8	Computer	computer	NN
stanford-ai-2021	49	9	vision	vision	NN
stanford-ai-2021	49	10	has	have	VBZ
stanford-ai-2021	49	11	seen	see	VBN
stanford-ai-2021	49	12	immense	immense	JJ
stanford-ai-2021	49	13	progress	progress	NN
stanford-ai-2021	49	14	in	in	IN
stanford-ai-2021	49	15	the	the	DT
stanford-ai-2021	49	16	past	past	JJ
stanford-ai-2021	49	17	decade	decade	NN
stanford-ai-2021	49	18	,	,	,
stanford-ai-2021	49	19	primarily	primarily	RB
stanford-ai-2021	49	20	due	due	IN
stanford-ai-2021	49	21	to	to	IN
stanford-ai-2021	49	22	the	the	DT
stanford-ai-2021	49	23	use	use	NN
stanford-ai-2021	49	24	of	of	IN
stanford-ai-2021	49	25	machine	machine	NN
stanford-ai-2021	49	26	learning	learning	NN
stanford-ai-2021	49	27	techniques	technique	NNS
stanford-ai-2021	49	28	(	(	-LRB-
stanford-ai-2021	49	29	specifically	specifically	RB
stanford-ai-2021	49	30	deep	deep	JJ
stanford-ai-2021	49	31	learning	learning	NN
stanford-ai-2021	49	32	)	)	-RRB-
stanford-ai-2021	49	33	.	.	.
stanford-ai-2021	50	1	New	new	JJ
stanford-ai-2021	50	2	data	datum	NNS
stanford-ai-2021	50	3	shows	show	VBZ
stanford-ai-2021	50	4	that	that	IN
stanford-ai-2021	50	5	computer	computer	NN
stanford-ai-2021	50	6	vision	vision	NN
stanford-ai-2021	50	7	is	be	VBZ
stanford-ai-2021	50	8	industrializing	industrialize	VBG
stanford-ai-2021	50	9	:	:	:
stanford-ai-2021	50	10	Performance	performance	NN
stanford-ai-2021	50	11	is	be	VBZ
stanford-ai-2021	50	12	starting	start	VBG
stanford-ai-2021	50	13	to	to	TO
stanford-ai-2021	50	14	flatten	flatten	VB
stanford-ai-2021	50	15	on	on	IN
stanford-ai-2021	50	16	some	some	DT
stanford-ai-2021	50	17	of	of	IN
stanford-ai-2021	50	18	the	the	DT
stanford-ai-2021	50	19	largest	large	JJS
stanford-ai-2021	50	20	benchmarks	benchmark	NNS
stanford-ai-2021	50	21	,	,	,
stanford-ai-2021	50	22	suggesting	suggest	VBG
stanford-ai-2021	50	23	that	that	IN
stanford-ai-2021	50	24	the	the	DT
stanford-ai-2021	50	25	community	community	NN
stanford-ai-2021	50	26	needs	need	VBZ
stanford-ai-2021	50	27	to	to	TO
stanford-ai-2021	50	28	develop	develop	VB
stanford-ai-2021	50	29	and	and	CC
stanford-ai-2021	50	30	agree	agree	VB
stanford-ai-2021	50	31	on	on	IN
stanford-ai-2021	50	32	harder	hard	JJR
stanford-ai-2021	50	33	ones	one	NNS
stanford-ai-2021	50	34	that	that	WDT
stanford-ai-2021	50	35	further	further	RB
stanford-ai-2021	50	36	test	test	NN
stanford-ai-2021	50	37	performance	performance	NN
stanford-ai-2021	50	38	.	.	.
stanford-ai-2021	51	1	Meanwhile	meanwhile	RB
stanford-ai-2021	51	2	,	,	,
stanford-ai-2021	51	3	companies	company	NNS
stanford-ai-2021	51	4	are	be	VBP
stanford-ai-2021	51	5	investing	invest	VBG
stanford-ai-2021	51	6	increasingly	increasingly	RB
stanford-ai-2021	51	7	large	large	JJ
stanford-ai-2021	51	8	amounts	amount	NNS
stanford-ai-2021	51	9	of	of	IN
stanford-ai-2021	51	10	computational	computational	JJ
stanford-ai-2021	51	11	resources	resource	NNS
stanford-ai-2021	51	12	to	to	TO
stanford-ai-2021	51	13	train	train	VB
stanford-ai-2021	51	14	computer	computer	NN
stanford-ai-2021	51	15	vision	vision	NN
stanford-ai-2021	51	16	systems	system	NNS
stanford-ai-2021	51	17	at	at	IN
stanford-ai-2021	51	18	a	a	DT
stanford-ai-2021	51	19	faster	fast	JJR
stanford-ai-2021	51	20	rate	rate	NN
stanford-ai-2021	51	21	than	than	IN
stanford-ai-2021	51	22	ever	ever	RB
stanford-ai-2021	51	23	before	before	RB
stanford-ai-2021	51	24	.	.	.
stanford-ai-2021	52	1	Meanwhile	meanwhile	RB
stanford-ai-2021	52	2	,	,	,
stanford-ai-2021	52	3	technologies	technology	NNS
stanford-ai-2021	52	4	for	for	IN
stanford-ai-2021	52	5	use	use	NN
stanford-ai-2021	52	6	in	in	IN
stanford-ai-2021	52	7	deployed	deploy	VBN
stanford-ai-2021	52	8	systems	system	NNS
stanford-ai-2021	52	9	—	—	:
stanford-ai-2021	52	10	like	like	IN
stanford-ai-2021	52	11	object	object	NN
stanford-ai-2021	52	12	-	-	HYPH
stanford-ai-2021	52	13	detection	detection	NN
stanford-ai-2021	52	14	frameworks	framework	NNS
stanford-ai-2021	52	15	for	for	IN
stanford-ai-2021	52	16	analysis	analysis	NN
stanford-ai-2021	52	17	of	of	IN
stanford-ai-2021	52	18	still	still	RB
stanford-ai-2021	52	19	frames	frame	NNS
stanford-ai-2021	52	20	from	from	IN
stanford-ai-2021	52	21	videos	video	NNS
stanford-ai-2021	52	22	—	—	:
stanford-ai-2021	52	23	are	be	VBP
stanford-ai-2021	52	24	maturing	mature	VBG
stanford-ai-2021	52	25	rapidly	rapidly	RB
stanford-ai-2021	52	26	,	,	,
stanford-ai-2021	52	27	indicating	indicate	VBG
stanford-ai-2021	52	28	further	further	JJ
stanford-ai-2021	52	29	AI	AI	NNP
stanford-ai-2021	52	30	deployment	deployment	NN
stanford-ai-2021	52	31	.	.	.
stanford-ai-2021	53	1	REPORT	REPORT	NNP
stanford-ai-2021	53	2	HIGHLIGHTS	HIGHLIGHTS	NNP
stanford-ai-2021	53	3	Artificial	Artificial	NNP
stanford-ai-2021	53	4	Intelligence	Intelligence	NNP
stanford-ai-2021	53	5	Index	Index	NNP
stanford-ai-2021	53	6	Report	Report	NNP
stanford-ai-2021	53	7	2021	2021	CD
stanford-ai-2021	53	8	1	1	CD
stanford-ai-2021	53	9	1	1	CD
stanford-ai-2021	53	10	•	•	NNP
stanford-ai-2021	53	11	Natural	Natural	NNP
stanford-ai-2021	53	12	Language	Language	NNP
stanford-ai-2021	53	13	Processing	Processing	NNP
stanford-ai-2021	53	14	(	(	-LRB-
stanford-ai-2021	53	15	NLP	NLP	NNP
stanford-ai-2021	53	16	)	)	-RRB-
stanford-ai-2021	53	17	outruns	outrun	VBZ
stanford-ai-2021	53	18	its	-PRON-	PRP$
stanford-ai-2021	53	19	evaluation	evaluation	NN
stanford-ai-2021	53	20	metrics	metric	NNS
stanford-ai-2021	53	21	:	:	:
stanford-ai-2021	53	22	Rapid	rapid	JJ
stanford-ai-2021	53	23	progress	progress	NN
stanford-ai-2021	53	24	in	in	IN
stanford-ai-2021	53	25	NLP	NLP	NNP
stanford-ai-2021	53	26	has	have	VBZ
stanford-ai-2021	53	27	yielded	yield	VBN
stanford-ai-2021	53	28	AI	AI	NNP
stanford-ai-2021	53	29	systems	system	NNS
stanford-ai-2021	53	30	with	with	IN
stanford-ai-2021	53	31	significantly	significantly	RB
stanford-ai-2021	53	32	improved	improve	VBN
stanford-ai-2021	53	33	language	language	NN
stanford-ai-2021	53	34	capabilities	capability	NNS
stanford-ai-2021	53	35	that	that	WDT
stanford-ai-2021	53	36	have	have	VBP
stanford-ai-2021	53	37	started	start	VBN
stanford-ai-2021	53	38	to	to	TO
stanford-ai-2021	53	39	have	have	VB
stanford-ai-2021	53	40	a	a	DT
stanford-ai-2021	53	41	meaningful	meaningful	JJ
stanford-ai-2021	53	42	economic	economic	JJ
stanford-ai-2021	53	43	impact	impact	NN
stanford-ai-2021	53	44	on	on	IN
stanford-ai-2021	53	45	the	the	DT
stanford-ai-2021	53	46	world	world	NN
stanford-ai-2021	53	47	.	.	.
stanford-ai-2021	54	1	Google	Google	NNP
stanford-ai-2021	54	2	and	and	CC
stanford-ai-2021	54	3	Microsoft	Microsoft	NNP
stanford-ai-2021	54	4	have	have	VBP
stanford-ai-2021	54	5	both	both	CC
stanford-ai-2021	54	6	deployed	deploy	VBN
stanford-ai-2021	54	7	the	the	DT
stanford-ai-2021	54	8	BERT	BERT	NNP
stanford-ai-2021	54	9	language	language	NN
stanford-ai-2021	54	10	model	model	NN
stanford-ai-2021	54	11	into	into	IN
stanford-ai-2021	54	12	their	-PRON-	PRP$
stanford-ai-2021	54	13	search	search	NN
stanford-ai-2021	54	14	engines	engine	NNS
stanford-ai-2021	54	15	,	,	,
stanford-ai-2021	54	16	while	while	IN
stanford-ai-2021	54	17	other	other	JJ
stanford-ai-2021	54	18	large	large	JJ
stanford-ai-2021	54	19	language	language	NN
stanford-ai-2021	54	20	models	model	NNS
stanford-ai-2021	54	21	have	have	VBP
stanford-ai-2021	54	22	been	be	VBN
stanford-ai-2021	54	23	developed	develop	VBN
stanford-ai-2021	54	24	by	by	IN
stanford-ai-2021	54	25	companies	company	NNS
stanford-ai-2021	54	26	ranging	range	VBG
stanford-ai-2021	54	27	from	from	IN
stanford-ai-2021	54	28	Microsoft	Microsoft	NNP
stanford-ai-2021	54	29	to	to	IN
stanford-ai-2021	54	30	OpenAI	OpenAI	NNP
stanford-ai-2021	54	31	.	.	.
stanford-ai-2021	55	1	Progress	progress	NN
stanford-ai-2021	55	2	in	in	IN
stanford-ai-2021	55	3	NLP	NLP	NNP
stanford-ai-2021	55	4	has	have	VBZ
stanford-ai-2021	55	5	been	be	VBN
stanford-ai-2021	55	6	so	so	RB
stanford-ai-2021	55	7	swift	swift	JJ
stanford-ai-2021	55	8	that	that	IN
stanford-ai-2021	55	9	technical	technical	JJ
stanford-ai-2021	55	10	advances	advance	NNS
stanford-ai-2021	55	11	have	have	VBP
stanford-ai-2021	55	12	started	start	VBN
stanford-ai-2021	55	13	to	to	TO
stanford-ai-2021	55	14	outpace	outpace	VB
stanford-ai-2021	55	15	the	the	DT
stanford-ai-2021	55	16	benchmarks	benchmark	NNS
stanford-ai-2021	55	17	to	to	TO
stanford-ai-2021	55	18	test	test	VB
stanford-ai-2021	55	19	for	for	IN
stanford-ai-2021	55	20	them	-PRON-	PRP
stanford-ai-2021	55	21	.	.	.
stanford-ai-2021	56	1	This	this	DT
stanford-ai-2021	56	2	can	can	MD
stanford-ai-2021	56	3	be	be	VB
stanford-ai-2021	56	4	seen	see	VBN
stanford-ai-2021	56	5	in	in	IN
stanford-ai-2021	56	6	the	the	DT
stanford-ai-2021	56	7	rapid	rapid	JJ
stanford-ai-2021	56	8	emergence	emergence	NN
stanford-ai-2021	56	9	of	of	IN
stanford-ai-2021	56	10	systems	system	NNS
stanford-ai-2021	56	11	that	that	WDT
stanford-ai-2021	56	12	obtain	obtain	VBP
stanford-ai-2021	56	13	human	human	JJ
stanford-ai-2021	56	14	level	level	NN
stanford-ai-2021	56	15	performance	performance	NN
stanford-ai-2021	56	16	on	on	IN
stanford-ai-2021	56	17	SuperGLUE	superglue	CD
stanford-ai-2021	56	18	,	,	,
stanford-ai-2021	56	19	an	an	DT
stanford-ai-2021	56	20	NLP	NLP	NNP
stanford-ai-2021	56	21	evaluation	evaluation	NN
stanford-ai-2021	56	22	suite	suite	NN
stanford-ai-2021	56	23	developed	develop	VBN
stanford-ai-2021	56	24	in	in	IN
stanford-ai-2021	56	25	response	response	NN
stanford-ai-2021	56	26	to	to	IN
stanford-ai-2021	56	27	earlier	early	JJR
stanford-ai-2021	56	28	NLP	NLP	NNP
stanford-ai-2021	56	29	progress	progress	NN
stanford-ai-2021	56	30	overshooting	overshoot	VBG
stanford-ai-2021	56	31	the	the	DT
stanford-ai-2021	56	32	capabilities	capability	NNS
stanford-ai-2021	56	33	being	be	VBG
stanford-ai-2021	56	34	assessed	assess	VBN
stanford-ai-2021	56	35	by	by	IN
stanford-ai-2021	56	36	GLUE	GLUE	NNP
stanford-ai-2021	56	37	.	.	.
stanford-ai-2021	57	1	•	•	NNP
stanford-ai-2021	57	2	New	new	JJ
stanford-ai-2021	57	3	analyses	analysis	NNS
stanford-ai-2021	57	4	on	on	IN
stanford-ai-2021	57	5	reasoning	reasoning	NN
stanford-ai-2021	57	6	:	:	:
stanford-ai-2021	57	7	Most	Most	JJS
stanford-ai-2021	57	8	measures	measure	NNS
stanford-ai-2021	57	9	of	of	IN
stanford-ai-2021	57	10	technical	technical	JJ
stanford-ai-2021	57	11	problems	problem	NNS
stanford-ai-2021	57	12	show	show	VBP
stanford-ai-2021	57	13	for	for	IN
stanford-ai-2021	57	14	each	each	DT
stanford-ai-2021	57	15	time	time	NN
stanford-ai-2021	57	16	point	point	NN
stanford-ai-2021	57	17	the	the	DT
stanford-ai-2021	57	18	performance	performance	NN
stanford-ai-2021	57	19	of	of	IN
stanford-ai-2021	57	20	the	the	DT
stanford-ai-2021	57	21	best	good	JJS
stanford-ai-2021	57	22	system	system	NN
stanford-ai-2021	57	23	at	at	IN
stanford-ai-2021	57	24	that	that	DT
stanford-ai-2021	57	25	time	time	NN
stanford-ai-2021	57	26	on	on	IN
stanford-ai-2021	57	27	a	a	DT
stanford-ai-2021	57	28	fixed	fix	VBN
stanford-ai-2021	57	29	benchmark	benchmark	NN
stanford-ai-2021	57	30	.	.	.
stanford-ai-2021	58	1	New	new	JJ
stanford-ai-2021	58	2	analyses	analysis	NNS
stanford-ai-2021	58	3	developed	develop	VBD
stanford-ai-2021	58	4	for	for	IN
stanford-ai-2021	58	5	the	the	DT
stanford-ai-2021	58	6	AI	AI	NNP
stanford-ai-2021	58	7	Index	Index	NNP
stanford-ai-2021	58	8	offer	offer	VBP
stanford-ai-2021	58	9	metrics	metric	NNS
stanford-ai-2021	58	10	that	that	WDT
stanford-ai-2021	58	11	allow	allow	VBP
stanford-ai-2021	58	12	for	for	IN
stanford-ai-2021	58	13	an	an	DT
stanford-ai-2021	58	14	evolving	evolve	VBG
stanford-ai-2021	58	15	benchmark	benchmark	NN
stanford-ai-2021	58	16	,	,	,
stanford-ai-2021	58	17	and	and	CC
stanford-ai-2021	58	18	for	for	IN
stanford-ai-2021	58	19	the	the	DT
stanford-ai-2021	58	20	attribution	attribution	NN
stanford-ai-2021	58	21	to	to	IN
stanford-ai-2021	58	22	individual	individual	JJ
stanford-ai-2021	58	23	systems	system	NNS
stanford-ai-2021	58	24	of	of	IN
stanford-ai-2021	58	25	credit	credit	NN
stanford-ai-2021	58	26	for	for	IN
stanford-ai-2021	58	27	a	a	DT
stanford-ai-2021	58	28	share	share	NN
stanford-ai-2021	58	29	of	of	IN
stanford-ai-2021	58	30	the	the	DT
stanford-ai-2021	58	31	overall	overall	JJ
stanford-ai-2021	58	32	performance	performance	NN
stanford-ai-2021	58	33	of	of	IN
stanford-ai-2021	58	34	a	a	DT
stanford-ai-2021	58	35	group	group	NN
stanford-ai-2021	58	36	of	of	IN
stanford-ai-2021	58	37	systems	system	NNS
stanford-ai-2021	58	38	over	over	IN
stanford-ai-2021	58	39	time	time	NN
stanford-ai-2021	58	40	.	.	.
stanford-ai-2021	59	1	These	these	DT
stanford-ai-2021	59	2	are	be	VBP
stanford-ai-2021	59	3	applied	apply	VBN
stanford-ai-2021	59	4	to	to	IN
stanford-ai-2021	59	5	two	two	CD
stanford-ai-2021	59	6	symbolic	symbolic	JJ
stanford-ai-2021	59	7	reasoning	reasoning	NN
stanford-ai-2021	59	8	problems	problem	NNS
stanford-ai-2021	59	9	,	,	,
stanford-ai-2021	59	10	Automated	Automated	NNP
stanford-ai-2021	59	11	Theorem	Theorem	NNP
stanford-ai-2021	59	12	Proving	Proving	NNP
stanford-ai-2021	59	13	and	and	CC
stanford-ai-2021	59	14	Satisfiability	Satisfiability	NNP
stanford-ai-2021	59	15	of	of	IN
stanford-ai-2021	59	16	Boolean	Boolean	NNP
stanford-ai-2021	59	17	formulas	formula	NNS
stanford-ai-2021	59	18	.	.	.
stanford-ai-2021	60	1	•	•	NNP
stanford-ai-2021	60	2	Machine	machine	NN
stanford-ai-2021	60	3	learning	learning	NN
stanford-ai-2021	60	4	is	be	VBZ
stanford-ai-2021	60	5	changing	change	VBG
stanford-ai-2021	60	6	the	the	DT
stanford-ai-2021	60	7	game	game	NN
stanford-ai-2021	60	8	in	in	IN
stanford-ai-2021	60	9	healthcare	healthcare	NN
stanford-ai-2021	60	10	and	and	CC
stanford-ai-2021	60	11	biology	biology	NN
stanford-ai-2021	60	12	:	:	:
stanford-ai-2021	60	13	The	the	DT
stanford-ai-2021	60	14	landscape	landscape	NN
stanford-ai-2021	60	15	of	of	IN
stanford-ai-2021	60	16	the	the	DT
stanford-ai-2021	60	17	healthcare	healthcare	NN
stanford-ai-2021	60	18	and	and	CC
stanford-ai-2021	60	19	biology	biology	NN
stanford-ai-2021	60	20	industries	industry	NNS
stanford-ai-2021	60	21	has	have	VBZ
stanford-ai-2021	60	22	evolved	evolve	VBN
stanford-ai-2021	60	23	substantially	substantially	RB
stanford-ai-2021	60	24	with	with	IN
stanford-ai-2021	60	25	the	the	DT
stanford-ai-2021	60	26	adoption	adoption	NN
stanford-ai-2021	60	27	of	of	IN
stanford-ai-2021	60	28	machine	machine	NN
stanford-ai-2021	60	29	learning	learning	NN
stanford-ai-2021	60	30	.	.	.
stanford-ai-2021	61	1	DeepMind	DeepMind	NNP
stanford-ai-2021	61	2	’s	’s	POS
stanford-ai-2021	61	3	AlphaFold	AlphaFold	NNP
stanford-ai-2021	61	4	applied	apply	VBD
stanford-ai-2021	61	5	deep	deep	JJ
stanford-ai-2021	61	6	learning	learning	NN
stanford-ai-2021	61	7	technique	technique	NN
stanford-ai-2021	61	8	to	to	TO
stanford-ai-2021	61	9	make	make	VB
stanford-ai-2021	61	10	a	a	DT
stanford-ai-2021	61	11	significant	significant	JJ
stanford-ai-2021	61	12	breakthrough	breakthrough	NN
stanford-ai-2021	61	13	in	in	IN
stanford-ai-2021	61	14	the	the	DT
stanford-ai-2021	61	15	decades	decade	NNS
stanford-ai-2021	61	16	-	-	HYPH
stanford-ai-2021	61	17	long	long	JJ
stanford-ai-2021	61	18	biology	biology	NN
stanford-ai-2021	61	19	challenge	challenge	NN
stanford-ai-2021	61	20	of	of	IN
stanford-ai-2021	61	21	protein	protein	NN
stanford-ai-2021	61	22	folding	folding	NN
stanford-ai-2021	61	23	.	.	.
stanford-ai-2021	62	1	Scientists	scientist	NNS
stanford-ai-2021	62	2	use	use	VBP
stanford-ai-2021	62	3	ML	ML	NNP
stanford-ai-2021	62	4	models	model	NNS
stanford-ai-2021	62	5	to	to	TO
stanford-ai-2021	62	6	learn	learn	VB
stanford-ai-2021	62	7	representations	representation	NNS
stanford-ai-2021	62	8	of	of	IN
stanford-ai-2021	62	9	chemical	chemical	JJ
stanford-ai-2021	62	10	molecules	molecule	NNS
stanford-ai-2021	62	11	for	for	IN
stanford-ai-2021	62	12	more	more	JJR
stanford-ai-2021	62	13	effective	effective	JJ
stanford-ai-2021	62	14	chemical	chemical	NN
stanford-ai-2021	62	15	synthesis	synthesis	NN
stanford-ai-2021	62	16	planning	planning	NN
stanford-ai-2021	62	17	.	.	.
stanford-ai-2021	63	1	PostEra	PostEra	NNP
stanford-ai-2021	63	2	,	,	,
stanford-ai-2021	63	3	an	an	DT
stanford-ai-2021	63	4	AI	AI	NNP
stanford-ai-2021	63	5	startup	startup	NN
stanford-ai-2021	63	6	used	use	VBN
stanford-ai-2021	63	7	ML	ML	NNP
stanford-ai-2021	63	8	-	-	HYPH
stanford-ai-2021	63	9	based	base	VBN
stanford-ai-2021	63	10	techniques	technique	NNS
stanford-ai-2021	63	11	to	to	TO
stanford-ai-2021	63	12	accelerate	accelerate	VB
stanford-ai-2021	63	13	COVID	covid	NN
stanford-ai-2021	63	14	-	-	HYPH
stanford-ai-2021	63	15	related	relate	VBN
stanford-ai-2021	63	16	drug	drug	NN
stanford-ai-2021	63	17	discovery	discovery	NN
stanford-ai-2021	63	18	during	during	IN
stanford-ai-2021	63	19	the	the	DT
stanford-ai-2021	63	20	pandemic	pandemic	NN
stanford-ai-2021	63	21	.	.	.
stanford-ai-2021	64	1	C	c	NN
stanford-ai-2021	64	2	H	h	NN
stanford-ai-2021	64	3	A	a	NN
stanford-ai-2021	64	4	P	p	NN
stanford-ai-2021	64	5	T	t	NN
stanford-ai-2021	64	6	E	e	NN
stanford-ai-2021	64	7	R	r	NN
stanford-ai-2021	64	8	3	3	CD
stanford-ai-2021	64	9	:	:	:
stanford-ai-2021	64	10	T	t	NN
stanford-ai-2021	64	11	H	h	NN
stanford-ai-2021	64	12	E	e	NN
stanford-ai-2021	64	13	E	e	NN
stanford-ai-2021	64	14	C	c	NN
stanford-ai-2021	64	15	O	o	NN
stanford-ai-2021	64	16	N	n	NN
stanford-ai-2021	64	17	O	o	NN
stanford-ai-2021	64	18	M	m	NN
stanford-ai-2021	64	19	Y	y	NN
stanford-ai-2021	64	20	•	•	NN
stanford-ai-2021	64	21	“	"	``
stanford-ai-2021	64	22	Drugs	drug	NNS
stanford-ai-2021	64	23	,	,	,
stanford-ai-2021	64	24	Cancer	Cancer	NNP
stanford-ai-2021	64	25	,	,	,
stanford-ai-2021	64	26	Molecular	Molecular	NNP
stanford-ai-2021	64	27	,	,	,
stanford-ai-2021	64	28	Drug	Drug	NNP
stanford-ai-2021	64	29	Discovery	Discovery	NNP
stanford-ai-2021	64	30	”	"	''
stanford-ai-2021	64	31	received	receive	VBD
stanford-ai-2021	64	32	the	the	DT
stanford-ai-2021	64	33	greatest	great	JJS
stanford-ai-2021	64	34	amount	amount	NN
stanford-ai-2021	64	35	of	of	IN
stanford-ai-2021	64	36	private	private	JJ
stanford-ai-2021	64	37	AI	AI	NNP
stanford-ai-2021	64	38	investment	investment	NN
stanford-ai-2021	64	39	in	in	IN
stanford-ai-2021	64	40	2020	2020	CD
stanford-ai-2021	64	41	,	,	,
stanford-ai-2021	64	42	with	with	IN
stanford-ai-2021	64	43	more	more	JJR
stanford-ai-2021	64	44	than	than	IN
stanford-ai-2021	64	45	USD	usd	NN
stanford-ai-2021	64	46	13.8	13.8	CD
stanford-ai-2021	64	47	billion	billion	CD
stanford-ai-2021	64	48	,	,	,
stanford-ai-2021	64	49	4.5	4.5	CD
stanford-ai-2021	64	50	times	time	NNS
stanford-ai-2021	64	51	higher	high	JJR
stanford-ai-2021	64	52	than	than	IN
stanford-ai-2021	64	53	2019	2019	CD
stanford-ai-2021	64	54	.	.	.
stanford-ai-2021	65	1	•	•	NNP
stanford-ai-2021	65	2	Brazil	Brazil	NNP
stanford-ai-2021	65	3	,	,	,
stanford-ai-2021	65	4	India	India	NNP
stanford-ai-2021	65	5	,	,	,
stanford-ai-2021	65	6	Canada	Canada	NNP
stanford-ai-2021	65	7	,	,	,
stanford-ai-2021	65	8	Singapore	Singapore	NNP
stanford-ai-2021	65	9	,	,	,
stanford-ai-2021	65	10	and	and	CC
stanford-ai-2021	65	11	South	South	NNP
stanford-ai-2021	65	12	Africa	Africa	NNP
stanford-ai-2021	65	13	are	be	VBP
stanford-ai-2021	65	14	the	the	DT
stanford-ai-2021	65	15	countries	country	NNS
stanford-ai-2021	65	16	with	with	IN
stanford-ai-2021	65	17	the	the	DT
stanford-ai-2021	65	18	highest	high	JJS
stanford-ai-2021	65	19	growth	growth	NN
stanford-ai-2021	65	20	in	in	IN
stanford-ai-2021	65	21	AI	AI	NNP
stanford-ai-2021	65	22	hiring	hire	VBG
stanford-ai-2021	65	23	from	from	IN
stanford-ai-2021	65	24	2016	2016	CD
stanford-ai-2021	65	25	to	to	IN
stanford-ai-2021	65	26	2020	2020	CD
stanford-ai-2021	65	27	.	.	.
stanford-ai-2021	66	1	Despite	despite	IN
stanford-ai-2021	66	2	the	the	DT
stanford-ai-2021	66	3	COVID-19	covid-19	JJ
stanford-ai-2021	66	4	pandemic	pandemic	NN
stanford-ai-2021	66	5	,	,	,
stanford-ai-2021	66	6	the	the	DT
stanford-ai-2021	66	7	AI	AI	NNP
stanford-ai-2021	66	8	hiring	hiring	NN
stanford-ai-2021	66	9	continued	continue	VBD
stanford-ai-2021	66	10	to	to	TO
stanford-ai-2021	66	11	grow	grow	VB
stanford-ai-2021	66	12	across	across	IN
stanford-ai-2021	66	13	sample	sample	NN
stanford-ai-2021	66	14	countries	country	NNS
stanford-ai-2021	66	15	in	in	IN
stanford-ai-2021	66	16	2020	2020	CD
stanford-ai-2021	66	17	.	.	.
stanford-ai-2021	67	1	•	•	VB
stanford-ai-2021	67	2	More	more	RBR
stanford-ai-2021	67	3	private	private	JJ
stanford-ai-2021	67	4	investment	investment	NN
stanford-ai-2021	67	5	in	in	IN
stanford-ai-2021	67	6	AI	AI	NNP
stanford-ai-2021	67	7	is	be	VBZ
stanford-ai-2021	67	8	being	be	VBG
stanford-ai-2021	67	9	funneled	funnel	VBN
stanford-ai-2021	67	10	into	into	IN
stanford-ai-2021	67	11	fewer	few	JJR
stanford-ai-2021	67	12	startups	startup	NNS
stanford-ai-2021	67	13	.	.	.
stanford-ai-2021	68	1	Despite	despite	IN
stanford-ai-2021	68	2	the	the	DT
stanford-ai-2021	68	3	pandemic	pandemic	NN
stanford-ai-2021	68	4	,	,	,
stanford-ai-2021	68	5	2020	2020	CD
stanford-ai-2021	68	6	saw	see	VBD
stanford-ai-2021	68	7	a	a	DT
stanford-ai-2021	68	8	9.3	9.3	CD
stanford-ai-2021	68	9	%	%	NN
stanford-ai-2021	68	10	increase	increase	NN
stanford-ai-2021	68	11	in	in	IN
stanford-ai-2021	68	12	the	the	DT
stanford-ai-2021	68	13	amount	amount	NN
stanford-ai-2021	68	14	of	of	IN
stanford-ai-2021	68	15	private	private	JJ
stanford-ai-2021	68	16	AI	AI	NNP
stanford-ai-2021	68	17	investment	investment	NN
stanford-ai-2021	68	18	from	from	IN
stanford-ai-2021	68	19	2019—a	2019—a	CD
stanford-ai-2021	68	20	higher	high	JJR
stanford-ai-2021	68	21	percentage	percentage	NN
stanford-ai-2021	68	22	increase	increase	NN
stanford-ai-2021	68	23	than	than	IN
stanford-ai-2021	68	24	from	from	IN
stanford-ai-2021	68	25	2018	2018	CD
stanford-ai-2021	68	26	to	to	IN
stanford-ai-2021	68	27	2019	2019	CD
stanford-ai-2021	68	28	(	(	-LRB-
stanford-ai-2021	68	29	5.7	5.7	CD
stanford-ai-2021	68	30	%	%	NN
stanford-ai-2021	68	31	)	)	-RRB-
stanford-ai-2021	68	32	,	,	,
stanford-ai-2021	68	33	though	though	IN
stanford-ai-2021	68	34	the	the	DT
stanford-ai-2021	68	35	number	number	NN
stanford-ai-2021	68	36	of	of	IN
stanford-ai-2021	68	37	newly	newly	RB
stanford-ai-2021	68	38	funded	fund	VBN
stanford-ai-2021	68	39	companies	company	NNS
stanford-ai-2021	68	40	decreased	decrease	VBD
stanford-ai-2021	68	41	for	for	IN
stanford-ai-2021	68	42	the	the	DT
stanford-ai-2021	68	43	third	third	JJ
stanford-ai-2021	68	44	year	year	NN
stanford-ai-2021	68	45	in	in	IN
stanford-ai-2021	68	46	a	a	DT
stanford-ai-2021	68	47	row	row	NN
stanford-ai-2021	68	48	.	.	.
stanford-ai-2021	69	1	•	•	VB
stanford-ai-2021	69	2	Despite	despite	IN
stanford-ai-2021	69	3	growing	grow	VBG
stanford-ai-2021	69	4	calls	call	NNS
stanford-ai-2021	69	5	to	to	TO
stanford-ai-2021	69	6	address	address	VB
stanford-ai-2021	69	7	ethical	ethical	JJ
stanford-ai-2021	69	8	concerns	concern	NNS
stanford-ai-2021	69	9	associated	associate	VBN
stanford-ai-2021	69	10	with	with	IN
stanford-ai-2021	69	11	using	use	VBG
stanford-ai-2021	69	12	AI	AI	NNP
stanford-ai-2021	69	13	,	,	,
stanford-ai-2021	69	14	efforts	effort	NNS
stanford-ai-2021	69	15	to	to	TO
stanford-ai-2021	69	16	address	address	VB
stanford-ai-2021	69	17	these	these	DT
stanford-ai-2021	69	18	concerns	concern	NNS
stanford-ai-2021	69	19	in	in	IN
stanford-ai-2021	69	20	the	the	DT
stanford-ai-2021	69	21	industry	industry	NN
stanford-ai-2021	69	22	are	be	VBP
stanford-ai-2021	69	23	limited	limited	JJ
stanford-ai-2021	69	24	,	,	,
stanford-ai-2021	69	25	according	accord	VBG
stanford-ai-2021	69	26	to	to	IN
stanford-ai-2021	69	27	a	a	DT
stanford-ai-2021	69	28	McKinsey	McKinsey	NNP
stanford-ai-2021	69	29	survey	survey	NN
stanford-ai-2021	69	30	.	.	.
stanford-ai-2021	70	1	For	for	IN
stanford-ai-2021	70	2	example	example	NN
stanford-ai-2021	70	3	,	,	,
stanford-ai-2021	70	4	issues	issue	NNS
stanford-ai-2021	70	5	such	such	JJ
stanford-ai-2021	70	6	as	as	IN
stanford-ai-2021	70	7	equity	equity	NN
stanford-ai-2021	70	8	and	and	CC
stanford-ai-2021	70	9	fairness	fairness	NN
stanford-ai-2021	70	10	in	in	IN
stanford-ai-2021	70	11	AI	AI	NNP
stanford-ai-2021	70	12	continue	continue	VBP
stanford-ai-2021	70	13	to	to	TO
stanford-ai-2021	70	14	receive	receive	VB
stanford-ai-2021	70	15	comparatively	comparatively	RB
stanford-ai-2021	70	16	little	little	JJ
stanford-ai-2021	70	17	attention	attention	NN
stanford-ai-2021	70	18	from	from	IN
stanford-ai-2021	70	19	companies	company	NNS
stanford-ai-2021	70	20	.	.	.
stanford-ai-2021	71	1	Moreover	moreover	RB
stanford-ai-2021	71	2	,	,	,
stanford-ai-2021	71	3	fewer	few	JJR
stanford-ai-2021	71	4	companies	company	NNS
stanford-ai-2021	71	5	in	in	IN
stanford-ai-2021	71	6	2020	2020	CD
stanford-ai-2021	71	7	view	view	NN
stanford-ai-2021	71	8	personal	personal	JJ
stanford-ai-2021	71	9	or	or	CC
stanford-ai-2021	71	10	individual	individual	JJ
stanford-ai-2021	71	11	privacy	privacy	NN
stanford-ai-2021	71	12	risks	risk	NNS
stanford-ai-2021	71	13	as	as	IN
stanford-ai-2021	71	14	relevant	relevant	JJ
stanford-ai-2021	71	15	,	,	,
stanford-ai-2021	71	16	compared	compare	VBN
stanford-ai-2021	71	17	with	with	IN
stanford-ai-2021	71	18	in	in	IN
stanford-ai-2021	71	19	2019	2019	CD
stanford-ai-2021	71	20	,	,	,
stanford-ai-2021	71	21	and	and	CC
stanford-ai-2021	71	22	there	there	EX
stanford-ai-2021	71	23	was	be	VBD
stanford-ai-2021	71	24	no	no	DT
stanford-ai-2021	71	25	change	change	NN
stanford-ai-2021	71	26	in	in	IN
stanford-ai-2021	71	27	the	the	DT
stanford-ai-2021	71	28	percentage	percentage	NN
stanford-ai-2021	71	29	of	of	IN
stanford-ai-2021	71	30	respondents	respondent	NNS
stanford-ai-2021	71	31	whose	whose	WP$
stanford-ai-2021	71	32	companies	company	NNS
stanford-ai-2021	71	33	are	be	VBP
stanford-ai-2021	71	34	taking	take	VBG
stanford-ai-2021	71	35	steps	step	NNS
stanford-ai-2021	71	36	to	to	TO
stanford-ai-2021	71	37	mitigate	mitigate	VB
stanford-ai-2021	71	38	these	these	DT
stanford-ai-2021	71	39	particular	particular	JJ
stanford-ai-2021	71	40	risks	risk	NNS
stanford-ai-2021	71	41	.	.	.
stanford-ai-2021	72	1	•	•	VB
stanford-ai-2021	72	2	Despite	despite	IN
stanford-ai-2021	72	3	the	the	DT
stanford-ai-2021	72	4	economic	economic	JJ
stanford-ai-2021	72	5	downturn	downturn	NN
stanford-ai-2021	72	6	caused	cause	VBN
stanford-ai-2021	72	7	by	by	IN
stanford-ai-2021	72	8	the	the	DT
stanford-ai-2021	72	9	pandemic	pandemic	NN
stanford-ai-2021	72	10	,	,	,
stanford-ai-2021	72	11	half	half	PDT
stanford-ai-2021	72	12	the	the	DT
stanford-ai-2021	72	13	respondents	respondent	NNS
stanford-ai-2021	72	14	in	in	IN
stanford-ai-2021	72	15	a	a	DT
stanford-ai-2021	72	16	McKinsey	McKinsey	NNP
stanford-ai-2021	72	17	survey	survey	NN
stanford-ai-2021	72	18	said	say	VBD
stanford-ai-2021	72	19	that	that	IN
stanford-ai-2021	72	20	the	the	DT
stanford-ai-2021	72	21	coronavirus	coronavirus	NN
stanford-ai-2021	72	22	had	have	VBD
stanford-ai-2021	72	23	no	no	DT
stanford-ai-2021	72	24	effect	effect	NN
stanford-ai-2021	72	25	on	on	IN
stanford-ai-2021	72	26	their	-PRON-	PRP$
stanford-ai-2021	72	27	investment	investment	NN
stanford-ai-2021	72	28	in	in	IN
stanford-ai-2021	72	29	AI	AI	NNP
stanford-ai-2021	72	30	,	,	,
stanford-ai-2021	72	31	while	while	IN
stanford-ai-2021	72	32	27	27	CD
stanford-ai-2021	72	33	%	%	NN
stanford-ai-2021	72	34	actually	actually	RB
stanford-ai-2021	72	35	reported	report	VBD
stanford-ai-2021	72	36	increasing	increase	VBG
stanford-ai-2021	72	37	their	-PRON-	PRP$
stanford-ai-2021	72	38	investment	investment	NN
stanford-ai-2021	72	39	.	.	.
stanford-ai-2021	73	1	Less	Less	JJR
stanford-ai-2021	73	2	than	than	IN
stanford-ai-2021	73	3	a	a	DT
stanford-ai-2021	73	4	fourth	fourth	JJ
stanford-ai-2021	73	5	of	of	IN
stanford-ai-2021	73	6	businesses	business	NNS
stanford-ai-2021	73	7	decreased	decrease	VBD
stanford-ai-2021	73	8	their	-PRON-	PRP$
stanford-ai-2021	73	9	investment	investment	NN
stanford-ai-2021	73	10	in	in	IN
stanford-ai-2021	73	11	AI	AI	NNP
stanford-ai-2021	73	12	.	.	.
stanford-ai-2021	74	1	•	•	VB
stanford-ai-2021	74	2	The	the	DT
stanford-ai-2021	74	3	United	United	NNP
stanford-ai-2021	74	4	States	States	NNP
stanford-ai-2021	74	5	recorded	record	VBD
stanford-ai-2021	74	6	a	a	DT
stanford-ai-2021	74	7	decrease	decrease	NN
stanford-ai-2021	74	8	in	in	IN
stanford-ai-2021	74	9	its	-PRON-	PRP$
stanford-ai-2021	74	10	share	share	NN
stanford-ai-2021	74	11	of	of	IN
stanford-ai-2021	74	12	AI	AI	NNP
stanford-ai-2021	74	13	job	job	NN
stanford-ai-2021	74	14	postings	posting	NNS
stanford-ai-2021	74	15	from	from	IN
stanford-ai-2021	74	16	2019	2019	CD
stanford-ai-2021	74	17	to	to	IN
stanford-ai-2021	74	18	2020—the	2020—the	CD
stanford-ai-2021	74	19	first	first	JJ
stanford-ai-2021	74	20	drop	drop	NN
stanford-ai-2021	74	21	in	in	IN
stanford-ai-2021	74	22	six	six	CD
stanford-ai-2021	74	23	years	year	NNS
stanford-ai-2021	74	24	.	.	.
stanford-ai-2021	75	1	The	the	DT
stanford-ai-2021	75	2	total	total	JJ
stanford-ai-2021	75	3	number	number	NN
stanford-ai-2021	75	4	of	of	IN
stanford-ai-2021	75	5	AI	AI	NNP
stanford-ai-2021	75	6	jobs	job	NNS
stanford-ai-2021	75	7	posted	post	VBN
stanford-ai-2021	75	8	in	in	IN
stanford-ai-2021	75	9	the	the	DT
stanford-ai-2021	75	10	United	United	NNP
stanford-ai-2021	75	11	States	States	NNP
stanford-ai-2021	75	12	also	also	RB
stanford-ai-2021	75	13	decreased	decrease	VBD
stanford-ai-2021	75	14	by	by	IN
stanford-ai-2021	75	15	8.2	8.2	CD
stanford-ai-2021	75	16	%	%	NN
stanford-ai-2021	75	17	from	from	IN
stanford-ai-2021	75	18	2019	2019	CD
stanford-ai-2021	75	19	to	to	IN
stanford-ai-2021	75	20	2020	2020	CD
stanford-ai-2021	75	21	,	,	,
stanford-ai-2021	75	22	from	from	IN
stanford-ai-2021	75	23	325,724	325,724	CD
stanford-ai-2021	75	24	in	in	IN
stanford-ai-2021	75	25	2019	2019	CD
stanford-ai-2021	75	26	to	to	IN
stanford-ai-2021	75	27	300,999	300,999	CD
stanford-ai-2021	75	28	jobs	job	NNS
stanford-ai-2021	75	29	in	in	IN
stanford-ai-2021	75	30	2020	2020	CD
stanford-ai-2021	75	31	.	.	.
stanford-ai-2021	76	1	Artificial	Artificial	NNP
stanford-ai-2021	76	2	Intelligence	Intelligence	NNP
stanford-ai-2021	76	3	Index	Index	NNP
stanford-ai-2021	76	4	Report	Report	NNP
stanford-ai-2021	76	5	2021	2021	CD
stanford-ai-2021	76	6	1	1	CD
stanford-ai-2021	76	7	2	2	CD
stanford-ai-2021	76	8	C	c	NN
stanford-ai-2021	76	9	H	h	NN
stanford-ai-2021	76	10	A	a	NN
stanford-ai-2021	76	11	P	p	NN
stanford-ai-2021	76	12	T	t	NN
stanford-ai-2021	76	13	E	e	NN
stanford-ai-2021	76	14	R	r	NN
stanford-ai-2021	76	15	4	4	CD
stanford-ai-2021	76	16	:	:	:
stanford-ai-2021	76	17	A	a	DT
stanford-ai-2021	76	18	I	i	NN
stanford-ai-2021	76	19	E	e	NN
stanford-ai-2021	76	20	D	d	NN
stanford-ai-2021	76	21	U	u	NN
stanford-ai-2021	76	22	C	c	NN
stanford-ai-2021	76	23	AT	at	IN
stanford-ai-2021	76	24	I	i	NN
stanford-ai-2021	76	25	O	o	NN
stanford-ai-2021	76	26	N	n	NN
stanford-ai-2021	76	27	•	•	NN
stanford-ai-2021	76	28	An	an	DT
stanford-ai-2021	76	29	AI	AI	NNP
stanford-ai-2021	76	30	Index	Index	NNP
stanford-ai-2021	76	31	survey	survey	NN
stanford-ai-2021	76	32	conducted	conduct	VBN
stanford-ai-2021	76	33	in	in	IN
stanford-ai-2021	76	34	2020	2020	CD
stanford-ai-2021	76	35	suggests	suggest	VBZ
stanford-ai-2021	76	36	that	that	IN
stanford-ai-2021	76	37	the	the	DT
stanford-ai-2021	76	38	world	world	NN
stanford-ai-2021	76	39	’s	’s	POS
stanford-ai-2021	76	40	top	top	JJ
stanford-ai-2021	76	41	universities	university	NNS
stanford-ai-2021	76	42	have	have	VBP
stanford-ai-2021	76	43	increased	increase	VBN
stanford-ai-2021	76	44	their	-PRON-	PRP$
stanford-ai-2021	76	45	investment	investment	NN
stanford-ai-2021	76	46	in	in	IN
stanford-ai-2021	76	47	AI	AI	NNP
stanford-ai-2021	76	48	education	education	NN
stanford-ai-2021	76	49	over	over	IN
stanford-ai-2021	76	50	the	the	DT
stanford-ai-2021	76	51	past	past	JJ
stanford-ai-2021	76	52	four	four	CD
stanford-ai-2021	76	53	years	year	NNS
stanford-ai-2021	76	54	.	.	.
stanford-ai-2021	77	1	The	the	DT
stanford-ai-2021	77	2	number	number	NN
stanford-ai-2021	77	3	of	of	IN
stanford-ai-2021	77	4	courses	course	NNS
stanford-ai-2021	77	5	that	that	WDT
stanford-ai-2021	77	6	teach	teach	VBP
stanford-ai-2021	77	7	students	student	NNS
stanford-ai-2021	77	8	the	the	DT
stanford-ai-2021	77	9	skills	skill	NNS
stanford-ai-2021	77	10	necessary	necessary	JJ
stanford-ai-2021	77	11	to	to	TO
stanford-ai-2021	77	12	build	build	VB
stanford-ai-2021	77	13	or	or	CC
stanford-ai-2021	77	14	deploy	deploy	VB
stanford-ai-2021	77	15	a	a	DT
stanford-ai-2021	77	16	practical	practical	JJ
stanford-ai-2021	77	17	AI	AI	NNP
stanford-ai-2021	77	18	model	model	NN
stanford-ai-2021	77	19	on	on	IN
stanford-ai-2021	77	20	the	the	DT
stanford-ai-2021	77	21	undergraduate	undergraduate	JJ
stanford-ai-2021	77	22	and	and	CC
stanford-ai-2021	77	23	graduate	graduate	JJ
stanford-ai-2021	77	24	levels	level	NNS
stanford-ai-2021	77	25	has	have	VBZ
stanford-ai-2021	77	26	increased	increase	VBN
stanford-ai-2021	77	27	by	by	IN
stanford-ai-2021	77	28	102.9	102.9	CD
stanford-ai-2021	77	29	%	%	NN
stanford-ai-2021	77	30	and	and	CC
stanford-ai-2021	77	31	41.7	41.7	CD
stanford-ai-2021	77	32	%	%	NN
stanford-ai-2021	77	33	,	,	,
stanford-ai-2021	77	34	respectively	respectively	RB
stanford-ai-2021	77	35	,	,	,
stanford-ai-2021	77	36	in	in	IN
stanford-ai-2021	77	37	the	the	DT
stanford-ai-2021	77	38	last	last	JJ
stanford-ai-2021	77	39	four	four	CD
stanford-ai-2021	77	40	academic	academic	JJ
stanford-ai-2021	77	41	years	year	NNS
stanford-ai-2021	77	42	.	.	.
stanford-ai-2021	78	1	•	•	VB
stanford-ai-2021	78	2	More	More	JJR
stanford-ai-2021	78	3	AI	ai	NN
stanford-ai-2021	78	4	PhD	phd	NN
stanford-ai-2021	78	5	graduates	graduate	VBZ
stanford-ai-2021	78	6	in	in	IN
stanford-ai-2021	78	7	North	North	NNP
stanford-ai-2021	78	8	America	America	NNP
stanford-ai-2021	78	9	chose	choose	VBD
stanford-ai-2021	78	10	to	to	TO
stanford-ai-2021	78	11	work	work	VB
stanford-ai-2021	78	12	in	in	IN
stanford-ai-2021	78	13	industry	industry	NN
stanford-ai-2021	78	14	in	in	IN
stanford-ai-2021	78	15	the	the	DT
stanford-ai-2021	78	16	past	past	JJ
stanford-ai-2021	78	17	10	10	CD
stanford-ai-2021	78	18	years	year	NNS
stanford-ai-2021	78	19	,	,	,
stanford-ai-2021	78	20	while	while	IN
stanford-ai-2021	78	21	fewer	few	JJR
stanford-ai-2021	78	22	opted	opt	VBN
stanford-ai-2021	78	23	for	for	IN
stanford-ai-2021	78	24	jobs	job	NNS
stanford-ai-2021	78	25	in	in	IN
stanford-ai-2021	78	26	academia	academia	NN
stanford-ai-2021	78	27	,	,	,
stanford-ai-2021	78	28	according	accord	VBG
stanford-ai-2021	78	29	to	to	IN
stanford-ai-2021	78	30	an	an	DT
stanford-ai-2021	78	31	annual	annual	JJ
stanford-ai-2021	78	32	survey	survey	NN
stanford-ai-2021	78	33	from	from	IN
stanford-ai-2021	78	34	the	the	DT
stanford-ai-2021	78	35	Computing	Computing	NNP
stanford-ai-2021	78	36	Research	Research	NNP
stanford-ai-2021	78	37	Association	Association	NNP
stanford-ai-2021	78	38	(	(	-LRB-
stanford-ai-2021	78	39	CRA	CRA	NNP
stanford-ai-2021	78	40	)	)	-RRB-
stanford-ai-2021	78	41	.	.	.
stanford-ai-2021	79	1	The	the	DT
stanford-ai-2021	79	2	share	share	NN
stanford-ai-2021	79	3	of	of	IN
stanford-ai-2021	79	4	new	new	JJ
stanford-ai-2021	79	5	AI	AI	NNP
stanford-ai-2021	79	6	PhDs	PhDs	NNP
stanford-ai-2021	79	7	who	who	WP
stanford-ai-2021	79	8	chose	choose	VBD
stanford-ai-2021	79	9	industry	industry	NN
stanford-ai-2021	79	10	jobs	job	NNS
stanford-ai-2021	79	11	increased	increase	VBD
stanford-ai-2021	79	12	by	by	IN
stanford-ai-2021	79	13	48	48	CD
stanford-ai-2021	79	14	%	%	NN
stanford-ai-2021	79	15	in	in	IN
stanford-ai-2021	79	16	the	the	DT
stanford-ai-2021	79	17	past	past	JJ
stanford-ai-2021	79	18	decade	decade	NN
stanford-ai-2021	79	19	,	,	,
stanford-ai-2021	79	20	from	from	IN
stanford-ai-2021	79	21	44.4	44.4	CD
stanford-ai-2021	79	22	%	%	NN
stanford-ai-2021	79	23	in	in	IN
stanford-ai-2021	79	24	2010	2010	CD
stanford-ai-2021	79	25	to	to	IN
stanford-ai-2021	79	26	65.7	65.7	CD
stanford-ai-2021	79	27	%	%	NN
stanford-ai-2021	79	28	in	in	IN
stanford-ai-2021	79	29	2019	2019	CD
stanford-ai-2021	79	30	.	.	.
stanford-ai-2021	80	1	By	by	IN
stanford-ai-2021	80	2	contrast	contrast	NN
stanford-ai-2021	80	3	,	,	,
stanford-ai-2021	80	4	the	the	DT
stanford-ai-2021	80	5	share	share	NN
stanford-ai-2021	80	6	of	of	IN
stanford-ai-2021	80	7	new	new	JJ
stanford-ai-2021	80	8	AI	AI	NNP
stanford-ai-2021	80	9	PhDs	PhDs	NNP
stanford-ai-2021	80	10	entering	enter	VBG
stanford-ai-2021	80	11	academia	academia	NN
stanford-ai-2021	80	12	dropped	drop	VBD
stanford-ai-2021	80	13	by	by	IN
stanford-ai-2021	80	14	44	44	CD
stanford-ai-2021	80	15	%	%	NN
stanford-ai-2021	80	16	,	,	,
stanford-ai-2021	80	17	from	from	IN
stanford-ai-2021	80	18	42.1	42.1	CD
stanford-ai-2021	80	19	%	%	NN
stanford-ai-2021	80	20	in	in	IN
stanford-ai-2021	80	21	2010	2010	CD
stanford-ai-2021	80	22	to	to	IN
stanford-ai-2021	80	23	23.7	23.7	CD
stanford-ai-2021	80	24	%	%	NN
stanford-ai-2021	80	25	in	in	IN
stanford-ai-2021	80	26	2019	2019	CD
stanford-ai-2021	80	27	.	.	.
stanford-ai-2021	81	1	•	•	VB
stanford-ai-2021	81	2	In	in	IN
stanford-ai-2021	81	3	the	the	DT
stanford-ai-2021	81	4	last	last	JJ
stanford-ai-2021	81	5	10	10	CD
stanford-ai-2021	81	6	years	year	NNS
stanford-ai-2021	81	7	,	,	,
stanford-ai-2021	81	8	AI	AI	NNP
stanford-ai-2021	81	9	-	-	HYPH
stanford-ai-2021	81	10	related	relate	VBN
stanford-ai-2021	81	11	PhDs	PhDs	NNP
stanford-ai-2021	81	12	have	have	VBP
stanford-ai-2021	81	13	gone	go	VBN
stanford-ai-2021	81	14	from	from	IN
stanford-ai-2021	81	15	14.2	14.2	CD
stanford-ai-2021	81	16	%	%	NN
stanford-ai-2021	81	17	of	of	IN
stanford-ai-2021	81	18	the	the	DT
stanford-ai-2021	81	19	total	total	NN
stanford-ai-2021	81	20	of	of	IN
stanford-ai-2021	81	21	CS	CS	NNP
stanford-ai-2021	81	22	PhDs	PhDs	NNP
stanford-ai-2021	81	23	granted	grant	VBN
stanford-ai-2021	81	24	in	in	IN
stanford-ai-2021	81	25	the	the	DT
stanford-ai-2021	81	26	United	United	NNP
stanford-ai-2021	81	27	States	States	NNP
stanford-ai-2021	81	28	,	,	,
stanford-ai-2021	81	29	to	to	IN
stanford-ai-2021	81	30	around	around	IN
stanford-ai-2021	81	31	23	23	CD
stanford-ai-2021	81	32	%	%	NN
stanford-ai-2021	81	33	as	as	IN
stanford-ai-2021	81	34	of	of	IN
stanford-ai-2021	81	35	2019	2019	CD
stanford-ai-2021	81	36	,	,	,
stanford-ai-2021	81	37	according	accord	VBG
stanford-ai-2021	81	38	to	to	IN
stanford-ai-2021	81	39	the	the	DT
stanford-ai-2021	81	40	CRA	CRA	NNP
stanford-ai-2021	81	41	survey	survey	NN
stanford-ai-2021	81	42	.	.	.
stanford-ai-2021	82	1	At	at	IN
stanford-ai-2021	82	2	the	the	DT
stanford-ai-2021	82	3	same	same	JJ
stanford-ai-2021	82	4	time	time	NN
stanford-ai-2021	82	5	,	,	,
stanford-ai-2021	82	6	other	other	JJ
stanford-ai-2021	82	7	previously	previously	RB
stanford-ai-2021	82	8	popular	popular	JJ
stanford-ai-2021	82	9	CS	CS	NNP
stanford-ai-2021	82	10	PhDs	PhDs	NNP
stanford-ai-2021	82	11	have	have	VBP
stanford-ai-2021	82	12	declined	decline	VBN
stanford-ai-2021	82	13	in	in	IN
stanford-ai-2021	82	14	popularity	popularity	NN
stanford-ai-2021	82	15	,	,	,
stanford-ai-2021	82	16	including	include	VBG
stanford-ai-2021	82	17	networking	networking	NN
stanford-ai-2021	82	18	,	,	,
stanford-ai-2021	82	19	software	software	NN
stanford-ai-2021	82	20	engineering	engineering	NN
stanford-ai-2021	82	21	,	,	,
stanford-ai-2021	82	22	and	and	CC
stanford-ai-2021	82	23	programming	programming	NN
stanford-ai-2021	82	24	languages	language	NNS
stanford-ai-2021	82	25	.	.	.
stanford-ai-2021	83	1	Compilers	compiler	NNS
stanford-ai-2021	83	2	all	all	DT
stanford-ai-2021	83	3	saw	see	VBD
stanford-ai-2021	83	4	a	a	DT
stanford-ai-2021	83	5	reduction	reduction	NN
stanford-ai-2021	83	6	in	in	IN
stanford-ai-2021	83	7	PhDs	PhDs	NNP
stanford-ai-2021	83	8	granted	grant	VBN
stanford-ai-2021	83	9	relative	relative	JJ
stanford-ai-2021	83	10	to	to	IN
stanford-ai-2021	83	11	2010	2010	CD
stanford-ai-2021	83	12	,	,	,
stanford-ai-2021	83	13	while	while	IN
stanford-ai-2021	83	14	AI	AI	NNP
stanford-ai-2021	83	15	and	and	CC
stanford-ai-2021	83	16	Robotics	Robotics	NNP
stanford-ai-2021	83	17	/	/	SYM
stanford-ai-2021	83	18	Vision	Vision	NNP
stanford-ai-2021	83	19	specializations	specialization	NNS
stanford-ai-2021	83	20	saw	see	VBD
stanford-ai-2021	83	21	a	a	DT
stanford-ai-2021	83	22	substantial	substantial	JJ
stanford-ai-2021	83	23	increase	increase	NN
stanford-ai-2021	83	24	.	.	.
stanford-ai-2021	84	1	•	•	VB
stanford-ai-2021	84	2	After	after	IN
stanford-ai-2021	84	3	a	a	DT
stanford-ai-2021	84	4	two	two	CD
stanford-ai-2021	84	5	-	-	HYPH
stanford-ai-2021	84	6	year	year	NN
stanford-ai-2021	84	7	increase	increase	NN
stanford-ai-2021	84	8	,	,	,
stanford-ai-2021	84	9	the	the	DT
stanford-ai-2021	84	10	number	number	NN
stanford-ai-2021	84	11	of	of	IN
stanford-ai-2021	84	12	AI	AI	NNP
stanford-ai-2021	84	13	faculty	faculty	NN
stanford-ai-2021	84	14	departures	departure	NNS
stanford-ai-2021	84	15	from	from	IN
stanford-ai-2021	84	16	universities	university	NNS
stanford-ai-2021	84	17	to	to	IN
stanford-ai-2021	84	18	industry	industry	NN
stanford-ai-2021	84	19	jobs	job	NNS
stanford-ai-2021	84	20	in	in	IN
stanford-ai-2021	84	21	North	North	NNP
stanford-ai-2021	84	22	America	America	NNP
stanford-ai-2021	84	23	dropped	drop	VBD
stanford-ai-2021	84	24	from	from	IN
stanford-ai-2021	84	25	42	42	CD
stanford-ai-2021	84	26	in	in	IN
stanford-ai-2021	84	27	2018	2018	CD
stanford-ai-2021	84	28	to	to	IN
stanford-ai-2021	84	29	33	33	CD
stanford-ai-2021	84	30	in	in	IN
stanford-ai-2021	84	31	2019	2019	CD
stanford-ai-2021	84	32	(	(	-LRB-
stanford-ai-2021	84	33	28	28	CD
stanford-ai-2021	84	34	of	of	IN
stanford-ai-2021	84	35	these	these	DT
stanford-ai-2021	84	36	are	be	VBP
stanford-ai-2021	84	37	tenured	tenure	VBN
stanford-ai-2021	84	38	faculty	faculty	NN
stanford-ai-2021	84	39	and	and	CC
stanford-ai-2021	84	40	five	five	CD
stanford-ai-2021	84	41	are	be	VBP
stanford-ai-2021	84	42	untenured	untenured	JJ
stanford-ai-2021	84	43	)	)	-RRB-
stanford-ai-2021	84	44	.	.	.
stanford-ai-2021	85	1	Carnegie	Carnegie	NNP
stanford-ai-2021	85	2	Mellon	Mellon	NNP
stanford-ai-2021	85	3	University	University	NNP
stanford-ai-2021	85	4	had	have	VBD
stanford-ai-2021	85	5	the	the	DT
stanford-ai-2021	85	6	largest	large	JJS
stanford-ai-2021	85	7	number	number	NN
stanford-ai-2021	85	8	of	of	IN
stanford-ai-2021	85	9	AI	AI	NNP
stanford-ai-2021	85	10	faculty	faculty	NN
stanford-ai-2021	85	11	departures	departure	NNS
stanford-ai-2021	85	12	between	between	IN
stanford-ai-2021	85	13	2004	2004	CD
stanford-ai-2021	85	14	and	and	CC
stanford-ai-2021	85	15	2019	2019	CD
stanford-ai-2021	85	16	(	(	-LRB-
stanford-ai-2021	85	17	16	16	CD
stanford-ai-2021	85	18	)	)	-RRB-
stanford-ai-2021	85	19	,	,	,
stanford-ai-2021	85	20	followed	follow	VBN
stanford-ai-2021	85	21	by	by	IN
stanford-ai-2021	85	22	the	the	DT
stanford-ai-2021	85	23	Georgia	Georgia	NNP
stanford-ai-2021	85	24	Institute	Institute	NNP
stanford-ai-2021	85	25	of	of	IN
stanford-ai-2021	85	26	Technology	Technology	NNP
stanford-ai-2021	85	27	(	(	-LRB-
stanford-ai-2021	85	28	14	14	CD
stanford-ai-2021	85	29	)	)	-RRB-
stanford-ai-2021	85	30	and	and	CC
stanford-ai-2021	85	31	University	University	NNP
stanford-ai-2021	85	32	of	of	IN
stanford-ai-2021	85	33	Washington	Washington	NNP
stanford-ai-2021	85	34	(	(	-LRB-
stanford-ai-2021	85	35	12	12	CD
stanford-ai-2021	85	36	)	)	-RRB-
stanford-ai-2021	85	37	.	.	.
stanford-ai-2021	86	1	•	•	VB
stanford-ai-2021	86	2	The	the	DT
stanford-ai-2021	86	3	percentage	percentage	NN
stanford-ai-2021	86	4	of	of	IN
stanford-ai-2021	86	5	international	international	JJ
stanford-ai-2021	86	6	students	student	NNS
stanford-ai-2021	86	7	among	among	IN
stanford-ai-2021	86	8	new	new	JJ
stanford-ai-2021	86	9	AI	AI	NNP
stanford-ai-2021	86	10	PhDs	PhDs	NNP
stanford-ai-2021	86	11	in	in	IN
stanford-ai-2021	86	12	North	North	NNP
stanford-ai-2021	86	13	America	America	NNP
stanford-ai-2021	86	14	continued	continue	VBD
stanford-ai-2021	86	15	to	to	TO
stanford-ai-2021	86	16	rise	rise	VB
stanford-ai-2021	86	17	in	in	IN
stanford-ai-2021	86	18	2019	2019	CD
stanford-ai-2021	86	19	,	,	,
stanford-ai-2021	86	20	to	to	IN
stanford-ai-2021	86	21	64.3%—a	64.3%—a	CD
stanford-ai-2021	86	22	4.3	4.3	CD
stanford-ai-2021	86	23	%	%	NN
stanford-ai-2021	86	24	increase	increase	NN
stanford-ai-2021	86	25	from	from	IN
stanford-ai-2021	86	26	2018	2018	CD
stanford-ai-2021	86	27	.	.	.
stanford-ai-2021	87	1	Among	among	IN
stanford-ai-2021	87	2	foreign	foreign	JJ
stanford-ai-2021	87	3	graduates	graduate	NNS
stanford-ai-2021	87	4	,	,	,
stanford-ai-2021	87	5	81.8	81.8	CD
stanford-ai-2021	87	6	%	%	NN
stanford-ai-2021	87	7	stayed	stay	VBD
stanford-ai-2021	87	8	in	in	IN
stanford-ai-2021	87	9	the	the	DT
stanford-ai-2021	87	10	United	United	NNP
stanford-ai-2021	87	11	States	States	NNP
stanford-ai-2021	87	12	and	and	CC
stanford-ai-2021	87	13	8.6	8.6	CD
stanford-ai-2021	87	14	%	%	NN
stanford-ai-2021	87	15	have	have	VBP
stanford-ai-2021	87	16	taken	take	VBN
stanford-ai-2021	87	17	jobs	job	NNS
stanford-ai-2021	87	18	outside	outside	IN
stanford-ai-2021	87	19	the	the	DT
stanford-ai-2021	87	20	United	United	NNP
stanford-ai-2021	87	21	States	States	NNP
stanford-ai-2021	87	22	.	.	.
stanford-ai-2021	88	1	•	•	VB
stanford-ai-2021	88	2	In	in	IN
stanford-ai-2021	88	3	the	the	DT
stanford-ai-2021	88	4	European	European	NNP
stanford-ai-2021	88	5	Union	Union	NNP
stanford-ai-2021	88	6	,	,	,
stanford-ai-2021	88	7	the	the	DT
stanford-ai-2021	88	8	vast	vast	JJ
stanford-ai-2021	88	9	majority	majority	NN
stanford-ai-2021	88	10	of	of	IN
stanford-ai-2021	88	11	specialized	specialized	JJ
stanford-ai-2021	88	12	AI	AI	NNP
stanford-ai-2021	88	13	academic	academic	JJ
stanford-ai-2021	88	14	offerings	offering	NNS
stanford-ai-2021	88	15	are	be	VBP
stanford-ai-2021	88	16	taught	teach	VBN
stanford-ai-2021	88	17	at	at	IN
stanford-ai-2021	88	18	the	the	DT
stanford-ai-2021	88	19	master	master	NN
stanford-ai-2021	88	20	’s	’s	POS
stanford-ai-2021	88	21	level	level	NN
stanford-ai-2021	88	22	;	;	:
stanford-ai-2021	88	23	robotics	robotic	NNS
stanford-ai-2021	88	24	and	and	CC
stanford-ai-2021	88	25	automation	automation	NN
stanford-ai-2021	88	26	is	be	VBZ
stanford-ai-2021	88	27	by	by	IN
stanford-ai-2021	88	28	far	far	RB
stanford-ai-2021	88	29	the	the	DT
stanford-ai-2021	88	30	most	most	RBS
stanford-ai-2021	88	31	frequently	frequently	RB
stanford-ai-2021	88	32	taught	teach	VBN
stanford-ai-2021	88	33	course	course	NN
stanford-ai-2021	88	34	in	in	IN
stanford-ai-2021	88	35	the	the	DT
stanford-ai-2021	88	36	specialized	specialized	JJ
stanford-ai-2021	88	37	bachelor	bachelor	NN
stanford-ai-2021	88	38	’s	’s	NNP
stanford-ai-2021	88	39	and	and	CC
stanford-ai-2021	88	40	master	master	NNP
stanford-ai-2021	88	41	’s	’s	POS
stanford-ai-2021	88	42	programs	program	NNS
stanford-ai-2021	88	43	,	,	,
stanford-ai-2021	88	44	while	while	IN
stanford-ai-2021	88	45	machine	machine	NN
stanford-ai-2021	88	46	learning	learning	NN
stanford-ai-2021	88	47	(	(	-LRB-
stanford-ai-2021	88	48	ML	ML	NNP
stanford-ai-2021	88	49	)	)	-RRB-
stanford-ai-2021	88	50	dominates	dominate	VBZ
stanford-ai-2021	88	51	in	in	IN
stanford-ai-2021	88	52	the	the	DT
stanford-ai-2021	88	53	specialized	specialized	JJ
stanford-ai-2021	88	54	short	short	JJ
stanford-ai-2021	88	55	courses	course	NNS
stanford-ai-2021	88	56	.	.	.
stanford-ai-2021	89	1	C	c	NN
stanford-ai-2021	89	2	H	h	NN
stanford-ai-2021	89	3	A	a	NN
stanford-ai-2021	89	4	P	p	NN
stanford-ai-2021	89	5	T	t	NN
stanford-ai-2021	89	6	E	e	NN
stanford-ai-2021	89	7	R	r	NN
stanford-ai-2021	89	8	5	5	CD
stanford-ai-2021	89	9	:	:	:
stanford-ai-2021	89	10	E	e	NN
stanford-ai-2021	89	11	T	t	NN
stanford-ai-2021	89	12	H	h	NN
stanford-ai-2021	89	13	I	i	NN
stanford-ai-2021	89	14	C	c	NN
stanford-ai-2021	89	15	A	a	NN
stanford-ai-2021	89	16	L	l	NN
stanford-ai-2021	89	17	C	c	NN
stanford-ai-2021	89	18	H	h	NN
stanford-ai-2021	89	19	A	a	NN
stanford-ai-2021	89	20	L	l	NN
stanford-ai-2021	89	21	L	l	NN
stanford-ai-2021	89	22	E	e	NN
stanford-ai-2021	89	23	N	n	NN
stanford-ai-2021	89	24	G	g	NN
stanford-ai-2021	89	25	E	e	NN
stanford-ai-2021	89	26	S	s	NN
stanford-ai-2021	89	27	O	o	NN
stanford-ai-2021	89	28	F	f	NN
stanford-ai-2021	89	29	A	a	NN
stanford-ai-2021	89	30	I	i	NN
stanford-ai-2021	89	31	A	a	NN
stanford-ai-2021	89	32	P	p	NN
stanford-ai-2021	89	33	P	p	NN
stanford-ai-2021	89	34	L	l	NN
stanford-ai-2021	89	35	I	i	NN
stanford-ai-2021	89	36	C	c	NN
stanford-ai-2021	89	37	AT	at	IN
stanford-ai-2021	89	38	I	i	NN
stanford-ai-2021	89	39	O	o	NN
stanford-ai-2021	89	40	N	n	NN
stanford-ai-2021	89	41	S	s	NN
stanford-ai-2021	89	42	•	•	XX
stanford-ai-2021	89	43	The	the	DT
stanford-ai-2021	89	44	number	number	NN
stanford-ai-2021	89	45	of	of	IN
stanford-ai-2021	89	46	papers	paper	NNS
stanford-ai-2021	89	47	with	with	IN
stanford-ai-2021	89	48	ethics	ethic	NNS
stanford-ai-2021	89	49	-	-	HYPH
stanford-ai-2021	89	50	related	relate	VBN
stanford-ai-2021	89	51	keywords	keyword	NNS
stanford-ai-2021	89	52	in	in	IN
stanford-ai-2021	89	53	titles	title	NNS
stanford-ai-2021	89	54	submitted	submit	VBN
stanford-ai-2021	89	55	to	to	IN
stanford-ai-2021	89	56	AI	AI	NNP
stanford-ai-2021	89	57	conferences	conference	NNS
stanford-ai-2021	89	58	has	have	VBZ
stanford-ai-2021	89	59	grown	grow	VBN
stanford-ai-2021	89	60	since	since	IN
stanford-ai-2021	89	61	2015	2015	CD
stanford-ai-2021	89	62	,	,	,
stanford-ai-2021	89	63	though	though	IN
stanford-ai-2021	89	64	the	the	DT
stanford-ai-2021	89	65	average	average	JJ
stanford-ai-2021	89	66	number	number	NN
stanford-ai-2021	89	67	of	of	IN
stanford-ai-2021	89	68	paper	paper	NN
stanford-ai-2021	89	69	titles	title	NNS
stanford-ai-2021	89	70	matching	match	VBG
stanford-ai-2021	89	71	ethics	ethic	NNS
stanford-ai-2021	89	72	-	-	HYPH
stanford-ai-2021	89	73	related	relate	VBN
stanford-ai-2021	89	74	keywords	keyword	NNS
stanford-ai-2021	89	75	at	at	IN
stanford-ai-2021	89	76	major	major	JJ
stanford-ai-2021	89	77	AI	AI	NNP
stanford-ai-2021	89	78	conferences	conference	NNS
stanford-ai-2021	89	79	remains	remain	VBZ
stanford-ai-2021	89	80	low	low	JJ
stanford-ai-2021	89	81	over	over	IN
stanford-ai-2021	89	82	the	the	DT
stanford-ai-2021	89	83	years	year	NNS
stanford-ai-2021	89	84	.	.	.
stanford-ai-2021	90	1	•	•	VB
stanford-ai-2021	90	2	The	the	DT
stanford-ai-2021	90	3	five	five	CD
stanford-ai-2021	90	4	news	news	NN
stanford-ai-2021	90	5	topics	topic	NNS
stanford-ai-2021	90	6	that	that	WDT
stanford-ai-2021	90	7	got	get	VBD
stanford-ai-2021	90	8	the	the	DT
stanford-ai-2021	90	9	most	most	JJS
stanford-ai-2021	90	10	attention	attention	NN
stanford-ai-2021	90	11	in	in	IN
stanford-ai-2021	90	12	2020	2020	CD
stanford-ai-2021	90	13	related	relate	VBN
stanford-ai-2021	90	14	to	to	IN
stanford-ai-2021	90	15	the	the	DT
stanford-ai-2021	90	16	ethical	ethical	JJ
stanford-ai-2021	90	17	use	use	NN
stanford-ai-2021	90	18	of	of	IN
stanford-ai-2021	90	19	AI	AI	NNP
stanford-ai-2021	90	20	were	be	VBD
stanford-ai-2021	90	21	the	the	DT
stanford-ai-2021	90	22	release	release	NN
stanford-ai-2021	90	23	of	of	IN
stanford-ai-2021	90	24	the	the	DT
stanford-ai-2021	90	25	European	European	NNP
stanford-ai-2021	90	26	Commission	Commission	NNP
stanford-ai-2021	90	27	’s	’s	POS
stanford-ai-2021	90	28	white	white	JJ
stanford-ai-2021	90	29	paper	paper	NN
stanford-ai-2021	90	30	on	on	IN
stanford-ai-2021	90	31	AI	AI	NNP
stanford-ai-2021	90	32	,	,	,
stanford-ai-2021	90	33	Google	Google	NNP
stanford-ai-2021	90	34	’s	’s	POS
stanford-ai-2021	90	35	dismissal	dismissal	NN
stanford-ai-2021	90	36	of	of	IN
stanford-ai-2021	90	37	ethics	ethic	NNS
stanford-ai-2021	90	38	researcher	researcher	NN
stanford-ai-2021	90	39	Timnit	Timnit	NNP
stanford-ai-2021	90	40	Gebru	Gebru	NNP
stanford-ai-2021	90	41	,	,	,
stanford-ai-2021	90	42	the	the	DT
stanford-ai-2021	90	43	AI	AI	NNP
stanford-ai-2021	90	44	ethics	ethic	NNS
stanford-ai-2021	90	45	committee	committee	NN
stanford-ai-2021	90	46	formed	form	VBN
stanford-ai-2021	90	47	by	by	IN
stanford-ai-2021	90	48	the	the	DT
stanford-ai-2021	90	49	United	United	NNP
stanford-ai-2021	90	50	Nations	Nations	NNP
stanford-ai-2021	90	51	,	,	,
stanford-ai-2021	90	52	the	the	DT
stanford-ai-2021	90	53	Vatican	Vatican	NNP
stanford-ai-2021	90	54	’s	’s	POS
stanford-ai-2021	90	55	AI	AI	NNP
stanford-ai-2021	90	56	ethics	ethic	NNS
stanford-ai-2021	90	57	plan	plan	VBP
stanford-ai-2021	90	58	,	,	,
stanford-ai-2021	90	59	and	and	CC
stanford-ai-2021	90	60	IBM	IBM	NNP
stanford-ai-2021	90	61	’s	’s	NNP
stanford-ai-2021	90	62	exiting	exit	VBG
stanford-ai-2021	90	63	the	the	DT
stanford-ai-2021	90	64	facial	facial	JJ
stanford-ai-2021	90	65	-	-	HYPH
stanford-ai-2021	90	66	recognition	recognition	NN
stanford-ai-2021	90	67	businesses	business	NNS
stanford-ai-2021	90	68	.	.	.
stanford-ai-2021	91	1	Artificial	Artificial	NNP
stanford-ai-2021	91	2	Intelligence	Intelligence	NNP
stanford-ai-2021	91	3	Index	Index	NNP
stanford-ai-2021	91	4	Report	Report	NNP
stanford-ai-2021	91	5	2021	2021	CD
stanford-ai-2021	91	6	1	1	CD
stanford-ai-2021	91	7	3	3	CD
stanford-ai-2021	91	8	C	c	NN
stanford-ai-2021	91	9	H	h	NN
stanford-ai-2021	91	10	A	a	NN
stanford-ai-2021	91	11	P	p	NN
stanford-ai-2021	91	12	T	t	NN
stanford-ai-2021	91	13	E	e	NN
stanford-ai-2021	91	14	R	r	NN
stanford-ai-2021	91	15	6	6	CD
stanford-ai-2021	91	16	:	:	:
stanford-ai-2021	91	17	D	d	NN
stanford-ai-2021	91	18	I	i	NN
stanford-ai-2021	91	19	V	v	NN
stanford-ai-2021	91	20	E	e	NN
stanford-ai-2021	91	21	R	r	NN
stanford-ai-2021	91	22	S	s	NN
stanford-ai-2021	91	23	I	i	NN
stanford-ai-2021	91	24	T	t	NN
stanford-ai-2021	91	25	Y	y	NN
stanford-ai-2021	91	26	I	i	NN
stanford-ai-2021	91	27	N	n	NN
stanford-ai-2021	91	28	A	a	NN
stanford-ai-2021	91	29	I	i	NN
stanford-ai-2021	91	30	•	•	VBP
stanford-ai-2021	91	31	The	the	DT
stanford-ai-2021	91	32	percentages	percentage	NNS
stanford-ai-2021	91	33	of	of	IN
stanford-ai-2021	91	34	female	female	JJ
stanford-ai-2021	91	35	AI	AI	NNP
stanford-ai-2021	91	36	PhD	phd	NN
stanford-ai-2021	91	37	graduates	graduate	NNS
stanford-ai-2021	91	38	and	and	CC
stanford-ai-2021	91	39	tenure	tenure	NN
stanford-ai-2021	91	40	-	-	HYPH
stanford-ai-2021	91	41	track	track	NN
stanford-ai-2021	91	42	computer	computer	NN
stanford-ai-2021	91	43	science	science	NN
stanford-ai-2021	91	44	(	(	-LRB-
stanford-ai-2021	91	45	CS	CS	NNP
stanford-ai-2021	91	46	)	)	-RRB-
stanford-ai-2021	91	47	faculty	faculty	NN
stanford-ai-2021	91	48	have	have	VBP
stanford-ai-2021	91	49	remained	remain	VBN
stanford-ai-2021	91	50	low	low	JJ
stanford-ai-2021	91	51	for	for	IN
stanford-ai-2021	91	52	more	more	JJR
stanford-ai-2021	91	53	than	than	IN
stanford-ai-2021	91	54	a	a	DT
stanford-ai-2021	91	55	decade	decade	NN
stanford-ai-2021	91	56	.	.	.
stanford-ai-2021	92	1	Female	female	JJ
stanford-ai-2021	92	2	graduates	graduate	NNS
stanford-ai-2021	92	3	of	of	IN
stanford-ai-2021	92	4	AI	AI	NNP
stanford-ai-2021	92	5	PhD	phd	NN
stanford-ai-2021	92	6	programs	program	NNS
stanford-ai-2021	92	7	in	in	IN
stanford-ai-2021	92	8	North	North	NNP
stanford-ai-2021	92	9	America	America	NNP
stanford-ai-2021	92	10	have	have	VBP
stanford-ai-2021	92	11	accounted	account	VBN
stanford-ai-2021	92	12	for	for	IN
stanford-ai-2021	92	13	less	less	JJR
stanford-ai-2021	92	14	than	than	IN
stanford-ai-2021	92	15	18	18	CD
stanford-ai-2021	92	16	%	%	NN
stanford-ai-2021	92	17	of	of	IN
stanford-ai-2021	92	18	all	all	DT
stanford-ai-2021	92	19	PhD	phd	NN
stanford-ai-2021	92	20	graduates	graduate	VBZ
stanford-ai-2021	92	21	on	on	IN
stanford-ai-2021	92	22	average	average	JJ
stanford-ai-2021	92	23	,	,	,
stanford-ai-2021	92	24	according	accord	VBG
stanford-ai-2021	92	25	to	to	IN
stanford-ai-2021	92	26	an	an	DT
stanford-ai-2021	92	27	annual	annual	JJ
stanford-ai-2021	92	28	survey	survey	NN
stanford-ai-2021	92	29	from	from	IN
stanford-ai-2021	92	30	the	the	DT
stanford-ai-2021	92	31	Computing	Computing	NNP
stanford-ai-2021	92	32	Research	Research	NNP
stanford-ai-2021	92	33	Association	Association	NNP
stanford-ai-2021	92	34	(	(	-LRB-
stanford-ai-2021	92	35	CRA	CRA	NNP
stanford-ai-2021	92	36	)	)	-RRB-
stanford-ai-2021	92	37	.	.	.
stanford-ai-2021	93	1	An	an	DT
stanford-ai-2021	93	2	AI	AI	NNP
stanford-ai-2021	93	3	Index	Index	NNP
stanford-ai-2021	93	4	survey	survey	NN
stanford-ai-2021	93	5	suggests	suggest	VBZ
stanford-ai-2021	93	6	that	that	IN
stanford-ai-2021	93	7	female	female	JJ
stanford-ai-2021	93	8	faculty	faculty	NN
stanford-ai-2021	93	9	make	make	VBP
stanford-ai-2021	93	10	up	up	RP
stanford-ai-2021	93	11	just	just	RB
stanford-ai-2021	93	12	16	16	CD
stanford-ai-2021	93	13	%	%	NN
stanford-ai-2021	93	14	of	of	IN
stanford-ai-2021	93	15	all	all	DT
stanford-ai-2021	93	16	tenure	tenure	NN
stanford-ai-2021	93	17	-	-	HYPH
stanford-ai-2021	93	18	track	track	NN
stanford-ai-2021	93	19	CS	CS	NNP
stanford-ai-2021	93	20	faculty	faculty	NN
stanford-ai-2021	93	21	at	at	IN
stanford-ai-2021	93	22	several	several	JJ
stanford-ai-2021	93	23	universities	university	NNS
stanford-ai-2021	93	24	around	around	IN
stanford-ai-2021	93	25	the	the	DT
stanford-ai-2021	93	26	world	world	NN
stanford-ai-2021	93	27	.	.	.
stanford-ai-2021	94	1	•	•	VB
stanford-ai-2021	94	2	The	the	DT
stanford-ai-2021	94	3	CRA	CRA	NNP
stanford-ai-2021	94	4	survey	survey	NN
stanford-ai-2021	94	5	suggests	suggest	VBZ
stanford-ai-2021	94	6	that	that	IN
stanford-ai-2021	94	7	in	in	IN
stanford-ai-2021	94	8	2019	2019	CD
stanford-ai-2021	94	9	,	,	,
stanford-ai-2021	94	10	among	among	IN
stanford-ai-2021	94	11	new	new	JJ
stanford-ai-2021	94	12	U.S.	U.S.	NNP
stanford-ai-2021	94	13	resident	resident	NN
stanford-ai-2021	94	14	AI	AI	NNP
stanford-ai-2021	94	15	PhD	phd	NN
stanford-ai-2021	94	16	graduates	graduate	VBZ
stanford-ai-2021	94	17	,	,	,
stanford-ai-2021	94	18	45	45	CD
stanford-ai-2021	94	19	%	%	NN
stanford-ai-2021	94	20	were	be	VBD
stanford-ai-2021	94	21	white	white	JJ
stanford-ai-2021	94	22	,	,	,
stanford-ai-2021	94	23	while	while	IN
stanford-ai-2021	94	24	22.4	22.4	CD
stanford-ai-2021	94	25	%	%	NN
stanford-ai-2021	94	26	were	be	VBD
stanford-ai-2021	94	27	Asian	asian	JJ
stanford-ai-2021	94	28	,	,	,
stanford-ai-2021	94	29	3.2	3.2	CD
stanford-ai-2021	94	30	%	%	NN
stanford-ai-2021	94	31	were	be	VBD
stanford-ai-2021	94	32	Hispanic	hispanic	JJ
stanford-ai-2021	94	33	,	,	,
stanford-ai-2021	94	34	and	and	CC
stanford-ai-2021	94	35	2.4	2.4	CD
stanford-ai-2021	94	36	%	%	NN
stanford-ai-2021	94	37	were	be	VBD
stanford-ai-2021	94	38	African	African	NNP
stanford-ai-2021	94	39	American	American	NNP
stanford-ai-2021	94	40	.	.	.
stanford-ai-2021	95	1	•	•	VB
stanford-ai-2021	95	2	The	the	DT
stanford-ai-2021	95	3	percentage	percentage	NN
stanford-ai-2021	95	4	of	of	IN
stanford-ai-2021	95	5	white	white	JJ
stanford-ai-2021	95	6	(	(	-LRB-
stanford-ai-2021	95	7	non	non	JJ
stanford-ai-2021	95	8	-	-	JJ
stanford-ai-2021	95	9	Hispanic	hispanic	JJ
stanford-ai-2021	95	10	)	)	-RRB-
stanford-ai-2021	95	11	new	new	JJ
stanford-ai-2021	95	12	computing	compute	VBG
stanford-ai-2021	95	13	PhDs	PhDs	NNP
stanford-ai-2021	95	14	has	have	VBZ
stanford-ai-2021	95	15	changed	change	VBN
stanford-ai-2021	95	16	little	little	JJ
stanford-ai-2021	95	17	over	over	IN
stanford-ai-2021	95	18	the	the	DT
stanford-ai-2021	95	19	last	last	JJ
stanford-ai-2021	95	20	10	10	CD
stanford-ai-2021	95	21	years	year	NNS
stanford-ai-2021	95	22	,	,	,
stanford-ai-2021	95	23	accounting	account	VBG
stanford-ai-2021	95	24	for	for	IN
stanford-ai-2021	95	25	62.7	62.7	CD
stanford-ai-2021	95	26	%	%	NN
stanford-ai-2021	95	27	on	on	IN
stanford-ai-2021	95	28	average	average	JJ
stanford-ai-2021	95	29	.	.	.
stanford-ai-2021	96	1	The	the	DT
stanford-ai-2021	96	2	share	share	NN
stanford-ai-2021	96	3	of	of	IN
stanford-ai-2021	96	4	Black	black	JJ
stanford-ai-2021	96	5	or	or	CC
stanford-ai-2021	96	6	African	african	JJ
stanford-ai-2021	96	7	American	american	JJ
stanford-ai-2021	96	8	(	(	-LRB-
stanford-ai-2021	96	9	non	non	JJ
stanford-ai-2021	96	10	-	-	JJ
stanford-ai-2021	96	11	Hispanic	hispanic	JJ
stanford-ai-2021	96	12	)	)	-RRB-
stanford-ai-2021	96	13	and	and	CC
stanford-ai-2021	96	14	Hispanic	hispanic	JJ
stanford-ai-2021	96	15	computing	compute	VBG
stanford-ai-2021	96	16	PhDs	PhDs	NNP
stanford-ai-2021	96	17	in	in	IN
stanford-ai-2021	96	18	the	the	DT
stanford-ai-2021	96	19	same	same	JJ
stanford-ai-2021	96	20	period	period	NN
stanford-ai-2021	96	21	is	be	VBZ
stanford-ai-2021	96	22	significantly	significantly	RB
stanford-ai-2021	96	23	lower	low	JJR
stanford-ai-2021	96	24	,	,	,
stanford-ai-2021	96	25	with	with	IN
stanford-ai-2021	96	26	an	an	DT
stanford-ai-2021	96	27	average	average	NN
stanford-ai-2021	96	28	of	of	IN
stanford-ai-2021	96	29	3.1	3.1	CD
stanford-ai-2021	96	30	%	%	NN
stanford-ai-2021	96	31	and	and	CC
stanford-ai-2021	96	32	3.3	3.3	CD
stanford-ai-2021	96	33	%	%	NN
stanford-ai-2021	96	34	,	,	,
stanford-ai-2021	96	35	respectively	respectively	RB
stanford-ai-2021	96	36	.	.	.
stanford-ai-2021	97	1	•	•	VB
stanford-ai-2021	97	2	The	the	DT
stanford-ai-2021	97	3	participation	participation	NN
stanford-ai-2021	97	4	in	in	IN
stanford-ai-2021	97	5	Black	Black	NNP
stanford-ai-2021	97	6	in	in	IN
stanford-ai-2021	97	7	AI	AI	NNP
stanford-ai-2021	97	8	workshops	workshop	NNS
stanford-ai-2021	97	9	,	,	,
stanford-ai-2021	97	10	which	which	WDT
stanford-ai-2021	97	11	are	be	VBP
stanford-ai-2021	97	12	co	co	JJ
stanford-ai-2021	97	13	-	-	VBN
stanford-ai-2021	97	14	located	locate	VBN
stanford-ai-2021	97	15	with	with	IN
stanford-ai-2021	97	16	the	the	DT
stanford-ai-2021	97	17	Conference	Conference	NNP
stanford-ai-2021	97	18	on	on	IN
stanford-ai-2021	97	19	Neural	Neural	NNP
stanford-ai-2021	97	20	Information	Information	NNP
stanford-ai-2021	97	21	Processing	Processing	NNP
stanford-ai-2021	97	22	Systems	Systems	NNPS
stanford-ai-2021	97	23	(	(	-LRB-
stanford-ai-2021	97	24	NeurIPS	neurips	NN
stanford-ai-2021	97	25	)	)	-RRB-
stanford-ai-2021	97	26	,	,	,
stanford-ai-2021	97	27	has	have	VBZ
stanford-ai-2021	97	28	grown	grow	VBN
stanford-ai-2021	97	29	significantly	significantly	RB
stanford-ai-2021	97	30	in	in	IN
stanford-ai-2021	97	31	recent	recent	JJ
stanford-ai-2021	97	32	years	year	NNS
stanford-ai-2021	97	33	.	.	.
stanford-ai-2021	98	1	The	the	DT
stanford-ai-2021	98	2	numbers	number	NNS
stanford-ai-2021	98	3	of	of	IN
stanford-ai-2021	98	4	attendees	attendee	NNS
stanford-ai-2021	98	5	and	and	CC
stanford-ai-2021	98	6	submitted	submit	VBN
stanford-ai-2021	98	7	papers	paper	NNS
stanford-ai-2021	98	8	in	in	IN
stanford-ai-2021	98	9	2019	2019	CD
stanford-ai-2021	98	10	are	be	VBP
stanford-ai-2021	98	11	2.6	2.6	CD
stanford-ai-2021	98	12	times	time	NNS
stanford-ai-2021	98	13	higher	high	JJR
stanford-ai-2021	98	14	than	than	IN
stanford-ai-2021	98	15	in	in	IN
stanford-ai-2021	98	16	2017	2017	CD
stanford-ai-2021	98	17	,	,	,
stanford-ai-2021	98	18	while	while	IN
stanford-ai-2021	98	19	the	the	DT
stanford-ai-2021	98	20	number	number	NN
stanford-ai-2021	98	21	of	of	IN
stanford-ai-2021	98	22	accepted	accept	VBN
stanford-ai-2021	98	23	papers	paper	NNS
stanford-ai-2021	98	24	is	be	VBZ
stanford-ai-2021	98	25	2.1	2.1	CD
stanford-ai-2021	98	26	times	time	NNS
stanford-ai-2021	98	27	higher	high	JJR
stanford-ai-2021	98	28	.	.	.
stanford-ai-2021	99	1	•	•	VB
stanford-ai-2021	99	2	In	in	IN
stanford-ai-2021	99	3	a	a	DT
stanford-ai-2021	99	4	membership	membership	NN
stanford-ai-2021	99	5	survey	survey	NN
stanford-ai-2021	99	6	by	by	IN
stanford-ai-2021	99	7	Queer	Queer	NNP
stanford-ai-2021	99	8	in	in	IN
stanford-ai-2021	99	9	AI	AI	NNP
stanford-ai-2021	99	10	in	in	IN
stanford-ai-2021	99	11	2020	2020	CD
stanford-ai-2021	99	12	,	,	,
stanford-ai-2021	99	13	almost	almost	RB
stanford-ai-2021	99	14	half	half	PDT
stanford-ai-2021	99	15	the	the	DT
stanford-ai-2021	99	16	respondents	respondent	NNS
stanford-ai-2021	99	17	said	say	VBD
stanford-ai-2021	99	18	they	-PRON-	PRP
stanford-ai-2021	99	19	view	view	VBP
stanford-ai-2021	99	20	the	the	DT
stanford-ai-2021	99	21	lack	lack	NN
stanford-ai-2021	99	22	of	of	IN
stanford-ai-2021	99	23	inclusiveness	inclusiveness	NN
stanford-ai-2021	99	24	in	in	IN
stanford-ai-2021	99	25	the	the	DT
stanford-ai-2021	99	26	field	field	NN
stanford-ai-2021	99	27	as	as	IN
stanford-ai-2021	99	28	an	an	DT
stanford-ai-2021	99	29	obstacle	obstacle	NN
stanford-ai-2021	99	30	they	-PRON-	PRP
stanford-ai-2021	99	31	have	have	VBP
stanford-ai-2021	99	32	faced	face	VBN
stanford-ai-2021	99	33	in	in	IN
stanford-ai-2021	99	34	becoming	become	VBG
stanford-ai-2021	99	35	a	a	DT
stanford-ai-2021	99	36	practitioner	practitioner	NN
stanford-ai-2021	99	37	in	in	IN
stanford-ai-2021	99	38	the	the	DT
stanford-ai-2021	99	39	AI	AI	NNP
stanford-ai-2021	99	40	/	/	SYM
stanford-ai-2021	99	41	ML	ML	NNP
stanford-ai-2021	99	42	field	field	NN
stanford-ai-2021	99	43	.	.	.
stanford-ai-2021	100	1	More	More	JJR
stanford-ai-2021	100	2	than	than	IN
stanford-ai-2021	100	3	40	40	CD
stanford-ai-2021	100	4	%	%	NN
stanford-ai-2021	100	5	of	of	IN
stanford-ai-2021	100	6	members	member	NNS
stanford-ai-2021	100	7	surveyed	survey	VBN
stanford-ai-2021	100	8	said	say	VBD
stanford-ai-2021	100	9	they	-PRON-	PRP
stanford-ai-2021	100	10	have	have	VBP
stanford-ai-2021	100	11	experienced	experience	VBN
stanford-ai-2021	100	12	discrimination	discrimination	NN
stanford-ai-2021	100	13	or	or	CC
stanford-ai-2021	100	14	harassment	harassment	NN
stanford-ai-2021	100	15	at	at	IN
stanford-ai-2021	100	16	work	work	NN
stanford-ai-2021	100	17	or	or	CC
stanford-ai-2021	100	18	school	school	NN
stanford-ai-2021	100	19	.	.	.
stanford-ai-2021	101	1	C	c	NN
stanford-ai-2021	101	2	H	h	NN
stanford-ai-2021	101	3	A	a	NN
stanford-ai-2021	101	4	P	p	NN
stanford-ai-2021	101	5	T	t	NN
stanford-ai-2021	101	6	E	e	NN
stanford-ai-2021	101	7	R	r	NN
stanford-ai-2021	101	8	7	7	CD
stanford-ai-2021	101	9	:	:	:
stanford-ai-2021	101	10	A	a	DT
stanford-ai-2021	101	11	I	i	NN
stanford-ai-2021	101	12	P	p	NN
stanford-ai-2021	101	13	O	o	NN
stanford-ai-2021	101	14	L	l	NN
stanford-ai-2021	101	15	I	i	NN
stanford-ai-2021	101	16	C	c	NN
stanford-ai-2021	101	17	Y	Y	NNP
stanford-ai-2021	101	18	A	a	NN
stanford-ai-2021	101	19	N	n	NN
stanford-ai-2021	101	20	D	d	NN
stanford-ai-2021	101	21	N	n	NN
stanford-ai-2021	101	22	AT	at	IN
stanford-ai-2021	101	23	I	i	NN
stanford-ai-2021	101	24	O	o	NN
stanford-ai-2021	101	25	N	n	NN
stanford-ai-2021	101	26	A	a	NN
stanford-ai-2021	101	27	L	l	NN
stanford-ai-2021	101	28	S	s	NN
stanford-ai-2021	101	29	T	t	NN
stanford-ai-2021	101	30	R	r	NN
stanford-ai-2021	101	31	AT	at	NN
stanford-ai-2021	101	32	E	e	NN
stanford-ai-2021	101	33	G	g	NN
stanford-ai-2021	101	34	I	i	NN
stanford-ai-2021	101	35	E	e	NN
stanford-ai-2021	101	36	S	s	NN
stanford-ai-2021	101	37	•	•	VBP
stanford-ai-2021	101	38	Since	since	IN
stanford-ai-2021	101	39	Canada	Canada	NNP
stanford-ai-2021	101	40	published	publish	VBD
stanford-ai-2021	101	41	the	the	DT
stanford-ai-2021	101	42	world	world	NN
stanford-ai-2021	101	43	’s	’s	POS
stanford-ai-2021	101	44	first	first	JJ
stanford-ai-2021	101	45	national	national	JJ
stanford-ai-2021	101	46	AI	AI	NNP
stanford-ai-2021	101	47	strategy	strategy	NN
stanford-ai-2021	101	48	in	in	IN
stanford-ai-2021	101	49	2017	2017	CD
stanford-ai-2021	101	50	,	,	,
stanford-ai-2021	101	51	more	more	JJR
stanford-ai-2021	101	52	than	than	IN
stanford-ai-2021	101	53	30	30	CD
stanford-ai-2021	101	54	other	other	JJ
stanford-ai-2021	101	55	countries	country	NNS
stanford-ai-2021	101	56	and	and	CC
stanford-ai-2021	101	57	regions	region	NNS
stanford-ai-2021	101	58	have	have	VBP
stanford-ai-2021	101	59	published	publish	VBN
stanford-ai-2021	101	60	similar	similar	JJ
stanford-ai-2021	101	61	documents	document	NNS
stanford-ai-2021	101	62	as	as	IN
stanford-ai-2021	101	63	of	of	IN
stanford-ai-2021	101	64	December	December	NNP
stanford-ai-2021	101	65	2020	2020	CD
stanford-ai-2021	101	66	.	.	.
stanford-ai-2021	102	1	•	•	VB
stanford-ai-2021	102	2	The	the	DT
stanford-ai-2021	102	3	launch	launch	NN
stanford-ai-2021	102	4	of	of	IN
stanford-ai-2021	102	5	the	the	DT
stanford-ai-2021	102	6	Global	Global	NNP
stanford-ai-2021	102	7	Partnership	Partnership	NNP
stanford-ai-2021	102	8	on	on	IN
stanford-ai-2021	102	9	AI	AI	NNP
stanford-ai-2021	102	10	(	(	-LRB-
stanford-ai-2021	102	11	GPAI	GPAI	NNP
stanford-ai-2021	102	12	)	)	-RRB-
stanford-ai-2021	102	13	and	and	CC
stanford-ai-2021	102	14	Organisation	Organisation	NNP
stanford-ai-2021	102	15	for	for	IN
stanford-ai-2021	102	16	Economic	Economic	NNP
stanford-ai-2021	102	17	Co	Co	NNP
stanford-ai-2021	102	18	-	-	NN
stanford-ai-2021	102	19	operation	operation	NN
stanford-ai-2021	102	20	and	and	CC
stanford-ai-2021	102	21	Development	Development	NNP
stanford-ai-2021	102	22	(	(	-LRB-
stanford-ai-2021	102	23	OECD	OECD	NNP
stanford-ai-2021	102	24	)	)	-RRB-
stanford-ai-2021	102	25	AI	AI	NNP
stanford-ai-2021	102	26	Policy	Policy	NNP
stanford-ai-2021	102	27	Observatory	Observatory	NNP
stanford-ai-2021	102	28	and	and	CC
stanford-ai-2021	102	29	Network	Network	NNP
stanford-ai-2021	102	30	of	of	IN
stanford-ai-2021	102	31	Experts	Experts	NNPS
stanford-ai-2021	102	32	on	on	IN
stanford-ai-2021	102	33	AI	AI	NNP
stanford-ai-2021	102	34	in	in	IN
stanford-ai-2021	102	35	2020	2020	CD
stanford-ai-2021	102	36	promoted	promote	VBN
stanford-ai-2021	102	37	intergovernmental	intergovernmental	JJ
stanford-ai-2021	102	38	efforts	effort	NNS
stanford-ai-2021	102	39	to	to	TO
stanford-ai-2021	102	40	work	work	VB
stanford-ai-2021	102	41	together	together	RB
stanford-ai-2021	102	42	to	to	TO
stanford-ai-2021	102	43	support	support	VB
stanford-ai-2021	102	44	the	the	DT
stanford-ai-2021	102	45	development	development	NN
stanford-ai-2021	102	46	of	of	IN
stanford-ai-2021	102	47	AI	AI	NNP
stanford-ai-2021	102	48	for	for	IN
stanford-ai-2021	102	49	all	all	DT
stanford-ai-2021	102	50	.	.	.
stanford-ai-2021	103	1	•	•	VB
stanford-ai-2021	103	2	In	in	IN
stanford-ai-2021	103	3	the	the	DT
stanford-ai-2021	103	4	United	United	NNP
stanford-ai-2021	103	5	States	States	NNP
stanford-ai-2021	103	6	,	,	,
stanford-ai-2021	103	7	the	the	DT
stanford-ai-2021	103	8	116th	116th	JJ
stanford-ai-2021	103	9	Congress	Congress	NNP
stanford-ai-2021	103	10	was	be	VBD
stanford-ai-2021	103	11	the	the	DT
stanford-ai-2021	103	12	most	most	RBS
stanford-ai-2021	103	13	AI	ai	NN
stanford-ai-2021	103	14	-	-	HYPH
stanford-ai-2021	103	15	focused	focus	VBN
stanford-ai-2021	103	16	congressional	congressional	JJ
stanford-ai-2021	103	17	session	session	NN
stanford-ai-2021	103	18	in	in	IN
stanford-ai-2021	103	19	history	history	NN
stanford-ai-2021	103	20	.	.	.
stanford-ai-2021	104	1	The	the	DT
stanford-ai-2021	104	2	number	number	NN
stanford-ai-2021	104	3	of	of	IN
stanford-ai-2021	104	4	mentions	mention	NNS
stanford-ai-2021	104	5	of	of	IN
stanford-ai-2021	104	6	AI	AI	NNP
stanford-ai-2021	104	7	by	by	IN
stanford-ai-2021	104	8	this	this	DT
stanford-ai-2021	104	9	Congress	Congress	NNP
stanford-ai-2021	104	10	in	in	IN
stanford-ai-2021	104	11	legislation	legislation	NN
stanford-ai-2021	104	12	,	,	,
stanford-ai-2021	104	13	committee	committee	NN
stanford-ai-2021	104	14	reports	report	NNS
stanford-ai-2021	104	15	,	,	,
stanford-ai-2021	104	16	and	and	CC
stanford-ai-2021	104	17	Congressional	Congressional	NNP
stanford-ai-2021	104	18	Research	Research	NNP
stanford-ai-2021	104	19	Service	Service	NNP
stanford-ai-2021	104	20	(	(	-LRB-
stanford-ai-2021	104	21	CRS	CRS	NNP
stanford-ai-2021	104	22	)	)	-RRB-
stanford-ai-2021	104	23	reports	report	VBZ
stanford-ai-2021	104	24	is	be	VBZ
stanford-ai-2021	104	25	more	more	JJR
stanford-ai-2021	104	26	than	than	IN
stanford-ai-2021	104	27	triple	triple	JJ
stanford-ai-2021	104	28	that	that	DT
stanford-ai-2021	104	29	of	of	IN
stanford-ai-2021	104	30	the	the	DT
stanford-ai-2021	104	31	115th	115th	JJ
stanford-ai-2021	104	32	Congress	Congress	NNP
stanford-ai-2021	104	33	.	.	.
stanford-ai-2021	105	1	TA	TA	NNP
stanford-ai-2021	105	2	B	B	NNP
stanford-ai-2021	105	3	L	l	NN
stanford-ai-2021	105	4	E	e	NN
stanford-ai-2021	105	5	O	o	NN
stanford-ai-2021	105	6	F	f	NN
stanford-ai-2021	105	7	C	c	NN
stanford-ai-2021	105	8	O	o	NN
stanford-ai-2021	105	9	N	n	NN
stanford-ai-2021	105	10	T	t	NN
stanford-ai-2021	105	11	E	e	NN
stanford-ai-2021	105	12	N	n	NN
stanford-ai-2021	105	13	T	t	NN
stanford-ai-2021	105	14	S	s	NN
stanford-ai-2021	105	15	1	1	CD
stanford-ai-2021	105	16	4C	4c	NN
stanford-ai-2021	105	17	H	h	NN
stanford-ai-2021	105	18	A	A	NNP
stanford-ai-2021	105	19	P	p	NN
stanford-ai-2021	105	20	T	t	NN
stanford-ai-2021	105	21	E	e	NN
stanford-ai-2021	105	22	R	r	NN
stanford-ai-2021	105	23	1	1	CD
stanford-ai-2021	105	24	P	p	NN
stanford-ai-2021	105	25	R	r	NN
stanford-ai-2021	105	26	E	e	NN
stanford-ai-2021	105	27	V	v	NN
stanford-ai-2021	105	28	I	i	NN
stanford-ai-2021	105	29	E	e	NN
stanford-ai-2021	105	30	W	W	NNP
stanford-ai-2021	105	31	Artificial	Artificial	NNP
stanford-ai-2021	105	32	Intelligence	Intelligence	NNP
stanford-ai-2021	105	33	Index	Index	NNP
stanford-ai-2021	105	34	Report	Report	NNP
stanford-ai-2021	105	35	2021	2021	CD
stanford-ai-2021	105	36	CHAPTER	chapter	NN
stanford-ai-2021	105	37	1	1	CD
stanford-ai-2021	105	38	:	:	:
stanford-ai-2021	105	39	Research	Research	NNP
stanford-ai-2021	105	40	&	&	CC
stanford-ai-2021	105	41	Development	Development	NNP
stanford-ai-2021	105	42	Artificial	Artificial	NNP
stanford-ai-2021	105	43	Intelligence	Intelligence	NNP
stanford-ai-2021	105	44	Index	Index	NNP
stanford-ai-2021	105	45	Report	Report	NNP
stanford-ai-2021	105	46	2021	2021	CD
stanford-ai-2021	105	47	TA	TA	NNP
stanford-ai-2021	105	48	B	B	NNP
stanford-ai-2021	105	49	L	l	NN
stanford-ai-2021	105	50	E	e	NN
stanford-ai-2021	105	51	O	o	NN
stanford-ai-2021	105	52	F	f	NN
stanford-ai-2021	105	53	C	c	NN
stanford-ai-2021	105	54	O	o	NN
stanford-ai-2021	105	55	N	n	NN
stanford-ai-2021	105	56	T	t	NN
stanford-ai-2021	105	57	E	e	NN
stanford-ai-2021	105	58	N	n	NN
stanford-ai-2021	105	59	T	t	NN
stanford-ai-2021	105	60	S	s	NN
stanford-ai-2021	105	61	1	1	CD
stanford-ai-2021	105	62	5C	5c	NN
stanford-ai-2021	105	63	H	h	NN
stanford-ai-2021	105	64	A	a	NN
stanford-ai-2021	105	65	P	p	NN
stanford-ai-2021	105	66	T	t	NN
stanford-ai-2021	105	67	E	e	NN
stanford-ai-2021	105	68	R	r	NN
stanford-ai-2021	105	69	1	1	CD
stanford-ai-2021	105	70	P	p	NN
stanford-ai-2021	105	71	R	r	NN
stanford-ai-2021	105	72	E	e	NN
stanford-ai-2021	105	73	V	v	NN
stanford-ai-2021	105	74	I	i	NN
stanford-ai-2021	105	75	E	e	NN
stanford-ai-2021	105	76	W	W	NNP
stanford-ai-2021	105	77	Artificial	Artificial	NNP
stanford-ai-2021	105	78	Intelligence	Intelligence	NNP
stanford-ai-2021	105	79	Index	Index	NNP
stanford-ai-2021	105	80	Report	Report	NNP
stanford-ai-2021	105	81	2021	2021	CD
stanford-ai-2021	105	82	C	c	NN
stanford-ai-2021	105	83	H	h	NN
stanford-ai-2021	105	84	A	a	NN
stanford-ai-2021	105	85	P	p	NN
stanford-ai-2021	105	86	T	t	NN
stanford-ai-2021	105	87	E	e	NN
stanford-ai-2021	105	88	R	r	NN
stanford-ai-2021	105	89	1	1	CD
stanford-ai-2021	105	90	:	:	:
stanford-ai-2021	105	91	R	r	NN
stanford-ai-2021	105	92	E	e	NN
stanford-ai-2021	105	93	S	s	NN
stanford-ai-2021	105	94	E	e	NN
stanford-ai-2021	105	95	A	a	NN
stanford-ai-2021	105	96	R	r	NN
stanford-ai-2021	105	97	C	c	NN
stanford-ai-2021	105	98	H	h	NN
stanford-ai-2021	105	99	&	&	CC
stanford-ai-2021	105	100	D	d	NN
stanford-ai-2021	105	101	E	e	NN
stanford-ai-2021	105	102	V	v	NN
stanford-ai-2021	105	103	E	e	NN
stanford-ai-2021	105	104	L	l	NN
stanford-ai-2021	105	105	O	o	NN
stanford-ai-2021	105	106	P	p	NN
stanford-ai-2021	105	107	M	m	NN
stanford-ai-2021	105	108	E	e	NN
stanford-ai-2021	105	109	N	n	NN
stanford-ai-2021	105	110	T	t	NN
stanford-ai-2021	105	111	Overview	overview	NN
stanford-ai-2021	105	112	16	16	CD
stanford-ai-2021	105	113	Chapter	chapter	NN
stanford-ai-2021	105	114	Highlights	highlight	NNS
stanford-ai-2021	105	115	17	17	CD
stanford-ai-2021	105	116	1.1	1.1	CD
stanford-ai-2021	105	117	PUBLICATIONS	publications	NN
stanford-ai-2021	105	118	18	18	CD
stanford-ai-2021	105	119	Peer	Peer	NNP
stanford-ai-2021	105	120	-	-	HYPH
stanford-ai-2021	105	121	Reviewed	review	VBN
stanford-ai-2021	105	122	AI	AI	NNP
stanford-ai-2021	105	123	Publications	Publications	NNP
stanford-ai-2021	105	124	18	18	CD
stanford-ai-2021	105	125	Overview	overview	CD
stanford-ai-2021	105	126	18	18	CD
stanford-ai-2021	105	127	By	by	IN
stanford-ai-2021	105	128	Region	region	NN
stanford-ai-2021	105	129	18	18	CD
stanford-ai-2021	105	130	By	by	IN
stanford-ai-2021	105	131	Geographic	Geographic	NNP
stanford-ai-2021	105	132	Area	Area	NNP
stanford-ai-2021	105	133	20	20	CD
stanford-ai-2021	105	134	By	by	IN
stanford-ai-2021	105	135	Institutional	Institutional	NNP
stanford-ai-2021	105	136	Affiliation	Affiliation	NNP
stanford-ai-2021	105	137	21	21	CD
stanford-ai-2021	105	138	Academic	Academic	NNP
stanford-ai-2021	105	139	-	-	HYPH
stanford-ai-2021	105	140	Corporate	Corporate	NNP
stanford-ai-2021	105	141	Collaboration	Collaboration	NNP
stanford-ai-2021	105	142	23	23	CD
stanford-ai-2021	105	143	AI	AI	NNP
stanford-ai-2021	105	144	Journal	Journal	NNP
stanford-ai-2021	105	145	Publications	Publications	NNP
stanford-ai-2021	105	146	25	25	CD
stanford-ai-2021	105	147	Overview	overview	CD
stanford-ai-2021	105	148	25	25	CD
stanford-ai-2021	105	149	By	by	IN
stanford-ai-2021	105	150	Region	region	NN
stanford-ai-2021	105	151	26	26	CD
stanford-ai-2021	105	152	By	by	IN
stanford-ai-2021	105	153	Geographic	Geographic	NNP
stanford-ai-2021	105	154	Area	Area	NNP
stanford-ai-2021	105	155	27	27	CD
stanford-ai-2021	105	156	Citation	Citation	NNP
stanford-ai-2021	105	157	27	27	CD
stanford-ai-2021	105	158	AI	AI	NNP
stanford-ai-2021	105	159	Conference	Conference	NNP
stanford-ai-2021	105	160	Publications	Publications	NNP
stanford-ai-2021	105	161	28	28	CD
stanford-ai-2021	105	162	Overview	overview	CD
stanford-ai-2021	105	163	28	28	CD
stanford-ai-2021	105	164	By	by	IN
stanford-ai-2021	105	165	Region	region	NN
stanford-ai-2021	105	166	29	29	CD
stanford-ai-2021	105	167	By	by	IN
stanford-ai-2021	105	168	Geographic	Geographic	NNP
stanford-ai-2021	105	169	Area	Area	NNP
stanford-ai-2021	105	170	30	30	CD
stanford-ai-2021	105	171	Citation	citation	NN
stanford-ai-2021	105	172	30	30	CD
stanford-ai-2021	105	173	AI	AI	NNP
stanford-ai-2021	105	174	Patents	Patents	NNPS
stanford-ai-2021	105	175	31	31	CD
stanford-ai-2021	105	176	Overview	Overview	NNP
stanford-ai-2021	105	177	31	31	CD
stanford-ai-2021	105	178	arXiv	arXiv	NNP
stanford-ai-2021	105	179	Publications	Publications	NNP
stanford-ai-2021	105	180	32	32	CD
stanford-ai-2021	105	181	Overview	overview	CD
stanford-ai-2021	105	182	32	32	CD
stanford-ai-2021	105	183	By	by	IN
stanford-ai-2021	105	184	Region	region	NN
stanford-ai-2021	105	185	32	32	CD
stanford-ai-2021	105	186	By	by	IN
stanford-ai-2021	105	187	Geographic	Geographic	NNP
stanford-ai-2021	105	188	Area	Area	NNP
stanford-ai-2021	105	189	33	33	CD
stanford-ai-2021	105	190	By	by	IN
stanford-ai-2021	105	191	Field	Field	NNP
stanford-ai-2021	105	192	of	of	IN
stanford-ai-2021	105	193	Study	Study	NNP
stanford-ai-2021	105	194	34	34	CD
stanford-ai-2021	105	195	Highlight	highlight	NN
stanford-ai-2021	105	196	:	:	:
stanford-ai-2021	105	197	Deep	Deep	NNP
stanford-ai-2021	105	198	Learning	Learning	NNP
stanford-ai-2021	105	199	Papers	Papers	NNPS
stanford-ai-2021	105	200	on	on	IN
stanford-ai-2021	105	201	arXiv	arXiv	NNP
stanford-ai-2021	105	202	35	35	CD
stanford-ai-2021	105	203	1.2	1.2	CD
stanford-ai-2021	105	204	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	105	205	36	36	CD
stanford-ai-2021	105	206	Conference	conference	NN
stanford-ai-2021	105	207	Attendance	attendance	NN
stanford-ai-2021	105	208	36	36	CD
stanford-ai-2021	105	209	Highlight	highlight	NN
stanford-ai-2021	105	210	:	:	:
stanford-ai-2021	105	211	Corporate	Corporate	NNP
stanford-ai-2021	105	212	Representation	Representation	NNP
stanford-ai-2021	105	213	at	at	IN
stanford-ai-2021	105	214	AI	AI	NNP
stanford-ai-2021	105	215	Research	Research	NNP
stanford-ai-2021	105	216	Conferences	conference	VBZ
stanford-ai-2021	105	217	38	38	CD
stanford-ai-2021	105	218	1.3	1.3	CD
stanford-ai-2021	105	219	AI	AI	NNP
stanford-ai-2021	105	220	OPEN	OPEN	NNP
stanford-ai-2021	105	221	-	-	HYPH
stanford-ai-2021	105	222	SOURCE	SOURCE	NNP
stanford-ai-2021	105	223	SOFTWARE	SOFTWARE	NNP
stanford-ai-2021	105	224	LIBRARIES	library	NNS
stanford-ai-2021	105	225	39	39	CD
stanford-ai-2021	105	226	GitHub	GitHub	NNP
stanford-ai-2021	105	227	Stars	Stars	NNPS
stanford-ai-2021	105	228	39	39	CD
stanford-ai-2021	105	229	Chapter	chapter	NN
stanford-ai-2021	105	230	Preview	Preview	NNP
stanford-ai-2021	105	231	CHAPTER	CHAPTER	NNP
stanford-ai-2021	105	232	1	1	CD
stanford-ai-2021	105	233	:	:	:
stanford-ai-2021	105	234	ACCESS	ACCESS	NNP
stanford-ai-2021	105	235	THE	the	DT
stanford-ai-2021	105	236	PUBLIC	PUBLIC	NNP
stanford-ai-2021	105	237	DATA	datum	NNS
stanford-ai-2021	105	238	https://drive.google.com/drive/folders/1CgMBVb4p6BikFBTziFqdDY4lPkcP1Cij?usp=sharing	https://drive.google.com/drive/folders/1cgmbvb4p6bikfbtzifqddy4lpkcp1cij?usp=share	VBG
stanford-ai-2021	105	239	TA	TA	NNP
stanford-ai-2021	105	240	B	B	NNP
stanford-ai-2021	105	241	L	l	NN
stanford-ai-2021	105	242	E	e	NN
stanford-ai-2021	105	243	O	o	NN
stanford-ai-2021	105	244	F	f	NN
stanford-ai-2021	105	245	C	c	NN
stanford-ai-2021	105	246	O	o	NN
stanford-ai-2021	105	247	N	n	NN
stanford-ai-2021	105	248	T	t	NN
stanford-ai-2021	105	249	E	e	NN
stanford-ai-2021	105	250	N	n	NN
stanford-ai-2021	105	251	T	t	NN
stanford-ai-2021	105	252	S	s	NN
stanford-ai-2021	105	253	1	1	CD
stanford-ai-2021	105	254	6C	6c	NN
stanford-ai-2021	105	255	H	h	NN
stanford-ai-2021	105	256	A	a	NN
stanford-ai-2021	105	257	P	p	NN
stanford-ai-2021	105	258	T	t	NN
stanford-ai-2021	105	259	E	e	NN
stanford-ai-2021	105	260	R	r	NN
stanford-ai-2021	105	261	1	1	CD
stanford-ai-2021	105	262	P	p	NN
stanford-ai-2021	105	263	R	r	NN
stanford-ai-2021	105	264	E	e	NN
stanford-ai-2021	105	265	V	v	NN
stanford-ai-2021	105	266	I	i	NN
stanford-ai-2021	105	267	E	e	NN
stanford-ai-2021	105	268	W	W	NNP
stanford-ai-2021	105	269	Artificial	Artificial	NNP
stanford-ai-2021	105	270	Intelligence	Intelligence	NNP
stanford-ai-2021	105	271	Index	Index	NNP
stanford-ai-2021	105	272	Report	Report	NNP
stanford-ai-2021	105	273	2021	2021	CD
stanford-ai-2021	105	274	Overview	Overview	NNP
stanford-ai-2021	105	275	O	o	NN
stanford-ai-2021	105	276	V	v	NN
stanford-ai-2021	105	277	E	e	NN
stanford-ai-2021	105	278	R	r	NN
stanford-ai-2021	105	279	V	v	NN
stanford-ai-2021	105	280	I	i	NN
stanford-ai-2021	105	281	E	e	NN
stanford-ai-2021	105	282	W	w	NN
stanford-ai-2021	105	283	The	the	DT
stanford-ai-2021	105	284	report	report	NN
stanford-ai-2021	105	285	opens	open	VBZ
stanford-ai-2021	105	286	with	with	IN
stanford-ai-2021	105	287	an	an	DT
stanford-ai-2021	105	288	overview	overview	NN
stanford-ai-2021	105	289	of	of	IN
stanford-ai-2021	105	290	the	the	DT
stanford-ai-2021	105	291	research	research	NN
stanford-ai-2021	105	292	and	and	CC
stanford-ai-2021	105	293	development	development	NN
stanford-ai-2021	105	294	(	(	-LRB-
stanford-ai-2021	105	295	R&D	r&d	NN
stanford-ai-2021	105	296	)	)	-RRB-
stanford-ai-2021	105	297	efforts	effort	NNS
stanford-ai-2021	105	298	in	in	IN
stanford-ai-2021	105	299	artificial	artificial	JJ
stanford-ai-2021	105	300	intelligence	intelligence	NN
stanford-ai-2021	105	301	(	(	-LRB-
stanford-ai-2021	105	302	AI	AI	NNP
stanford-ai-2021	105	303	)	)	-RRB-
stanford-ai-2021	105	304	because	because	IN
stanford-ai-2021	105	305	R&D	R&D	NNP
stanford-ai-2021	105	306	is	be	VBZ
stanford-ai-2021	105	307	fundamental	fundamental	JJ
stanford-ai-2021	105	308	to	to	IN
stanford-ai-2021	105	309	AI	AI	NNP
stanford-ai-2021	105	310	progress	progress	NN
stanford-ai-2021	105	311	.	.	.
stanford-ai-2021	106	1	Since	since	IN
stanford-ai-2021	106	2	the	the	DT
stanford-ai-2021	106	3	technology	technology	NN
stanford-ai-2021	106	4	first	first	RB
stanford-ai-2021	106	5	captured	capture	VBD
stanford-ai-2021	106	6	the	the	DT
stanford-ai-2021	106	7	imagination	imagination	NN
stanford-ai-2021	106	8	of	of	IN
stanford-ai-2021	106	9	computer	computer	NN
stanford-ai-2021	106	10	scientists	scientist	NNS
stanford-ai-2021	106	11	and	and	CC
stanford-ai-2021	106	12	mathematicians	mathematician	NNS
stanford-ai-2021	106	13	in	in	IN
stanford-ai-2021	106	14	the	the	DT
stanford-ai-2021	106	15	1950s	1950	NNS
stanford-ai-2021	106	16	,	,	,
stanford-ai-2021	106	17	AI	AI	NNP
stanford-ai-2021	106	18	has	have	VBZ
stanford-ai-2021	106	19	grown	grow	VBN
stanford-ai-2021	106	20	into	into	IN
stanford-ai-2021	106	21	a	a	DT
stanford-ai-2021	106	22	major	major	JJ
stanford-ai-2021	106	23	research	research	NN
stanford-ai-2021	106	24	discipline	discipline	NN
stanford-ai-2021	106	25	with	with	IN
stanford-ai-2021	106	26	significant	significant	JJ
stanford-ai-2021	106	27	commercial	commercial	JJ
stanford-ai-2021	106	28	applications	application	NNS
stanford-ai-2021	106	29	.	.	.
stanford-ai-2021	107	1	The	the	DT
stanford-ai-2021	107	2	number	number	NN
stanford-ai-2021	107	3	of	of	IN
stanford-ai-2021	107	4	AI	AI	NNP
stanford-ai-2021	107	5	publications	publication	NNS
stanford-ai-2021	107	6	has	have	VBZ
stanford-ai-2021	107	7	increased	increase	VBN
stanford-ai-2021	107	8	dramatically	dramatically	RB
stanford-ai-2021	107	9	in	in	IN
stanford-ai-2021	107	10	the	the	DT
stanford-ai-2021	107	11	past	past	JJ
stanford-ai-2021	107	12	20	20	CD
stanford-ai-2021	107	13	years	year	NNS
stanford-ai-2021	107	14	.	.	.
stanford-ai-2021	108	1	The	the	DT
stanford-ai-2021	108	2	rise	rise	NN
stanford-ai-2021	108	3	of	of	IN
stanford-ai-2021	108	4	AI	AI	NNP
stanford-ai-2021	108	5	conferences	conference	NNS
stanford-ai-2021	108	6	and	and	CC
stanford-ai-2021	108	7	preprint	preprint	NN
stanford-ai-2021	108	8	archives	archive	NNS
stanford-ai-2021	108	9	has	have	VBZ
stanford-ai-2021	108	10	expanded	expand	VBN
stanford-ai-2021	108	11	the	the	DT
stanford-ai-2021	108	12	dissemination	dissemination	NN
stanford-ai-2021	108	13	of	of	IN
stanford-ai-2021	108	14	research	research	NN
stanford-ai-2021	108	15	and	and	CC
stanford-ai-2021	108	16	scholarly	scholarly	JJ
stanford-ai-2021	108	17	communications	communication	NNS
stanford-ai-2021	108	18	.	.	.
stanford-ai-2021	109	1	Major	major	JJ
stanford-ai-2021	109	2	powers	power	NNS
stanford-ai-2021	109	3	,	,	,
stanford-ai-2021	109	4	including	include	VBG
stanford-ai-2021	109	5	China	China	NNP
stanford-ai-2021	109	6	,	,	,
stanford-ai-2021	109	7	the	the	DT
stanford-ai-2021	109	8	European	European	NNP
stanford-ai-2021	109	9	Union	Union	NNP
stanford-ai-2021	109	10	,	,	,
stanford-ai-2021	109	11	and	and	CC
stanford-ai-2021	109	12	the	the	DT
stanford-ai-2021	109	13	United	United	NNP
stanford-ai-2021	109	14	States	States	NNP
stanford-ai-2021	109	15	,	,	,
stanford-ai-2021	109	16	are	be	VBP
stanford-ai-2021	109	17	racing	race	VBG
stanford-ai-2021	109	18	to	to	TO
stanford-ai-2021	109	19	invest	invest	VB
stanford-ai-2021	109	20	in	in	IN
stanford-ai-2021	109	21	AI	AI	NNP
stanford-ai-2021	109	22	research	research	NN
stanford-ai-2021	109	23	.	.	.
stanford-ai-2021	110	1	The	the	DT
stanford-ai-2021	110	2	R&D	r&d	NN
stanford-ai-2021	110	3	chapter	chapter	NN
stanford-ai-2021	110	4	aims	aim	VBZ
stanford-ai-2021	110	5	to	to	TO
stanford-ai-2021	110	6	capture	capture	VB
stanford-ai-2021	110	7	the	the	DT
stanford-ai-2021	110	8	progress	progress	NN
stanford-ai-2021	110	9	in	in	IN
stanford-ai-2021	110	10	this	this	DT
stanford-ai-2021	110	11	increasingly	increasingly	RB
stanford-ai-2021	110	12	complex	complex	JJ
stanford-ai-2021	110	13	and	and	CC
stanford-ai-2021	110	14	competitive	competitive	JJ
stanford-ai-2021	110	15	field	field	NN
stanford-ai-2021	110	16	.	.	.
stanford-ai-2021	111	1	This	this	DT
stanford-ai-2021	111	2	chapter	chapter	NN
stanford-ai-2021	111	3	begins	begin	VBZ
stanford-ai-2021	111	4	by	by	IN
stanford-ai-2021	111	5	examining	examine	VBG
stanford-ai-2021	111	6	AI	AI	NNP
stanford-ai-2021	111	7	publications	publication	NNS
stanford-ai-2021	111	8	—	—	:
stanford-ai-2021	111	9	from	from	IN
stanford-ai-2021	111	10	peer	peer	NN
stanford-ai-2021	111	11	-	-	HYPH
stanford-ai-2021	111	12	reviewed	review	VBN
stanford-ai-2021	111	13	journal	journal	NN
stanford-ai-2021	111	14	articles	article	NNS
stanford-ai-2021	111	15	to	to	IN
stanford-ai-2021	111	16	conference	conference	NN
stanford-ai-2021	111	17	papers	paper	NNS
stanford-ai-2021	111	18	and	and	CC
stanford-ai-2021	111	19	patents	patent	NNS
stanford-ai-2021	111	20	,	,	,
stanford-ai-2021	111	21	including	include	VBG
stanford-ai-2021	111	22	the	the	DT
stanford-ai-2021	111	23	citation	citation	NN
stanford-ai-2021	111	24	impact	impact	NN
stanford-ai-2021	111	25	of	of	IN
stanford-ai-2021	111	26	each	each	DT
stanford-ai-2021	111	27	,	,	,
stanford-ai-2021	111	28	using	use	VBG
stanford-ai-2021	111	29	data	datum	NNS
stanford-ai-2021	111	30	from	from	IN
stanford-ai-2021	111	31	the	the	DT
stanford-ai-2021	111	32	Elsevier	Elsevier	NNP
stanford-ai-2021	111	33	/	/	SYM
stanford-ai-2021	111	34	Scopus	Scopus	NNP
stanford-ai-2021	111	35	and	and	CC
stanford-ai-2021	111	36	Microsoft	Microsoft	NNP
stanford-ai-2021	111	37	Academic	Academic	NNP
stanford-ai-2021	111	38	Graph	Graph	NNP
stanford-ai-2021	111	39	(	(	-LRB-
stanford-ai-2021	111	40	MAG	MAG	NNP
stanford-ai-2021	111	41	)	)	-RRB-
stanford-ai-2021	111	42	databases	database	VBZ
stanford-ai-2021	111	43	,	,	,
stanford-ai-2021	111	44	as	as	RB
stanford-ai-2021	111	45	well	well	RB
stanford-ai-2021	111	46	as	as	IN
stanford-ai-2021	111	47	data	datum	NNS
stanford-ai-2021	111	48	from	from	IN
stanford-ai-2021	111	49	the	the	DT
stanford-ai-2021	111	50	arXiv	arXiv	NNP
stanford-ai-2021	111	51	paper	paper	NN
stanford-ai-2021	111	52	preprint	preprint	NN
stanford-ai-2021	111	53	repository	repository	NN
stanford-ai-2021	111	54	and	and	CC
stanford-ai-2021	111	55	Nesta	Nesta	NNP
stanford-ai-2021	111	56	.	.	.
stanford-ai-2021	112	1	It	-PRON-	PRP
stanford-ai-2021	112	2	examines	examine	VBZ
stanford-ai-2021	112	3	contributions	contribution	NNS
stanford-ai-2021	112	4	to	to	IN
stanford-ai-2021	112	5	AI	AI	NNP
stanford-ai-2021	112	6	R&D	R&D	NNP
stanford-ai-2021	112	7	from	from	IN
stanford-ai-2021	112	8	major	major	JJ
stanford-ai-2021	112	9	AI	AI	NNP
stanford-ai-2021	112	10	entities	entity	NNS
stanford-ai-2021	112	11	and	and	CC
stanford-ai-2021	112	12	geographic	geographic	JJ
stanford-ai-2021	112	13	regions	region	NNS
stanford-ai-2021	112	14	and	and	CC
stanford-ai-2021	112	15	considers	consider	VBZ
stanford-ai-2021	112	16	how	how	WRB
stanford-ai-2021	112	17	those	those	DT
stanford-ai-2021	112	18	contributions	contribution	NNS
stanford-ai-2021	112	19	are	be	VBP
stanford-ai-2021	112	20	shaping	shape	VBG
stanford-ai-2021	112	21	the	the	DT
stanford-ai-2021	112	22	field	field	NN
stanford-ai-2021	112	23	.	.	.
stanford-ai-2021	113	1	The	the	DT
stanford-ai-2021	113	2	second	second	JJ
stanford-ai-2021	113	3	and	and	CC
stanford-ai-2021	113	4	third	third	JJ
stanford-ai-2021	113	5	sections	section	NNS
stanford-ai-2021	113	6	discuss	discuss	VBP
stanford-ai-2021	113	7	R&D	r&d	NN
stanford-ai-2021	113	8	activities	activity	NNS
stanford-ai-2021	113	9	at	at	IN
stanford-ai-2021	113	10	major	major	JJ
stanford-ai-2021	113	11	AI	AI	NNP
stanford-ai-2021	113	12	conferences	conference	NNS
stanford-ai-2021	113	13	and	and	CC
stanford-ai-2021	113	14	on	on	IN
stanford-ai-2021	113	15	GitHub	GitHub	NNP
stanford-ai-2021	113	16	.	.	.
stanford-ai-2021	114	1	C	c	NN
stanford-ai-2021	114	2	H	h	NN
stanford-ai-2021	114	3	A	a	NN
stanford-ai-2021	114	4	P	p	NN
stanford-ai-2021	114	5	T	t	NN
stanford-ai-2021	114	6	E	e	NN
stanford-ai-2021	114	7	R	r	NN
stanford-ai-2021	114	8	1	1	CD
stanford-ai-2021	114	9	:	:	:
stanford-ai-2021	114	10	R	r	NN
stanford-ai-2021	114	11	E	e	NN
stanford-ai-2021	114	12	S	s	NN
stanford-ai-2021	114	13	E	e	NN
stanford-ai-2021	114	14	A	a	NN
stanford-ai-2021	114	15	R	r	NN
stanford-ai-2021	114	16	C	c	NN
stanford-ai-2021	114	17	H	h	NN
stanford-ai-2021	114	18	&	&	CC
stanford-ai-2021	114	19	D	d	NN
stanford-ai-2021	114	20	E	e	NN
stanford-ai-2021	114	21	V	v	NN
stanford-ai-2021	114	22	E	e	NN
stanford-ai-2021	114	23	L	l	NN
stanford-ai-2021	114	24	O	o	NN
stanford-ai-2021	114	25	P	p	NN
stanford-ai-2021	114	26	M	m	NN
stanford-ai-2021	114	27	E	e	NN
stanford-ai-2021	114	28	N	n	NN
stanford-ai-2021	114	29	T	t	NN
stanford-ai-2021	114	30	TA	ta	NN
stanford-ai-2021	114	31	B	b	NN
stanford-ai-2021	114	32	L	l	NN
stanford-ai-2021	114	33	E	e	NN
stanford-ai-2021	114	34	O	o	NN
stanford-ai-2021	114	35	F	f	NN
stanford-ai-2021	114	36	C	c	NN
stanford-ai-2021	114	37	O	o	NN
stanford-ai-2021	114	38	N	n	NN
stanford-ai-2021	114	39	T	t	NN
stanford-ai-2021	114	40	E	e	NN
stanford-ai-2021	114	41	N	n	NN
stanford-ai-2021	114	42	T	t	NN
stanford-ai-2021	114	43	S	s	NN
stanford-ai-2021	114	44	1	1	CD
stanford-ai-2021	114	45	7C	7c	NN
stanford-ai-2021	114	46	H	h	NN
stanford-ai-2021	114	47	A	A	NNP
stanford-ai-2021	114	48	P	p	NN
stanford-ai-2021	114	49	T	t	NN
stanford-ai-2021	114	50	E	e	NN
stanford-ai-2021	114	51	R	r	NN
stanford-ai-2021	114	52	1	1	CD
stanford-ai-2021	114	53	P	p	NN
stanford-ai-2021	114	54	R	r	NN
stanford-ai-2021	114	55	E	e	NN
stanford-ai-2021	114	56	V	v	NN
stanford-ai-2021	114	57	I	i	NN
stanford-ai-2021	114	58	E	e	NN
stanford-ai-2021	114	59	W	W	NNP
stanford-ai-2021	114	60	Artificial	Artificial	NNP
stanford-ai-2021	114	61	Intelligence	Intelligence	NNP
stanford-ai-2021	114	62	Index	Index	NNP
stanford-ai-2021	114	63	Report	Report	NNP
stanford-ai-2021	114	64	2021	2021	CD
stanford-ai-2021	114	65	CHAPTER	chapter	NN
stanford-ai-2021	114	66	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	114	67	•	•	VBP
stanford-ai-2021	114	68	The	the	DT
stanford-ai-2021	114	69	number	number	NN
stanford-ai-2021	114	70	of	of	IN
stanford-ai-2021	114	71	AI	AI	NNP
stanford-ai-2021	114	72	journal	journal	NN
stanford-ai-2021	114	73	publications	publication	NNS
stanford-ai-2021	114	74	grew	grow	VBD
stanford-ai-2021	114	75	by	by	IN
stanford-ai-2021	114	76	34.5	34.5	CD
stanford-ai-2021	114	77	%	%	NN
stanford-ai-2021	114	78	from	from	IN
stanford-ai-2021	114	79	2019	2019	CD
stanford-ai-2021	114	80	to	to	IN
stanford-ai-2021	114	81	2020—a	2020—a	CD
stanford-ai-2021	114	82	much	much	RB
stanford-ai-2021	114	83	higher	high	JJR
stanford-ai-2021	114	84	percentage	percentage	NN
stanford-ai-2021	114	85	growth	growth	NN
stanford-ai-2021	114	86	than	than	IN
stanford-ai-2021	114	87	from	from	IN
stanford-ai-2021	114	88	2018	2018	CD
stanford-ai-2021	114	89	to	to	IN
stanford-ai-2021	114	90	2019	2019	CD
stanford-ai-2021	114	91	(	(	-LRB-
stanford-ai-2021	114	92	19.6	19.6	CD
stanford-ai-2021	114	93	%	%	NN
stanford-ai-2021	114	94	)	)	-RRB-
stanford-ai-2021	114	95	.	.	.
stanford-ai-2021	115	1	•	•	VB
stanford-ai-2021	115	2	In	in	IN
stanford-ai-2021	115	3	every	every	DT
stanford-ai-2021	115	4	major	major	JJ
stanford-ai-2021	115	5	country	country	NN
stanford-ai-2021	115	6	and	and	CC
stanford-ai-2021	115	7	region	region	NN
stanford-ai-2021	115	8	,	,	,
stanford-ai-2021	115	9	the	the	DT
stanford-ai-2021	115	10	highest	high	JJS
stanford-ai-2021	115	11	proportion	proportion	NN
stanford-ai-2021	115	12	of	of	IN
stanford-ai-2021	115	13	peer	peer	NN
stanford-ai-2021	115	14	-	-	HYPH
stanford-ai-2021	115	15	reviewed	review	VBN
stanford-ai-2021	115	16	AI	AI	NNP
stanford-ai-2021	115	17	papers	paper	NNS
stanford-ai-2021	115	18	comes	come	VBZ
stanford-ai-2021	115	19	from	from	IN
stanford-ai-2021	115	20	academic	academic	JJ
stanford-ai-2021	115	21	institutions	institution	NNS
stanford-ai-2021	115	22	.	.	.
stanford-ai-2021	116	1	But	but	CC
stanford-ai-2021	116	2	the	the	DT
stanford-ai-2021	116	3	second	second	JJ
stanford-ai-2021	116	4	most	most	RBS
stanford-ai-2021	116	5	important	important	JJ
stanford-ai-2021	116	6	originators	originator	NNS
stanford-ai-2021	116	7	are	be	VBP
stanford-ai-2021	116	8	different	different	JJ
stanford-ai-2021	116	9	:	:	:
stanford-ai-2021	116	10	In	in	IN
stanford-ai-2021	116	11	the	the	DT
stanford-ai-2021	116	12	United	United	NNP
stanford-ai-2021	116	13	States	States	NNP
stanford-ai-2021	116	14	,	,	,
stanford-ai-2021	116	15	corporate	corporate	JJ
stanford-ai-2021	116	16	-	-	HYPH
stanford-ai-2021	116	17	affiliated	affiliate	VBN
stanford-ai-2021	116	18	research	research	NN
stanford-ai-2021	116	19	represents	represent	VBZ
stanford-ai-2021	116	20	19.2	19.2	CD
stanford-ai-2021	116	21	%	%	NN
stanford-ai-2021	116	22	of	of	IN
stanford-ai-2021	116	23	the	the	DT
stanford-ai-2021	116	24	total	total	JJ
stanford-ai-2021	116	25	publications	publication	NNS
stanford-ai-2021	116	26	,	,	,
stanford-ai-2021	116	27	whereas	whereas	IN
stanford-ai-2021	116	28	government	government	NN
stanford-ai-2021	116	29	is	be	VBZ
stanford-ai-2021	116	30	the	the	DT
stanford-ai-2021	116	31	second	second	JJ
stanford-ai-2021	116	32	most	most	RBS
stanford-ai-2021	116	33	important	important	JJ
stanford-ai-2021	116	34	in	in	IN
stanford-ai-2021	116	35	China	China	NNP
stanford-ai-2021	116	36	(	(	-LRB-
stanford-ai-2021	116	37	15.6	15.6	CD
stanford-ai-2021	116	38	%	%	NN
stanford-ai-2021	116	39	)	)	-RRB-
stanford-ai-2021	116	40	and	and	CC
stanford-ai-2021	116	41	the	the	DT
stanford-ai-2021	116	42	European	European	NNP
stanford-ai-2021	116	43	Union	Union	NNP
stanford-ai-2021	116	44	(	(	-LRB-
stanford-ai-2021	116	45	17.2	17.2	CD
stanford-ai-2021	116	46	%	%	NN
stanford-ai-2021	116	47	)	)	-RRB-
stanford-ai-2021	116	48	.	.	.
stanford-ai-2021	117	1	•	•	VB
stanford-ai-2021	117	2	In	in	IN
stanford-ai-2021	117	3	2020	2020	CD
stanford-ai-2021	117	4	,	,	,
stanford-ai-2021	117	5	and	and	CC
stanford-ai-2021	117	6	for	for	IN
stanford-ai-2021	117	7	the	the	DT
stanford-ai-2021	117	8	first	first	JJ
stanford-ai-2021	117	9	time	time	NN
stanford-ai-2021	117	10	,	,	,
stanford-ai-2021	117	11	China	China	NNP
stanford-ai-2021	117	12	surpassed	surpass	VBD
stanford-ai-2021	117	13	the	the	DT
stanford-ai-2021	117	14	United	United	NNP
stanford-ai-2021	117	15	States	States	NNP
stanford-ai-2021	117	16	in	in	IN
stanford-ai-2021	117	17	the	the	DT
stanford-ai-2021	117	18	share	share	NN
stanford-ai-2021	117	19	of	of	IN
stanford-ai-2021	117	20	AI	AI	NNP
stanford-ai-2021	117	21	journal	journal	NN
stanford-ai-2021	117	22	citations	citation	NNS
stanford-ai-2021	117	23	in	in	IN
stanford-ai-2021	117	24	the	the	DT
stanford-ai-2021	117	25	world	world	NN
stanford-ai-2021	117	26	,	,	,
stanford-ai-2021	117	27	having	have	VBG
stanford-ai-2021	117	28	briefly	briefly	RB
stanford-ai-2021	117	29	overtaken	overtake	VBN
stanford-ai-2021	117	30	the	the	DT
stanford-ai-2021	117	31	United	United	NNP
stanford-ai-2021	117	32	States	States	NNP
stanford-ai-2021	117	33	in	in	IN
stanford-ai-2021	117	34	the	the	DT
stanford-ai-2021	117	35	overall	overall	JJ
stanford-ai-2021	117	36	number	number	NN
stanford-ai-2021	117	37	of	of	IN
stanford-ai-2021	117	38	AI	AI	NNP
stanford-ai-2021	117	39	journal	journal	NN
stanford-ai-2021	117	40	publications	publication	NNS
stanford-ai-2021	117	41	in	in	IN
stanford-ai-2021	117	42	2004	2004	CD
stanford-ai-2021	117	43	and	and	CC
stanford-ai-2021	117	44	then	then	RB
stanford-ai-2021	117	45	retaken	retaken	VB
stanford-ai-2021	117	46	the	the	DT
stanford-ai-2021	117	47	lead	lead	NN
stanford-ai-2021	117	48	in	in	IN
stanford-ai-2021	117	49	2017	2017	CD
stanford-ai-2021	117	50	.	.	.
stanford-ai-2021	118	1	However	however	RB
stanford-ai-2021	118	2	,	,	,
stanford-ai-2021	118	3	the	the	DT
stanford-ai-2021	118	4	United	United	NNP
stanford-ai-2021	118	5	States	States	NNP
stanford-ai-2021	118	6	has	have	VBZ
stanford-ai-2021	118	7	consistently	consistently	RB
stanford-ai-2021	118	8	(	(	-LRB-
stanford-ai-2021	118	9	and	and	CC
stanford-ai-2021	118	10	significantly	significantly	RB
stanford-ai-2021	118	11	)	)	-RRB-
stanford-ai-2021	118	12	more	more	RBR
stanford-ai-2021	118	13	cited	cited	JJ
stanford-ai-2021	118	14	AI	AI	NNP
stanford-ai-2021	118	15	conference	conference	NN
stanford-ai-2021	118	16	papers	paper	NNS
stanford-ai-2021	118	17	than	than	IN
stanford-ai-2021	118	18	China	China	NNP
stanford-ai-2021	118	19	over	over	IN
stanford-ai-2021	118	20	the	the	DT
stanford-ai-2021	118	21	last	last	JJ
stanford-ai-2021	118	22	decade	decade	NN
stanford-ai-2021	118	23	.	.	.
stanford-ai-2021	119	1	•	•	VB
stanford-ai-2021	119	2	In	in	IN
stanford-ai-2021	119	3	response	response	NN
stanford-ai-2021	119	4	to	to	IN
stanford-ai-2021	119	5	COVID-19	COVID-19	NNP
stanford-ai-2021	119	6	,	,	,
stanford-ai-2021	119	7	most	most	RBS
stanford-ai-2021	119	8	major	major	JJ
stanford-ai-2021	119	9	AI	AI	NNP
stanford-ai-2021	119	10	conferences	conference	NNS
stanford-ai-2021	119	11	took	take	VBD
stanford-ai-2021	119	12	place	place	NN
stanford-ai-2021	119	13	virtually	virtually	RB
stanford-ai-2021	119	14	and	and	CC
stanford-ai-2021	119	15	registered	register	VBD
stanford-ai-2021	119	16	a	a	DT
stanford-ai-2021	119	17	significant	significant	JJ
stanford-ai-2021	119	18	increase	increase	NN
stanford-ai-2021	119	19	in	in	IN
stanford-ai-2021	119	20	attendance	attendance	NN
stanford-ai-2021	119	21	as	as	IN
stanford-ai-2021	119	22	a	a	DT
stanford-ai-2021	119	23	result	result	NN
stanford-ai-2021	119	24	.	.	.
stanford-ai-2021	120	1	The	the	DT
stanford-ai-2021	120	2	number	number	NN
stanford-ai-2021	120	3	of	of	IN
stanford-ai-2021	120	4	attendees	attendee	NNS
stanford-ai-2021	120	5	across	across	IN
stanford-ai-2021	120	6	nine	nine	CD
stanford-ai-2021	120	7	conferences	conference	NNS
stanford-ai-2021	120	8	almost	almost	RB
stanford-ai-2021	120	9	doubled	double	VBD
stanford-ai-2021	120	10	in	in	IN
stanford-ai-2021	120	11	2020	2020	CD
stanford-ai-2021	120	12	.	.	.
stanford-ai-2021	121	1	•	•	VB
stanford-ai-2021	121	2	In	in	IN
stanford-ai-2021	121	3	just	just	RB
stanford-ai-2021	121	4	the	the	DT
stanford-ai-2021	121	5	last	last	JJ
stanford-ai-2021	121	6	six	six	CD
stanford-ai-2021	121	7	years	year	NNS
stanford-ai-2021	121	8	,	,	,
stanford-ai-2021	121	9	the	the	DT
stanford-ai-2021	121	10	number	number	NN
stanford-ai-2021	121	11	of	of	IN
stanford-ai-2021	121	12	AI	AI	NNP
stanford-ai-2021	121	13	-	-	HYPH
stanford-ai-2021	121	14	related	relate	VBN
stanford-ai-2021	121	15	publications	publication	NNS
stanford-ai-2021	121	16	on	on	IN
stanford-ai-2021	121	17	arXiv	arXiv	NNP
stanford-ai-2021	121	18	grew	grow	VBD
stanford-ai-2021	121	19	by	by	IN
stanford-ai-2021	121	20	more	more	JJR
stanford-ai-2021	121	21	than	than	IN
stanford-ai-2021	121	22	sixfold	sixfold	RB
stanford-ai-2021	121	23	,	,	,
stanford-ai-2021	121	24	from	from	IN
stanford-ai-2021	121	25	5,478	5,478	CD
stanford-ai-2021	121	26	in	in	IN
stanford-ai-2021	121	27	2015	2015	CD
stanford-ai-2021	121	28	to	to	IN
stanford-ai-2021	121	29	34,736	34,736	CD
stanford-ai-2021	121	30	in	in	IN
stanford-ai-2021	121	31	2020	2020	CD
stanford-ai-2021	121	32	.	.	.
stanford-ai-2021	122	1	•	•	NNP
stanford-ai-2021	122	2	AI	AI	NNP
stanford-ai-2021	122	3	publications	publication	NNS
stanford-ai-2021	122	4	represented	represent	VBD
stanford-ai-2021	122	5	3.8	3.8	CD
stanford-ai-2021	122	6	%	%	NN
stanford-ai-2021	122	7	of	of	IN
stanford-ai-2021	122	8	all	all	DT
stanford-ai-2021	122	9	peer	peer	NN
stanford-ai-2021	122	10	-	-	HYPH
stanford-ai-2021	122	11	reviewed	review	VBN
stanford-ai-2021	122	12	scientific	scientific	JJ
stanford-ai-2021	122	13	publications	publication	NNS
stanford-ai-2021	122	14	worldwide	worldwide	RB
stanford-ai-2021	122	15	in	in	IN
stanford-ai-2021	122	16	2019	2019	CD
stanford-ai-2021	122	17	,	,	,
stanford-ai-2021	122	18	up	up	RB
stanford-ai-2021	122	19	from	from	IN
stanford-ai-2021	122	20	1.3	1.3	CD
stanford-ai-2021	122	21	%	%	NN
stanford-ai-2021	122	22	in	in	IN
stanford-ai-2021	122	23	2011	2011	CD
stanford-ai-2021	122	24	.	.	.
stanford-ai-2021	123	1	C	c	NN
stanford-ai-2021	123	2	H	h	NN
stanford-ai-2021	123	3	A	a	NN
stanford-ai-2021	123	4	P	p	NN
stanford-ai-2021	123	5	T	t	NN
stanford-ai-2021	123	6	E	e	NN
stanford-ai-2021	123	7	R	r	NN
stanford-ai-2021	123	8	H	h	NN
stanford-ai-2021	123	9	I	i	NN
stanford-ai-2021	123	10	G	g	NN
stanford-ai-2021	123	11	H	h	NN
stanford-ai-2021	123	12	L	l	NN
stanford-ai-2021	123	13	I	i	NN
stanford-ai-2021	123	14	G	g	NN
stanford-ai-2021	123	15	H	h	NN
stanford-ai-2021	123	16	T	t	NN
stanford-ai-2021	123	17	S	s	NN
stanford-ai-2021	123	18	C	c	NN
stanford-ai-2021	123	19	H	h	NN
stanford-ai-2021	123	20	A	a	NN
stanford-ai-2021	123	21	P	p	NN
stanford-ai-2021	123	22	T	t	NN
stanford-ai-2021	123	23	E	e	NN
stanford-ai-2021	123	24	R	r	NN
stanford-ai-2021	123	25	1	1	CD
stanford-ai-2021	123	26	:	:	:
stanford-ai-2021	123	27	R	r	NN
stanford-ai-2021	123	28	E	e	NN
stanford-ai-2021	123	29	S	s	NN
stanford-ai-2021	123	30	E	e	NN
stanford-ai-2021	123	31	A	a	NN
stanford-ai-2021	123	32	R	r	NN
stanford-ai-2021	123	33	C	c	NN
stanford-ai-2021	123	34	H	h	NN
stanford-ai-2021	123	35	&	&	CC
stanford-ai-2021	123	36	D	d	NN
stanford-ai-2021	123	37	E	e	NN
stanford-ai-2021	123	38	V	v	NN
stanford-ai-2021	123	39	E	e	NN
stanford-ai-2021	123	40	L	l	NN
stanford-ai-2021	123	41	O	o	NN
stanford-ai-2021	123	42	P	p	NN
stanford-ai-2021	123	43	M	m	NN
stanford-ai-2021	123	44	E	e	NN
stanford-ai-2021	123	45	N	n	NN
stanford-ai-2021	123	46	T	t	NN
stanford-ai-2021	123	47	TA	ta	NN
stanford-ai-2021	123	48	B	b	NN
stanford-ai-2021	123	49	L	l	NN
stanford-ai-2021	123	50	E	e	NN
stanford-ai-2021	123	51	O	o	NN
stanford-ai-2021	123	52	F	f	NN
stanford-ai-2021	123	53	C	c	NN
stanford-ai-2021	123	54	O	o	NN
stanford-ai-2021	123	55	N	n	NN
stanford-ai-2021	123	56	T	t	NN
stanford-ai-2021	123	57	E	e	NN
stanford-ai-2021	123	58	N	n	NN
stanford-ai-2021	123	59	T	t	NN
stanford-ai-2021	123	60	S	s	NN
stanford-ai-2021	123	61	1	1	CD
stanford-ai-2021	123	62	8C	8c	CD
stanford-ai-2021	123	63	H	h	NN
stanford-ai-2021	123	64	A	a	NN
stanford-ai-2021	123	65	P	p	NN
stanford-ai-2021	123	66	T	t	NN
stanford-ai-2021	123	67	E	e	NN
stanford-ai-2021	123	68	R	r	NN
stanford-ai-2021	123	69	1	1	CD
stanford-ai-2021	123	70	P	p	NN
stanford-ai-2021	123	71	R	r	NN
stanford-ai-2021	123	72	E	e	NN
stanford-ai-2021	123	73	V	v	NN
stanford-ai-2021	123	74	I	i	NN
stanford-ai-2021	123	75	E	e	NN
stanford-ai-2021	123	76	W	W	NNP
stanford-ai-2021	123	77	Artificial	Artificial	NNP
stanford-ai-2021	123	78	Intelligence	Intelligence	NNP
stanford-ai-2021	123	79	Index	Index	NNP
stanford-ai-2021	123	80	Report	Report	NNP
stanford-ai-2021	123	81	2021	2021	CD
stanford-ai-2021	123	82	20	20	CD
stanford-ai-2021	123	83	0	0	CD
stanford-ai-2021	123	84	0	0	CD
stanford-ai-2021	123	85	20	20	CD
stanford-ai-2021	123	86	0	0	CD
stanford-ai-2021	123	87	1	1	CD
stanford-ai-2021	123	88	20	20	CD
stanford-ai-2021	123	89	0	0	CD
stanford-ai-2021	123	90	2	2	CD
stanford-ai-2021	123	91	20	20	CD
stanford-ai-2021	123	92	0	0	CD
stanford-ai-2021	123	93	3	3	CD
stanford-ai-2021	123	94	20	20	CD
stanford-ai-2021	123	95	0	0	CD
stanford-ai-2021	123	96	4	4	CD
stanford-ai-2021	123	97	20	20	CD
stanford-ai-2021	123	98	0	0	CD
stanford-ai-2021	123	99	5	5	CD
stanford-ai-2021	123	100	20	20	CD
stanford-ai-2021	123	101	0	0	CD
stanford-ai-2021	123	102	6	6	CD
stanford-ai-2021	123	103	20	20	CD
stanford-ai-2021	123	104	0	0	CD
stanford-ai-2021	123	105	7	7	CD
stanford-ai-2021	123	106	20	20	CD
stanford-ai-2021	123	107	0	0	CD
stanford-ai-2021	123	108	8	8	CD
stanford-ai-2021	123	109	20	20	CD
stanford-ai-2021	123	110	0	0	CD
stanford-ai-2021	123	111	9	9	CD
stanford-ai-2021	123	112	20	20	CD
stanford-ai-2021	123	113	10	10	CD
stanford-ai-2021	123	114	20	20	CD
stanford-ai-2021	123	115	11	11	CD
stanford-ai-2021	123	116	20	20	CD
stanford-ai-2021	123	117	12	12	CD
stanford-ai-2021	123	118	20	20	CD
stanford-ai-2021	123	119	13	13	CD
stanford-ai-2021	123	120	20	20	CD
stanford-ai-2021	123	121	14	14	CD
stanford-ai-2021	123	122	20	20	CD
stanford-ai-2021	123	123	15	15	CD
stanford-ai-2021	123	124	20	20	CD
stanford-ai-2021	123	125	16	16	CD
stanford-ai-2021	123	126	20	20	CD
stanford-ai-2021	123	127	17	17	CD
stanford-ai-2021	123	128	20	20	CD
stanford-ai-2021	123	129	18	18	CD
stanford-ai-2021	123	130	20	20	CD
stanford-ai-2021	123	131	19	19	CD
stanford-ai-2021	123	132	0	0	CD
stanford-ai-2021	123	133	20	20	CD
stanford-ai-2021	123	134	40	40	CD
stanford-ai-2021	123	135	60	60	CD
stanford-ai-2021	123	136	80	80	CD
stanford-ai-2021	123	137	100	100	CD
stanford-ai-2021	123	138	120	120	CD
stanford-ai-2021	123	139	N	n	CD
stanford-ai-2021	123	140	u	u	NNP
stanford-ai-2021	123	141	m	m	NNP
stanford-ai-2021	123	142	b	b	NNP
stanford-ai-2021	123	143	er	er	UH
stanford-ai-2021	123	144	o	o	XX
stanford-ai-2021	123	145	f	f	NNP
stanford-ai-2021	123	146	P	p	NN
stanford-ai-2021	123	147	ee	ee	NN
stanford-ai-2021	123	148	r-	r-	XX
stanford-ai-2021	123	149	R	r	NN
stanford-ai-2021	123	150	ev	ev	NN
stanford-ai-2021	123	151	ie	ie	NNP
stanford-ai-2021	123	152	w	w	XX
stanford-ai-2021	123	153	ed	ed	NNP
stanford-ai-2021	123	154	A	A	NNP
stanford-ai-2021	123	155	I	i	NN
stanford-ai-2021	123	156	P	p	NN
stanford-ai-2021	123	157	u	u	NN
stanford-ai-2021	123	158	b	b	NN
stanford-ai-2021	123	159	lic	lic	NN
stanford-ai-2021	123	160	at	at	IN
stanford-ai-2021	123	161	io	io	NNP
stanford-ai-2021	123	162	n	n	NNP
stanford-ai-2021	123	163	s	s	NNP
stanford-ai-2021	123	164	(	(	-LRB-
stanford-ai-2021	123	165	i	i	NNP
stanford-ai-2021	123	166	n	n	CC
stanford-ai-2021	123	167	T	T	NNP
stanford-ai-2021	123	168	h	h	NNP
stanford-ai-2021	123	169	o	o	NN
stanford-ai-2021	123	170	u	u	NN
stanford-ai-2021	123	171	sa	sa	NNP
stanford-ai-2021	123	172	n	n	NNP
stanford-ai-2021	123	173	d	d	NNP
stanford-ai-2021	123	174	s	s	NNP
stanford-ai-2021	123	175	)	)	-RRB-
stanford-ai-2021	123	176	NUMBER	NUMBER	NNP
stanford-ai-2021	123	177	of	of	IN
stanford-ai-2021	123	178	PEER	PEER	NNP
stanford-ai-2021	123	179	-	-	HYPH
stanford-ai-2021	123	180	REVIEWED	REVIEWED	NNP
stanford-ai-2021	123	181	AI	AI	NNP
stanford-ai-2021	123	182	PUBLICATIONS	publications	NN
stanford-ai-2021	123	183	,	,	,
stanford-ai-2021	123	184	2000	2000	CD
stanford-ai-2021	123	185	-	-	SYM
stanford-ai-2021	123	186	19	19	CD
stanford-ai-2021	123	187	Source	source	NN
stanford-ai-2021	123	188	:	:	:
stanford-ai-2021	123	189	Elsevier	Elsevier	NNP
stanford-ai-2021	123	190	/	/	SYM
stanford-ai-2021	123	191	Scopus	Scopus	NNP
stanford-ai-2021	123	192	,	,	,
stanford-ai-2021	123	193	2020	2020	CD
stanford-ai-2021	123	194	|	|	NNP
stanford-ai-2021	123	195	Chart	Chart	NNP
stanford-ai-2021	123	196	:	:	:
stanford-ai-2021	123	197	2021	2021	CD
stanford-ai-2021	123	198	AI	AI	NNP
stanford-ai-2021	123	199	Index	Index	NNP
stanford-ai-2021	123	200	Report	Report	NNP
stanford-ai-2021	123	201	AI	AI	NNP
stanford-ai-2021	123	202	publications	publication	NNS
stanford-ai-2021	123	203	include	include	VBP
stanford-ai-2021	123	204	peer	peer	NN
stanford-ai-2021	123	205	-	-	HYPH
stanford-ai-2021	123	206	reviewed	review	VBN
stanford-ai-2021	123	207	publications	publication	NNS
stanford-ai-2021	123	208	,	,	,
stanford-ai-2021	123	209	journal	journal	NN
stanford-ai-2021	123	210	articles	article	NNS
stanford-ai-2021	123	211	,	,	,
stanford-ai-2021	123	212	conference	conference	NN
stanford-ai-2021	123	213	papers	paper	NNS
stanford-ai-2021	123	214	,	,	,
stanford-ai-2021	123	215	and	and	CC
stanford-ai-2021	123	216	patents	patent	NNS
stanford-ai-2021	123	217	.	.	.
stanford-ai-2021	124	1	To	to	TO
stanford-ai-2021	124	2	track	track	VB
stanford-ai-2021	124	3	trends	trend	NNS
stanford-ai-2021	124	4	among	among	IN
stanford-ai-2021	124	5	these	these	DT
stanford-ai-2021	124	6	publications	publication	NNS
stanford-ai-2021	124	7	and	and	CC
stanford-ai-2021	124	8	to	to	TO
stanford-ai-2021	124	9	assess	assess	VB
stanford-ai-2021	124	10	the	the	DT
stanford-ai-2021	124	11	state	state	NN
stanford-ai-2021	124	12	of	of	IN
stanford-ai-2021	124	13	AI	AI	NNP
stanford-ai-2021	124	14	R&D	r&d	NN
stanford-ai-2021	124	15	activities	activity	NNS
stanford-ai-2021	124	16	around	around	IN
stanford-ai-2021	124	17	the	the	DT
stanford-ai-2021	124	18	world	world	NN
stanford-ai-2021	124	19	,	,	,
stanford-ai-2021	124	20	the	the	DT
stanford-ai-2021	124	21	following	follow	VBG
stanford-ai-2021	124	22	datasets	dataset	NNS
stanford-ai-2021	124	23	were	be	VBD
stanford-ai-2021	124	24	used	use	VBN
stanford-ai-2021	124	25	:	:	:
stanford-ai-2021	124	26	the	the	DT
stanford-ai-2021	124	27	Elsevier	Elsevier	NNP
stanford-ai-2021	124	28	/	/	SYM
stanford-ai-2021	124	29	Scopus	Scopus	NNP
stanford-ai-2021	124	30	database	database	NN
stanford-ai-2021	124	31	for	for	IN
stanford-ai-2021	124	32	peer	peer	NN
stanford-ai-2021	124	33	-	-	HYPH
stanford-ai-2021	124	34	reviewed	review	VBN
stanford-ai-2021	124	35	publications	publication	NNS
stanford-ai-2021	124	36	;	;	:
stanford-ai-2021	124	37	the	the	DT
stanford-ai-2021	124	38	Microsoft	Microsoft	NNP
stanford-ai-2021	124	39	Academic	Academic	NNP
stanford-ai-2021	124	40	Graph	Graph	NNP
stanford-ai-2021	124	41	(	(	-LRB-
stanford-ai-2021	124	42	MAG	MAG	NNP
stanford-ai-2021	124	43	)	)	-RRB-
stanford-ai-2021	124	44	database	database	NN
stanford-ai-2021	124	45	for	for	IN
stanford-ai-2021	124	46	all	all	DT
stanford-ai-2021	124	47	journals	journal	NNS
stanford-ai-2021	124	48	,	,	,
stanford-ai-2021	124	49	conference	conference	NN
stanford-ai-2021	124	50	papers	paper	NNS
stanford-ai-2021	124	51	,	,	,
stanford-ai-2021	124	52	and	and	CC
stanford-ai-2021	124	53	patent	patent	NN
stanford-ai-2021	124	54	publications	publication	NNS
stanford-ai-2021	124	55	;	;	:
stanford-ai-2021	124	56	and	and	CC
stanford-ai-2021	124	57	arXiv	arXiv	NNP
stanford-ai-2021	124	58	and	and	CC
stanford-ai-2021	124	59	Nesta	Nesta	NNP
stanford-ai-2021	124	60	data	datum	NNS
stanford-ai-2021	124	61	for	for	IN
stanford-ai-2021	124	62	electronic	electronic	JJ
stanford-ai-2021	124	63	preprints	preprint	NNS
stanford-ai-2021	124	64	.	.	.
stanford-ai-2021	125	1	P	p	NN
stanford-ai-2021	125	2	E	e	NN
stanford-ai-2021	125	3	E	e	NN
stanford-ai-2021	125	4	R	r	NN
stanford-ai-2021	125	5	-	-	HYPH
stanford-ai-2021	125	6	R	r	NN
stanford-ai-2021	125	7	E	e	NN
stanford-ai-2021	125	8	V	v	NN
stanford-ai-2021	125	9	I	i	NN
stanford-ai-2021	125	10	E	e	NN
stanford-ai-2021	125	11	W	w	NN
stanford-ai-2021	125	12	E	e	NN
stanford-ai-2021	125	13	D	d	NN
stanford-ai-2021	125	14	A	a	NN
stanford-ai-2021	125	15	I	i	NN
stanford-ai-2021	125	16	P	p	NN
stanford-ai-2021	125	17	U	u	NN
stanford-ai-2021	125	18	B	b	NN
stanford-ai-2021	125	19	L	L	NNP
stanford-ai-2021	125	20	I	i	NN
stanford-ai-2021	125	21	C	c	NN
stanford-ai-2021	125	22	AT	at	IN
stanford-ai-2021	125	23	I	i	NN
stanford-ai-2021	125	24	O	o	NN
stanford-ai-2021	125	25	N	n	NN
stanford-ai-2021	125	26	S	S	NNP
stanford-ai-2021	125	27	This	this	DT
stanford-ai-2021	125	28	section	section	NN
stanford-ai-2021	125	29	presents	present	VBZ
stanford-ai-2021	125	30	data	datum	NNS
stanford-ai-2021	125	31	from	from	IN
stanford-ai-2021	125	32	the	the	DT
stanford-ai-2021	125	33	Scopus	Scopus	NNP
stanford-ai-2021	125	34	database	database	NN
stanford-ai-2021	125	35	by	by	IN
stanford-ai-2021	125	36	Elsevier	Elsevier	NNP
stanford-ai-2021	125	37	.	.	.
stanford-ai-2021	126	1	Scopus	Scopus	NNP
stanford-ai-2021	126	2	contains	contain	VBZ
stanford-ai-2021	126	3	70	70	CD
stanford-ai-2021	126	4	million	million	CD
stanford-ai-2021	126	5	peer	peer	NN
stanford-ai-2021	126	6	-	-	HYPH
stanford-ai-2021	126	7	reviewed	review	VBN
stanford-ai-2021	126	8	research	research	NN
stanford-ai-2021	126	9	items	item	NNS
stanford-ai-2021	126	10	curated	curate	VBN
stanford-ai-2021	126	11	from	from	IN
stanford-ai-2021	126	12	more	more	JJR
stanford-ai-2021	126	13	than	than	IN
stanford-ai-2021	126	14	5,000	5,000	CD
stanford-ai-2021	126	15	international	international	JJ
stanford-ai-2021	126	16	publishers	publisher	NNS
stanford-ai-2021	126	17	.	.	.
stanford-ai-2021	127	1	The	the	DT
stanford-ai-2021	127	2	2019	2019	CD
stanford-ai-2021	127	3	version	version	NN
stanford-ai-2021	127	4	of	of	IN
stanford-ai-2021	127	5	the	the	DT
stanford-ai-2021	127	6	data	datum	NNS
stanford-ai-2021	127	7	shown	show	VBN
stanford-ai-2021	127	8	below	below	RB
stanford-ai-2021	127	9	is	be	VBZ
stanford-ai-2021	127	10	derived	derive	VBN
stanford-ai-2021	127	11	from	from	IN
stanford-ai-2021	127	12	an	an	DT
stanford-ai-2021	127	13	entirely	entirely	RB
stanford-ai-2021	127	14	new	new	JJ
stanford-ai-2021	127	15	set	set	NN
stanford-ai-2021	127	16	of	of	IN
stanford-ai-2021	127	17	publications	publication	NNS
stanford-ai-2021	127	18	,	,	,
stanford-ai-2021	127	19	so	so	RB
stanford-ai-2021	127	20	figures	figure	NNS
stanford-ai-2021	127	21	of	of	IN
stanford-ai-2021	127	22	all	all	DT
stanford-ai-2021	127	23	peer-	peer-	NN
stanford-ai-2021	127	24	reviewed	review	VBN
stanford-ai-2021	127	25	AI	AI	NNP
stanford-ai-2021	127	26	publications	publication	NNS
stanford-ai-2021	127	27	differ	differ	VBP
stanford-ai-2021	127	28	from	from	IN
stanford-ai-2021	127	29	those	those	DT
stanford-ai-2021	127	30	in	in	IN
stanford-ai-2021	127	31	previous	previous	JJ
stanford-ai-2021	127	32	years	year	NNS
stanford-ai-2021	127	33	’	’	POS
stanford-ai-2021	127	34	AI	AI	NNP
stanford-ai-2021	127	35	Index	Index	NNP
stanford-ai-2021	127	36	reports	report	VBZ
stanford-ai-2021	127	37	.	.	.
stanford-ai-2021	128	1	Due	due	IN
stanford-ai-2021	128	2	to	to	IN
stanford-ai-2021	128	3	changes	change	NNS
stanford-ai-2021	128	4	in	in	IN
stanford-ai-2021	128	5	the	the	DT
stanford-ai-2021	128	6	methodology	methodology	NN
stanford-ai-2021	128	7	for	for	IN
stanford-ai-2021	128	8	indexing	indexing	NN
stanford-ai-2021	128	9	publications	publication	NNS
stanford-ai-2021	128	10	,	,	,
stanford-ai-2021	128	11	the	the	DT
stanford-ai-2021	128	12	accuracy	accuracy	NN
stanford-ai-2021	128	13	of	of	IN
stanford-ai-2021	128	14	the	the	DT
stanford-ai-2021	128	15	dataset	dataset	NN
stanford-ai-2021	128	16	increased	increase	VBD
stanford-ai-2021	128	17	from	from	IN
stanford-ai-2021	128	18	80	80	CD
stanford-ai-2021	128	19	%	%	NN
stanford-ai-2021	128	20	to	to	IN
stanford-ai-2021	128	21	84	84	CD
stanford-ai-2021	128	22	%	%	NN
stanford-ai-2021	128	23	(	(	-LRB-
stanford-ai-2021	128	24	see	see	VB
stanford-ai-2021	128	25	the	the	DT
stanford-ai-2021	128	26	Appendix	Appendix	NNP
stanford-ai-2021	128	27	for	for	IN
stanford-ai-2021	128	28	more	more	JJR
stanford-ai-2021	128	29	details	detail	NNS
stanford-ai-2021	128	30	)	)	-RRB-
stanford-ai-2021	128	31	.	.	.
stanford-ai-2021	129	1	Overview	overview	NN
stanford-ai-2021	129	2	Figure	figure	NN
stanford-ai-2021	129	3	1.1.1a	1.1.1a	CD
stanford-ai-2021	129	4	shows	show	VBZ
stanford-ai-2021	129	5	the	the	DT
stanford-ai-2021	129	6	number	number	NN
stanford-ai-2021	129	7	of	of	IN
stanford-ai-2021	129	8	peer	peer	NN
stanford-ai-2021	129	9	-	-	HYPH
stanford-ai-2021	129	10	reviewed	review	VBN
stanford-ai-2021	129	11	AI	AI	NNP
stanford-ai-2021	129	12	publications	publication	NNS
stanford-ai-2021	129	13	,	,	,
stanford-ai-2021	129	14	and	and	CC
stanford-ai-2021	129	15	Figure	figure	NN
stanford-ai-2021	129	16	1.1.1b	1.1.1b	NN
stanford-ai-2021	129	17	shows	show	VBZ
stanford-ai-2021	129	18	the	the	DT
stanford-ai-2021	129	19	share	share	NN
stanford-ai-2021	129	20	of	of	IN
stanford-ai-2021	129	21	those	those	DT
stanford-ai-2021	129	22	1.1	1.1	CD
stanford-ai-2021	129	23	PUBLICATIONS	publication	NNS
stanford-ai-2021	129	24	among	among	IN
stanford-ai-2021	129	25	all	all	DT
stanford-ai-2021	129	26	peer	peer	NN
stanford-ai-2021	129	27	-	-	HYPH
stanford-ai-2021	129	28	reviewed	review	VBN
stanford-ai-2021	129	29	publications	publication	NNS
stanford-ai-2021	129	30	in	in	IN
stanford-ai-2021	129	31	the	the	DT
stanford-ai-2021	129	32	world	world	NN
stanford-ai-2021	129	33	.	.	.
stanford-ai-2021	130	1	The	the	DT
stanford-ai-2021	130	2	total	total	JJ
stanford-ai-2021	130	3	number	number	NN
stanford-ai-2021	130	4	of	of	IN
stanford-ai-2021	130	5	publications	publication	NNS
stanford-ai-2021	130	6	grew	grow	VBD
stanford-ai-2021	130	7	by	by	IN
stanford-ai-2021	130	8	nearly	nearly	RB
stanford-ai-2021	130	9	12	12	CD
stanford-ai-2021	130	10	times	time	NNS
stanford-ai-2021	130	11	between	between	IN
stanford-ai-2021	130	12	2000	2000	CD
stanford-ai-2021	130	13	and	and	CC
stanford-ai-2021	130	14	2019	2019	CD
stanford-ai-2021	130	15	.	.	.
stanford-ai-2021	131	1	Over	over	IN
stanford-ai-2021	131	2	the	the	DT
stanford-ai-2021	131	3	same	same	JJ
stanford-ai-2021	131	4	period	period	NN
stanford-ai-2021	131	5	,	,	,
stanford-ai-2021	131	6	the	the	DT
stanford-ai-2021	131	7	percentage	percentage	NN
stanford-ai-2021	131	8	of	of	IN
stanford-ai-2021	131	9	peer	peer	NN
stanford-ai-2021	131	10	-	-	HYPH
stanford-ai-2021	131	11	reviewed	review	VBN
stanford-ai-2021	131	12	publications	publication	NNS
stanford-ai-2021	131	13	increased	increase	VBD
stanford-ai-2021	131	14	from	from	IN
stanford-ai-2021	131	15	0.82	0.82	CD
stanford-ai-2021	131	16	%	%	NN
stanford-ai-2021	131	17	of	of	IN
stanford-ai-2021	131	18	all	all	DT
stanford-ai-2021	131	19	publications	publication	NNS
stanford-ai-2021	131	20	in	in	IN
stanford-ai-2021	131	21	2000	2000	CD
stanford-ai-2021	131	22	to	to	IN
stanford-ai-2021	131	23	3.8	3.8	CD
stanford-ai-2021	131	24	%	%	NN
stanford-ai-2021	131	25	in	in	IN
stanford-ai-2021	131	26	2019	2019	CD
stanford-ai-2021	131	27	.	.	.
stanford-ai-2021	132	1	By	by	IN
stanford-ai-2021	132	2	Region1	Region1	NNP
stanford-ai-2021	132	3	Among	among	IN
stanford-ai-2021	132	4	the	the	DT
stanford-ai-2021	132	5	total	total	JJ
stanford-ai-2021	132	6	number	number	NN
stanford-ai-2021	132	7	of	of	IN
stanford-ai-2021	132	8	peer	peer	NN
stanford-ai-2021	132	9	-	-	HYPH
stanford-ai-2021	132	10	reviewed	review	VBN
stanford-ai-2021	132	11	AI	AI	NNP
stanford-ai-2021	132	12	publications	publication	NNS
stanford-ai-2021	132	13	in	in	IN
stanford-ai-2021	132	14	the	the	DT
stanford-ai-2021	132	15	world	world	NN
stanford-ai-2021	132	16	,	,	,
stanford-ai-2021	132	17	East	East	NNP
stanford-ai-2021	132	18	Asia	Asia	NNP
stanford-ai-2021	132	19	&	&	CC
stanford-ai-2021	132	20	Pacific	Pacific	NNP
stanford-ai-2021	132	21	has	have	VBZ
stanford-ai-2021	132	22	held	hold	VBN
stanford-ai-2021	132	23	the	the	DT
stanford-ai-2021	132	24	largest	large	JJS
stanford-ai-2021	132	25	share	share	NN
stanford-ai-2021	132	26	since	since	IN
stanford-ai-2021	132	27	2004	2004	CD
stanford-ai-2021	132	28	,	,	,
stanford-ai-2021	132	29	followed	follow	VBN
stanford-ai-2021	132	30	by	by	IN
stanford-ai-2021	132	31	Europe	Europe	NNP
stanford-ai-2021	132	32	&	&	CC
stanford-ai-2021	132	33	Central	Central	NNP
stanford-ai-2021	132	34	Asia	Asia	NNP
stanford-ai-2021	132	35	,	,	,
stanford-ai-2021	132	36	and	and	CC
stanford-ai-2021	132	37	North	North	NNP
stanford-ai-2021	132	38	America	America	NNP
stanford-ai-2021	132	39	(	(	-LRB-
stanford-ai-2021	132	40	Figure	Figure	NNP
stanford-ai-2021	132	41	1.1.2	1.1.2	CD
stanford-ai-2021	132	42	)	)	-RRB-
stanford-ai-2021	132	43	.	.	.
stanford-ai-2021	133	1	Between	between	IN
stanford-ai-2021	133	2	2009	2009	CD
stanford-ai-2021	133	3	and	and	CC
stanford-ai-2021	133	4	2019	2019	CD
stanford-ai-2021	133	5	,	,	,
stanford-ai-2021	133	6	South	South	NNP
stanford-ai-2021	133	7	Asia	Asia	NNP
stanford-ai-2021	133	8	and	and	CC
stanford-ai-2021	133	9	sub	sub	JJ
stanford-ai-2021	133	10	-	-	HYPH
stanford-ai-2021	133	11	Saharan	Saharan	NNP
stanford-ai-2021	133	12	Africa	Africa	NNP
stanford-ai-2021	133	13	experienced	experience	VBD
stanford-ai-2021	133	14	the	the	DT
stanford-ai-2021	133	15	highest	high	JJS
stanford-ai-2021	133	16	growth	growth	NN
stanford-ai-2021	133	17	in	in	IN
stanford-ai-2021	133	18	terms	term	NNS
stanford-ai-2021	133	19	of	of	IN
stanford-ai-2021	133	20	the	the	DT
stanford-ai-2021	133	21	number	number	NN
stanford-ai-2021	133	22	of	of	IN
stanford-ai-2021	133	23	peer	peer	NN
stanford-ai-2021	133	24	-	-	HYPH
stanford-ai-2021	133	25	reviewed	review	VBN
stanford-ai-2021	133	26	AI	AI	NNP
stanford-ai-2021	133	27	publications	publication	NNS
stanford-ai-2021	133	28	,	,	,
stanford-ai-2021	133	29	increasing	increase	VBG
stanford-ai-2021	133	30	by	by	IN
stanford-ai-2021	133	31	eight-	eight-	NN
stanford-ai-2021	133	32	and	and	CC
stanford-ai-2021	133	33	sevenfold	sevenfold	NN
stanford-ai-2021	133	34	,	,	,
stanford-ai-2021	133	35	respectively	respectively	RB
stanford-ai-2021	133	36	.	.	.
stanford-ai-2021	134	1	1	1	LS
stanford-ai-2021	134	2	.1	.1	.
stanford-ai-2021	134	3	P	p	NN
stanford-ai-2021	134	4	U	U	NNP
stanford-ai-2021	134	5	B	B	NNP
stanford-ai-2021	134	6	L	L	NNP
stanford-ai-2021	134	7	I	i	NN
stanford-ai-2021	134	8	C	c	NN
stanford-ai-2021	134	9	AT	at	IN
stanford-ai-2021	134	10	I	i	NN
stanford-ai-2021	134	11	O	o	NN
stanford-ai-2021	134	12	N	n	NN
stanford-ai-2021	134	13	S	s	NN
stanford-ai-2021	134	14	C	c	NN
stanford-ai-2021	134	15	H	h	NN
stanford-ai-2021	134	16	A	a	NN
stanford-ai-2021	134	17	P	p	NN
stanford-ai-2021	134	18	T	t	NN
stanford-ai-2021	134	19	E	e	NN
stanford-ai-2021	134	20	R	r	NN
stanford-ai-2021	134	21	1	1	CD
stanford-ai-2021	134	22	:	:	:
stanford-ai-2021	134	23	R	r	NN
stanford-ai-2021	134	24	E	e	NN
stanford-ai-2021	134	25	S	s	NN
stanford-ai-2021	134	26	E	e	NN
stanford-ai-2021	134	27	A	a	NN
stanford-ai-2021	134	28	R	r	NN
stanford-ai-2021	134	29	C	c	NN
stanford-ai-2021	134	30	H	h	NN
stanford-ai-2021	134	31	&	&	CC
stanford-ai-2021	134	32	D	d	NN
stanford-ai-2021	134	33	E	e	NN
stanford-ai-2021	134	34	V	v	NN
stanford-ai-2021	134	35	E	e	NN
stanford-ai-2021	134	36	L	l	NN
stanford-ai-2021	134	37	O	o	NN
stanford-ai-2021	134	38	P	p	NN
stanford-ai-2021	134	39	M	m	NN
stanford-ai-2021	134	40	E	e	NN
stanford-ai-2021	134	41	N	n	NN
stanford-ai-2021	134	42	T	t	NN
stanford-ai-2021	134	43	Figure	figure	NN
stanford-ai-2021	134	44	1.1.1a	1.1.1a	CD
stanford-ai-2021	134	45	1	1	CD
stanford-ai-2021	134	46	Regions	region	NNS
stanford-ai-2021	134	47	in	in	IN
stanford-ai-2021	134	48	this	this	DT
stanford-ai-2021	134	49	chapter	chapter	NN
stanford-ai-2021	134	50	are	be	VBP
stanford-ai-2021	134	51	classified	classify	VBN
stanford-ai-2021	134	52	according	accord	VBG
stanford-ai-2021	134	53	to	to	IN
stanford-ai-2021	134	54	the	the	DT
stanford-ai-2021	134	55	World	World	NNP
stanford-ai-2021	134	56	Bank	Bank	NNP
stanford-ai-2021	134	57	analytical	analytical	JJ
stanford-ai-2021	134	58	grouping	grouping	NN
stanford-ai-2021	134	59	.	.	.
stanford-ai-2021	135	1	https://datatopics.worldbank.org/world-development-indicators/images/figures-png/world-by-region-map.pdf	https://datatopics.worldbank.org/world-development-indicators/images/figures-png/world-by-region-map.pdf	JJ
stanford-ai-2021	135	2	TA	TA	NNP
stanford-ai-2021	135	3	B	b	NN
stanford-ai-2021	135	4	L	l	NN
stanford-ai-2021	135	5	E	e	NN
stanford-ai-2021	135	6	O	o	NN
stanford-ai-2021	135	7	F	f	NN
stanford-ai-2021	135	8	C	c	NN
stanford-ai-2021	135	9	O	o	NN
stanford-ai-2021	135	10	N	n	NN
stanford-ai-2021	135	11	T	t	NN
stanford-ai-2021	135	12	E	e	NN
stanford-ai-2021	135	13	N	n	NN
stanford-ai-2021	135	14	T	t	NN
stanford-ai-2021	135	15	S	s	NN
stanford-ai-2021	135	16	1	1	CD
stanford-ai-2021	135	17	9C	9c	NN
stanford-ai-2021	135	18	H	h	NN
stanford-ai-2021	135	19	A	a	NN
stanford-ai-2021	135	20	P	p	NN
stanford-ai-2021	135	21	T	t	NN
stanford-ai-2021	135	22	E	e	NN
stanford-ai-2021	135	23	R	r	NN
stanford-ai-2021	135	24	1	1	CD
stanford-ai-2021	135	25	P	p	NN
stanford-ai-2021	135	26	R	r	NN
stanford-ai-2021	135	27	E	e	NN
stanford-ai-2021	135	28	V	v	NN
stanford-ai-2021	135	29	I	i	NN
stanford-ai-2021	135	30	E	e	NN
stanford-ai-2021	135	31	W	W	NNP
stanford-ai-2021	135	32	Artificial	Artificial	NNP
stanford-ai-2021	135	33	Intelligence	Intelligence	NNP
stanford-ai-2021	135	34	Index	Index	NNP
stanford-ai-2021	135	35	Report	Report	NNP
stanford-ai-2021	135	36	2021	2021	CD
stanford-ai-2021	135	37	20	20	CD
stanford-ai-2021	135	38	0	0	CD
stanford-ai-2021	135	39	0	0	CD
stanford-ai-2021	135	40	20	20	CD
stanford-ai-2021	135	41	0	0	CD
stanford-ai-2021	135	42	1	1	CD
stanford-ai-2021	135	43	20	20	CD
stanford-ai-2021	135	44	0	0	CD
stanford-ai-2021	135	45	2	2	CD
stanford-ai-2021	135	46	20	20	CD
stanford-ai-2021	135	47	0	0	CD
stanford-ai-2021	135	48	3	3	CD
stanford-ai-2021	135	49	20	20	CD
stanford-ai-2021	135	50	0	0	CD
stanford-ai-2021	135	51	4	4	CD
stanford-ai-2021	135	52	20	20	CD
stanford-ai-2021	135	53	0	0	CD
stanford-ai-2021	135	54	5	5	CD
stanford-ai-2021	135	55	20	20	CD
stanford-ai-2021	135	56	0	0	CD
stanford-ai-2021	135	57	6	6	CD
stanford-ai-2021	135	58	20	20	CD
stanford-ai-2021	135	59	0	0	CD
stanford-ai-2021	135	60	7	7	CD
stanford-ai-2021	135	61	20	20	CD
stanford-ai-2021	135	62	0	0	CD
stanford-ai-2021	135	63	8	8	CD
stanford-ai-2021	135	64	20	20	CD
stanford-ai-2021	135	65	0	0	CD
stanford-ai-2021	135	66	9	9	CD
stanford-ai-2021	135	67	20	20	CD
stanford-ai-2021	135	68	10	10	CD
stanford-ai-2021	135	69	20	20	CD
stanford-ai-2021	135	70	11	11	CD
stanford-ai-2021	135	71	20	20	CD
stanford-ai-2021	135	72	12	12	CD
stanford-ai-2021	135	73	20	20	CD
stanford-ai-2021	135	74	13	13	CD
stanford-ai-2021	135	75	20	20	CD
stanford-ai-2021	135	76	14	14	CD
stanford-ai-2021	135	77	20	20	CD
stanford-ai-2021	135	78	15	15	CD
stanford-ai-2021	135	79	20	20	CD
stanford-ai-2021	135	80	16	16	CD
stanford-ai-2021	135	81	20	20	CD
stanford-ai-2021	135	82	17	17	CD
stanford-ai-2021	135	83	20	20	CD
stanford-ai-2021	135	84	18	18	CD
stanford-ai-2021	135	85	20	20	CD
stanford-ai-2021	135	86	19	19	CD
stanford-ai-2021	135	87	0	0	CD
stanford-ai-2021	135	88	%	%	NN
stanford-ai-2021	135	89	1	1	CD
stanford-ai-2021	135	90	%	%	NN
stanford-ai-2021	135	91	2	2	CD
stanford-ai-2021	135	92	%	%	NN
stanford-ai-2021	135	93	3	3	CD
stanford-ai-2021	135	94	%	%	NN
stanford-ai-2021	135	95	4	4	CD
stanford-ai-2021	135	96	%	%	NN
stanford-ai-2021	135	97	P	p	NN
stanford-ai-2021	135	98	ee	ee	JJ
stanford-ai-2021	135	99	r-	r-	XX
stanford-ai-2021	135	100	R	r	NN
stanford-ai-2021	135	101	ev	ev	NN
stanford-ai-2021	135	102	ie	ie	NNP
stanford-ai-2021	135	103	w	w	XX
stanford-ai-2021	135	104	ed	ed	NNP
stanford-ai-2021	135	105	A	A	NNP
stanford-ai-2021	135	106	I	i	NN
stanford-ai-2021	135	107	P	p	NN
stanford-ai-2021	135	108	u	u	NN
stanford-ai-2021	135	109	b	b	NN
stanford-ai-2021	135	110	lic	lic	NN
stanford-ai-2021	135	111	at	at	IN
stanford-ai-2021	135	112	io	io	NNP
stanford-ai-2021	135	113	n	n	NNP
stanford-ai-2021	135	114	s	s	NNP
stanford-ai-2021	135	115	(	(	-LRB-
stanford-ai-2021	135	116	%	%	NN
stanford-ai-2021	135	117	o	o	NN
stanford-ai-2021	135	118	f	f	NN
stanford-ai-2021	135	119	T	t	NN
stanford-ai-2021	135	120	o	o	NN
stanford-ai-2021	135	121	ta	ta	NNP
stanford-ai-2021	135	122	l	l	NN
stanford-ai-2021	135	123	)	)	-RRB-
stanford-ai-2021	135	124	3.8	3.8	CD
stanford-ai-2021	135	125	%	%	NN
stanford-ai-2021	135	126	PEER	PEER	NNP
stanford-ai-2021	135	127	-	-	HYPH
stanford-ai-2021	135	128	REVIEWED	REVIEWED	NNP
stanford-ai-2021	135	129	AI	AI	NNP
stanford-ai-2021	135	130	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	135	131	(	(	-LRB-
stanford-ai-2021	135	132	%	%	NN
stanford-ai-2021	135	133	of	of	IN
stanford-ai-2021	135	134	TOTAL	TOTAL	NNP
stanford-ai-2021	135	135	)	)	-RRB-
stanford-ai-2021	135	136	,	,	,
stanford-ai-2021	135	137	2000	2000	CD
stanford-ai-2021	135	138	-	-	SYM
stanford-ai-2021	135	139	19	19	CD
stanford-ai-2021	135	140	Source	source	NN
stanford-ai-2021	135	141	:	:	:
stanford-ai-2021	135	142	Elsevier	Elsevier	NNP
stanford-ai-2021	135	143	/	/	SYM
stanford-ai-2021	135	144	Scopus	Scopus	NNP
stanford-ai-2021	135	145	,	,	,
stanford-ai-2021	135	146	2020	2020	CD
stanford-ai-2021	135	147	|	|	NNP
stanford-ai-2021	135	148	Chart	Chart	NNP
stanford-ai-2021	135	149	:	:	:
stanford-ai-2021	135	150	2021	2021	CD
stanford-ai-2021	135	151	AI	AI	NNP
stanford-ai-2021	135	152	Index	Index	NNP
stanford-ai-2021	135	153	Report	Report	NNP
stanford-ai-2021	135	154	1	1	CD
stanford-ai-2021	135	155	.1	.1	.
stanford-ai-2021	135	156	P	p	NN
stanford-ai-2021	135	157	U	U	NNP
stanford-ai-2021	135	158	B	B	NNP
stanford-ai-2021	135	159	L	L	NNP
stanford-ai-2021	135	160	I	i	NN
stanford-ai-2021	135	161	C	c	NN
stanford-ai-2021	135	162	AT	at	IN
stanford-ai-2021	135	163	I	i	NN
stanford-ai-2021	135	164	O	o	NN
stanford-ai-2021	135	165	N	n	NN
stanford-ai-2021	135	166	S	s	NN
stanford-ai-2021	135	167	C	c	NN
stanford-ai-2021	135	168	H	h	NN
stanford-ai-2021	135	169	A	a	NN
stanford-ai-2021	135	170	P	p	NN
stanford-ai-2021	135	171	T	t	NN
stanford-ai-2021	135	172	E	e	NN
stanford-ai-2021	135	173	R	r	NN
stanford-ai-2021	135	174	1	1	CD
stanford-ai-2021	135	175	:	:	:
stanford-ai-2021	135	176	R	r	NN
stanford-ai-2021	135	177	E	e	NN
stanford-ai-2021	135	178	S	s	NN
stanford-ai-2021	135	179	E	e	NN
stanford-ai-2021	135	180	A	a	NN
stanford-ai-2021	135	181	R	r	NN
stanford-ai-2021	135	182	C	c	NN
stanford-ai-2021	135	183	H	h	NN
stanford-ai-2021	135	184	&	&	CC
stanford-ai-2021	135	185	D	d	NN
stanford-ai-2021	135	186	E	e	NN
stanford-ai-2021	135	187	V	v	NN
stanford-ai-2021	135	188	E	e	NN
stanford-ai-2021	135	189	L	l	NN
stanford-ai-2021	135	190	O	o	NN
stanford-ai-2021	135	191	P	p	NN
stanford-ai-2021	135	192	M	m	NN
stanford-ai-2021	135	193	E	e	NN
stanford-ai-2021	135	194	N	N	NNP
stanford-ai-2021	135	195	T	t	NN
stanford-ai-2021	135	196	Figure	figure	NN
stanford-ai-2021	135	197	1.1.1b	1.1.1b	CD
stanford-ai-2021	135	198	19	19	CD
stanford-ai-2021	135	199	9	9	CD
stanford-ai-2021	135	200	9	9	CD
stanford-ai-2021	135	201	20	20	CD
stanford-ai-2021	135	202	0	0	CD
stanford-ai-2021	135	203	0	0	CD
stanford-ai-2021	135	204	20	20	CD
stanford-ai-2021	135	205	0	0	CD
stanford-ai-2021	135	206	1	1	CD
stanford-ai-2021	135	207	20	20	CD
stanford-ai-2021	135	208	0	0	CD
stanford-ai-2021	135	209	2	2	CD
stanford-ai-2021	135	210	20	20	CD
stanford-ai-2021	135	211	0	0	CD
stanford-ai-2021	135	212	3	3	CD
stanford-ai-2021	135	213	20	20	CD
stanford-ai-2021	135	214	0	0	CD
stanford-ai-2021	135	215	4	4	CD
stanford-ai-2021	135	216	20	20	CD
stanford-ai-2021	135	217	0	0	CD
stanford-ai-2021	135	218	5	5	CD
stanford-ai-2021	135	219	20	20	CD
stanford-ai-2021	135	220	0	0	CD
stanford-ai-2021	135	221	6	6	CD
stanford-ai-2021	135	222	20	20	CD
stanford-ai-2021	135	223	0	0	CD
stanford-ai-2021	135	224	7	7	CD
stanford-ai-2021	135	225	20	20	CD
stanford-ai-2021	135	226	0	0	CD
stanford-ai-2021	135	227	8	8	CD
stanford-ai-2021	135	228	20	20	CD
stanford-ai-2021	135	229	0	0	CD
stanford-ai-2021	135	230	9	9	CD
stanford-ai-2021	135	231	20	20	CD
stanford-ai-2021	135	232	10	10	CD
stanford-ai-2021	135	233	20	20	CD
stanford-ai-2021	135	234	11	11	CD
stanford-ai-2021	135	235	20	20	CD
stanford-ai-2021	135	236	12	12	CD
stanford-ai-2021	135	237	20	20	CD
stanford-ai-2021	135	238	13	13	CD
stanford-ai-2021	135	239	20	20	CD
stanford-ai-2021	135	240	14	14	CD
stanford-ai-2021	135	241	20	20	CD
stanford-ai-2021	135	242	15	15	CD
stanford-ai-2021	135	243	20	20	CD
stanford-ai-2021	135	244	16	16	CD
stanford-ai-2021	135	245	20	20	CD
stanford-ai-2021	135	246	17	17	CD
stanford-ai-2021	135	247	20	20	CD
stanford-ai-2021	135	248	18	18	CD
stanford-ai-2021	135	249	20	20	CD
stanford-ai-2021	135	250	19	19	CD
stanford-ai-2021	135	251	20	20	CD
stanford-ai-2021	135	252	20	20	CD
stanford-ai-2021	135	253	20	20	CD
stanford-ai-2021	135	254	21	21	CD
stanford-ai-2021	135	255	20	20	CD
stanford-ai-2021	135	256	22	22	CD
stanford-ai-2021	135	257	20	20	CD
stanford-ai-2021	135	258	23	23	CD
stanford-ai-2021	135	259	0	0	CD
stanford-ai-2021	135	260	%	%	NN
stanford-ai-2021	135	261	10	10	CD
stanford-ai-2021	135	262	%	%	NN
stanford-ai-2021	135	263	20	20	CD
stanford-ai-2021	135	264	%	%	NN
stanford-ai-2021	135	265	30	30	CD
stanford-ai-2021	135	266	%	%	NN
stanford-ai-2021	135	267	40	40	CD
stanford-ai-2021	135	268	%	%	NN
stanford-ai-2021	135	269	P	p	NN
stanford-ai-2021	135	270	ee	ee	JJ
stanford-ai-2021	135	271	r-	r-	XX
stanford-ai-2021	135	272	R	r	NN
stanford-ai-2021	135	273	ev	ev	NN
stanford-ai-2021	135	274	ie	ie	NNP
stanford-ai-2021	135	275	w	w	XX
stanford-ai-2021	135	276	ed	ed	NNP
stanford-ai-2021	135	277	A	A	NNP
stanford-ai-2021	135	278	I	i	NN
stanford-ai-2021	135	279	P	p	NN
stanford-ai-2021	135	280	u	u	NN
stanford-ai-2021	135	281	b	b	NN
stanford-ai-2021	135	282	lic	lic	NN
stanford-ai-2021	135	283	at	at	IN
stanford-ai-2021	135	284	io	io	NNP
stanford-ai-2021	135	285	n	n	NNP
stanford-ai-2021	135	286	s	s	NNP
stanford-ai-2021	135	287	(	(	-LRB-
stanford-ai-2021	135	288	%	%	NN
stanford-ai-2021	135	289	o	o	NN
stanford-ai-2021	135	290	f	f	NN
stanford-ai-2021	135	291	T	t	NN
stanford-ai-2021	135	292	o	o	NN
stanford-ai-2021	135	293	ta	ta	NNP
stanford-ai-2021	135	294	l	l	NN
stanford-ai-2021	135	295	)	)	-RRB-
stanford-ai-2021	135	296	5.5	5.5	CD
stanford-ai-2021	135	297	%	%	NN
stanford-ai-2021	135	298	Middle	Middle	NNP
stanford-ai-2021	135	299	East	East	NNP
stanford-ai-2021	135	300	&	&	CC
stanford-ai-2021	135	301	North	North	NNP
stanford-ai-2021	135	302	Africa	Africa	NNP
stanford-ai-2021	135	303	2.7	2.7	CD
stanford-ai-2021	135	304	%	%	NN
stanford-ai-2021	135	305	Latin	Latin	NNP
stanford-ai-2021	135	306	America	America	NNP
stanford-ai-2021	135	307	&	&	CC
stanford-ai-2021	135	308	Caribbean	Caribbean	NNP
stanford-ai-2021	135	309	0.7	0.7	CD
stanford-ai-2021	135	310	%	%	NN
stanford-ai-2021	135	311	Sub	Sub	NNP
stanford-ai-2021	135	312	-	-	HYPH
stanford-ai-2021	135	313	Saharan	Saharan	NNP
stanford-ai-2021	135	314	Africa	Africa	NNP
stanford-ai-2021	135	315	8.8	8.8	CD
stanford-ai-2021	135	316	%	%	NN
stanford-ai-2021	135	317	South	South	NNP
stanford-ai-2021	135	318	Asia	Asia	NNP
stanford-ai-2021	135	319	17.0	17.0	CD
stanford-ai-2021	135	320	%	%	NN
stanford-ai-2021	135	321	North	North	NNP
stanford-ai-2021	135	322	America	America	NNP
stanford-ai-2021	135	323	25.1	25.1	CD
stanford-ai-2021	135	324	%	%	NN
stanford-ai-2021	135	325	Europe	Europe	NNP
stanford-ai-2021	135	326	&	&	CC
stanford-ai-2021	135	327	Central	Central	NNP
stanford-ai-2021	135	328	Asia	Asia	NNP
stanford-ai-2021	135	329	36.9	36.9	CD
stanford-ai-2021	135	330	%	%	NN
stanford-ai-2021	135	331	East	East	NNP
stanford-ai-2021	135	332	Asia	Asia	NNP
stanford-ai-2021	135	333	&	&	CC
stanford-ai-2021	135	334	Pacific	Pacific	NNP
stanford-ai-2021	135	335	PEER	PEER	NNP
stanford-ai-2021	135	336	-	-	HYPH
stanford-ai-2021	135	337	REVIEWED	REVIEWED	NNP
stanford-ai-2021	135	338	AI	AI	NNP
stanford-ai-2021	135	339	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	135	340	(	(	-LRB-
stanford-ai-2021	135	341	%	%	NN
stanford-ai-2021	135	342	of	of	IN
stanford-ai-2021	135	343	TOTAL	TOTAL	NNP
stanford-ai-2021	135	344	)	)	-RRB-
stanford-ai-2021	135	345	by	by	IN
stanford-ai-2021	135	346	REGION	region	NN
stanford-ai-2021	135	347	,	,	,
stanford-ai-2021	135	348	2000	2000	CD
stanford-ai-2021	135	349	-	-	SYM
stanford-ai-2021	135	350	19	19	CD
stanford-ai-2021	135	351	Source	source	NN
stanford-ai-2021	135	352	:	:	:
stanford-ai-2021	135	353	Microsoft	Microsoft	NNP
stanford-ai-2021	135	354	Academic	Academic	NNP
stanford-ai-2021	135	355	Graph	Graph	NNP
stanford-ai-2021	135	356	,	,	,
stanford-ai-2021	135	357	2020	2020	CD
stanford-ai-2021	135	358	|	|	CD
stanford-ai-2021	135	359	Chart	Chart	NNP
stanford-ai-2021	135	360	:	:	:
stanford-ai-2021	135	361	2021	2021	CD
stanford-ai-2021	135	362	AI	AI	NNP
stanford-ai-2021	135	363	Index	Index	NNP
stanford-ai-2021	135	364	Report	Report	NNP
stanford-ai-2021	135	365	Figure	Figure	NNP
stanford-ai-2021	135	366	1.1.2	1.1.2	CD
stanford-ai-2021	135	367	TA	TA	NNP
stanford-ai-2021	135	368	B	B	NNP
stanford-ai-2021	135	369	L	l	NN
stanford-ai-2021	135	370	E	e	NN
stanford-ai-2021	135	371	O	o	NN
stanford-ai-2021	135	372	F	f	NN
stanford-ai-2021	135	373	C	c	NN
stanford-ai-2021	135	374	O	o	NN
stanford-ai-2021	135	375	N	n	NN
stanford-ai-2021	135	376	T	t	NN
stanford-ai-2021	135	377	E	e	NN
stanford-ai-2021	135	378	N	n	NN
stanford-ai-2021	135	379	T	t	NN
stanford-ai-2021	135	380	S	s	NN
stanford-ai-2021	135	381	2	2	CD
stanford-ai-2021	135	382	0C	0c	NN
stanford-ai-2021	135	383	H	H	NNP
stanford-ai-2021	135	384	A	a	NN
stanford-ai-2021	135	385	P	p	NN
stanford-ai-2021	135	386	T	t	NN
stanford-ai-2021	135	387	E	e	NN
stanford-ai-2021	135	388	R	r	NN
stanford-ai-2021	135	389	1	1	CD
stanford-ai-2021	135	390	P	p	NN
stanford-ai-2021	135	391	R	r	NN
stanford-ai-2021	135	392	E	e	NN
stanford-ai-2021	135	393	V	v	NN
stanford-ai-2021	135	394	I	i	NN
stanford-ai-2021	135	395	E	e	NN
stanford-ai-2021	135	396	W	W	NNP
stanford-ai-2021	135	397	Artificial	Artificial	NNP
stanford-ai-2021	135	398	Intelligence	Intelligence	NNP
stanford-ai-2021	135	399	Index	Index	NNP
stanford-ai-2021	135	400	Report	Report	NNP
stanford-ai-2021	135	401	2021	2021	CD
stanford-ai-2021	135	402	20	20	CD
stanford-ai-2021	135	403	0	0	CD
stanford-ai-2021	135	404	0	0	CD
stanford-ai-2021	135	405	20	20	CD
stanford-ai-2021	135	406	0	0	CD
stanford-ai-2021	135	407	1	1	CD
stanford-ai-2021	135	408	20	20	CD
stanford-ai-2021	135	409	0	0	CD
stanford-ai-2021	135	410	2	2	CD
stanford-ai-2021	135	411	20	20	CD
stanford-ai-2021	135	412	0	0	CD
stanford-ai-2021	135	413	3	3	CD
stanford-ai-2021	135	414	20	20	CD
stanford-ai-2021	135	415	0	0	CD
stanford-ai-2021	135	416	4	4	CD
stanford-ai-2021	135	417	20	20	CD
stanford-ai-2021	135	418	0	0	CD
stanford-ai-2021	135	419	5	5	CD
stanford-ai-2021	135	420	20	20	CD
stanford-ai-2021	135	421	0	0	CD
stanford-ai-2021	135	422	6	6	CD
stanford-ai-2021	135	423	20	20	CD
stanford-ai-2021	135	424	0	0	CD
stanford-ai-2021	135	425	7	7	CD
stanford-ai-2021	135	426	20	20	CD
stanford-ai-2021	135	427	0	0	CD
stanford-ai-2021	135	428	8	8	CD
stanford-ai-2021	135	429	20	20	CD
stanford-ai-2021	135	430	0	0	CD
stanford-ai-2021	135	431	9	9	CD
stanford-ai-2021	135	432	20	20	CD
stanford-ai-2021	135	433	10	10	CD
stanford-ai-2021	135	434	20	20	CD
stanford-ai-2021	135	435	11	11	CD
stanford-ai-2021	135	436	20	20	CD
stanford-ai-2021	135	437	12	12	CD
stanford-ai-2021	135	438	20	20	CD
stanford-ai-2021	135	439	13	13	CD
stanford-ai-2021	135	440	20	20	CD
stanford-ai-2021	135	441	14	14	CD
stanford-ai-2021	135	442	20	20	CD
stanford-ai-2021	135	443	15	15	CD
stanford-ai-2021	135	444	20	20	CD
stanford-ai-2021	135	445	16	16	CD
stanford-ai-2021	135	446	20	20	CD
stanford-ai-2021	135	447	17	17	CD
stanford-ai-2021	135	448	20	20	CD
stanford-ai-2021	135	449	18	18	CD
stanford-ai-2021	135	450	20	20	CD
stanford-ai-2021	135	451	19	19	CD
stanford-ai-2021	135	452	0	0	CD
stanford-ai-2021	135	453	%	%	NN
stanford-ai-2021	135	454	5	5	CD
stanford-ai-2021	135	455	%	%	NN
stanford-ai-2021	135	456	10	10	CD
stanford-ai-2021	135	457	%	%	NN
stanford-ai-2021	135	458	15	15	CD
stanford-ai-2021	135	459	%	%	NN
stanford-ai-2021	135	460	20	20	CD
stanford-ai-2021	135	461	%	%	NN
stanford-ai-2021	135	462	25	25	CD
stanford-ai-2021	135	463	%	%	NN
stanford-ai-2021	135	464	P	p	NN
stanford-ai-2021	135	465	ee	ee	JJ
stanford-ai-2021	135	466	r-	r-	XX
stanford-ai-2021	135	467	R	r	NN
stanford-ai-2021	135	468	ev	ev	NN
stanford-ai-2021	135	469	ie	ie	NNP
stanford-ai-2021	135	470	w	w	XX
stanford-ai-2021	135	471	ed	ed	NNP
stanford-ai-2021	135	472	A	A	NNP
stanford-ai-2021	135	473	I	i	NN
stanford-ai-2021	135	474	P	p	NN
stanford-ai-2021	135	475	u	u	NN
stanford-ai-2021	135	476	b	b	NN
stanford-ai-2021	135	477	lic	lic	NN
stanford-ai-2021	135	478	at	at	IN
stanford-ai-2021	135	479	io	io	NNP
stanford-ai-2021	135	480	n	n	NNP
stanford-ai-2021	135	481	s	s	NNP
stanford-ai-2021	135	482	(	(	-LRB-
stanford-ai-2021	135	483	%	%	NN
stanford-ai-2021	135	484	o	o	NN
stanford-ai-2021	135	485	f	f	NN
stanford-ai-2021	135	486	W	w	NN
stanford-ai-2021	135	487	o	o	NNP
stanford-ai-2021	135	488	rl	rl	NN
stanford-ai-2021	135	489	d	d	NN
stanford-ai-2021	135	490	T	t	NN
stanford-ai-2021	135	491	o	o	NN
stanford-ai-2021	135	492	ta	ta	NNP
stanford-ai-2021	135	493	l	l	NN
stanford-ai-2021	135	494	)	)	-RRB-
stanford-ai-2021	135	495	16.4	16.4	CD
stanford-ai-2021	135	496	%	%	NN
stanford-ai-2021	135	497	EU	EU	NNP
stanford-ai-2021	135	498	14.6	14.6	CD
stanford-ai-2021	135	499	%	%	NN
stanford-ai-2021	135	500	US	US	NNP
stanford-ai-2021	135	501	22.4	22.4	CD
stanford-ai-2021	135	502	%	%	NN
stanford-ai-2021	135	503	China	China	NNP
stanford-ai-2021	135	504	PEER	PEER	NNP
stanford-ai-2021	135	505	-	-	HYPH
stanford-ai-2021	135	506	REVIEWED	REVIEWED	NNP
stanford-ai-2021	135	507	AI	AI	NNP
stanford-ai-2021	135	508	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	135	509	(	(	-LRB-
stanford-ai-2021	135	510	%	%	NN
stanford-ai-2021	135	511	of	of	IN
stanford-ai-2021	135	512	WORLD	WORLD	NNP
stanford-ai-2021	135	513	TOTAL	TOTAL	NNP
stanford-ai-2021	135	514	)	)	-RRB-
stanford-ai-2021	135	515	by	by	IN
stanford-ai-2021	135	516	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	135	517	AREA	AREA	NNP
stanford-ai-2021	135	518	,	,	,
stanford-ai-2021	135	519	2000	2000	CD
stanford-ai-2021	135	520	-	-	SYM
stanford-ai-2021	135	521	19	19	CD
stanford-ai-2021	135	522	Source	source	NN
stanford-ai-2021	135	523	:	:	:
stanford-ai-2021	135	524	Elsevier	Elsevier	NNP
stanford-ai-2021	135	525	/	/	SYM
stanford-ai-2021	135	526	Scopus	Scopus	NNP
stanford-ai-2021	135	527	,	,	,
stanford-ai-2021	135	528	2020	2020	CD
stanford-ai-2021	135	529	|	|	NNP
stanford-ai-2021	135	530	Chart	Chart	NNP
stanford-ai-2021	135	531	:	:	:
stanford-ai-2021	135	532	2021	2021	CD
stanford-ai-2021	135	533	AI	AI	NNP
stanford-ai-2021	135	534	Index	Index	NNP
stanford-ai-2021	135	535	Report	Report	NNP
stanford-ai-2021	135	536	By	by	IN
stanford-ai-2021	135	537	Geographic	Geographic	NNP
stanford-ai-2021	135	538	Area	Area	NNP
stanford-ai-2021	135	539	To	to	TO
stanford-ai-2021	135	540	compare	compare	VB
stanford-ai-2021	135	541	the	the	DT
stanford-ai-2021	135	542	activity	activity	NN
stanford-ai-2021	135	543	among	among	IN
stanford-ai-2021	135	544	the	the	DT
stanford-ai-2021	135	545	world	world	NN
stanford-ai-2021	135	546	’s	’s	POS
stanford-ai-2021	135	547	major	major	JJ
stanford-ai-2021	135	548	AI	AI	NNP
stanford-ai-2021	135	549	players	player	NNS
stanford-ai-2021	135	550	,	,	,
stanford-ai-2021	135	551	this	this	DT
stanford-ai-2021	135	552	section	section	NN
stanford-ai-2021	135	553	shows	show	VBZ
stanford-ai-2021	135	554	trends	trend	NNS
stanford-ai-2021	135	555	of	of	IN
stanford-ai-2021	135	556	peer	peer	NN
stanford-ai-2021	135	557	-	-	HYPH
stanford-ai-2021	135	558	reviewed	review	VBN
stanford-ai-2021	135	559	AI	AI	NNP
stanford-ai-2021	135	560	publications	publication	NNS
stanford-ai-2021	135	561	coming	come	VBG
stanford-ai-2021	135	562	out	out	IN
stanford-ai-2021	135	563	of	of	IN
stanford-ai-2021	135	564	China	China	NNP
stanford-ai-2021	135	565	,	,	,
stanford-ai-2021	135	566	the	the	DT
stanford-ai-2021	135	567	European	European	NNP
stanford-ai-2021	135	568	Union	Union	NNP
stanford-ai-2021	135	569	,	,	,
stanford-ai-2021	135	570	and	and	CC
stanford-ai-2021	135	571	the	the	DT
stanford-ai-2021	135	572	United	United	NNP
stanford-ai-2021	135	573	States	States	NNP
stanford-ai-2021	135	574	.	.	.
stanford-ai-2021	136	1	As	as	IN
stanford-ai-2021	136	2	of	of	IN
stanford-ai-2021	136	3	2019	2019	CD
stanford-ai-2021	136	4	,	,	,
stanford-ai-2021	136	5	China	China	NNP
stanford-ai-2021	136	6	led	lead	VBD
stanford-ai-2021	136	7	in	in	IN
stanford-ai-2021	136	8	the	the	DT
stanford-ai-2021	136	9	share	share	NN
stanford-ai-2021	136	10	of	of	IN
stanford-ai-2021	136	11	peer	peer	NN
stanford-ai-2021	136	12	-	-	HYPH
stanford-ai-2021	136	13	reviewed	review	VBN
stanford-ai-2021	136	14	AI	AI	NNP
stanford-ai-2021	136	15	publications	publication	NNS
stanford-ai-2021	136	16	in	in	IN
stanford-ai-2021	136	17	the	the	DT
stanford-ai-2021	136	18	world	world	NN
stanford-ai-2021	136	19	,	,	,
stanford-ai-2021	136	20	after	after	IN
stanford-ai-2021	136	21	overtaking	overtake	VBG
stanford-ai-2021	136	22	the	the	DT
stanford-ai-2021	136	23	European	European	NNP
stanford-ai-2021	136	24	Union	Union	NNP
stanford-ai-2021	136	25	in	in	IN
stanford-ai-2021	136	26	2017	2017	CD
stanford-ai-2021	136	27	(	(	-LRB-
stanford-ai-2021	136	28	Figure	figure	NN
stanford-ai-2021	136	29	1.1.3	1.1.3	CD
stanford-ai-2021	136	30	)	)	-RRB-
stanford-ai-2021	136	31	.	.	.
stanford-ai-2021	137	1	It	-PRON-	PRP
stanford-ai-2021	137	2	published	publish	VBD
stanford-ai-2021	137	3	3.5	3.5	CD
stanford-ai-2021	137	4	times	time	NNS
stanford-ai-2021	137	5	more	more	JJR
stanford-ai-2021	137	6	peer	peer	NN
stanford-ai-2021	137	7	-	-	HYPH
stanford-ai-2021	137	8	reviewed	review	VBN
stanford-ai-2021	137	9	AI	AI	NNP
stanford-ai-2021	137	10	papers	paper	NNS
stanford-ai-2021	137	11	in	in	IN
stanford-ai-2021	137	12	2019	2019	CD
stanford-ai-2021	137	13	than	than	IN
stanford-ai-2021	137	14	it	-PRON-	PRP
stanford-ai-2021	137	15	did	do	VBD
stanford-ai-2021	137	16	in	in	IN
stanford-ai-2021	137	17	2014—while	2014—while	CD
stanford-ai-2021	137	18	the	the	DT
stanford-ai-2021	137	19	European	European	NNP
stanford-ai-2021	137	20	Union	Union	NNP
stanford-ai-2021	137	21	published	publish	VBD
stanford-ai-2021	137	22	just	just	RB
stanford-ai-2021	137	23	2	2	CD
stanford-ai-2021	137	24	times	time	NNS
stanford-ai-2021	137	25	more	more	JJR
stanford-ai-2021	137	26	papers	paper	NNS
stanford-ai-2021	137	27	and	and	CC
stanford-ai-2021	137	28	the	the	DT
stanford-ai-2021	137	29	United	United	NNP
stanford-ai-2021	137	30	States	States	NNP
stanford-ai-2021	137	31	2.75	2.75	CD
stanford-ai-2021	137	32	times	time	NNS
stanford-ai-2021	137	33	more	more	JJR
stanford-ai-2021	137	34	over	over	IN
stanford-ai-2021	137	35	the	the	DT
stanford-ai-2021	137	36	same	same	JJ
stanford-ai-2021	137	37	period	period	NN
stanford-ai-2021	137	38	.	.	.
stanford-ai-2021	138	1	1	1	LS
stanford-ai-2021	138	2	.1	.1	.
stanford-ai-2021	138	3	P	p	NN
stanford-ai-2021	138	4	U	U	NNP
stanford-ai-2021	138	5	B	B	NNP
stanford-ai-2021	138	6	L	L	NNP
stanford-ai-2021	138	7	I	i	NN
stanford-ai-2021	138	8	C	c	NN
stanford-ai-2021	138	9	AT	at	IN
stanford-ai-2021	138	10	I	i	NN
stanford-ai-2021	138	11	O	o	NN
stanford-ai-2021	138	12	N	n	NN
stanford-ai-2021	138	13	S	s	NN
stanford-ai-2021	138	14	C	c	NN
stanford-ai-2021	138	15	H	h	NN
stanford-ai-2021	138	16	A	a	NN
stanford-ai-2021	138	17	P	p	NN
stanford-ai-2021	138	18	T	t	NN
stanford-ai-2021	138	19	E	e	NN
stanford-ai-2021	138	20	R	r	NN
stanford-ai-2021	138	21	1	1	CD
stanford-ai-2021	138	22	:	:	:
stanford-ai-2021	138	23	R	r	NN
stanford-ai-2021	138	24	E	e	NN
stanford-ai-2021	138	25	S	s	NN
stanford-ai-2021	138	26	E	e	NN
stanford-ai-2021	138	27	A	a	NN
stanford-ai-2021	138	28	R	r	NN
stanford-ai-2021	138	29	C	c	NN
stanford-ai-2021	138	30	H	h	NN
stanford-ai-2021	138	31	&	&	CC
stanford-ai-2021	138	32	D	d	NN
stanford-ai-2021	138	33	E	e	NN
stanford-ai-2021	138	34	V	v	NN
stanford-ai-2021	138	35	E	e	NN
stanford-ai-2021	138	36	L	l	NN
stanford-ai-2021	138	37	O	o	NN
stanford-ai-2021	138	38	P	p	NN
stanford-ai-2021	138	39	M	m	NN
stanford-ai-2021	138	40	E	e	NN
stanford-ai-2021	138	41	N	n	NN
stanford-ai-2021	138	42	T	t	NN
stanford-ai-2021	138	43	Figure	figure	NN
stanford-ai-2021	138	44	1.1.3	1.1.3	CD
stanford-ai-2021	138	45	TA	TA	NNP
stanford-ai-2021	138	46	B	b	NN
stanford-ai-2021	138	47	L	l	NN
stanford-ai-2021	138	48	E	e	NN
stanford-ai-2021	138	49	O	o	NN
stanford-ai-2021	138	50	F	f	NN
stanford-ai-2021	138	51	C	c	NN
stanford-ai-2021	138	52	O	o	NN
stanford-ai-2021	138	53	N	n	NN
stanford-ai-2021	138	54	T	t	NN
stanford-ai-2021	138	55	E	e	NN
stanford-ai-2021	138	56	N	n	NN
stanford-ai-2021	138	57	T	t	NN
stanford-ai-2021	138	58	S	s	NN
stanford-ai-2021	138	59	2	2	CD
stanford-ai-2021	138	60	1C	1c	NN
stanford-ai-2021	138	61	H	H	NNP
stanford-ai-2021	138	62	A	a	NN
stanford-ai-2021	138	63	P	p	NN
stanford-ai-2021	138	64	T	t	NN
stanford-ai-2021	138	65	E	e	NN
stanford-ai-2021	138	66	R	r	NN
stanford-ai-2021	138	67	1	1	CD
stanford-ai-2021	138	68	P	p	NN
stanford-ai-2021	138	69	R	r	NN
stanford-ai-2021	138	70	E	e	NN
stanford-ai-2021	138	71	V	v	NN
stanford-ai-2021	138	72	I	i	NN
stanford-ai-2021	138	73	E	e	NN
stanford-ai-2021	138	74	W	W	NNP
stanford-ai-2021	138	75	Artificial	Artificial	NNP
stanford-ai-2021	138	76	Intelligence	Intelligence	NNP
stanford-ai-2021	138	77	Index	Index	NNP
stanford-ai-2021	138	78	Report	Report	NNP
stanford-ai-2021	138	79	2021	2021	CD
stanford-ai-2021	138	80	20	20	CD
stanford-ai-2021	138	81	0	0	CD
stanford-ai-2021	138	82	0	0	CD
stanford-ai-2021	138	83	20	20	CD
stanford-ai-2021	138	84	0	0	CD
stanford-ai-2021	138	85	1	1	CD
stanford-ai-2021	138	86	20	20	CD
stanford-ai-2021	138	87	0	0	CD
stanford-ai-2021	138	88	2	2	CD
stanford-ai-2021	138	89	20	20	CD
stanford-ai-2021	138	90	0	0	CD
stanford-ai-2021	138	91	3	3	CD
stanford-ai-2021	138	92	20	20	CD
stanford-ai-2021	138	93	0	0	CD
stanford-ai-2021	138	94	4	4	CD
stanford-ai-2021	138	95	20	20	CD
stanford-ai-2021	138	96	0	0	CD
stanford-ai-2021	138	97	5	5	CD
stanford-ai-2021	138	98	20	20	CD
stanford-ai-2021	138	99	0	0	CD
stanford-ai-2021	138	100	6	6	CD
stanford-ai-2021	138	101	20	20	CD
stanford-ai-2021	138	102	0	0	CD
stanford-ai-2021	138	103	7	7	CD
stanford-ai-2021	138	104	20	20	CD
stanford-ai-2021	138	105	0	0	CD
stanford-ai-2021	138	106	8	8	CD
stanford-ai-2021	138	107	20	20	CD
stanford-ai-2021	138	108	0	0	CD
stanford-ai-2021	138	109	9	9	CD
stanford-ai-2021	138	110	20	20	CD
stanford-ai-2021	138	111	10	10	CD
stanford-ai-2021	138	112	20	20	CD
stanford-ai-2021	138	113	11	11	CD
stanford-ai-2021	138	114	20	20	CD
stanford-ai-2021	138	115	12	12	CD
stanford-ai-2021	138	116	20	20	CD
stanford-ai-2021	138	117	13	13	CD
stanford-ai-2021	138	118	20	20	CD
stanford-ai-2021	138	119	14	14	CD
stanford-ai-2021	138	120	20	20	CD
stanford-ai-2021	138	121	15	15	CD
stanford-ai-2021	138	122	20	20	CD
stanford-ai-2021	138	123	16	16	CD
stanford-ai-2021	138	124	20	20	CD
stanford-ai-2021	138	125	17	17	CD
stanford-ai-2021	138	126	20	20	CD
stanford-ai-2021	138	127	18	18	CD
stanford-ai-2021	138	128	20	20	CD
stanford-ai-2021	138	129	19	19	CD
stanford-ai-2021	138	130	0	0	CD
stanford-ai-2021	138	131	1,000	1,000	CD
stanford-ai-2021	138	132	2,000	2,000	CD
stanford-ai-2021	138	133	3,000	3,000	CD
stanford-ai-2021	138	134	4,000	4,000	CD
stanford-ai-2021	138	135	N	n	CD
stanford-ai-2021	138	136	u	u	NNP
stanford-ai-2021	138	137	m	m	NNP
stanford-ai-2021	138	138	b	b	NNP
stanford-ai-2021	138	139	er	er	UH
stanford-ai-2021	138	140	o	o	XX
stanford-ai-2021	138	141	f	f	NNP
stanford-ai-2021	138	142	P	p	NN
stanford-ai-2021	138	143	ee	ee	NN
stanford-ai-2021	138	144	r-	r-	XX
stanford-ai-2021	138	145	R	r	NN
stanford-ai-2021	138	146	ev	ev	NN
stanford-ai-2021	138	147	ie	ie	NNP
stanford-ai-2021	138	148	w	w	XX
stanford-ai-2021	138	149	ed	ed	NNP
stanford-ai-2021	138	150	A	A	NNP
stanford-ai-2021	138	151	I	i	NN
stanford-ai-2021	138	152	P	p	NN
stanford-ai-2021	138	153	u	u	NN
stanford-ai-2021	138	154	b	b	NN
stanford-ai-2021	138	155	lic	lic	NN
stanford-ai-2021	138	156	at	at	IN
stanford-ai-2021	138	157	io	io	NNP
stanford-ai-2021	138	158	n	n	NNP
stanford-ai-2021	138	159	s	s	NNP
stanford-ai-2021	138	160	14	14	CD
stanford-ai-2021	138	161	Other	other	JJ
stanford-ai-2021	138	162	382	382	CD
stanford-ai-2021	138	163	Medical	Medical	NNP
stanford-ai-2021	138	164	4,352	4,352	CD
stanford-ai-2021	138	165	Government	Government	NNP
stanford-ai-2021	138	166	1,675	1,675	CD
stanford-ai-2021	138	167	Corporate	corporate	JJ
stanford-ai-2021	138	168	NUMBER	number	NN
stanford-ai-2021	138	169	of	of	IN
stanford-ai-2021	138	170	PEER	PEER	NNP
stanford-ai-2021	138	171	-	-	HYPH
stanford-ai-2021	138	172	REVIEWED	REVIEWED	NNP
stanford-ai-2021	138	173	AI	AI	NNP
stanford-ai-2021	138	174	PUBLICATIONS	publications	NN
stanford-ai-2021	138	175	in	in	IN
stanford-ai-2021	138	176	CHINA	CHINA	NNP
stanford-ai-2021	138	177	by	by	IN
stanford-ai-2021	138	178	INSTITUTIONAL	INSTITUTIONAL	NNP
stanford-ai-2021	138	179	AFFILIATION	AFFILIATION	NNP
stanford-ai-2021	138	180	,	,	,
stanford-ai-2021	138	181	2000	2000	CD
stanford-ai-2021	138	182	-	-	SYM
stanford-ai-2021	138	183	19	19	CD
stanford-ai-2021	138	184	Source	source	NN
stanford-ai-2021	138	185	:	:	:
stanford-ai-2021	138	186	Elsevier	Elsevier	NNP
stanford-ai-2021	138	187	/	/	SYM
stanford-ai-2021	138	188	Scopus	Scopus	NNP
stanford-ai-2021	138	189	,	,	,
stanford-ai-2021	138	190	2020	2020	CD
stanford-ai-2021	138	191	|	|	NNP
stanford-ai-2021	138	192	Chart	Chart	NNP
stanford-ai-2021	138	193	:	:	:
stanford-ai-2021	138	194	2021	2021	CD
stanford-ai-2021	138	195	AI	AI	NNP
stanford-ai-2021	138	196	Index	Index	NNP
stanford-ai-2021	138	197	Report	Report	NNP
stanford-ai-2021	138	198	1	1	CD
stanford-ai-2021	138	199	.1	.1	.
stanford-ai-2021	138	200	P	p	NN
stanford-ai-2021	138	201	U	U	NNP
stanford-ai-2021	138	202	B	B	NNP
stanford-ai-2021	138	203	L	L	NNP
stanford-ai-2021	138	204	I	i	NN
stanford-ai-2021	138	205	C	c	NN
stanford-ai-2021	138	206	AT	at	IN
stanford-ai-2021	138	207	I	i	NN
stanford-ai-2021	138	208	O	o	NN
stanford-ai-2021	138	209	N	n	NN
stanford-ai-2021	138	210	S	s	NN
stanford-ai-2021	138	211	C	c	NN
stanford-ai-2021	138	212	H	h	NN
stanford-ai-2021	138	213	A	a	NN
stanford-ai-2021	138	214	P	p	NN
stanford-ai-2021	138	215	T	t	NN
stanford-ai-2021	138	216	E	e	NN
stanford-ai-2021	138	217	R	r	NN
stanford-ai-2021	138	218	1	1	CD
stanford-ai-2021	138	219	:	:	:
stanford-ai-2021	138	220	R	r	NN
stanford-ai-2021	138	221	E	e	NN
stanford-ai-2021	138	222	S	s	NN
stanford-ai-2021	138	223	E	e	NN
stanford-ai-2021	138	224	A	a	NN
stanford-ai-2021	138	225	R	r	NN
stanford-ai-2021	138	226	C	c	NN
stanford-ai-2021	138	227	H	h	NN
stanford-ai-2021	138	228	&	&	CC
stanford-ai-2021	138	229	D	d	NN
stanford-ai-2021	138	230	E	e	NN
stanford-ai-2021	138	231	V	v	NN
stanford-ai-2021	138	232	E	e	NN
stanford-ai-2021	138	233	L	l	NN
stanford-ai-2021	138	234	O	o	NN
stanford-ai-2021	138	235	P	p	NN
stanford-ai-2021	138	236	M	m	NN
stanford-ai-2021	138	237	E	e	NN
stanford-ai-2021	138	238	N	n	NN
stanford-ai-2021	138	239	T	t	NN
stanford-ai-2021	138	240	Figure	figure	NN
stanford-ai-2021	138	241	1.1.4a	1.1.4a	VBN
stanford-ai-2021	138	242	By	by	IN
stanford-ai-2021	138	243	Institutional	Institutional	NNP
stanford-ai-2021	138	244	Affiliation	Affiliation	NNP
stanford-ai-2021	138	245	The	the	DT
stanford-ai-2021	138	246	following	follow	VBG
stanford-ai-2021	138	247	charts	chart	NNS
stanford-ai-2021	138	248	show	show	VBP
stanford-ai-2021	138	249	the	the	DT
stanford-ai-2021	138	250	number	number	NN
stanford-ai-2021	138	251	of	of	IN
stanford-ai-2021	138	252	peer	peer	NN
stanford-ai-2021	138	253	-	-	HYPH
stanford-ai-2021	138	254	reviewed	review	VBN
stanford-ai-2021	138	255	AI	AI	NNP
stanford-ai-2021	138	256	publications	publication	NNS
stanford-ai-2021	138	257	affiliated	affiliate	VBN
stanford-ai-2021	138	258	with	with	IN
stanford-ai-2021	138	259	corporate	corporate	JJ
stanford-ai-2021	138	260	,	,	,
stanford-ai-2021	138	261	government	government	NN
stanford-ai-2021	138	262	,	,	,
stanford-ai-2021	138	263	medical	medical	JJ
stanford-ai-2021	138	264	,	,	,
stanford-ai-2021	138	265	and	and	CC
stanford-ai-2021	138	266	other	other	JJ
stanford-ai-2021	138	267	institutions	institution	NNS
stanford-ai-2021	138	268	in	in	IN
stanford-ai-2021	138	269	China	China	NNP
stanford-ai-2021	138	270	(	(	-LRB-
stanford-ai-2021	138	271	Figure	Figure	NNP
stanford-ai-2021	138	272	1.1.4a	1.1.4a	NNP
stanford-ai-2021	138	273	)	)	-RRB-
stanford-ai-2021	138	274	,	,	,
stanford-ai-2021	138	275	the	the	DT
stanford-ai-2021	138	276	European	European	NNP
stanford-ai-2021	138	277	Union	Union	NNP
stanford-ai-2021	138	278	(	(	-LRB-
stanford-ai-2021	138	279	Figure	Figure	NNP
stanford-ai-2021	138	280	1.1.4b	1.1.4b	NNP
stanford-ai-2021	138	281	)	)	-RRB-
stanford-ai-2021	138	282	,	,	,
stanford-ai-2021	138	283	and	and	CC
stanford-ai-2021	138	284	the	the	DT
stanford-ai-2021	138	285	United	United	NNP
stanford-ai-2021	138	286	States	States	NNP
stanford-ai-2021	138	287	(	(	-LRB-
stanford-ai-2021	138	288	Figure	Figure	NNP
stanford-ai-2021	138	289	1.1.4c).2	1.1.4c).2	CD
stanford-ai-2021	138	290	In	in	IN
stanford-ai-2021	138	291	2019	2019	CD
stanford-ai-2021	138	292	,	,	,
stanford-ai-2021	138	293	roughly	roughly	RB
stanford-ai-2021	138	294	95.4	95.4	CD
stanford-ai-2021	138	295	%	%	NN
stanford-ai-2021	138	296	of	of	IN
stanford-ai-2021	138	297	overall	overall	JJ
stanford-ai-2021	138	298	peer-	peer-	NN
stanford-ai-2021	138	299	reviewed	review	VBN
stanford-ai-2021	138	300	AI	AI	NNP
stanford-ai-2021	138	301	publications	publication	NNS
stanford-ai-2021	138	302	in	in	IN
stanford-ai-2021	138	303	China	China	NNP
stanford-ai-2021	138	304	were	be	VBD
stanford-ai-2021	138	305	affiliated	affiliate	VBN
stanford-ai-2021	138	306	with	with	IN
stanford-ai-2021	138	307	the	the	DT
stanford-ai-2021	138	308	academic	academic	JJ
stanford-ai-2021	138	309	field	field	NN
stanford-ai-2021	138	310	,	,	,
stanford-ai-2021	138	311	compared	compare	VBN
stanford-ai-2021	138	312	with	with	IN
stanford-ai-2021	138	313	81.9	81.9	CD
stanford-ai-2021	138	314	%	%	NN
stanford-ai-2021	138	315	in	in	IN
stanford-ai-2021	138	316	the	the	DT
stanford-ai-2021	138	317	European	European	NNP
stanford-ai-2021	138	318	Union	Union	NNP
stanford-ai-2021	138	319	and	and	CC
stanford-ai-2021	138	320	89.6	89.6	CD
stanford-ai-2021	138	321	%	%	NN
stanford-ai-2021	138	322	in	in	IN
stanford-ai-2021	138	323	the	the	DT
stanford-ai-2021	138	324	United	United	NNP
stanford-ai-2021	138	325	States	States	NNP
stanford-ai-2021	138	326	.	.	.
stanford-ai-2021	139	1	Those	those	DT
stanford-ai-2021	139	2	affiliation	affiliation	NN
stanford-ai-2021	139	3	categories	category	NNS
stanford-ai-2021	139	4	are	be	VBP
stanford-ai-2021	139	5	not	not	RB
stanford-ai-2021	139	6	mutually	mutually	RB
stanford-ai-2021	139	7	exclusive	exclusive	JJ
stanford-ai-2021	139	8	,	,	,
stanford-ai-2021	139	9	as	as	IN
stanford-ai-2021	139	10	some	some	DT
stanford-ai-2021	139	11	authors	author	NNS
stanford-ai-2021	139	12	could	could	MD
stanford-ai-2021	139	13	be	be	VB
stanford-ai-2021	139	14	affiliated	affiliate	VBN
stanford-ai-2021	139	15	with	with	IN
stanford-ai-2021	139	16	more	more	JJR
stanford-ai-2021	139	17	than	than	IN
stanford-ai-2021	139	18	one	one	CD
stanford-ai-2021	139	19	type	type	NN
stanford-ai-2021	139	20	of	of	IN
stanford-ai-2021	139	21	institution	institution	NN
stanford-ai-2021	139	22	.	.	.
stanford-ai-2021	140	1	The	the	DT
stanford-ai-2021	140	2	data	datum	NNS
stanford-ai-2021	140	3	suggests	suggest	VBZ
stanford-ai-2021	140	4	that	that	IN
stanford-ai-2021	140	5	,	,	,
stanford-ai-2021	140	6	excluding	exclude	VBG
stanford-ai-2021	140	7	academia	academia	NN
stanford-ai-2021	140	8	,	,	,
stanford-ai-2021	140	9	government	government	NN
stanford-ai-2021	140	10	institutions	institution	NNS
stanford-ai-2021	140	11	—	—	:
stanford-ai-2021	140	12	more	more	JJR
stanford-ai-2021	140	13	than	than	IN
stanford-ai-2021	140	14	those	those	DT
stanford-ai-2021	140	15	in	in	IN
stanford-ai-2021	140	16	other	other	JJ
stanford-ai-2021	140	17	categories	category	NNS
stanford-ai-2021	140	18	—	—	:
stanford-ai-2021	140	19	consistently	consistently	RB
stanford-ai-2021	140	20	contribute	contribute	VBP
stanford-ai-2021	140	21	the	the	DT
stanford-ai-2021	140	22	highest	high	JJS
stanford-ai-2021	140	23	percentage	percentage	NN
stanford-ai-2021	140	24	of	of	IN
stanford-ai-2021	140	25	peer-	peer-	NN
stanford-ai-2021	140	26	reviewed	review	VBN
stanford-ai-2021	140	27	AI	AI	NNP
stanford-ai-2021	140	28	publications	publication	NNS
stanford-ai-2021	140	29	in	in	IN
stanford-ai-2021	140	30	both	both	DT
stanford-ai-2021	140	31	China	China	NNP
stanford-ai-2021	140	32	and	and	CC
stanford-ai-2021	140	33	the	the	DT
stanford-ai-2021	140	34	European	European	NNP
stanford-ai-2021	140	35	Union	Union	NNP
stanford-ai-2021	140	36	(	(	-LRB-
stanford-ai-2021	140	37	15.6	15.6	CD
stanford-ai-2021	140	38	%	%	NN
stanford-ai-2021	140	39	and	and	CC
stanford-ai-2021	140	40	17.2	17.2	CD
stanford-ai-2021	140	41	%	%	NN
stanford-ai-2021	140	42	,	,	,
stanford-ai-2021	140	43	respectively	respectively	RB
stanford-ai-2021	140	44	,	,	,
stanford-ai-2021	140	45	in	in	IN
stanford-ai-2021	140	46	2019	2019	CD
stanford-ai-2021	140	47	)	)	-RRB-
stanford-ai-2021	140	48	,	,	,
stanford-ai-2021	140	49	while	while	IN
stanford-ai-2021	140	50	in	in	IN
stanford-ai-2021	140	51	the	the	DT
stanford-ai-2021	140	52	United	United	NNP
stanford-ai-2021	140	53	States	States	NNP
stanford-ai-2021	140	54	,	,	,
stanford-ai-2021	140	55	the	the	DT
stanford-ai-2021	140	56	highest	high	JJS
stanford-ai-2021	140	57	portion	portion	NN
stanford-ai-2021	140	58	is	be	VBZ
stanford-ai-2021	140	59	corporate-	corporate-	RB
stanford-ai-2021	140	60	affiliated	affiliate	VBN
stanford-ai-2021	140	61	(	(	-LRB-
stanford-ai-2021	140	62	19.2	19.2	CD
stanford-ai-2021	140	63	%	%	NN
stanford-ai-2021	140	64	)	)	-RRB-
stanford-ai-2021	140	65	.	.	.
stanford-ai-2021	141	1	2	2	LS
stanford-ai-2021	141	2	Across	across	IN
stanford-ai-2021	141	3	all	all	DT
stanford-ai-2021	141	4	three	three	CD
stanford-ai-2021	141	5	geographic	geographic	JJ
stanford-ai-2021	141	6	areas	area	NNS
stanford-ai-2021	141	7	,	,	,
stanford-ai-2021	141	8	the	the	DT
stanford-ai-2021	141	9	number	number	NN
stanford-ai-2021	141	10	of	of	IN
stanford-ai-2021	141	11	papers	paper	NNS
stanford-ai-2021	141	12	affiliated	affiliate	VBN
stanford-ai-2021	141	13	with	with	IN
stanford-ai-2021	141	14	academia	academia	NN
stanford-ai-2021	141	15	exceeds	exceed	VBZ
stanford-ai-2021	141	16	that	that	DT
stanford-ai-2021	141	17	of	of	IN
stanford-ai-2021	141	18	government-	government-	NNP
stanford-ai-2021	141	19	,	,	,
stanford-ai-2021	141	20	corporate-	corporate-	NNP
stanford-ai-2021	141	21	,	,	,
stanford-ai-2021	141	22	and	and	CC
stanford-ai-2021	141	23	medical	medical	JJ
stanford-ai-2021	141	24	-	-	HYPH
stanford-ai-2021	141	25	affiliated	affiliate	VBN
stanford-ai-2021	141	26	ones	one	NNS
stanford-ai-2021	141	27	;	;	:
stanford-ai-2021	141	28	therefore	therefore	RB
stanford-ai-2021	141	29	,	,	,
stanford-ai-2021	141	30	the	the	DT
stanford-ai-2021	141	31	academia	academia	NN
stanford-ai-2021	141	32	affiliation	affiliation	NN
stanford-ai-2021	141	33	is	be	VBZ
stanford-ai-2021	141	34	not	not	RB
stanford-ai-2021	141	35	shown	show	VBN
stanford-ai-2021	141	36	,	,	,
stanford-ai-2021	141	37	as	as	IN
stanford-ai-2021	141	38	it	-PRON-	PRP
stanford-ai-2021	141	39	would	would	MD
stanford-ai-2021	141	40	distort	distort	VB
stanford-ai-2021	141	41	the	the	DT
stanford-ai-2021	141	42	graphs	graphs	NN
stanford-ai-2021	141	43	.	.	.
stanford-ai-2021	142	1	TA	TA	NNP
stanford-ai-2021	142	2	B	B	NNP
stanford-ai-2021	142	3	L	l	NN
stanford-ai-2021	142	4	E	e	NN
stanford-ai-2021	142	5	O	o	NN
stanford-ai-2021	142	6	F	f	NN
stanford-ai-2021	142	7	C	c	NN
stanford-ai-2021	142	8	O	o	NN
stanford-ai-2021	142	9	N	n	NN
stanford-ai-2021	142	10	T	t	NN
stanford-ai-2021	142	11	E	e	NN
stanford-ai-2021	142	12	N	n	NN
stanford-ai-2021	142	13	T	t	NN
stanford-ai-2021	142	14	S	s	NN
stanford-ai-2021	142	15	2	2	CD
stanford-ai-2021	142	16	2C	2c	CD
stanford-ai-2021	142	17	H	h	NN
stanford-ai-2021	142	18	A	a	NN
stanford-ai-2021	142	19	P	p	NN
stanford-ai-2021	142	20	T	t	NN
stanford-ai-2021	142	21	E	e	NN
stanford-ai-2021	142	22	R	r	NN
stanford-ai-2021	142	23	1	1	CD
stanford-ai-2021	142	24	P	p	NN
stanford-ai-2021	142	25	R	r	NN
stanford-ai-2021	142	26	E	e	NN
stanford-ai-2021	142	27	V	v	NN
stanford-ai-2021	142	28	I	i	NN
stanford-ai-2021	142	29	E	e	NN
stanford-ai-2021	142	30	W	W	NNP
stanford-ai-2021	142	31	Artificial	Artificial	NNP
stanford-ai-2021	142	32	Intelligence	Intelligence	NNP
stanford-ai-2021	142	33	Index	Index	NNP
stanford-ai-2021	142	34	Report	Report	NNP
stanford-ai-2021	142	35	2021	2021	CD
stanford-ai-2021	142	36	20	20	CD
stanford-ai-2021	142	37	0	0	CD
stanford-ai-2021	142	38	0	0	CD
stanford-ai-2021	142	39	20	20	CD
stanford-ai-2021	142	40	0	0	CD
stanford-ai-2021	142	41	1	1	CD
stanford-ai-2021	142	42	20	20	CD
stanford-ai-2021	142	43	0	0	CD
stanford-ai-2021	142	44	2	2	CD
stanford-ai-2021	142	45	20	20	CD
stanford-ai-2021	142	46	0	0	CD
stanford-ai-2021	142	47	3	3	CD
stanford-ai-2021	142	48	20	20	CD
stanford-ai-2021	142	49	0	0	CD
stanford-ai-2021	142	50	4	4	CD
stanford-ai-2021	142	51	20	20	CD
stanford-ai-2021	142	52	0	0	CD
stanford-ai-2021	142	53	5	5	CD
stanford-ai-2021	142	54	20	20	CD
stanford-ai-2021	142	55	0	0	CD
stanford-ai-2021	142	56	6	6	CD
stanford-ai-2021	142	57	20	20	CD
stanford-ai-2021	142	58	0	0	CD
stanford-ai-2021	142	59	7	7	CD
stanford-ai-2021	142	60	20	20	CD
stanford-ai-2021	142	61	0	0	CD
stanford-ai-2021	142	62	8	8	CD
stanford-ai-2021	142	63	20	20	CD
stanford-ai-2021	142	64	0	0	CD
stanford-ai-2021	142	65	9	9	CD
stanford-ai-2021	142	66	20	20	CD
stanford-ai-2021	142	67	10	10	CD
stanford-ai-2021	142	68	20	20	CD
stanford-ai-2021	142	69	11	11	CD
stanford-ai-2021	142	70	20	20	CD
stanford-ai-2021	142	71	12	12	CD
stanford-ai-2021	142	72	20	20	CD
stanford-ai-2021	142	73	13	13	CD
stanford-ai-2021	142	74	20	20	CD
stanford-ai-2021	142	75	14	14	CD
stanford-ai-2021	142	76	20	20	CD
stanford-ai-2021	142	77	15	15	CD
stanford-ai-2021	142	78	20	20	CD
stanford-ai-2021	142	79	16	16	CD
stanford-ai-2021	142	80	20	20	CD
stanford-ai-2021	142	81	17	17	CD
stanford-ai-2021	142	82	20	20	CD
stanford-ai-2021	142	83	18	18	CD
stanford-ai-2021	142	84	20	20	CD
stanford-ai-2021	142	85	19	19	CD
stanford-ai-2021	142	86	0	0	CD
stanford-ai-2021	142	87	1,000	1,000	CD
stanford-ai-2021	142	88	2,000	2,000	CD
stanford-ai-2021	142	89	3,000	3,000	CD
stanford-ai-2021	142	90	N	n	CD
stanford-ai-2021	142	91	u	u	NNP
stanford-ai-2021	142	92	m	m	NNP
stanford-ai-2021	142	93	b	b	NNP
stanford-ai-2021	142	94	er	er	UH
stanford-ai-2021	142	95	o	o	XX
stanford-ai-2021	142	96	f	f	NNP
stanford-ai-2021	142	97	P	p	NN
stanford-ai-2021	142	98	ee	ee	NN
stanford-ai-2021	142	99	r-	r-	XX
stanford-ai-2021	142	100	R	r	NN
stanford-ai-2021	142	101	ev	ev	NN
stanford-ai-2021	142	102	ie	ie	NNP
stanford-ai-2021	142	103	w	w	XX
stanford-ai-2021	142	104	ed	ed	NNP
stanford-ai-2021	142	105	A	A	NNP
stanford-ai-2021	142	106	I	i	NN
stanford-ai-2021	142	107	P	p	NN
stanford-ai-2021	142	108	u	u	NN
stanford-ai-2021	142	109	b	b	NN
stanford-ai-2021	142	110	lic	lic	NN
stanford-ai-2021	142	111	at	at	IN
stanford-ai-2021	142	112	io	io	NNP
stanford-ai-2021	142	113	n	n	NNP
stanford-ai-2021	142	114	s	s	NNP
stanford-ai-2021	142	115	120	120	CD
stanford-ai-2021	142	116	Other	other	JJ
stanford-ai-2021	142	117	718	718	CD
stanford-ai-2021	142	118	Medical	medical	JJ
stanford-ai-2021	142	119	2,277	2,277	CD
stanford-ai-2021	142	120	Gov.	Gov.	NNP
stanford-ai-2021	143	1	3,513	3,513	CD
stanford-ai-2021	143	2	Corporate	corporate	JJ
stanford-ai-2021	143	3	NUMBER	number	NN
stanford-ai-2021	143	4	of	of	IN
stanford-ai-2021	143	5	PEER	PEER	NNP
stanford-ai-2021	143	6	-	-	HYPH
stanford-ai-2021	143	7	REVIEWED	REVIEWED	NNP
stanford-ai-2021	143	8	AI	AI	NNP
stanford-ai-2021	143	9	PUBLICATIONS	publications	NN
stanford-ai-2021	143	10	in	in	IN
stanford-ai-2021	143	11	the	the	DT
stanford-ai-2021	143	12	UNITED	UNITED	NNP
stanford-ai-2021	143	13	STATES	STATES	NNP
stanford-ai-2021	143	14	by	by	IN
stanford-ai-2021	143	15	INSTITUTIONAL	INSTITUTIONAL	NNP
stanford-ai-2021	143	16	AFFILIATION	AFFILIATION	NNP
stanford-ai-2021	143	17	,	,	,
stanford-ai-2021	143	18	2000	2000	CD
stanford-ai-2021	143	19	-	-	SYM
stanford-ai-2021	143	20	19	19	CD
stanford-ai-2021	143	21	Source	source	NN
stanford-ai-2021	143	22	:	:	:
stanford-ai-2021	143	23	Elsevier	Elsevier	NNP
stanford-ai-2021	143	24	/	/	SYM
stanford-ai-2021	143	25	Scopus	Scopus	NNP
stanford-ai-2021	143	26	,	,	,
stanford-ai-2021	143	27	2020	2020	CD
stanford-ai-2021	143	28	|	|	NNP
stanford-ai-2021	143	29	Chart	Chart	NNP
stanford-ai-2021	143	30	:	:	:
stanford-ai-2021	143	31	2021	2021	CD
stanford-ai-2021	143	32	AI	AI	NNP
stanford-ai-2021	143	33	Index	Index	NNP
stanford-ai-2021	143	34	Report	Report	NNP
stanford-ai-2021	143	35	1	1	CD
stanford-ai-2021	143	36	.1	.1	.
stanford-ai-2021	143	37	P	p	NN
stanford-ai-2021	143	38	U	U	NNP
stanford-ai-2021	143	39	B	B	NNP
stanford-ai-2021	143	40	L	L	NNP
stanford-ai-2021	143	41	I	i	NN
stanford-ai-2021	143	42	C	c	NN
stanford-ai-2021	143	43	AT	at	IN
stanford-ai-2021	143	44	I	i	NN
stanford-ai-2021	143	45	O	o	NN
stanford-ai-2021	143	46	N	n	NN
stanford-ai-2021	143	47	S	s	NN
stanford-ai-2021	143	48	C	c	NN
stanford-ai-2021	143	49	H	h	NN
stanford-ai-2021	143	50	A	a	NN
stanford-ai-2021	143	51	P	p	NN
stanford-ai-2021	143	52	T	t	NN
stanford-ai-2021	143	53	E	e	NN
stanford-ai-2021	143	54	R	r	NN
stanford-ai-2021	143	55	1	1	CD
stanford-ai-2021	143	56	:	:	:
stanford-ai-2021	143	57	R	r	NN
stanford-ai-2021	143	58	E	e	NN
stanford-ai-2021	143	59	S	s	NN
stanford-ai-2021	143	60	E	e	NN
stanford-ai-2021	143	61	A	a	NN
stanford-ai-2021	143	62	R	r	NN
stanford-ai-2021	143	63	C	c	NN
stanford-ai-2021	143	64	H	h	NN
stanford-ai-2021	143	65	&	&	CC
stanford-ai-2021	143	66	D	d	NN
stanford-ai-2021	143	67	E	e	NN
stanford-ai-2021	143	68	V	v	NN
stanford-ai-2021	143	69	E	e	NN
stanford-ai-2021	143	70	L	l	NN
stanford-ai-2021	143	71	O	o	NN
stanford-ai-2021	143	72	P	p	NN
stanford-ai-2021	143	73	M	m	NN
stanford-ai-2021	143	74	E	e	NN
stanford-ai-2021	143	75	N	n	NN
stanford-ai-2021	143	76	T	t	NN
stanford-ai-2021	143	77	Figure	figure	NN
stanford-ai-2021	143	78	1.1.4c	1.1.4c	CD
stanford-ai-2021	143	79	20	20	CD
stanford-ai-2021	143	80	0	0	CD
stanford-ai-2021	143	81	0	0	CD
stanford-ai-2021	143	82	20	20	CD
stanford-ai-2021	143	83	0	0	CD
stanford-ai-2021	143	84	1	1	CD
stanford-ai-2021	143	85	20	20	CD
stanford-ai-2021	143	86	0	0	CD
stanford-ai-2021	143	87	2	2	CD
stanford-ai-2021	143	88	20	20	CD
stanford-ai-2021	143	89	0	0	CD
stanford-ai-2021	143	90	3	3	CD
stanford-ai-2021	143	91	20	20	CD
stanford-ai-2021	143	92	0	0	CD
stanford-ai-2021	143	93	4	4	CD
stanford-ai-2021	143	94	20	20	CD
stanford-ai-2021	143	95	0	0	CD
stanford-ai-2021	143	96	5	5	CD
stanford-ai-2021	143	97	20	20	CD
stanford-ai-2021	143	98	0	0	CD
stanford-ai-2021	143	99	6	6	CD
stanford-ai-2021	143	100	20	20	CD
stanford-ai-2021	143	101	0	0	CD
stanford-ai-2021	143	102	7	7	CD
stanford-ai-2021	143	103	20	20	CD
stanford-ai-2021	143	104	0	0	CD
stanford-ai-2021	143	105	8	8	CD
stanford-ai-2021	143	106	20	20	CD
stanford-ai-2021	143	107	0	0	CD
stanford-ai-2021	143	108	9	9	CD
stanford-ai-2021	143	109	20	20	CD
stanford-ai-2021	143	110	10	10	CD
stanford-ai-2021	143	111	20	20	CD
stanford-ai-2021	143	112	11	11	CD
stanford-ai-2021	143	113	20	20	CD
stanford-ai-2021	143	114	12	12	CD
stanford-ai-2021	143	115	20	20	CD
stanford-ai-2021	143	116	13	13	CD
stanford-ai-2021	143	117	20	20	CD
stanford-ai-2021	143	118	14	14	CD
stanford-ai-2021	143	119	20	20	CD
stanford-ai-2021	143	120	15	15	CD
stanford-ai-2021	143	121	20	20	CD
stanford-ai-2021	143	122	16	16	CD
stanford-ai-2021	143	123	20	20	CD
stanford-ai-2021	143	124	17	17	CD
stanford-ai-2021	143	125	20	20	CD
stanford-ai-2021	143	126	18	18	CD
stanford-ai-2021	143	127	20	20	CD
stanford-ai-2021	143	128	19	19	CD
stanford-ai-2021	143	129	0	0	CD
stanford-ai-2021	143	130	1,000	1,000	CD
stanford-ai-2021	143	131	2,000	2,000	CD
stanford-ai-2021	143	132	3,000	3,000	CD
stanford-ai-2021	143	133	N	n	CD
stanford-ai-2021	143	134	u	u	NNP
stanford-ai-2021	143	135	m	m	NNP
stanford-ai-2021	143	136	b	b	NNP
stanford-ai-2021	143	137	er	er	UH
stanford-ai-2021	143	138	o	o	XX
stanford-ai-2021	143	139	f	f	NNP
stanford-ai-2021	143	140	P	p	NN
stanford-ai-2021	143	141	ee	ee	NN
stanford-ai-2021	143	142	r-	r-	XX
stanford-ai-2021	143	143	R	r	NN
stanford-ai-2021	143	144	ev	ev	NN
stanford-ai-2021	143	145	ie	ie	NNP
stanford-ai-2021	143	146	w	w	XX
stanford-ai-2021	143	147	ed	ed	NNP
stanford-ai-2021	143	148	A	A	NNP
stanford-ai-2021	143	149	I	i	NN
stanford-ai-2021	143	150	P	p	NN
stanford-ai-2021	143	151	u	u	NN
stanford-ai-2021	143	152	b	b	NN
stanford-ai-2021	143	153	lic	lic	NN
stanford-ai-2021	143	154	at	at	IN
stanford-ai-2021	143	155	io	io	NNP
stanford-ai-2021	143	156	n	n	NNP
stanford-ai-2021	143	157	s	s	NNP
stanford-ai-2021	143	158	187	187	CD
stanford-ai-2021	143	159	Other	Other	NNP
stanford-ai-2021	143	160	508	508	CD
stanford-ai-2021	143	161	Medical	Medical	NNP
stanford-ai-2021	143	162	3,523	3,523	CD
stanford-ai-2021	143	163	Government	Government	NNP
stanford-ai-2021	143	164	1,594	1,594	CD
stanford-ai-2021	143	165	Corporate	corporate	JJ
stanford-ai-2021	143	166	NUMBER	number	NN
stanford-ai-2021	143	167	of	of	IN
stanford-ai-2021	143	168	PEER	PEER	NNP
stanford-ai-2021	143	169	-	-	HYPH
stanford-ai-2021	143	170	REVIEWED	REVIEWED	NNP
stanford-ai-2021	143	171	AI	AI	NNP
stanford-ai-2021	143	172	PUBLICATIONS	publications	NN
stanford-ai-2021	143	173	in	in	IN
stanford-ai-2021	143	174	the	the	DT
stanford-ai-2021	143	175	EUROPEAN	EUROPEAN	NNP
stanford-ai-2021	143	176	UNION	UNION	NNP
stanford-ai-2021	143	177	by	by	IN
stanford-ai-2021	143	178	INSTITUTIONAL	INSTITUTIONAL	NNP
stanford-ai-2021	143	179	AFFILIATION	AFFILIATION	NNP
stanford-ai-2021	143	180	,	,	,
stanford-ai-2021	143	181	2000	2000	CD
stanford-ai-2021	143	182	-	-	SYM
stanford-ai-2021	143	183	19	19	CD
stanford-ai-2021	143	184	Source	source	NN
stanford-ai-2021	143	185	:	:	:
stanford-ai-2021	143	186	Elsevier	Elsevier	NNP
stanford-ai-2021	143	187	/	/	SYM
stanford-ai-2021	143	188	Scopus	Scopus	NNP
stanford-ai-2021	143	189	,	,	,
stanford-ai-2021	143	190	2020	2020	CD
stanford-ai-2021	143	191	|	|	NNP
stanford-ai-2021	143	192	Chart	Chart	NNP
stanford-ai-2021	143	193	:	:	:
stanford-ai-2021	143	194	2021	2021	CD
stanford-ai-2021	143	195	AI	AI	NNP
stanford-ai-2021	143	196	Index	Index	NNP
stanford-ai-2021	143	197	Report	Report	NNP
stanford-ai-2021	143	198	Figure	Figure	NNP
stanford-ai-2021	143	199	1.1.4b	1.1.4b	NN
stanford-ai-2021	143	200	TA	TA	NNP
stanford-ai-2021	143	201	B	B	NNP
stanford-ai-2021	143	202	L	l	NN
stanford-ai-2021	143	203	E	e	NN
stanford-ai-2021	143	204	O	o	NN
stanford-ai-2021	143	205	F	f	NN
stanford-ai-2021	143	206	C	c	NN
stanford-ai-2021	143	207	O	o	NN
stanford-ai-2021	143	208	N	n	NN
stanford-ai-2021	143	209	T	t	NN
stanford-ai-2021	143	210	E	e	NN
stanford-ai-2021	143	211	N	n	NN
stanford-ai-2021	143	212	T	t	NN
stanford-ai-2021	143	213	S	s	NN
stanford-ai-2021	143	214	2	2	CD
stanford-ai-2021	143	215	3C	3c	NN
stanford-ai-2021	143	216	H	H	NNP
stanford-ai-2021	143	217	A	a	NN
stanford-ai-2021	143	218	P	p	NN
stanford-ai-2021	143	219	T	t	NN
stanford-ai-2021	143	220	E	e	NN
stanford-ai-2021	143	221	R	r	NN
stanford-ai-2021	143	222	1	1	CD
stanford-ai-2021	143	223	P	p	NN
stanford-ai-2021	143	224	R	r	NN
stanford-ai-2021	143	225	E	e	NN
stanford-ai-2021	143	226	V	v	NN
stanford-ai-2021	143	227	I	i	NN
stanford-ai-2021	143	228	E	e	NN
stanford-ai-2021	143	229	W	W	NNP
stanford-ai-2021	143	230	Artificial	Artificial	NNP
stanford-ai-2021	143	231	Intelligence	Intelligence	NNP
stanford-ai-2021	143	232	Index	Index	NNP
stanford-ai-2021	143	233	Report	Report	NNP
stanford-ai-2021	143	234	2021	2021	CD
stanford-ai-2021	143	235	0	0	CD
stanford-ai-2021	143	236	1,000	1,000	CD
stanford-ai-2021	143	237	2,000	2,000	CD
stanford-ai-2021	143	238	3,000	3,000	CD
stanford-ai-2021	143	239	4,000	4,000	CD
stanford-ai-2021	143	240	5,000	5,000	CD
stanford-ai-2021	143	241	6,000	6,000	CD
stanford-ai-2021	143	242	7,000	7,000	CD
stanford-ai-2021	143	243	8,000	8,000	CD
stanford-ai-2021	143	244	Number	Number	NNP
stanford-ai-2021	143	245	of	of	IN
stanford-ai-2021	143	246	Peer	Peer	NNP
stanford-ai-2021	143	247	-	-	HYPH
stanford-ai-2021	143	248	Reviewed	review	VBN
stanford-ai-2021	143	249	AI	AI	NNP
stanford-ai-2021	143	250	Publications	Publications	NNP
stanford-ai-2021	143	251	United	United	NNP
stanford-ai-2021	143	252	States	States	NNP
stanford-ai-2021	143	253	European	European	NNP
stanford-ai-2021	143	254	Union	Union	NNP
stanford-ai-2021	143	255	China	China	NNP
stanford-ai-2021	143	256	United	United	NNP
stanford-ai-2021	143	257	Kingdom	Kingdom	NNP
stanford-ai-2021	143	258	Germany	Germany	NNP
stanford-ai-2021	143	259	Japan	Japan	NNP
stanford-ai-2021	143	260	France	France	NNP
stanford-ai-2021	143	261	Canada	Canada	NNP
stanford-ai-2021	143	262	South	South	NNP
stanford-ai-2021	143	263	Korea	Korea	NNP
stanford-ai-2021	143	264	Netherlands	Netherlands	NNP
stanford-ai-2021	143	265	Switzerland	Switzerland	NNP
stanford-ai-2021	143	266	India	India	NNP
stanford-ai-2021	143	267	Hong	Hong	NNP
stanford-ai-2021	143	268	Kong	Kong	NNP
stanford-ai-2021	143	269	Spain	Spain	NNP
stanford-ai-2021	143	270	Italy	Italy	NNP
stanford-ai-2021	143	271	NUMBER	NUMBER	NNP
stanford-ai-2021	143	272	of	of	IN
stanford-ai-2021	143	273	ACADEMIC	academic	JJ
stanford-ai-2021	143	274	-	-	HYPH
stanford-ai-2021	143	275	CORPORATE	corporate	JJ
stanford-ai-2021	143	276	PEER	peer	NN
stanford-ai-2021	143	277	-	-	HYPH
stanford-ai-2021	143	278	REVIEWED	reviewed	NN
stanford-ai-2021	143	279	AI	AI	NNP
stanford-ai-2021	143	280	PUBLICATIONS	publications	NN
stanford-ai-2021	143	281	by	by	IN
stanford-ai-2021	143	282	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	143	283	AREA	AREA	NNP
stanford-ai-2021	143	284	,	,	,
stanford-ai-2021	143	285	2015	2015	CD
stanford-ai-2021	143	286	-	-	SYM
stanford-ai-2021	143	287	19	19	CD
stanford-ai-2021	143	288	(	(	-LRB-
stanford-ai-2021	143	289	SUM	SUM	NNP
stanford-ai-2021	143	290	)	)	-RRB-
stanford-ai-2021	143	291	Source	source	NN
stanford-ai-2021	143	292	:	:	:
stanford-ai-2021	143	293	Elsevier	Elsevier	NNP
stanford-ai-2021	143	294	/	/	SYM
stanford-ai-2021	143	295	Scopus	Scopus	NNP
stanford-ai-2021	143	296	,	,	,
stanford-ai-2021	143	297	2020	2020	CD
stanford-ai-2021	143	298	|	|	NNP
stanford-ai-2021	143	299	Chart	Chart	NNP
stanford-ai-2021	143	300	:	:	:
stanford-ai-2021	143	301	2021	2021	CD
stanford-ai-2021	143	302	AI	AI	NNP
stanford-ai-2021	143	303	Index	Index	NNP
stanford-ai-2021	143	304	Report	Report	NNP
stanford-ai-2021	143	305	1	1	CD
stanford-ai-2021	143	306	.1	.1	.
stanford-ai-2021	143	307	P	p	NN
stanford-ai-2021	143	308	U	U	NNP
stanford-ai-2021	143	309	B	B	NNP
stanford-ai-2021	143	310	L	L	NNP
stanford-ai-2021	143	311	I	i	NN
stanford-ai-2021	143	312	C	c	NN
stanford-ai-2021	143	313	AT	at	IN
stanford-ai-2021	143	314	I	i	NN
stanford-ai-2021	143	315	O	o	NN
stanford-ai-2021	143	316	N	n	NN
stanford-ai-2021	143	317	S	s	NN
stanford-ai-2021	143	318	C	c	NN
stanford-ai-2021	143	319	H	h	NN
stanford-ai-2021	143	320	A	a	NN
stanford-ai-2021	143	321	P	p	NN
stanford-ai-2021	143	322	T	t	NN
stanford-ai-2021	143	323	E	e	NN
stanford-ai-2021	143	324	R	r	NN
stanford-ai-2021	143	325	1	1	CD
stanford-ai-2021	143	326	:	:	:
stanford-ai-2021	143	327	R	r	NN
stanford-ai-2021	143	328	E	e	NN
stanford-ai-2021	143	329	S	s	NN
stanford-ai-2021	143	330	E	e	NN
stanford-ai-2021	143	331	A	a	NN
stanford-ai-2021	143	332	R	r	NN
stanford-ai-2021	143	333	C	c	NN
stanford-ai-2021	143	334	H	h	NN
stanford-ai-2021	143	335	&	&	CC
stanford-ai-2021	143	336	D	d	NN
stanford-ai-2021	143	337	E	e	NN
stanford-ai-2021	143	338	V	v	NN
stanford-ai-2021	143	339	E	e	NN
stanford-ai-2021	143	340	L	l	NN
stanford-ai-2021	143	341	O	o	NN
stanford-ai-2021	143	342	P	p	NN
stanford-ai-2021	143	343	M	m	NN
stanford-ai-2021	143	344	E	e	NN
stanford-ai-2021	143	345	N	n	NN
stanford-ai-2021	143	346	T	t	NN
stanford-ai-2021	143	347	Figure	figure	NN
stanford-ai-2021	143	348	1.1.5	1.1.5	NN
stanford-ai-2021	143	349	Academic	academic	JJ
stanford-ai-2021	143	350	-	-	HYPH
stanford-ai-2021	143	351	Corporate	Corporate	NNP
stanford-ai-2021	143	352	Collaboration	Collaboration	NNP
stanford-ai-2021	143	353	Since	since	IN
stanford-ai-2021	143	354	the	the	DT
stanford-ai-2021	143	355	1980s	1980s	CD
stanford-ai-2021	143	356	,	,	,
stanford-ai-2021	143	357	the	the	DT
stanford-ai-2021	143	358	R&D	r&d	NN
stanford-ai-2021	143	359	collaboration	collaboration	NN
stanford-ai-2021	143	360	between	between	IN
stanford-ai-2021	143	361	academia	academia	NN
stanford-ai-2021	143	362	and	and	CC
stanford-ai-2021	143	363	industry	industry	NN
stanford-ai-2021	143	364	in	in	IN
stanford-ai-2021	143	365	the	the	DT
stanford-ai-2021	143	366	United	United	NNP
stanford-ai-2021	143	367	States	States	NNP
stanford-ai-2021	143	368	has	have	VBZ
stanford-ai-2021	143	369	grown	grow	VBN
stanford-ai-2021	143	370	in	in	IN
stanford-ai-2021	143	371	importance	importance	NN
stanford-ai-2021	143	372	and	and	CC
stanford-ai-2021	143	373	popularity	popularity	NN
stanford-ai-2021	143	374	,	,	,
stanford-ai-2021	143	375	made	make	VBN
stanford-ai-2021	143	376	visible	visible	JJ
stanford-ai-2021	143	377	by	by	IN
stanford-ai-2021	143	378	the	the	DT
stanford-ai-2021	143	379	proliferation	proliferation	NN
stanford-ai-2021	143	380	of	of	IN
stanford-ai-2021	143	381	industry	industry	NN
stanford-ai-2021	143	382	-	-	HYPH
stanford-ai-2021	143	383	university	university	NN
stanford-ai-2021	143	384	research	research	NN
stanford-ai-2021	143	385	centers	center	NNS
stanford-ai-2021	143	386	as	as	RB
stanford-ai-2021	143	387	well	well	RB
stanford-ai-2021	143	388	as	as	IN
stanford-ai-2021	143	389	corporate	corporate	JJ
stanford-ai-2021	143	390	contributions	contribution	NNS
stanford-ai-2021	143	391	to	to	IN
stanford-ai-2021	143	392	university	university	NN
stanford-ai-2021	143	393	research	research	NN
stanford-ai-2021	143	394	.	.	.
stanford-ai-2021	144	1	Figure	figure	NN
stanford-ai-2021	144	2	1.1.5	1.1.5	NN
stanford-ai-2021	144	3	shows	show	VBZ
stanford-ai-2021	144	4	that	that	IN
stanford-ai-2021	144	5	between	between	IN
stanford-ai-2021	144	6	2015	2015	CD
stanford-ai-2021	144	7	and	and	CC
stanford-ai-2021	144	8	2019	2019	CD
stanford-ai-2021	144	9	,	,	,
stanford-ai-2021	144	10	the	the	DT
stanford-ai-2021	144	11	United	United	NNP
stanford-ai-2021	144	12	States	States	NNP
stanford-ai-2021	144	13	produced	produce	VBD
stanford-ai-2021	144	14	the	the	DT
stanford-ai-2021	144	15	highest	high	JJS
stanford-ai-2021	144	16	number	number	NN
stanford-ai-2021	144	17	of	of	IN
stanford-ai-2021	144	18	hybrid	hybrid	JJ
stanford-ai-2021	144	19	academic	academic	JJ
stanford-ai-2021	144	20	-	-	HYPH
stanford-ai-2021	144	21	corporate	corporate	JJ
stanford-ai-2021	144	22	,	,	,
stanford-ai-2021	144	23	co	co	JJ
stanford-ai-2021	144	24	-	-	VBN
stanford-ai-2021	144	25	authored	authored	JJ
stanford-ai-2021	144	26	,	,	,
stanford-ai-2021	144	27	peer	peer	NN
stanford-ai-2021	144	28	-	-	HYPH
stanford-ai-2021	144	29	reviewed	review	VBN
stanford-ai-2021	144	30	AI	AI	NNP
stanford-ai-2021	144	31	publications	publication	NNS
stanford-ai-2021	144	32	—	—	:
stanford-ai-2021	144	33	more	more	RBR
stanford-ai-2021	144	34	than	than	IN
stanford-ai-2021	144	35	double	double	JJ
stanford-ai-2021	144	36	the	the	DT
stanford-ai-2021	144	37	amount	amount	NN
stanford-ai-2021	144	38	in	in	IN
stanford-ai-2021	144	39	the	the	DT
stanford-ai-2021	144	40	European	European	NNP
stanford-ai-2021	144	41	Union	Union	NNP
stanford-ai-2021	144	42	,	,	,
stanford-ai-2021	144	43	which	which	WDT
stanford-ai-2021	144	44	comes	come	VBZ
stanford-ai-2021	144	45	in	in	IN
stanford-ai-2021	144	46	second	second	JJ
stanford-ai-2021	144	47	,	,	,
stanford-ai-2021	144	48	followed	follow	VBN
stanford-ai-2021	144	49	by	by	IN
stanford-ai-2021	144	50	China	China	NNP
stanford-ai-2021	144	51	in	in	IN
stanford-ai-2021	144	52	third	third	JJ
stanford-ai-2021	144	53	place	place	NN
stanford-ai-2021	144	54	.	.	.
stanford-ai-2021	145	1	TA	TA	NNP
stanford-ai-2021	145	2	B	B	NNP
stanford-ai-2021	145	3	L	l	NN
stanford-ai-2021	145	4	E	e	NN
stanford-ai-2021	145	5	O	o	NN
stanford-ai-2021	145	6	F	f	NN
stanford-ai-2021	145	7	C	c	NN
stanford-ai-2021	145	8	O	o	NN
stanford-ai-2021	145	9	N	n	NN
stanford-ai-2021	145	10	T	t	NN
stanford-ai-2021	145	11	E	e	NN
stanford-ai-2021	145	12	N	n	NN
stanford-ai-2021	145	13	T	t	NN
stanford-ai-2021	145	14	S	s	NN
stanford-ai-2021	145	15	24C	24c	CD
stanford-ai-2021	145	16	H	h	NN
stanford-ai-2021	145	17	A	a	NN
stanford-ai-2021	145	18	P	p	NN
stanford-ai-2021	145	19	T	t	NN
stanford-ai-2021	145	20	E	e	NN
stanford-ai-2021	145	21	R	r	NN
stanford-ai-2021	145	22	1	1	CD
stanford-ai-2021	145	23	P	p	NN
stanford-ai-2021	145	24	R	r	NN
stanford-ai-2021	145	25	E	e	NN
stanford-ai-2021	145	26	V	v	NN
stanford-ai-2021	145	27	I	i	NN
stanford-ai-2021	145	28	E	e	NN
stanford-ai-2021	145	29	W	W	NNP
stanford-ai-2021	145	30	Artificial	Artificial	NNP
stanford-ai-2021	145	31	Intelligence	Intelligence	NNP
stanford-ai-2021	145	32	Index	Index	NNP
stanford-ai-2021	145	33	Report	Report	NNP
stanford-ai-2021	145	34	2021	2021	CD
stanford-ai-2021	145	35	5	5	CD
stanford-ai-2021	145	36	10	10	CD
stanford-ai-2021	145	37	20	20	CD
stanford-ai-2021	145	38	50	50	CD
stanford-ai-2021	145	39	100	100	CD
stanford-ai-2021	145	40	200	200	CD
stanford-ai-2021	145	41	500	500	CD
stanford-ai-2021	145	42	1,000	1,000	CD
stanford-ai-2021	145	43	2,000	2,000	CD
stanford-ai-2021	145	44	Number	Number	NNP
stanford-ai-2021	145	45	of	of	IN
stanford-ai-2021	145	46	Academic	academic	JJ
stanford-ai-2021	145	47	-	-	HYPH
stanford-ai-2021	145	48	Corporate	Corporate	NNP
stanford-ai-2021	145	49	Peer	Peer	NNP
stanford-ai-2021	145	50	-	-	HYPH
stanford-ai-2021	145	51	Reviewed	review	VBN
stanford-ai-2021	145	52	AI	AI	NNP
stanford-ai-2021	145	53	Publications	publication	NNS
stanford-ai-2021	145	54	(	(	-LRB-
stanford-ai-2021	145	55	Log	Log	NNP
stanford-ai-2021	145	56	Scale	Scale	NNP
stanford-ai-2021	145	57	)	)	-RRB-
stanford-ai-2021	145	58	0	0	NFP
stanford-ai-2021	145	59	1	1	CD
stanford-ai-2021	145	60	2	2	CD
stanford-ai-2021	145	61	3	3	CD
stanford-ai-2021	145	62	P	p	NN
stanford-ai-2021	145	63	ee	ee	NN
stanford-ai-2021	145	64	r-	r-	XX
stanford-ai-2021	145	65	R	r	NN
stanford-ai-2021	145	66	ev	ev	NN
stanford-ai-2021	145	67	ie	ie	NNP
stanford-ai-2021	145	68	w	w	XX
stanford-ai-2021	145	69	ed	ed	NNP
stanford-ai-2021	145	70	A	A	NNP
stanford-ai-2021	145	71	I	i	NN
stanford-ai-2021	145	72	P	p	NN
stanford-ai-2021	145	73	u	u	NN
stanford-ai-2021	145	74	b	b	NN
stanford-ai-2021	145	75	lic	lic	NN
stanford-ai-2021	145	76	at	at	IN
stanford-ai-2021	145	77	io	io	NNP
stanford-ai-2021	145	78	n	n	NNP
stanford-ai-2021	145	79	s	s	NNP
stanford-ai-2021	145	80	'	'	''
stanford-ai-2021	145	81	F	F	NNP
stanford-ai-2021	145	82	ie	ie	FW
stanford-ai-2021	145	83	ld	ld	UH
stanford-ai-2021	145	84	-W	-W	NNP
stanford-ai-2021	145	85	ei	ei	NNP
stanford-ai-2021	145	86	g	g	NNP
stanford-ai-2021	145	87	h	h	NNP
stanford-ai-2021	145	88	te	te	NNP
stanford-ai-2021	145	89	d	d	NNP
stanford-ai-2021	145	90	C	C	NNP
stanford-ai-2021	145	91	it	-PRON-	PRP
stanford-ai-2021	145	92	at	at	IN
stanford-ai-2021	145	93	io	io	RB
stanford-ai-2021	145	94	n	n	CC
stanford-ai-2021	145	95	I	-PRON-	PRP
stanford-ai-2021	145	96	m	be	VBP
stanford-ai-2021	145	97	p	p	NN
stanford-ai-2021	145	98	ac	ac	IN
stanford-ai-2021	145	99	t	t	NN
stanford-ai-2021	145	100	(	(	-LRB-
stanford-ai-2021	145	101	F	F	NNP
stanford-ai-2021	145	102	W	W	NNP
stanford-ai-2021	145	103	C	C	NNP
stanford-ai-2021	145	104	I	i	NN
stanford-ai-2021	145	105	)	)	-RRB-
stanford-ai-2021	145	106	Germany	Germany	NNP
stanford-ai-2021	145	107	Australia	Australia	NNP
stanford-ai-2021	145	108	Brazil	Brazil	NNP
stanford-ai-2021	145	109	Canada	Canada	NNP
stanford-ai-2021	145	110	China	China	NNP
stanford-ai-2021	145	111	European	European	NNP
stanford-ai-2021	145	112	Union	Union	NNP
stanford-ai-2021	145	113	France	France	NNP
stanford-ai-2021	145	114	Hong	Hong	NNP
stanford-ai-2021	145	115	Kong	Kong	NNP
stanford-ai-2021	145	116	IndiaIndonesia	IndiaIndonesia	NNP
stanford-ai-2021	145	117	Iran	Iran	NNP
stanford-ai-2021	145	118	Italy	Italy	NNP
stanford-ai-2021	145	119	Japan	Japan	NNP
stanford-ai-2021	145	120	Malaysia	Malaysia	NNP
stanford-ai-2021	145	121	Netherlands	Netherlands	NNP
stanford-ai-2021	145	122	Russia	Russia	NNP
stanford-ai-2021	145	123	Singapore	Singapore	NNP
stanford-ai-2021	145	124	South	South	NNP
stanford-ai-2021	145	125	Korea	Korea	NNP
stanford-ai-2021	145	126	Spain	Spain	NNP
stanford-ai-2021	145	127	Switzerland	Switzerland	NNP
stanford-ai-2021	145	128	Taiwan	Taiwan	NNP
stanford-ai-2021	145	129	Turkey	Turkey	NNP
stanford-ai-2021	145	130	United	United	NNP
stanford-ai-2021	145	131	Kingdom	Kingdom	NNP
stanford-ai-2021	145	132	United	United	NNP
stanford-ai-2021	145	133	States	States	NNP
stanford-ai-2021	145	134	PEER	PEER	NNP
stanford-ai-2021	145	135	-	-	HYPH
stanford-ai-2021	145	136	REVIEWED	REVIEWED	NNP
stanford-ai-2021	145	137	AI	AI	NNP
stanford-ai-2021	145	138	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	145	139	'	'	POS
stanford-ai-2021	145	140	FIELD	FIELD	NNP
stanford-ai-2021	145	141	-	-	HYPH
stanford-ai-2021	145	142	WEIGHTED	weight	VBN
stanford-ai-2021	145	143	CITATION	citation	NN
stanford-ai-2021	145	144	IMPACT	impact	NN
stanford-ai-2021	145	145	and	and	CC
stanford-ai-2021	145	146	NUMBER	NUMBER	NNP
stanford-ai-2021	145	147	of	of	IN
stanford-ai-2021	145	148	ACADEMIC	academic	JJ
stanford-ai-2021	145	149	-	-	HYPH
stanford-ai-2021	145	150	CORPORATE	corporate	JJ
stanford-ai-2021	145	151	PEER	peer	NN
stanford-ai-2021	145	152	-	-	HYPH
stanford-ai-2021	145	153	REVIEWED	reviewed	NN
stanford-ai-2021	145	154	AI	AI	NNP
stanford-ai-2021	145	155	PUBLICATIONS	publications	NN
stanford-ai-2021	145	156	,	,	,
stanford-ai-2021	145	157	2019	2019	CD
stanford-ai-2021	145	158	Source	source	NN
stanford-ai-2021	145	159	:	:	:
stanford-ai-2021	145	160	Elsevier	Elsevier	NNP
stanford-ai-2021	145	161	/	/	SYM
stanford-ai-2021	145	162	Scopus	Scopus	NNP
stanford-ai-2021	145	163	,	,	,
stanford-ai-2021	145	164	2020	2020	CD
stanford-ai-2021	145	165	|	|	NNP
stanford-ai-2021	145	166	Chart	Chart	NNP
stanford-ai-2021	145	167	:	:	:
stanford-ai-2021	145	168	2021	2021	CD
stanford-ai-2021	145	169	AI	AI	NNP
stanford-ai-2021	145	170	Index	Index	NNP
stanford-ai-2021	145	171	Report	Report	NNP
stanford-ai-2021	145	172	1	1	CD
stanford-ai-2021	145	173	.1	.1	.
stanford-ai-2021	145	174	P	p	NN
stanford-ai-2021	145	175	U	U	NNP
stanford-ai-2021	145	176	B	B	NNP
stanford-ai-2021	145	177	L	L	NNP
stanford-ai-2021	145	178	I	i	NN
stanford-ai-2021	145	179	C	c	NN
stanford-ai-2021	145	180	AT	at	IN
stanford-ai-2021	145	181	I	i	NN
stanford-ai-2021	145	182	O	o	NN
stanford-ai-2021	145	183	N	n	NN
stanford-ai-2021	145	184	S	s	NN
stanford-ai-2021	145	185	C	c	NN
stanford-ai-2021	145	186	H	h	NN
stanford-ai-2021	145	187	A	a	NN
stanford-ai-2021	145	188	P	p	NN
stanford-ai-2021	145	189	T	t	NN
stanford-ai-2021	145	190	E	e	NN
stanford-ai-2021	145	191	R	r	NN
stanford-ai-2021	145	192	1	1	CD
stanford-ai-2021	145	193	:	:	:
stanford-ai-2021	145	194	R	r	NN
stanford-ai-2021	145	195	E	e	NN
stanford-ai-2021	145	196	S	s	NN
stanford-ai-2021	145	197	E	e	NN
stanford-ai-2021	145	198	A	a	NN
stanford-ai-2021	145	199	R	r	NN
stanford-ai-2021	145	200	C	c	NN
stanford-ai-2021	145	201	H	h	NN
stanford-ai-2021	145	202	&	&	CC
stanford-ai-2021	145	203	D	d	NN
stanford-ai-2021	145	204	E	e	NN
stanford-ai-2021	145	205	V	v	NN
stanford-ai-2021	145	206	E	e	NN
stanford-ai-2021	145	207	L	l	NN
stanford-ai-2021	145	208	O	o	NN
stanford-ai-2021	145	209	P	p	NN
stanford-ai-2021	145	210	M	m	NN
stanford-ai-2021	145	211	E	e	NN
stanford-ai-2021	145	212	N	n	NN
stanford-ai-2021	145	213	T	t	NN
stanford-ai-2021	145	214	To	to	TO
stanford-ai-2021	145	215	assess	assess	VB
stanford-ai-2021	145	216	how	how	WRB
stanford-ai-2021	145	217	academic	academic	JJ
stanford-ai-2021	145	218	-	-	HYPH
stanford-ai-2021	145	219	corporate	corporate	JJ
stanford-ai-2021	145	220	collaborations	collaboration	NNS
stanford-ai-2021	145	221	impact	impact	VB
stanford-ai-2021	145	222	the	the	DT
stanford-ai-2021	145	223	Field	Field	NNP
stanford-ai-2021	145	224	-	-	HYPH
stanford-ai-2021	145	225	Weighted	Weighted	NNP
stanford-ai-2021	145	226	Citation	Citation	NNP
stanford-ai-2021	145	227	Impact	Impact	NNP
stanford-ai-2021	145	228	(	(	-LRB-
stanford-ai-2021	145	229	FWCI	FWCI	NNP
stanford-ai-2021	145	230	)	)	-RRB-
stanford-ai-2021	145	231	of	of	IN
stanford-ai-2021	145	232	AI	AI	NNP
stanford-ai-2021	145	233	publications	publication	NNS
stanford-ai-2021	145	234	from	from	IN
stanford-ai-2021	145	235	different	different	JJ
stanford-ai-2021	145	236	geographic	geographic	JJ
stanford-ai-2021	145	237	regions	region	NNS
stanford-ai-2021	145	238	,	,	,
stanford-ai-2021	145	239	see	see	VB
stanford-ai-2021	145	240	Figure	figure	NN
stanford-ai-2021	145	241	1.1.6	1.1.6	CD
stanford-ai-2021	145	242	.	.	.
stanford-ai-2021	146	1	FWCI	fwci	NN
stanford-ai-2021	146	2	measures	measure	VBZ
stanford-ai-2021	146	3	how	how	WRB
stanford-ai-2021	146	4	the	the	DT
stanford-ai-2021	146	5	number	number	NN
stanford-ai-2021	146	6	of	of	IN
stanford-ai-2021	146	7	citations	citation	NNS
stanford-ai-2021	146	8	received	receive	VBN
stanford-ai-2021	146	9	by	by	IN
stanford-ai-2021	146	10	publications	publication	NNS
stanford-ai-2021	146	11	compares	compare	VBZ
stanford-ai-2021	146	12	with	with	IN
stanford-ai-2021	146	13	the	the	DT
stanford-ai-2021	146	14	average	average	JJ
stanford-ai-2021	146	15	number	number	NN
stanford-ai-2021	146	16	of	of	IN
stanford-ai-2021	146	17	citations	citation	NNS
stanford-ai-2021	146	18	received	receive	VBN
stanford-ai-2021	146	19	by	by	IN
stanford-ai-2021	146	20	other	other	JJ
stanford-ai-2021	146	21	similar	similar	JJ
stanford-ai-2021	146	22	publications	publication	NNS
stanford-ai-2021	146	23	in	in	IN
stanford-ai-2021	146	24	the	the	DT
stanford-ai-2021	146	25	same	same	JJ
stanford-ai-2021	146	26	year	year	NN
stanford-ai-2021	146	27	,	,	,
stanford-ai-2021	146	28	discipline	discipline	NN
stanford-ai-2021	146	29	,	,	,
stanford-ai-2021	146	30	and	and	CC
stanford-ai-2021	146	31	format	format	NN
stanford-ai-2021	146	32	(	(	-LRB-
stanford-ai-2021	146	33	book	book	NN
stanford-ai-2021	146	34	,	,	,
stanford-ai-2021	146	35	article	article	NN
stanford-ai-2021	146	36	,	,	,
stanford-ai-2021	146	37	conference	conference	NN
stanford-ai-2021	146	38	paper	paper	NN
stanford-ai-2021	146	39	,	,	,
stanford-ai-2021	146	40	etc	etc	FW
stanford-ai-2021	146	41	.	.	.
stanford-ai-2021	146	42	)	)	-RRB-
stanford-ai-2021	146	43	.	.	.
stanford-ai-2021	147	1	A	a	DT
stanford-ai-2021	147	2	value	value	NN
stanford-ai-2021	147	3	of	of	IN
stanford-ai-2021	147	4	1.0	1.0	CD
stanford-ai-2021	147	5	represents	represent	VBZ
stanford-ai-2021	147	6	the	the	DT
stanford-ai-2021	147	7	world	world	NN
stanford-ai-2021	147	8	average	average	NN
stanford-ai-2021	147	9	.	.	.
stanford-ai-2021	148	1	More	More	JJR
stanford-ai-2021	148	2	than	than	IN
stanford-ai-2021	148	3	or	or	CC
stanford-ai-2021	148	4	less	less	JJR
stanford-ai-2021	148	5	than	than	IN
stanford-ai-2021	148	6	1	1	CD
stanford-ai-2021	148	7	means	mean	NNS
stanford-ai-2021	148	8	publications	publication	NNS
stanford-ai-2021	148	9	are	be	VBP
stanford-ai-2021	148	10	cited	cite	VBN
stanford-ai-2021	148	11	more	more	RBR
stanford-ai-2021	148	12	or	or	CC
stanford-ai-2021	148	13	less	less	RBR
stanford-ai-2021	148	14	than	than	IN
stanford-ai-2021	148	15	expected	expect	VBN
stanford-ai-2021	148	16	,	,	,
stanford-ai-2021	148	17	according	accord	VBG
stanford-ai-2021	148	18	to	to	IN
stanford-ai-2021	148	19	the	the	DT
stanford-ai-2021	148	20	world	world	NN
stanford-ai-2021	148	21	average	average	NN
stanford-ai-2021	148	22	.	.	.
stanford-ai-2021	149	1	For	for	IN
stanford-ai-2021	149	2	example	example	NN
stanford-ai-2021	149	3	,	,	,
stanford-ai-2021	149	4	an	an	DT
stanford-ai-2021	149	5	FWCI	FWCI	NNP
stanford-ai-2021	149	6	of	of	IN
stanford-ai-2021	149	7	0.75	0.75	CD
stanford-ai-2021	149	8	means	mean	VBZ
stanford-ai-2021	149	9	25	25	CD
stanford-ai-2021	149	10	%	%	NN
stanford-ai-2021	149	11	fewer	few	JJR
stanford-ai-2021	149	12	citations	citation	NNS
stanford-ai-2021	149	13	than	than	IN
stanford-ai-2021	149	14	the	the	DT
stanford-ai-2021	149	15	world	world	NN
stanford-ai-2021	149	16	average	average	NN
stanford-ai-2021	149	17	.	.	.
stanford-ai-2021	150	1	The	the	DT
stanford-ai-2021	150	2	chart	chart	NN
stanford-ai-2021	150	3	shows	show	VBZ
stanford-ai-2021	150	4	the	the	DT
stanford-ai-2021	150	5	FWCI	FWCI	NNP
stanford-ai-2021	150	6	for	for	IN
stanford-ai-2021	150	7	all	all	DT
stanford-ai-2021	150	8	peer	peer	NN
stanford-ai-2021	150	9	-	-	HYPH
stanford-ai-2021	150	10	reviewed	review	VBN
stanford-ai-2021	150	11	AI	AI	NNP
stanford-ai-2021	150	12	publications	publication	NNS
stanford-ai-2021	150	13	on	on	IN
stanford-ai-2021	150	14	the	the	DT
stanford-ai-2021	150	15	y	y	NN
stanford-ai-2021	150	16	-	-	HYPH
stanford-ai-2021	150	17	axis	axis	NNP
stanford-ai-2021	150	18	and	and	CC
stanford-ai-2021	150	19	the	the	DT
stanford-ai-2021	150	20	total	total	JJ
stanford-ai-2021	150	21	number	number	NN
stanford-ai-2021	150	22	(	(	-LRB-
stanford-ai-2021	150	23	on	on	IN
stanford-ai-2021	150	24	a	a	DT
stanford-ai-2021	150	25	log	log	NN
stanford-ai-2021	150	26	scale	scale	NN
stanford-ai-2021	150	27	)	)	-RRB-
stanford-ai-2021	150	28	of	of	IN
stanford-ai-2021	150	29	academic	academic	JJ
stanford-ai-2021	150	30	-	-	HYPH
stanford-ai-2021	150	31	corporate	corporate	JJ
stanford-ai-2021	150	32	co	co	JJ
stanford-ai-2021	150	33	-	-	JJ
stanford-ai-2021	150	34	authored	authored	JJ
stanford-ai-2021	150	35	publications	publication	NNS
stanford-ai-2021	150	36	on	on	IN
stanford-ai-2021	150	37	the	the	DT
stanford-ai-2021	150	38	x	x	NN
stanford-ai-2021	150	39	-	-	NN
stanford-ai-2021	150	40	axis	axis	NN
stanford-ai-2021	150	41	.	.	.
stanford-ai-2021	151	1	To	to	TO
stanford-ai-2021	151	2	increase	increase	VB
stanford-ai-2021	151	3	the	the	DT
stanford-ai-2021	151	4	signal	signal	NN
stanford-ai-2021	151	5	-	-	HYPH
stanford-ai-2021	151	6	to	to	IN
stanford-ai-2021	151	7	-	-	HYPH
stanford-ai-2021	151	8	noise	noise	NN
stanford-ai-2021	151	9	ratio	ratio	NN
stanford-ai-2021	151	10	of	of	IN
stanford-ai-2021	151	11	the	the	DT
stanford-ai-2021	151	12	FWCI	FWCI	NNP
stanford-ai-2021	151	13	metric	metric	NN
stanford-ai-2021	151	14	,	,	,
stanford-ai-2021	151	15	only	only	RB
stanford-ai-2021	151	16	countries	country	NNS
stanford-ai-2021	151	17	that	that	WDT
stanford-ai-2021	151	18	have	have	VBP
stanford-ai-2021	151	19	more	more	JJR
stanford-ai-2021	151	20	than	than	IN
stanford-ai-2021	151	21	1,000	1,000	CD
stanford-ai-2021	151	22	peer	peer	NN
stanford-ai-2021	151	23	-	-	HYPH
stanford-ai-2021	151	24	reviewed	review	VBN
stanford-ai-2021	151	25	AI	AI	NNP
stanford-ai-2021	151	26	publications	publication	NNS
stanford-ai-2021	151	27	in	in	IN
stanford-ai-2021	151	28	2020	2020	CD
stanford-ai-2021	151	29	are	be	VBP
stanford-ai-2021	151	30	included	include	VBN
stanford-ai-2021	151	31	.	.	.
stanford-ai-2021	152	1	Figure	figure	NN
stanford-ai-2021	152	2	1.1.6	1.1.6	CD
stanford-ai-2021	152	3	TA	ta	NN
stanford-ai-2021	152	4	B	b	NN
stanford-ai-2021	152	5	L	l	NN
stanford-ai-2021	152	6	E	e	NN
stanford-ai-2021	152	7	O	o	NN
stanford-ai-2021	152	8	F	f	NN
stanford-ai-2021	152	9	C	c	NN
stanford-ai-2021	152	10	O	o	NN
stanford-ai-2021	152	11	N	n	NN
stanford-ai-2021	152	12	T	t	NN
stanford-ai-2021	152	13	E	e	NN
stanford-ai-2021	152	14	N	n	NN
stanford-ai-2021	152	15	T	t	NN
stanford-ai-2021	152	16	S	s	NN
stanford-ai-2021	152	17	2	2	CD
stanford-ai-2021	152	18	5C	5c	NN
stanford-ai-2021	152	19	H	h	NN
stanford-ai-2021	152	20	A	a	NN
stanford-ai-2021	152	21	P	p	NN
stanford-ai-2021	152	22	T	t	NN
stanford-ai-2021	152	23	E	e	NN
stanford-ai-2021	152	24	R	r	NN
stanford-ai-2021	152	25	1	1	CD
stanford-ai-2021	152	26	P	p	NN
stanford-ai-2021	152	27	R	r	NN
stanford-ai-2021	152	28	E	e	NN
stanford-ai-2021	152	29	V	v	NN
stanford-ai-2021	152	30	I	i	NN
stanford-ai-2021	152	31	E	e	NN
stanford-ai-2021	152	32	W	W	NNP
stanford-ai-2021	152	33	Artificial	Artificial	NNP
stanford-ai-2021	152	34	Intelligence	Intelligence	NNP
stanford-ai-2021	152	35	Index	Index	NNP
stanford-ai-2021	152	36	Report	Report	NNP
stanford-ai-2021	152	37	2021	2021	CD
stanford-ai-2021	152	38	20	20	CD
stanford-ai-2021	152	39	0	0	CD
stanford-ai-2021	152	40	0	0	CD
stanford-ai-2021	152	41	20	20	CD
stanford-ai-2021	152	42	0	0	CD
stanford-ai-2021	152	43	1	1	CD
stanford-ai-2021	152	44	20	20	CD
stanford-ai-2021	152	45	0	0	CD
stanford-ai-2021	152	46	2	2	CD
stanford-ai-2021	152	47	20	20	CD
stanford-ai-2021	152	48	0	0	CD
stanford-ai-2021	152	49	3	3	CD
stanford-ai-2021	152	50	20	20	CD
stanford-ai-2021	152	51	0	0	CD
stanford-ai-2021	152	52	4	4	CD
stanford-ai-2021	152	53	20	20	CD
stanford-ai-2021	152	54	0	0	CD
stanford-ai-2021	152	55	5	5	CD
stanford-ai-2021	152	56	20	20	CD
stanford-ai-2021	152	57	0	0	CD
stanford-ai-2021	152	58	6	6	CD
stanford-ai-2021	152	59	20	20	CD
stanford-ai-2021	152	60	0	0	CD
stanford-ai-2021	152	61	7	7	CD
stanford-ai-2021	152	62	20	20	CD
stanford-ai-2021	152	63	0	0	CD
stanford-ai-2021	152	64	8	8	CD
stanford-ai-2021	152	65	20	20	CD
stanford-ai-2021	152	66	0	0	CD
stanford-ai-2021	152	67	9	9	CD
stanford-ai-2021	152	68	20	20	CD
stanford-ai-2021	152	69	10	10	CD
stanford-ai-2021	152	70	20	20	CD
stanford-ai-2021	152	71	11	11	CD
stanford-ai-2021	152	72	20	20	CD
stanford-ai-2021	152	73	12	12	CD
stanford-ai-2021	152	74	20	20	CD
stanford-ai-2021	152	75	13	13	CD
stanford-ai-2021	152	76	20	20	CD
stanford-ai-2021	152	77	14	14	CD
stanford-ai-2021	152	78	20	20	CD
stanford-ai-2021	152	79	15	15	CD
stanford-ai-2021	152	80	20	20	CD
stanford-ai-2021	152	81	16	16	CD
stanford-ai-2021	152	82	20	20	CD
stanford-ai-2021	152	83	17	17	CD
stanford-ai-2021	152	84	20	20	CD
stanford-ai-2021	152	85	18	18	CD
stanford-ai-2021	152	86	20	20	CD
stanford-ai-2021	152	87	19	19	CD
stanford-ai-2021	152	88	20	20	CD
stanford-ai-2021	152	89	20	20	CD
stanford-ai-2021	152	90	0	0	CD
stanford-ai-2021	152	91	20	20	CD
stanford-ai-2021	152	92	40	40	CD
stanford-ai-2021	152	93	60	60	CD
stanford-ai-2021	152	94	80	80	CD
stanford-ai-2021	152	95	N	n	CD
stanford-ai-2021	152	96	u	u	NNP
stanford-ai-2021	152	97	m	m	NNP
stanford-ai-2021	152	98	b	b	NNP
stanford-ai-2021	152	99	e	e	NNP
stanford-ai-2021	152	100	r	r	NN
stanford-ai-2021	152	101	o	o	NN
stanford-ai-2021	152	102	f	f	NN
stanford-ai-2021	152	103	A	a	NN
stanford-ai-2021	152	104	I	i	NN
stanford-ai-2021	152	105	J	j	NN
stanford-ai-2021	152	106	o	o	NN
stanford-ai-2021	152	107	u	u	NN
stanford-ai-2021	152	108	rn	rn	NN
stanford-ai-2021	152	109	al	al	NNP
stanford-ai-2021	152	110	P	P	NNP
stanford-ai-2021	152	111	u	u	NNP
stanford-ai-2021	152	112	b	b	NNP
stanford-ai-2021	152	113	lic	lic	NN
stanford-ai-2021	152	114	at	at	IN
stanford-ai-2021	152	115	io	io	NNP
stanford-ai-2021	152	116	n	n	NNP
stanford-ai-2021	152	117	s	s	NNP
stanford-ai-2021	152	118	(	(	-LRB-
stanford-ai-2021	152	119	i	i	NNP
stanford-ai-2021	152	120	n	n	CC
stanford-ai-2021	152	121	T	T	NNP
stanford-ai-2021	152	122	h	h	NNP
stanford-ai-2021	152	123	o	o	NN
stanford-ai-2021	152	124	u	u	NN
stanford-ai-2021	152	125	sa	sa	NNP
stanford-ai-2021	152	126	n	n	NNP
stanford-ai-2021	152	127	d	d	NNP
stanford-ai-2021	152	128	s	s	NNP
stanford-ai-2021	152	129	)	)	-RRB-
stanford-ai-2021	152	130	NUMBER	NUMBER	NNP
stanford-ai-2021	152	131	of	of	IN
stanford-ai-2021	152	132	AI	AI	NNP
stanford-ai-2021	152	133	JOURNAL	JOURNAL	NNP
stanford-ai-2021	152	134	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	152	135	,	,	,
stanford-ai-2021	152	136	2000	2000	CD
stanford-ai-2021	152	137	-	-	SYM
stanford-ai-2021	152	138	20	20	CD
stanford-ai-2021	152	139	Source	source	NN
stanford-ai-2021	152	140	:	:	:
stanford-ai-2021	152	141	Microsoft	Microsoft	NNP
stanford-ai-2021	152	142	Academic	Academic	NNP
stanford-ai-2021	152	143	Graph	Graph	NNP
stanford-ai-2021	152	144	,	,	,
stanford-ai-2021	152	145	2020	2020	CD
stanford-ai-2021	152	146	|	|	CD
stanford-ai-2021	152	147	Chart	Chart	NNP
stanford-ai-2021	152	148	:	:	:
stanford-ai-2021	152	149	2021	2021	CD
stanford-ai-2021	152	150	AI	AI	NNP
stanford-ai-2021	152	151	Index	Index	NNP
stanford-ai-2021	152	152	Report	Report	NNP
stanford-ai-2021	152	153	20	20	CD
stanford-ai-2021	152	154	0	0	CD
stanford-ai-2021	152	155	0	0	CD
stanford-ai-2021	152	156	20	20	CD
stanford-ai-2021	152	157	0	0	CD
stanford-ai-2021	152	158	1	1	CD
stanford-ai-2021	152	159	20	20	CD
stanford-ai-2021	152	160	0	0	CD
stanford-ai-2021	152	161	2	2	CD
stanford-ai-2021	152	162	20	20	CD
stanford-ai-2021	152	163	0	0	CD
stanford-ai-2021	152	164	3	3	CD
stanford-ai-2021	152	165	20	20	CD
stanford-ai-2021	152	166	0	0	CD
stanford-ai-2021	152	167	4	4	CD
stanford-ai-2021	152	168	20	20	CD
stanford-ai-2021	152	169	0	0	CD
stanford-ai-2021	152	170	5	5	CD
stanford-ai-2021	152	171	20	20	CD
stanford-ai-2021	152	172	0	0	CD
stanford-ai-2021	152	173	6	6	CD
stanford-ai-2021	152	174	20	20	CD
stanford-ai-2021	152	175	0	0	CD
stanford-ai-2021	152	176	7	7	CD
stanford-ai-2021	152	177	20	20	CD
stanford-ai-2021	152	178	0	0	CD
stanford-ai-2021	152	179	8	8	CD
stanford-ai-2021	152	180	20	20	CD
stanford-ai-2021	152	181	0	0	CD
stanford-ai-2021	152	182	9	9	CD
stanford-ai-2021	152	183	20	20	CD
stanford-ai-2021	152	184	10	10	CD
stanford-ai-2021	152	185	20	20	CD
stanford-ai-2021	152	186	11	11	CD
stanford-ai-2021	152	187	20	20	CD
stanford-ai-2021	152	188	12	12	CD
stanford-ai-2021	152	189	20	20	CD
stanford-ai-2021	152	190	13	13	CD
stanford-ai-2021	152	191	20	20	CD
stanford-ai-2021	152	192	14	14	CD
stanford-ai-2021	152	193	20	20	CD
stanford-ai-2021	152	194	15	15	CD
stanford-ai-2021	152	195	20	20	CD
stanford-ai-2021	152	196	16	16	CD
stanford-ai-2021	152	197	20	20	CD
stanford-ai-2021	152	198	17	17	CD
stanford-ai-2021	152	199	20	20	CD
stanford-ai-2021	152	200	18	18	CD
stanford-ai-2021	152	201	20	20	CD
stanford-ai-2021	152	202	19	19	CD
stanford-ai-2021	152	203	20	20	CD
stanford-ai-2021	152	204	20	20	CD
stanford-ai-2021	152	205	0	0	CD
stanford-ai-2021	152	206	%	%	NN
stanford-ai-2021	152	207	1	1	CD
stanford-ai-2021	152	208	%	%	NN
stanford-ai-2021	152	209	2	2	CD
stanford-ai-2021	152	210	%	%	NN
stanford-ai-2021	152	211	3	3	CD
stanford-ai-2021	152	212	%	%	NN
stanford-ai-2021	152	213	A	a	DT
stanford-ai-2021	152	214	I	i	NN
stanford-ai-2021	152	215	J	j	NN
stanford-ai-2021	152	216	o	o	NN
stanford-ai-2021	152	217	u	u	NN
stanford-ai-2021	152	218	rn	rn	NN
stanford-ai-2021	152	219	al	al	NNP
stanford-ai-2021	152	220	P	P	NNP
stanford-ai-2021	152	221	u	u	NNP
stanford-ai-2021	152	222	b	b	NNP
stanford-ai-2021	152	223	lic	lic	NN
stanford-ai-2021	152	224	at	at	IN
stanford-ai-2021	152	225	io	io	NNP
stanford-ai-2021	152	226	n	n	NNP
stanford-ai-2021	152	227	s	s	NNP
stanford-ai-2021	152	228	(	(	-LRB-
stanford-ai-2021	152	229	%	%	NN
stanford-ai-2021	152	230	o	o	NN
stanford-ai-2021	152	231	f	f	NN
stanford-ai-2021	152	232	A	a	NN
stanford-ai-2021	152	233	ll	will	NN
stanford-ai-2021	152	234	P	p	NN
stanford-ai-2021	152	235	u	u	NN
stanford-ai-2021	152	236	b	b	NN
stanford-ai-2021	152	237	lic	lic	NN
stanford-ai-2021	152	238	at	at	IN
stanford-ai-2021	152	239	io	io	NNP
stanford-ai-2021	152	240	n	n	NNP
stanford-ai-2021	152	241	s	s	NNP
stanford-ai-2021	152	242	)	)	-RRB-
stanford-ai-2021	152	243	2.2	2.2	CD
stanford-ai-2021	152	244	%	%	NN
stanford-ai-2021	152	245	AI	AI	NNP
stanford-ai-2021	152	246	JOURNAL	JOURNAL	NNP
stanford-ai-2021	152	247	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	152	248	(	(	-LRB-
stanford-ai-2021	152	249	%	%	NN
stanford-ai-2021	152	250	of	of	IN
stanford-ai-2021	152	251	ALL	all	DT
stanford-ai-2021	152	252	JOURNAL	JOURNAL	NNP
stanford-ai-2021	152	253	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	152	254	)	)	-RRB-
stanford-ai-2021	152	255	,	,	,
stanford-ai-2021	152	256	2000	2000	CD
stanford-ai-2021	152	257	-	-	SYM
stanford-ai-2021	152	258	20	20	CD
stanford-ai-2021	152	259	Source	source	NN
stanford-ai-2021	152	260	:	:	:
stanford-ai-2021	152	261	Microso	Microso	NNP
stanford-ai-2021	152	262	Academic	Academic	NNP
stanford-ai-2021	152	263	Graph	Graph	NNP
stanford-ai-2021	152	264	,	,	,
stanford-ai-2021	152	265	2020	2020	CD
stanford-ai-2021	152	266	|	|	CD
stanford-ai-2021	152	267	Chart	Chart	NNP
stanford-ai-2021	152	268	:	:	:
stanford-ai-2021	152	269	2021	2021	CD
stanford-ai-2021	152	270	AI	AI	NNP
stanford-ai-2021	152	271	Index	Index	NNP
stanford-ai-2021	152	272	Report	Report	NNP
stanford-ai-2021	152	273	1	1	CD
stanford-ai-2021	152	274	.1	.1	.
stanford-ai-2021	152	275	P	p	NN
stanford-ai-2021	152	276	U	U	NNP
stanford-ai-2021	152	277	B	B	NNP
stanford-ai-2021	152	278	L	L	NNP
stanford-ai-2021	152	279	I	i	NN
stanford-ai-2021	152	280	C	c	NN
stanford-ai-2021	152	281	AT	at	IN
stanford-ai-2021	152	282	I	i	NN
stanford-ai-2021	152	283	O	o	NN
stanford-ai-2021	152	284	N	n	NN
stanford-ai-2021	152	285	S	s	NN
stanford-ai-2021	152	286	C	c	NN
stanford-ai-2021	152	287	H	h	NN
stanford-ai-2021	152	288	A	a	NN
stanford-ai-2021	152	289	P	p	NN
stanford-ai-2021	152	290	T	t	NN
stanford-ai-2021	152	291	E	e	NN
stanford-ai-2021	152	292	R	r	NN
stanford-ai-2021	152	293	1	1	CD
stanford-ai-2021	152	294	:	:	:
stanford-ai-2021	152	295	R	r	NN
stanford-ai-2021	152	296	E	e	NN
stanford-ai-2021	152	297	S	s	NN
stanford-ai-2021	152	298	E	e	NN
stanford-ai-2021	152	299	A	a	NN
stanford-ai-2021	152	300	R	r	NN
stanford-ai-2021	152	301	C	c	NN
stanford-ai-2021	152	302	H	h	NN
stanford-ai-2021	152	303	&	&	CC
stanford-ai-2021	152	304	D	d	NN
stanford-ai-2021	152	305	E	e	NN
stanford-ai-2021	152	306	V	v	NN
stanford-ai-2021	152	307	E	e	NN
stanford-ai-2021	152	308	L	l	NN
stanford-ai-2021	152	309	O	o	NN
stanford-ai-2021	152	310	P	p	NN
stanford-ai-2021	152	311	M	m	NN
stanford-ai-2021	152	312	E	e	NN
stanford-ai-2021	152	313	N	n	NN
stanford-ai-2021	152	314	T	t	NN
stanford-ai-2021	152	315	Figure	figure	NN
stanford-ai-2021	152	316	1.1.7a	1.1.7a	NN
stanford-ai-2021	152	317	A	a	DT
stanford-ai-2021	152	318	I	i	NN
stanford-ai-2021	152	319	J	j	NN
stanford-ai-2021	152	320	O	o	NN
stanford-ai-2021	152	321	U	u	NN
stanford-ai-2021	152	322	R	r	NN
stanford-ai-2021	152	323	N	n	NN
stanford-ai-2021	152	324	A	A	NNP
stanford-ai-2021	152	325	L	l	NN
stanford-ai-2021	152	326	P	p	NN
stanford-ai-2021	152	327	U	u	NN
stanford-ai-2021	152	328	B	b	NN
stanford-ai-2021	152	329	L	L	NNP
stanford-ai-2021	152	330	I	i	NN
stanford-ai-2021	152	331	C	c	NN
stanford-ai-2021	152	332	AT	at	IN
stanford-ai-2021	152	333	I	i	NN
stanford-ai-2021	152	334	O	o	NN
stanford-ai-2021	152	335	N	n	NN
stanford-ai-2021	152	336	S	s	NN
stanford-ai-2021	152	337	The	the	DT
stanford-ai-2021	152	338	next	next	JJ
stanford-ai-2021	152	339	three	three	CD
stanford-ai-2021	152	340	sections	section	NNS
stanford-ai-2021	152	341	chart	chart	VBP
stanford-ai-2021	152	342	the	the	DT
stanford-ai-2021	152	343	trends	trend	NNS
stanford-ai-2021	152	344	in	in	IN
stanford-ai-2021	152	345	the	the	DT
stanford-ai-2021	152	346	publication	publication	NN
stanford-ai-2021	152	347	of	of	IN
stanford-ai-2021	152	348	AI	AI	NNP
stanford-ai-2021	152	349	journals	journal	NNS
stanford-ai-2021	152	350	,	,	,
stanford-ai-2021	152	351	conference	conference	NN
stanford-ai-2021	152	352	publications	publication	NNS
stanford-ai-2021	152	353	,	,	,
stanford-ai-2021	152	354	and	and	CC
stanford-ai-2021	152	355	patents	patent	NNS
stanford-ai-2021	152	356	,	,	,
stanford-ai-2021	152	357	as	as	RB
stanford-ai-2021	152	358	well	well	RB
stanford-ai-2021	152	359	as	as	IN
stanford-ai-2021	152	360	their	-PRON-	PRP$
stanford-ai-2021	152	361	respective	respective	JJ
stanford-ai-2021	152	362	citations	citation	NNS
stanford-ai-2021	152	363	that	that	WDT
stanford-ai-2021	152	364	provide	provide	VBP
stanford-ai-2021	152	365	a	a	DT
stanford-ai-2021	152	366	signal	signal	NN
stanford-ai-2021	152	367	for	for	IN
stanford-ai-2021	152	368	R&D	r&d	NN
stanford-ai-2021	152	369	impact	impact	NN
stanford-ai-2021	152	370	,	,	,
stanford-ai-2021	152	371	based	base	VBN
stanford-ai-2021	152	372	on	on	IN
stanford-ai-2021	152	373	data	datum	NNS
stanford-ai-2021	152	374	from	from	IN
stanford-ai-2021	152	375	Microsoft	Microsoft	NNP
stanford-ai-2021	152	376	Academic	Academic	NNP
stanford-ai-2021	152	377	Graph	Graph	NNP
stanford-ai-2021	152	378	.	.	.
stanford-ai-2021	153	1	MAG3	mag3	NN
stanford-ai-2021	153	2	is	be	VBZ
stanford-ai-2021	153	3	a	a	DT
stanford-ai-2021	153	4	knowledge	knowledge	NN
stanford-ai-2021	153	5	graph	graph	NN
stanford-ai-2021	153	6	consisting	consist	VBG
stanford-ai-2021	153	7	of	of	IN
stanford-ai-2021	153	8	more	more	JJR
stanford-ai-2021	153	9	than	than	IN
stanford-ai-2021	153	10	225	225	CD
stanford-ai-2021	153	11	million	million	CD
stanford-ai-2021	153	12	publications	publication	NNS
stanford-ai-2021	153	13	(	(	-LRB-
stanford-ai-2021	153	14	at	at	IN
stanford-ai-2021	153	15	the	the	DT
stanford-ai-2021	153	16	end	end	NN
stanford-ai-2021	153	17	of	of	IN
stanford-ai-2021	153	18	November	November	NNP
stanford-ai-2021	153	19	2019	2019	CD
stanford-ai-2021	153	20	)	)	-RRB-
stanford-ai-2021	153	21	.	.	.
stanford-ai-2021	154	1	Overview	Overview	NNP
stanford-ai-2021	154	2	Overall	Overall	NNP
stanford-ai-2021	154	3	,	,	,
stanford-ai-2021	154	4	the	the	DT
stanford-ai-2021	154	5	number	number	NN
stanford-ai-2021	154	6	of	of	IN
stanford-ai-2021	154	7	AI	AI	NNP
stanford-ai-2021	154	8	journal	journal	NN
stanford-ai-2021	154	9	publications	publication	NNS
stanford-ai-2021	154	10	in	in	IN
stanford-ai-2021	154	11	2020	2020	CD
stanford-ai-2021	154	12	is	be	VBZ
stanford-ai-2021	154	13	5.4	5.4	CD
stanford-ai-2021	154	14	times	time	NNS
stanford-ai-2021	154	15	higher	high	JJR
stanford-ai-2021	154	16	than	than	IN
stanford-ai-2021	154	17	it	-PRON-	PRP
stanford-ai-2021	154	18	was	be	VBD
stanford-ai-2021	154	19	in	in	IN
stanford-ai-2021	154	20	2000	2000	CD
stanford-ai-2021	154	21	(	(	-LRB-
stanford-ai-2021	154	22	Figure	Figure	NNP
stanford-ai-2021	154	23	1.1.7a	1.1.7a	CD
stanford-ai-2021	154	24	)	)	-RRB-
stanford-ai-2021	154	25	.	.	.
stanford-ai-2021	155	1	In	in	IN
stanford-ai-2021	155	2	2020	2020	CD
stanford-ai-2021	155	3	,	,	,
stanford-ai-2021	155	4	the	the	DT
stanford-ai-2021	155	5	number	number	NN
stanford-ai-2021	155	6	of	of	IN
stanford-ai-2021	155	7	AI	AI	NNP
stanford-ai-2021	155	8	journal	journal	NN
stanford-ai-2021	155	9	publications	publication	NNS
stanford-ai-2021	155	10	increased	increase	VBD
stanford-ai-2021	155	11	by	by	IN
stanford-ai-2021	155	12	34.5	34.5	CD
stanford-ai-2021	155	13	%	%	NN
stanford-ai-2021	155	14	from	from	IN
stanford-ai-2021	155	15	2019—a	2019—a	CD
stanford-ai-2021	155	16	much	much	JJ
stanford-ai-2021	155	17	higher	high	JJR
stanford-ai-2021	155	18	percentage	percentage	NN
stanford-ai-2021	155	19	growth	growth	NN
stanford-ai-2021	155	20	than	than	IN
stanford-ai-2021	155	21	from	from	IN
stanford-ai-2021	155	22	2018	2018	CD
stanford-ai-2021	155	23	to	to	IN
stanford-ai-2021	155	24	2019	2019	CD
stanford-ai-2021	155	25	(	(	-LRB-
stanford-ai-2021	155	26	19.6	19.6	CD
stanford-ai-2021	155	27	%	%	NN
stanford-ai-2021	155	28	)	)	-RRB-
stanford-ai-2021	155	29	.	.	.
stanford-ai-2021	156	1	Similarly	similarly	RB
stanford-ai-2021	156	2	,	,	,
stanford-ai-2021	156	3	the	the	DT
stanford-ai-2021	156	4	share	share	NN
stanford-ai-2021	156	5	of	of	IN
stanford-ai-2021	156	6	AI	AI	NNP
stanford-ai-2021	156	7	journal	journal	NN
stanford-ai-2021	156	8	publications	publication	NNS
stanford-ai-2021	156	9	among	among	IN
stanford-ai-2021	156	10	all	all	DT
stanford-ai-2021	156	11	publications	publication	NNS
stanford-ai-2021	156	12	in	in	IN
stanford-ai-2021	156	13	the	the	DT
stanford-ai-2021	156	14	world	world	NN
stanford-ai-2021	156	15	has	have	VBZ
stanford-ai-2021	156	16	jumped	jump	VBN
stanford-ai-2021	156	17	by	by	IN
stanford-ai-2021	156	18	0.4	0.4	CD
stanford-ai-2021	156	19	percentage	percentage	NN
stanford-ai-2021	156	20	points	point	NNS
stanford-ai-2021	156	21	in	in	IN
stanford-ai-2021	156	22	2020	2020	CD
stanford-ai-2021	156	23	,	,	,
stanford-ai-2021	156	24	higher	high	JJR
stanford-ai-2021	156	25	than	than	IN
stanford-ai-2021	156	26	the	the	DT
stanford-ai-2021	156	27	average	average	NN
stanford-ai-2021	156	28	of	of	IN
stanford-ai-2021	156	29	0.03	0.03	CD
stanford-ai-2021	156	30	percentage	percentage	NN
stanford-ai-2021	156	31	points	point	NNS
stanford-ai-2021	156	32	in	in	IN
stanford-ai-2021	156	33	the	the	DT
stanford-ai-2021	156	34	past	past	JJ
stanford-ai-2021	156	35	five	five	CD
stanford-ai-2021	156	36	years	year	NNS
stanford-ai-2021	156	37	(	(	-LRB-
stanford-ai-2021	156	38	Figure	figure	NN
stanford-ai-2021	156	39	1.1.7b	1.1.7b	CD
stanford-ai-2021	156	40	)	)	-RRB-
stanford-ai-2021	156	41	.	.	.
stanford-ai-2021	157	1	Figure	figure	NN
stanford-ai-2021	157	2	1.1.7b	1.1.7b	CD
stanford-ai-2021	157	3	3	3	CD
stanford-ai-2021	157	4	See	see	VB
stanford-ai-2021	157	5	“	"	``
stanford-ai-2021	157	6	An	An	NNP
stanford-ai-2021	157	7	Overview	Overview	NNP
stanford-ai-2021	157	8	of	of	IN
stanford-ai-2021	157	9	Microsoft	Microsoft	NNP
stanford-ai-2021	157	10	Academic	Academic	NNP
stanford-ai-2021	157	11	Service	Service	NNP
stanford-ai-2021	157	12	(	(	-LRB-
stanford-ai-2021	157	13	MAS	MAS	NNP
stanford-ai-2021	157	14	)	)	-RRB-
stanford-ai-2021	157	15	and	and	CC
stanford-ai-2021	157	16	Applications	Applications	NNPS
stanford-ai-2021	157	17	”	"	''
stanford-ai-2021	157	18	and	and	CC
stanford-ai-2021	157	19	“	"	``
stanford-ai-2021	157	20	A	a	DT
stanford-ai-2021	157	21	Review	Review	NNP
stanford-ai-2021	157	22	of	of	IN
stanford-ai-2021	157	23	Microsoft	Microsoft	NNP
stanford-ai-2021	157	24	Academic	Academic	NNP
stanford-ai-2021	157	25	Services	Services	NNPS
stanford-ai-2021	157	26	for	for	IN
stanford-ai-2021	157	27	Science	Science	NNP
stanford-ai-2021	157	28	of	of	IN
stanford-ai-2021	157	29	Science	Science	NNP
stanford-ai-2021	157	30	Studies	Studies	NNPS
stanford-ai-2021	157	31	”	"	''
stanford-ai-2021	157	32	for	for	IN
stanford-ai-2021	157	33	more	more	JJR
stanford-ai-2021	157	34	details	detail	NNS
stanford-ai-2021	157	35	.	.	.
stanford-ai-2021	158	1	https://www.microsoft.com/en-us/research/publication/an-overview-of-microsoft-academic-service-mas-and-applications-2/	https://www.microsoft.com/en-us/research/publication/an-overview-of-microsoft-academic-service-mas-and-applications-2/	IN
stanford-ai-2021	158	2	https://www.microsoft.com/en-us/research/publication/a-review-of-microsoft-academic-services-for-science-of-science-studies/	https://www.microsoft.com/en-us/research/publication/a-review-of-microsoft-academic-services-for-science-of-science-studies/	JJ
stanford-ai-2021	158	3	TA	TA	NNP
stanford-ai-2021	158	4	B	b	NN
stanford-ai-2021	158	5	L	l	NN
stanford-ai-2021	158	6	E	e	NN
stanford-ai-2021	158	7	O	o	NN
stanford-ai-2021	158	8	F	f	NN
stanford-ai-2021	158	9	C	c	NN
stanford-ai-2021	158	10	O	o	NN
stanford-ai-2021	158	11	N	n	NN
stanford-ai-2021	158	12	T	t	NN
stanford-ai-2021	158	13	E	e	NN
stanford-ai-2021	158	14	N	n	NN
stanford-ai-2021	158	15	T	t	NN
stanford-ai-2021	158	16	S	s	NN
stanford-ai-2021	158	17	2	2	CD
stanford-ai-2021	158	18	6C	6c	NN
stanford-ai-2021	158	19	H	h	NN
stanford-ai-2021	158	20	A	a	NN
stanford-ai-2021	158	21	P	p	NN
stanford-ai-2021	158	22	T	t	NN
stanford-ai-2021	158	23	E	e	NN
stanford-ai-2021	158	24	R	r	NN
stanford-ai-2021	158	25	1	1	CD
stanford-ai-2021	158	26	P	p	NN
stanford-ai-2021	158	27	R	r	NN
stanford-ai-2021	158	28	E	e	NN
stanford-ai-2021	158	29	V	v	NN
stanford-ai-2021	158	30	I	i	NN
stanford-ai-2021	158	31	E	e	NN
stanford-ai-2021	158	32	W	W	NNP
stanford-ai-2021	158	33	Artificial	Artificial	NNP
stanford-ai-2021	158	34	Intelligence	Intelligence	NNP
stanford-ai-2021	158	35	Index	Index	NNP
stanford-ai-2021	158	36	Report	Report	NNP
stanford-ai-2021	158	37	2021	2021	CD
stanford-ai-2021	158	38	20	20	CD
stanford-ai-2021	158	39	0	0	CD
stanford-ai-2021	158	40	0	0	CD
stanford-ai-2021	158	41	20	20	CD
stanford-ai-2021	158	42	0	0	CD
stanford-ai-2021	158	43	1	1	CD
stanford-ai-2021	158	44	20	20	CD
stanford-ai-2021	158	45	0	0	CD
stanford-ai-2021	158	46	2	2	CD
stanford-ai-2021	158	47	20	20	CD
stanford-ai-2021	158	48	0	0	CD
stanford-ai-2021	158	49	3	3	CD
stanford-ai-2021	158	50	20	20	CD
stanford-ai-2021	158	51	0	0	CD
stanford-ai-2021	158	52	4	4	CD
stanford-ai-2021	158	53	20	20	CD
stanford-ai-2021	158	54	0	0	CD
stanford-ai-2021	158	55	5	5	CD
stanford-ai-2021	158	56	20	20	CD
stanford-ai-2021	158	57	0	0	CD
stanford-ai-2021	158	58	6	6	CD
stanford-ai-2021	158	59	20	20	CD
stanford-ai-2021	158	60	0	0	CD
stanford-ai-2021	158	61	7	7	CD
stanford-ai-2021	158	62	20	20	CD
stanford-ai-2021	158	63	0	0	CD
stanford-ai-2021	158	64	8	8	CD
stanford-ai-2021	158	65	20	20	CD
stanford-ai-2021	158	66	0	0	CD
stanford-ai-2021	158	67	9	9	CD
stanford-ai-2021	158	68	20	20	CD
stanford-ai-2021	158	69	10	10	CD
stanford-ai-2021	158	70	20	20	CD
stanford-ai-2021	158	71	11	11	CD
stanford-ai-2021	158	72	20	20	CD
stanford-ai-2021	158	73	12	12	CD
stanford-ai-2021	158	74	20	20	CD
stanford-ai-2021	158	75	13	13	CD
stanford-ai-2021	158	76	20	20	CD
stanford-ai-2021	158	77	14	14	CD
stanford-ai-2021	158	78	20	20	CD
stanford-ai-2021	158	79	15	15	CD
stanford-ai-2021	158	80	20	20	CD
stanford-ai-2021	158	81	16	16	CD
stanford-ai-2021	158	82	20	20	CD
stanford-ai-2021	158	83	17	17	CD
stanford-ai-2021	158	84	20	20	CD
stanford-ai-2021	158	85	18	18	CD
stanford-ai-2021	158	86	20	20	CD
stanford-ai-2021	158	87	19	19	CD
stanford-ai-2021	158	88	20	20	CD
stanford-ai-2021	158	89	20	20	CD
stanford-ai-2021	158	90	20	20	CD
stanford-ai-2021	158	91	21	21	CD
stanford-ai-2021	158	92	20	20	CD
stanford-ai-2021	158	93	22	22	CD
stanford-ai-2021	158	94	20	20	CD
stanford-ai-2021	158	95	23	23	CD
stanford-ai-2021	158	96	20	20	CD
stanford-ai-2021	158	97	24	24	CD
stanford-ai-2021	158	98	0	0	CD
stanford-ai-2021	158	99	%	%	NN
stanford-ai-2021	158	100	10	10	CD
stanford-ai-2021	158	101	%	%	NN
stanford-ai-2021	158	102	20	20	CD
stanford-ai-2021	158	103	%	%	NN
stanford-ai-2021	158	104	30	30	CD
stanford-ai-2021	158	105	%	%	NN
stanford-ai-2021	158	106	40	40	CD
stanford-ai-2021	158	107	%	%	NN
stanford-ai-2021	158	108	A	a	DT
stanford-ai-2021	158	109	I	i	NN
stanford-ai-2021	158	110	J	j	NN
stanford-ai-2021	158	111	o	o	NN
stanford-ai-2021	158	112	u	u	NN
stanford-ai-2021	158	113	rn	rn	NN
stanford-ai-2021	158	114	al	al	NNP
stanford-ai-2021	158	115	P	P	NNP
stanford-ai-2021	158	116	u	u	NNP
stanford-ai-2021	158	117	b	b	NNP
stanford-ai-2021	158	118	lic	lic	NN
stanford-ai-2021	158	119	at	at	IN
stanford-ai-2021	158	120	io	io	NNP
stanford-ai-2021	158	121	n	n	NNP
stanford-ai-2021	158	122	s	s	NNP
stanford-ai-2021	158	123	(	(	-LRB-
stanford-ai-2021	158	124	%	%	NN
stanford-ai-2021	158	125	o	o	NN
stanford-ai-2021	158	126	f	f	NN
stanford-ai-2021	158	127	W	w	NN
stanford-ai-2021	158	128	o	o	NNP
stanford-ai-2021	158	129	rl	rl	NN
stanford-ai-2021	158	130	d	d	NN
stanford-ai-2021	158	131	T	t	NN
stanford-ai-2021	158	132	o	o	NN
stanford-ai-2021	158	133	ta	ta	NNP
stanford-ai-2021	158	134	l	l	NN
stanford-ai-2021	158	135	)	)	-RRB-
stanford-ai-2021	158	136	0.3	0.3	CD
stanford-ai-2021	158	137	%	%	NN
stanford-ai-2021	158	138	,	,	,
stanford-ai-2021	158	139	Sub	Sub	NNP
stanford-ai-2021	158	140	-	-	HYPH
stanford-ai-2021	158	141	Saharan	Saharan	NNP
stanford-ai-2021	158	142	Africa	Africa	NNP
stanford-ai-2021	158	143	4.9	4.9	CD
stanford-ai-2021	158	144	%	%	NN
stanford-ai-2021	158	145	,	,	,
stanford-ai-2021	158	146	South	South	NNP
stanford-ai-2021	158	147	Asia	Asia	NNP
stanford-ai-2021	158	148	14.0	14.0	CD
stanford-ai-2021	158	149	%	%	NN
stanford-ai-2021	158	150	,	,	,
stanford-ai-2021	158	151	North	North	NNP
stanford-ai-2021	158	152	America	America	NNP
stanford-ai-2021	158	153	3.1	3.1	CD
stanford-ai-2021	158	154	%	%	NN
stanford-ai-2021	158	155	,	,	,
stanford-ai-2021	158	156	Middle	Middle	NNP
stanford-ai-2021	158	157	East	East	NNP
stanford-ai-2021	158	158	&	&	CC
stanford-ai-2021	158	159	North	North	NNP
stanford-ai-2021	158	160	Africa	Africa	NNP
stanford-ai-2021	158	161	1.3	1.3	CD
stanford-ai-2021	158	162	%	%	NN
stanford-ai-2021	158	163	,	,	,
stanford-ai-2021	158	164	Latin	Latin	NNP
stanford-ai-2021	158	165	America	America	NNP
stanford-ai-2021	158	166	&	&	CC
stanford-ai-2021	158	167	Caribbean	Caribbean	NNP
stanford-ai-2021	158	168	13.3	13.3	CD
stanford-ai-2021	158	169	%	%	NN
stanford-ai-2021	158	170	,	,	,
stanford-ai-2021	158	171	Europe	Europe	NNP
stanford-ai-2021	158	172	&	&	CC
stanford-ai-2021	158	173	Central	Central	NNP
stanford-ai-2021	158	174	Asia	Asia	NNP
stanford-ai-2021	158	175	26.7	26.7	CD
stanford-ai-2021	158	176	%	%	NN
stanford-ai-2021	158	177	,	,	,
stanford-ai-2021	158	178	East	East	NNP
stanford-ai-2021	158	179	Asia	Asia	NNP
stanford-ai-2021	158	180	&	&	CC
stanford-ai-2021	158	181	Pacific	Pacific	NNP
stanford-ai-2021	158	182	AI	AI	NNP
stanford-ai-2021	158	183	JOURNAL	JOURNAL	NNP
stanford-ai-2021	158	184	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	158	185	(	(	-LRB-
stanford-ai-2021	158	186	%	%	NN
stanford-ai-2021	158	187	of	of	IN
stanford-ai-2021	158	188	WORLD	WORLD	NNP
stanford-ai-2021	158	189	TOTAL	TOTAL	NNP
stanford-ai-2021	158	190	)	)	-RRB-
stanford-ai-2021	158	191	by	by	IN
stanford-ai-2021	158	192	REGION	region	NN
stanford-ai-2021	158	193	,	,	,
stanford-ai-2021	158	194	2000	2000	CD
stanford-ai-2021	158	195	-	-	SYM
stanford-ai-2021	158	196	20	20	CD
stanford-ai-2021	158	197	Source	source	NN
stanford-ai-2021	158	198	:	:	:
stanford-ai-2021	158	199	Microsoft	Microsoft	NNP
stanford-ai-2021	158	200	Academic	Academic	NNP
stanford-ai-2021	158	201	Graph	Graph	NNP
stanford-ai-2021	158	202	,	,	,
stanford-ai-2021	158	203	2020	2020	CD
stanford-ai-2021	158	204	|	|	CD
stanford-ai-2021	158	205	Chart	Chart	NNP
stanford-ai-2021	158	206	:	:	:
stanford-ai-2021	158	207	2021	2021	CD
stanford-ai-2021	158	208	AI	AI	NNP
stanford-ai-2021	158	209	Index	Index	NNP
stanford-ai-2021	158	210	Report	Report	NNP
stanford-ai-2021	158	211	By	by	IN
stanford-ai-2021	158	212	Region	Region	NNP
stanford-ai-2021	158	213	Figure	Figure	NNP
stanford-ai-2021	158	214	1.1.8	1.1.8	CD
stanford-ai-2021	158	215	shows	show	VBZ
stanford-ai-2021	158	216	the	the	DT
stanford-ai-2021	158	217	share	share	NN
stanford-ai-2021	158	218	of	of	IN
stanford-ai-2021	158	219	AI	AI	NNP
stanford-ai-2021	158	220	journals	journal	NNS
stanford-ai-2021	158	221	—	—	:
stanford-ai-2021	158	222	the	the	DT
stanford-ai-2021	158	223	dominant	dominant	JJ
stanford-ai-2021	158	224	publication	publication	NN
stanford-ai-2021	158	225	entity	entity	NN
stanford-ai-2021	158	226	in	in	IN
stanford-ai-2021	158	227	terms	term	NNS
stanford-ai-2021	158	228	of	of	IN
stanford-ai-2021	158	229	numbers	number	NNS
stanford-ai-2021	158	230	in	in	IN
stanford-ai-2021	158	231	the	the	DT
stanford-ai-2021	158	232	MAG	MAG	NNP
stanford-ai-2021	158	233	database	database	NN
stanford-ai-2021	158	234	—	—	:
stanford-ai-2021	158	235	by	by	IN
stanford-ai-2021	158	236	region	region	NN
stanford-ai-2021	158	237	between	between	IN
stanford-ai-2021	158	238	2000	2000	CD
stanford-ai-2021	158	239	and	and	CC
stanford-ai-2021	158	240	2020	2020	CD
stanford-ai-2021	158	241	.	.	.
stanford-ai-2021	159	1	East	East	NNP
stanford-ai-2021	159	2	Asia	Asia	NNP
stanford-ai-2021	159	3	&	&	CC
stanford-ai-2021	159	4	Pacific	Pacific	NNP
stanford-ai-2021	159	5	,	,	,
stanford-ai-2021	159	6	Europe	Europe	NNP
stanford-ai-2021	159	7	&	&	CC
stanford-ai-2021	159	8	Central	Central	NNP
stanford-ai-2021	159	9	Asia	Asia	NNP
stanford-ai-2021	159	10	,	,	,
stanford-ai-2021	159	11	and	and	CC
stanford-ai-2021	159	12	North	North	NNP
stanford-ai-2021	159	13	America	America	NNP
stanford-ai-2021	159	14	are	be	VBP
stanford-ai-2021	159	15	responsible	responsible	JJ
stanford-ai-2021	159	16	for	for	IN
stanford-ai-2021	159	17	the	the	DT
stanford-ai-2021	159	18	majority	majority	NN
stanford-ai-2021	159	19	of	of	IN
stanford-ai-2021	159	20	AI	AI	NNP
stanford-ai-2021	159	21	journal	journal	NNP
stanford-ai-2021	159	22	publications	publication	NNS
stanford-ai-2021	159	23	in	in	IN
stanford-ai-2021	159	24	the	the	DT
stanford-ai-2021	159	25	past	past	JJ
stanford-ai-2021	159	26	21	21	CD
stanford-ai-2021	159	27	years	year	NNS
stanford-ai-2021	159	28	,	,	,
stanford-ai-2021	159	29	while	while	IN
stanford-ai-2021	159	30	the	the	DT
stanford-ai-2021	159	31	lead	lead	JJ
stanford-ai-2021	159	32	position	position	NN
stanford-ai-2021	159	33	among	among	IN
stanford-ai-2021	159	34	the	the	DT
stanford-ai-2021	159	35	three	three	CD
stanford-ai-2021	159	36	regions	region	NNS
stanford-ai-2021	159	37	changes	change	VBZ
stanford-ai-2021	159	38	over	over	IN
stanford-ai-2021	159	39	time	time	NN
stanford-ai-2021	159	40	.	.	.
stanford-ai-2021	160	1	In	in	IN
stanford-ai-2021	160	2	2020	2020	CD
stanford-ai-2021	160	3	,	,	,
stanford-ai-2021	160	4	East	East	NNP
stanford-ai-2021	160	5	Asia	Asia	NNP
stanford-ai-2021	160	6	&	&	CC
stanford-ai-2021	160	7	Pacific	Pacific	NNP
stanford-ai-2021	160	8	held	hold	VBD
stanford-ai-2021	160	9	the	the	DT
stanford-ai-2021	160	10	highest	high	JJS
stanford-ai-2021	160	11	share	share	NN
stanford-ai-2021	160	12	(	(	-LRB-
stanford-ai-2021	160	13	26.7	26.7	CD
stanford-ai-2021	160	14	%	%	NN
stanford-ai-2021	160	15	)	)	-RRB-
stanford-ai-2021	160	16	,	,	,
stanford-ai-2021	160	17	followed	follow	VBN
stanford-ai-2021	160	18	by	by	IN
stanford-ai-2021	160	19	Europe	Europe	NNP
stanford-ai-2021	160	20	&	&	CC
stanford-ai-2021	160	21	Central	Central	NNP
stanford-ai-2021	160	22	Asia	Asia	NNP
stanford-ai-2021	160	23	(	(	-LRB-
stanford-ai-2021	160	24	13.3	13.3	CD
stanford-ai-2021	160	25	%	%	NN
stanford-ai-2021	160	26	)	)	-RRB-
stanford-ai-2021	160	27	and	and	CC
stanford-ai-2021	160	28	North	North	NNP
stanford-ai-2021	160	29	America	America	NNP
stanford-ai-2021	160	30	(	(	-LRB-
stanford-ai-2021	160	31	14.0	14.0	CD
stanford-ai-2021	160	32	%	%	NN
stanford-ai-2021	160	33	)	)	-RRB-
stanford-ai-2021	160	34	.	.	.
stanford-ai-2021	161	1	Additionally	additionally	RB
stanford-ai-2021	161	2	,	,	,
stanford-ai-2021	161	3	in	in	IN
stanford-ai-2021	161	4	the	the	DT
stanford-ai-2021	161	5	last	last	JJ
stanford-ai-2021	161	6	10	10	CD
stanford-ai-2021	161	7	years	year	NNS
stanford-ai-2021	161	8	,	,	,
stanford-ai-2021	161	9	South	South	NNP
stanford-ai-2021	161	10	Asia	Asia	NNP
stanford-ai-2021	161	11	,	,	,
stanford-ai-2021	161	12	and	and	CC
stanford-ai-2021	161	13	Middle	Middle	NNP
stanford-ai-2021	161	14	East	East	NNP
stanford-ai-2021	161	15	&	&	CC
stanford-ai-2021	161	16	North	North	NNP
stanford-ai-2021	161	17	Africa	Africa	NNP
stanford-ai-2021	161	18	saw	see	VBD
stanford-ai-2021	161	19	the	the	DT
stanford-ai-2021	161	20	most	most	RBS
stanford-ai-2021	161	21	significant	significant	JJ
stanford-ai-2021	161	22	growth	growth	NN
stanford-ai-2021	161	23	,	,	,
stanford-ai-2021	161	24	as	as	IN
stanford-ai-2021	161	25	the	the	DT
stanford-ai-2021	161	26	number	number	NN
stanford-ai-2021	161	27	of	of	IN
stanford-ai-2021	161	28	AI	AI	NNP
stanford-ai-2021	161	29	journal	journal	NN
stanford-ai-2021	161	30	publications	publication	NNS
stanford-ai-2021	161	31	in	in	IN
stanford-ai-2021	161	32	those	those	DT
stanford-ai-2021	161	33	two	two	CD
stanford-ai-2021	161	34	regions	region	NNS
stanford-ai-2021	161	35	grew	grow	VBD
stanford-ai-2021	161	36	six-	six-	RB
stanford-ai-2021	161	37	and	and	CC
stanford-ai-2021	161	38	fourfold	fourfold	RB
stanford-ai-2021	161	39	,	,	,
stanford-ai-2021	161	40	respectively	respectively	RB
stanford-ai-2021	161	41	.	.	.
stanford-ai-2021	162	1	1	1	LS
stanford-ai-2021	162	2	.1	.1	.
stanford-ai-2021	162	3	P	p	NN
stanford-ai-2021	162	4	U	U	NNP
stanford-ai-2021	162	5	B	B	NNP
stanford-ai-2021	162	6	L	L	NNP
stanford-ai-2021	162	7	I	i	NN
stanford-ai-2021	162	8	C	c	NN
stanford-ai-2021	162	9	AT	at	IN
stanford-ai-2021	162	10	I	i	NN
stanford-ai-2021	162	11	O	o	NN
stanford-ai-2021	162	12	N	n	NN
stanford-ai-2021	162	13	S	s	NN
stanford-ai-2021	162	14	C	c	NN
stanford-ai-2021	162	15	H	h	NN
stanford-ai-2021	162	16	A	a	NN
stanford-ai-2021	162	17	P	p	NN
stanford-ai-2021	162	18	T	t	NN
stanford-ai-2021	162	19	E	e	NN
stanford-ai-2021	162	20	R	r	NN
stanford-ai-2021	162	21	1	1	CD
stanford-ai-2021	162	22	:	:	:
stanford-ai-2021	162	23	R	r	NN
stanford-ai-2021	162	24	E	e	NN
stanford-ai-2021	162	25	S	s	NN
stanford-ai-2021	162	26	E	e	NN
stanford-ai-2021	162	27	A	a	NN
stanford-ai-2021	162	28	R	r	NN
stanford-ai-2021	162	29	C	c	NN
stanford-ai-2021	162	30	H	h	NN
stanford-ai-2021	162	31	&	&	CC
stanford-ai-2021	162	32	D	d	NN
stanford-ai-2021	162	33	E	e	NN
stanford-ai-2021	162	34	V	v	NN
stanford-ai-2021	162	35	E	e	NN
stanford-ai-2021	162	36	L	l	NN
stanford-ai-2021	162	37	O	o	NN
stanford-ai-2021	162	38	P	p	NN
stanford-ai-2021	162	39	M	m	NN
stanford-ai-2021	162	40	E	e	NN
stanford-ai-2021	162	41	N	n	NN
stanford-ai-2021	162	42	T	t	NN
stanford-ai-2021	162	43	Figure	figure	NN
stanford-ai-2021	162	44	1.1.8	1.1.8	CD
stanford-ai-2021	162	45	TA	TA	NNP
stanford-ai-2021	162	46	B	b	NN
stanford-ai-2021	162	47	L	l	NN
stanford-ai-2021	162	48	E	e	NN
stanford-ai-2021	162	49	O	o	NN
stanford-ai-2021	162	50	F	f	NN
stanford-ai-2021	162	51	C	c	NN
stanford-ai-2021	162	52	O	o	NN
stanford-ai-2021	162	53	N	n	NN
stanford-ai-2021	162	54	T	t	NN
stanford-ai-2021	162	55	E	e	NN
stanford-ai-2021	162	56	N	n	NN
stanford-ai-2021	162	57	T	t	NN
stanford-ai-2021	162	58	S	s	NN
stanford-ai-2021	162	59	2	2	CD
stanford-ai-2021	162	60	7C	7c	NN
stanford-ai-2021	162	61	H	h	NN
stanford-ai-2021	162	62	A	a	NN
stanford-ai-2021	162	63	P	p	NN
stanford-ai-2021	162	64	T	t	NN
stanford-ai-2021	162	65	E	e	NN
stanford-ai-2021	162	66	R	r	NN
stanford-ai-2021	162	67	1	1	CD
stanford-ai-2021	162	68	P	p	NN
stanford-ai-2021	162	69	R	r	NN
stanford-ai-2021	162	70	E	e	NN
stanford-ai-2021	162	71	V	v	NN
stanford-ai-2021	162	72	I	i	NN
stanford-ai-2021	162	73	E	e	NN
stanford-ai-2021	162	74	W	W	NNP
stanford-ai-2021	162	75	Artificial	Artificial	NNP
stanford-ai-2021	162	76	Intelligence	Intelligence	NNP
stanford-ai-2021	162	77	Index	Index	NNP
stanford-ai-2021	162	78	Report	Report	NNP
stanford-ai-2021	162	79	2021	2021	CD
stanford-ai-2021	162	80	20	20	CD
stanford-ai-2021	162	81	0	0	CD
stanford-ai-2021	162	82	0	0	CD
stanford-ai-2021	162	83	20	20	CD
stanford-ai-2021	162	84	0	0	CD
stanford-ai-2021	162	85	1	1	CD
stanford-ai-2021	162	86	20	20	CD
stanford-ai-2021	162	87	0	0	CD
stanford-ai-2021	162	88	2	2	CD
stanford-ai-2021	162	89	20	20	CD
stanford-ai-2021	162	90	0	0	CD
stanford-ai-2021	162	91	3	3	CD
stanford-ai-2021	162	92	20	20	CD
stanford-ai-2021	162	93	0	0	CD
stanford-ai-2021	162	94	4	4	CD
stanford-ai-2021	162	95	20	20	CD
stanford-ai-2021	162	96	0	0	CD
stanford-ai-2021	162	97	5	5	CD
stanford-ai-2021	162	98	20	20	CD
stanford-ai-2021	162	99	0	0	CD
stanford-ai-2021	162	100	6	6	CD
stanford-ai-2021	162	101	20	20	CD
stanford-ai-2021	162	102	0	0	CD
stanford-ai-2021	162	103	7	7	CD
stanford-ai-2021	162	104	20	20	CD
stanford-ai-2021	162	105	0	0	CD
stanford-ai-2021	162	106	8	8	CD
stanford-ai-2021	162	107	20	20	CD
stanford-ai-2021	162	108	0	0	CD
stanford-ai-2021	162	109	9	9	CD
stanford-ai-2021	162	110	20	20	CD
stanford-ai-2021	162	111	10	10	CD
stanford-ai-2021	162	112	20	20	CD
stanford-ai-2021	162	113	11	11	CD
stanford-ai-2021	162	114	20	20	CD
stanford-ai-2021	162	115	12	12	CD
stanford-ai-2021	162	116	20	20	CD
stanford-ai-2021	162	117	13	13	CD
stanford-ai-2021	162	118	20	20	CD
stanford-ai-2021	162	119	14	14	CD
stanford-ai-2021	162	120	20	20	CD
stanford-ai-2021	162	121	15	15	CD
stanford-ai-2021	162	122	20	20	CD
stanford-ai-2021	162	123	16	16	CD
stanford-ai-2021	162	124	20	20	CD
stanford-ai-2021	162	125	17	17	CD
stanford-ai-2021	162	126	20	20	CD
stanford-ai-2021	162	127	18	18	CD
stanford-ai-2021	162	128	20	20	CD
stanford-ai-2021	162	129	19	19	CD
stanford-ai-2021	162	130	20	20	CD
stanford-ai-2021	162	131	20	20	CD
stanford-ai-2021	162	132	0	0	CD
stanford-ai-2021	162	133	%	%	NN
stanford-ai-2021	162	134	5	5	CD
stanford-ai-2021	162	135	%	%	NN
stanford-ai-2021	162	136	10	10	CD
stanford-ai-2021	162	137	%	%	NN
stanford-ai-2021	162	138	15	15	CD
stanford-ai-2021	162	139	%	%	NN
stanford-ai-2021	162	140	20	20	CD
stanford-ai-2021	162	141	%	%	NN
stanford-ai-2021	162	142	25	25	CD
stanford-ai-2021	162	143	%	%	NN
stanford-ai-2021	162	144	A	a	NN
stanford-ai-2021	162	145	I	i	NN
stanford-ai-2021	162	146	J	j	NN
stanford-ai-2021	162	147	o	o	NN
stanford-ai-2021	162	148	u	u	NN
stanford-ai-2021	162	149	rn	rn	NN
stanford-ai-2021	162	150	al	al	NNP
stanford-ai-2021	162	151	P	P	NNP
stanford-ai-2021	162	152	u	u	NNP
stanford-ai-2021	162	153	b	b	NNP
stanford-ai-2021	162	154	lic	lic	NN
stanford-ai-2021	162	155	at	at	IN
stanford-ai-2021	162	156	io	io	NNP
stanford-ai-2021	162	157	n	n	NNP
stanford-ai-2021	162	158	s	s	NNP
stanford-ai-2021	162	159	(	(	-LRB-
stanford-ai-2021	162	160	%	%	NN
stanford-ai-2021	162	161	o	o	NN
stanford-ai-2021	162	162	f	f	NN
stanford-ai-2021	162	163	W	w	NN
stanford-ai-2021	162	164	o	o	NNP
stanford-ai-2021	162	165	rl	rl	NN
stanford-ai-2021	162	166	d	d	NN
stanford-ai-2021	162	167	T	t	NN
stanford-ai-2021	162	168	o	o	NN
stanford-ai-2021	162	169	ta	ta	NNP
stanford-ai-2021	162	170	l	l	NN
stanford-ai-2021	162	171	)	)	-RRB-
stanford-ai-2021	162	172	12.3	12.3	CD
stanford-ai-2021	162	173	%	%	NN
stanford-ai-2021	162	174	,	,	,
stanford-ai-2021	162	175	US	US	NNP
stanford-ai-2021	162	176	8.6	8.6	CD
stanford-ai-2021	162	177	%	%	NN
stanford-ai-2021	162	178	,	,	,
stanford-ai-2021	162	179	EU	EU	NNP
stanford-ai-2021	162	180	18.0	18.0	CD
stanford-ai-2021	162	181	%	%	NN
stanford-ai-2021	162	182	,	,	,
stanford-ai-2021	162	183	China	China	NNP
stanford-ai-2021	162	184	AI	AI	NNP
stanford-ai-2021	162	185	JOURNAL	JOURNAL	NNP
stanford-ai-2021	162	186	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	162	187	(	(	-LRB-
stanford-ai-2021	162	188	%	%	NN
stanford-ai-2021	162	189	of	of	IN
stanford-ai-2021	162	190	WORLD	WORLD	NNP
stanford-ai-2021	162	191	TOTAL	TOTAL	NNP
stanford-ai-2021	162	192	)	)	-RRB-
stanford-ai-2021	162	193	by	by	IN
stanford-ai-2021	162	194	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	162	195	AREA	AREA	NNP
stanford-ai-2021	162	196	,	,	,
stanford-ai-2021	162	197	2000	2000	CD
stanford-ai-2021	162	198	-	-	SYM
stanford-ai-2021	162	199	20	20	CD
stanford-ai-2021	162	200	Source	source	NN
stanford-ai-2021	162	201	:	:	:
stanford-ai-2021	162	202	Microso	Microso	NNP
stanford-ai-2021	162	203	Academic	Academic	NNP
stanford-ai-2021	162	204	Graph	Graph	NNP
stanford-ai-2021	162	205	,	,	,
stanford-ai-2021	162	206	2020	2020	CD
stanford-ai-2021	162	207	|	|	CD
stanford-ai-2021	162	208	Chart	Chart	NNP
stanford-ai-2021	162	209	:	:	:
stanford-ai-2021	162	210	2021	2021	CD
stanford-ai-2021	162	211	AI	AI	NNP
stanford-ai-2021	162	212	Index	Index	NNP
stanford-ai-2021	162	213	Report	Report	NNP
stanford-ai-2021	162	214	By	by	IN
stanford-ai-2021	162	215	Geographic	Geographic	NNP
stanford-ai-2021	162	216	Area	Area	NNP
stanford-ai-2021	162	217	Figure	Figure	NNP
stanford-ai-2021	162	218	1.1.9	1.1.9	CD
stanford-ai-2021	162	219	shows	show	VBZ
stanford-ai-2021	162	220	that	that	IN
stanford-ai-2021	162	221	among	among	IN
stanford-ai-2021	162	222	the	the	DT
stanford-ai-2021	162	223	three	three	CD
stanford-ai-2021	162	224	major	major	JJ
stanford-ai-2021	162	225	AI	AI	NNP
stanford-ai-2021	162	226	powers	power	NNS
stanford-ai-2021	162	227	,	,	,
stanford-ai-2021	162	228	China	China	NNP
stanford-ai-2021	162	229	has	have	VBZ
stanford-ai-2021	162	230	had	have	VBN
stanford-ai-2021	162	231	the	the	DT
stanford-ai-2021	162	232	largest	large	JJS
stanford-ai-2021	162	233	share	share	NN
stanford-ai-2021	162	234	of	of	IN
stanford-ai-2021	162	235	AI	AI	NNP
stanford-ai-2021	162	236	journal	journal	NN
stanford-ai-2021	162	237	publications	publication	NNS
stanford-ai-2021	162	238	in	in	IN
stanford-ai-2021	162	239	the	the	DT
stanford-ai-2021	162	240	world	world	NN
stanford-ai-2021	162	241	since	since	IN
stanford-ai-2021	162	242	2017	2017	CD
stanford-ai-2021	162	243	,	,	,
stanford-ai-2021	162	244	with	with	IN
stanford-ai-2021	162	245	18.0	18.0	CD
stanford-ai-2021	162	246	%	%	NN
stanford-ai-2021	162	247	in	in	IN
stanford-ai-2021	162	248	2020	2020	CD
stanford-ai-2021	162	249	,	,	,
stanford-ai-2021	162	250	followed	follow	VBN
stanford-ai-2021	162	251	by	by	IN
stanford-ai-2021	162	252	the	the	DT
stanford-ai-2021	162	253	United	United	NNP
stanford-ai-2021	162	254	States	States	NNP
stanford-ai-2021	162	255	(	(	-LRB-
stanford-ai-2021	162	256	12.3	12.3	CD
stanford-ai-2021	162	257	%	%	NN
stanford-ai-2021	162	258	)	)	-RRB-
stanford-ai-2021	162	259	and	and	CC
stanford-ai-2021	162	260	the	the	DT
stanford-ai-2021	162	261	European	European	NNP
stanford-ai-2021	162	262	Union	Union	NNP
stanford-ai-2021	162	263	(	(	-LRB-
stanford-ai-2021	162	264	8.6	8.6	CD
stanford-ai-2021	162	265	%	%	NN
stanford-ai-2021	162	266	)	)	-RRB-
stanford-ai-2021	162	267	.	.	.
stanford-ai-2021	163	1	1	1	LS
stanford-ai-2021	163	2	.1	.1	.
stanford-ai-2021	163	3	P	p	NN
stanford-ai-2021	163	4	U	U	NNP
stanford-ai-2021	163	5	B	B	NNP
stanford-ai-2021	163	6	L	L	NNP
stanford-ai-2021	163	7	I	i	NN
stanford-ai-2021	163	8	C	c	NN
stanford-ai-2021	163	9	AT	at	IN
stanford-ai-2021	163	10	I	i	NN
stanford-ai-2021	163	11	O	o	NN
stanford-ai-2021	163	12	N	n	NN
stanford-ai-2021	163	13	S	s	NN
stanford-ai-2021	163	14	C	c	NN
stanford-ai-2021	163	15	H	h	NN
stanford-ai-2021	163	16	A	a	NN
stanford-ai-2021	163	17	P	p	NN
stanford-ai-2021	163	18	T	t	NN
stanford-ai-2021	163	19	E	e	NN
stanford-ai-2021	163	20	R	r	NN
stanford-ai-2021	163	21	1	1	CD
stanford-ai-2021	163	22	:	:	:
stanford-ai-2021	163	23	R	r	NN
stanford-ai-2021	163	24	E	e	NN
stanford-ai-2021	163	25	S	s	NN
stanford-ai-2021	163	26	E	e	NN
stanford-ai-2021	163	27	A	a	NN
stanford-ai-2021	163	28	R	r	NN
stanford-ai-2021	163	29	C	c	NN
stanford-ai-2021	163	30	H	h	NN
stanford-ai-2021	163	31	&	&	CC
stanford-ai-2021	163	32	D	d	NN
stanford-ai-2021	163	33	E	e	NN
stanford-ai-2021	163	34	V	v	NN
stanford-ai-2021	163	35	E	e	NN
stanford-ai-2021	163	36	L	l	NN
stanford-ai-2021	163	37	O	o	NN
stanford-ai-2021	163	38	P	p	NN
stanford-ai-2021	163	39	M	m	NN
stanford-ai-2021	163	40	E	e	NN
stanford-ai-2021	163	41	N	n	NN
stanford-ai-2021	163	42	T	t	NN
stanford-ai-2021	163	43	Figure	figure	NN
stanford-ai-2021	163	44	1.1.9	1.1.9	CD
stanford-ai-2021	163	45	20	20	CD
stanford-ai-2021	163	46	0	0	CD
stanford-ai-2021	163	47	0	0	CD
stanford-ai-2021	163	48	20	20	CD
stanford-ai-2021	163	49	0	0	CD
stanford-ai-2021	163	50	1	1	CD
stanford-ai-2021	163	51	20	20	CD
stanford-ai-2021	163	52	0	0	CD
stanford-ai-2021	163	53	2	2	CD
stanford-ai-2021	163	54	20	20	CD
stanford-ai-2021	163	55	0	0	CD
stanford-ai-2021	163	56	3	3	CD
stanford-ai-2021	163	57	20	20	CD
stanford-ai-2021	163	58	0	0	CD
stanford-ai-2021	163	59	4	4	CD
stanford-ai-2021	163	60	20	20	CD
stanford-ai-2021	163	61	0	0	CD
stanford-ai-2021	163	62	5	5	CD
stanford-ai-2021	163	63	20	20	CD
stanford-ai-2021	163	64	0	0	CD
stanford-ai-2021	163	65	6	6	CD
stanford-ai-2021	163	66	20	20	CD
stanford-ai-2021	163	67	0	0	CD
stanford-ai-2021	163	68	7	7	CD
stanford-ai-2021	163	69	20	20	CD
stanford-ai-2021	163	70	0	0	CD
stanford-ai-2021	163	71	8	8	CD
stanford-ai-2021	163	72	20	20	CD
stanford-ai-2021	163	73	0	0	CD
stanford-ai-2021	163	74	9	9	CD
stanford-ai-2021	163	75	20	20	CD
stanford-ai-2021	163	76	10	10	CD
stanford-ai-2021	163	77	20	20	CD
stanford-ai-2021	163	78	11	11	CD
stanford-ai-2021	163	79	20	20	CD
stanford-ai-2021	163	80	12	12	CD
stanford-ai-2021	163	81	20	20	CD
stanford-ai-2021	163	82	13	13	CD
stanford-ai-2021	163	83	20	20	CD
stanford-ai-2021	163	84	14	14	CD
stanford-ai-2021	163	85	20	20	CD
stanford-ai-2021	163	86	15	15	CD
stanford-ai-2021	163	87	20	20	CD
stanford-ai-2021	163	88	16	16	CD
stanford-ai-2021	163	89	20	20	CD
stanford-ai-2021	163	90	17	17	CD
stanford-ai-2021	163	91	20	20	CD
stanford-ai-2021	163	92	18	18	CD
stanford-ai-2021	163	93	20	20	CD
stanford-ai-2021	163	94	19	19	CD
stanford-ai-2021	163	95	20	20	CD
stanford-ai-2021	163	96	20	20	CD
stanford-ai-2021	163	97	0	0	CD
stanford-ai-2021	163	98	%	%	NN
stanford-ai-2021	163	99	10	10	CD
stanford-ai-2021	163	100	%	%	NN
stanford-ai-2021	163	101	20	20	CD
stanford-ai-2021	163	102	%	%	NN
stanford-ai-2021	163	103	30	30	CD
stanford-ai-2021	163	104	%	%	NN
stanford-ai-2021	163	105	40	40	CD
stanford-ai-2021	163	106	%	%	NN
stanford-ai-2021	163	107	A	a	DT
stanford-ai-2021	163	108	I	i	NN
stanford-ai-2021	163	109	J	j	NN
stanford-ai-2021	163	110	o	o	NN
stanford-ai-2021	163	111	u	u	NNP
stanford-ai-2021	163	112	rn	rn	NN
stanford-ai-2021	163	113	al	al	NNP
stanford-ai-2021	163	114	C	C	NNP
stanford-ai-2021	163	115	it	-PRON-	PRP
stanford-ai-2021	163	116	at	at	IN
stanford-ai-2021	163	117	io	io	NNP
stanford-ai-2021	163	118	n	n	NNP
stanford-ai-2021	163	119	s	s	NNP
stanford-ai-2021	163	120	(	(	-LRB-
stanford-ai-2021	163	121	%	%	NN
stanford-ai-2021	163	122	o	o	NN
stanford-ai-2021	163	123	f	f	NN
stanford-ai-2021	163	124	W	w	NN
stanford-ai-2021	163	125	o	o	NNP
stanford-ai-2021	163	126	rl	rl	NN
stanford-ai-2021	163	127	d	d	NN
stanford-ai-2021	163	128	T	t	NN
stanford-ai-2021	163	129	o	o	NN
stanford-ai-2021	163	130	ta	ta	NNP
stanford-ai-2021	163	131	l	l	NN
stanford-ai-2021	163	132	)	)	-RRB-
stanford-ai-2021	163	133	19.8	19.8	CD
stanford-ai-2021	163	134	%	%	NN
stanford-ai-2021	163	135	US	US	NNP
stanford-ai-2021	163	136	11.0	11.0	CD
stanford-ai-2021	163	137	%	%	NN
stanford-ai-2021	163	138	EU	EU	NNP
stanford-ai-2021	163	139	20.7	20.7	CD
stanford-ai-2021	163	140	%	%	NN
stanford-ai-2021	163	141	China	China	NNP
stanford-ai-2021	163	142	AI	AI	NNP
stanford-ai-2021	163	143	JOURNAL	JOURNAL	NNP
stanford-ai-2021	163	144	CITATIONS	citation	NNS
stanford-ai-2021	163	145	(	(	-LRB-
stanford-ai-2021	163	146	%	%	NN
stanford-ai-2021	163	147	of	of	IN
stanford-ai-2021	163	148	WORLD	WORLD	NNP
stanford-ai-2021	163	149	TOTAL	TOTAL	NNP
stanford-ai-2021	163	150	)	)	-RRB-
stanford-ai-2021	163	151	by	by	IN
stanford-ai-2021	163	152	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	163	153	AREA	AREA	NNP
stanford-ai-2021	163	154	,	,	,
stanford-ai-2021	163	155	2000	2000	CD
stanford-ai-2021	163	156	-	-	SYM
stanford-ai-2021	163	157	20	20	CD
stanford-ai-2021	163	158	Source	source	NN
stanford-ai-2021	163	159	:	:	:
stanford-ai-2021	163	160	Microsoft	Microsoft	NNP
stanford-ai-2021	163	161	Academic	Academic	NNP
stanford-ai-2021	163	162	Graph	Graph	NNP
stanford-ai-2021	163	163	,	,	,
stanford-ai-2021	163	164	2020	2020	CD
stanford-ai-2021	163	165	|	|	CD
stanford-ai-2021	163	166	Chart	Chart	NNP
stanford-ai-2021	163	167	:	:	:
stanford-ai-2021	163	168	2021	2021	CD
stanford-ai-2021	163	169	AI	AI	NNP
stanford-ai-2021	163	170	Index	Index	NNP
stanford-ai-2021	163	171	Report	Report	NNP
stanford-ai-2021	163	172	Citation	Citation	NNP
stanford-ai-2021	163	173	In	in	IN
stanford-ai-2021	163	174	terms	term	NNS
stanford-ai-2021	163	175	of	of	IN
stanford-ai-2021	163	176	the	the	DT
stanford-ai-2021	163	177	highest	high	JJS
stanford-ai-2021	163	178	share	share	NN
stanford-ai-2021	163	179	of	of	IN
stanford-ai-2021	163	180	AI	AI	NNP
stanford-ai-2021	163	181	journal	journal	NN
stanford-ai-2021	163	182	citations	citation	NNS
stanford-ai-2021	163	183	,	,	,
stanford-ai-2021	163	184	Figure	figure	NN
stanford-ai-2021	163	185	1.1.10	1.1.10	CD
stanford-ai-2021	163	186	shows	show	VBZ
stanford-ai-2021	163	187	that	that	IN
stanford-ai-2021	163	188	China	China	NNP
stanford-ai-2021	163	189	(	(	-LRB-
stanford-ai-2021	163	190	20.7	20.7	CD
stanford-ai-2021	163	191	%	%	NN
stanford-ai-2021	163	192	)	)	-RRB-
stanford-ai-2021	163	193	overtook	overtake	VBD
stanford-ai-2021	163	194	the	the	DT
stanford-ai-2021	163	195	United	United	NNP
stanford-ai-2021	163	196	States	States	NNP
stanford-ai-2021	163	197	(	(	-LRB-
stanford-ai-2021	163	198	19.8	19.8	CD
stanford-ai-2021	163	199	%	%	NN
stanford-ai-2021	163	200	)	)	-RRB-
stanford-ai-2021	163	201	in	in	IN
stanford-ai-2021	163	202	2020	2020	CD
stanford-ai-2021	163	203	for	for	IN
stanford-ai-2021	163	204	the	the	DT
stanford-ai-2021	163	205	first	first	JJ
stanford-ai-2021	163	206	time	time	NN
stanford-ai-2021	163	207	,	,	,
stanford-ai-2021	163	208	while	while	IN
stanford-ai-2021	163	209	the	the	DT
stanford-ai-2021	163	210	European	European	NNP
stanford-ai-2021	163	211	Union	Union	NNP
stanford-ai-2021	163	212	continued	continue	VBD
stanford-ai-2021	163	213	to	to	TO
stanford-ai-2021	163	214	lose	lose	VB
stanford-ai-2021	163	215	overall	overall	JJ
stanford-ai-2021	163	216	share	share	NN
stanford-ai-2021	163	217	.	.	.
stanford-ai-2021	164	1	Figure	figure	NN
stanford-ai-2021	164	2	1.1.10	1.1.10	CD
stanford-ai-2021	164	3	TA	TA	NNP
stanford-ai-2021	164	4	B	b	NN
stanford-ai-2021	164	5	L	l	NN
stanford-ai-2021	164	6	E	e	NN
stanford-ai-2021	164	7	O	o	NN
stanford-ai-2021	164	8	F	f	NN
stanford-ai-2021	164	9	C	c	NN
stanford-ai-2021	164	10	O	o	NN
stanford-ai-2021	164	11	N	n	NN
stanford-ai-2021	164	12	T	t	NN
stanford-ai-2021	164	13	E	e	NN
stanford-ai-2021	164	14	N	n	NN
stanford-ai-2021	164	15	T	t	NN
stanford-ai-2021	164	16	S	s	NN
stanford-ai-2021	164	17	2	2	CD
stanford-ai-2021	164	18	8C	8c	CD
stanford-ai-2021	164	19	H	h	NN
stanford-ai-2021	164	20	A	a	NN
stanford-ai-2021	164	21	P	p	NN
stanford-ai-2021	164	22	T	t	NN
stanford-ai-2021	164	23	E	e	NN
stanford-ai-2021	164	24	R	r	NN
stanford-ai-2021	164	25	1	1	CD
stanford-ai-2021	164	26	P	p	NN
stanford-ai-2021	164	27	R	r	NN
stanford-ai-2021	164	28	E	e	NN
stanford-ai-2021	164	29	V	v	NN
stanford-ai-2021	164	30	I	i	NN
stanford-ai-2021	164	31	E	e	NN
stanford-ai-2021	164	32	W	W	NNP
stanford-ai-2021	164	33	Artificial	Artificial	NNP
stanford-ai-2021	164	34	Intelligence	Intelligence	NNP
stanford-ai-2021	164	35	Index	Index	NNP
stanford-ai-2021	164	36	Report	Report	NNP
stanford-ai-2021	164	37	2021	2021	CD
stanford-ai-2021	164	38	20	20	CD
stanford-ai-2021	164	39	0	0	CD
stanford-ai-2021	164	40	0	0	CD
stanford-ai-2021	164	41	20	20	CD
stanford-ai-2021	164	42	0	0	CD
stanford-ai-2021	164	43	1	1	CD
stanford-ai-2021	164	44	20	20	CD
stanford-ai-2021	164	45	0	0	CD
stanford-ai-2021	164	46	2	2	CD
stanford-ai-2021	164	47	20	20	CD
stanford-ai-2021	164	48	0	0	CD
stanford-ai-2021	164	49	3	3	CD
stanford-ai-2021	164	50	20	20	CD
stanford-ai-2021	164	51	0	0	CD
stanford-ai-2021	164	52	4	4	CD
stanford-ai-2021	164	53	20	20	CD
stanford-ai-2021	164	54	0	0	CD
stanford-ai-2021	164	55	5	5	CD
stanford-ai-2021	164	56	20	20	CD
stanford-ai-2021	164	57	0	0	CD
stanford-ai-2021	164	58	6	6	CD
stanford-ai-2021	164	59	20	20	CD
stanford-ai-2021	164	60	0	0	CD
stanford-ai-2021	164	61	7	7	CD
stanford-ai-2021	164	62	20	20	CD
stanford-ai-2021	164	63	0	0	CD
stanford-ai-2021	164	64	8	8	CD
stanford-ai-2021	164	65	20	20	CD
stanford-ai-2021	164	66	0	0	CD
stanford-ai-2021	164	67	9	9	CD
stanford-ai-2021	164	68	20	20	CD
stanford-ai-2021	164	69	10	10	CD
stanford-ai-2021	164	70	20	20	CD
stanford-ai-2021	164	71	11	11	CD
stanford-ai-2021	164	72	20	20	CD
stanford-ai-2021	164	73	12	12	CD
stanford-ai-2021	164	74	20	20	CD
stanford-ai-2021	164	75	13	13	CD
stanford-ai-2021	164	76	20	20	CD
stanford-ai-2021	164	77	14	14	CD
stanford-ai-2021	164	78	20	20	CD
stanford-ai-2021	164	79	15	15	CD
stanford-ai-2021	164	80	20	20	CD
stanford-ai-2021	164	81	16	16	CD
stanford-ai-2021	164	82	20	20	CD
stanford-ai-2021	164	83	17	17	CD
stanford-ai-2021	164	84	20	20	CD
stanford-ai-2021	164	85	18	18	CD
stanford-ai-2021	164	86	20	20	CD
stanford-ai-2021	164	87	19	19	CD
stanford-ai-2021	164	88	20	20	CD
stanford-ai-2021	164	89	20	20	CD
stanford-ai-2021	164	90	0	0	CD
stanford-ai-2021	164	91	%	%	NN
stanford-ai-2021	164	92	5	5	CD
stanford-ai-2021	164	93	%	%	NN
stanford-ai-2021	164	94	10	10	CD
stanford-ai-2021	164	95	%	%	NN
stanford-ai-2021	164	96	15	15	CD
stanford-ai-2021	164	97	%	%	NN
stanford-ai-2021	164	98	20	20	CD
stanford-ai-2021	164	99	%	%	NN
stanford-ai-2021	164	100	25	25	CD
stanford-ai-2021	164	101	%	%	NN
stanford-ai-2021	164	102	A	a	DT
stanford-ai-2021	164	103	I	i	NN
stanford-ai-2021	164	104	C	c	NN
stanford-ai-2021	164	105	o	o	NN
stanford-ai-2021	164	106	n	n	NN
stanford-ai-2021	164	107	fe	fe	FW
stanford-ai-2021	164	108	re	re	NN
stanford-ai-2021	164	109	n	n	CC
stanford-ai-2021	164	110	ce	ce	NNP
stanford-ai-2021	164	111	P	p	NN
stanford-ai-2021	164	112	u	u	NN
stanford-ai-2021	164	113	b	b	NN
stanford-ai-2021	164	114	lic	lic	NN
stanford-ai-2021	164	115	at	at	IN
stanford-ai-2021	164	116	io	io	NNP
stanford-ai-2021	164	117	n	n	NNP
stanford-ai-2021	164	118	s	s	NNP
stanford-ai-2021	164	119	(	(	-LRB-
stanford-ai-2021	164	120	%	%	NN
stanford-ai-2021	164	121	o	o	NN
stanford-ai-2021	164	122	f	f	NN
stanford-ai-2021	164	123	A	a	NN
stanford-ai-2021	164	124	ll	will	NN
stanford-ai-2021	164	125	P	p	NN
stanford-ai-2021	164	126	u	u	NN
stanford-ai-2021	164	127	b	b	NN
stanford-ai-2021	164	128	lic	lic	NN
stanford-ai-2021	164	129	at	at	IN
stanford-ai-2021	164	130	io	io	NNP
stanford-ai-2021	164	131	n	n	NNP
stanford-ai-2021	164	132	s	s	NNP
stanford-ai-2021	164	133	)	)	-RRB-
stanford-ai-2021	164	134	20.2	20.2	CD
stanford-ai-2021	164	135	%	%	NN
stanford-ai-2021	164	136	AI	AI	NNP
stanford-ai-2021	164	137	CONFERENCE	conference	NN
stanford-ai-2021	164	138	PUBLICATIONS	publications	NN
stanford-ai-2021	164	139	(	(	-LRB-
stanford-ai-2021	164	140	%	%	NN
stanford-ai-2021	164	141	of	of	IN
stanford-ai-2021	164	142	ALL	all	DT
stanford-ai-2021	164	143	CONFERENCE	conference	NN
stanford-ai-2021	164	144	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	164	145	)	)	-RRB-
stanford-ai-2021	164	146	,	,	,
stanford-ai-2021	164	147	2000	2000	CD
stanford-ai-2021	164	148	-	-	SYM
stanford-ai-2021	164	149	20	20	CD
stanford-ai-2021	164	150	Source	source	NN
stanford-ai-2021	164	151	:	:	:
stanford-ai-2021	164	152	Microso	Microso	NNP
stanford-ai-2021	164	153	Academic	Academic	NNP
stanford-ai-2021	164	154	Graph	Graph	NNP
stanford-ai-2021	164	155	,	,	,
stanford-ai-2021	164	156	2020	2020	CD
stanford-ai-2021	164	157	|	|	CD
stanford-ai-2021	164	158	Chart	Chart	NNP
stanford-ai-2021	164	159	:	:	:
stanford-ai-2021	164	160	2021	2021	CD
stanford-ai-2021	164	161	AI	AI	NNP
stanford-ai-2021	164	162	Index	Index	NNP
stanford-ai-2021	164	163	Report	Report	NNP
stanford-ai-2021	164	164	20	20	CD
stanford-ai-2021	164	165	0	0	CD
stanford-ai-2021	164	166	0	0	CD
stanford-ai-2021	164	167	20	20	CD
stanford-ai-2021	164	168	0	0	CD
stanford-ai-2021	164	169	1	1	CD
stanford-ai-2021	164	170	20	20	CD
stanford-ai-2021	164	171	0	0	CD
stanford-ai-2021	164	172	2	2	CD
stanford-ai-2021	164	173	20	20	CD
stanford-ai-2021	164	174	0	0	CD
stanford-ai-2021	164	175	3	3	CD
stanford-ai-2021	164	176	20	20	CD
stanford-ai-2021	164	177	0	0	CD
stanford-ai-2021	164	178	4	4	CD
stanford-ai-2021	164	179	20	20	CD
stanford-ai-2021	164	180	0	0	CD
stanford-ai-2021	164	181	5	5	CD
stanford-ai-2021	164	182	20	20	CD
stanford-ai-2021	164	183	0	0	CD
stanford-ai-2021	164	184	6	6	CD
stanford-ai-2021	164	185	20	20	CD
stanford-ai-2021	164	186	0	0	CD
stanford-ai-2021	164	187	7	7	CD
stanford-ai-2021	164	188	20	20	CD
stanford-ai-2021	164	189	0	0	CD
stanford-ai-2021	164	190	8	8	CD
stanford-ai-2021	164	191	20	20	CD
stanford-ai-2021	164	192	0	0	CD
stanford-ai-2021	164	193	9	9	CD
stanford-ai-2021	164	194	20	20	CD
stanford-ai-2021	164	195	10	10	CD
stanford-ai-2021	164	196	20	20	CD
stanford-ai-2021	164	197	11	11	CD
stanford-ai-2021	164	198	20	20	CD
stanford-ai-2021	164	199	12	12	CD
stanford-ai-2021	164	200	20	20	CD
stanford-ai-2021	164	201	13	13	CD
stanford-ai-2021	164	202	20	20	CD
stanford-ai-2021	164	203	14	14	CD
stanford-ai-2021	164	204	20	20	CD
stanford-ai-2021	164	205	15	15	CD
stanford-ai-2021	164	206	20	20	CD
stanford-ai-2021	164	207	16	16	CD
stanford-ai-2021	164	208	20	20	CD
stanford-ai-2021	164	209	17	17	CD
stanford-ai-2021	164	210	20	20	CD
stanford-ai-2021	164	211	18	18	CD
stanford-ai-2021	164	212	20	20	CD
stanford-ai-2021	164	213	19	19	CD
stanford-ai-2021	164	214	20	20	CD
stanford-ai-2021	164	215	20	20	CD
stanford-ai-2021	164	216	0	0	CD
stanford-ai-2021	164	217	10	10	CD
stanford-ai-2021	164	218	20	20	CD
stanford-ai-2021	164	219	30	30	CD
stanford-ai-2021	164	220	40	40	CD
stanford-ai-2021	164	221	50	50	CD
stanford-ai-2021	164	222	N	n	CD
stanford-ai-2021	164	223	u	u	NNP
stanford-ai-2021	164	224	m	m	NNP
stanford-ai-2021	164	225	b	b	NNP
stanford-ai-2021	164	226	er	er	UH
stanford-ai-2021	164	227	o	o	XX
stanford-ai-2021	164	228	f	f	NNP
stanford-ai-2021	164	229	P	p	NN
stanford-ai-2021	164	230	u	u	NN
stanford-ai-2021	164	231	b	b	NN
stanford-ai-2021	164	232	lic	lic	NN
stanford-ai-2021	164	233	at	at	IN
stanford-ai-2021	164	234	io	io	NNP
stanford-ai-2021	164	235	n	n	NNP
stanford-ai-2021	164	236	s	s	NNP
stanford-ai-2021	164	237	(	(	-LRB-
stanford-ai-2021	164	238	i	i	NNP
stanford-ai-2021	164	239	n	n	CC
stanford-ai-2021	164	240	T	T	NNP
stanford-ai-2021	164	241	h	h	NNP
stanford-ai-2021	164	242	o	o	NN
stanford-ai-2021	164	243	u	u	NN
stanford-ai-2021	164	244	sa	sa	NNP
stanford-ai-2021	164	245	n	n	NNP
stanford-ai-2021	164	246	d	d	NNP
stanford-ai-2021	164	247	s	s	NNP
stanford-ai-2021	164	248	)	)	-RRB-
stanford-ai-2021	164	249	NUMBER	NUMBER	NNP
stanford-ai-2021	164	250	of	of	IN
stanford-ai-2021	164	251	AI	AI	NNP
stanford-ai-2021	164	252	CONFERENCE	conference	NN
stanford-ai-2021	164	253	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	164	254	,	,	,
stanford-ai-2021	164	255	2000	2000	CD
stanford-ai-2021	164	256	-	-	SYM
stanford-ai-2021	164	257	20	20	CD
stanford-ai-2021	164	258	Source	source	NN
stanford-ai-2021	164	259	:	:	:
stanford-ai-2021	164	260	Microsoft	Microsoft	NNP
stanford-ai-2021	164	261	Academic	Academic	NNP
stanford-ai-2021	164	262	Graph	Graph	NNP
stanford-ai-2021	164	263	,	,	,
stanford-ai-2021	164	264	2020	2020	CD
stanford-ai-2021	164	265	|	|	CD
stanford-ai-2021	164	266	Chart	Chart	NNP
stanford-ai-2021	164	267	:	:	:
stanford-ai-2021	164	268	2021	2021	CD
stanford-ai-2021	164	269	AI	AI	NNP
stanford-ai-2021	164	270	Index	Index	NNP
stanford-ai-2021	164	271	Report	Report	NNP
stanford-ai-2021	164	272	1	1	CD
stanford-ai-2021	164	273	.1	.1	.
stanford-ai-2021	164	274	P	p	NN
stanford-ai-2021	164	275	U	U	NNP
stanford-ai-2021	164	276	B	B	NNP
stanford-ai-2021	164	277	L	L	NNP
stanford-ai-2021	164	278	I	i	NN
stanford-ai-2021	164	279	C	c	NN
stanford-ai-2021	164	280	AT	at	IN
stanford-ai-2021	164	281	I	i	NN
stanford-ai-2021	164	282	O	o	NN
stanford-ai-2021	164	283	N	n	NN
stanford-ai-2021	164	284	S	s	NN
stanford-ai-2021	164	285	C	c	NN
stanford-ai-2021	164	286	H	h	NN
stanford-ai-2021	164	287	A	a	NN
stanford-ai-2021	164	288	P	p	NN
stanford-ai-2021	164	289	T	t	NN
stanford-ai-2021	164	290	E	e	NN
stanford-ai-2021	164	291	R	r	NN
stanford-ai-2021	164	292	1	1	CD
stanford-ai-2021	164	293	:	:	:
stanford-ai-2021	164	294	R	r	NN
stanford-ai-2021	164	295	E	e	NN
stanford-ai-2021	164	296	S	s	NN
stanford-ai-2021	164	297	E	e	NN
stanford-ai-2021	164	298	A	a	NN
stanford-ai-2021	164	299	R	r	NN
stanford-ai-2021	164	300	C	c	NN
stanford-ai-2021	164	301	H	h	NN
stanford-ai-2021	164	302	&	&	CC
stanford-ai-2021	164	303	D	d	NN
stanford-ai-2021	164	304	E	e	NN
stanford-ai-2021	164	305	V	v	NN
stanford-ai-2021	164	306	E	e	NN
stanford-ai-2021	164	307	L	l	NN
stanford-ai-2021	164	308	O	o	NN
stanford-ai-2021	164	309	P	p	NN
stanford-ai-2021	164	310	M	m	NN
stanford-ai-2021	164	311	E	e	NN
stanford-ai-2021	164	312	N	n	NN
stanford-ai-2021	164	313	T	t	NN
stanford-ai-2021	164	314	Figure	figure	NN
stanford-ai-2021	164	315	1.1.11a	1.1.11a	CD
stanford-ai-2021	164	316	Figure	figure	NN
stanford-ai-2021	164	317	1.1.11b	1.1.11b	CD
stanford-ai-2021	164	318	A	a	DT
stanford-ai-2021	164	319	I	i	NN
stanford-ai-2021	164	320	C	c	NN
stanford-ai-2021	164	321	O	o	NN
stanford-ai-2021	164	322	N	n	NN
stanford-ai-2021	164	323	F	f	NN
stanford-ai-2021	164	324	E	e	NN
stanford-ai-2021	164	325	R	r	NN
stanford-ai-2021	164	326	E	e	NN
stanford-ai-2021	164	327	N	n	NN
stanford-ai-2021	164	328	C	c	NN
stanford-ai-2021	164	329	E	e	NN
stanford-ai-2021	164	330	P	p	NN
stanford-ai-2021	164	331	U	u	NN
stanford-ai-2021	164	332	B	b	NN
stanford-ai-2021	164	333	L	L	NNP
stanford-ai-2021	164	334	I	i	NN
stanford-ai-2021	164	335	C	c	NN
stanford-ai-2021	164	336	AT	at	IN
stanford-ai-2021	164	337	I	i	NN
stanford-ai-2021	164	338	O	o	NN
stanford-ai-2021	164	339	N	n	NN
stanford-ai-2021	164	340	S	s	NN
stanford-ai-2021	164	341	Overview	Overview	NNP
stanford-ai-2021	164	342	Between	between	IN
stanford-ai-2021	164	343	2000	2000	CD
stanford-ai-2021	164	344	and	and	CC
stanford-ai-2021	164	345	2019	2019	CD
stanford-ai-2021	164	346	,	,	,
stanford-ai-2021	164	347	the	the	DT
stanford-ai-2021	164	348	number	number	NN
stanford-ai-2021	164	349	of	of	IN
stanford-ai-2021	164	350	AI	AI	NNP
stanford-ai-2021	164	351	conference	conference	NN
stanford-ai-2021	164	352	publications	publication	NNS
stanford-ai-2021	164	353	increased	increase	VBD
stanford-ai-2021	164	354	fourfold	fourfold	RB
stanford-ai-2021	164	355	,	,	,
stanford-ai-2021	164	356	although	although	IN
stanford-ai-2021	164	357	the	the	DT
stanford-ai-2021	164	358	growth	growth	NN
stanford-ai-2021	164	359	flattened	flatten	VBD
stanford-ai-2021	164	360	out	out	RP
stanford-ai-2021	164	361	in	in	IN
stanford-ai-2021	164	362	the	the	DT
stanford-ai-2021	164	363	past	past	JJ
stanford-ai-2021	164	364	ten	ten	CD
stanford-ai-2021	164	365	years	year	NNS
stanford-ai-2021	164	366	,	,	,
stanford-ai-2021	164	367	with	with	IN
stanford-ai-2021	164	368	the	the	DT
stanford-ai-2021	164	369	number	number	NN
stanford-ai-2021	164	370	of	of	IN
stanford-ai-2021	164	371	publications	publication	NNS
stanford-ai-2021	164	372	in	in	IN
stanford-ai-2021	164	373	2019	2019	CD
stanford-ai-2021	164	374	just	just	RB
stanford-ai-2021	164	375	1.09	1.09	CD
stanford-ai-2021	164	376	times	time	NNS
stanford-ai-2021	164	377	higher	high	JJR
stanford-ai-2021	164	378	than	than	IN
stanford-ai-2021	164	379	the	the	DT
stanford-ai-2021	164	380	number	number	NN
stanford-ai-2021	164	381	in	in	IN
stanford-ai-2021	164	382	2010.4	2010.4	CD
stanford-ai-2021	164	383	4	4	CD
stanford-ai-2021	164	384	Note	note	VBP
stanford-ai-2021	164	385	that	that	IN
stanford-ai-2021	164	386	conference	conference	NN
stanford-ai-2021	164	387	data	datum	NNS
stanford-ai-2021	164	388	in	in	IN
stanford-ai-2021	164	389	2020	2020	CD
stanford-ai-2021	164	390	on	on	IN
stanford-ai-2021	164	391	the	the	DT
stanford-ai-2021	164	392	MAG	MAG	NNP
stanford-ai-2021	164	393	system	system	NN
stanford-ai-2021	164	394	is	be	VBZ
stanford-ai-2021	164	395	not	not	RB
stanford-ai-2021	164	396	yet	yet	RB
stanford-ai-2021	164	397	complete	complete	JJ
stanford-ai-2021	164	398	.	.	.
stanford-ai-2021	165	1	See	see	VB
stanford-ai-2021	165	2	the	the	DT
stanford-ai-2021	165	3	Appendix	Appendix	NNP
stanford-ai-2021	165	4	for	for	IN
stanford-ai-2021	165	5	details	detail	NNS
stanford-ai-2021	165	6	.	.	.
stanford-ai-2021	166	1	TA	TA	NNP
stanford-ai-2021	166	2	B	B	NNP
stanford-ai-2021	166	3	L	l	NN
stanford-ai-2021	166	4	E	e	NN
stanford-ai-2021	166	5	O	o	NN
stanford-ai-2021	166	6	F	f	NN
stanford-ai-2021	166	7	C	c	NN
stanford-ai-2021	166	8	O	o	NN
stanford-ai-2021	166	9	N	n	NN
stanford-ai-2021	166	10	T	t	NN
stanford-ai-2021	166	11	E	e	NN
stanford-ai-2021	166	12	N	n	NN
stanford-ai-2021	166	13	T	t	NN
stanford-ai-2021	166	14	S	s	NN
stanford-ai-2021	166	15	2	2	CD
stanford-ai-2021	166	16	9C	9c	NN
stanford-ai-2021	166	17	H	h	NN
stanford-ai-2021	166	18	A	a	NN
stanford-ai-2021	166	19	P	p	NN
stanford-ai-2021	166	20	T	t	NN
stanford-ai-2021	166	21	E	e	NN
stanford-ai-2021	166	22	R	r	NN
stanford-ai-2021	166	23	1	1	CD
stanford-ai-2021	166	24	P	p	NN
stanford-ai-2021	166	25	R	r	NN
stanford-ai-2021	166	26	E	e	NN
stanford-ai-2021	166	27	V	v	NN
stanford-ai-2021	166	28	I	i	NN
stanford-ai-2021	166	29	E	e	NN
stanford-ai-2021	166	30	W	W	NNP
stanford-ai-2021	166	31	Artificial	Artificial	NNP
stanford-ai-2021	166	32	Intelligence	Intelligence	NNP
stanford-ai-2021	166	33	Index	Index	NNP
stanford-ai-2021	166	34	Report	Report	NNP
stanford-ai-2021	166	35	2021	2021	CD
stanford-ai-2021	166	36	19	19	CD
stanford-ai-2021	166	37	9	9	CD
stanford-ai-2021	166	38	9	9	CD
stanford-ai-2021	166	39	20	20	CD
stanford-ai-2021	166	40	0	0	CD
stanford-ai-2021	166	41	0	0	CD
stanford-ai-2021	166	42	20	20	CD
stanford-ai-2021	166	43	0	0	CD
stanford-ai-2021	166	44	1	1	CD
stanford-ai-2021	166	45	20	20	CD
stanford-ai-2021	166	46	0	0	CD
stanford-ai-2021	166	47	2	2	CD
stanford-ai-2021	166	48	20	20	CD
stanford-ai-2021	166	49	0	0	CD
stanford-ai-2021	166	50	3	3	CD
stanford-ai-2021	166	51	20	20	CD
stanford-ai-2021	166	52	0	0	CD
stanford-ai-2021	166	53	4	4	CD
stanford-ai-2021	166	54	20	20	CD
stanford-ai-2021	166	55	0	0	CD
stanford-ai-2021	166	56	5	5	CD
stanford-ai-2021	166	57	20	20	CD
stanford-ai-2021	166	58	0	0	CD
stanford-ai-2021	166	59	6	6	CD
stanford-ai-2021	166	60	20	20	CD
stanford-ai-2021	166	61	0	0	CD
stanford-ai-2021	166	62	7	7	CD
stanford-ai-2021	166	63	20	20	CD
stanford-ai-2021	166	64	0	0	CD
stanford-ai-2021	166	65	8	8	CD
stanford-ai-2021	166	66	20	20	CD
stanford-ai-2021	166	67	0	0	CD
stanford-ai-2021	166	68	9	9	CD
stanford-ai-2021	166	69	20	20	CD
stanford-ai-2021	166	70	10	10	CD
stanford-ai-2021	166	71	20	20	CD
stanford-ai-2021	166	72	11	11	CD
stanford-ai-2021	166	73	20	20	CD
stanford-ai-2021	166	74	12	12	CD
stanford-ai-2021	166	75	20	20	CD
stanford-ai-2021	166	76	13	13	CD
stanford-ai-2021	166	77	20	20	CD
stanford-ai-2021	166	78	14	14	CD
stanford-ai-2021	166	79	20	20	CD
stanford-ai-2021	166	80	15	15	CD
stanford-ai-2021	166	81	20	20	CD
stanford-ai-2021	166	82	16	16	CD
stanford-ai-2021	166	83	20	20	CD
stanford-ai-2021	166	84	17	17	CD
stanford-ai-2021	166	85	20	20	CD
stanford-ai-2021	166	86	18	18	CD
stanford-ai-2021	166	87	20	20	CD
stanford-ai-2021	166	88	19	19	CD
stanford-ai-2021	166	89	20	20	CD
stanford-ai-2021	166	90	20	20	CD
stanford-ai-2021	166	91	20	20	CD
stanford-ai-2021	166	92	21	21	CD
stanford-ai-2021	166	93	20	20	CD
stanford-ai-2021	166	94	22	22	CD
stanford-ai-2021	166	95	20	20	CD
stanford-ai-2021	166	96	23	23	CD
stanford-ai-2021	166	97	20	20	CD
stanford-ai-2021	166	98	24	24	CD
stanford-ai-2021	166	99	20	20	CD
stanford-ai-2021	166	100	25	25	CD
stanford-ai-2021	166	101	20	20	CD
stanford-ai-2021	166	102	26	26	CD
stanford-ai-2021	166	103	0	0	CD
stanford-ai-2021	166	104	%	%	NN
stanford-ai-2021	166	105	10	10	CD
stanford-ai-2021	166	106	%	%	NN
stanford-ai-2021	166	107	20	20	CD
stanford-ai-2021	166	108	%	%	NN
stanford-ai-2021	166	109	30	30	CD
stanford-ai-2021	166	110	%	%	NN
stanford-ai-2021	166	111	40	40	CD
stanford-ai-2021	166	112	%	%	NN
stanford-ai-2021	166	113	A	a	DT
stanford-ai-2021	166	114	I	i	NN
stanford-ai-2021	166	115	C	c	NN
stanford-ai-2021	166	116	o	o	NN
stanford-ai-2021	166	117	n	n	NN
stanford-ai-2021	166	118	fe	fe	FW
stanford-ai-2021	166	119	re	re	NN
stanford-ai-2021	166	120	n	n	CC
stanford-ai-2021	166	121	ce	ce	NNP
stanford-ai-2021	166	122	P	p	NN
stanford-ai-2021	166	123	u	u	NN
stanford-ai-2021	166	124	b	b	NN
stanford-ai-2021	166	125	lic	lic	NN
stanford-ai-2021	166	126	at	at	IN
stanford-ai-2021	166	127	io	io	NNP
stanford-ai-2021	166	128	n	n	NNP
stanford-ai-2021	166	129	s	s	NNP
stanford-ai-2021	166	130	(	(	-LRB-
stanford-ai-2021	166	131	%	%	NN
stanford-ai-2021	166	132	o	o	NN
stanford-ai-2021	166	133	f	f	NN
stanford-ai-2021	166	134	W	w	NN
stanford-ai-2021	166	135	o	o	NNP
stanford-ai-2021	166	136	rl	rl	NN
stanford-ai-2021	166	137	d	d	NN
stanford-ai-2021	166	138	T	t	NN
stanford-ai-2021	166	139	o	o	NN
stanford-ai-2021	166	140	ta	ta	NNP
stanford-ai-2021	166	141	l	l	NN
stanford-ai-2021	166	142	)	)	-RRB-
stanford-ai-2021	166	143	0.3	0.3	CD
stanford-ai-2021	166	144	%	%	NN
stanford-ai-2021	166	145	,	,	,
stanford-ai-2021	166	146	Sub	Sub	NNP
stanford-ai-2021	166	147	-	-	HYPH
stanford-ai-2021	166	148	Saharan	Saharan	NNP
stanford-ai-2021	166	149	Africa	Africa	NNP
stanford-ai-2021	166	150	21.7	21.7	CD
stanford-ai-2021	166	151	%	%	NN
stanford-ai-2021	166	152	,	,	,
stanford-ai-2021	166	153	North	North	NNP
stanford-ai-2021	166	154	America	America	NNP
stanford-ai-2021	166	155	2.2	2.2	CD
stanford-ai-2021	166	156	%	%	NN
stanford-ai-2021	166	157	,	,	,
stanford-ai-2021	166	158	Middle	Middle	NNP
stanford-ai-2021	166	159	East	East	NNP
stanford-ai-2021	166	160	&	&	CC
stanford-ai-2021	166	161	North	North	NNP
stanford-ai-2021	166	162	Africa	Africa	NNP
stanford-ai-2021	166	163	1.7	1.7	CD
stanford-ai-2021	166	164	%	%	NN
stanford-ai-2021	166	165	,	,	,
stanford-ai-2021	166	166	Latin	Latin	NNP
stanford-ai-2021	166	167	America	America	NNP
stanford-ai-2021	166	168	&	&	CC
stanford-ai-2021	166	169	Caribbean	Caribbean	NNP
stanford-ai-2021	166	170	5.1	5.1	CD
stanford-ai-2021	166	171	%	%	NN
stanford-ai-2021	166	172	,	,	,
stanford-ai-2021	166	173	South	South	NNP
stanford-ai-2021	166	174	Asia	Asia	NNP
stanford-ai-2021	166	175	18.6	18.6	CD
stanford-ai-2021	166	176	%	%	NN
stanford-ai-2021	166	177	,	,	,
stanford-ai-2021	166	178	Europe	Europe	NNP
stanford-ai-2021	166	179	&	&	CC
stanford-ai-2021	166	180	Central	Central	NNP
stanford-ai-2021	166	181	Asia	Asia	NNP
stanford-ai-2021	166	182	27.3	27.3	CD
stanford-ai-2021	166	183	%	%	NN
stanford-ai-2021	166	184	,	,	,
stanford-ai-2021	166	185	East	East	NNP
stanford-ai-2021	166	186	Asia	Asia	NNP
stanford-ai-2021	166	187	&	&	CC
stanford-ai-2021	166	188	Pacific	Pacific	NNP
stanford-ai-2021	166	189	AI	AI	NNP
stanford-ai-2021	166	190	CONFERENCE	CONFERENCE	NNP
stanford-ai-2021	166	191	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	166	192	(	(	-LRB-
stanford-ai-2021	166	193	%	%	NN
stanford-ai-2021	166	194	of	of	IN
stanford-ai-2021	166	195	WORLD	WORLD	NNP
stanford-ai-2021	166	196	TOTAL	TOTAL	NNP
stanford-ai-2021	166	197	)	)	-RRB-
stanford-ai-2021	166	198	by	by	IN
stanford-ai-2021	166	199	REGION	region	NN
stanford-ai-2021	166	200	,	,	,
stanford-ai-2021	166	201	2000	2000	CD
stanford-ai-2021	166	202	-	-	SYM
stanford-ai-2021	166	203	20	20	CD
stanford-ai-2021	166	204	Source	source	NN
stanford-ai-2021	166	205	:	:	:
stanford-ai-2021	166	206	Microsoft	Microsoft	NNP
stanford-ai-2021	166	207	Academic	Academic	NNP
stanford-ai-2021	166	208	Graph	Graph	NNP
stanford-ai-2021	166	209	,	,	,
stanford-ai-2021	166	210	2020	2020	CD
stanford-ai-2021	166	211	|	|	CD
stanford-ai-2021	166	212	Chart	Chart	NNP
stanford-ai-2021	166	213	:	:	:
stanford-ai-2021	166	214	2021	2021	CD
stanford-ai-2021	166	215	AI	AI	NNP
stanford-ai-2021	166	216	Index	Index	NNP
stanford-ai-2021	166	217	Report	Report	NNP
stanford-ai-2021	166	218	By	by	IN
stanford-ai-2021	166	219	Region	Region	NNP
stanford-ai-2021	166	220	Figure	Figure	NNP
stanford-ai-2021	166	221	1.1.12	1.1.12	CD
stanford-ai-2021	166	222	shows	show	VBZ
stanford-ai-2021	166	223	that	that	IN
stanford-ai-2021	166	224	,	,	,
stanford-ai-2021	166	225	similar	similar	JJ
stanford-ai-2021	166	226	to	to	IN
stanford-ai-2021	166	227	the	the	DT
stanford-ai-2021	166	228	trends	trend	NNS
stanford-ai-2021	166	229	in	in	IN
stanford-ai-2021	166	230	AI	AI	NNP
stanford-ai-2021	166	231	journal	journal	NN
stanford-ai-2021	166	232	publication	publication	NN
stanford-ai-2021	166	233	,	,	,
stanford-ai-2021	166	234	East	East	NNP
stanford-ai-2021	166	235	Asia	Asia	NNP
stanford-ai-2021	166	236	&	&	CC
stanford-ai-2021	166	237	Pacific	Pacific	NNP
stanford-ai-2021	166	238	,	,	,
stanford-ai-2021	166	239	Europe	Europe	NNP
stanford-ai-2021	166	240	&	&	CC
stanford-ai-2021	166	241	Central	Central	NNP
stanford-ai-2021	166	242	Asia	Asia	NNP
stanford-ai-2021	166	243	,	,	,
stanford-ai-2021	166	244	and	and	CC
stanford-ai-2021	166	245	North	North	NNP
stanford-ai-2021	166	246	America	America	NNP
stanford-ai-2021	166	247	are	be	VBP
stanford-ai-2021	166	248	the	the	DT
stanford-ai-2021	166	249	world	world	NN
stanford-ai-2021	166	250	’s	’s	POS
stanford-ai-2021	166	251	dominant	dominant	JJ
stanford-ai-2021	166	252	sources	source	NNS
stanford-ai-2021	166	253	for	for	IN
stanford-ai-2021	166	254	AI	AI	NNP
stanford-ai-2021	166	255	conference	conference	NN
stanford-ai-2021	166	256	publications	publication	NNS
stanford-ai-2021	166	257	.	.	.
stanford-ai-2021	167	1	Specifically	specifically	RB
stanford-ai-2021	167	2	,	,	,
stanford-ai-2021	167	3	East	East	NNP
stanford-ai-2021	167	4	Asia	Asia	NNP
stanford-ai-2021	167	5	&	&	CC
stanford-ai-2021	167	6	Pacific	Pacific	NNP
stanford-ai-2021	167	7	took	take	VBD
stanford-ai-2021	167	8	the	the	DT
stanford-ai-2021	167	9	lead	lead	NN
stanford-ai-2021	167	10	starting	start	VBG
stanford-ai-2021	167	11	in	in	IN
stanford-ai-2021	167	12	2004	2004	CD
stanford-ai-2021	167	13	,	,	,
stanford-ai-2021	167	14	accounting	account	VBG
stanford-ai-2021	167	15	for	for	IN
stanford-ai-2021	167	16	more	more	JJR
stanford-ai-2021	167	17	than	than	IN
stanford-ai-2021	167	18	27	27	CD
stanford-ai-2021	167	19	%	%	NN
stanford-ai-2021	167	20	in	in	IN
stanford-ai-2021	167	21	2020	2020	CD
stanford-ai-2021	167	22	.	.	.
stanford-ai-2021	168	1	North	North	NNP
stanford-ai-2021	168	2	America	America	NNP
stanford-ai-2021	168	3	overtook	overtake	VBD
stanford-ai-2021	168	4	Europe	Europe	NNP
stanford-ai-2021	168	5	&	&	CC
stanford-ai-2021	168	6	Central	Central	NNP
stanford-ai-2021	168	7	Asia	Asia	NNP
stanford-ai-2021	168	8	to	to	TO
stanford-ai-2021	168	9	claim	claim	VB
stanford-ai-2021	168	10	second	second	JJ
stanford-ai-2021	168	11	place	place	NN
stanford-ai-2021	168	12	in	in	IN
stanford-ai-2021	168	13	2018	2018	CD
stanford-ai-2021	168	14	,	,	,
stanford-ai-2021	168	15	accounting	account	VBG
stanford-ai-2021	168	16	for	for	IN
stanford-ai-2021	168	17	20.1	20.1	CD
stanford-ai-2021	168	18	%	%	NN
stanford-ai-2021	168	19	,	,	,
stanford-ai-2021	168	20	followed	follow	VBN
stanford-ai-2021	168	21	by	by	IN
stanford-ai-2021	168	22	21.7	21.7	CD
stanford-ai-2021	168	23	%	%	NN
stanford-ai-2021	168	24	in	in	IN
stanford-ai-2021	168	25	2020	2020	CD
stanford-ai-2021	168	26	.	.	.
stanford-ai-2021	169	1	1	1	LS
stanford-ai-2021	169	2	.1	.1	.
stanford-ai-2021	169	3	P	p	NN
stanford-ai-2021	169	4	U	U	NNP
stanford-ai-2021	169	5	B	B	NNP
stanford-ai-2021	169	6	L	L	NNP
stanford-ai-2021	169	7	I	i	NN
stanford-ai-2021	169	8	C	c	NN
stanford-ai-2021	169	9	AT	at	IN
stanford-ai-2021	169	10	I	i	NN
stanford-ai-2021	169	11	O	o	NN
stanford-ai-2021	169	12	N	n	NN
stanford-ai-2021	169	13	S	s	NN
stanford-ai-2021	169	14	C	c	NN
stanford-ai-2021	169	15	H	h	NN
stanford-ai-2021	169	16	A	a	NN
stanford-ai-2021	169	17	P	p	NN
stanford-ai-2021	169	18	T	t	NN
stanford-ai-2021	169	19	E	e	NN
stanford-ai-2021	169	20	R	r	NN
stanford-ai-2021	169	21	1	1	CD
stanford-ai-2021	169	22	:	:	:
stanford-ai-2021	169	23	R	r	NN
stanford-ai-2021	169	24	E	e	NN
stanford-ai-2021	169	25	S	s	NN
stanford-ai-2021	169	26	E	e	NN
stanford-ai-2021	169	27	A	a	NN
stanford-ai-2021	169	28	R	r	NN
stanford-ai-2021	169	29	C	c	NN
stanford-ai-2021	169	30	H	h	NN
stanford-ai-2021	169	31	&	&	CC
stanford-ai-2021	169	32	D	d	NN
stanford-ai-2021	169	33	E	e	NN
stanford-ai-2021	169	34	V	v	NN
stanford-ai-2021	169	35	E	e	NN
stanford-ai-2021	169	36	L	l	NN
stanford-ai-2021	169	37	O	o	NN
stanford-ai-2021	169	38	P	p	NN
stanford-ai-2021	169	39	M	m	NN
stanford-ai-2021	169	40	E	e	NN
stanford-ai-2021	169	41	N	n	NN
stanford-ai-2021	169	42	T	t	NN
stanford-ai-2021	169	43	Figure	figure	NN
stanford-ai-2021	169	44	1.1.12	1.1.12	CD
stanford-ai-2021	169	45	TA	TA	NNP
stanford-ai-2021	169	46	B	b	NN
stanford-ai-2021	169	47	L	l	NN
stanford-ai-2021	169	48	E	e	NN
stanford-ai-2021	169	49	O	o	NN
stanford-ai-2021	169	50	F	f	NN
stanford-ai-2021	169	51	C	c	NN
stanford-ai-2021	169	52	O	o	NN
stanford-ai-2021	169	53	N	n	NN
stanford-ai-2021	169	54	T	t	NN
stanford-ai-2021	169	55	E	e	NN
stanford-ai-2021	169	56	N	n	NN
stanford-ai-2021	169	57	T	t	NN
stanford-ai-2021	169	58	S	s	NN
stanford-ai-2021	169	59	3	3	CD
stanford-ai-2021	169	60	0C	0c	NN
stanford-ai-2021	169	61	H	H	NNP
stanford-ai-2021	169	62	A	a	NN
stanford-ai-2021	169	63	P	p	NN
stanford-ai-2021	169	64	T	t	NN
stanford-ai-2021	169	65	E	e	NN
stanford-ai-2021	169	66	R	r	NN
stanford-ai-2021	169	67	1	1	CD
stanford-ai-2021	169	68	P	p	NN
stanford-ai-2021	169	69	R	r	NN
stanford-ai-2021	169	70	E	e	NN
stanford-ai-2021	169	71	V	v	NN
stanford-ai-2021	169	72	I	i	NN
stanford-ai-2021	169	73	E	e	NN
stanford-ai-2021	169	74	W	W	NNP
stanford-ai-2021	169	75	Artificial	Artificial	NNP
stanford-ai-2021	169	76	Intelligence	Intelligence	NNP
stanford-ai-2021	169	77	Index	Index	NNP
stanford-ai-2021	169	78	Report	Report	NNP
stanford-ai-2021	169	79	2021	2021	CD
stanford-ai-2021	169	80	20	20	CD
stanford-ai-2021	169	81	0	0	CD
stanford-ai-2021	169	82	0	0	CD
stanford-ai-2021	169	83	20	20	CD
stanford-ai-2021	169	84	0	0	CD
stanford-ai-2021	169	85	1	1	CD
stanford-ai-2021	169	86	20	20	CD
stanford-ai-2021	169	87	0	0	CD
stanford-ai-2021	169	88	2	2	CD
stanford-ai-2021	169	89	20	20	CD
stanford-ai-2021	169	90	0	0	CD
stanford-ai-2021	169	91	3	3	CD
stanford-ai-2021	169	92	20	20	CD
stanford-ai-2021	169	93	0	0	CD
stanford-ai-2021	169	94	4	4	CD
stanford-ai-2021	169	95	20	20	CD
stanford-ai-2021	169	96	0	0	CD
stanford-ai-2021	169	97	5	5	CD
stanford-ai-2021	169	98	20	20	CD
stanford-ai-2021	169	99	0	0	CD
stanford-ai-2021	169	100	6	6	CD
stanford-ai-2021	169	101	20	20	CD
stanford-ai-2021	169	102	0	0	CD
stanford-ai-2021	169	103	7	7	CD
stanford-ai-2021	169	104	20	20	CD
stanford-ai-2021	169	105	0	0	CD
stanford-ai-2021	169	106	8	8	CD
stanford-ai-2021	169	107	20	20	CD
stanford-ai-2021	169	108	0	0	CD
stanford-ai-2021	169	109	9	9	CD
stanford-ai-2021	169	110	20	20	CD
stanford-ai-2021	169	111	10	10	CD
stanford-ai-2021	169	112	20	20	CD
stanford-ai-2021	169	113	11	11	CD
stanford-ai-2021	169	114	20	20	CD
stanford-ai-2021	169	115	12	12	CD
stanford-ai-2021	169	116	20	20	CD
stanford-ai-2021	169	117	13	13	CD
stanford-ai-2021	169	118	20	20	CD
stanford-ai-2021	169	119	14	14	CD
stanford-ai-2021	169	120	20	20	CD
stanford-ai-2021	169	121	15	15	CD
stanford-ai-2021	169	122	20	20	CD
stanford-ai-2021	169	123	16	16	CD
stanford-ai-2021	169	124	20	20	CD
stanford-ai-2021	169	125	17	17	CD
stanford-ai-2021	169	126	20	20	CD
stanford-ai-2021	169	127	18	18	CD
stanford-ai-2021	169	128	20	20	CD
stanford-ai-2021	169	129	19	19	CD
stanford-ai-2021	169	130	20	20	CD
stanford-ai-2021	169	131	20	20	CD
stanford-ai-2021	169	132	0	0	CD
stanford-ai-2021	169	133	%	%	NN
stanford-ai-2021	169	134	10	10	CD
stanford-ai-2021	169	135	%	%	NN
stanford-ai-2021	169	136	20	20	CD
stanford-ai-2021	169	137	%	%	NN
stanford-ai-2021	169	138	30	30	CD
stanford-ai-2021	169	139	%	%	NN
stanford-ai-2021	169	140	40	40	CD
stanford-ai-2021	169	141	%	%	NN
stanford-ai-2021	169	142	A	a	DT
stanford-ai-2021	169	143	I	i	NN
stanford-ai-2021	169	144	C	c	NN
stanford-ai-2021	169	145	o	o	NN
stanford-ai-2021	169	146	n	n	NN
stanford-ai-2021	169	147	fe	fe	FW
stanford-ai-2021	169	148	re	re	NN
stanford-ai-2021	169	149	n	n	CC
stanford-ai-2021	169	150	ce	ce	NNP
stanford-ai-2021	169	151	C	C	NNP
stanford-ai-2021	169	152	it	-PRON-	PRP
stanford-ai-2021	169	153	at	at	IN
stanford-ai-2021	169	154	io	io	NNP
stanford-ai-2021	169	155	n	n	NNP
stanford-ai-2021	169	156	s	s	NNP
stanford-ai-2021	169	157	(	(	-LRB-
stanford-ai-2021	169	158	%	%	NN
stanford-ai-2021	169	159	o	o	NN
stanford-ai-2021	169	160	f	f	NN
stanford-ai-2021	169	161	W	w	NN
stanford-ai-2021	169	162	o	o	NNP
stanford-ai-2021	169	163	rl	rl	NN
stanford-ai-2021	169	164	d	d	NN
stanford-ai-2021	169	165	T	t	NN
stanford-ai-2021	169	166	o	o	NN
stanford-ai-2021	169	167	ta	ta	NNP
stanford-ai-2021	169	168	l	l	NN
stanford-ai-2021	169	169	)	)	-RRB-
stanford-ai-2021	169	170	11.8	11.8	CD
stanford-ai-2021	169	171	%	%	NN
stanford-ai-2021	169	172	China	China	NNP
stanford-ai-2021	169	173	40.1	40.1	CD
stanford-ai-2021	169	174	%	%	NN
stanford-ai-2021	169	175	US	US	NNP
stanford-ai-2021	169	176	10.9	10.9	CD
stanford-ai-2021	169	177	%	%	NN
stanford-ai-2021	169	178	EU	EU	NNP
stanford-ai-2021	169	179	AI	AI	NNP
stanford-ai-2021	169	180	CONFERENCE	conference	NN
stanford-ai-2021	169	181	CITATIONS	citation	NNS
stanford-ai-2021	169	182	(	(	-LRB-
stanford-ai-2021	169	183	%	%	NN
stanford-ai-2021	169	184	of	of	IN
stanford-ai-2021	169	185	WORLD	WORLD	NNP
stanford-ai-2021	169	186	TOTAL	TOTAL	NNP
stanford-ai-2021	169	187	)	)	-RRB-
stanford-ai-2021	169	188	by	by	IN
stanford-ai-2021	169	189	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	169	190	AREA	AREA	NNP
stanford-ai-2021	169	191	,	,	,
stanford-ai-2021	169	192	2000	2000	CD
stanford-ai-2021	169	193	-	-	SYM
stanford-ai-2021	169	194	20	20	CD
stanford-ai-2021	169	195	Source	source	NN
stanford-ai-2021	169	196	:	:	:
stanford-ai-2021	169	197	Microso	Microso	NNP
stanford-ai-2021	169	198	Academic	Academic	NNP
stanford-ai-2021	169	199	Graph	Graph	NNP
stanford-ai-2021	169	200	,	,	,
stanford-ai-2021	169	201	2020	2020	CD
stanford-ai-2021	169	202	|	|	CD
stanford-ai-2021	169	203	Chart	Chart	NNP
stanford-ai-2021	169	204	:	:	:
stanford-ai-2021	169	205	2021	2021	CD
stanford-ai-2021	169	206	AI	AI	NNP
stanford-ai-2021	169	207	Index	Index	NNP
stanford-ai-2021	169	208	Report	Report	NNP
stanford-ai-2021	169	209	20	20	CD
stanford-ai-2021	169	210	0	0	CD
stanford-ai-2021	169	211	0	0	CD
stanford-ai-2021	169	212	20	20	CD
stanford-ai-2021	169	213	0	0	CD
stanford-ai-2021	169	214	1	1	CD
stanford-ai-2021	169	215	20	20	CD
stanford-ai-2021	169	216	0	0	CD
stanford-ai-2021	169	217	2	2	CD
stanford-ai-2021	169	218	20	20	CD
stanford-ai-2021	169	219	0	0	CD
stanford-ai-2021	169	220	3	3	CD
stanford-ai-2021	169	221	20	20	CD
stanford-ai-2021	169	222	0	0	CD
stanford-ai-2021	169	223	4	4	CD
stanford-ai-2021	169	224	20	20	CD
stanford-ai-2021	169	225	0	0	CD
stanford-ai-2021	169	226	5	5	CD
stanford-ai-2021	169	227	20	20	CD
stanford-ai-2021	169	228	0	0	CD
stanford-ai-2021	169	229	6	6	CD
stanford-ai-2021	169	230	20	20	CD
stanford-ai-2021	169	231	0	0	CD
stanford-ai-2021	169	232	7	7	CD
stanford-ai-2021	169	233	20	20	CD
stanford-ai-2021	169	234	0	0	CD
stanford-ai-2021	169	235	8	8	CD
stanford-ai-2021	169	236	20	20	CD
stanford-ai-2021	169	237	0	0	CD
stanford-ai-2021	169	238	9	9	CD
stanford-ai-2021	169	239	20	20	CD
stanford-ai-2021	169	240	10	10	CD
stanford-ai-2021	169	241	20	20	CD
stanford-ai-2021	169	242	11	11	CD
stanford-ai-2021	169	243	20	20	CD
stanford-ai-2021	169	244	12	12	CD
stanford-ai-2021	169	245	20	20	CD
stanford-ai-2021	169	246	13	13	CD
stanford-ai-2021	169	247	20	20	CD
stanford-ai-2021	169	248	14	14	CD
stanford-ai-2021	169	249	20	20	CD
stanford-ai-2021	169	250	15	15	CD
stanford-ai-2021	169	251	20	20	CD
stanford-ai-2021	169	252	16	16	CD
stanford-ai-2021	169	253	20	20	CD
stanford-ai-2021	169	254	17	17	CD
stanford-ai-2021	169	255	20	20	CD
stanford-ai-2021	169	256	18	18	CD
stanford-ai-2021	169	257	20	20	CD
stanford-ai-2021	169	258	19	19	CD
stanford-ai-2021	169	259	20	20	CD
stanford-ai-2021	169	260	20	20	CD
stanford-ai-2021	169	261	0	0	CD
stanford-ai-2021	169	262	%	%	NN
stanford-ai-2021	169	263	5	5	CD
stanford-ai-2021	169	264	%	%	NN
stanford-ai-2021	169	265	10	10	CD
stanford-ai-2021	169	266	%	%	NN
stanford-ai-2021	169	267	15	15	CD
stanford-ai-2021	169	268	%	%	NN
stanford-ai-2021	169	269	20	20	CD
stanford-ai-2021	169	270	%	%	NN
stanford-ai-2021	169	271	25	25	CD
stanford-ai-2021	169	272	%	%	NN
stanford-ai-2021	169	273	A	a	DT
stanford-ai-2021	169	274	I	i	NN
stanford-ai-2021	169	275	C	c	NN
stanford-ai-2021	169	276	o	o	NN
stanford-ai-2021	169	277	n	n	NN
stanford-ai-2021	169	278	fe	fe	FW
stanford-ai-2021	169	279	re	re	NN
stanford-ai-2021	169	280	n	n	CC
stanford-ai-2021	169	281	ce	ce	NNP
stanford-ai-2021	169	282	P	p	NN
stanford-ai-2021	169	283	u	u	NN
stanford-ai-2021	169	284	b	b	NN
stanford-ai-2021	169	285	lic	lic	NN
stanford-ai-2021	169	286	at	at	IN
stanford-ai-2021	169	287	io	io	NNP
stanford-ai-2021	169	288	n	n	NNP
stanford-ai-2021	169	289	s	s	NNP
stanford-ai-2021	169	290	(	(	-LRB-
stanford-ai-2021	169	291	%	%	NN
stanford-ai-2021	169	292	o	o	NN
stanford-ai-2021	169	293	f	f	NN
stanford-ai-2021	169	294	W	w	NN
stanford-ai-2021	169	295	o	o	NNP
stanford-ai-2021	169	296	rl	rl	NN
stanford-ai-2021	169	297	d	d	NN
stanford-ai-2021	169	298	T	t	NN
stanford-ai-2021	169	299	o	o	NN
stanford-ai-2021	169	300	ta	ta	NNP
stanford-ai-2021	169	301	l	l	NN
stanford-ai-2021	169	302	)	)	-RRB-
stanford-ai-2021	169	303	12.8	12.8	CD
stanford-ai-2021	169	304	%	%	NN
stanford-ai-2021	169	305	EU	EU	NNP
stanford-ai-2021	169	306	15.2	15.2	CD
stanford-ai-2021	169	307	%	%	NN
stanford-ai-2021	169	308	China	China	NNP
stanford-ai-2021	169	309	19.4	19.4	CD
stanford-ai-2021	169	310	%	%	NN
stanford-ai-2021	169	311	US	US	NNP
stanford-ai-2021	169	312	AI	AI	NNP
stanford-ai-2021	169	313	CONFERENCE	conference	NN
stanford-ai-2021	169	314	PUBLICATIONS	publications	NN
stanford-ai-2021	169	315	(	(	-LRB-
stanford-ai-2021	169	316	%	%	NN
stanford-ai-2021	169	317	of	of	IN
stanford-ai-2021	169	318	WORLD	WORLD	NNP
stanford-ai-2021	169	319	TOTAL	TOTAL	NNP
stanford-ai-2021	169	320	)	)	-RRB-
stanford-ai-2021	169	321	by	by	IN
stanford-ai-2021	169	322	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	169	323	AREA	AREA	NNP
stanford-ai-2021	169	324	,	,	,
stanford-ai-2021	169	325	2000	2000	CD
stanford-ai-2021	169	326	-	-	SYM
stanford-ai-2021	169	327	20	20	CD
stanford-ai-2021	169	328	Source	source	NN
stanford-ai-2021	169	329	:	:	:
stanford-ai-2021	169	330	Microso	Microso	NNP
stanford-ai-2021	169	331	Academic	Academic	NNP
stanford-ai-2021	169	332	Graph	Graph	NNP
stanford-ai-2021	169	333	,	,	,
stanford-ai-2021	169	334	2020	2020	CD
stanford-ai-2021	169	335	|	|	CD
stanford-ai-2021	169	336	Chart	Chart	NNP
stanford-ai-2021	169	337	:	:	:
stanford-ai-2021	169	338	2021	2021	CD
stanford-ai-2021	169	339	AI	AI	NNP
stanford-ai-2021	169	340	Index	Index	NNP
stanford-ai-2021	169	341	Report	Report	NNP
stanford-ai-2021	169	342	By	by	IN
stanford-ai-2021	169	343	Geographic	Geographic	NNP
stanford-ai-2021	169	344	Area	Area	NNP
stanford-ai-2021	169	345	China	China	NNP
stanford-ai-2021	169	346	overtook	overtake	VBD
stanford-ai-2021	169	347	the	the	DT
stanford-ai-2021	169	348	United	United	NNP
stanford-ai-2021	169	349	States	States	NNP
stanford-ai-2021	169	350	in	in	IN
stanford-ai-2021	169	351	the	the	DT
stanford-ai-2021	169	352	share	share	NN
stanford-ai-2021	169	353	of	of	IN
stanford-ai-2021	169	354	AI	AI	NNP
stanford-ai-2021	169	355	conference	conference	NN
stanford-ai-2021	169	356	publications	publication	NNS
stanford-ai-2021	169	357	in	in	IN
stanford-ai-2021	169	358	the	the	DT
stanford-ai-2021	169	359	world	world	NN
stanford-ai-2021	169	360	in	in	IN
stanford-ai-2021	169	361	2019	2019	CD
stanford-ai-2021	169	362	(	(	-LRB-
stanford-ai-2021	169	363	Figure	Figure	NNP
stanford-ai-2021	169	364	1.1.13	1.1.13	CD
stanford-ai-2021	169	365	)	)	-RRB-
stanford-ai-2021	169	366	.	.	.
stanford-ai-2021	170	1	Its	-PRON-	PRP$
stanford-ai-2021	170	2	share	share	NN
stanford-ai-2021	170	3	has	have	VBZ
stanford-ai-2021	170	4	grown	grow	VBN
stanford-ai-2021	170	5	significantly	significantly	RB
stanford-ai-2021	170	6	since	since	IN
stanford-ai-2021	170	7	2000	2000	CD
stanford-ai-2021	170	8	.	.	.
stanford-ai-2021	171	1	China	China	NNP
stanford-ai-2021	171	2	’s	’s	POS
stanford-ai-2021	171	3	percentage	percentage	NN
stanford-ai-2021	171	4	of	of	IN
stanford-ai-2021	171	5	AI	AI	NNP
stanford-ai-2021	171	6	conference	conference	NN
stanford-ai-2021	171	7	publications	publication	NNS
stanford-ai-2021	171	8	in	in	IN
stanford-ai-2021	171	9	2019	2019	CD
stanford-ai-2021	171	10	is	be	VBZ
stanford-ai-2021	171	11	almost	almost	RB
stanford-ai-2021	171	12	nine	nine	CD
stanford-ai-2021	171	13	times	time	NNS
stanford-ai-2021	171	14	higher	high	JJR
stanford-ai-2021	171	15	than	than	IN
stanford-ai-2021	171	16	it	-PRON-	PRP
stanford-ai-2021	171	17	was	be	VBD
stanford-ai-2021	171	18	in	in	IN
stanford-ai-2021	171	19	2000	2000	CD
stanford-ai-2021	171	20	.	.	.
stanford-ai-2021	172	1	The	the	DT
stanford-ai-2021	172	2	share	share	NN
stanford-ai-2021	172	3	of	of	IN
stanford-ai-2021	172	4	conference	conference	NN
stanford-ai-2021	172	5	publications	publication	NNS
stanford-ai-2021	172	6	for	for	IN
stanford-ai-2021	172	7	the	the	DT
stanford-ai-2021	172	8	European	European	NNP
stanford-ai-2021	172	9	Union	Union	NNP
stanford-ai-2021	172	10	peaked	peak	VBD
stanford-ai-2021	172	11	in	in	IN
stanford-ai-2021	172	12	2011	2011	CD
stanford-ai-2021	172	13	and	and	CC
stanford-ai-2021	172	14	continues	continue	VBZ
stanford-ai-2021	172	15	to	to	TO
stanford-ai-2021	172	16	decline	decline	VB
stanford-ai-2021	172	17	.	.	.
stanford-ai-2021	173	1	1	1	LS
stanford-ai-2021	173	2	.1	.1	.
stanford-ai-2021	173	3	P	p	NN
stanford-ai-2021	173	4	U	U	NNP
stanford-ai-2021	173	5	B	B	NNP
stanford-ai-2021	173	6	L	L	NNP
stanford-ai-2021	173	7	I	i	NN
stanford-ai-2021	173	8	C	c	NN
stanford-ai-2021	173	9	AT	at	IN
stanford-ai-2021	173	10	I	i	NN
stanford-ai-2021	173	11	O	o	NN
stanford-ai-2021	173	12	N	n	NN
stanford-ai-2021	173	13	S	s	NN
stanford-ai-2021	173	14	C	c	NN
stanford-ai-2021	173	15	H	h	NN
stanford-ai-2021	173	16	A	a	NN
stanford-ai-2021	173	17	P	p	NN
stanford-ai-2021	173	18	T	t	NN
stanford-ai-2021	173	19	E	e	NN
stanford-ai-2021	173	20	R	r	NN
stanford-ai-2021	173	21	1	1	CD
stanford-ai-2021	173	22	:	:	:
stanford-ai-2021	173	23	R	r	NN
stanford-ai-2021	173	24	E	e	NN
stanford-ai-2021	173	25	S	s	NN
stanford-ai-2021	173	26	E	e	NN
stanford-ai-2021	173	27	A	a	NN
stanford-ai-2021	173	28	R	r	NN
stanford-ai-2021	173	29	C	c	NN
stanford-ai-2021	173	30	H	h	NN
stanford-ai-2021	173	31	&	&	CC
stanford-ai-2021	173	32	D	d	NN
stanford-ai-2021	173	33	E	e	NN
stanford-ai-2021	173	34	V	v	NN
stanford-ai-2021	173	35	E	e	NN
stanford-ai-2021	173	36	L	l	NN
stanford-ai-2021	173	37	O	o	NN
stanford-ai-2021	173	38	P	p	NN
stanford-ai-2021	173	39	M	m	NN
stanford-ai-2021	173	40	E	e	NN
stanford-ai-2021	173	41	N	n	NN
stanford-ai-2021	173	42	T	t	NN
stanford-ai-2021	173	43	Figure	figure	NN
stanford-ai-2021	173	44	1.1.13	1.1.13	CD
stanford-ai-2021	173	45	Citation	citation	NN
stanford-ai-2021	173	46	With	with	IN
stanford-ai-2021	173	47	respect	respect	NN
stanford-ai-2021	173	48	to	to	IN
stanford-ai-2021	173	49	citations	citation	NNS
stanford-ai-2021	173	50	of	of	IN
stanford-ai-2021	173	51	AI	AI	NNP
stanford-ai-2021	173	52	conference	conference	NN
stanford-ai-2021	173	53	publications	publication	NNS
stanford-ai-2021	173	54	,	,	,
stanford-ai-2021	173	55	Figure	figure	NN
stanford-ai-2021	173	56	1.1.14	1.1.14	CD
stanford-ai-2021	173	57	shows	show	VBZ
stanford-ai-2021	173	58	that	that	IN
stanford-ai-2021	173	59	the	the	DT
stanford-ai-2021	173	60	United	United	NNP
stanford-ai-2021	173	61	States	States	NNP
stanford-ai-2021	173	62	has	have	VBZ
stanford-ai-2021	173	63	held	hold	VBN
stanford-ai-2021	173	64	a	a	DT
stanford-ai-2021	173	65	dominant	dominant	JJ
stanford-ai-2021	173	66	lead	lead	NN
stanford-ai-2021	173	67	among	among	IN
stanford-ai-2021	173	68	the	the	DT
stanford-ai-2021	173	69	major	major	JJ
stanford-ai-2021	173	70	powers	power	NNS
stanford-ai-2021	173	71	over	over	IN
stanford-ai-2021	173	72	the	the	DT
stanford-ai-2021	173	73	past	past	JJ
stanford-ai-2021	173	74	21	21	CD
stanford-ai-2021	173	75	years	year	NNS
stanford-ai-2021	173	76	.	.	.
stanford-ai-2021	174	1	The	the	DT
stanford-ai-2021	174	2	United	United	NNP
stanford-ai-2021	174	3	States	States	NNP
stanford-ai-2021	174	4	tops	top	VBZ
stanford-ai-2021	174	5	the	the	DT
stanford-ai-2021	174	6	list	list	NN
stanford-ai-2021	174	7	with	with	IN
stanford-ai-2021	174	8	40.1	40.1	CD
stanford-ai-2021	174	9	%	%	NN
stanford-ai-2021	174	10	of	of	IN
stanford-ai-2021	174	11	overall	overall	JJ
stanford-ai-2021	174	12	citations	citation	NNS
stanford-ai-2021	174	13	in	in	IN
stanford-ai-2021	174	14	2020	2020	CD
stanford-ai-2021	174	15	,	,	,
stanford-ai-2021	174	16	followed	follow	VBN
stanford-ai-2021	174	17	by	by	IN
stanford-ai-2021	174	18	China	China	NNP
stanford-ai-2021	174	19	(	(	-LRB-
stanford-ai-2021	174	20	11.8	11.8	CD
stanford-ai-2021	174	21	%	%	NN
stanford-ai-2021	174	22	)	)	-RRB-
stanford-ai-2021	174	23	and	and	CC
stanford-ai-2021	174	24	the	the	DT
stanford-ai-2021	174	25	European	European	NNP
stanford-ai-2021	174	26	Union	Union	NNP
stanford-ai-2021	174	27	(	(	-LRB-
stanford-ai-2021	174	28	10.9	10.9	CD
stanford-ai-2021	174	29	%	%	NN
stanford-ai-2021	174	30	)	)	-RRB-
stanford-ai-2021	174	31	.	.	.
stanford-ai-2021	175	1	Figure	figure	NN
stanford-ai-2021	175	2	1.1.14	1.1.14	CD
stanford-ai-2021	175	3	TA	TA	NNP
stanford-ai-2021	175	4	B	b	NN
stanford-ai-2021	175	5	L	l	NN
stanford-ai-2021	175	6	E	e	NN
stanford-ai-2021	175	7	O	o	NN
stanford-ai-2021	175	8	F	f	NN
stanford-ai-2021	175	9	C	c	NN
stanford-ai-2021	175	10	O	o	NN
stanford-ai-2021	175	11	N	n	NN
stanford-ai-2021	175	12	T	t	NN
stanford-ai-2021	175	13	E	e	NN
stanford-ai-2021	175	14	N	n	NN
stanford-ai-2021	175	15	T	t	NN
stanford-ai-2021	175	16	S	s	NN
stanford-ai-2021	175	17	31C	31c	NN
stanford-ai-2021	175	18	H	h	NN
stanford-ai-2021	175	19	A	a	NN
stanford-ai-2021	175	20	P	p	NN
stanford-ai-2021	175	21	T	t	NN
stanford-ai-2021	175	22	E	e	NN
stanford-ai-2021	175	23	R	r	NN
stanford-ai-2021	175	24	1	1	CD
stanford-ai-2021	175	25	P	p	NN
stanford-ai-2021	175	26	R	r	NN
stanford-ai-2021	175	27	E	e	NN
stanford-ai-2021	175	28	V	v	NN
stanford-ai-2021	175	29	I	i	NN
stanford-ai-2021	175	30	E	e	NN
stanford-ai-2021	175	31	W	W	NNP
stanford-ai-2021	175	32	Artificial	Artificial	NNP
stanford-ai-2021	175	33	Intelligence	Intelligence	NNP
stanford-ai-2021	175	34	Index	Index	NNP
stanford-ai-2021	175	35	Report	Report	NNP
stanford-ai-2021	175	36	2021	2021	CD
stanford-ai-2021	175	37	20	20	CD
stanford-ai-2021	175	38	0	0	CD
stanford-ai-2021	175	39	0	0	CD
stanford-ai-2021	175	40	20	20	CD
stanford-ai-2021	175	41	0	0	CD
stanford-ai-2021	175	42	1	1	CD
stanford-ai-2021	175	43	20	20	CD
stanford-ai-2021	175	44	0	0	CD
stanford-ai-2021	175	45	2	2	CD
stanford-ai-2021	175	46	20	20	CD
stanford-ai-2021	175	47	0	0	CD
stanford-ai-2021	175	48	3	3	CD
stanford-ai-2021	175	49	20	20	CD
stanford-ai-2021	175	50	0	0	CD
stanford-ai-2021	175	51	4	4	CD
stanford-ai-2021	175	52	20	20	CD
stanford-ai-2021	175	53	0	0	CD
stanford-ai-2021	175	54	5	5	CD
stanford-ai-2021	175	55	20	20	CD
stanford-ai-2021	175	56	0	0	CD
stanford-ai-2021	175	57	6	6	CD
stanford-ai-2021	175	58	20	20	CD
stanford-ai-2021	175	59	0	0	CD
stanford-ai-2021	175	60	7	7	CD
stanford-ai-2021	175	61	20	20	CD
stanford-ai-2021	175	62	0	0	CD
stanford-ai-2021	175	63	8	8	CD
stanford-ai-2021	175	64	20	20	CD
stanford-ai-2021	175	65	0	0	CD
stanford-ai-2021	175	66	9	9	CD
stanford-ai-2021	175	67	20	20	CD
stanford-ai-2021	175	68	10	10	CD
stanford-ai-2021	175	69	20	20	CD
stanford-ai-2021	175	70	11	11	CD
stanford-ai-2021	175	71	20	20	CD
stanford-ai-2021	175	72	12	12	CD
stanford-ai-2021	175	73	20	20	CD
stanford-ai-2021	175	74	13	13	CD
stanford-ai-2021	175	75	20	20	CD
stanford-ai-2021	175	76	14	14	CD
stanford-ai-2021	175	77	20	20	CD
stanford-ai-2021	175	78	15	15	CD
stanford-ai-2021	175	79	20	20	CD
stanford-ai-2021	175	80	16	16	CD
stanford-ai-2021	175	81	20	20	CD
stanford-ai-2021	175	82	17	17	CD
stanford-ai-2021	175	83	20	20	CD
stanford-ai-2021	175	84	18	18	CD
stanford-ai-2021	175	85	20	20	CD
stanford-ai-2021	175	86	19	19	CD
stanford-ai-2021	175	87	20	20	CD
stanford-ai-2021	175	88	20	20	CD
stanford-ai-2021	175	89	0	0	CD
stanford-ai-2021	175	90	20	20	CD
stanford-ai-2021	175	91	40	40	CD
stanford-ai-2021	175	92	60	60	CD
stanford-ai-2021	175	93	80	80	CD
stanford-ai-2021	175	94	100	100	CD
stanford-ai-2021	175	95	N	n	CD
stanford-ai-2021	175	96	u	u	NNP
stanford-ai-2021	175	97	m	m	NNP
stanford-ai-2021	175	98	b	b	NNP
stanford-ai-2021	175	99	er	er	UH
stanford-ai-2021	175	100	o	o	XX
stanford-ai-2021	175	101	f	f	NNP
stanford-ai-2021	175	102	A	a	NN
stanford-ai-2021	175	103	I	i	NN
stanford-ai-2021	175	104	P	p	NN
stanford-ai-2021	175	105	at	at	IN
stanford-ai-2021	175	106	en	en	IN
stanford-ai-2021	175	107	t	t	NN
stanford-ai-2021	175	108	P	p	NN
stanford-ai-2021	175	109	u	u	NN
stanford-ai-2021	175	110	b	b	NN
stanford-ai-2021	175	111	lic	lic	NN
stanford-ai-2021	175	112	at	at	IN
stanford-ai-2021	175	113	io	io	NNP
stanford-ai-2021	175	114	n	n	NNP
stanford-ai-2021	175	115	s	s	NNP
stanford-ai-2021	175	116	(	(	-LRB-
stanford-ai-2021	175	117	i	i	NNP
stanford-ai-2021	175	118	n	n	CC
stanford-ai-2021	175	119	T	T	NNP
stanford-ai-2021	175	120	h	h	NNP
stanford-ai-2021	175	121	o	o	NN
stanford-ai-2021	175	122	u	u	NN
stanford-ai-2021	175	123	sa	sa	NNP
stanford-ai-2021	175	124	n	n	NNP
stanford-ai-2021	175	125	d	d	NNP
stanford-ai-2021	175	126	s	s	NNP
stanford-ai-2021	175	127	)	)	-RRB-
stanford-ai-2021	175	128	NUMBER	NUMBER	NNP
stanford-ai-2021	175	129	of	of	IN
stanford-ai-2021	175	130	AI	AI	NNP
stanford-ai-2021	175	131	PATENT	patent	NN
stanford-ai-2021	175	132	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	175	133	,	,	,
stanford-ai-2021	175	134	2000	2000	CD
stanford-ai-2021	175	135	-	-	SYM
stanford-ai-2021	175	136	20	20	CD
stanford-ai-2021	175	137	Source	source	NN
stanford-ai-2021	175	138	:	:	:
stanford-ai-2021	175	139	Microsoft	Microsoft	NNP
stanford-ai-2021	175	140	Academic	Academic	NNP
stanford-ai-2021	175	141	Graph	Graph	NNP
stanford-ai-2021	175	142	,	,	,
stanford-ai-2021	175	143	2020	2020	CD
stanford-ai-2021	175	144	|	|	CD
stanford-ai-2021	175	145	Chart	Chart	NNP
stanford-ai-2021	175	146	:	:	:
stanford-ai-2021	175	147	2021	2021	CD
stanford-ai-2021	175	148	AI	AI	NNP
stanford-ai-2021	175	149	Index	Index	NNP
stanford-ai-2021	175	150	Report	Report	NNP
stanford-ai-2021	175	151	1	1	CD
stanford-ai-2021	175	152	.1	.1	.
stanford-ai-2021	175	153	P	p	NN
stanford-ai-2021	175	154	U	U	NNP
stanford-ai-2021	175	155	B	B	NNP
stanford-ai-2021	175	156	L	L	NNP
stanford-ai-2021	175	157	I	i	NN
stanford-ai-2021	175	158	C	c	NN
stanford-ai-2021	175	159	AT	at	IN
stanford-ai-2021	175	160	I	i	NN
stanford-ai-2021	175	161	O	o	NN
stanford-ai-2021	175	162	N	n	NN
stanford-ai-2021	175	163	S	s	NN
stanford-ai-2021	175	164	C	c	NN
stanford-ai-2021	175	165	H	h	NN
stanford-ai-2021	175	166	A	a	NN
stanford-ai-2021	175	167	P	p	NN
stanford-ai-2021	175	168	T	t	NN
stanford-ai-2021	175	169	E	e	NN
stanford-ai-2021	175	170	R	r	NN
stanford-ai-2021	175	171	1	1	CD
stanford-ai-2021	175	172	:	:	:
stanford-ai-2021	175	173	R	r	NN
stanford-ai-2021	175	174	E	e	NN
stanford-ai-2021	175	175	S	s	NN
stanford-ai-2021	175	176	E	e	NN
stanford-ai-2021	175	177	A	a	NN
stanford-ai-2021	175	178	R	r	NN
stanford-ai-2021	175	179	C	c	NN
stanford-ai-2021	175	180	H	h	NN
stanford-ai-2021	175	181	&	&	CC
stanford-ai-2021	175	182	D	d	NN
stanford-ai-2021	175	183	E	e	NN
stanford-ai-2021	175	184	V	v	NN
stanford-ai-2021	175	185	E	e	NN
stanford-ai-2021	175	186	L	l	NN
stanford-ai-2021	175	187	O	o	NN
stanford-ai-2021	175	188	P	p	NN
stanford-ai-2021	175	189	M	m	NN
stanford-ai-2021	175	190	E	e	NN
stanford-ai-2021	175	191	N	n	NN
stanford-ai-2021	175	192	T	t	NN
stanford-ai-2021	175	193	Figure	figure	NN
stanford-ai-2021	175	194	1.1.15a	1.1.15a	CD
stanford-ai-2021	175	195	A	a	DT
stanford-ai-2021	175	196	I	-PRON-	PRP
stanford-ai-2021	175	197	PAT	pat	NN
stanford-ai-2021	175	198	E	e	NN
stanford-ai-2021	175	199	N	n	NN
stanford-ai-2021	175	200	T	t	NN
stanford-ai-2021	175	201	S	s	NN
stanford-ai-2021	175	202	Overview	overview	NN
stanford-ai-2021	175	203	The	the	DT
stanford-ai-2021	175	204	total	total	JJ
stanford-ai-2021	175	205	number	number	NN
stanford-ai-2021	175	206	of	of	IN
stanford-ai-2021	175	207	AI	AI	NNP
stanford-ai-2021	175	208	patents	patent	NNS
stanford-ai-2021	175	209	published	publish	VBN
stanford-ai-2021	175	210	in	in	IN
stanford-ai-2021	175	211	the	the	DT
stanford-ai-2021	175	212	world	world	NN
stanford-ai-2021	175	213	has	have	VBZ
stanford-ai-2021	175	214	been	be	VBN
stanford-ai-2021	175	215	steadily	steadily	RB
stanford-ai-2021	175	216	increasing	increase	VBG
stanford-ai-2021	175	217	in	in	IN
stanford-ai-2021	175	218	the	the	DT
stanford-ai-2021	175	219	past	past	JJ
stanford-ai-2021	175	220	two	two	CD
stanford-ai-2021	175	221	decades	decade	NNS
stanford-ai-2021	175	222	,	,	,
stanford-ai-2021	175	223	growing	grow	VBG
stanford-ai-2021	175	224	from	from	IN
stanford-ai-2021	175	225	21,806	21,806	CD
stanford-ai-2021	175	226	in	in	IN
stanford-ai-2021	175	227	2000	2000	CD
stanford-ai-2021	175	228	to	to	IN
stanford-ai-2021	175	229	more	more	JJR
stanford-ai-2021	175	230	than	than	IN
stanford-ai-2021	175	231	4.5	4.5	CD
stanford-ai-2021	175	232	times	time	NNS
stanford-ai-2021	175	233	that	that	IN
stanford-ai-2021	175	234	,	,	,
stanford-ai-2021	175	235	or	or	CC
stanford-ai-2021	175	236	101,876	101,876	CD
stanford-ai-2021	175	237	,	,	,
stanford-ai-2021	175	238	in	in	IN
stanford-ai-2021	175	239	2019	2019	CD
stanford-ai-2021	175	240	(	(	-LRB-
stanford-ai-2021	175	241	Figure	Figure	NNP
stanford-ai-2021	175	242	1.1.15a	1.1.15a	CD
stanford-ai-2021	175	243	)	)	-RRB-
stanford-ai-2021	175	244	.	.	.
stanford-ai-2021	176	1	The	the	DT
stanford-ai-2021	176	2	share	share	NN
stanford-ai-2021	176	3	of	of	IN
stanford-ai-2021	176	4	AI	AI	NNP
stanford-ai-2021	176	5	patents	patent	NNS
stanford-ai-2021	176	6	published	publish	VBN
stanford-ai-2021	176	7	in	in	IN
stanford-ai-2021	176	8	the	the	DT
stanford-ai-2021	176	9	world	world	NN
stanford-ai-2021	176	10	exhibits	exhibit	VBZ
stanford-ai-2021	176	11	a	a	DT
stanford-ai-2021	176	12	lesser	less	JJR
stanford-ai-2021	176	13	increase	increase	NN
stanford-ai-2021	176	14	,	,	,
stanford-ai-2021	176	15	from	from	IN
stanford-ai-2021	176	16	around	around	IN
stanford-ai-2021	176	17	2	2	CD
stanford-ai-2021	176	18	%	%	NN
stanford-ai-2021	176	19	in	in	IN
stanford-ai-2021	176	20	2000	2000	CD
stanford-ai-2021	176	21	to	to	IN
stanford-ai-2021	176	22	2.9	2.9	CD
stanford-ai-2021	176	23	%	%	NN
stanford-ai-2021	176	24	in	in	IN
stanford-ai-2021	176	25	2020	2020	CD
stanford-ai-2021	176	26	(	(	-LRB-
stanford-ai-2021	176	27	Figure	figure	NN
stanford-ai-2021	176	28	1.1.15b	1.1.15b	CD
stanford-ai-2021	176	29	)	)	-RRB-
stanford-ai-2021	176	30	.	.	.
stanford-ai-2021	177	1	The	the	DT
stanford-ai-2021	177	2	AI	AI	NNP
stanford-ai-2021	177	3	patent	patent	NN
stanford-ai-2021	177	4	data	datum	NNS
stanford-ai-2021	177	5	is	be	VBZ
stanford-ai-2021	177	6	incomplete	incomplete	JJ
stanford-ai-2021	177	7	—	—	:
stanford-ai-2021	177	8	only	only	RB
stanford-ai-2021	177	9	8	8	CD
stanford-ai-2021	177	10	%	%	NN
stanford-ai-2021	177	11	of	of	IN
stanford-ai-2021	177	12	the	the	DT
stanford-ai-2021	177	13	dataset	dataset	NN
stanford-ai-2021	177	14	in	in	IN
stanford-ai-2021	177	15	2020	2020	CD
stanford-ai-2021	177	16	includes	include	VBZ
stanford-ai-2021	177	17	a	a	DT
stanford-ai-2021	177	18	country	country	NN
stanford-ai-2021	177	19	or	or	CC
stanford-ai-2021	177	20	regional	regional	JJ
stanford-ai-2021	177	21	affiliation	affiliation	NN
stanford-ai-2021	177	22	.	.	.
stanford-ai-2021	178	1	There	there	EX
stanford-ai-2021	178	2	is	be	VBZ
stanford-ai-2021	178	3	reason	reason	NN
stanford-ai-2021	178	4	to	to	TO
stanford-ai-2021	178	5	question	question	VB
stanford-ai-2021	178	6	the	the	DT
stanford-ai-2021	178	7	data	datum	NNS
stanford-ai-2021	178	8	on	on	IN
stanford-ai-2021	178	9	the	the	DT
stanford-ai-2021	178	10	share	share	NN
stanford-ai-2021	178	11	of	of	IN
stanford-ai-2021	178	12	AI	AI	NNP
stanford-ai-2021	178	13	patent	patent	NN
stanford-ai-2021	178	14	publications	publication	NNS
stanford-ai-2021	178	15	by	by	IN
stanford-ai-2021	178	16	both	both	DT
stanford-ai-2021	178	17	region	region	NN
stanford-ai-2021	178	18	and	and	CC
stanford-ai-2021	178	19	geographic	geographic	JJ
stanford-ai-2021	178	20	area	area	NN
stanford-ai-2021	178	21	,	,	,
stanford-ai-2021	178	22	and	and	CC
stanford-ai-2021	178	23	it	-PRON-	PRP
stanford-ai-2021	178	24	is	be	VBZ
stanford-ai-2021	178	25	therefore	therefore	RB
stanford-ai-2021	178	26	not	not	RB
stanford-ai-2021	178	27	included	include	VBN
stanford-ai-2021	178	28	in	in	IN
stanford-ai-2021	178	29	the	the	DT
stanford-ai-2021	178	30	main	main	JJ
stanford-ai-2021	178	31	report	report	NN
stanford-ai-2021	178	32	.	.	.
stanford-ai-2021	179	1	See	see	VB
stanford-ai-2021	179	2	the	the	DT
stanford-ai-2021	179	3	Appendix	Appendix	NNP
stanford-ai-2021	179	4	for	for	IN
stanford-ai-2021	179	5	details	detail	NNS
stanford-ai-2021	179	6	.	.	.
stanford-ai-2021	180	1	20	20	CD
stanford-ai-2021	180	2	0	0	CD
stanford-ai-2021	180	3	0	0	CD
stanford-ai-2021	180	4	20	20	CD
stanford-ai-2021	180	5	0	0	CD
stanford-ai-2021	180	6	1	1	CD
stanford-ai-2021	180	7	20	20	CD
stanford-ai-2021	180	8	0	0	CD
stanford-ai-2021	180	9	2	2	CD
stanford-ai-2021	180	10	20	20	CD
stanford-ai-2021	180	11	0	0	CD
stanford-ai-2021	180	12	3	3	CD
stanford-ai-2021	180	13	20	20	CD
stanford-ai-2021	180	14	0	0	CD
stanford-ai-2021	180	15	4	4	CD
stanford-ai-2021	180	16	20	20	CD
stanford-ai-2021	180	17	0	0	CD
stanford-ai-2021	180	18	5	5	CD
stanford-ai-2021	180	19	20	20	CD
stanford-ai-2021	180	20	0	0	CD
stanford-ai-2021	180	21	6	6	CD
stanford-ai-2021	180	22	20	20	CD
stanford-ai-2021	180	23	0	0	CD
stanford-ai-2021	180	24	7	7	CD
stanford-ai-2021	180	25	20	20	CD
stanford-ai-2021	180	26	0	0	CD
stanford-ai-2021	180	27	8	8	CD
stanford-ai-2021	180	28	20	20	CD
stanford-ai-2021	180	29	0	0	CD
stanford-ai-2021	180	30	9	9	CD
stanford-ai-2021	180	31	20	20	CD
stanford-ai-2021	180	32	10	10	CD
stanford-ai-2021	180	33	20	20	CD
stanford-ai-2021	180	34	11	11	CD
stanford-ai-2021	180	35	20	20	CD
stanford-ai-2021	180	36	12	12	CD
stanford-ai-2021	180	37	20	20	CD
stanford-ai-2021	180	38	13	13	CD
stanford-ai-2021	180	39	20	20	CD
stanford-ai-2021	180	40	14	14	CD
stanford-ai-2021	180	41	20	20	CD
stanford-ai-2021	180	42	15	15	CD
stanford-ai-2021	180	43	20	20	CD
stanford-ai-2021	180	44	16	16	CD
stanford-ai-2021	180	45	20	20	CD
stanford-ai-2021	180	46	17	17	CD
stanford-ai-2021	180	47	20	20	CD
stanford-ai-2021	180	48	18	18	CD
stanford-ai-2021	180	49	20	20	CD
stanford-ai-2021	180	50	19	19	CD
stanford-ai-2021	180	51	20	20	CD
stanford-ai-2021	180	52	20	20	CD
stanford-ai-2021	180	53	0	0	CD
stanford-ai-2021	180	54	%	%	NN
stanford-ai-2021	180	55	1	1	CD
stanford-ai-2021	180	56	%	%	NN
stanford-ai-2021	180	57	2	2	CD
stanford-ai-2021	180	58	%	%	NN
stanford-ai-2021	180	59	3	3	CD
stanford-ai-2021	180	60	%	%	NN
stanford-ai-2021	180	61	A	a	DT
stanford-ai-2021	180	62	I	i	NN
stanford-ai-2021	180	63	P	p	NN
stanford-ai-2021	180	64	at	at	IN
stanford-ai-2021	180	65	e	e	NN
stanford-ai-2021	180	66	n	n	CC
stanford-ai-2021	180	67	t	t	NNP
stanford-ai-2021	180	68	P	p	NN
stanford-ai-2021	180	69	u	u	NN
stanford-ai-2021	180	70	b	b	NN
stanford-ai-2021	180	71	lic	lic	NN
stanford-ai-2021	180	72	at	at	IN
stanford-ai-2021	180	73	io	io	NNP
stanford-ai-2021	180	74	n	n	NNP
stanford-ai-2021	180	75	s	s	NNP
stanford-ai-2021	180	76	(	(	-LRB-
stanford-ai-2021	180	77	%	%	NN
stanford-ai-2021	180	78	o	o	NN
stanford-ai-2021	180	79	f	f	NN
stanford-ai-2021	180	80	A	a	NN
stanford-ai-2021	180	81	ll	will	NN
stanford-ai-2021	180	82	P	p	NN
stanford-ai-2021	180	83	u	u	NN
stanford-ai-2021	180	84	b	b	NN
stanford-ai-2021	180	85	lic	lic	NN
stanford-ai-2021	180	86	at	at	IN
stanford-ai-2021	180	87	io	io	NNP
stanford-ai-2021	180	88	n	n	NNP
stanford-ai-2021	180	89	s	s	NNP
stanford-ai-2021	180	90	)	)	-RRB-
stanford-ai-2021	180	91	2.9	2.9	CD
stanford-ai-2021	180	92	%	%	NN
stanford-ai-2021	180	93	AI	ai	NN
stanford-ai-2021	180	94	PATENT	patent	NN
stanford-ai-2021	180	95	PUBLICATIONS	publications	NN
stanford-ai-2021	180	96	(	(	-LRB-
stanford-ai-2021	180	97	%	%	NN
stanford-ai-2021	180	98	of	of	IN
stanford-ai-2021	180	99	ALL	all	DT
stanford-ai-2021	180	100	PATENT	patent	NN
stanford-ai-2021	180	101	PUBLICATIONS	publication	NNS
stanford-ai-2021	180	102	)	)	-RRB-
stanford-ai-2021	180	103	,	,	,
stanford-ai-2021	180	104	2000	2000	CD
stanford-ai-2021	180	105	-	-	SYM
stanford-ai-2021	180	106	20	20	CD
stanford-ai-2021	180	107	Source	source	NN
stanford-ai-2021	180	108	:	:	:
stanford-ai-2021	180	109	Microso	Microso	NNP
stanford-ai-2021	180	110	Academic	Academic	NNP
stanford-ai-2021	180	111	Graph	Graph	NNP
stanford-ai-2021	180	112	,	,	,
stanford-ai-2021	180	113	2020	2020	CD
stanford-ai-2021	180	114	|	|	CD
stanford-ai-2021	180	115	Chart	Chart	NNP
stanford-ai-2021	180	116	:	:	:
stanford-ai-2021	180	117	2021	2021	CD
stanford-ai-2021	180	118	AI	AI	NNP
stanford-ai-2021	180	119	Index	Index	NNP
stanford-ai-2021	180	120	Report	Report	NNP
stanford-ai-2021	180	121	Figure	Figure	NNP
stanford-ai-2021	180	122	1.1.15b	1.1.15b	CD
stanford-ai-2021	180	123	TA	TA	NNP
stanford-ai-2021	180	124	B	B	NNP
stanford-ai-2021	180	125	L	l	NN
stanford-ai-2021	180	126	E	e	NN
stanford-ai-2021	180	127	O	o	NN
stanford-ai-2021	180	128	F	f	NN
stanford-ai-2021	180	129	C	c	NN
stanford-ai-2021	180	130	O	o	NN
stanford-ai-2021	180	131	N	n	NN
stanford-ai-2021	180	132	T	t	NN
stanford-ai-2021	180	133	E	e	NN
stanford-ai-2021	180	134	N	n	NN
stanford-ai-2021	180	135	T	t	NN
stanford-ai-2021	180	136	S	s	NN
stanford-ai-2021	180	137	3	3	CD
stanford-ai-2021	180	138	2C	2c	NN
stanford-ai-2021	180	139	H	h	NN
stanford-ai-2021	180	140	A	a	NN
stanford-ai-2021	180	141	P	p	NN
stanford-ai-2021	180	142	T	t	NN
stanford-ai-2021	180	143	E	e	NN
stanford-ai-2021	180	144	R	r	NN
stanford-ai-2021	180	145	1	1	CD
stanford-ai-2021	180	146	P	p	NN
stanford-ai-2021	180	147	R	r	NN
stanford-ai-2021	180	148	E	e	NN
stanford-ai-2021	180	149	V	v	NN
stanford-ai-2021	180	150	I	i	NN
stanford-ai-2021	180	151	E	e	NN
stanford-ai-2021	180	152	W	W	NNP
stanford-ai-2021	180	153	Artificial	Artificial	NNP
stanford-ai-2021	180	154	Intelligence	Intelligence	NNP
stanford-ai-2021	180	155	Index	Index	NNP
stanford-ai-2021	180	156	Report	Report	NNP
stanford-ai-2021	180	157	2021	2021	CD
stanford-ai-2021	180	158	2015	2015	CD
stanford-ai-2021	180	159	2016	2016	CD
stanford-ai-2021	180	160	2017	2017	CD
stanford-ai-2021	180	161	2018	2018	CD
stanford-ai-2021	180	162	2019	2019	CD
stanford-ai-2021	180	163	2020	2020	CD
stanford-ai-2021	180	164	0	0	CD
stanford-ai-2021	180	165	10	10	CD
stanford-ai-2021	180	166	20	20	CD
stanford-ai-2021	180	167	30	30	CD
stanford-ai-2021	180	168	N	n	CD
stanford-ai-2021	180	169	u	u	NNP
stanford-ai-2021	180	170	m	m	NN
stanford-ai-2021	180	171	b	b	NNP
stanford-ai-2021	180	172	er	er	UH
stanford-ai-2021	180	173	o	o	XX
stanford-ai-2021	180	174	f	f	NNP
stanford-ai-2021	180	175	A	a	NN
stanford-ai-2021	180	176	I-	i-	NN
stanford-ai-2021	180	177	R	r	NN
stanford-ai-2021	180	178	el	el	NN
stanford-ai-2021	180	179	at	at	IN
stanford-ai-2021	180	180	ed	ed	NNP
stanford-ai-2021	180	181	P	P	NNP
stanford-ai-2021	180	182	u	u	NNP
stanford-ai-2021	180	183	b	b	NNP
stanford-ai-2021	180	184	lic	lic	NN
stanford-ai-2021	180	185	at	at	IN
stanford-ai-2021	180	186	io	io	NNP
stanford-ai-2021	180	187	n	n	NNP
stanford-ai-2021	180	188	s	s	NNP
stanford-ai-2021	180	189	o	o	NNP
stanford-ai-2021	180	190	n	n	NNP
stanford-ai-2021	180	191	a	a	NNP
stanford-ai-2021	180	192	rX	rX	.
stanford-ai-2021	180	193	iv	iv	NNP
stanford-ai-2021	180	194	(	(	-LRB-
stanford-ai-2021	180	195	in	in	IN
stanford-ai-2021	180	196	T	t	NN
stanford-ai-2021	180	197	h	h	NN
stanford-ai-2021	180	198	o	o	NN
stanford-ai-2021	180	199	u	u	NN
stanford-ai-2021	180	200	sa	sa	NNP
stanford-ai-2021	180	201	n	n	NNP
stanford-ai-2021	180	202	d	d	NNP
stanford-ai-2021	180	203	s	s	NNP
stanford-ai-2021	180	204	)	)	-RRB-
stanford-ai-2021	180	205	NUMBER	NUMBER	NNP
stanford-ai-2021	180	206	of	of	IN
stanford-ai-2021	180	207	AI	AI	NNP
stanford-ai-2021	180	208	-	-	HYPH
stanford-ai-2021	180	209	RELATED	relate	VBN
stanford-ai-2021	180	210	PUBLICATIONS	publications	NN
stanford-ai-2021	180	211	on	on	IN
stanford-ai-2021	180	212	ARXIV	ARXIV	NNP
stanford-ai-2021	180	213	,	,	,
stanford-ai-2021	180	214	2015	2015	CD
stanford-ai-2021	180	215	-	-	SYM
stanford-ai-2021	180	216	20	20	CD
stanford-ai-2021	180	217	Source	source	NN
stanford-ai-2021	180	218	:	:	:
stanford-ai-2021	180	219	arXiv	arXiv	NNP
stanford-ai-2021	180	220	,	,	,
stanford-ai-2021	180	221	2020	2020	CD
stanford-ai-2021	180	222	|	|	NNP
stanford-ai-2021	180	223	Chart	Chart	NNP
stanford-ai-2021	180	224	:	:	:
stanford-ai-2021	180	225	2021	2021	CD
stanford-ai-2021	180	226	AI	AI	NNP
stanford-ai-2021	180	227	Index	Index	NNP
stanford-ai-2021	180	228	Report	Report	NNP
stanford-ai-2021	180	229	1	1	CD
stanford-ai-2021	180	230	.1	.1	.
stanford-ai-2021	180	231	P	p	NN
stanford-ai-2021	180	232	U	U	NNP
stanford-ai-2021	180	233	B	B	NNP
stanford-ai-2021	180	234	L	L	NNP
stanford-ai-2021	180	235	I	i	NN
stanford-ai-2021	180	236	C	c	NN
stanford-ai-2021	180	237	AT	at	IN
stanford-ai-2021	180	238	I	i	NN
stanford-ai-2021	180	239	O	o	NN
stanford-ai-2021	180	240	N	n	NN
stanford-ai-2021	180	241	S	s	NN
stanford-ai-2021	180	242	C	c	NN
stanford-ai-2021	180	243	H	h	NN
stanford-ai-2021	180	244	A	a	NN
stanford-ai-2021	180	245	P	p	NN
stanford-ai-2021	180	246	T	t	NN
stanford-ai-2021	180	247	E	e	NN
stanford-ai-2021	180	248	R	r	NN
stanford-ai-2021	180	249	1	1	CD
stanford-ai-2021	180	250	:	:	:
stanford-ai-2021	180	251	R	r	NN
stanford-ai-2021	180	252	E	e	NN
stanford-ai-2021	180	253	S	s	NN
stanford-ai-2021	180	254	E	e	NN
stanford-ai-2021	180	255	A	a	NN
stanford-ai-2021	180	256	R	r	NN
stanford-ai-2021	180	257	C	c	NN
stanford-ai-2021	180	258	H	h	NN
stanford-ai-2021	180	259	&	&	CC
stanford-ai-2021	180	260	D	d	NN
stanford-ai-2021	180	261	E	e	NN
stanford-ai-2021	180	262	V	v	NN
stanford-ai-2021	180	263	E	e	NN
stanford-ai-2021	180	264	L	l	NN
stanford-ai-2021	180	265	O	o	NN
stanford-ai-2021	180	266	P	p	NN
stanford-ai-2021	180	267	M	m	NN
stanford-ai-2021	180	268	E	e	NN
stanford-ai-2021	180	269	N	n	NN
stanford-ai-2021	180	270	T	t	NN
stanford-ai-2021	180	271	Figure	figure	NN
stanford-ai-2021	180	272	1.1.16	1.1.16	CD
stanford-ai-2021	180	273	A	a	NN
stanford-ai-2021	180	274	R	r	NN
stanford-ai-2021	180	275	X	x	NN
stanford-ai-2021	180	276	I	i	NN
stanford-ai-2021	180	277	V	v	NN
stanford-ai-2021	180	278	P	p	NN
stanford-ai-2021	180	279	U	u	NN
stanford-ai-2021	180	280	B	b	NN
stanford-ai-2021	180	281	L	L	NNP
stanford-ai-2021	180	282	I	i	NN
stanford-ai-2021	180	283	C	c	NN
stanford-ai-2021	180	284	AT	at	IN
stanford-ai-2021	180	285	I	i	NN
stanford-ai-2021	180	286	O	o	NN
stanford-ai-2021	180	287	N	n	NN
stanford-ai-2021	180	288	S	s	NN
stanford-ai-2021	180	289	In	in	IN
stanford-ai-2021	180	290	addition	addition	NN
stanford-ai-2021	180	291	to	to	IN
stanford-ai-2021	180	292	the	the	DT
stanford-ai-2021	180	293	traditional	traditional	JJ
stanford-ai-2021	180	294	avenues	avenue	NNS
stanford-ai-2021	180	295	for	for	IN
stanford-ai-2021	180	296	publishing	publish	VBG
stanford-ai-2021	180	297	academic	academic	JJ
stanford-ai-2021	180	298	papers	paper	NNS
stanford-ai-2021	180	299	(	(	-LRB-
stanford-ai-2021	180	300	discussed	discuss	VBN
stanford-ai-2021	180	301	above	above	RB
stanford-ai-2021	180	302	)	)	-RRB-
stanford-ai-2021	180	303	,	,	,
stanford-ai-2021	180	304	AI	AI	NNP
stanford-ai-2021	180	305	researchers	researcher	NNS
stanford-ai-2021	180	306	have	have	VBP
stanford-ai-2021	180	307	embraced	embrace	VBN
stanford-ai-2021	180	308	the	the	DT
stanford-ai-2021	180	309	practice	practice	NN
stanford-ai-2021	180	310	of	of	IN
stanford-ai-2021	180	311	publishing	publish	VBG
stanford-ai-2021	180	312	their	-PRON-	PRP$
stanford-ai-2021	180	313	work	work	NN
stanford-ai-2021	180	314	(	(	-LRB-
stanford-ai-2021	180	315	often	often	RB
stanford-ai-2021	180	316	pre	pre	JJ
stanford-ai-2021	180	317	–	–	:
stanford-ai-2021	180	318	peer	peer	JJ
stanford-ai-2021	180	319	review	review	NN
stanford-ai-2021	180	320	)	)	-RRB-
stanford-ai-2021	180	321	on	on	IN
stanford-ai-2021	180	322	arXiv	arXiv	NNP
stanford-ai-2021	180	323	,	,	,
stanford-ai-2021	180	324	an	an	DT
stanford-ai-2021	180	325	online	online	JJ
stanford-ai-2021	180	326	repository	repository	NN
stanford-ai-2021	180	327	of	of	IN
stanford-ai-2021	180	328	electronic	electronic	JJ
stanford-ai-2021	180	329	preprints	preprint	NNS
stanford-ai-2021	180	330	.	.	.
stanford-ai-2021	181	1	arXiv	arXiv	NNP
stanford-ai-2021	181	2	allows	allow	VBZ
stanford-ai-2021	181	3	researchers	researcher	NNS
stanford-ai-2021	181	4	to	to	TO
stanford-ai-2021	181	5	share	share	VB
stanford-ai-2021	181	6	their	-PRON-	PRP$
stanford-ai-2021	181	7	findings	finding	NNS
stanford-ai-2021	181	8	before	before	IN
stanford-ai-2021	181	9	submitting	submit	VBG
stanford-ai-2021	181	10	them	-PRON-	PRP
stanford-ai-2021	181	11	to	to	IN
stanford-ai-2021	181	12	journals	journal	NNS
stanford-ai-2021	181	13	and	and	CC
stanford-ai-2021	181	14	conferences	conference	NNS
stanford-ai-2021	181	15	,	,	,
stanford-ai-2021	181	16	which	which	WDT
stanford-ai-2021	181	17	greatly	greatly	RB
stanford-ai-2021	181	18	accelerates	accelerate	VBZ
stanford-ai-2021	181	19	the	the	DT
stanford-ai-2021	181	20	cycle	cycle	NN
stanford-ai-2021	181	21	of	of	IN
stanford-ai-2021	181	22	information	information	NN
stanford-ai-2021	181	23	discovery	discovery	NN
stanford-ai-2021	181	24	and	and	CC
stanford-ai-2021	181	25	dissemination	dissemination	NN
stanford-ai-2021	181	26	.	.	.
stanford-ai-2021	182	1	The	the	DT
stanford-ai-2021	182	2	number	number	NN
stanford-ai-2021	182	3	of	of	IN
stanford-ai-2021	182	4	AI	AI	NNP
stanford-ai-2021	182	5	-	-	HYPH
stanford-ai-2021	182	6	related	relate	VBN
stanford-ai-2021	182	7	publications	publication	NNS
stanford-ai-2021	182	8	in	in	IN
stanford-ai-2021	182	9	this	this	DT
stanford-ai-2021	182	10	section	section	NN
stanford-ai-2021	182	11	includes	include	VBZ
stanford-ai-2021	182	12	preprints	preprint	NNS
stanford-ai-2021	182	13	on	on	IN
stanford-ai-2021	182	14	arXiv	arXiv	NNP
stanford-ai-2021	182	15	under	under	IN
stanford-ai-2021	182	16	cs	cs	NNP
stanford-ai-2021	182	17	.	.	.
stanford-ai-2021	182	18	AI	AI	NNP
stanford-ai-2021	182	19	(	(	-LRB-
stanford-ai-2021	182	20	artificial	artificial	JJ
stanford-ai-2021	182	21	intelligence	intelligence	NN
stanford-ai-2021	182	22	)	)	-RRB-
stanford-ai-2021	182	23	,	,	,
stanford-ai-2021	182	24	cs	cs	NNP
stanford-ai-2021	182	25	.	.	.
stanford-ai-2021	182	26	CL	CL	NNP
stanford-ai-2021	182	27	(	(	-LRB-
stanford-ai-2021	182	28	computation	computation	NN
stanford-ai-2021	182	29	and	and	CC
stanford-ai-2021	182	30	language	language	NN
stanford-ai-2021	182	31	)	)	-RRB-
stanford-ai-2021	182	32	,	,	,
stanford-ai-2021	182	33	cs	cs	NNP
stanford-ai-2021	182	34	.	.	.
stanford-ai-2021	182	35	CV	cv	NN
stanford-ai-2021	182	36	(	(	-LRB-
stanford-ai-2021	182	37	computer	computer	NN
stanford-ai-2021	182	38	vision	vision	NN
stanford-ai-2021	182	39	)	)	-RRB-
stanford-ai-2021	182	40	,	,	,
stanford-ai-2021	182	41	cs	cs	NNP
stanford-ai-2021	182	42	.	.	.
stanford-ai-2021	182	43	NE	NE	NNP
stanford-ai-2021	182	44	(	(	-LRB-
stanford-ai-2021	182	45	neural	neural	JJ
stanford-ai-2021	182	46	and	and	CC
stanford-ai-2021	182	47	evolutionary	evolutionary	JJ
stanford-ai-2021	182	48	computing	computing	NN
stanford-ai-2021	182	49	)	)	-RRB-
stanford-ai-2021	182	50	,	,	,
stanford-ai-2021	182	51	cs	cs	NNP
stanford-ai-2021	182	52	.	.	.
stanford-ai-2021	182	53	RO	RO	NNP
stanford-ai-2021	182	54	(	(	-LRB-
stanford-ai-2021	182	55	robotics	robotic	NNS
stanford-ai-2021	182	56	)	)	-RRB-
stanford-ai-2021	182	57	,	,	,
stanford-ai-2021	182	58	cs	cs	NNP
stanford-ai-2021	182	59	.	.	.
stanford-ai-2021	182	60	LG	LG	NNP
stanford-ai-2021	182	61	(	(	-LRB-
stanford-ai-2021	182	62	machine	machine	NN
stanford-ai-2021	182	63	learning	learning	NN
stanford-ai-2021	182	64	in	in	IN
stanford-ai-2021	182	65	computer	computer	NN
stanford-ai-2021	182	66	science	science	NN
stanford-ai-2021	182	67	)	)	-RRB-
stanford-ai-2021	182	68	,	,	,
stanford-ai-2021	182	69	and	and	CC
stanford-ai-2021	182	70	stat	stat	JJ
stanford-ai-2021	182	71	.	.	.
stanford-ai-2021	182	72	ML	ML	NNP
stanford-ai-2021	182	73	(	(	-LRB-
stanford-ai-2021	182	74	machine	machine	NN
stanford-ai-2021	182	75	learning	learning	NN
stanford-ai-2021	182	76	in	in	IN
stanford-ai-2021	182	77	statistics	statistic	NNS
stanford-ai-2021	182	78	)	)	-RRB-
stanford-ai-2021	182	79	.	.	.
stanford-ai-2021	183	1	Overview	overview	NN
stanford-ai-2021	183	2	In	in	IN
stanford-ai-2021	183	3	just	just	RB
stanford-ai-2021	183	4	six	six	CD
stanford-ai-2021	183	5	years	year	NNS
stanford-ai-2021	183	6	,	,	,
stanford-ai-2021	183	7	the	the	DT
stanford-ai-2021	183	8	number	number	NN
stanford-ai-2021	183	9	of	of	IN
stanford-ai-2021	183	10	AI	AI	NNP
stanford-ai-2021	183	11	-	-	HYPH
stanford-ai-2021	183	12	related	relate	VBN
stanford-ai-2021	183	13	publications	publication	NNS
stanford-ai-2021	183	14	on	on	IN
stanford-ai-2021	183	15	arXiv	arXiv	NNP
stanford-ai-2021	183	16	grew	grow	VBD
stanford-ai-2021	183	17	more	more	RBR
stanford-ai-2021	183	18	than	than	IN
stanford-ai-2021	183	19	sixfold	sixfold	RB
stanford-ai-2021	183	20	,	,	,
stanford-ai-2021	183	21	from	from	IN
stanford-ai-2021	183	22	5,478	5,478	CD
stanford-ai-2021	183	23	in	in	IN
stanford-ai-2021	183	24	2015	2015	CD
stanford-ai-2021	183	25	to	to	IN
stanford-ai-2021	183	26	34,736	34,736	CD
stanford-ai-2021	183	27	in	in	IN
stanford-ai-2021	183	28	2020	2020	CD
stanford-ai-2021	183	29	(	(	-LRB-
stanford-ai-2021	183	30	Figure	figure	NN
stanford-ai-2021	183	31	1.1.16	1.1.16	CD
stanford-ai-2021	183	32	)	)	-RRB-
stanford-ai-2021	183	33	.	.	.
stanford-ai-2021	184	1	2015	2015	CD
stanford-ai-2021	184	2	2016	2016	CD
stanford-ai-2021	184	3	2017	2017	CD
stanford-ai-2021	184	4	2018	2018	CD
stanford-ai-2021	184	5	2019	2019	CD
stanford-ai-2021	184	6	2020	2020	CD
stanford-ai-2021	184	7	2021	2021	CD
stanford-ai-2021	184	8	0	0	CD
stanford-ai-2021	184	9	%	%	NN
stanford-ai-2021	184	10	10	10	CD
stanford-ai-2021	184	11	%	%	NN
stanford-ai-2021	184	12	20	20	CD
stanford-ai-2021	184	13	%	%	NN
stanford-ai-2021	184	14	30	30	CD
stanford-ai-2021	184	15	%	%	NN
stanford-ai-2021	184	16	40	40	CD
stanford-ai-2021	184	17	%	%	NN
stanford-ai-2021	184	18	A	a	NN
stanford-ai-2021	184	19	I-	i-	NN
stanford-ai-2021	184	20	R	r	NN
stanford-ai-2021	184	21	e	e	NNP
stanford-ai-2021	184	22	la	la	NNP
stanford-ai-2021	184	23	te	te	NNP
stanford-ai-2021	184	24	d	d	NNP
stanford-ai-2021	184	25	P	P	NNP
stanford-ai-2021	184	26	u	u	NNP
stanford-ai-2021	184	27	b	b	NN
stanford-ai-2021	184	28	lic	lic	NN
stanford-ai-2021	184	29	at	at	IN
stanford-ai-2021	184	30	io	io	NNP
stanford-ai-2021	184	31	n	n	NNP
stanford-ai-2021	184	32	s	s	NNP
stanford-ai-2021	184	33	o	o	NNP
stanford-ai-2021	184	34	n	n	NNP
stanford-ai-2021	184	35	a	a	NNP
stanford-ai-2021	184	36	rX	rX	.
stanford-ai-2021	184	37	iv	iv	NNP
stanford-ai-2021	184	38	(	(	-LRB-
stanford-ai-2021	184	39	%	%	NN
stanford-ai-2021	184	40	o	o	NN
stanford-ai-2021	184	41	f	f	NN
stanford-ai-2021	184	42	W	w	NN
stanford-ai-2021	184	43	o	o	NNP
stanford-ai-2021	184	44	rl	rl	NN
stanford-ai-2021	184	45	d	d	NN
stanford-ai-2021	184	46	T	t	NN
stanford-ai-2021	184	47	o	o	NN
stanford-ai-2021	184	48	ta	ta	NNP
stanford-ai-2021	184	49	l	l	NN
stanford-ai-2021	184	50	)	)	-RRB-
stanford-ai-2021	184	51	4.0	4.0	CD
stanford-ai-2021	184	52	%	%	NN
stanford-ai-2021	184	53	South	South	NNP
stanford-ai-2021	184	54	Asia	Asia	NNP
stanford-ai-2021	184	55	2.5	2.5	CD
stanford-ai-2021	184	56	%	%	NN
stanford-ai-2021	184	57	Middle	Middle	NNP
stanford-ai-2021	184	58	East	East	NNP
stanford-ai-2021	184	59	&	&	CC
stanford-ai-2021	184	60	North	North	NNP
stanford-ai-2021	184	61	Africa	Africa	NNP
stanford-ai-2021	184	62	1.3	1.3	CD
stanford-ai-2021	184	63	%	%	NN
stanford-ai-2021	184	64	Latin	Latin	NNP
stanford-ai-2021	184	65	America	America	NNP
stanford-ai-2021	184	66	&	&	CC
stanford-ai-2021	184	67	Caribbean	Caribbean	NNP
stanford-ai-2021	184	68	0.3	0.3	CD
stanford-ai-2021	184	69	%	%	NN
stanford-ai-2021	184	70	Sub	Sub	NNP
stanford-ai-2021	184	71	-	-	HYPH
stanford-ai-2021	184	72	Saharan	Saharan	NNP
stanford-ai-2021	184	73	Africa	Africa	NNP
stanford-ai-2021	184	74	36.3	36.3	CD
stanford-ai-2021	184	75	%	%	NN
stanford-ai-2021	184	76	North	North	NNP
stanford-ai-2021	184	77	America	America	NNP
stanford-ai-2021	184	78	22.9	22.9	CD
stanford-ai-2021	184	79	%	%	NN
stanford-ai-2021	184	80	Europe	Europe	NNP
stanford-ai-2021	184	81	&	&	CC
stanford-ai-2021	184	82	Central	Central	NNP
stanford-ai-2021	184	83	Asia	Asia	NNP
stanford-ai-2021	184	84	26.5	26.5	CD
stanford-ai-2021	184	85	%	%	NN
stanford-ai-2021	184	86	East	East	NNP
stanford-ai-2021	184	87	Asia	Asia	NNP
stanford-ai-2021	184	88	&	&	CC
stanford-ai-2021	184	89	Paci	Paci	NNP
stanford-ai-2021	184	90	c	c	NNP
stanford-ai-2021	184	91	ARXIV	ARXIV	NNP
stanford-ai-2021	184	92	AI	AI	NNP
stanford-ai-2021	184	93	-	-	HYPH
stanford-ai-2021	184	94	RELATED	relate	VBN
stanford-ai-2021	184	95	PUBLICATIONS	publications	NN
stanford-ai-2021	184	96	(	(	-LRB-
stanford-ai-2021	184	97	%	%	NN
stanford-ai-2021	184	98	of	of	IN
stanford-ai-2021	184	99	WORLD	WORLD	NNP
stanford-ai-2021	184	100	TOTAL	TOTAL	NNP
stanford-ai-2021	184	101	)	)	-RRB-
stanford-ai-2021	184	102	by	by	IN
stanford-ai-2021	184	103	REGION	region	NN
stanford-ai-2021	184	104	,	,	,
stanford-ai-2021	184	105	2015	2015	CD
stanford-ai-2021	184	106	-	-	SYM
stanford-ai-2021	184	107	20	20	CD
stanford-ai-2021	184	108	Source	source	NN
stanford-ai-2021	184	109	:	:	:
stanford-ai-2021	184	110	arXiv	arXiv	NNP
stanford-ai-2021	184	111	,	,	,
stanford-ai-2021	184	112	2020	2020	CD
stanford-ai-2021	184	113	|	|	NNP
stanford-ai-2021	184	114	Chart	Chart	NNP
stanford-ai-2021	184	115	:	:	:
stanford-ai-2021	184	116	2021	2021	CD
stanford-ai-2021	184	117	AI	AI	NNP
stanford-ai-2021	184	118	Index	Index	NNP
stanford-ai-2021	184	119	Report	Report	NNP
stanford-ai-2021	184	120	By	by	IN
stanford-ai-2021	184	121	Region	Region	NNP
stanford-ai-2021	184	122	The	the	DT
stanford-ai-2021	184	123	analysis	analysis	NN
stanford-ai-2021	184	124	by	by	IN
stanford-ai-2021	184	125	region	region	NN
stanford-ai-2021	184	126	shows	show	VBZ
stanford-ai-2021	184	127	that	that	IN
stanford-ai-2021	184	128	while	while	IN
stanford-ai-2021	184	129	North	North	NNP
stanford-ai-2021	184	130	America	America	NNP
stanford-ai-2021	184	131	still	still	RB
stanford-ai-2021	184	132	holds	hold	VBZ
stanford-ai-2021	184	133	the	the	DT
stanford-ai-2021	184	134	lead	lead	NN
stanford-ai-2021	184	135	in	in	IN
stanford-ai-2021	184	136	the	the	DT
stanford-ai-2021	184	137	global	global	JJ
stanford-ai-2021	184	138	share	share	NN
stanford-ai-2021	184	139	of	of	IN
stanford-ai-2021	184	140	arXiV	arXiV	NNP
stanford-ai-2021	184	141	AI	AI	NNP
stanford-ai-2021	184	142	-	-	HYPH
stanford-ai-2021	184	143	related	relate	VBN
stanford-ai-2021	184	144	publications	publication	NNS
stanford-ai-2021	184	145	,	,	,
stanford-ai-2021	184	146	its	-PRON-	PRP$
stanford-ai-2021	184	147	share	share	NN
stanford-ai-2021	184	148	has	have	VBZ
stanford-ai-2021	184	149	been	be	VBN
stanford-ai-2021	184	150	decreasing	decrease	VBG
stanford-ai-2021	184	151	—	—	:
stanford-ai-2021	184	152	from	from	IN
stanford-ai-2021	184	153	41.6	41.6	CD
stanford-ai-2021	184	154	%	%	NN
stanford-ai-2021	184	155	in	in	IN
stanford-ai-2021	184	156	2017	2017	CD
stanford-ai-2021	184	157	to	to	IN
stanford-ai-2021	184	158	36.3	36.3	CD
stanford-ai-2021	184	159	%	%	NN
stanford-ai-2021	184	160	in	in	IN
stanford-ai-2021	184	161	2020	2020	CD
stanford-ai-2021	184	162	(	(	-LRB-
stanford-ai-2021	184	163	Figure	Figure	NNP
stanford-ai-2021	184	164	1.1.17	1.1.17	CD
stanford-ai-2021	184	165	)	)	-RRB-
stanford-ai-2021	184	166	.	.	.
stanford-ai-2021	185	1	Meanwhile	meanwhile	RB
stanford-ai-2021	185	2	,	,	,
stanford-ai-2021	185	3	the	the	DT
stanford-ai-2021	185	4	share	share	NN
stanford-ai-2021	185	5	of	of	IN
stanford-ai-2021	185	6	publications	publication	NNS
stanford-ai-2021	185	7	in	in	IN
stanford-ai-2021	185	8	East	East	NNP
stanford-ai-2021	185	9	Asia	Asia	NNP
stanford-ai-2021	185	10	&	&	CC
stanford-ai-2021	185	11	Pacific	Pacific	NNP
stanford-ai-2021	185	12	has	have	VBZ
stanford-ai-2021	185	13	grown	grow	VBN
stanford-ai-2021	185	14	steadily	steadily	RB
stanford-ai-2021	185	15	in	in	IN
stanford-ai-2021	185	16	the	the	DT
stanford-ai-2021	185	17	past	past	JJ
stanford-ai-2021	185	18	five	five	CD
stanford-ai-2021	185	19	years	year	NNS
stanford-ai-2021	185	20	—	—	:
stanford-ai-2021	185	21	from	from	IN
stanford-ai-2021	185	22	17.3	17.3	CD
stanford-ai-2021	185	23	%	%	NN
stanford-ai-2021	185	24	in	in	IN
stanford-ai-2021	185	25	2015	2015	CD
stanford-ai-2021	185	26	to	to	IN
stanford-ai-2021	185	27	26.5	26.5	CD
stanford-ai-2021	185	28	%	%	NN
stanford-ai-2021	185	29	in	in	IN
stanford-ai-2021	185	30	2020	2020	CD
stanford-ai-2021	185	31	.	.	.
stanford-ai-2021	186	1	Figure	figure	NN
stanford-ai-2021	186	2	1.1.17	1.1.17	CD
stanford-ai-2021	186	3	TA	TA	NNP
stanford-ai-2021	186	4	B	b	NN
stanford-ai-2021	186	5	L	l	NN
stanford-ai-2021	186	6	E	e	NN
stanford-ai-2021	186	7	O	o	NN
stanford-ai-2021	186	8	F	f	NN
stanford-ai-2021	186	9	C	c	NN
stanford-ai-2021	186	10	O	o	NN
stanford-ai-2021	186	11	N	n	NN
stanford-ai-2021	186	12	T	t	NN
stanford-ai-2021	186	13	E	e	NN
stanford-ai-2021	186	14	N	n	NN
stanford-ai-2021	186	15	T	t	NN
stanford-ai-2021	186	16	S	s	NN
stanford-ai-2021	186	17	3	3	CD
stanford-ai-2021	186	18	3C	3c	NN
stanford-ai-2021	186	19	H	H	NNP
stanford-ai-2021	186	20	A	a	NN
stanford-ai-2021	186	21	P	p	NN
stanford-ai-2021	186	22	T	t	NN
stanford-ai-2021	186	23	E	e	NN
stanford-ai-2021	186	24	R	r	NN
stanford-ai-2021	186	25	1	1	CD
stanford-ai-2021	186	26	P	p	NN
stanford-ai-2021	186	27	R	r	NN
stanford-ai-2021	186	28	E	e	NN
stanford-ai-2021	186	29	V	v	NN
stanford-ai-2021	186	30	I	i	NN
stanford-ai-2021	186	31	E	e	NN
stanford-ai-2021	186	32	W	W	NNP
stanford-ai-2021	186	33	Artificial	Artificial	NNP
stanford-ai-2021	186	34	Intelligence	Intelligence	NNP
stanford-ai-2021	186	35	Index	Index	NNP
stanford-ai-2021	186	36	Report	Report	NNP
stanford-ai-2021	186	37	2021	2021	CD
stanford-ai-2021	186	38	2015	2015	CD
stanford-ai-2021	186	39	2016	2016	CD
stanford-ai-2021	186	40	2017	2017	CD
stanford-ai-2021	186	41	2018	2018	CD
stanford-ai-2021	186	42	2019	2019	CD
stanford-ai-2021	186	43	2020	2020	CD
stanford-ai-2021	186	44	0	0	CD
stanford-ai-2021	186	45	2,000	2,000	CD
stanford-ai-2021	186	46	4,000	4,000	CD
stanford-ai-2021	186	47	6,000	6,000	CD
stanford-ai-2021	186	48	8,000	8,000	CD
stanford-ai-2021	186	49	10,000	10,000	CD
stanford-ai-2021	186	50	12,000	12,000	CD
stanford-ai-2021	186	51	N	N	NNP
stanford-ai-2021	186	52	u	u	NNP
stanford-ai-2021	186	53	m	m	NNP
stanford-ai-2021	186	54	b	b	NNP
stanford-ai-2021	186	55	er	er	UH
stanford-ai-2021	186	56	o	o	XX
stanford-ai-2021	186	57	f	f	NNP
stanford-ai-2021	186	58	A	a	NN
stanford-ai-2021	186	59	I-	i-	NN
stanford-ai-2021	186	60	R	r	NN
stanford-ai-2021	186	61	el	el	NN
stanford-ai-2021	186	62	at	at	IN
stanford-ai-2021	186	63	ed	ed	NNP
stanford-ai-2021	186	64	P	P	NNP
stanford-ai-2021	186	65	u	u	NNP
stanford-ai-2021	186	66	b	b	NNP
stanford-ai-2021	186	67	lic	lic	NN
stanford-ai-2021	186	68	at	at	IN
stanford-ai-2021	186	69	io	io	NNP
stanford-ai-2021	186	70	n	n	NNP
stanford-ai-2021	186	71	s	s	NNP
stanford-ai-2021	186	72	o	o	NNP
stanford-ai-2021	186	73	n	n	NNP
stanford-ai-2021	186	74	a	a	NN
stanford-ai-2021	186	75	rX	rX	.
stanford-ai-2021	186	76	iv	iv	IN
stanford-ai-2021	186	77	11,280	11,280	CD
stanford-ai-2021	186	78	US	US	NNP
stanford-ai-2021	186	79	6,505	6,505	CD
stanford-ai-2021	186	80	EU	EU	NNP
stanford-ai-2021	186	81	5,440	5,440	CD
stanford-ai-2021	186	82	China	China	NNP
stanford-ai-2021	186	83	NUMBER	number	NN
stanford-ai-2021	186	84	of	of	IN
stanford-ai-2021	186	85	AI	AI	NNP
stanford-ai-2021	186	86	-	-	HYPH
stanford-ai-2021	186	87	RELATED	relate	VBN
stanford-ai-2021	186	88	PUBLICATIONS	publications	NN
stanford-ai-2021	186	89	on	on	IN
stanford-ai-2021	186	90	ARXIV	ARXIV	NNP
stanford-ai-2021	186	91	by	by	IN
stanford-ai-2021	186	92	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	186	93	AREA	AREA	NNP
stanford-ai-2021	186	94	,	,	,
stanford-ai-2021	186	95	2015	2015	CD
stanford-ai-2021	186	96	-	-	SYM
stanford-ai-2021	186	97	20	20	CD
stanford-ai-2021	186	98	Source	source	NN
stanford-ai-2021	186	99	:	:	:
stanford-ai-2021	186	100	arXiv	arXiv	NNP
stanford-ai-2021	186	101	,	,	,
stanford-ai-2021	186	102	2020	2020	CD
stanford-ai-2021	186	103	|	|	NNP
stanford-ai-2021	186	104	Chart	Chart	NNP
stanford-ai-2021	186	105	:	:	:
stanford-ai-2021	186	106	2021	2021	CD
stanford-ai-2021	186	107	AI	AI	NNP
stanford-ai-2021	186	108	Index	Index	NNP
stanford-ai-2021	186	109	Report	Report	NNP
stanford-ai-2021	186	110	2015	2015	CD
stanford-ai-2021	186	111	2016	2016	CD
stanford-ai-2021	186	112	2017	2017	CD
stanford-ai-2021	186	113	2018	2018	CD
stanford-ai-2021	186	114	2019	2019	CD
stanford-ai-2021	186	115	2020	2020	CD
stanford-ai-2021	186	116	0	0	CD
stanford-ai-2021	186	117	%	%	NN
stanford-ai-2021	186	118	10	10	CD
stanford-ai-2021	186	119	%	%	NN
stanford-ai-2021	186	120	20	20	CD
stanford-ai-2021	186	121	%	%	NN
stanford-ai-2021	186	122	30	30	CD
stanford-ai-2021	186	123	%	%	NN
stanford-ai-2021	186	124	A	a	DT
stanford-ai-2021	186	125	I-	i-	NN
stanford-ai-2021	186	126	R	r	NN
stanford-ai-2021	186	127	el	el	NN
stanford-ai-2021	186	128	at	at	IN
stanford-ai-2021	186	129	ed	ed	NNP
stanford-ai-2021	186	130	P	P	NNP
stanford-ai-2021	186	131	u	u	NNP
stanford-ai-2021	186	132	b	b	NNP
stanford-ai-2021	186	133	lic	lic	NN
stanford-ai-2021	186	134	at	at	IN
stanford-ai-2021	186	135	io	io	NNP
stanford-ai-2021	186	136	n	n	NNP
stanford-ai-2021	186	137	s	s	NNP
stanford-ai-2021	186	138	o	o	NNP
stanford-ai-2021	186	139	n	n	NNP
stanford-ai-2021	186	140	a	a	NNP
stanford-ai-2021	186	141	rX	rX	.
stanford-ai-2021	186	142	iv	iv	NNP
stanford-ai-2021	186	143	(	(	-LRB-
stanford-ai-2021	186	144	%	%	NN
stanford-ai-2021	186	145	o	o	NN
stanford-ai-2021	186	146	f	f	NN
stanford-ai-2021	186	147	W	w	NN
stanford-ai-2021	186	148	o	o	NNP
stanford-ai-2021	186	149	rl	rl	NN
stanford-ai-2021	186	150	d	d	NN
stanford-ai-2021	186	151	T	t	NN
stanford-ai-2021	186	152	o	o	NN
stanford-ai-2021	186	153	ta	ta	NNP
stanford-ai-2021	186	154	l	l	NN
stanford-ai-2021	186	155	)	)	-RRB-
stanford-ai-2021	186	156	32.5	32.5	CD
stanford-ai-2021	186	157	%	%	NN
stanford-ai-2021	186	158	US	US	NNP
stanford-ai-2021	186	159	18.7	18.7	CD
stanford-ai-2021	186	160	%	%	NN
stanford-ai-2021	186	161	EU	EU	NNP
stanford-ai-2021	186	162	15.7	15.7	CD
stanford-ai-2021	186	163	%	%	NN
stanford-ai-2021	186	164	China	China	NNP
stanford-ai-2021	186	165	ARXIV	ARXIV	NNP
stanford-ai-2021	186	166	AI	AI	NNP
stanford-ai-2021	186	167	-	-	HYPH
stanford-ai-2021	186	168	RELATED	relate	VBN
stanford-ai-2021	186	169	PUBLICATIONS	publications	NN
stanford-ai-2021	186	170	(	(	-LRB-
stanford-ai-2021	186	171	%	%	NN
stanford-ai-2021	186	172	of	of	IN
stanford-ai-2021	186	173	WORLD	WORLD	NNP
stanford-ai-2021	186	174	TOTAL	TOTAL	NNP
stanford-ai-2021	186	175	)	)	-RRB-
stanford-ai-2021	186	176	by	by	IN
stanford-ai-2021	186	177	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	186	178	AREA	AREA	NNP
stanford-ai-2021	186	179	,	,	,
stanford-ai-2021	186	180	2015	2015	CD
stanford-ai-2021	186	181	-	-	SYM
stanford-ai-2021	186	182	20	20	CD
stanford-ai-2021	186	183	Source	source	NN
stanford-ai-2021	186	184	:	:	:
stanford-ai-2021	186	185	arXiv	arXiv	NNP
stanford-ai-2021	186	186	,	,	,
stanford-ai-2021	186	187	2020	2020	CD
stanford-ai-2021	186	188	|	|	NNP
stanford-ai-2021	186	189	Chart	Chart	NNP
stanford-ai-2021	186	190	:	:	:
stanford-ai-2021	186	191	2021	2021	CD
stanford-ai-2021	186	192	AI	AI	NNP
stanford-ai-2021	186	193	Index	Index	NNP
stanford-ai-2021	186	194	Report	Report	NNP
stanford-ai-2021	186	195	By	by	IN
stanford-ai-2021	186	196	Geographic	Geographic	NNP
stanford-ai-2021	186	197	Area	Area	NNP
stanford-ai-2021	186	198	While	while	IN
stanford-ai-2021	186	199	the	the	DT
stanford-ai-2021	186	200	total	total	JJ
stanford-ai-2021	186	201	number	number	NN
stanford-ai-2021	186	202	of	of	IN
stanford-ai-2021	186	203	AI	AI	NNP
stanford-ai-2021	186	204	-	-	HYPH
stanford-ai-2021	186	205	related	relate	VBN
stanford-ai-2021	186	206	publications	publication	NNS
stanford-ai-2021	186	207	on	on	IN
stanford-ai-2021	186	208	arXiv	arXiv	NNP
stanford-ai-2021	186	209	is	be	VBZ
stanford-ai-2021	186	210	increasing	increase	VBG
stanford-ai-2021	186	211	among	among	IN
stanford-ai-2021	186	212	the	the	DT
stanford-ai-2021	186	213	three	three	CD
stanford-ai-2021	186	214	major	major	JJ
stanford-ai-2021	186	215	AI	AI	NNP
stanford-ai-2021	186	216	powers	power	NNS
stanford-ai-2021	186	217	,	,	,
stanford-ai-2021	186	218	China	China	NNP
stanford-ai-2021	186	219	is	be	VBZ
stanford-ai-2021	186	220	catching	catch	VBG
stanford-ai-2021	186	221	up	up	RP
stanford-ai-2021	186	222	with	with	IN
stanford-ai-2021	186	223	the	the	DT
stanford-ai-2021	186	224	United	United	NNP
stanford-ai-2021	186	225	States	States	NNP
stanford-ai-2021	186	226	(	(	-LRB-
stanford-ai-2021	186	227	Figure	Figure	NNP
stanford-ai-2021	186	228	1.1.18a	1.1.18a	CD
stanford-ai-2021	186	229	and	and	CC
stanford-ai-2021	186	230	Figure	Figure	NNP
stanford-ai-2021	186	231	1.1.18b	1.1.18b	CD
stanford-ai-2021	186	232	)	)	-RRB-
stanford-ai-2021	186	233	.	.	.
stanford-ai-2021	187	1	The	the	DT
stanford-ai-2021	187	2	share	share	NN
stanford-ai-2021	187	3	of	of	IN
stanford-ai-2021	187	4	publication	publication	NN
stanford-ai-2021	187	5	counts	count	NNS
stanford-ai-2021	187	6	by	by	IN
stanford-ai-2021	187	7	the	the	DT
stanford-ai-2021	187	8	European	European	NNP
stanford-ai-2021	187	9	Union	Union	NNP
stanford-ai-2021	187	10	,	,	,
stanford-ai-2021	187	11	on	on	IN
stanford-ai-2021	187	12	the	the	DT
stanford-ai-2021	187	13	other	other	JJ
stanford-ai-2021	187	14	hand	hand	NN
stanford-ai-2021	187	15	,	,	,
stanford-ai-2021	187	16	has	have	VBZ
stanford-ai-2021	187	17	remained	remain	VBN
stanford-ai-2021	187	18	largely	largely	RB
stanford-ai-2021	187	19	unchanged	unchanged	JJ
stanford-ai-2021	187	20	.	.	.
stanford-ai-2021	188	1	1	1	LS
stanford-ai-2021	188	2	.1	.1	.
stanford-ai-2021	188	3	P	p	NN
stanford-ai-2021	188	4	U	U	NNP
stanford-ai-2021	188	5	B	B	NNP
stanford-ai-2021	188	6	L	L	NNP
stanford-ai-2021	188	7	I	i	NN
stanford-ai-2021	188	8	C	c	NN
stanford-ai-2021	188	9	AT	at	IN
stanford-ai-2021	188	10	I	i	NN
stanford-ai-2021	188	11	O	o	NN
stanford-ai-2021	188	12	N	n	NN
stanford-ai-2021	188	13	S	s	NN
stanford-ai-2021	188	14	C	c	NN
stanford-ai-2021	188	15	H	h	NN
stanford-ai-2021	188	16	A	a	NN
stanford-ai-2021	188	17	P	p	NN
stanford-ai-2021	188	18	T	t	NN
stanford-ai-2021	188	19	E	e	NN
stanford-ai-2021	188	20	R	r	NN
stanford-ai-2021	188	21	1	1	CD
stanford-ai-2021	188	22	:	:	:
stanford-ai-2021	188	23	R	r	NN
stanford-ai-2021	188	24	E	e	NN
stanford-ai-2021	188	25	S	s	NN
stanford-ai-2021	188	26	E	e	NN
stanford-ai-2021	188	27	A	a	NN
stanford-ai-2021	188	28	R	r	NN
stanford-ai-2021	188	29	C	c	NN
stanford-ai-2021	188	30	H	h	NN
stanford-ai-2021	188	31	&	&	CC
stanford-ai-2021	188	32	D	d	NN
stanford-ai-2021	188	33	E	e	NN
stanford-ai-2021	188	34	V	v	NN
stanford-ai-2021	188	35	E	e	NN
stanford-ai-2021	188	36	L	l	NN
stanford-ai-2021	188	37	O	o	NN
stanford-ai-2021	188	38	P	p	NN
stanford-ai-2021	188	39	M	m	NN
stanford-ai-2021	188	40	E	e	NN
stanford-ai-2021	188	41	N	n	NN
stanford-ai-2021	188	42	T	t	NN
stanford-ai-2021	188	43	Figure	figure	NN
stanford-ai-2021	188	44	1.1.18a	1.1.18a	CD
stanford-ai-2021	188	45	Figure	figure	NN
stanford-ai-2021	188	46	1.1.18b	1.1.18b	CD
stanford-ai-2021	188	47	TA	TA	NNP
stanford-ai-2021	188	48	B	B	NNP
stanford-ai-2021	188	49	L	l	NN
stanford-ai-2021	188	50	E	e	NN
stanford-ai-2021	188	51	O	o	NN
stanford-ai-2021	188	52	F	f	NN
stanford-ai-2021	188	53	C	c	NN
stanford-ai-2021	188	54	O	o	NN
stanford-ai-2021	188	55	N	n	NN
stanford-ai-2021	188	56	T	t	NN
stanford-ai-2021	188	57	E	e	NN
stanford-ai-2021	188	58	N	n	NN
stanford-ai-2021	188	59	T	t	NN
stanford-ai-2021	188	60	S	s	NN
stanford-ai-2021	188	61	3	3	CD
stanford-ai-2021	188	62	4C	4c	NN
stanford-ai-2021	188	63	H	h	NN
stanford-ai-2021	188	64	A	A	NNP
stanford-ai-2021	188	65	P	p	NN
stanford-ai-2021	188	66	T	t	NN
stanford-ai-2021	188	67	E	e	NN
stanford-ai-2021	188	68	R	r	NN
stanford-ai-2021	188	69	1	1	CD
stanford-ai-2021	188	70	P	p	NN
stanford-ai-2021	188	71	R	r	NN
stanford-ai-2021	188	72	E	e	NN
stanford-ai-2021	188	73	V	v	NN
stanford-ai-2021	188	74	I	i	NN
stanford-ai-2021	188	75	E	e	NN
stanford-ai-2021	188	76	W	W	NNP
stanford-ai-2021	188	77	Artificial	Artificial	NNP
stanford-ai-2021	188	78	Intelligence	Intelligence	NNP
stanford-ai-2021	188	79	Index	Index	NNP
stanford-ai-2021	188	80	Report	Report	NNP
stanford-ai-2021	188	81	2021	2021	CD
stanford-ai-2021	188	82	2015	2015	CD
stanford-ai-2021	188	83	2016	2016	CD
stanford-ai-2021	188	84	2017	2017	CD
stanford-ai-2021	188	85	2018	2018	CD
stanford-ai-2021	188	86	2019	2019	CD
stanford-ai-2021	188	87	2020	2020	CD
stanford-ai-2021	188	88	0	0	CD
stanford-ai-2021	188	89	2,000	2,000	CD
stanford-ai-2021	188	90	4,000	4,000	CD
stanford-ai-2021	188	91	6,000	6,000	CD
stanford-ai-2021	188	92	8,000	8,000	CD
stanford-ai-2021	188	93	10,000	10,000	CD
stanford-ai-2021	188	94	N	N	NNP
stanford-ai-2021	188	95	u	u	NNP
stanford-ai-2021	188	96	m	m	NNP
stanford-ai-2021	188	97	b	b	NNP
stanford-ai-2021	188	98	er	er	UH
stanford-ai-2021	188	99	o	o	XX
stanford-ai-2021	188	100	f	f	NNP
stanford-ai-2021	188	101	A	a	NN
stanford-ai-2021	188	102	I-	i-	NN
stanford-ai-2021	188	103	R	r	NN
stanford-ai-2021	188	104	el	el	NN
stanford-ai-2021	188	105	at	at	IN
stanford-ai-2021	188	106	ed	ed	NNP
stanford-ai-2021	188	107	P	P	NNP
stanford-ai-2021	188	108	u	u	NNP
stanford-ai-2021	188	109	b	b	NNP
stanford-ai-2021	188	110	lic	lic	NN
stanford-ai-2021	188	111	at	at	IN
stanford-ai-2021	188	112	io	io	NNP
stanford-ai-2021	188	113	n	n	NNP
stanford-ai-2021	188	114	s	s	NNP
stanford-ai-2021	188	115	o	o	NNP
stanford-ai-2021	188	116	n	n	NNP
stanford-ai-2021	188	117	a	a	NNP
stanford-ai-2021	188	118	rX	rX	NNP
stanford-ai-2021	188	119	iv	iv	IN
stanford-ai-2021	188	120	11,098	11,098	CD
stanford-ai-2021	188	121	cs	cs	NNP
stanford-ai-2021	188	122	.	.	.
stanford-ai-2021	188	123	LG	LG	NNP
stanford-ai-2021	188	124	11,001	11,001	CD
stanford-ai-2021	188	125	cs	cs	NN
stanford-ai-2021	188	126	.	.	.
stanford-ai-2021	188	127	CV	cv	NN
stanford-ai-2021	188	128	1,818	1,818	CD
stanford-ai-2021	188	129	stat	stat	NN
stanford-ai-2021	188	130	.	.	.
stanford-ai-2021	188	131	ML	ML	NNP
stanford-ai-2021	188	132	2,571	2,571	CD
stanford-ai-2021	188	133	cs	cs	NNP
stanford-ai-2021	188	134	.	.	.
stanford-ai-2021	188	135	RO	RO	NNP
stanford-ai-2021	188	136	743	743	CD
stanford-ai-2021	188	137	cs	cs	NN
stanford-ai-2021	188	138	.	.	.
stanford-ai-2021	188	139	NE	NE	NNP
stanford-ai-2021	188	140	5,573	5,573	CD
stanford-ai-2021	188	141	cs	cs	NNP
stanford-ai-2021	188	142	.	.	.
stanford-ai-2021	188	143	CL	CL	NNP
stanford-ai-2021	188	144	1,923	1,923	CD
stanford-ai-2021	188	145	cs	cs	NN
stanford-ai-2021	188	146	.	.	.
stanford-ai-2021	188	147	AI	AI	NNP
stanford-ai-2021	188	148	NUMBER	number	NN
stanford-ai-2021	188	149	of	of	IN
stanford-ai-2021	188	150	AI	AI	NNP
stanford-ai-2021	188	151	-	-	HYPH
stanford-ai-2021	188	152	RELATED	relate	VBN
stanford-ai-2021	188	153	PUBLICATIONS	publications	NN
stanford-ai-2021	188	154	on	on	IN
stanford-ai-2021	188	155	ARXIV	ARXIV	NNP
stanford-ai-2021	188	156	by	by	IN
stanford-ai-2021	188	157	FIELD	FIELD	NNP
stanford-ai-2021	188	158	of	of	IN
stanford-ai-2021	188	159	STUDY	STUDY	NNP
stanford-ai-2021	188	160	2015	2015	CD
stanford-ai-2021	188	161	-	-	SYM
stanford-ai-2021	188	162	20	20	CD
stanford-ai-2021	188	163	Source	source	NN
stanford-ai-2021	188	164	:	:	:
stanford-ai-2021	188	165	arXiv	arXiv	NNP
stanford-ai-2021	188	166	,	,	,
stanford-ai-2021	188	167	2020	2020	CD
stanford-ai-2021	188	168	|	|	NNP
stanford-ai-2021	188	169	Chart	Chart	NNP
stanford-ai-2021	188	170	:	:	:
stanford-ai-2021	188	171	2021	2021	CD
stanford-ai-2021	188	172	AI	AI	NNP
stanford-ai-2021	188	173	Index	Index	NNP
stanford-ai-2021	188	174	Report	Report	NNP
stanford-ai-2021	188	175	By	by	IN
stanford-ai-2021	188	176	Field	Field	NNP
stanford-ai-2021	188	177	of	of	IN
stanford-ai-2021	188	178	Study	Study	NNP
stanford-ai-2021	188	179	Among	among	IN
stanford-ai-2021	188	180	the	the	DT
stanford-ai-2021	188	181	six	six	CD
stanford-ai-2021	188	182	fields	field	NNS
stanford-ai-2021	188	183	of	of	IN
stanford-ai-2021	188	184	study	study	NN
stanford-ai-2021	188	185	related	relate	VBN
stanford-ai-2021	188	186	to	to	IN
stanford-ai-2021	188	187	AI	AI	NNP
stanford-ai-2021	188	188	on	on	IN
stanford-ai-2021	188	189	arXiv	arXiv	NNP
stanford-ai-2021	188	190	,	,	,
stanford-ai-2021	188	191	the	the	DT
stanford-ai-2021	188	192	number	number	NN
stanford-ai-2021	188	193	of	of	IN
stanford-ai-2021	188	194	publications	publication	NNS
stanford-ai-2021	188	195	in	in	IN
stanford-ai-2021	188	196	Robotics	robotic	NNS
stanford-ai-2021	188	197	(	(	-LRB-
stanford-ai-2021	188	198	cs	cs	NNP
stanford-ai-2021	188	199	.	.	.
stanford-ai-2021	188	200	RO	RO	NNP
stanford-ai-2021	188	201	)	)	-RRB-
stanford-ai-2021	188	202	and	and	CC
stanford-ai-2021	188	203	Machine	Machine	NNP
stanford-ai-2021	188	204	Learning	Learning	NNP
stanford-ai-2021	188	205	in	in	IN
stanford-ai-2021	188	206	computer	computer	NN
stanford-ai-2021	188	207	science	science	NN
stanford-ai-2021	188	208	(	(	-LRB-
stanford-ai-2021	188	209	cs	cs	NNP
stanford-ai-2021	188	210	.	.	.
stanford-ai-2021	188	211	LG	LG	NNP
stanford-ai-2021	188	212	)	)	-RRB-
stanford-ai-2021	188	213	have	have	VBP
stanford-ai-2021	188	214	seen	see	VBN
stanford-ai-2021	188	215	the	the	DT
stanford-ai-2021	188	216	fastest	fast	JJS
stanford-ai-2021	188	217	growth	growth	NN
stanford-ai-2021	188	218	between	between	IN
stanford-ai-2021	188	219	2015	2015	CD
stanford-ai-2021	188	220	and	and	CC
stanford-ai-2021	188	221	2020	2020	CD
stanford-ai-2021	188	222	,	,	,
stanford-ai-2021	188	223	increasing	increase	VBG
stanford-ai-2021	188	224	by	by	IN
stanford-ai-2021	188	225	11	11	CD
stanford-ai-2021	188	226	times	time	NNS
stanford-ai-2021	188	227	and	and	CC
stanford-ai-2021	188	228	10	10	CD
stanford-ai-2021	188	229	times	time	NNS
stanford-ai-2021	188	230	respectively	respectively	RB
stanford-ai-2021	188	231	(	(	-LRB-
stanford-ai-2021	188	232	Figure	figure	NN
stanford-ai-2021	188	233	1.1.19	1.1.19	CD
stanford-ai-2021	188	234	)	)	-RRB-
stanford-ai-2021	188	235	.	.	.
stanford-ai-2021	189	1	In	in	IN
stanford-ai-2021	189	2	2020	2020	CD
stanford-ai-2021	189	3	,	,	,
stanford-ai-2021	189	4	cs	cs	NNP
stanford-ai-2021	189	5	.	.	.
stanford-ai-2021	189	6	LG	LG	NNP
stanford-ai-2021	189	7	and	and	CC
stanford-ai-2021	189	8	Computer	Computer	NNP
stanford-ai-2021	189	9	Vision	Vision	NNP
stanford-ai-2021	189	10	(	(	-LRB-
stanford-ai-2021	189	11	cs	cs	NNP
stanford-ai-2021	189	12	.	.	.
stanford-ai-2021	189	13	CV	cv	NN
stanford-ai-2021	189	14	)	)	-RRB-
stanford-ai-2021	189	15	lead	lead	NN
stanford-ai-2021	189	16	in	in	IN
stanford-ai-2021	189	17	the	the	DT
stanford-ai-2021	189	18	overall	overall	JJ
stanford-ai-2021	189	19	number	number	NN
stanford-ai-2021	189	20	of	of	IN
stanford-ai-2021	189	21	publications	publication	NNS
stanford-ai-2021	189	22	,	,	,
stanford-ai-2021	189	23	accounting	account	VBG
stanford-ai-2021	189	24	for	for	IN
stanford-ai-2021	189	25	32.0	32.0	CD
stanford-ai-2021	189	26	%	%	NN
stanford-ai-2021	189	27	and	and	CC
stanford-ai-2021	189	28	31.7	31.7	CD
stanford-ai-2021	189	29	%	%	NN
stanford-ai-2021	189	30	,	,	,
stanford-ai-2021	189	31	respectively	respectively	RB
stanford-ai-2021	189	32	,	,	,
stanford-ai-2021	189	33	of	of	IN
stanford-ai-2021	189	34	all	all	DT
stanford-ai-2021	189	35	AI-	ai-	NN
stanford-ai-2021	189	36	related	relate	VBN
stanford-ai-2021	189	37	publications	publication	NNS
stanford-ai-2021	189	38	on	on	IN
stanford-ai-2021	189	39	arXiv	arXiv	NNP
stanford-ai-2021	189	40	.	.	.
stanford-ai-2021	190	1	Between	between	IN
stanford-ai-2021	190	2	2019	2019	CD
stanford-ai-2021	190	3	and	and	CC
stanford-ai-2021	190	4	2020	2020	CD
stanford-ai-2021	190	5	,	,	,
stanford-ai-2021	190	6	the	the	DT
stanford-ai-2021	190	7	fastest	fast	RBS
stanford-ai-2021	190	8	-	-	HYPH
stanford-ai-2021	190	9	growing	grow	VBG
stanford-ai-2021	190	10	categories	category	NNS
stanford-ai-2021	190	11	of	of	IN
stanford-ai-2021	190	12	the	the	DT
stanford-ai-2021	190	13	seven	seven	CD
stanford-ai-2021	190	14	studied	study	VBN
stanford-ai-2021	190	15	here	here	RB
stanford-ai-2021	190	16	were	be	VBD
stanford-ai-2021	190	17	Computation	Computation	NNP
stanford-ai-2021	190	18	and	and	CC
stanford-ai-2021	190	19	Language	Language	NNP
stanford-ai-2021	190	20	(	(	-LRB-
stanford-ai-2021	190	21	cs	cs	NNP
stanford-ai-2021	190	22	.	.	.
stanford-ai-2021	190	23	CL	CL	NNP
stanford-ai-2021	190	24	)	)	-RRB-
stanford-ai-2021	190	25	,	,	,
stanford-ai-2021	190	26	by	by	IN
stanford-ai-2021	190	27	35.4	35.4	CD
stanford-ai-2021	190	28	%	%	NN
stanford-ai-2021	190	29	,	,	,
stanford-ai-2021	190	30	and	and	CC
stanford-ai-2021	190	31	cs	cs	NNP
stanford-ai-2021	190	32	.	.	.
stanford-ai-2021	190	33	RO	RO	NNP
stanford-ai-2021	190	34	,	,	,
stanford-ai-2021	190	35	by	by	IN
stanford-ai-2021	190	36	35.8	35.8	CD
stanford-ai-2021	190	37	%	%	NN
stanford-ai-2021	190	38	.	.	.
stanford-ai-2021	191	1	1	1	LS
stanford-ai-2021	191	2	.1	.1	.
stanford-ai-2021	191	3	P	p	NN
stanford-ai-2021	191	4	U	U	NNP
stanford-ai-2021	191	5	B	B	NNP
stanford-ai-2021	191	6	L	L	NNP
stanford-ai-2021	191	7	I	i	NN
stanford-ai-2021	191	8	C	c	NN
stanford-ai-2021	191	9	AT	at	IN
stanford-ai-2021	191	10	I	i	NN
stanford-ai-2021	191	11	O	o	NN
stanford-ai-2021	191	12	N	n	NN
stanford-ai-2021	191	13	S	s	NN
stanford-ai-2021	191	14	C	c	NN
stanford-ai-2021	191	15	H	h	NN
stanford-ai-2021	191	16	A	a	NN
stanford-ai-2021	191	17	P	p	NN
stanford-ai-2021	191	18	T	t	NN
stanford-ai-2021	191	19	E	e	NN
stanford-ai-2021	191	20	R	r	NN
stanford-ai-2021	191	21	1	1	CD
stanford-ai-2021	191	22	:	:	:
stanford-ai-2021	191	23	R	r	NN
stanford-ai-2021	191	24	E	e	NN
stanford-ai-2021	191	25	S	s	NN
stanford-ai-2021	191	26	E	e	NN
stanford-ai-2021	191	27	A	a	NN
stanford-ai-2021	191	28	R	r	NN
stanford-ai-2021	191	29	C	c	NN
stanford-ai-2021	191	30	H	h	NN
stanford-ai-2021	191	31	&	&	CC
stanford-ai-2021	191	32	D	d	NN
stanford-ai-2021	191	33	E	e	NN
stanford-ai-2021	191	34	V	v	NN
stanford-ai-2021	191	35	E	e	NN
stanford-ai-2021	191	36	L	l	NN
stanford-ai-2021	191	37	O	o	NN
stanford-ai-2021	191	38	P	p	NN
stanford-ai-2021	191	39	M	m	NN
stanford-ai-2021	191	40	E	e	NN
stanford-ai-2021	191	41	N	n	NN
stanford-ai-2021	191	42	T	t	NN
stanford-ai-2021	191	43	Figure	figure	NN
stanford-ai-2021	191	44	1.1.19	1.1.19	CD
stanford-ai-2021	191	45	Among	among	IN
stanford-ai-2021	191	46	the	the	DT
stanford-ai-2021	191	47	six	six	CD
stanford-ai-2021	191	48	fields	field	NNS
stanford-ai-2021	191	49	of	of	IN
stanford-ai-2021	191	50	study	study	NN
stanford-ai-2021	191	51	related	relate	VBN
stanford-ai-2021	191	52	to	to	IN
stanford-ai-2021	191	53	AI	AI	NNP
stanford-ai-2021	191	54	on	on	IN
stanford-ai-2021	191	55	arXiv	arXiv	NNP
stanford-ai-2021	191	56	,	,	,
stanford-ai-2021	191	57	the	the	DT
stanford-ai-2021	191	58	number	number	NN
stanford-ai-2021	191	59	of	of	IN
stanford-ai-2021	191	60	publications	publication	NNS
stanford-ai-2021	191	61	in	in	IN
stanford-ai-2021	191	62	Robotics	robotic	NNS
stanford-ai-2021	191	63	(	(	-LRB-
stanford-ai-2021	191	64	cs	cs	NNP
stanford-ai-2021	191	65	.	.	.
stanford-ai-2021	191	66	RO	RO	NNP
stanford-ai-2021	191	67	)	)	-RRB-
stanford-ai-2021	191	68	and	and	CC
stanford-ai-2021	191	69	Machine	Machine	NNP
stanford-ai-2021	191	70	Learning	Learning	NNP
stanford-ai-2021	191	71	in	in	IN
stanford-ai-2021	191	72	computer	computer	NN
stanford-ai-2021	191	73	science	science	NN
stanford-ai-2021	191	74	(	(	-LRB-
stanford-ai-2021	191	75	cs	cs	NNP
stanford-ai-2021	191	76	.	.	.
stanford-ai-2021	192	1	LG	LG	NNP
stanford-ai-2021	192	2	)	)	-RRB-
stanford-ai-2021	192	3	have	have	VBP
stanford-ai-2021	192	4	seen	see	VBN
stanford-ai-2021	192	5	the	the	DT
stanford-ai-2021	192	6	fastest	fast	JJS
stanford-ai-2021	192	7	growth	growth	NN
stanford-ai-2021	192	8	between	between	IN
stanford-ai-2021	192	9	2015	2015	CD
stanford-ai-2021	192	10	and	and	CC
stanford-ai-2021	192	11	2020	2020	CD
stanford-ai-2021	192	12	,	,	,
stanford-ai-2021	192	13	increasing	increase	VBG
stanford-ai-2021	192	14	by	by	IN
stanford-ai-2021	192	15	11	11	CD
stanford-ai-2021	192	16	times	time	NNS
stanford-ai-2021	192	17	and	and	CC
stanford-ai-2021	192	18	10	10	CD
stanford-ai-2021	192	19	times	time	NNS
stanford-ai-2021	192	20	respectively	respectively	RB
stanford-ai-2021	192	21	.	.	.
stanford-ai-2021	193	1	TA	TA	NNP
stanford-ai-2021	193	2	B	B	NNP
stanford-ai-2021	193	3	L	l	NN
stanford-ai-2021	193	4	E	e	NN
stanford-ai-2021	193	5	O	o	NN
stanford-ai-2021	193	6	F	f	NN
stanford-ai-2021	193	7	C	c	NN
stanford-ai-2021	193	8	O	o	NN
stanford-ai-2021	193	9	N	n	NN
stanford-ai-2021	193	10	T	t	NN
stanford-ai-2021	193	11	E	e	NN
stanford-ai-2021	193	12	N	n	NN
stanford-ai-2021	193	13	T	t	NN
stanford-ai-2021	193	14	S	s	NN
stanford-ai-2021	193	15	3	3	CD
stanford-ai-2021	193	16	5C	5c	NN
stanford-ai-2021	193	17	H	h	NN
stanford-ai-2021	193	18	A	a	NN
stanford-ai-2021	193	19	P	p	NN
stanford-ai-2021	193	20	T	t	NN
stanford-ai-2021	193	21	E	e	NN
stanford-ai-2021	193	22	R	r	NN
stanford-ai-2021	193	23	1	1	CD
stanford-ai-2021	193	24	P	p	NN
stanford-ai-2021	193	25	R	r	NN
stanford-ai-2021	193	26	E	e	NN
stanford-ai-2021	193	27	V	v	NN
stanford-ai-2021	193	28	I	i	NN
stanford-ai-2021	193	29	E	e	NN
stanford-ai-2021	193	30	W	W	NNP
stanford-ai-2021	193	31	Artificial	Artificial	NNP
stanford-ai-2021	193	32	Intelligence	Intelligence	NNP
stanford-ai-2021	193	33	Index	Index	NNP
stanford-ai-2021	193	34	Report	Report	NNP
stanford-ai-2021	193	35	2021	2021	CD
stanford-ai-2021	193	36	Deep	Deep	NNP
stanford-ai-2021	193	37	Learning	Learning	NNP
stanford-ai-2021	193	38	Papers	Papers	NNPS
stanford-ai-2021	193	39	on	on	IN
stanford-ai-2021	193	40	arXiv	arXiv	NNP
stanford-ai-2021	193	41	With	with	IN
stanford-ai-2021	193	42	increased	increase	VBN
stanford-ai-2021	193	43	access	access	NN
stanford-ai-2021	193	44	to	to	IN
stanford-ai-2021	193	45	data	datum	NNS
stanford-ai-2021	193	46	and	and	CC
stanford-ai-2021	193	47	significant	significant	JJ
stanford-ai-2021	193	48	improvements	improvement	NNS
stanford-ai-2021	193	49	in	in	IN
stanford-ai-2021	193	50	computing	compute	VBG
stanford-ai-2021	193	51	power	power	NN
stanford-ai-2021	193	52	,	,	,
stanford-ai-2021	193	53	the	the	DT
stanford-ai-2021	193	54	field	field	NN
stanford-ai-2021	193	55	of	of	IN
stanford-ai-2021	193	56	deep	deep	JJ
stanford-ai-2021	193	57	learning	learning	NN
stanford-ai-2021	193	58	(	(	-LRB-
stanford-ai-2021	193	59	DL	DL	NNP
stanford-ai-2021	193	60	)	)	-RRB-
stanford-ai-2021	193	61	is	be	VBZ
stanford-ai-2021	193	62	growing	grow	VBG
stanford-ai-2021	193	63	at	at	IN
stanford-ai-2021	193	64	breakneck	breakneck	NN
stanford-ai-2021	193	65	speed	speed	NN
stanford-ai-2021	193	66	.	.	.
stanford-ai-2021	194	1	Researchers	researcher	NNS
stanford-ai-2021	194	2	from	from	IN
stanford-ai-2021	194	3	Nesta	Nesta	NNP
stanford-ai-2021	194	4	used	use	VBD
stanford-ai-2021	194	5	a	a	DT
stanford-ai-2021	194	6	topic	topic	NN
stanford-ai-2021	194	7	modeling	modeling	NN
stanford-ai-2021	194	8	algorithm	algorithm	NN
stanford-ai-2021	194	9	to	to	TO
stanford-ai-2021	194	10	identify	identify	VB
stanford-ai-2021	194	11	the	the	DT
stanford-ai-2021	194	12	deep	deep	JJ
stanford-ai-2021	194	13	learning	learning	NN
stanford-ai-2021	194	14	papers	paper	NNS
stanford-ai-2021	194	15	on	on	IN
stanford-ai-2021	194	16	arXiv	arXiv	NNP
stanford-ai-2021	194	17	by	by	IN
stanford-ai-2021	194	18	analyzing	analyze	VBG
stanford-ai-2021	194	19	the	the	DT
stanford-ai-2021	194	20	abstract	abstract	NN
stanford-ai-2021	194	21	of	of	IN
stanford-ai-2021	194	22	arXiv	arXiv	NNP
stanford-ai-2021	194	23	papers	paper	NNS
stanford-ai-2021	194	24	under	under	IN
stanford-ai-2021	194	25	the	the	DT
stanford-ai-2021	194	26	Computer	Computer	NNP
stanford-ai-2021	194	27	Science	Science	NNP
stanford-ai-2021	194	28	(	(	-LRB-
stanford-ai-2021	194	29	CS	CS	NNP
stanford-ai-2021	194	30	)	)	-RRB-
stanford-ai-2021	194	31	and	and	CC
stanford-ai-2021	194	32	Machine	Machine	NNP
stanford-ai-2021	194	33	Learning	Learning	NNP
stanford-ai-2021	194	34	in	in	IN
stanford-ai-2021	194	35	Statistics	Statistics	NNP
stanford-ai-2021	194	36	(	(	-LRB-
stanford-ai-2021	194	37	state	state	NN
stanford-ai-2021	194	38	.	.	.
stanford-ai-2021	194	39	ML	ML	NNP
stanford-ai-2021	194	40	)	)	-RRB-
stanford-ai-2021	194	41	categories	category	NNS
stanford-ai-2021	194	42	.	.	.
stanford-ai-2021	195	1	Figure	figure	NN
stanford-ai-2021	195	2	1.1.20	1.1.20	CD
stanford-ai-2021	195	3	suggests	suggest	VBZ
stanford-ai-2021	195	4	that	that	IN
stanford-ai-2021	195	5	in	in	IN
stanford-ai-2021	195	6	the	the	DT
stanford-ai-2021	195	7	last	last	JJ
stanford-ai-2021	195	8	five	five	CD
stanford-ai-2021	195	9	years	year	NNS
stanford-ai-2021	195	10	alone	alone	RB
stanford-ai-2021	195	11	,	,	,
stanford-ai-2021	195	12	the	the	DT
stanford-ai-2021	195	13	overall	overall	JJ
stanford-ai-2021	195	14	number	number	NN
stanford-ai-2021	195	15	of	of	IN
stanford-ai-2021	195	16	DL	DL	NNP
stanford-ai-2021	195	17	publications	publication	NNS
stanford-ai-2021	195	18	on	on	IN
stanford-ai-2021	195	19	arXiv	arXiv	NNP
stanford-ai-2021	195	20	grew	grow	VBD
stanford-ai-2021	195	21	almost	almost	RB
stanford-ai-2021	195	22	sixfold	sixfold	JJ
stanford-ai-2021	195	23	.	.	.
stanford-ai-2021	196	1	2010	2010	CD
stanford-ai-2021	196	2	2011	2011	CD
stanford-ai-2021	196	3	2012	2012	CD
stanford-ai-2021	196	4	2013	2013	CD
stanford-ai-2021	196	5	2014	2014	CD
stanford-ai-2021	196	6	2015	2015	CD
stanford-ai-2021	196	7	2016	2016	CD
stanford-ai-2021	196	8	2017	2017	CD
stanford-ai-2021	196	9	2018	2018	CD
stanford-ai-2021	196	10	2019	2019	CD
stanford-ai-2021	196	11	2020	2020	CD
stanford-ai-2021	196	12	0	0	CD
stanford-ai-2021	196	13	1	1	CD
stanford-ai-2021	196	14	2	2	CD
stanford-ai-2021	196	15	3	3	CD
stanford-ai-2021	196	16	4	4	CD
stanford-ai-2021	196	17	5	5	CD
stanford-ai-2021	196	18	6	6	CD
stanford-ai-2021	196	19	7	7	CD
stanford-ai-2021	196	20	N	N	NNP
stanford-ai-2021	196	21	u	u	NNP
stanford-ai-2021	196	22	m	m	NNP
stanford-ai-2021	196	23	b	b	NNP
stanford-ai-2021	196	24	e	e	NNP
stanford-ai-2021	196	25	r	r	NN
stanford-ai-2021	196	26	o	o	NN
stanford-ai-2021	196	27	f	f	NN
stanford-ai-2021	196	28	D	D	NNP
stanford-ai-2021	196	29	e	e	NNP
stanford-ai-2021	196	30	e	e	NNP
stanford-ai-2021	196	31	p	p	NN
stanford-ai-2021	196	32	L	l	NN
stanford-ai-2021	196	33	e	e	NN
stanford-ai-2021	196	34	ar	ar	NN
stanford-ai-2021	196	35	n	n	NN
stanford-ai-2021	196	36	in	in	IN
stanford-ai-2021	196	37	g	g	NN
stanford-ai-2021	196	38	P	p	NN
stanford-ai-2021	196	39	u	u	NNP
stanford-ai-2021	196	40	b	b	NN
stanford-ai-2021	196	41	lic	lic	NN
stanford-ai-2021	196	42	at	at	IN
stanford-ai-2021	196	43	io	io	NNP
stanford-ai-2021	196	44	n	n	NNP
stanford-ai-2021	196	45	s	s	NNP
stanford-ai-2021	196	46	o	o	NNP
stanford-ai-2021	196	47	n	n	NNP
stanford-ai-2021	196	48	a	a	NNP
stanford-ai-2021	196	49	rX	rX	.
stanford-ai-2021	196	50	iv	iv	NNP
stanford-ai-2021	196	51	(	(	-LRB-
stanford-ai-2021	196	52	in	in	IN
stanford-ai-2021	196	53	T	t	NN
stanford-ai-2021	196	54	h	h	NN
stanford-ai-2021	196	55	o	o	NN
stanford-ai-2021	196	56	u	u	NN
stanford-ai-2021	196	57	sa	sa	NNP
stanford-ai-2021	196	58	n	n	NNP
stanford-ai-2021	196	59	d	d	NNP
stanford-ai-2021	196	60	s	s	NNP
stanford-ai-2021	196	61	)	)	-RRB-
stanford-ai-2021	196	62	NUMBER	NUMBER	NNP
stanford-ai-2021	196	63	of	of	IN
stanford-ai-2021	196	64	DEEP	DEEP	NNP
stanford-ai-2021	196	65	LEARNING	LEARNING	NNP
stanford-ai-2021	196	66	PUBLICATIONS	publication	NNS
stanford-ai-2021	196	67	on	on	IN
stanford-ai-2021	196	68	ARXIV	ARXIV	NNP
stanford-ai-2021	196	69	,	,	,
stanford-ai-2021	196	70	2010	2010	CD
stanford-ai-2021	196	71	-	-	SYM
stanford-ai-2021	196	72	19	19	CD
stanford-ai-2021	196	73	Source	source	NN
stanford-ai-2021	196	74	:	:	:
stanford-ai-2021	196	75	arXiv	arXiv	NNP
stanford-ai-2021	196	76	/	/	SYM
stanford-ai-2021	196	77	Nesta	Nesta	NNP
stanford-ai-2021	196	78	,	,	,
stanford-ai-2021	196	79	2020	2020	CD
stanford-ai-2021	196	80	|	|	CD
stanford-ai-2021	196	81	Chart	Chart	NNP
stanford-ai-2021	196	82	:	:	:
stanford-ai-2021	196	83	2021	2021	CD
stanford-ai-2021	196	84	AI	AI	NNP
stanford-ai-2021	196	85	Index	Index	NNP
stanford-ai-2021	196	86	Report	Report	NNP
stanford-ai-2021	196	87	Figure	Figure	NNP
stanford-ai-2021	196	88	1.1.20	1.1.20	CD
stanford-ai-2021	196	89	1	1	CD
stanford-ai-2021	196	90	.1	.1	.
stanford-ai-2021	196	91	P	p	NN
stanford-ai-2021	196	92	U	U	NNP
stanford-ai-2021	196	93	B	B	NNP
stanford-ai-2021	196	94	L	L	NNP
stanford-ai-2021	196	95	I	i	NN
stanford-ai-2021	196	96	C	c	NN
stanford-ai-2021	196	97	AT	at	IN
stanford-ai-2021	196	98	I	i	NN
stanford-ai-2021	196	99	O	o	NN
stanford-ai-2021	196	100	N	n	NN
stanford-ai-2021	196	101	S	s	NN
stanford-ai-2021	196	102	C	c	NN
stanford-ai-2021	196	103	H	h	NN
stanford-ai-2021	196	104	A	a	NN
stanford-ai-2021	196	105	P	p	NN
stanford-ai-2021	196	106	T	t	NN
stanford-ai-2021	196	107	E	e	NN
stanford-ai-2021	196	108	R	r	NN
stanford-ai-2021	196	109	1	1	CD
stanford-ai-2021	196	110	:	:	:
stanford-ai-2021	196	111	R	r	NN
stanford-ai-2021	196	112	E	e	NN
stanford-ai-2021	196	113	S	s	NN
stanford-ai-2021	196	114	E	e	NN
stanford-ai-2021	196	115	A	a	NN
stanford-ai-2021	196	116	R	r	NN
stanford-ai-2021	196	117	C	c	NN
stanford-ai-2021	196	118	H	h	NN
stanford-ai-2021	196	119	&	&	CC
stanford-ai-2021	196	120	D	d	NN
stanford-ai-2021	196	121	E	e	NN
stanford-ai-2021	196	122	V	v	NN
stanford-ai-2021	196	123	E	e	NN
stanford-ai-2021	196	124	L	l	NN
stanford-ai-2021	196	125	O	o	NN
stanford-ai-2021	196	126	P	p	NN
stanford-ai-2021	196	127	M	m	NN
stanford-ai-2021	196	128	E	e	NN
stanford-ai-2021	196	129	N	n	NN
stanford-ai-2021	196	130	T	t	NN
stanford-ai-2021	196	131	TA	ta	NN
stanford-ai-2021	196	132	B	b	NN
stanford-ai-2021	196	133	L	l	NN
stanford-ai-2021	196	134	E	e	NN
stanford-ai-2021	196	135	O	o	NN
stanford-ai-2021	196	136	F	f	NN
stanford-ai-2021	196	137	C	c	NN
stanford-ai-2021	196	138	O	o	NN
stanford-ai-2021	196	139	N	n	NN
stanford-ai-2021	196	140	T	t	NN
stanford-ai-2021	196	141	E	e	NN
stanford-ai-2021	196	142	N	n	NN
stanford-ai-2021	196	143	T	t	NN
stanford-ai-2021	196	144	S	s	NN
stanford-ai-2021	196	145	3	3	CD
stanford-ai-2021	196	146	6C	6c	NN
stanford-ai-2021	196	147	H	h	NN
stanford-ai-2021	196	148	A	a	NN
stanford-ai-2021	196	149	P	p	NN
stanford-ai-2021	196	150	T	t	NN
stanford-ai-2021	196	151	E	e	NN
stanford-ai-2021	196	152	R	r	NN
stanford-ai-2021	196	153	1	1	CD
stanford-ai-2021	196	154	P	p	NN
stanford-ai-2021	196	155	R	r	NN
stanford-ai-2021	196	156	E	e	NN
stanford-ai-2021	196	157	V	v	NN
stanford-ai-2021	196	158	I	i	NN
stanford-ai-2021	196	159	E	e	NN
stanford-ai-2021	196	160	W	W	NNP
stanford-ai-2021	196	161	Artificial	Artificial	NNP
stanford-ai-2021	196	162	Intelligence	Intelligence	NNP
stanford-ai-2021	196	163	Index	Index	NNP
stanford-ai-2021	196	164	Report	Report	NNP
stanford-ai-2021	196	165	2021	2021	CD
stanford-ai-2021	196	166	Conference	Conference	NNP
stanford-ai-2021	196	167	attendance	attendance	NN
stanford-ai-2021	196	168	is	be	VBZ
stanford-ai-2021	196	169	an	an	DT
stanford-ai-2021	196	170	indication	indication	NN
stanford-ai-2021	196	171	of	of	IN
stanford-ai-2021	196	172	broader	broad	JJR
stanford-ai-2021	196	173	industrial	industrial	JJ
stanford-ai-2021	196	174	and	and	CC
stanford-ai-2021	196	175	academic	academic	JJ
stanford-ai-2021	196	176	interest	interest	NN
stanford-ai-2021	196	177	in	in	IN
stanford-ai-2021	196	178	a	a	DT
stanford-ai-2021	196	179	scientific	scientific	JJ
stanford-ai-2021	196	180	field	field	NN
stanford-ai-2021	196	181	.	.	.
stanford-ai-2021	197	1	In	in	IN
stanford-ai-2021	197	2	the	the	DT
stanford-ai-2021	197	3	past	past	JJ
stanford-ai-2021	197	4	20	20	CD
stanford-ai-2021	197	5	years	year	NNS
stanford-ai-2021	197	6	,	,	,
stanford-ai-2021	197	7	AI	AI	NNP
stanford-ai-2021	197	8	conferences	conference	NNS
stanford-ai-2021	197	9	have	have	VBP
stanford-ai-2021	197	10	grown	grow	VBN
stanford-ai-2021	197	11	not	not	RB
stanford-ai-2021	197	12	only	only	RB
stanford-ai-2021	197	13	in	in	IN
stanford-ai-2021	197	14	size	size	NN
stanford-ai-2021	197	15	but	but	CC
stanford-ai-2021	197	16	also	also	RB
stanford-ai-2021	197	17	in	in	IN
stanford-ai-2021	197	18	number	number	NN
stanford-ai-2021	197	19	and	and	CC
stanford-ai-2021	197	20	prestige	prestige	NN
stanford-ai-2021	197	21	.	.	.
stanford-ai-2021	198	1	This	this	DT
stanford-ai-2021	198	2	section	section	NN
stanford-ai-2021	198	3	presents	present	VBZ
stanford-ai-2021	198	4	data	datum	NNS
stanford-ai-2021	198	5	on	on	IN
stanford-ai-2021	198	6	the	the	DT
stanford-ai-2021	198	7	trends	trend	NNS
stanford-ai-2021	198	8	in	in	IN
stanford-ai-2021	198	9	attendance	attendance	NN
stanford-ai-2021	198	10	at	at	IN
stanford-ai-2021	198	11	and	and	CC
stanford-ai-2021	198	12	submissions	submission	NNS
stanford-ai-2021	198	13	to	to	IN
stanford-ai-2021	198	14	major	major	JJ
stanford-ai-2021	198	15	AI	AI	NNP
stanford-ai-2021	198	16	conferences	conference	NNS
stanford-ai-2021	198	17	.	.	.
stanford-ai-2021	199	1	C	C	NNP
stanford-ai-2021	199	2	O	o	NN
stanford-ai-2021	199	3	N	n	NN
stanford-ai-2021	199	4	F	f	NN
stanford-ai-2021	199	5	E	e	NN
stanford-ai-2021	199	6	R	r	NN
stanford-ai-2021	199	7	E	e	NN
stanford-ai-2021	199	8	N	n	NN
stanford-ai-2021	199	9	C	c	NN
stanford-ai-2021	199	10	E	e	NN
stanford-ai-2021	199	11	AT	at	NN
stanford-ai-2021	199	12	T	t	NN
stanford-ai-2021	199	13	E	e	NN
stanford-ai-2021	199	14	N	n	NN
stanford-ai-2021	199	15	DA	DA	NNP
stanford-ai-2021	199	16	N	n	NN
stanford-ai-2021	199	17	C	c	NN
stanford-ai-2021	199	18	E	e	NN
stanford-ai-2021	199	19	Last	last	JJ
stanford-ai-2021	199	20	year	year	NN
stanford-ai-2021	199	21	saw	see	VBD
stanford-ai-2021	199	22	a	a	DT
stanford-ai-2021	199	23	significant	significant	JJ
stanford-ai-2021	199	24	increase	increase	NN
stanford-ai-2021	199	25	in	in	IN
stanford-ai-2021	199	26	participation	participation	NN
stanford-ai-2021	199	27	levels	level	NNS
stanford-ai-2021	199	28	at	at	IN
stanford-ai-2021	199	29	AI	AI	NNP
stanford-ai-2021	199	30	conferences	conference	NNS
stanford-ai-2021	199	31	,	,	,
stanford-ai-2021	199	32	as	as	IN
stanford-ai-2021	199	33	most	most	JJS
stanford-ai-2021	199	34	were	be	VBD
stanford-ai-2021	199	35	offered	offer	VBN
stanford-ai-2021	199	36	through	through	IN
stanford-ai-2021	199	37	a	a	DT
stanford-ai-2021	199	38	virtual	virtual	JJ
stanford-ai-2021	199	39	format	format	NN
stanford-ai-2021	199	40	.	.	.
stanford-ai-2021	200	1	Only	only	RB
stanford-ai-2021	200	2	the	the	DT
stanford-ai-2021	200	3	34th	34th	JJ
stanford-ai-2021	200	4	Association	Association	NNP
stanford-ai-2021	200	5	for	for	IN
stanford-ai-2021	200	6	the	the	DT
stanford-ai-2021	200	7	Advancement	Advancement	NNP
stanford-ai-2021	200	8	of	of	IN
stanford-ai-2021	200	9	Artificial	Artificial	NNP
stanford-ai-2021	200	10	Intelligence	Intelligence	NNP
stanford-ai-2021	200	11	(	(	-LRB-
stanford-ai-2021	200	12	AAAI	AAAI	NNP
stanford-ai-2021	200	13	)	)	-RRB-
stanford-ai-2021	200	14	Conference	conference	NN
stanford-ai-2021	200	15	on	on	IN
stanford-ai-2021	200	16	Artificial	Artificial	NNP
stanford-ai-2021	200	17	Intelligence	Intelligence	NNP
stanford-ai-2021	200	18	was	be	VBD
stanford-ai-2021	200	19	held	hold	VBN
stanford-ai-2021	200	20	in	in	IN
stanford-ai-2021	200	21	person	person	NN
stanford-ai-2021	200	22	in	in	IN
stanford-ai-2021	200	23	February	February	NNP
stanford-ai-2021	200	24	2020	2020	CD
stanford-ai-2021	200	25	.	.	.
stanford-ai-2021	201	1	Conference	conference	NN
stanford-ai-2021	201	2	organizers	organizer	NNS
stanford-ai-2021	201	3	report	report	VBP
stanford-ai-2021	201	4	that	that	IN
stanford-ai-2021	201	5	a	a	DT
stanford-ai-2021	201	6	virtual	virtual	JJ
stanford-ai-2021	201	7	format	format	NN
stanford-ai-2021	201	8	allows	allow	VBZ
stanford-ai-2021	201	9	for	for	IN
stanford-ai-2021	201	10	higher	high	JJR
stanford-ai-2021	201	11	attendance	attendance	NN
stanford-ai-2021	201	12	of	of	IN
stanford-ai-2021	201	13	researchers	researcher	NNS
stanford-ai-2021	201	14	from	from	IN
stanford-ai-2021	201	15	all	all	RB
stanford-ai-2021	201	16	over	over	IN
stanford-ai-2021	201	17	the	the	DT
stanford-ai-2021	201	18	world	world	NN
stanford-ai-2021	201	19	,	,	,
stanford-ai-2021	201	20	though	though	IN
stanford-ai-2021	201	21	exact	exact	JJ
stanford-ai-2021	201	22	attendance	attendance	NN
stanford-ai-2021	201	23	numbers	number	NNS
stanford-ai-2021	201	24	are	be	VBP
stanford-ai-2021	201	25	difficult	difficult	JJ
stanford-ai-2021	201	26	to	to	TO
stanford-ai-2021	201	27	measure	measure	VB
stanford-ai-2021	201	28	.	.	.
stanford-ai-2021	202	1	Due	due	IN
stanford-ai-2021	202	2	to	to	IN
stanford-ai-2021	202	3	the	the	DT
stanford-ai-2021	202	4	atypical	atypical	JJ
stanford-ai-2021	202	5	nature	nature	NN
stanford-ai-2021	202	6	of	of	IN
stanford-ai-2021	202	7	2020	2020	CD
stanford-ai-2021	202	8	conference	conference	NN
stanford-ai-2021	202	9	attendance	attendance	NN
stanford-ai-2021	202	10	data	datum	NNS
stanford-ai-2021	202	11	,	,	,
stanford-ai-2021	202	12	the	the	DT
stanford-ai-2021	202	13	11	11	CD
stanford-ai-2021	202	14	major	major	JJ
stanford-ai-2021	202	15	AI	AI	NNP
stanford-ai-2021	202	16	conferences	conference	NNS
stanford-ai-2021	202	17	in	in	IN
stanford-ai-2021	202	18	2019	2019	CD
stanford-ai-2021	202	19	have	have	VBP
stanford-ai-2021	202	20	been	be	VBN
stanford-ai-2021	202	21	split	split	VBN
stanford-ai-2021	202	22	into	into	IN
stanford-ai-2021	202	23	two	two	CD
stanford-ai-2021	202	24	categories	category	NNS
stanford-ai-2021	202	25	based	base	VBN
stanford-ai-2021	202	26	on	on	IN
stanford-ai-2021	202	27	2019	2019	CD
stanford-ai-2021	202	28	attendance	attendance	NN
stanford-ai-2021	202	29	data	datum	NNS
stanford-ai-2021	202	30	:	:	:
stanford-ai-2021	202	31	large	large	JJ
stanford-ai-2021	202	32	AI	AI	NNP
stanford-ai-2021	202	33	conferences	conference	VBZ
stanford-ai-2021	202	34	with	with	IN
stanford-ai-2021	202	35	over	over	IN
stanford-ai-2021	202	36	3,000	3,000	CD
stanford-ai-2021	202	37	attendees	attendee	NNS
stanford-ai-2021	202	38	and	and	CC
stanford-ai-2021	202	39	small	small	JJ
stanford-ai-2021	202	40	AI	AI	NNP
stanford-ai-2021	202	41	conferences	conference	VBZ
stanford-ai-2021	202	42	with	with	IN
stanford-ai-2021	202	43	fewer	few	JJR
stanford-ai-2021	202	44	than	than	IN
stanford-ai-2021	202	45	3,000	3,000	CD
stanford-ai-2021	202	46	attendees	attendee	NNS
stanford-ai-2021	202	47	.	.	.
stanford-ai-2021	203	1	Figure	figure	NN
stanford-ai-2021	203	2	1.2.1	1.2.1	CD
stanford-ai-2021	203	3	shows	show	VBZ
stanford-ai-2021	203	4	that	that	IN
stanford-ai-2021	203	5	in	in	IN
stanford-ai-2021	203	6	2020	2020	CD
stanford-ai-2021	203	7	,	,	,
stanford-ai-2021	203	8	the	the	DT
stanford-ai-2021	203	9	total	total	JJ
stanford-ai-2021	203	10	number	number	NN
stanford-ai-2021	203	11	of	of	IN
stanford-ai-2021	203	12	attendees	attendee	NNS
stanford-ai-2021	203	13	across	across	IN
stanford-ai-2021	203	14	nine	nine	CD
stanford-ai-2021	203	15	conferences	conference	NNS
stanford-ai-2021	203	16	almost	almost	RB
stanford-ai-2021	203	17	doubled.5	doubled.5	VBZ
stanford-ai-2021	203	18	In	in	IN
stanford-ai-2021	203	19	particular	particular	JJ
stanford-ai-2021	203	20	,	,	,
stanford-ai-2021	203	21	the	the	DT
stanford-ai-2021	203	22	International	International	NNP
stanford-ai-2021	203	23	Conference	Conference	NNP
stanford-ai-2021	203	24	on	on	IN
stanford-ai-2021	203	25	Intelligent	Intelligent	NNP
stanford-ai-2021	203	26	Robots	Robots	NNPS
stanford-ai-2021	203	27	and	and	CC
stanford-ai-2021	203	28	Systems	Systems	NNPS
stanford-ai-2021	203	29	(	(	-LRB-
stanford-ai-2021	203	30	IROS	IROS	NNP
stanford-ai-2021	203	31	)	)	-RRB-
stanford-ai-2021	203	32	extended	extend	VBD
stanford-ai-2021	203	33	the	the	DT
stanford-ai-2021	203	34	virtual	virtual	JJ
stanford-ai-2021	203	35	conference	conference	NN
stanford-ai-2021	203	36	to	to	TO
stanford-ai-2021	203	37	allow	allow	VB
stanford-ai-2021	203	38	users	user	NNS
stanford-ai-2021	203	39	to	to	TO
stanford-ai-2021	203	40	watch	watch	VB
stanford-ai-2021	203	41	events	event	NNS
stanford-ai-2021	203	42	for	for	IN
stanford-ai-2021	203	43	up	up	IN
stanford-ai-2021	203	44	to	to	TO
stanford-ai-2021	203	45	three	three	CD
stanford-ai-2021	203	46	months	month	NNS
stanford-ai-2021	203	47	,	,	,
stanford-ai-2021	203	48	which	which	WDT
stanford-ai-2021	203	49	explains	explain	VBZ
stanford-ai-2021	203	50	the	the	DT
stanford-ai-2021	203	51	high	high	JJ
stanford-ai-2021	203	52	attendance	attendance	NN
stanford-ai-2021	203	53	count	count	NN
stanford-ai-2021	203	54	.	.	.
stanford-ai-2021	204	1	Because	because	IN
stanford-ai-2021	204	2	the	the	DT
stanford-ai-2021	204	3	International	International	NNP
stanford-ai-2021	204	4	Joint	Joint	NNP
stanford-ai-2021	204	5	Conference	Conference	NNP
stanford-ai-2021	204	6	on	on	IN
stanford-ai-2021	204	7	Artificial	Artificial	NNP
stanford-ai-2021	204	8	Intelligence	Intelligence	NNP
stanford-ai-2021	204	9	(	(	-LRB-
stanford-ai-2021	204	10	IJCAI	IJCAI	NNP
stanford-ai-2021	204	11	)	)	-RRB-
stanford-ai-2021	204	12	was	be	VBD
stanford-ai-2021	204	13	held	hold	VBN
stanford-ai-2021	204	14	in	in	IN
stanford-ai-2021	204	15	2019	2019	CD
stanford-ai-2021	204	16	and	and	CC
stanford-ai-2021	204	17	January	January	NNP
stanford-ai-2021	204	18	2021—but	2021—but	CD
stanford-ai-2021	204	19	not	not	RB
stanford-ai-2021	204	20	in	in	IN
stanford-ai-2021	204	21	2020—it	2020—it	CD
stanford-ai-2021	204	22	does	do	VBZ
stanford-ai-2021	204	23	not	not	RB
stanford-ai-2021	204	24	appear	appear	VB
stanford-ai-2021	204	25	on	on	IN
stanford-ai-2021	204	26	the	the	DT
stanford-ai-2021	204	27	charts	chart	NNS
stanford-ai-2021	204	28	.	.	.
stanford-ai-2021	205	1	1.2	1.2	CD
stanford-ai-2021	205	2	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	205	3	1	1	CD
stanford-ai-2021	205	4	.	.	.
stanford-ai-2021	206	1	2	2	CD
stanford-ai-2021	206	2	C	c	NN
stanford-ai-2021	206	3	O	o	NN
stanford-ai-2021	206	4	N	n	NN
stanford-ai-2021	206	5	F	f	NN
stanford-ai-2021	206	6	E	e	NN
stanford-ai-2021	206	7	R	r	NN
stanford-ai-2021	206	8	E	e	NN
stanford-ai-2021	206	9	N	n	NN
stanford-ai-2021	206	10	C	c	NN
stanford-ai-2021	206	11	E	e	NN
stanford-ai-2021	206	12	S	s	NN
stanford-ai-2021	206	13	C	c	NN
stanford-ai-2021	206	14	H	h	NN
stanford-ai-2021	206	15	A	a	NN
stanford-ai-2021	206	16	P	p	NN
stanford-ai-2021	206	17	T	t	NN
stanford-ai-2021	206	18	E	e	NN
stanford-ai-2021	206	19	R	r	NN
stanford-ai-2021	206	20	1	1	CD
stanford-ai-2021	206	21	:	:	:
stanford-ai-2021	206	22	R	r	NN
stanford-ai-2021	206	23	E	e	NN
stanford-ai-2021	206	24	S	s	NN
stanford-ai-2021	206	25	E	e	NN
stanford-ai-2021	206	26	A	a	NN
stanford-ai-2021	206	27	R	r	NN
stanford-ai-2021	206	28	C	c	NN
stanford-ai-2021	206	29	H	h	NN
stanford-ai-2021	206	30	&	&	CC
stanford-ai-2021	206	31	D	d	NN
stanford-ai-2021	206	32	E	e	NN
stanford-ai-2021	206	33	V	v	NN
stanford-ai-2021	206	34	E	e	NN
stanford-ai-2021	206	35	L	l	NN
stanford-ai-2021	206	36	O	o	NN
stanford-ai-2021	206	37	P	p	NN
stanford-ai-2021	206	38	M	m	NN
stanford-ai-2021	206	39	E	e	NN
stanford-ai-2021	206	40	N	N	NNP
stanford-ai-2021	206	41	T	T	NNP
stanford-ai-2021	206	42	Conference	Conference	NNP
stanford-ai-2021	206	43	organizers	organizer	NNS
stanford-ai-2021	206	44	report	report	VBP
stanford-ai-2021	206	45	that	that	IN
stanford-ai-2021	206	46	a	a	DT
stanford-ai-2021	206	47	virtual	virtual	JJ
stanford-ai-2021	206	48	format	format	NN
stanford-ai-2021	206	49	allows	allow	VBZ
stanford-ai-2021	206	50	for	for	IN
stanford-ai-2021	206	51	higher	high	JJR
stanford-ai-2021	206	52	attendance	attendance	NN
stanford-ai-2021	206	53	of	of	IN
stanford-ai-2021	206	54	researchers	researcher	NNS
stanford-ai-2021	206	55	from	from	IN
stanford-ai-2021	206	56	all	all	RB
stanford-ai-2021	206	57	over	over	IN
stanford-ai-2021	206	58	the	the	DT
stanford-ai-2021	206	59	world	world	NN
stanford-ai-2021	206	60	,	,	,
stanford-ai-2021	206	61	though	though	IN
stanford-ai-2021	206	62	exact	exact	JJ
stanford-ai-2021	206	63	attendance	attendance	NN
stanford-ai-2021	206	64	numbers	number	NNS
stanford-ai-2021	206	65	are	be	VBP
stanford-ai-2021	206	66	difficult	difficult	JJ
stanford-ai-2021	206	67	to	to	TO
stanford-ai-2021	206	68	measure	measure	VB
stanford-ai-2021	206	69	.	.	.
stanford-ai-2021	207	1	5	5	CD
stanford-ai-2021	207	2	For	for	IN
stanford-ai-2021	207	3	the	the	DT
stanford-ai-2021	207	4	AAMAS	AAMAS	NNP
stanford-ai-2021	207	5	conference	conference	NN
stanford-ai-2021	207	6	,	,	,
stanford-ai-2021	207	7	the	the	DT
stanford-ai-2021	207	8	attendance	attendance	NN
stanford-ai-2021	207	9	in	in	IN
stanford-ai-2021	207	10	2020	2020	CD
stanford-ai-2021	207	11	is	be	VBZ
stanford-ai-2021	207	12	based	base	VBN
stanford-ai-2021	207	13	on	on	IN
stanford-ai-2021	207	14	the	the	DT
stanford-ai-2021	207	15	number	number	NN
stanford-ai-2021	207	16	of	of	IN
stanford-ai-2021	207	17	users	user	NNS
stanford-ai-2021	207	18	on	on	IN
stanford-ai-2021	207	19	site	site	NN
stanford-ai-2021	207	20	reported	report	VBN
stanford-ai-2021	207	21	by	by	IN
stanford-ai-2021	207	22	the	the	DT
stanford-ai-2021	207	23	platform	platform	NN
stanford-ai-2021	207	24	that	that	WDT
stanford-ai-2021	207	25	recorded	record	VBD
stanford-ai-2021	207	26	the	the	DT
stanford-ai-2021	207	27	talks	talk	NNS
stanford-ai-2021	207	28	and	and	CC
stanford-ai-2021	207	29	managed	manage	VBD
stanford-ai-2021	207	30	the	the	DT
stanford-ai-2021	207	31	online	online	JJ
stanford-ai-2021	207	32	conference	conference	NN
stanford-ai-2021	207	33	;	;	.
stanford-ai-2021	207	34	For	for	IN
stanford-ai-2021	207	35	the	the	DT
stanford-ai-2021	207	36	KR	KR	NNP
stanford-ai-2021	207	37	conference	conference	NN
stanford-ai-2021	207	38	,	,	,
stanford-ai-2021	207	39	the	the	DT
stanford-ai-2021	207	40	attendance	attendance	NN
stanford-ai-2021	207	41	in	in	IN
stanford-ai-2021	207	42	2020	2020	CD
stanford-ai-2021	207	43	is	be	VBZ
stanford-ai-2021	207	44	based	base	VBN
stanford-ai-2021	207	45	on	on	IN
stanford-ai-2021	207	46	the	the	DT
stanford-ai-2021	207	47	number	number	NN
stanford-ai-2021	207	48	of	of	IN
stanford-ai-2021	207	49	registrations	registration	NNS
stanford-ai-2021	207	50	;	;	.
stanford-ai-2021	207	51	For	for	IN
stanford-ai-2021	207	52	the	the	DT
stanford-ai-2021	207	53	ICPAS	ICPAS	NNP
stanford-ai-2021	207	54	conference	conference	NN
stanford-ai-2021	207	55	,	,	,
stanford-ai-2021	207	56	the	the	DT
stanford-ai-2021	207	57	attendance	attendance	NN
stanford-ai-2021	207	58	of	of	IN
stanford-ai-2021	207	59	450	450	CD
stanford-ai-2021	207	60	in	in	IN
stanford-ai-2021	207	61	2020	2020	CD
stanford-ai-2021	207	62	is	be	VBZ
stanford-ai-2021	207	63	an	an	DT
stanford-ai-2021	207	64	estimate	estimate	NN
stanford-ai-2021	207	65	as	as	IN
stanford-ai-2021	207	66	some	some	DT
stanford-ai-2021	207	67	participants	participant	NNS
stanford-ai-2021	207	68	may	may	MD
stanford-ai-2021	207	69	have	have	VB
stanford-ai-2021	207	70	used	use	VBN
stanford-ai-2021	207	71	anonymous	anonymous	JJ
stanford-ai-2021	207	72	Zoom	Zoom	NNP
stanford-ai-2021	207	73	accounts	account	NNS
stanford-ai-2021	207	74	.	.	.
stanford-ai-2021	208	1	TA	TA	NNP
stanford-ai-2021	208	2	B	B	NNP
stanford-ai-2021	208	3	L	l	NN
stanford-ai-2021	208	4	E	e	NN
stanford-ai-2021	208	5	O	o	NN
stanford-ai-2021	208	6	F	f	NN
stanford-ai-2021	208	7	C	c	NN
stanford-ai-2021	208	8	O	o	NN
stanford-ai-2021	208	9	N	n	NN
stanford-ai-2021	208	10	T	t	NN
stanford-ai-2021	208	11	E	e	NN
stanford-ai-2021	208	12	N	n	NN
stanford-ai-2021	208	13	T	t	NN
stanford-ai-2021	208	14	S	s	NN
stanford-ai-2021	208	15	3	3	CD
stanford-ai-2021	208	16	7C	7c	NN
stanford-ai-2021	208	17	H	h	NN
stanford-ai-2021	208	18	A	A	NNP
stanford-ai-2021	208	19	P	p	NN
stanford-ai-2021	208	20	T	t	NN
stanford-ai-2021	208	21	E	e	NN
stanford-ai-2021	208	22	R	r	NN
stanford-ai-2021	208	23	1	1	CD
stanford-ai-2021	208	24	P	p	NN
stanford-ai-2021	208	25	R	r	NN
stanford-ai-2021	208	26	E	e	NN
stanford-ai-2021	208	27	V	v	NN
stanford-ai-2021	208	28	I	i	NN
stanford-ai-2021	208	29	E	e	NN
stanford-ai-2021	208	30	W	W	NNP
stanford-ai-2021	208	31	Artificial	Artificial	NNP
stanford-ai-2021	208	32	Intelligence	Intelligence	NNP
stanford-ai-2021	208	33	Index	Index	NNP
stanford-ai-2021	208	34	Report	Report	NNP
stanford-ai-2021	208	35	2021	2021	CD
stanford-ai-2021	208	36	2010	2010	CD
stanford-ai-2021	208	37	2011	2011	CD
stanford-ai-2021	208	38	2012	2012	CD
stanford-ai-2021	208	39	2013	2013	CD
stanford-ai-2021	208	40	2014	2014	CD
stanford-ai-2021	208	41	2015	2015	CD
stanford-ai-2021	208	42	2016	2016	CD
stanford-ai-2021	208	43	2017	2017	CD
stanford-ai-2021	208	44	2018	2018	CD
stanford-ai-2021	208	45	2019	2019	CD
stanford-ai-2021	208	46	2020	2020	CD
stanford-ai-2021	208	47	0	0	CD
stanford-ai-2021	208	48	1,000	1,000	CD
stanford-ai-2021	208	49	2,000	2,000	CD
stanford-ai-2021	208	50	3,000	3,000	CD
stanford-ai-2021	208	51	4,000	4,000	CD
stanford-ai-2021	208	52	5,000	5,000	CD
stanford-ai-2021	208	53	N	n	CD
stanford-ai-2021	208	54	u	u	NNP
stanford-ai-2021	208	55	m	m	NNP
stanford-ai-2021	208	56	b	b	NNP
stanford-ai-2021	208	57	er	er	UH
stanford-ai-2021	208	58	o	o	XX
stanford-ai-2021	208	59	f	f	NNP
stanford-ai-2021	208	60	A	a	NN
stanford-ai-2021	208	61	tt	tt	FW
stanford-ai-2021	208	62	en	en	FW
stanford-ai-2021	208	63	d	d	NNP
stanford-ai-2021	208	64	ee	ee	NNP
stanford-ai-2021	208	65	s	s	NNP
stanford-ai-2021	208	66	469	469	CD
stanford-ai-2021	208	67	KR	KR	NNP
stanford-ai-2021	208	68	450	450	CD
stanford-ai-2021	208	69	ICAPS	ICAPS	NNP
stanford-ai-2021	208	70	3,726	3,726	CD
stanford-ai-2021	208	71	AAMAS	AAMAS	NNP
stanford-ai-2021	208	72	5,600	5,600	CD
stanford-ai-2021	208	73	ICLR	ICLR	NNP
stanford-ai-2021	208	74	3,972	3,972	CD
stanford-ai-2021	208	75	ACL	ACL	NNP
stanford-ai-2021	208	76	ATTENDANCE	ATTENDANCE	NNP
stanford-ai-2021	208	77	at	at	IN
stanford-ai-2021	208	78	SMALL	SMALL	NNP
stanford-ai-2021	208	79	AI	AI	NNP
stanford-ai-2021	208	80	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	208	81	,	,	,
stanford-ai-2021	208	82	2010	2010	CD
stanford-ai-2021	208	83	-	-	SYM
stanford-ai-2021	208	84	20	20	CD
stanford-ai-2021	208	85	Source	source	NN
stanford-ai-2021	208	86	:	:	:
stanford-ai-2021	208	87	Conference	Conference	NNP
stanford-ai-2021	208	88	Data	Data	NNP
stanford-ai-2021	208	89	|	|	NNP
stanford-ai-2021	208	90	Chart	Chart	NNP
stanford-ai-2021	208	91	:	:	:
stanford-ai-2021	208	92	2021	2021	CD
stanford-ai-2021	208	93	AI	AI	NNP
stanford-ai-2021	208	94	Index	Index	NNP
stanford-ai-2021	208	95	Report	Report	NNP
stanford-ai-2021	208	96	1	1	CD
stanford-ai-2021	208	97	.	.	.
stanford-ai-2021	209	1	2	2	CD
stanford-ai-2021	209	2	C	c	NN
stanford-ai-2021	209	3	O	o	NN
stanford-ai-2021	209	4	N	n	NN
stanford-ai-2021	209	5	F	f	NN
stanford-ai-2021	209	6	E	e	NN
stanford-ai-2021	209	7	R	r	NN
stanford-ai-2021	209	8	E	e	NN
stanford-ai-2021	209	9	N	n	NN
stanford-ai-2021	209	10	C	c	NN
stanford-ai-2021	209	11	E	e	NN
stanford-ai-2021	209	12	S	s	NN
stanford-ai-2021	209	13	C	c	NN
stanford-ai-2021	209	14	H	h	NN
stanford-ai-2021	209	15	A	a	NN
stanford-ai-2021	209	16	P	p	NN
stanford-ai-2021	209	17	T	t	NN
stanford-ai-2021	209	18	E	e	NN
stanford-ai-2021	209	19	R	r	NN
stanford-ai-2021	209	20	1	1	CD
stanford-ai-2021	209	21	:	:	:
stanford-ai-2021	209	22	R	r	NN
stanford-ai-2021	209	23	E	e	NN
stanford-ai-2021	209	24	S	s	NN
stanford-ai-2021	209	25	E	e	NN
stanford-ai-2021	209	26	A	a	NN
stanford-ai-2021	209	27	R	r	NN
stanford-ai-2021	209	28	C	c	NN
stanford-ai-2021	209	29	H	h	NN
stanford-ai-2021	209	30	&	&	CC
stanford-ai-2021	209	31	D	d	NN
stanford-ai-2021	209	32	E	e	NN
stanford-ai-2021	209	33	V	v	NN
stanford-ai-2021	209	34	E	e	NN
stanford-ai-2021	209	35	L	l	NN
stanford-ai-2021	209	36	O	o	NN
stanford-ai-2021	209	37	P	p	NN
stanford-ai-2021	209	38	M	m	NN
stanford-ai-2021	209	39	E	e	NN
stanford-ai-2021	209	40	N	n	NN
stanford-ai-2021	209	41	T	t	NN
stanford-ai-2021	209	42	Figure	figure	NN
stanford-ai-2021	209	43	1.2.2	1.2.2	CD
stanford-ai-2021	209	44	20	20	CD
stanford-ai-2021	209	45	10	10	CD
stanford-ai-2021	209	46	20	20	CD
stanford-ai-2021	209	47	11	11	CD
stanford-ai-2021	209	48	20	20	CD
stanford-ai-2021	209	49	12	12	CD
stanford-ai-2021	209	50	20	20	CD
stanford-ai-2021	209	51	13	13	CD
stanford-ai-2021	209	52	20	20	CD
stanford-ai-2021	209	53	14	14	CD
stanford-ai-2021	209	54	20	20	CD
stanford-ai-2021	209	55	15	15	CD
stanford-ai-2021	209	56	20	20	CD
stanford-ai-2021	209	57	16	16	CD
stanford-ai-2021	209	58	20	20	CD
stanford-ai-2021	209	59	17	17	CD
stanford-ai-2021	209	60	20	20	CD
stanford-ai-2021	209	61	18	18	CD
stanford-ai-2021	209	62	20	20	CD
stanford-ai-2021	209	63	19	19	CD
stanford-ai-2021	209	64	20	20	CD
stanford-ai-2021	209	65	20	20	CD
stanford-ai-2021	209	66	0	0	CD
stanford-ai-2021	209	67	5,000	5,000	CD
stanford-ai-2021	209	68	10,000	10,000	CD
stanford-ai-2021	209	69	15,000	15,000	CD
stanford-ai-2021	209	70	20,000	20,000	CD
stanford-ai-2021	209	71	25,000	25,000	CD
stanford-ai-2021	209	72	N	n	CD
stanford-ai-2021	209	73	u	u	NNP
stanford-ai-2021	209	74	m	m	NNP
stanford-ai-2021	209	75	b	b	NNP
stanford-ai-2021	209	76	e	e	NNP
stanford-ai-2021	209	77	r	r	NN
stanford-ai-2021	209	78	o	o	NN
stanford-ai-2021	209	79	f	f	NNP
stanford-ai-2021	209	80	A	a	NN
stanford-ai-2021	209	81	tt	tt	NN
stanford-ai-2021	209	82	e	e	NN
stanford-ai-2021	209	83	n	n	CC
stanford-ai-2021	209	84	d	d	NNP
stanford-ai-2021	209	85	e	e	NNP
stanford-ai-2021	209	86	e	e	NNP
stanford-ai-2021	209	87	s	s	NNP
stanford-ai-2021	209	88	22,011	22,011	CD
stanford-ai-2021	209	89	NeurIPS	NeurIPS	-RRB-
stanford-ai-2021	209	90	25,719	25,719	CD
stanford-ai-2021	209	91	IROS	iros	NN
stanford-ai-2021	209	92	3,015	3,015	CD
stanford-ai-2021	209	93	IJCAI3,050	IJCAI3,050	NNP
stanford-ai-2021	209	94	ICRA	ICRA	NNP
stanford-ai-2021	209	95	4,884	4,884	CD
stanford-ai-2021	209	96	AAAI	aaai	VB
stanford-ai-2021	209	97	10,800	10,800	CD
stanford-ai-2021	209	98	ICML	icml	NN
stanford-ai-2021	209	99	7,500	7,500	CD
stanford-ai-2021	209	100	CVPR	cvpr	NN
stanford-ai-2021	209	101	ATTENDANCE	ATTENDANCE	NNP
stanford-ai-2021	209	102	at	at	IN
stanford-ai-2021	209	103	LARGE	LARGE	NNP
stanford-ai-2021	209	104	AI	AI	NNP
stanford-ai-2021	209	105	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	209	106	,	,	,
stanford-ai-2021	209	107	2010	2010	CD
stanford-ai-2021	209	108	-	-	SYM
stanford-ai-2021	209	109	20	20	CD
stanford-ai-2021	209	110	Source	source	NN
stanford-ai-2021	209	111	:	:	:
stanford-ai-2021	209	112	Conference	Conference	NNP
stanford-ai-2021	209	113	Data	Data	NNP
stanford-ai-2021	209	114	|	|	NNP
stanford-ai-2021	209	115	Chart	Chart	NNP
stanford-ai-2021	209	116	:	:	:
stanford-ai-2021	209	117	2021	2021	CD
stanford-ai-2021	209	118	AI	AI	NNP
stanford-ai-2021	209	119	Index	Index	NNP
stanford-ai-2021	209	120	Report	Report	NNP
stanford-ai-2021	209	121	Figure	Figure	NNP
stanford-ai-2021	209	122	1.2.1	1.2.1	CD
stanford-ai-2021	209	123	TA	TA	NNP
stanford-ai-2021	209	124	B	b	NN
stanford-ai-2021	209	125	L	l	NN
stanford-ai-2021	209	126	E	e	NN
stanford-ai-2021	209	127	O	o	NN
stanford-ai-2021	209	128	F	f	NN
stanford-ai-2021	209	129	C	c	NN
stanford-ai-2021	209	130	O	o	NN
stanford-ai-2021	209	131	N	n	NN
stanford-ai-2021	209	132	T	t	NN
stanford-ai-2021	209	133	E	e	NN
stanford-ai-2021	209	134	N	n	NN
stanford-ai-2021	209	135	T	t	NN
stanford-ai-2021	209	136	S	s	NN
stanford-ai-2021	209	137	3	3	CD
stanford-ai-2021	209	138	8C	8c	NN
stanford-ai-2021	209	139	H	h	NN
stanford-ai-2021	209	140	A	a	NN
stanford-ai-2021	209	141	P	p	NN
stanford-ai-2021	209	142	T	t	NN
stanford-ai-2021	209	143	E	e	NN
stanford-ai-2021	209	144	R	r	NN
stanford-ai-2021	209	145	1	1	CD
stanford-ai-2021	209	146	P	p	NN
stanford-ai-2021	209	147	R	r	NN
stanford-ai-2021	209	148	E	e	NN
stanford-ai-2021	209	149	V	v	NN
stanford-ai-2021	209	150	I	i	NN
stanford-ai-2021	209	151	E	e	NN
stanford-ai-2021	209	152	W	W	NNP
stanford-ai-2021	209	153	Artificial	Artificial	NNP
stanford-ai-2021	209	154	Intelligence	Intelligence	NNP
stanford-ai-2021	209	155	Index	Index	NNP
stanford-ai-2021	209	156	Report	Report	NNP
stanford-ai-2021	209	157	2021	2021	CD
stanford-ai-2021	209	158	Corporate	Corporate	NNP
stanford-ai-2021	209	159	Representation	Representation	NNP
stanford-ai-2021	209	160	at	at	IN
stanford-ai-2021	209	161	AI	AI	NNP
stanford-ai-2021	209	162	Research	Research	NNP
stanford-ai-2021	209	163	Conferences	Conferences	NNP
stanford-ai-2021	209	164	Researchers	Researchers	NNPS
stanford-ai-2021	209	165	from	from	IN
stanford-ai-2021	209	166	Virginia	Virginia	NNP
stanford-ai-2021	209	167	Tech	Tech	NNP
stanford-ai-2021	209	168	and	and	CC
stanford-ai-2021	209	169	Ivey	Ivey	NNP
stanford-ai-2021	209	170	Business	Business	NNP
stanford-ai-2021	209	171	School	School	NNP
stanford-ai-2021	209	172	,	,	,
stanford-ai-2021	209	173	Western	Western	NNP
stanford-ai-2021	209	174	University	University	NNP
stanford-ai-2021	209	175	found	find	VBD
stanford-ai-2021	209	176	that	that	IN
stanford-ai-2021	209	177	large	large	JJ
stanford-ai-2021	209	178	technology	technology	NN
stanford-ai-2021	209	179	firms	firm	NNS
stanford-ai-2021	209	180	have	have	VBP
stanford-ai-2021	209	181	increased	increase	VBN
stanford-ai-2021	209	182	participation	participation	NN
stanford-ai-2021	209	183	in	in	IN
stanford-ai-2021	209	184	major	major	JJ
stanford-ai-2021	209	185	AI	AI	NNP
stanford-ai-2021	209	186	conferences	conference	NNS
stanford-ai-2021	209	187	.	.	.
stanford-ai-2021	210	1	In	in	IN
stanford-ai-2021	210	2	their	-PRON-	PRP$
stanford-ai-2021	210	3	paper	paper	NN
stanford-ai-2021	210	4	,	,	,
stanford-ai-2021	210	5	titled	title	VBN
stanford-ai-2021	210	6	“	"	``
stanford-ai-2021	210	7	The	the	DT
stanford-ai-2021	210	8	De	De	NNP
stanford-ai-2021	210	9	-	-	NNP
stanford-ai-2021	210	10	Democratization	Democratization	NNP
stanford-ai-2021	210	11	of	of	IN
stanford-ai-2021	210	12	AI	AI	NNP
stanford-ai-2021	210	13	:	:	:
stanford-ai-2021	210	14	Deep	Deep	NNP
stanford-ai-2021	210	15	Learning	Learning	NNP
stanford-ai-2021	210	16	and	and	CC
stanford-ai-2021	210	17	the	the	DT
stanford-ai-2021	210	18	Compute	Compute	NNP
stanford-ai-2021	210	19	Divide	Divide	NNP
stanford-ai-2021	210	20	in	in	IN
stanford-ai-2021	210	21	Artificial	Artificial	NNP
stanford-ai-2021	210	22	Intelligence	Intelligence	NNP
stanford-ai-2021	210	23	Research	Research	NNP
stanford-ai-2021	210	24	,	,	,
stanford-ai-2021	210	25	”	"	''
stanford-ai-2021	210	26	the	the	DT
stanford-ai-2021	210	27	ressearchers	ressearcher	NNS
stanford-ai-2021	210	28	use	use	VBP
stanford-ai-2021	210	29	the	the	DT
stanford-ai-2021	210	30	share	share	NN
stanford-ai-2021	210	31	of	of	IN
stanford-ai-2021	210	32	papers	paper	NNS
stanford-ai-2021	210	33	affiliated	affiliate	VBN
stanford-ai-2021	210	34	with	with	IN
stanford-ai-2021	210	35	firms	firm	NNS
stanford-ai-2021	210	36	over	over	IN
stanford-ai-2021	210	37	time	time	NN
stanford-ai-2021	210	38	at	at	IN
stanford-ai-2021	210	39	AI	AI	NNP
stanford-ai-2021	210	40	conferences	conference	VBZ
stanford-ai-2021	210	41	to	to	TO
stanford-ai-2021	210	42	illustrate	illustrate	VB
stanford-ai-2021	210	43	the	the	DT
stanford-ai-2021	210	44	increased	increase	VBN
stanford-ai-2021	210	45	presence	presence	NN
stanford-ai-2021	210	46	of	of	IN
stanford-ai-2021	210	47	firms	firm	NNS
stanford-ai-2021	210	48	in	in	IN
stanford-ai-2021	210	49	AI	AI	NNP
stanford-ai-2021	210	50	research	research	NN
stanford-ai-2021	210	51	.	.	.
stanford-ai-2021	211	1	They	-PRON-	PRP
stanford-ai-2021	211	2	argue	argue	VBP
stanford-ai-2021	211	3	that	that	IN
stanford-ai-2021	211	4	the	the	DT
stanford-ai-2021	211	5	unequal	unequal	JJ
stanford-ai-2021	211	6	distribution	distribution	NN
stanford-ai-2021	211	7	of	of	IN
stanford-ai-2021	211	8	compute	compute	JJ
stanford-ai-2021	211	9	power	power	NN
stanford-ai-2021	211	10	in	in	IN
stanford-ai-2021	211	11	academia	academia	NN
stanford-ai-2021	211	12	,	,	,
stanford-ai-2021	211	13	which	which	WDT
stanford-ai-2021	211	14	they	-PRON-	PRP
stanford-ai-2021	211	15	refer	refer	VBP
stanford-ai-2021	211	16	to	to	IN
stanford-ai-2021	211	17	as	as	IN
stanford-ai-2021	211	18	the	the	DT
stanford-ai-2021	211	19	“	"	``
stanford-ai-2021	211	20	compute	compute	JJ
stanford-ai-2021	211	21	divide	divide	NN
stanford-ai-2021	211	22	,	,	,
stanford-ai-2021	211	23	”	"	''
stanford-ai-2021	211	24	is	be	VBZ
stanford-ai-2021	211	25	adding	add	VBG
stanford-ai-2021	211	26	to	to	IN
stanford-ai-2021	211	27	the	the	DT
stanford-ai-2021	211	28	inequality	inequality	NN
stanford-ai-2021	211	29	in	in	IN
stanford-ai-2021	211	30	the	the	DT
stanford-ai-2021	211	31	era	era	NN
stanford-ai-2021	211	32	of	of	IN
stanford-ai-2021	211	33	deep	deep	JJ
stanford-ai-2021	211	34	learning	learning	NN
stanford-ai-2021	211	35	.	.	.
stanford-ai-2021	212	1	Big	big	JJ
stanford-ai-2021	212	2	tech	tech	NN
stanford-ai-2021	212	3	firms	firm	NNS
stanford-ai-2021	212	4	tend	tend	VBP
stanford-ai-2021	212	5	to	to	TO
stanford-ai-2021	212	6	have	have	VB
stanford-ai-2021	212	7	more	more	JJR
stanford-ai-2021	212	8	resources	resource	NNS
stanford-ai-2021	212	9	to	to	TO
stanford-ai-2021	212	10	design	design	VB
stanford-ai-2021	212	11	AI	AI	NNP
stanford-ai-2021	212	12	products	product	NNS
stanford-ai-2021	212	13	,	,	,
stanford-ai-2021	212	14	but	but	CC
stanford-ai-2021	212	15	they	-PRON-	PRP
stanford-ai-2021	212	16	also	also	RB
stanford-ai-2021	212	17	tend	tend	VBP
stanford-ai-2021	212	18	to	to	TO
stanford-ai-2021	212	19	be	be	VB
stanford-ai-2021	212	20	less	less	RBR
stanford-ai-2021	212	21	diverse	diverse	JJ
stanford-ai-2021	212	22	than	than	IN
stanford-ai-2021	212	23	less	less	JJR
stanford-ai-2021	212	24	elite	elite	NNS
stanford-ai-2021	212	25	or	or	CC
stanford-ai-2021	212	26	smaller	small	JJR
stanford-ai-2021	212	27	institutions	institution	NNS
stanford-ai-2021	212	28	.	.	.
stanford-ai-2021	213	1	This	this	DT
stanford-ai-2021	213	2	raises	raise	VBZ
stanford-ai-2021	213	3	concerns	concern	NNS
stanford-ai-2021	213	4	about	about	IN
stanford-ai-2021	213	5	bias	bias	NN
stanford-ai-2021	213	6	and	and	CC
stanford-ai-2021	213	7	fairness	fairness	NN
stanford-ai-2021	213	8	within	within	IN
stanford-ai-2021	213	9	AI	AI	NNP
stanford-ai-2021	213	10	.	.	.
stanford-ai-2021	214	1	All	all	DT
stanford-ai-2021	214	2	10	10	CD
stanford-ai-2021	214	3	major	major	JJ
stanford-ai-2021	214	4	AI	AI	NNP
stanford-ai-2021	214	5	conferences	conference	NNS
stanford-ai-2021	214	6	displayed	display	VBN
stanford-ai-2021	214	7	in	in	IN
stanford-ai-2021	214	8	Figure	Figure	NNP
stanford-ai-2021	214	9	1.2.3	1.2.3	NNS
stanford-ai-2021	214	10	show	show	VBP
stanford-ai-2021	214	11	an	an	DT
stanford-ai-2021	214	12	upward	upward	JJ
stanford-ai-2021	214	13	trend	trend	NN
stanford-ai-2021	214	14	in	in	IN
stanford-ai-2021	214	15	corporate	corporate	JJ
stanford-ai-2021	214	16	representation	representation	NN
stanford-ai-2021	214	17	,	,	,
stanford-ai-2021	214	18	which	which	WDT
stanford-ai-2021	214	19	further	further	RB
stanford-ai-2021	214	20	extends	extend	VBZ
stanford-ai-2021	214	21	the	the	DT
stanford-ai-2021	214	22	compute	compute	NN
stanford-ai-2021	214	23	divide	divide	NN
stanford-ai-2021	214	24	.	.	.
stanford-ai-2021	215	1	0	0	CD
stanford-ai-2021	215	2	%	%	NN
stanford-ai-2021	215	3	10	10	CD
stanford-ai-2021	215	4	%	%	NN
stanford-ai-2021	215	5	20	20	CD
stanford-ai-2021	215	6	%	%	NN
stanford-ai-2021	215	7	30	30	CD
stanford-ai-2021	215	8	%	%	NN
stanford-ai-2021	215	9	40	40	CD
stanford-ai-2021	215	10	%	%	NN
stanford-ai-2021	215	11	0	0	CD
stanford-ai-2021	215	12	%	%	NN
stanford-ai-2021	215	13	10	10	CD
stanford-ai-2021	215	14	%	%	NN
stanford-ai-2021	215	15	20	20	CD
stanford-ai-2021	215	16	%	%	NN
stanford-ai-2021	215	17	30	30	CD
stanford-ai-2021	215	18	%	%	NN
stanford-ai-2021	215	19	40	40	CD
stanford-ai-2021	215	20	%	%	NN
stanford-ai-2021	215	21	0	0	CD
stanford-ai-2021	215	22	%	%	NN
stanford-ai-2021	215	23	10	10	CD
stanford-ai-2021	215	24	%	%	NN
stanford-ai-2021	215	25	20	20	CD
stanford-ai-2021	215	26	%	%	NN
stanford-ai-2021	215	27	30	30	CD
stanford-ai-2021	215	28	%	%	NN
stanford-ai-2021	215	29	40	40	CD
stanford-ai-2021	215	30	%	%	NN
stanford-ai-2021	215	31	30.8	30.8	CD
stanford-ai-2021	215	32	%	%	NN
stanford-ai-2021	215	33	KDD	KDD	NNP
stanford-ai-2021	215	34	29.0	29.0	CD
stanford-ai-2021	215	35	%	%	NN
stanford-ai-2021	215	36	NeurIPS	NeurIPS	-RRB-
stanford-ai-2021	215	37	28.7	28.7	CD
stanford-ai-2021	215	38	%	%	NN
stanford-ai-2021	215	39	ACL	ACL	NNP
stanford-ai-2021	215	40	28.5	28.5	CD
stanford-ai-2021	215	41	%	%	NN
stanford-ai-2021	215	42	EMNLP	EMNLP	NNP
stanford-ai-2021	215	43	27.9	27.9	CD
stanford-ai-2021	215	44	%	%	NN
stanford-ai-2021	215	45	ICML	icml	NN
stanford-ai-2021	215	46	25.6	25.6	CD
stanford-ai-2021	215	47	%	%	NN
stanford-ai-2021	215	48	ECCV	ECCV	NNP
stanford-ai-2021	215	49	23.7	23.7	CD
stanford-ai-2021	215	50	%	%	NN
stanford-ai-2021	215	51	ICCV	ICCV	NNP
stanford-ai-2021	215	52	21.9	21.9	CD
stanford-ai-2021	215	53	%	%	NN
stanford-ai-2021	215	54	CVPR	cvpr	NN
stanford-ai-2021	215	55	19.3	19.3	CD
stanford-ai-2021	215	56	%	%	NN
stanford-ai-2021	215	57	AAAI	aaai	NN
stanford-ai-2021	215	58	17.5	17.5	CD
stanford-ai-2021	215	59	%	%	NN
stanford-ai-2021	215	60	IJCAI	IJCAI	NNP
stanford-ai-2021	215	61	SHARE	share	NN
stanford-ai-2021	215	62	of	of	IN
stanford-ai-2021	215	63	FORTUNE	FORTUNE	NNP
stanford-ai-2021	215	64	GLOBAL	GLOBAL	VBD
stanford-ai-2021	215	65	500	500	CD
stanford-ai-2021	215	66	TECH	TECH	NNP
stanford-ai-2021	215	67	-	-	HYPH
stanford-ai-2021	215	68	AFFILIATED	AFFILIATED	NNP
stanford-ai-2021	215	69	PAPERS	PAPERS	NNP
stanford-ai-2021	215	70	Source	Source	NNP
stanford-ai-2021	215	71	:	:	:
stanford-ai-2021	215	72	Ahmed	Ahmed	NNP
stanford-ai-2021	215	73	&	&	CC
stanford-ai-2021	215	74	Wahed	Wahed	NNP
stanford-ai-2021	215	75	,	,	,
stanford-ai-2021	215	76	2020	2020	CD
stanford-ai-2021	215	77	|	|	CD
stanford-ai-2021	215	78	Chart	Chart	NNP
stanford-ai-2021	215	79	:	:	:
stanford-ai-2021	215	80	2021	2021	CD
stanford-ai-2021	215	81	AI	AI	NNP
stanford-ai-2021	215	82	Index	Index	NNP
stanford-ai-2021	215	83	Report	Report	NNP
stanford-ai-2021	215	84	%	%	NN
stanford-ai-2021	215	85	o	o	NN
stanford-ai-2021	215	86	f	f	NN
stanford-ai-2021	215	87	F	F	NNP
stanford-ai-2021	215	88	o	o	NNP
stanford-ai-2021	215	89	rt	rt	NNP
stanford-ai-2021	215	90	u	u	NNP
stanford-ai-2021	215	91	n	n	NNP
stanford-ai-2021	215	92	e	e	NNP
stanford-ai-2021	215	93	G	G	NNP
stanford-ai-2021	215	94	lo	lo	IN
stanford-ai-2021	215	95	b	b	NNP
stanford-ai-2021	215	96	al	al	NNP
stanford-ai-2021	215	97	5	5	CD
stanford-ai-2021	215	98	0	0	CD
stanford-ai-2021	215	99	0	0	CD
stanford-ai-2021	215	100	T	t	NN
stanford-ai-2021	215	101	ec	ec	NN
stanford-ai-2021	215	102	h	h	NN
stanford-ai-2021	215	103	-A	-A	:
stanford-ai-2021	215	104	ffi	ffi	NN
stanford-ai-2021	215	105	lia	lia	NNP
stanford-ai-2021	215	106	te	te	NNP
stanford-ai-2021	215	107	d	d	NNP
stanford-ai-2021	215	108	P	P	NNP
stanford-ai-2021	215	109	ap	ap	NNP
stanford-ai-2021	215	110	er	er	NNP
stanford-ai-2021	215	111	s	s	NNP
stanford-ai-2021	215	112	2000	2000	CD
stanford-ai-2021	215	113	2019	2019	CD
stanford-ai-2021	215	114	2000	2000	CD
stanford-ai-2021	215	115	2019	2019	CD
stanford-ai-2021	215	116	2000	2000	CD
stanford-ai-2021	215	117	2019	2019	CD
stanford-ai-2021	215	118	2000	2000	CD
stanford-ai-2021	215	119	2019	2019	CD
stanford-ai-2021	215	120	Figure	Figure	NNP
stanford-ai-2021	215	121	1.2.3	1.2.3	NNP
stanford-ai-2021	215	122	1	1	CD
stanford-ai-2021	215	123	.	.	.
stanford-ai-2021	216	1	2	2	CD
stanford-ai-2021	216	2	C	c	NN
stanford-ai-2021	216	3	O	o	NN
stanford-ai-2021	216	4	N	n	NN
stanford-ai-2021	216	5	F	f	NN
stanford-ai-2021	216	6	E	e	NN
stanford-ai-2021	216	7	R	r	NN
stanford-ai-2021	216	8	E	e	NN
stanford-ai-2021	216	9	N	n	NN
stanford-ai-2021	216	10	C	c	NN
stanford-ai-2021	216	11	E	e	NN
stanford-ai-2021	216	12	S	s	NN
stanford-ai-2021	216	13	C	c	NN
stanford-ai-2021	216	14	H	h	NN
stanford-ai-2021	216	15	A	a	NN
stanford-ai-2021	216	16	P	p	NN
stanford-ai-2021	216	17	T	t	NN
stanford-ai-2021	216	18	E	e	NN
stanford-ai-2021	216	19	R	r	NN
stanford-ai-2021	216	20	1	1	CD
stanford-ai-2021	216	21	:	:	:
stanford-ai-2021	216	22	R	r	NN
stanford-ai-2021	216	23	E	e	NN
stanford-ai-2021	216	24	S	s	NN
stanford-ai-2021	216	25	E	e	NN
stanford-ai-2021	216	26	A	a	NN
stanford-ai-2021	216	27	R	r	NN
stanford-ai-2021	216	28	C	c	NN
stanford-ai-2021	216	29	H	h	NN
stanford-ai-2021	216	30	&	&	CC
stanford-ai-2021	216	31	D	d	NN
stanford-ai-2021	216	32	E	e	NN
stanford-ai-2021	216	33	V	v	NN
stanford-ai-2021	216	34	E	e	NN
stanford-ai-2021	216	35	L	l	NN
stanford-ai-2021	216	36	O	o	NN
stanford-ai-2021	216	37	P	p	NN
stanford-ai-2021	216	38	M	m	NN
stanford-ai-2021	216	39	E	e	NN
stanford-ai-2021	216	40	N	n	NN
stanford-ai-2021	216	41	T	t	NN
stanford-ai-2021	216	42	https://arxiv.org/abs/2010.15581	https://arxiv.org/abs/2010.15581	NN
stanford-ai-2021	216	43	https://arxiv.org/abs/2010.15581	https://arxiv.org/abs/2010.15581	NNP
stanford-ai-2021	216	44	https://arxiv.org/abs/2010.15581	https://arxiv.org/abs/2010.15581	NNP
stanford-ai-2021	216	45	TA	ta	NN
stanford-ai-2021	216	46	B	b	NN
stanford-ai-2021	216	47	L	l	NN
stanford-ai-2021	216	48	E	e	NN
stanford-ai-2021	216	49	O	o	NN
stanford-ai-2021	216	50	F	f	NN
stanford-ai-2021	216	51	C	c	NN
stanford-ai-2021	216	52	O	o	NN
stanford-ai-2021	216	53	N	n	NN
stanford-ai-2021	216	54	T	t	NN
stanford-ai-2021	216	55	E	e	NN
stanford-ai-2021	216	56	N	n	NN
stanford-ai-2021	216	57	T	t	NN
stanford-ai-2021	216	58	S	s	NN
stanford-ai-2021	216	59	3	3	CD
stanford-ai-2021	216	60	9C	9c	NN
stanford-ai-2021	216	61	H	h	NN
stanford-ai-2021	216	62	A	a	NN
stanford-ai-2021	216	63	P	p	NN
stanford-ai-2021	216	64	T	t	NN
stanford-ai-2021	216	65	E	e	NN
stanford-ai-2021	216	66	R	r	NN
stanford-ai-2021	216	67	1	1	CD
stanford-ai-2021	216	68	P	p	NN
stanford-ai-2021	216	69	R	r	NN
stanford-ai-2021	216	70	E	e	NN
stanford-ai-2021	216	71	V	v	NN
stanford-ai-2021	216	72	I	i	NN
stanford-ai-2021	216	73	E	e	NN
stanford-ai-2021	216	74	W	W	NNP
stanford-ai-2021	216	75	Artificial	Artificial	NNP
stanford-ai-2021	216	76	Intelligence	Intelligence	NNP
stanford-ai-2021	216	77	Index	Index	NNP
stanford-ai-2021	216	78	Report	Report	NNP
stanford-ai-2021	216	79	2021	2021	CD
stanford-ai-2021	216	80	A	a	DT
stanford-ai-2021	216	81	software	software	NN
stanford-ai-2021	216	82	library	library	NN
stanford-ai-2021	216	83	is	be	VBZ
stanford-ai-2021	216	84	a	a	DT
stanford-ai-2021	216	85	collection	collection	NN
stanford-ai-2021	216	86	of	of	IN
stanford-ai-2021	216	87	computer	computer	NN
stanford-ai-2021	216	88	code	code	NN
stanford-ai-2021	216	89	that	that	WDT
stanford-ai-2021	216	90	is	be	VBZ
stanford-ai-2021	216	91	used	use	VBN
stanford-ai-2021	216	92	to	to	TO
stanford-ai-2021	216	93	create	create	VB
stanford-ai-2021	216	94	applications	application	NNS
stanford-ai-2021	216	95	and	and	CC
stanford-ai-2021	216	96	products	product	NNS
stanford-ai-2021	216	97	.	.	.
stanford-ai-2021	217	1	Popular	Popular	NNP
stanford-ai-2021	217	2	AI	AI	NNP
stanford-ai-2021	217	3	-	-	HYPH
stanford-ai-2021	217	4	specific	specific	JJ
stanford-ai-2021	217	5	software	software	NN
stanford-ai-2021	217	6	libraries	library	NNS
stanford-ai-2021	217	7	—	—	:
stanford-ai-2021	217	8	such	such	JJ
stanford-ai-2021	217	9	as	as	IN
stanford-ai-2021	217	10	TensorFlow	TensorFlow	NNP
stanford-ai-2021	217	11	and	and	CC
stanford-ai-2021	217	12	PyTorch	PyTorch	NNP
stanford-ai-2021	217	13	—	—	:
stanford-ai-2021	217	14	help	help	NN
stanford-ai-2021	217	15	developers	developer	NNS
stanford-ai-2021	217	16	create	create	VB
stanford-ai-2021	217	17	their	-PRON-	PRP$
stanford-ai-2021	217	18	AI	AI	NNP
stanford-ai-2021	217	19	solutions	solution	NNS
stanford-ai-2021	217	20	quickly	quickly	RB
stanford-ai-2021	217	21	and	and	CC
stanford-ai-2021	217	22	efficiently	efficiently	RB
stanford-ai-2021	217	23	.	.	.
stanford-ai-2021	218	1	This	this	DT
stanford-ai-2021	218	2	section	section	NN
stanford-ai-2021	218	3	analyzes	analyze	VBZ
stanford-ai-2021	218	4	the	the	DT
stanford-ai-2021	218	5	popularity	popularity	NN
stanford-ai-2021	218	6	of	of	IN
stanford-ai-2021	218	7	software	software	NN
stanford-ai-2021	218	8	libraries	library	NNS
stanford-ai-2021	218	9	through	through	IN
stanford-ai-2021	218	10	GitHub	GitHub	NNP
stanford-ai-2021	218	11	data	datum	NNS
stanford-ai-2021	218	12	.	.	.
stanford-ai-2021	219	1	G	g	NN
stanford-ai-2021	219	2	I	i	NN
stanford-ai-2021	219	3	T	t	NN
stanford-ai-2021	219	4	H	h	NN
stanford-ai-2021	219	5	U	u	NN
stanford-ai-2021	219	6	B	b	NN
stanford-ai-2021	219	7	S	S	NNP
stanford-ai-2021	219	8	TA	TA	NNP
stanford-ai-2021	219	9	R	r	NN
stanford-ai-2021	219	10	S	S	NNP
stanford-ai-2021	219	11	GitHub	GitHub	NNP
stanford-ai-2021	219	12	is	be	VBZ
stanford-ai-2021	219	13	a	a	DT
stanford-ai-2021	219	14	code	code	NN
stanford-ai-2021	219	15	hosting	hosting	NN
stanford-ai-2021	219	16	platform	platform	NN
stanford-ai-2021	219	17	that	that	WDT
stanford-ai-2021	219	18	AI	AI	NNP
stanford-ai-2021	219	19	researchers	researcher	NNS
stanford-ai-2021	219	20	and	and	CC
stanford-ai-2021	219	21	developers	developer	NNS
stanford-ai-2021	219	22	frequently	frequently	RB
stanford-ai-2021	219	23	use	use	VBP
stanford-ai-2021	219	24	to	to	TO
stanford-ai-2021	219	25	upload	upload	JJ
stanford-ai-2021	219	26	,	,	,
stanford-ai-2021	219	27	comment	comment	VB
stanford-ai-2021	219	28	on	on	IN
stanford-ai-2021	219	29	,	,	,
stanford-ai-2021	219	30	and	and	CC
stanford-ai-2021	219	31	download	download	NN
stanford-ai-2021	219	32	software	software	NN
stanford-ai-2021	219	33	.	.	.
stanford-ai-2021	220	1	GitHub	GitHub	NNP
stanford-ai-2021	220	2	users	user	NNS
stanford-ai-2021	220	3	can	can	MD
stanford-ai-2021	220	4	“	"	``
stanford-ai-2021	220	5	star	star	VB
stanford-ai-2021	220	6	”	"	''
stanford-ai-2021	220	7	a	a	DT
stanford-ai-2021	220	8	project	project	NN
stanford-ai-2021	220	9	to	to	TO
stanford-ai-2021	220	10	save	save	VB
stanford-ai-2021	220	11	it	-PRON-	PRP
stanford-ai-2021	220	12	in	in	IN
stanford-ai-2021	220	13	their	-PRON-	PRP$
stanford-ai-2021	220	14	list	list	NN
stanford-ai-2021	220	15	,	,	,
stanford-ai-2021	220	16	thereby	thereby	RB
stanford-ai-2021	220	17	expressing	express	VBG
stanford-ai-2021	220	18	their	-PRON-	PRP$
stanford-ai-2021	220	19	interests	interest	NNS
stanford-ai-2021	220	20	and	and	CC
stanford-ai-2021	220	21	likes	like	NNS
stanford-ai-2021	220	22	—	—	:
stanford-ai-2021	220	23	similar	similar	JJ
stanford-ai-2021	220	24	to	to	IN
stanford-ai-2021	220	25	the	the	DT
stanford-ai-2021	220	26	“	"	``
stanford-ai-2021	220	27	like	like	UH
stanford-ai-2021	220	28	’	'	''
stanford-ai-2021	220	29	’	'	''
stanford-ai-2021	220	30	function	function	NN
stanford-ai-2021	220	31	on	on	IN
stanford-ai-2021	220	32	Twitter	Twitter	NNP
stanford-ai-2021	220	33	and	and	CC
stanford-ai-2021	220	34	other	other	JJ
stanford-ai-2021	220	35	social	social	JJ
stanford-ai-2021	220	36	media	medium	NNS
stanford-ai-2021	220	37	platforms	platform	NNS
stanford-ai-2021	220	38	.	.	.
stanford-ai-2021	221	1	As	as	IN
stanford-ai-2021	221	2	AI	AI	NNP
stanford-ai-2021	221	3	researchers	researcher	VBZ
stanford-ai-2021	221	4	upload	upload	JJ
stanford-ai-2021	221	5	packages	package	NNS
stanford-ai-2021	221	6	on	on	IN
stanford-ai-2021	221	7	GitHub	GitHub	NNP
stanford-ai-2021	221	8	that	that	WDT
stanford-ai-2021	221	9	mention	mention	VBP
stanford-ai-2021	221	10	the	the	DT
stanford-ai-2021	221	11	use	use	NN
stanford-ai-2021	221	12	of	of	IN
stanford-ai-2021	221	13	an	an	DT
stanford-ai-2021	221	14	open-	open-	JJ
stanford-ai-2021	221	15	source	source	NN
stanford-ai-2021	221	16	library	library	NN
stanford-ai-2021	221	17	,	,	,
stanford-ai-2021	221	18	the	the	DT
stanford-ai-2021	221	19	“	"	``
stanford-ai-2021	221	20	star	star	NN
stanford-ai-2021	221	21	”	"	''
stanford-ai-2021	221	22	function	function	NN
stanford-ai-2021	221	23	on	on	IN
stanford-ai-2021	221	24	GitHub	GitHub	NNP
stanford-ai-2021	221	25	can	can	MD
stanford-ai-2021	221	26	be	be	VB
stanford-ai-2021	221	27	used	use	VBN
stanford-ai-2021	221	28	to	to	TO
stanford-ai-2021	221	29	measure	measure	VB
stanford-ai-2021	221	30	the	the	DT
stanford-ai-2021	221	31	popularity	popularity	NN
stanford-ai-2021	221	32	of	of	IN
stanford-ai-2021	221	33	various	various	JJ
stanford-ai-2021	221	34	AI	AI	NNP
stanford-ai-2021	221	35	programming	programming	NN
stanford-ai-2021	221	36	open	open	JJ
stanford-ai-2021	221	37	-	-	HYPH
stanford-ai-2021	221	38	source	source	NN
stanford-ai-2021	221	39	libraries	library	NNS
stanford-ai-2021	221	40	.	.	.
stanford-ai-2021	222	1	Figure	figure	NN
stanford-ai-2021	222	2	1.3.1	1.3.1	NNP
stanford-ai-2021	222	3	suggests	suggest	VBZ
stanford-ai-2021	222	4	that	that	IN
stanford-ai-2021	222	5	TensorFlow	TensorFlow	NNP
stanford-ai-2021	222	6	(	(	-LRB-
stanford-ai-2021	222	7	developed	develop	VBN
stanford-ai-2021	222	8	by	by	IN
stanford-ai-2021	222	9	Google	Google	NNP
stanford-ai-2021	222	10	and	and	CC
stanford-ai-2021	222	11	publicly	publicly	RB
stanford-ai-2021	222	12	released	release	VBN
stanford-ai-2021	222	13	in	in	IN
stanford-ai-2021	222	14	2017	2017	CD
stanford-ai-2021	222	15	)	)	-RRB-
stanford-ai-2021	222	16	is	be	VBZ
stanford-ai-2021	222	17	the	the	DT
stanford-ai-2021	222	18	most	most	RBS
stanford-ai-2021	222	19	popular	popular	JJ
stanford-ai-2021	222	20	AI	AI	NNP
stanford-ai-2021	222	21	software	software	NN
stanford-ai-2021	222	22	library	library	NN
stanford-ai-2021	222	23	.	.	.
stanford-ai-2021	223	1	The	the	DT
stanford-ai-2021	223	2	second	second	JJ
stanford-ai-2021	223	3	most	most	RBS
stanford-ai-2021	223	4	popular	popular	JJ
stanford-ai-2021	223	5	library	library	NN
stanford-ai-2021	223	6	in	in	IN
stanford-ai-2021	223	7	2020	2020	CD
stanford-ai-2021	223	8	is	be	VBZ
stanford-ai-2021	223	9	Keras	Keras	NNP
stanford-ai-2021	223	10	(	(	-LRB-
stanford-ai-2021	223	11	also	also	RB
stanford-ai-2021	223	12	developed	develop	VBN
stanford-ai-2021	223	13	by	by	IN
stanford-ai-2021	223	14	Google	Google	NNP
stanford-ai-2021	223	15	and	and	CC
stanford-ai-2021	223	16	built	build	VBN
stanford-ai-2021	223	17	on	on	IN
stanford-ai-2021	223	18	top	top	NN
stanford-ai-2021	223	19	of	of	IN
stanford-ai-2021	223	20	TensorFlow	TensorFlow	NNP
stanford-ai-2021	223	21	2.0	2.0	CD
stanford-ai-2021	223	22	)	)	-RRB-
stanford-ai-2021	223	23	.	.	.
stanford-ai-2021	224	1	Excluding	exclude	VBG
stanford-ai-2021	224	2	TensorFlow	TensorFlow	NNP
stanford-ai-2021	224	3	,	,	,
stanford-ai-2021	224	4	Figure	figure	NN
stanford-ai-2021	224	5	1.3.2	1.3.2	CD
stanford-ai-2021	224	6	shows	show	VBZ
stanford-ai-2021	224	7	that	that	IN
stanford-ai-2021	224	8	PyTorch	PyTorch	NNP
stanford-ai-2021	224	9	(	(	-LRB-
stanford-ai-2021	224	10	created	create	VBN
stanford-ai-2021	224	11	by	by	IN
stanford-ai-2021	224	12	Facebook	Facebook	NNP
stanford-ai-2021	224	13	)	)	-RRB-
stanford-ai-2021	224	14	is	be	VBZ
stanford-ai-2021	224	15	another	another	DT
stanford-ai-2021	224	16	library	library	NN
stanford-ai-2021	224	17	that	that	WDT
stanford-ai-2021	224	18	is	be	VBZ
stanford-ai-2021	224	19	becoming	become	VBG
stanford-ai-2021	224	20	increasingly	increasingly	RB
stanford-ai-2021	224	21	popular	popular	JJ
stanford-ai-2021	224	22	.	.	.
stanford-ai-2021	225	1	1.3	1.3	CD
stanford-ai-2021	225	2	AI	AI	NNP
stanford-ai-2021	225	3	OPEN	OPEN	NNP
stanford-ai-2021	225	4	-	-	HYPH
stanford-ai-2021	225	5	SOURCE	SOURCE	NNP
stanford-ai-2021	225	6	SOFTWARE	SOFTWARE	NNP
stanford-ai-2021	225	7	LIBRARIES	library	NNS
stanford-ai-2021	225	8	1	1	CD
stanford-ai-2021	225	9	.	.	.
stanford-ai-2021	226	1	3	3	LS
stanford-ai-2021	226	2	A	a	NN
stanford-ai-2021	226	3	I	i	NN
stanford-ai-2021	226	4	O	o	NN
stanford-ai-2021	226	5	P	p	NN
stanford-ai-2021	226	6	E	e	NN
stanford-ai-2021	226	7	N	n	NN
stanford-ai-2021	226	8	-	-	HYPH
stanford-ai-2021	226	9	S	s	NN
stanford-ai-2021	226	10	O	o	NN
stanford-ai-2021	226	11	U	u	NN
stanford-ai-2021	226	12	R	r	NN
stanford-ai-2021	226	13	C	c	NN
stanford-ai-2021	226	14	E	e	NN
stanford-ai-2021	226	15	S	s	NN
stanford-ai-2021	226	16	O	o	NN
stanford-ai-2021	226	17	F	f	NN
stanford-ai-2021	226	18	T	t	NN
stanford-ai-2021	226	19	WA	wa	NN
stanford-ai-2021	226	20	R	r	NN
stanford-ai-2021	226	21	E	e	NN
stanford-ai-2021	226	22	L	l	NN
stanford-ai-2021	226	23	I	i	NN
stanford-ai-2021	226	24	B	b	NN
stanford-ai-2021	226	25	R	r	NN
stanford-ai-2021	226	26	A	a	NN
stanford-ai-2021	226	27	R	r	NN
stanford-ai-2021	226	28	I	i	NN
stanford-ai-2021	226	29	E	e	NN
stanford-ai-2021	226	30	S	s	NN
stanford-ai-2021	226	31	C	c	NN
stanford-ai-2021	226	32	H	h	NN
stanford-ai-2021	226	33	A	a	NN
stanford-ai-2021	226	34	P	p	NN
stanford-ai-2021	226	35	T	t	NN
stanford-ai-2021	226	36	E	e	NN
stanford-ai-2021	226	37	R	r	NN
stanford-ai-2021	226	38	1	1	CD
stanford-ai-2021	226	39	:	:	:
stanford-ai-2021	226	40	R	r	NN
stanford-ai-2021	226	41	E	e	NN
stanford-ai-2021	226	42	S	s	NN
stanford-ai-2021	226	43	E	e	NN
stanford-ai-2021	226	44	A	a	NN
stanford-ai-2021	226	45	R	r	NN
stanford-ai-2021	226	46	C	c	NN
stanford-ai-2021	226	47	H	h	NN
stanford-ai-2021	226	48	&	&	CC
stanford-ai-2021	226	49	D	d	NN
stanford-ai-2021	226	50	E	e	NN
stanford-ai-2021	226	51	V	v	NN
stanford-ai-2021	226	52	E	e	NN
stanford-ai-2021	226	53	L	l	NN
stanford-ai-2021	226	54	O	o	NN
stanford-ai-2021	226	55	P	p	NN
stanford-ai-2021	226	56	M	m	NN
stanford-ai-2021	226	57	E	e	NN
stanford-ai-2021	226	58	N	n	NN
stanford-ai-2021	226	59	T	T	NNP
stanford-ai-2021	226	60	TensorFlow	TensorFlow	NNP
stanford-ai-2021	226	61	(	(	-LRB-
stanford-ai-2021	226	62	developed	develop	VBN
stanford-ai-2021	226	63	by	by	IN
stanford-ai-2021	226	64	Google	Google	NNP
stanford-ai-2021	226	65	and	and	CC
stanford-ai-2021	226	66	publicly	publicly	RB
stanford-ai-2021	226	67	released	release	VBN
stanford-ai-2021	226	68	in	in	IN
stanford-ai-2021	226	69	2017	2017	CD
stanford-ai-2021	226	70	)	)	-RRB-
stanford-ai-2021	226	71	is	be	VBZ
stanford-ai-2021	226	72	the	the	DT
stanford-ai-2021	226	73	most	most	RBS
stanford-ai-2021	226	74	popular	popular	JJ
stanford-ai-2021	226	75	AI	AI	NNP
stanford-ai-2021	226	76	software	software	NN
stanford-ai-2021	226	77	library	library	NN
stanford-ai-2021	226	78	.	.	.
stanford-ai-2021	227	1	The	the	DT
stanford-ai-2021	227	2	second	second	JJ
stanford-ai-2021	227	3	most	most	RBS
stanford-ai-2021	227	4	popular	popular	JJ
stanford-ai-2021	227	5	library	library	NN
stanford-ai-2021	227	6	in	in	IN
stanford-ai-2021	227	7	2020	2020	CD
stanford-ai-2021	227	8	is	be	VBZ
stanford-ai-2021	227	9	Keras	Keras	NNP
stanford-ai-2021	227	10	(	(	-LRB-
stanford-ai-2021	227	11	also	also	RB
stanford-ai-2021	227	12	developed	develop	VBN
stanford-ai-2021	227	13	by	by	IN
stanford-ai-2021	227	14	Google	Google	NNP
stanford-ai-2021	227	15	and	and	CC
stanford-ai-2021	227	16	built	build	VBN
stanford-ai-2021	227	17	on	on	IN
stanford-ai-2021	227	18	top	top	NN
stanford-ai-2021	227	19	of	of	IN
stanford-ai-2021	227	20	TensorFlow	TensorFlow	NNP
stanford-ai-2021	227	21	2.0	2.0	CD
stanford-ai-2021	227	22	)	)	-RRB-
stanford-ai-2021	227	23	.	.	.
stanford-ai-2021	228	1	TA	TA	NNP
stanford-ai-2021	228	2	B	B	NNP
stanford-ai-2021	228	3	L	l	NN
stanford-ai-2021	228	4	E	e	NN
stanford-ai-2021	228	5	O	o	NN
stanford-ai-2021	228	6	F	f	NN
stanford-ai-2021	228	7	C	c	NN
stanford-ai-2021	228	8	O	o	NN
stanford-ai-2021	228	9	N	n	NN
stanford-ai-2021	228	10	T	t	NN
stanford-ai-2021	228	11	E	e	NN
stanford-ai-2021	228	12	N	n	NN
stanford-ai-2021	228	13	T	t	NN
stanford-ai-2021	228	14	S	s	NN
stanford-ai-2021	228	15	4	4	CD
stanford-ai-2021	228	16	0C	0c	NN
stanford-ai-2021	228	17	H	h	NN
stanford-ai-2021	228	18	A	a	NN
stanford-ai-2021	228	19	P	p	NN
stanford-ai-2021	228	20	T	t	NN
stanford-ai-2021	228	21	E	e	NN
stanford-ai-2021	228	22	R	r	NN
stanford-ai-2021	228	23	1	1	CD
stanford-ai-2021	228	24	P	p	NN
stanford-ai-2021	228	25	R	r	NN
stanford-ai-2021	228	26	E	e	NN
stanford-ai-2021	228	27	V	v	NN
stanford-ai-2021	228	28	I	i	NN
stanford-ai-2021	228	29	E	e	NN
stanford-ai-2021	228	30	W	W	NNP
stanford-ai-2021	228	31	Artificial	Artificial	NNP
stanford-ai-2021	228	32	Intelligence	Intelligence	NNP
stanford-ai-2021	228	33	Index	Index	NNP
stanford-ai-2021	228	34	Report	Report	NNP
stanford-ai-2021	228	35	2021	2021	CD
stanford-ai-2021	228	36	2014	2014	CD
stanford-ai-2021	228	37	2015	2015	CD
stanford-ai-2021	228	38	2016	2016	CD
stanford-ai-2021	228	39	2017	2017	CD
stanford-ai-2021	228	40	2018	2018	CD
stanford-ai-2021	228	41	2019	2019	CD
stanford-ai-2021	228	42	2020	2020	CD
stanford-ai-2021	228	43	0	0	CD
stanford-ai-2021	228	44	10	10	CD
stanford-ai-2021	228	45	20	20	CD
stanford-ai-2021	228	46	30	30	CD
stanford-ai-2021	228	47	40	40	CD
stanford-ai-2021	228	48	50	50	CD
stanford-ai-2021	228	49	C	c	NN
stanford-ai-2021	228	50	u	u	NNP
stanford-ai-2021	228	51	m	m	NNP
stanford-ai-2021	228	52	u	u	NNP
stanford-ai-2021	228	53	la	la	NNP
stanford-ai-2021	228	54	ti	ti	NNP
stanford-ai-2021	228	55	ve	ve	NNP
stanford-ai-2021	228	56	G	g	NN
stanford-ai-2021	228	57	it	-PRON-	PRP
stanford-ai-2021	228	58	h	h	VBZ
stanford-ai-2021	228	59	u	u	NNP
stanford-ai-2021	228	60	b	b	NNP
stanford-ai-2021	228	61	S	S	NNP
stanford-ai-2021	228	62	ta	ta	NNP
stanford-ai-2021	228	63	rs	rs	NN
stanford-ai-2021	228	64	(	(	-LRB-
stanford-ai-2021	228	65	in	in	IN
stanford-ai-2021	228	66	T	t	NN
stanford-ai-2021	228	67	h	h	NN
stanford-ai-2021	228	68	o	o	NN
stanford-ai-2021	228	69	u	u	NN
stanford-ai-2021	228	70	sa	sa	NNP
stanford-ai-2021	228	71	n	n	NNP
stanford-ai-2021	228	72	d	d	NNP
stanford-ai-2021	228	73	)	)	-RRB-
stanford-ai-2021	228	74	45	45	CD
stanford-ai-2021	228	75	Sckit	Sckit	NNPS
stanford-ai-2021	228	76	-	-	HYPH
stanford-ai-2021	228	77	learn	learn	VB
stanford-ai-2021	228	78	19	19	CD
stanford-ai-2021	228	79	MXNet	MXNet	NNP
stanford-ai-2021	228	80	51	51	CD
stanford-ai-2021	228	81	Keras	Keras	NNP
stanford-ai-2021	228	82	8	8	CD
stanford-ai-2021	228	83	Caffe2	caffe2	NN
stanford-ai-2021	228	84	9	9	CD
stanford-ai-2021	228	85	Theano	Theano	NNP
stanford-ai-2021	228	86	46	46	CD
stanford-ai-2021	228	87	PyTorch	PyTorch	NNP
stanford-ai-2021	228	88	17	17	CD
stanford-ai-2021	228	89	Cntk	Cntk	NNP
stanford-ai-2021	228	90	31	31	CD
stanford-ai-2021	228	91	BVLC	BVLC	NNP
stanford-ai-2021	228	92	/	/	SYM
stanford-ai-2021	228	93	caffe	caffe	NN
stanford-ai-2021	228	94	NUMBER	NUMBER	NNP
stanford-ai-2021	228	95	of	of	IN
stanford-ai-2021	228	96	GITHUB	GITHUB	NNP
stanford-ai-2021	228	97	STARS	star	NNS
stanford-ai-2021	228	98	by	by	IN
stanford-ai-2021	228	99	AI	AI	NNP
stanford-ai-2021	228	100	LIBRARY	LIBRARY	NNP
stanford-ai-2021	228	101	(	(	-LRB-
stanford-ai-2021	228	102	excluding	exclude	VBG
stanford-ai-2021	228	103	TENSORFLOW	TENSORFLOW	NNP
stanford-ai-2021	228	104	)	)	-RRB-
stanford-ai-2021	228	105	,	,	,
stanford-ai-2021	228	106	2014	2014	CD
stanford-ai-2021	228	107	-	-	SYM
stanford-ai-2021	228	108	20	20	CD
stanford-ai-2021	228	109	Source	source	NN
stanford-ai-2021	228	110	:	:	:
stanford-ai-2021	228	111	GitHub	GitHub	NNP
stanford-ai-2021	228	112	,	,	,
stanford-ai-2021	228	113	2020	2020	CD
stanford-ai-2021	228	114	|	|	CD
stanford-ai-2021	228	115	Chart	Chart	NNP
stanford-ai-2021	228	116	:	:	:
stanford-ai-2021	228	117	2021	2021	CD
stanford-ai-2021	228	118	AI	AI	NNP
stanford-ai-2021	228	119	Index	Index	NNP
stanford-ai-2021	228	120	Report	Report	NNP
stanford-ai-2021	228	121	1	1	CD
stanford-ai-2021	228	122	.	.	.
stanford-ai-2021	229	1	3	3	LS
stanford-ai-2021	229	2	A	a	NN
stanford-ai-2021	229	3	I	i	NN
stanford-ai-2021	229	4	O	o	NN
stanford-ai-2021	229	5	P	p	NN
stanford-ai-2021	229	6	E	e	NN
stanford-ai-2021	229	7	N	n	NN
stanford-ai-2021	229	8	-	-	HYPH
stanford-ai-2021	229	9	S	s	NN
stanford-ai-2021	229	10	O	o	NN
stanford-ai-2021	229	11	U	u	NN
stanford-ai-2021	229	12	R	r	NN
stanford-ai-2021	229	13	C	c	NN
stanford-ai-2021	229	14	E	e	NN
stanford-ai-2021	229	15	S	s	NN
stanford-ai-2021	229	16	O	o	NN
stanford-ai-2021	229	17	F	f	NN
stanford-ai-2021	229	18	T	t	NN
stanford-ai-2021	229	19	WA	wa	NN
stanford-ai-2021	229	20	R	r	NN
stanford-ai-2021	229	21	E	e	NN
stanford-ai-2021	229	22	L	l	NN
stanford-ai-2021	229	23	I	i	NN
stanford-ai-2021	229	24	B	b	NN
stanford-ai-2021	229	25	R	r	NN
stanford-ai-2021	229	26	A	a	NN
stanford-ai-2021	229	27	R	r	NN
stanford-ai-2021	229	28	I	i	NN
stanford-ai-2021	229	29	E	e	NN
stanford-ai-2021	229	30	S	s	NN
stanford-ai-2021	229	31	C	c	NN
stanford-ai-2021	229	32	H	h	NN
stanford-ai-2021	229	33	A	a	NN
stanford-ai-2021	229	34	P	p	NN
stanford-ai-2021	229	35	T	t	NN
stanford-ai-2021	229	36	E	e	NN
stanford-ai-2021	229	37	R	r	NN
stanford-ai-2021	229	38	1	1	CD
stanford-ai-2021	229	39	:	:	:
stanford-ai-2021	229	40	R	r	NN
stanford-ai-2021	229	41	E	e	NN
stanford-ai-2021	229	42	S	s	NN
stanford-ai-2021	229	43	E	e	NN
stanford-ai-2021	229	44	A	a	NN
stanford-ai-2021	229	45	R	r	NN
stanford-ai-2021	229	46	C	c	NN
stanford-ai-2021	229	47	H	h	NN
stanford-ai-2021	229	48	&	&	CC
stanford-ai-2021	229	49	D	d	NN
stanford-ai-2021	229	50	E	e	NN
stanford-ai-2021	229	51	V	v	NN
stanford-ai-2021	229	52	E	e	NN
stanford-ai-2021	229	53	L	l	NN
stanford-ai-2021	229	54	O	o	NN
stanford-ai-2021	229	55	P	p	NN
stanford-ai-2021	229	56	M	m	NN
stanford-ai-2021	229	57	E	e	NN
stanford-ai-2021	229	58	N	n	NN
stanford-ai-2021	229	59	T	t	NN
stanford-ai-2021	229	60	Figure	figure	NN
stanford-ai-2021	229	61	1.3.2	1.3.2	CD
stanford-ai-2021	229	62	2014	2014	CD
stanford-ai-2021	229	63	2015	2015	CD
stanford-ai-2021	229	64	2016	2016	CD
stanford-ai-2021	229	65	2017	2017	CD
stanford-ai-2021	229	66	2018	2018	CD
stanford-ai-2021	229	67	2019	2019	CD
stanford-ai-2021	229	68	2020	2020	CD
stanford-ai-2021	229	69	0	0	CD
stanford-ai-2021	229	70	50	50	CD
stanford-ai-2021	229	71	100	100	CD
stanford-ai-2021	229	72	150	150	CD
stanford-ai-2021	229	73	C	c	NN
stanford-ai-2021	229	74	u	u	NNP
stanford-ai-2021	229	75	m	m	NNP
stanford-ai-2021	229	76	u	u	NNP
stanford-ai-2021	229	77	la	la	NNP
stanford-ai-2021	229	78	ti	ti	NNP
stanford-ai-2021	229	79	ve	ve	NNP
stanford-ai-2021	229	80	G	g	NN
stanford-ai-2021	229	81	it	-PRON-	PRP
stanford-ai-2021	229	82	h	h	VBZ
stanford-ai-2021	229	83	u	u	NNP
stanford-ai-2021	229	84	b	b	NNP
stanford-ai-2021	229	85	S	S	NNP
stanford-ai-2021	229	86	ta	ta	NNP
stanford-ai-2021	229	87	rs	rs	NN
stanford-ai-2021	229	88	(	(	-LRB-
stanford-ai-2021	229	89	in	in	IN
stanford-ai-2021	229	90	T	t	NN
stanford-ai-2021	229	91	h	h	NN
stanford-ai-2021	229	92	o	o	NN
stanford-ai-2021	229	93	u	u	NN
stanford-ai-2021	229	94	sa	sa	NNP
stanford-ai-2021	229	95	n	n	NNP
stanford-ai-2021	229	96	d	d	NNP
stanford-ai-2021	229	97	)	)	-RRB-
stanford-ai-2021	229	98	45	45	CD
stanford-ai-2021	229	99	Sckit	Sckit	NNPS
stanford-ai-2021	229	100	-	-	HYPH
stanford-ai-2021	229	101	learn	learn	VB
stanford-ai-2021	229	102	19	19	CD
stanford-ai-2021	229	103	MXNet	MXNet	NNP
stanford-ai-2021	229	104	51	51	CD
stanford-ai-2021	229	105	Keras	Keras	NNP
stanford-ai-2021	229	106	8	8	CD
stanford-ai-2021	229	107	Caffe2	caffe2	NN
stanford-ai-2021	229	108	9	9	CD
stanford-ai-2021	229	109	Theano	Theano	NNP
stanford-ai-2021	229	110	153	153	CD
stanford-ai-2021	229	111	TensorFlow	TensorFlow	NNP
stanford-ai-2021	229	112	46	46	CD
stanford-ai-2021	229	113	PyTorch	PyTorch	NNP
stanford-ai-2021	229	114	17	17	CD
stanford-ai-2021	229	115	Cntk	Cntk	NNP
stanford-ai-2021	229	116	31	31	CD
stanford-ai-2021	229	117	BVLC	BVLC	NNP
stanford-ai-2021	229	118	/	/	SYM
stanford-ai-2021	229	119	caffe	caffe	NN
stanford-ai-2021	229	120	NUMBER	NUMBER	NNP
stanford-ai-2021	229	121	of	of	IN
stanford-ai-2021	229	122	GITHUB	GITHUB	NNP
stanford-ai-2021	229	123	STARS	star	NNS
stanford-ai-2021	229	124	by	by	IN
stanford-ai-2021	229	125	AI	AI	NNP
stanford-ai-2021	229	126	LIBRARY	LIBRARY	NNP
stanford-ai-2021	229	127	,	,	,
stanford-ai-2021	229	128	2014	2014	CD
stanford-ai-2021	229	129	-	-	SYM
stanford-ai-2021	229	130	20	20	CD
stanford-ai-2021	229	131	Source	source	NN
stanford-ai-2021	229	132	:	:	:
stanford-ai-2021	229	133	GitHub	GitHub	NNP
stanford-ai-2021	229	134	,	,	,
stanford-ai-2021	229	135	2020	2020	CD
stanford-ai-2021	229	136	|	|	CD
stanford-ai-2021	229	137	Chart	Chart	NNP
stanford-ai-2021	229	138	:	:	:
stanford-ai-2021	229	139	2021	2021	CD
stanford-ai-2021	229	140	AI	AI	NNP
stanford-ai-2021	229	141	Index	Index	NNP
stanford-ai-2021	229	142	Report	Report	NNP
stanford-ai-2021	229	143	Figure	Figure	NNP
stanford-ai-2021	229	144	1.3.1	1.3.1	NNP
stanford-ai-2021	229	145	TA	TA	NNP
stanford-ai-2021	229	146	B	b	NN
stanford-ai-2021	229	147	L	l	NN
stanford-ai-2021	229	148	E	e	NN
stanford-ai-2021	229	149	O	o	NN
stanford-ai-2021	229	150	F	f	NN
stanford-ai-2021	229	151	C	c	NN
stanford-ai-2021	229	152	O	o	NN
stanford-ai-2021	229	153	N	n	NN
stanford-ai-2021	229	154	T	t	NN
stanford-ai-2021	229	155	E	e	NN
stanford-ai-2021	229	156	N	n	NN
stanford-ai-2021	229	157	T	t	NN
stanford-ai-2021	229	158	S	s	NN
stanford-ai-2021	229	159	41C	41c	CD
stanford-ai-2021	229	160	H	h	NN
stanford-ai-2021	229	161	A	a	NN
stanford-ai-2021	229	162	P	p	NN
stanford-ai-2021	229	163	T	t	NN
stanford-ai-2021	229	164	E	e	NN
stanford-ai-2021	229	165	R	r	NN
stanford-ai-2021	229	166	2	2	CD
stanford-ai-2021	229	167	P	p	NN
stanford-ai-2021	229	168	R	r	NN
stanford-ai-2021	229	169	E	e	NN
stanford-ai-2021	229	170	V	v	NN
stanford-ai-2021	229	171	I	i	NN
stanford-ai-2021	229	172	E	e	NN
stanford-ai-2021	229	173	W	W	NNP
stanford-ai-2021	229	174	Artificial	Artificial	NNP
stanford-ai-2021	229	175	Intelligence	Intelligence	NNP
stanford-ai-2021	229	176	Index	Index	NNP
stanford-ai-2021	229	177	Report	Report	NNP
stanford-ai-2021	229	178	2021	2021	CD
stanford-ai-2021	229	179	CHAPTER	chapter	NN
stanford-ai-2021	229	180	2	2	CD
stanford-ai-2021	229	181	:	:	:
stanford-ai-2021	229	182	Technical	Technical	NNP
stanford-ai-2021	229	183	Performance	Performance	NNP
stanford-ai-2021	229	184	Artificial	Artificial	NNP
stanford-ai-2021	229	185	Intelligence	Intelligence	NNP
stanford-ai-2021	229	186	Index	Index	NNP
stanford-ai-2021	229	187	Report	Report	NNP
stanford-ai-2021	229	188	2021	2021	CD
stanford-ai-2021	229	189	TA	TA	NNP
stanford-ai-2021	229	190	B	B	NNP
stanford-ai-2021	229	191	L	l	NN
stanford-ai-2021	229	192	E	e	NN
stanford-ai-2021	229	193	O	o	NN
stanford-ai-2021	229	194	F	f	NN
stanford-ai-2021	229	195	C	c	NN
stanford-ai-2021	229	196	O	o	NN
stanford-ai-2021	229	197	N	n	NN
stanford-ai-2021	229	198	T	t	NN
stanford-ai-2021	229	199	E	e	NN
stanford-ai-2021	229	200	N	n	NN
stanford-ai-2021	229	201	T	t	NN
stanford-ai-2021	229	202	S	s	NN
stanford-ai-2021	229	203	4	4	CD
stanford-ai-2021	229	204	2C	2c	NN
stanford-ai-2021	229	205	H	h	NN
stanford-ai-2021	229	206	A	a	NN
stanford-ai-2021	229	207	P	p	NN
stanford-ai-2021	229	208	T	t	NN
stanford-ai-2021	229	209	E	e	NN
stanford-ai-2021	229	210	R	r	NN
stanford-ai-2021	229	211	2	2	CD
stanford-ai-2021	229	212	P	p	NN
stanford-ai-2021	229	213	R	r	NN
stanford-ai-2021	229	214	E	e	NN
stanford-ai-2021	229	215	V	v	NN
stanford-ai-2021	229	216	I	i	NN
stanford-ai-2021	229	217	E	e	NN
stanford-ai-2021	229	218	W	W	NNP
stanford-ai-2021	229	219	Artificial	Artificial	NNP
stanford-ai-2021	229	220	Intelligence	Intelligence	NNP
stanford-ai-2021	229	221	Index	Index	NNP
stanford-ai-2021	229	222	Report	Report	NNP
stanford-ai-2021	229	223	2021	2021	CD
stanford-ai-2021	229	224	C	c	NN
stanford-ai-2021	229	225	H	h	NN
stanford-ai-2021	229	226	A	a	NN
stanford-ai-2021	229	227	P	p	NN
stanford-ai-2021	229	228	T	t	NN
stanford-ai-2021	229	229	E	e	NN
stanford-ai-2021	229	230	R	r	NN
stanford-ai-2021	229	231	2	2	CD
stanford-ai-2021	229	232	:	:	:
stanford-ai-2021	229	233	T	t	NN
stanford-ai-2021	229	234	E	e	NN
stanford-ai-2021	229	235	C	c	NN
stanford-ai-2021	229	236	H	h	NN
stanford-ai-2021	229	237	N	n	NN
stanford-ai-2021	229	238	I	i	NN
stanford-ai-2021	229	239	C	c	NN
stanford-ai-2021	229	240	A	a	NN
stanford-ai-2021	229	241	L	l	NN
stanford-ai-2021	229	242	P	p	NN
stanford-ai-2021	229	243	E	e	NN
stanford-ai-2021	229	244	R	r	NN
stanford-ai-2021	229	245	F	f	NN
stanford-ai-2021	229	246	O	o	NN
stanford-ai-2021	229	247	R	r	NN
stanford-ai-2021	229	248	M	m	NN
stanford-ai-2021	229	249	A	a	NN
stanford-ai-2021	229	250	N	n	NN
stanford-ai-2021	229	251	C	c	NN
stanford-ai-2021	229	252	E	e	NN
stanford-ai-2021	229	253	Overview	Overview	NNP
stanford-ai-2021	229	254	43	43	CD
stanford-ai-2021	229	255	Chapter	chapter	NN
stanford-ai-2021	229	256	Highlights	highlight	NNS
stanford-ai-2021	229	257	44	44	CD
stanford-ai-2021	229	258	COMPUTER	computer	NN
stanford-ai-2021	229	259	VISION	vision	NN
stanford-ai-2021	229	260	45	45	CD
stanford-ai-2021	229	261	2.1	2.1	CD
stanford-ai-2021	229	262	COMPUTER	computer	NN
stanford-ai-2021	229	263	VISION	vision	NN
stanford-ai-2021	229	264	—	—	:
stanford-ai-2021	229	265	IMAGE	image	NN
stanford-ai-2021	229	266	46	46	CD
stanford-ai-2021	229	267	Image	Image	NNP
stanford-ai-2021	229	268	Classification	Classification	NNP
stanford-ai-2021	229	269	46	46	CD
stanford-ai-2021	229	270	ImageNet	ImageNet	NNP
stanford-ai-2021	229	271	46	46	CD
stanford-ai-2021	229	272	ImageNet	imagenet	NN
stanford-ai-2021	229	273	:	:	:
stanford-ai-2021	229	274	Top-1	Top-1	NNP
stanford-ai-2021	229	275	Accuracy	accuracy	NN
stanford-ai-2021	229	276	46	46	CD
stanford-ai-2021	229	277	ImageNet	imagenet	NN
stanford-ai-2021	229	278	:	:	:
stanford-ai-2021	229	279	Top-5	Top-5	NNP
stanford-ai-2021	229	280	Accuracy	Accuracy	NNP
stanford-ai-2021	229	281	47	47	CD
stanford-ai-2021	229	282	ImageNet	imagenet	NN
stanford-ai-2021	229	283	:	:	:
stanford-ai-2021	229	284	Training	training	NN
stanford-ai-2021	229	285	Time	Time	NNP
stanford-ai-2021	229	286	48	48	CD
stanford-ai-2021	229	287	ImageNet	ImageNet	NNP
stanford-ai-2021	229	288	:	:	:
stanford-ai-2021	229	289	Training	training	NN
stanford-ai-2021	229	290	Costs	cost	NNS
stanford-ai-2021	229	291	49	49	CD
stanford-ai-2021	229	292	Highlight	highlight	NN
stanford-ai-2021	229	293	:	:	:
stanford-ai-2021	229	294	Harder	hard	JJR
stanford-ai-2021	229	295	Tests	test	NNS
stanford-ai-2021	229	296	Beyond	beyond	IN
stanford-ai-2021	229	297	ImageNet	ImageNet	NNP
stanford-ai-2021	229	298	50	50	CD
stanford-ai-2021	229	299	Image	Image	NNP
stanford-ai-2021	229	300	Generation	Generation	NNP
stanford-ai-2021	229	301	51	51	CD
stanford-ai-2021	229	302	STL-10	STL-10	VBD
stanford-ai-2021	229	303	:	:	:
stanford-ai-2021	229	304	Fréchet	Fréchet	NNP
stanford-ai-2021	229	305	Inception	Inception	NNP
stanford-ai-2021	229	306	Distance	Distance	NNP
stanford-ai-2021	229	307	(	(	-LRB-
stanford-ai-2021	229	308	FID	FID	NNP
stanford-ai-2021	229	309	)	)	-RRB-
stanford-ai-2021	229	310	Score	score	NN
stanford-ai-2021	229	311	51	51	CD
stanford-ai-2021	229	312	FID	FID	NNS
stanford-ai-2021	229	313	Versus	versus	IN
stanford-ai-2021	229	314	Real	Real	NNP
stanford-ai-2021	229	315	Life	life	NN
stanford-ai-2021	229	316	52	52	CD
stanford-ai-2021	229	317	Deepfake	Deepfake	NNP
stanford-ai-2021	229	318	Detection	Detection	NNP
stanford-ai-2021	229	319	53	53	CD
stanford-ai-2021	229	320	Deepfake	Deepfake	NNP
stanford-ai-2021	229	321	Detection	Detection	NNP
stanford-ai-2021	229	322	Challenge	Challenge	NNP
stanford-ai-2021	229	323	(	(	-LRB-
stanford-ai-2021	229	324	DFDC	DFDC	NNP
stanford-ai-2021	229	325	)	)	-RRB-
stanford-ai-2021	229	326	53	53	CD
stanford-ai-2021	229	327	Human	Human	NNP
stanford-ai-2021	229	328	Pose	Pose	NNP
stanford-ai-2021	229	329	Estimation	Estimation	NNP
stanford-ai-2021	229	330	54	54	CD
stanford-ai-2021	229	331	Common	common	JJ
stanford-ai-2021	229	332	Objects	Objects	NNPS
stanford-ai-2021	229	333	in	in	IN
stanford-ai-2021	229	334	Context	Context	NNP
stanford-ai-2021	229	335	(	(	-LRB-
stanford-ai-2021	229	336	COCO	COCO	NNP
stanford-ai-2021	229	337	)	)	-RRB-
stanford-ai-2021	229	338	:	:	:
stanford-ai-2021	229	339	Keypoint	Keypoint	NNP
stanford-ai-2021	229	340	Detection	Detection	NNP
stanford-ai-2021	229	341	Challenge	Challenge	NNP
stanford-ai-2021	229	342	54	54	CD
stanford-ai-2021	229	343	Common	common	JJ
stanford-ai-2021	229	344	Objects	Objects	NNPS
stanford-ai-2021	229	345	in	in	IN
stanford-ai-2021	229	346	Context	Context	NNP
stanford-ai-2021	229	347	(	(	-LRB-
stanford-ai-2021	229	348	COCO	COCO	NNP
stanford-ai-2021	229	349	)	)	-RRB-
stanford-ai-2021	229	350	:	:	:
stanford-ai-2021	229	351	DensePose	DensePose	NNP
stanford-ai-2021	229	352	Challenge	Challenge	NNP
stanford-ai-2021	229	353	55	55	CD
stanford-ai-2021	229	354	Semantic	semantic	JJ
stanford-ai-2021	229	355	Segmentation	segmentation	NN
stanford-ai-2021	229	356	56	56	CD
stanford-ai-2021	229	357	Cityscapes	Cityscapes	NNP
stanford-ai-2021	229	358	56	56	CD
stanford-ai-2021	229	359	Embodied	embody	VBN
stanford-ai-2021	229	360	Vision	vision	NN
stanford-ai-2021	229	361	57	57	CD
stanford-ai-2021	229	362	2.2	2.2	CD
stanford-ai-2021	229	363	COMPUTER	computer	NN
stanford-ai-2021	229	364	VISION	vision	NN
stanford-ai-2021	229	365	—	—	:
stanford-ai-2021	229	366	VIDEO	video	NN
stanford-ai-2021	229	367	58	58	CD
stanford-ai-2021	229	368	Activity	Activity	NNP
stanford-ai-2021	229	369	Recognition	Recognition	NNP
stanford-ai-2021	229	370	58	58	CD
stanford-ai-2021	229	371	ActivityNet	ActivityNet	NNP
stanford-ai-2021	229	372	58	58	CD
stanford-ai-2021	229	373	ActivityNet	ActivityNet	NNP
stanford-ai-2021	229	374	:	:	:
stanford-ai-2021	229	375	Temporal	Temporal	NNP
stanford-ai-2021	229	376	Action	Action	NNP
stanford-ai-2021	229	377	Localization	Localization	NNP
stanford-ai-2021	229	378	Task	Task	NNP
stanford-ai-2021	229	379	58	58	CD
stanford-ai-2021	229	380	ActivityNet	ActivityNet	NNP
stanford-ai-2021	229	381	:	:	:
stanford-ai-2021	229	382	Hardest	Hardest	NNP
stanford-ai-2021	229	383	Activity	activity	NN
stanford-ai-2021	229	384	59	59	CD
stanford-ai-2021	229	385	Object	object	NN
stanford-ai-2021	229	386	Detection	detection	NN
stanford-ai-2021	229	387	60	60	CD
stanford-ai-2021	229	388	You	-PRON-	PRP
stanford-ai-2021	229	389	Only	only	RB
stanford-ai-2021	229	390	Look	look	VB
stanford-ai-2021	229	391	Once	once	RB
stanford-ai-2021	229	392	(	(	-LRB-
stanford-ai-2021	229	393	YOLO	yolo	NN
stanford-ai-2021	229	394	)	)	-RRB-
stanford-ai-2021	229	395	60	60	CD
stanford-ai-2021	229	396	Face	face	NN
stanford-ai-2021	229	397	Detection	detection	NN
stanford-ai-2021	229	398	and	and	CC
stanford-ai-2021	229	399	Recognition	Recognition	NNP
stanford-ai-2021	229	400	61	61	CD
stanford-ai-2021	229	401	National	National	NNP
stanford-ai-2021	229	402	Institute	Institute	NNP
stanford-ai-2021	229	403	of	of	IN
stanford-ai-2021	229	404	Standards	Standards	NNPS
stanford-ai-2021	229	405	and	and	CC
stanford-ai-2021	229	406	Technology	Technology	NNP
stanford-ai-2021	229	407	(	(	-LRB-
stanford-ai-2021	229	408	NIST	NIST	NNP
stanford-ai-2021	229	409	)	)	-RRB-
stanford-ai-2021	229	410	Face	Face	NNP
stanford-ai-2021	229	411	Recognition	recognition	NN
stanford-ai-2021	229	412	Vendor	vendor	NN
stanford-ai-2021	229	413	Test	test	NN
stanford-ai-2021	229	414	(	(	-LRB-
stanford-ai-2021	229	415	FRVT	FRVT	NNP
stanford-ai-2021	229	416	)	)	-RRB-
stanford-ai-2021	229	417	61	61	CD
stanford-ai-2021	229	418	2.3	2.3	CD
stanford-ai-2021	229	419	LANGUAGE	language	NN
stanford-ai-2021	229	420	62	62	CD
stanford-ai-2021	229	421	English	English	NNP
stanford-ai-2021	229	422	Language	Language	NNP
stanford-ai-2021	229	423	Understanding	Understanding	NNP
stanford-ai-2021	229	424	Benchmarks	Benchmarks	NNP
stanford-ai-2021	229	425	62	62	CD
stanford-ai-2021	229	426	SuperGLUE	superglue	CD
stanford-ai-2021	229	427	62	62	CD
stanford-ai-2021	229	428	SQuAD	squad	NN
stanford-ai-2021	229	429	63	63	CD
stanford-ai-2021	229	430	Commercial	Commercial	NNP
stanford-ai-2021	229	431	Machine	Machine	NNP
stanford-ai-2021	229	432	Translation	Translation	NNP
stanford-ai-2021	229	433	(	(	-LRB-
stanford-ai-2021	229	434	MT	MT	NNP
stanford-ai-2021	229	435	)	)	-RRB-
stanford-ai-2021	229	436	64	64	CD
stanford-ai-2021	229	437	Number	number	NN
stanford-ai-2021	229	438	of	of	IN
stanford-ai-2021	229	439	Commercially	Commercially	NNP
stanford-ai-2021	229	440	Available	available	JJ
stanford-ai-2021	229	441	MT	MT	NNP
stanford-ai-2021	229	442	Systems	Systems	NNP
stanford-ai-2021	229	443	64	64	CD
stanford-ai-2021	229	444	GPT-3	GPT-3	NNS
stanford-ai-2021	229	445	65	65	CD
stanford-ai-2021	229	446	2.4	2.4	CD
stanford-ai-2021	229	447	LANGUAGE	LANGUAGE	NNP
stanford-ai-2021	229	448	REASONING	REASONING	NNP
stanford-ai-2021	229	449	SKILLS	SKILLS	NNP
stanford-ai-2021	229	450	67	67	CD
stanford-ai-2021	229	451	Vision	Vision	NNP
stanford-ai-2021	229	452	and	and	CC
stanford-ai-2021	229	453	Language	Language	NNP
stanford-ai-2021	229	454	Reasoning	Reasoning	NNP
stanford-ai-2021	229	455	67	67	CD
stanford-ai-2021	229	456	Visual	visual	JJ
stanford-ai-2021	229	457	Question	question	NN
stanford-ai-2021	229	458	Answering	answering	NN
stanford-ai-2021	229	459	(	(	-LRB-
stanford-ai-2021	229	460	VQA	VQA	NNP
stanford-ai-2021	229	461	)	)	-RRB-
stanford-ai-2021	229	462	Challenge	Challenge	NNP
stanford-ai-2021	229	463	67	67	CD
stanford-ai-2021	229	464	Visual	visual	JJ
stanford-ai-2021	229	465	Commonsense	Commonsense	NNP
stanford-ai-2021	229	466	Reasoning	reasoning	NN
stanford-ai-2021	229	467	(	(	-LRB-
stanford-ai-2021	229	468	VCR	VCR	NNP
stanford-ai-2021	229	469	)	)	-RRB-
stanford-ai-2021	229	470	Task	task	NN
stanford-ai-2021	229	471	68	68	CD
stanford-ai-2021	229	472	2.5	2.5	CD
stanford-ai-2021	229	473	SPEECH	SPEECH	NNP
stanford-ai-2021	229	474	69	69	CD
stanford-ai-2021	229	475	Speech	Speech	NNP
stanford-ai-2021	229	476	Recognition	Recognition	NNP
stanford-ai-2021	229	477	69	69	CD
stanford-ai-2021	229	478	Transcribe	Transcribe	NNP
stanford-ai-2021	229	479	Speech	speech	NN
stanford-ai-2021	229	480	:	:	:
stanford-ai-2021	229	481	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	229	482	69	69	CD
stanford-ai-2021	229	483	Speaker	Speaker	NNP
stanford-ai-2021	229	484	Recognition	Recognition	NNP
stanford-ai-2021	229	485	:	:	:
stanford-ai-2021	229	486	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	229	487	69	69	CD
stanford-ai-2021	229	488	Highlight	highlight	NN
stanford-ai-2021	229	489	:	:	:
stanford-ai-2021	229	490	The	the	DT
stanford-ai-2021	229	491	Race	Race	NNP
stanford-ai-2021	229	492	Gap	Gap	NNP
stanford-ai-2021	229	493	in	in	IN
stanford-ai-2021	229	494	Speech	Speech	NNP
stanford-ai-2021	229	495	Recognition	Recognition	NNP
stanford-ai-2021	229	496	Technology	Technology	NNP
stanford-ai-2021	229	497	71	71	CD
stanford-ai-2021	229	498	2.6	2.6	CD
stanford-ai-2021	229	499	REASONING	reasoning	NN
stanford-ai-2021	229	500	72	72	CD
stanford-ai-2021	229	501	Boolean	Boolean	NNP
stanford-ai-2021	229	502	Satisfiability	Satisfiability	NNP
stanford-ai-2021	229	503	Problem	Problem	NNP
stanford-ai-2021	229	504	72	72	CD
stanford-ai-2021	229	505	Automated	Automated	NNP
stanford-ai-2021	229	506	Theorem	Theorem	NNP
stanford-ai-2021	229	507	Proving	Proving	NNP
stanford-ai-2021	229	508	(	(	-LRB-
stanford-ai-2021	229	509	ATP	ATP	NNP
stanford-ai-2021	229	510	)	)	-RRB-
stanford-ai-2021	229	511	74	74	CD
stanford-ai-2021	229	512	2.7	2.7	CD
stanford-ai-2021	229	513	HEALTHCARE	HEALTHCARE	NNS
stanford-ai-2021	229	514	AND	and	CC
stanford-ai-2021	229	515	BIOLOGY	biology	NN
stanford-ai-2021	229	516	76	76	CD
stanford-ai-2021	229	517	Molecular	Molecular	NNP
stanford-ai-2021	229	518	Synthesis	Synthesis	NNP
stanford-ai-2021	229	519	76	76	CD
stanford-ai-2021	229	520	Test	Test	NNP
stanford-ai-2021	229	521	Set	Set	NNP
stanford-ai-2021	229	522	Accuracy	Accuracy	NNP
stanford-ai-2021	229	523	for	for	IN
stanford-ai-2021	229	524	Forward	Forward	NNP
stanford-ai-2021	229	525	Chemical	Chemical	NNP
stanford-ai-2021	229	526	Synthesis	Synthesis	NNP
stanford-ai-2021	229	527	Planning	Planning	NNP
stanford-ai-2021	229	528	76	76	CD
stanford-ai-2021	229	529	COVID-19	COVID-19	,
stanford-ai-2021	229	530	and	and	CC
stanford-ai-2021	229	531	Drug	Drug	NNP
stanford-ai-2021	229	532	Discovery	Discovery	NNP
stanford-ai-2021	229	533	77	77	CD
stanford-ai-2021	229	534	AlphaFold	AlphaFold	NNP
stanford-ai-2021	229	535	and	and	CC
stanford-ai-2021	229	536	Protein	Protein	NNP
stanford-ai-2021	229	537	Folding	Folding	NNP
stanford-ai-2021	229	538	78	78	CD
stanford-ai-2021	229	539	EXPERT	EXPERT	NNS
stanford-ai-2021	229	540	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	229	541	79	79	CD
stanford-ai-2021	229	542	Chapter	chapter	NN
stanford-ai-2021	229	543	Preview	Preview	NNP
stanford-ai-2021	229	544	CHAPTER	CHAPTER	NNP
stanford-ai-2021	229	545	2	2	CD
stanford-ai-2021	229	546	:	:	:
stanford-ai-2021	229	547	ACCESS	ACCESS	NNP
stanford-ai-2021	229	548	THE	the	DT
stanford-ai-2021	229	549	PUBLIC	PUBLIC	NNP
stanford-ai-2021	229	550	DATA	datum	NNS
stanford-ai-2021	229	551	https://drive.google.com/drive/folders/18AxWbJ5hZWtikMjVb645ysN4yB5jjs2z?usp=sharing	https://drive.google.com/drive/folders/18axwbj5hzwtikmjvb645ysn4yb5jjs2z?usp=share	VBG
stanford-ai-2021	229	552	TA	TA	NNP
stanford-ai-2021	229	553	B	B	NNP
stanford-ai-2021	229	554	L	l	NN
stanford-ai-2021	229	555	E	e	NN
stanford-ai-2021	229	556	O	o	NN
stanford-ai-2021	229	557	F	f	NN
stanford-ai-2021	229	558	C	c	NN
stanford-ai-2021	229	559	O	o	NN
stanford-ai-2021	229	560	N	n	NN
stanford-ai-2021	229	561	T	t	NN
stanford-ai-2021	229	562	E	e	NN
stanford-ai-2021	229	563	N	n	NN
stanford-ai-2021	229	564	T	t	NN
stanford-ai-2021	229	565	S	s	NN
stanford-ai-2021	229	566	4	4	CD
stanford-ai-2021	229	567	3C	3c	NN
stanford-ai-2021	229	568	H	H	NNP
stanford-ai-2021	229	569	A	a	NN
stanford-ai-2021	229	570	P	p	NN
stanford-ai-2021	229	571	T	t	NN
stanford-ai-2021	229	572	E	e	NN
stanford-ai-2021	229	573	R	r	NN
stanford-ai-2021	229	574	2	2	CD
stanford-ai-2021	229	575	P	p	NN
stanford-ai-2021	229	576	R	r	NN
stanford-ai-2021	229	577	E	e	NN
stanford-ai-2021	229	578	V	v	NN
stanford-ai-2021	229	579	I	i	NN
stanford-ai-2021	229	580	E	e	NN
stanford-ai-2021	229	581	W	W	NNP
stanford-ai-2021	229	582	Artificial	Artificial	NNP
stanford-ai-2021	229	583	Intelligence	Intelligence	NNP
stanford-ai-2021	229	584	Index	Index	NNP
stanford-ai-2021	229	585	Report	Report	NNP
stanford-ai-2021	229	586	2021	2021	CD
stanford-ai-2021	229	587	Overview	Overview	NNP
stanford-ai-2021	229	588	O	o	NN
stanford-ai-2021	229	589	V	v	NN
stanford-ai-2021	229	590	E	e	NN
stanford-ai-2021	229	591	R	r	NN
stanford-ai-2021	229	592	V	v	NN
stanford-ai-2021	229	593	I	i	NN
stanford-ai-2021	229	594	E	e	NN
stanford-ai-2021	229	595	W	w	NN
stanford-ai-2021	229	596	This	this	DT
stanford-ai-2021	229	597	chapter	chapter	NN
stanford-ai-2021	229	598	highlights	highlight	VBZ
stanford-ai-2021	229	599	the	the	DT
stanford-ai-2021	229	600	technical	technical	JJ
stanford-ai-2021	229	601	progress	progress	NN
stanford-ai-2021	229	602	in	in	IN
stanford-ai-2021	229	603	various	various	JJ
stanford-ai-2021	229	604	subfields	subfield	NNS
stanford-ai-2021	229	605	of	of	IN
stanford-ai-2021	229	606	AI	AI	NNP
stanford-ai-2021	229	607	,	,	,
stanford-ai-2021	229	608	including	include	VBG
stanford-ai-2021	229	609	computer	computer	NN
stanford-ai-2021	229	610	vision	vision	NN
stanford-ai-2021	229	611	,	,	,
stanford-ai-2021	229	612	language	language	NN
stanford-ai-2021	229	613	,	,	,
stanford-ai-2021	229	614	speech	speech	NN
stanford-ai-2021	229	615	,	,	,
stanford-ai-2021	229	616	concept	concept	NN
stanford-ai-2021	229	617	learning	learning	NN
stanford-ai-2021	229	618	,	,	,
stanford-ai-2021	229	619	and	and	CC
stanford-ai-2021	229	620	theorem	theorem	NN
stanford-ai-2021	229	621	proving	proving	NN
stanford-ai-2021	229	622	.	.	.
stanford-ai-2021	230	1	It	-PRON-	PRP
stanford-ai-2021	230	2	uses	use	VBZ
stanford-ai-2021	230	3	a	a	DT
stanford-ai-2021	230	4	combination	combination	NN
stanford-ai-2021	230	5	of	of	IN
stanford-ai-2021	230	6	quantitative	quantitative	JJ
stanford-ai-2021	230	7	measurements	measurement	NNS
stanford-ai-2021	230	8	,	,	,
stanford-ai-2021	230	9	such	such	JJ
stanford-ai-2021	230	10	as	as	IN
stanford-ai-2021	230	11	common	common	JJ
stanford-ai-2021	230	12	benchmarks	benchmark	NNS
stanford-ai-2021	230	13	and	and	CC
stanford-ai-2021	230	14	prize	prize	NN
stanford-ai-2021	230	15	challenges	challenge	NNS
stanford-ai-2021	230	16	,	,	,
stanford-ai-2021	230	17	and	and	CC
stanford-ai-2021	230	18	qualitative	qualitative	JJ
stanford-ai-2021	230	19	insights	insight	NNS
stanford-ai-2021	230	20	from	from	IN
stanford-ai-2021	230	21	academic	academic	JJ
stanford-ai-2021	230	22	papers	paper	NNS
stanford-ai-2021	230	23	to	to	TO
stanford-ai-2021	230	24	showcase	showcase	VB
stanford-ai-2021	230	25	the	the	DT
stanford-ai-2021	230	26	developments	development	NNS
stanford-ai-2021	230	27	in	in	IN
stanford-ai-2021	230	28	state	state	NN
stanford-ai-2021	230	29	-	-	HYPH
stanford-ai-2021	230	30	of-	of-	VBN
stanford-ai-2021	230	31	the	the	DT
stanford-ai-2021	230	32	-	-	HYPH
stanford-ai-2021	230	33	art	art	NN
stanford-ai-2021	230	34	AI	AI	NNP
stanford-ai-2021	230	35	technologies	technology	NNS
stanford-ai-2021	230	36	.	.	.
stanford-ai-2021	231	1	While	while	IN
stanford-ai-2021	231	2	technological	technological	JJ
stanford-ai-2021	231	3	advances	advance	NNS
stanford-ai-2021	231	4	allow	allow	VBP
stanford-ai-2021	231	5	AI	AI	NNP
stanford-ai-2021	231	6	systems	system	NNS
stanford-ai-2021	231	7	to	to	TO
stanford-ai-2021	231	8	be	be	VB
stanford-ai-2021	231	9	deployed	deploy	VBN
stanford-ai-2021	231	10	more	more	RBR
stanford-ai-2021	231	11	widely	widely	RB
stanford-ai-2021	231	12	and	and	CC
stanford-ai-2021	231	13	easily	easily	RB
stanford-ai-2021	231	14	than	than	IN
stanford-ai-2021	231	15	ever	ever	RB
stanford-ai-2021	231	16	,	,	,
stanford-ai-2021	231	17	concerns	concern	NNS
stanford-ai-2021	231	18	about	about	IN
stanford-ai-2021	231	19	the	the	DT
stanford-ai-2021	231	20	use	use	NN
stanford-ai-2021	231	21	of	of	IN
stanford-ai-2021	231	22	AI	AI	NNP
stanford-ai-2021	231	23	are	be	VBP
stanford-ai-2021	231	24	also	also	RB
stanford-ai-2021	231	25	growing	grow	VBG
stanford-ai-2021	231	26	,	,	,
stanford-ai-2021	231	27	particularly	particularly	RB
stanford-ai-2021	231	28	when	when	WRB
stanford-ai-2021	231	29	it	-PRON-	PRP
stanford-ai-2021	231	30	comes	come	VBZ
stanford-ai-2021	231	31	to	to	IN
stanford-ai-2021	231	32	issues	issue	NNS
stanford-ai-2021	231	33	such	such	JJ
stanford-ai-2021	231	34	as	as	IN
stanford-ai-2021	231	35	algorithmic	algorithmic	JJ
stanford-ai-2021	231	36	bias	bias	NN
stanford-ai-2021	231	37	.	.	.
stanford-ai-2021	232	1	The	the	DT
stanford-ai-2021	232	2	emergence	emergence	NN
stanford-ai-2021	232	3	of	of	IN
stanford-ai-2021	232	4	new	new	JJ
stanford-ai-2021	232	5	AI	AI	NNP
stanford-ai-2021	232	6	capabilities	capability	NNS
stanford-ai-2021	232	7	such	such	JJ
stanford-ai-2021	232	8	as	as	IN
stanford-ai-2021	232	9	being	be	VBG
stanford-ai-2021	232	10	able	able	JJ
stanford-ai-2021	232	11	to	to	TO
stanford-ai-2021	232	12	synthesize	synthesize	VB
stanford-ai-2021	232	13	images	image	NNS
stanford-ai-2021	232	14	and	and	CC
stanford-ai-2021	232	15	videos	video	NNS
stanford-ai-2021	232	16	also	also	RB
stanford-ai-2021	232	17	poses	pose	VBZ
stanford-ai-2021	232	18	ethical	ethical	JJ
stanford-ai-2021	232	19	challenges	challenge	NNS
stanford-ai-2021	232	20	.	.	.
stanford-ai-2021	233	1	C	c	NN
stanford-ai-2021	233	2	H	h	NN
stanford-ai-2021	233	3	A	a	NN
stanford-ai-2021	233	4	P	p	NN
stanford-ai-2021	233	5	T	t	NN
stanford-ai-2021	233	6	E	e	NN
stanford-ai-2021	233	7	R	r	NN
stanford-ai-2021	233	8	2	2	CD
stanford-ai-2021	233	9	:	:	:
stanford-ai-2021	233	10	T	t	NN
stanford-ai-2021	233	11	E	e	NN
stanford-ai-2021	233	12	C	c	NN
stanford-ai-2021	233	13	H	h	NN
stanford-ai-2021	233	14	N	n	NN
stanford-ai-2021	233	15	I	i	NN
stanford-ai-2021	233	16	C	c	NN
stanford-ai-2021	233	17	A	a	NN
stanford-ai-2021	233	18	L	l	NN
stanford-ai-2021	233	19	P	p	NN
stanford-ai-2021	233	20	E	e	NN
stanford-ai-2021	233	21	R	r	NN
stanford-ai-2021	233	22	F	f	NN
stanford-ai-2021	233	23	O	o	NN
stanford-ai-2021	233	24	R	r	NN
stanford-ai-2021	233	25	M	m	NN
stanford-ai-2021	233	26	A	A	NNP
stanford-ai-2021	233	27	N	n	NN
stanford-ai-2021	233	28	C	c	NN
stanford-ai-2021	233	29	E	e	NN
stanford-ai-2021	233	30	TA	ta	NN
stanford-ai-2021	233	31	B	b	NN
stanford-ai-2021	233	32	L	l	NN
stanford-ai-2021	233	33	E	e	NN
stanford-ai-2021	233	34	O	o	NN
stanford-ai-2021	233	35	F	f	NN
stanford-ai-2021	233	36	C	c	NN
stanford-ai-2021	233	37	O	o	NN
stanford-ai-2021	233	38	N	n	NN
stanford-ai-2021	233	39	T	t	NN
stanford-ai-2021	233	40	E	e	NN
stanford-ai-2021	233	41	N	n	NN
stanford-ai-2021	233	42	T	t	NN
stanford-ai-2021	233	43	S	s	NN
stanford-ai-2021	233	44	4	4	CD
stanford-ai-2021	233	45	4C	4c	NN
stanford-ai-2021	233	46	H	h	NN
stanford-ai-2021	233	47	A	A	NNP
stanford-ai-2021	233	48	P	p	NN
stanford-ai-2021	233	49	T	t	NN
stanford-ai-2021	233	50	E	e	NN
stanford-ai-2021	233	51	R	r	NN
stanford-ai-2021	233	52	2	2	CD
stanford-ai-2021	233	53	P	p	NN
stanford-ai-2021	233	54	R	r	NN
stanford-ai-2021	233	55	E	e	NN
stanford-ai-2021	233	56	V	v	NN
stanford-ai-2021	233	57	I	i	NN
stanford-ai-2021	233	58	E	e	NN
stanford-ai-2021	233	59	W	W	NNP
stanford-ai-2021	233	60	Artificial	Artificial	NNP
stanford-ai-2021	233	61	Intelligence	Intelligence	NNP
stanford-ai-2021	233	62	Index	Index	NNP
stanford-ai-2021	233	63	Report	Report	NNP
stanford-ai-2021	233	64	2021	2021	CD
stanford-ai-2021	233	65	CHAPTER	chapter	NN
stanford-ai-2021	233	66	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	233	67	•	•	VBP
stanford-ai-2021	233	68	Generative	Generative	NNP
stanford-ai-2021	233	69	everything	everything	NN
stanford-ai-2021	233	70	:	:	:
stanford-ai-2021	233	71	AI	ai	NN
stanford-ai-2021	233	72	systems	system	NNS
stanford-ai-2021	233	73	can	can	MD
stanford-ai-2021	233	74	now	now	RB
stanford-ai-2021	233	75	compose	compose	VB
stanford-ai-2021	233	76	text	text	NN
stanford-ai-2021	233	77	,	,	,
stanford-ai-2021	233	78	audio	audio	NN
stanford-ai-2021	233	79	,	,	,
stanford-ai-2021	233	80	and	and	CC
stanford-ai-2021	233	81	images	image	NNS
stanford-ai-2021	233	82	to	to	IN
stanford-ai-2021	233	83	a	a	DT
stanford-ai-2021	233	84	sufficiently	sufficiently	RB
stanford-ai-2021	233	85	high	high	JJ
stanford-ai-2021	233	86	standard	standard	NN
stanford-ai-2021	233	87	that	that	IN
stanford-ai-2021	233	88	humans	human	NNS
stanford-ai-2021	233	89	have	have	VBP
stanford-ai-2021	233	90	a	a	DT
stanford-ai-2021	233	91	hard	hard	JJ
stanford-ai-2021	233	92	time	time	NN
stanford-ai-2021	233	93	telling	tell	VBG
stanford-ai-2021	233	94	the	the	DT
stanford-ai-2021	233	95	difference	difference	NN
stanford-ai-2021	233	96	between	between	IN
stanford-ai-2021	233	97	synthetic	synthetic	JJ
stanford-ai-2021	233	98	and	and	CC
stanford-ai-2021	233	99	non	non	JJ
stanford-ai-2021	233	100	-	-	JJ
stanford-ai-2021	233	101	synthetic	synthetic	JJ
stanford-ai-2021	233	102	outputs	output	NNS
stanford-ai-2021	233	103	for	for	IN
stanford-ai-2021	233	104	some	some	DT
stanford-ai-2021	233	105	constrained	constrained	JJ
stanford-ai-2021	233	106	applications	application	NNS
stanford-ai-2021	233	107	of	of	IN
stanford-ai-2021	233	108	the	the	DT
stanford-ai-2021	233	109	technology	technology	NN
stanford-ai-2021	233	110	.	.	.
stanford-ai-2021	234	1	That	that	DT
stanford-ai-2021	234	2	promises	promise	VBZ
stanford-ai-2021	234	3	to	to	TO
stanford-ai-2021	234	4	generate	generate	VB
stanford-ai-2021	234	5	a	a	DT
stanford-ai-2021	234	6	tremendous	tremendous	JJ
stanford-ai-2021	234	7	range	range	NN
stanford-ai-2021	234	8	of	of	IN
stanford-ai-2021	234	9	downstream	downstream	JJ
stanford-ai-2021	234	10	applications	application	NNS
stanford-ai-2021	234	11	of	of	IN
stanford-ai-2021	234	12	AI	AI	NNP
stanford-ai-2021	234	13	for	for	IN
stanford-ai-2021	234	14	both	both	DT
stanford-ai-2021	234	15	socially	socially	RB
stanford-ai-2021	234	16	useful	useful	JJ
stanford-ai-2021	234	17	and	and	CC
stanford-ai-2021	234	18	less	less	RBR
stanford-ai-2021	234	19	useful	useful	JJ
stanford-ai-2021	234	20	purposes	purpose	NNS
stanford-ai-2021	234	21	.	.	.
stanford-ai-2021	235	1	It	-PRON-	PRP
stanford-ai-2021	235	2	is	be	VBZ
stanford-ai-2021	235	3	also	also	RB
stanford-ai-2021	235	4	causing	cause	VBG
stanford-ai-2021	235	5	researchers	researcher	NNS
stanford-ai-2021	235	6	to	to	TO
stanford-ai-2021	235	7	invest	invest	VB
stanford-ai-2021	235	8	in	in	IN
stanford-ai-2021	235	9	technologies	technology	NNS
stanford-ai-2021	235	10	for	for	IN
stanford-ai-2021	235	11	detecting	detect	VBG
stanford-ai-2021	235	12	generative	generative	JJ
stanford-ai-2021	235	13	models	model	NNS
stanford-ai-2021	235	14	;	;	:
stanford-ai-2021	235	15	the	the	DT
stanford-ai-2021	235	16	DeepFake	DeepFake	NNP
stanford-ai-2021	235	17	Detection	Detection	NNP
stanford-ai-2021	235	18	Challenge	Challenge	NNP
stanford-ai-2021	235	19	data	datum	NNS
stanford-ai-2021	235	20	indicates	indicate	VBZ
stanford-ai-2021	235	21	how	how	WRB
stanford-ai-2021	235	22	well	well	JJ
stanford-ai-2021	235	23	computers	computer	NNS
stanford-ai-2021	235	24	can	can	MD
stanford-ai-2021	235	25	distinguish	distinguish	VB
stanford-ai-2021	235	26	between	between	IN
stanford-ai-2021	235	27	different	different	JJ
stanford-ai-2021	235	28	outputs	output	NNS
stanford-ai-2021	235	29	.	.	.
stanford-ai-2021	236	1	•	•	VB
stanford-ai-2021	236	2	The	the	DT
stanford-ai-2021	236	3	industrialization	industrialization	NN
stanford-ai-2021	236	4	of	of	IN
stanford-ai-2021	236	5	computer	computer	NN
stanford-ai-2021	236	6	vision	vision	NN
stanford-ai-2021	236	7	:	:	:
stanford-ai-2021	236	8	Computer	computer	NN
stanford-ai-2021	236	9	vision	vision	NN
stanford-ai-2021	236	10	has	have	VBZ
stanford-ai-2021	236	11	seen	see	VBN
stanford-ai-2021	236	12	immense	immense	JJ
stanford-ai-2021	236	13	progress	progress	NN
stanford-ai-2021	236	14	in	in	IN
stanford-ai-2021	236	15	the	the	DT
stanford-ai-2021	236	16	past	past	JJ
stanford-ai-2021	236	17	decade	decade	NN
stanford-ai-2021	236	18	,	,	,
stanford-ai-2021	236	19	primarily	primarily	RB
stanford-ai-2021	236	20	due	due	IN
stanford-ai-2021	236	21	to	to	IN
stanford-ai-2021	236	22	the	the	DT
stanford-ai-2021	236	23	use	use	NN
stanford-ai-2021	236	24	of	of	IN
stanford-ai-2021	236	25	machine	machine	NN
stanford-ai-2021	236	26	learning	learning	NN
stanford-ai-2021	236	27	techniques	technique	NNS
stanford-ai-2021	236	28	(	(	-LRB-
stanford-ai-2021	236	29	specifically	specifically	RB
stanford-ai-2021	236	30	deep	deep	JJ
stanford-ai-2021	236	31	learning	learning	NN
stanford-ai-2021	236	32	)	)	-RRB-
stanford-ai-2021	236	33	.	.	.
stanford-ai-2021	237	1	New	new	JJ
stanford-ai-2021	237	2	data	datum	NNS
stanford-ai-2021	237	3	shows	show	VBZ
stanford-ai-2021	237	4	that	that	IN
stanford-ai-2021	237	5	computer	computer	NN
stanford-ai-2021	237	6	vision	vision	NN
stanford-ai-2021	237	7	is	be	VBZ
stanford-ai-2021	237	8	industrializing	industrialize	VBG
stanford-ai-2021	237	9	:	:	:
stanford-ai-2021	237	10	Performance	performance	NN
stanford-ai-2021	237	11	is	be	VBZ
stanford-ai-2021	237	12	starting	start	VBG
stanford-ai-2021	237	13	to	to	TO
stanford-ai-2021	237	14	flatten	flatten	VB
stanford-ai-2021	237	15	on	on	IN
stanford-ai-2021	237	16	some	some	DT
stanford-ai-2021	237	17	of	of	IN
stanford-ai-2021	237	18	the	the	DT
stanford-ai-2021	237	19	largest	large	JJS
stanford-ai-2021	237	20	benchmarks	benchmark	NNS
stanford-ai-2021	237	21	,	,	,
stanford-ai-2021	237	22	suggesting	suggest	VBG
stanford-ai-2021	237	23	that	that	IN
stanford-ai-2021	237	24	the	the	DT
stanford-ai-2021	237	25	community	community	NN
stanford-ai-2021	237	26	needs	need	VBZ
stanford-ai-2021	237	27	to	to	TO
stanford-ai-2021	237	28	develop	develop	VB
stanford-ai-2021	237	29	and	and	CC
stanford-ai-2021	237	30	agree	agree	VB
stanford-ai-2021	237	31	on	on	IN
stanford-ai-2021	237	32	harder	hard	JJR
stanford-ai-2021	237	33	ones	one	NNS
stanford-ai-2021	237	34	that	that	WDT
stanford-ai-2021	237	35	further	further	RB
stanford-ai-2021	237	36	test	test	NN
stanford-ai-2021	237	37	performance	performance	NN
stanford-ai-2021	237	38	.	.	.
stanford-ai-2021	238	1	Meanwhile	meanwhile	RB
stanford-ai-2021	238	2	,	,	,
stanford-ai-2021	238	3	companies	company	NNS
stanford-ai-2021	238	4	are	be	VBP
stanford-ai-2021	238	5	investing	invest	VBG
stanford-ai-2021	238	6	increasingly	increasingly	RB
stanford-ai-2021	238	7	large	large	JJ
stanford-ai-2021	238	8	amounts	amount	NNS
stanford-ai-2021	238	9	of	of	IN
stanford-ai-2021	238	10	computational	computational	JJ
stanford-ai-2021	238	11	resources	resource	NNS
stanford-ai-2021	238	12	to	to	TO
stanford-ai-2021	238	13	train	train	VB
stanford-ai-2021	238	14	computer	computer	NN
stanford-ai-2021	238	15	vision	vision	NN
stanford-ai-2021	238	16	systems	system	NNS
stanford-ai-2021	238	17	at	at	IN
stanford-ai-2021	238	18	a	a	DT
stanford-ai-2021	238	19	faster	fast	JJR
stanford-ai-2021	238	20	rate	rate	NN
stanford-ai-2021	238	21	than	than	IN
stanford-ai-2021	238	22	ever	ever	RB
stanford-ai-2021	238	23	before	before	RB
stanford-ai-2021	238	24	.	.	.
stanford-ai-2021	239	1	Meanwhile	meanwhile	RB
stanford-ai-2021	239	2	,	,	,
stanford-ai-2021	239	3	technologies	technology	NNS
stanford-ai-2021	239	4	for	for	IN
stanford-ai-2021	239	5	use	use	NN
stanford-ai-2021	239	6	in	in	IN
stanford-ai-2021	239	7	deployed	deploy	VBN
stanford-ai-2021	239	8	systems	system	NNS
stanford-ai-2021	239	9	—	—	:
stanford-ai-2021	239	10	like	like	IN
stanford-ai-2021	239	11	object	object	NN
stanford-ai-2021	239	12	-	-	HYPH
stanford-ai-2021	239	13	detection	detection	NN
stanford-ai-2021	239	14	frameworks	framework	NNS
stanford-ai-2021	239	15	for	for	IN
stanford-ai-2021	239	16	analysis	analysis	NN
stanford-ai-2021	239	17	of	of	IN
stanford-ai-2021	239	18	still	still	RB
stanford-ai-2021	239	19	frames	frame	NNS
stanford-ai-2021	239	20	from	from	IN
stanford-ai-2021	239	21	videos	video	NNS
stanford-ai-2021	239	22	—	—	:
stanford-ai-2021	239	23	are	be	VBP
stanford-ai-2021	239	24	maturing	mature	VBG
stanford-ai-2021	239	25	rapidly	rapidly	RB
stanford-ai-2021	239	26	,	,	,
stanford-ai-2021	239	27	indicating	indicate	VBG
stanford-ai-2021	239	28	further	further	JJ
stanford-ai-2021	239	29	AI	AI	NNP
stanford-ai-2021	239	30	deployment	deployment	NN
stanford-ai-2021	239	31	.	.	.
stanford-ai-2021	240	1	•	•	NNP
stanford-ai-2021	240	2	Natural	Natural	NNP
stanford-ai-2021	240	3	Language	language	NN
stanford-ai-2021	240	4	Processing	Processing	NNP
stanford-ai-2021	240	5	(	(	-LRB-
stanford-ai-2021	240	6	NLP	NLP	NNP
stanford-ai-2021	240	7	)	)	-RRB-
stanford-ai-2021	240	8	outruns	outrun	VBZ
stanford-ai-2021	240	9	its	-PRON-	PRP$
stanford-ai-2021	240	10	evaluation	evaluation	NN
stanford-ai-2021	240	11	metrics	metric	NNS
stanford-ai-2021	240	12	:	:	:
stanford-ai-2021	240	13	Rapid	rapid	JJ
stanford-ai-2021	240	14	progress	progress	NN
stanford-ai-2021	240	15	in	in	IN
stanford-ai-2021	240	16	NLP	NLP	NNP
stanford-ai-2021	240	17	has	have	VBZ
stanford-ai-2021	240	18	yielded	yield	VBN
stanford-ai-2021	240	19	AI	AI	NNP
stanford-ai-2021	240	20	systems	system	NNS
stanford-ai-2021	240	21	with	with	IN
stanford-ai-2021	240	22	significantly	significantly	RB
stanford-ai-2021	240	23	improved	improve	VBN
stanford-ai-2021	240	24	language	language	NN
stanford-ai-2021	240	25	capabilities	capability	NNS
stanford-ai-2021	240	26	that	that	WDT
stanford-ai-2021	240	27	have	have	VBP
stanford-ai-2021	240	28	started	start	VBN
stanford-ai-2021	240	29	to	to	TO
stanford-ai-2021	240	30	have	have	VB
stanford-ai-2021	240	31	a	a	DT
stanford-ai-2021	240	32	meaningful	meaningful	JJ
stanford-ai-2021	240	33	economic	economic	JJ
stanford-ai-2021	240	34	impact	impact	NN
stanford-ai-2021	240	35	on	on	IN
stanford-ai-2021	240	36	the	the	DT
stanford-ai-2021	240	37	world	world	NN
stanford-ai-2021	240	38	.	.	.
stanford-ai-2021	241	1	Google	Google	NNP
stanford-ai-2021	241	2	and	and	CC
stanford-ai-2021	241	3	Microsoft	Microsoft	NNP
stanford-ai-2021	241	4	have	have	VBP
stanford-ai-2021	241	5	both	both	CC
stanford-ai-2021	241	6	deployed	deploy	VBN
stanford-ai-2021	241	7	the	the	DT
stanford-ai-2021	241	8	BERT	BERT	NNP
stanford-ai-2021	241	9	language	language	NN
stanford-ai-2021	241	10	model	model	NN
stanford-ai-2021	241	11	into	into	IN
stanford-ai-2021	241	12	their	-PRON-	PRP$
stanford-ai-2021	241	13	search	search	NN
stanford-ai-2021	241	14	engines	engine	NNS
stanford-ai-2021	241	15	,	,	,
stanford-ai-2021	241	16	while	while	IN
stanford-ai-2021	241	17	other	other	JJ
stanford-ai-2021	241	18	large	large	JJ
stanford-ai-2021	241	19	language	language	NN
stanford-ai-2021	241	20	models	model	NNS
stanford-ai-2021	241	21	have	have	VBP
stanford-ai-2021	241	22	been	be	VBN
stanford-ai-2021	241	23	developed	develop	VBN
stanford-ai-2021	241	24	by	by	IN
stanford-ai-2021	241	25	companies	company	NNS
stanford-ai-2021	241	26	ranging	range	VBG
stanford-ai-2021	241	27	from	from	IN
stanford-ai-2021	241	28	Microsoft	Microsoft	NNP
stanford-ai-2021	241	29	to	to	IN
stanford-ai-2021	241	30	OpenAI	OpenAI	NNP
stanford-ai-2021	241	31	.	.	.
stanford-ai-2021	242	1	Progress	progress	NN
stanford-ai-2021	242	2	in	in	IN
stanford-ai-2021	242	3	NLP	NLP	NNP
stanford-ai-2021	242	4	has	have	VBZ
stanford-ai-2021	242	5	been	be	VBN
stanford-ai-2021	242	6	so	so	RB
stanford-ai-2021	242	7	swift	swift	JJ
stanford-ai-2021	242	8	that	that	IN
stanford-ai-2021	242	9	technical	technical	JJ
stanford-ai-2021	242	10	advances	advance	NNS
stanford-ai-2021	242	11	have	have	VBP
stanford-ai-2021	242	12	started	start	VBN
stanford-ai-2021	242	13	to	to	TO
stanford-ai-2021	242	14	outpace	outpace	VB
stanford-ai-2021	242	15	the	the	DT
stanford-ai-2021	242	16	benchmarks	benchmark	NNS
stanford-ai-2021	242	17	to	to	TO
stanford-ai-2021	242	18	test	test	VB
stanford-ai-2021	242	19	for	for	IN
stanford-ai-2021	242	20	them	-PRON-	PRP
stanford-ai-2021	242	21	.	.	.
stanford-ai-2021	243	1	This	this	DT
stanford-ai-2021	243	2	can	can	MD
stanford-ai-2021	243	3	be	be	VB
stanford-ai-2021	243	4	seen	see	VBN
stanford-ai-2021	243	5	in	in	IN
stanford-ai-2021	243	6	the	the	DT
stanford-ai-2021	243	7	rapid	rapid	JJ
stanford-ai-2021	243	8	emergence	emergence	NN
stanford-ai-2021	243	9	of	of	IN
stanford-ai-2021	243	10	systems	system	NNS
stanford-ai-2021	243	11	that	that	WDT
stanford-ai-2021	243	12	obtain	obtain	VBP
stanford-ai-2021	243	13	human	human	JJ
stanford-ai-2021	243	14	level	level	NN
stanford-ai-2021	243	15	performance	performance	NN
stanford-ai-2021	243	16	on	on	IN
stanford-ai-2021	243	17	SuperGLUE	superglue	CD
stanford-ai-2021	243	18	,	,	,
stanford-ai-2021	243	19	an	an	DT
stanford-ai-2021	243	20	NLP	NLP	NNP
stanford-ai-2021	243	21	evaluation	evaluation	NN
stanford-ai-2021	243	22	suite	suite	NN
stanford-ai-2021	243	23	developed	develop	VBN
stanford-ai-2021	243	24	in	in	IN
stanford-ai-2021	243	25	response	response	NN
stanford-ai-2021	243	26	to	to	IN
stanford-ai-2021	243	27	earlier	early	JJR
stanford-ai-2021	243	28	NLP	NLP	NNP
stanford-ai-2021	243	29	progress	progress	NN
stanford-ai-2021	243	30	overshooting	overshoot	VBG
stanford-ai-2021	243	31	the	the	DT
stanford-ai-2021	243	32	capabilities	capability	NNS
stanford-ai-2021	243	33	being	be	VBG
stanford-ai-2021	243	34	assessed	assess	VBN
stanford-ai-2021	243	35	by	by	IN
stanford-ai-2021	243	36	GLUE	GLUE	NNP
stanford-ai-2021	243	37	.	.	.
stanford-ai-2021	244	1	•	•	NNP
stanford-ai-2021	244	2	New	new	JJ
stanford-ai-2021	244	3	analyses	analysis	NNS
stanford-ai-2021	244	4	on	on	IN
stanford-ai-2021	244	5	reasoning	reasoning	NN
stanford-ai-2021	244	6	:	:	:
stanford-ai-2021	244	7	Most	Most	JJS
stanford-ai-2021	244	8	measures	measure	NNS
stanford-ai-2021	244	9	of	of	IN
stanford-ai-2021	244	10	technical	technical	JJ
stanford-ai-2021	244	11	problems	problem	NNS
stanford-ai-2021	244	12	show	show	VBP
stanford-ai-2021	244	13	for	for	IN
stanford-ai-2021	244	14	each	each	DT
stanford-ai-2021	244	15	time	time	NN
stanford-ai-2021	244	16	point	point	NN
stanford-ai-2021	244	17	the	the	DT
stanford-ai-2021	244	18	performance	performance	NN
stanford-ai-2021	244	19	of	of	IN
stanford-ai-2021	244	20	the	the	DT
stanford-ai-2021	244	21	best	good	JJS
stanford-ai-2021	244	22	system	system	NN
stanford-ai-2021	244	23	at	at	IN
stanford-ai-2021	244	24	that	that	DT
stanford-ai-2021	244	25	time	time	NN
stanford-ai-2021	244	26	on	on	IN
stanford-ai-2021	244	27	a	a	DT
stanford-ai-2021	244	28	fixed	fix	VBN
stanford-ai-2021	244	29	benchmark	benchmark	NN
stanford-ai-2021	244	30	.	.	.
stanford-ai-2021	245	1	New	new	JJ
stanford-ai-2021	245	2	analyses	analysis	NNS
stanford-ai-2021	245	3	developed	develop	VBD
stanford-ai-2021	245	4	for	for	IN
stanford-ai-2021	245	5	the	the	DT
stanford-ai-2021	245	6	AI	AI	NNP
stanford-ai-2021	245	7	Index	Index	NNP
stanford-ai-2021	245	8	offer	offer	VBP
stanford-ai-2021	245	9	metrics	metric	NNS
stanford-ai-2021	245	10	that	that	WDT
stanford-ai-2021	245	11	allow	allow	VBP
stanford-ai-2021	245	12	for	for	IN
stanford-ai-2021	245	13	an	an	DT
stanford-ai-2021	245	14	evolving	evolve	VBG
stanford-ai-2021	245	15	benchmark	benchmark	NN
stanford-ai-2021	245	16	,	,	,
stanford-ai-2021	245	17	and	and	CC
stanford-ai-2021	245	18	for	for	IN
stanford-ai-2021	245	19	the	the	DT
stanford-ai-2021	245	20	attribution	attribution	NN
stanford-ai-2021	245	21	to	to	IN
stanford-ai-2021	245	22	individual	individual	JJ
stanford-ai-2021	245	23	systems	system	NNS
stanford-ai-2021	245	24	of	of	IN
stanford-ai-2021	245	25	credit	credit	NN
stanford-ai-2021	245	26	for	for	IN
stanford-ai-2021	245	27	a	a	DT
stanford-ai-2021	245	28	share	share	NN
stanford-ai-2021	245	29	of	of	IN
stanford-ai-2021	245	30	the	the	DT
stanford-ai-2021	245	31	overall	overall	JJ
stanford-ai-2021	245	32	performance	performance	NN
stanford-ai-2021	245	33	of	of	IN
stanford-ai-2021	245	34	a	a	DT
stanford-ai-2021	245	35	group	group	NN
stanford-ai-2021	245	36	of	of	IN
stanford-ai-2021	245	37	systems	system	NNS
stanford-ai-2021	245	38	over	over	IN
stanford-ai-2021	245	39	time	time	NN
stanford-ai-2021	245	40	.	.	.
stanford-ai-2021	246	1	These	these	DT
stanford-ai-2021	246	2	are	be	VBP
stanford-ai-2021	246	3	applied	apply	VBN
stanford-ai-2021	246	4	to	to	IN
stanford-ai-2021	246	5	two	two	CD
stanford-ai-2021	246	6	symbolic	symbolic	JJ
stanford-ai-2021	246	7	reasoning	reasoning	NN
stanford-ai-2021	246	8	problems	problem	NNS
stanford-ai-2021	246	9	,	,	,
stanford-ai-2021	246	10	Automated	Automated	NNP
stanford-ai-2021	246	11	Theorem	Theorem	NNP
stanford-ai-2021	246	12	Proving	Proving	NNP
stanford-ai-2021	246	13	and	and	CC
stanford-ai-2021	246	14	Satisfiability	Satisfiability	NNP
stanford-ai-2021	246	15	of	of	IN
stanford-ai-2021	246	16	Boolean	Boolean	NNP
stanford-ai-2021	246	17	formulas	formula	NNS
stanford-ai-2021	246	18	.	.	.
stanford-ai-2021	247	1	•	•	NNP
stanford-ai-2021	247	2	Machine	machine	NN
stanford-ai-2021	247	3	learning	learning	NN
stanford-ai-2021	247	4	is	be	VBZ
stanford-ai-2021	247	5	changing	change	VBG
stanford-ai-2021	247	6	the	the	DT
stanford-ai-2021	247	7	game	game	NN
stanford-ai-2021	247	8	in	in	IN
stanford-ai-2021	247	9	healthcare	healthcare	NN
stanford-ai-2021	247	10	and	and	CC
stanford-ai-2021	247	11	biology	biology	NN
stanford-ai-2021	247	12	:	:	:
stanford-ai-2021	247	13	The	the	DT
stanford-ai-2021	247	14	landscape	landscape	NN
stanford-ai-2021	247	15	of	of	IN
stanford-ai-2021	247	16	the	the	DT
stanford-ai-2021	247	17	healthcare	healthcare	NN
stanford-ai-2021	247	18	and	and	CC
stanford-ai-2021	247	19	biology	biology	NN
stanford-ai-2021	247	20	industries	industry	NNS
stanford-ai-2021	247	21	has	have	VBZ
stanford-ai-2021	247	22	evolved	evolve	VBN
stanford-ai-2021	247	23	substantially	substantially	RB
stanford-ai-2021	247	24	with	with	IN
stanford-ai-2021	247	25	the	the	DT
stanford-ai-2021	247	26	adoption	adoption	NN
stanford-ai-2021	247	27	of	of	IN
stanford-ai-2021	247	28	machine	machine	NN
stanford-ai-2021	247	29	learning	learning	NN
stanford-ai-2021	247	30	.	.	.
stanford-ai-2021	248	1	DeepMind	DeepMind	NNP
stanford-ai-2021	248	2	’s	’s	POS
stanford-ai-2021	248	3	AlphaFold	AlphaFold	NNP
stanford-ai-2021	248	4	applied	apply	VBD
stanford-ai-2021	248	5	deep	deep	JJ
stanford-ai-2021	248	6	learning	learning	NN
stanford-ai-2021	248	7	technique	technique	NN
stanford-ai-2021	248	8	to	to	TO
stanford-ai-2021	248	9	make	make	VB
stanford-ai-2021	248	10	a	a	DT
stanford-ai-2021	248	11	significant	significant	JJ
stanford-ai-2021	248	12	breakthrough	breakthrough	NN
stanford-ai-2021	248	13	in	in	IN
stanford-ai-2021	248	14	the	the	DT
stanford-ai-2021	248	15	decades	decade	NNS
stanford-ai-2021	248	16	-	-	HYPH
stanford-ai-2021	248	17	long	long	JJ
stanford-ai-2021	248	18	biology	biology	NN
stanford-ai-2021	248	19	challenge	challenge	NN
stanford-ai-2021	248	20	of	of	IN
stanford-ai-2021	248	21	protein	protein	NN
stanford-ai-2021	248	22	folding	folding	NN
stanford-ai-2021	248	23	.	.	.
stanford-ai-2021	249	1	Scientists	scientist	NNS
stanford-ai-2021	249	2	use	use	VBP
stanford-ai-2021	249	3	ML	ML	NNP
stanford-ai-2021	249	4	models	model	NNS
stanford-ai-2021	249	5	to	to	TO
stanford-ai-2021	249	6	learn	learn	VB
stanford-ai-2021	249	7	representations	representation	NNS
stanford-ai-2021	249	8	of	of	IN
stanford-ai-2021	249	9	chemical	chemical	JJ
stanford-ai-2021	249	10	molecules	molecule	NNS
stanford-ai-2021	249	11	for	for	IN
stanford-ai-2021	249	12	more	more	JJR
stanford-ai-2021	249	13	effective	effective	JJ
stanford-ai-2021	249	14	chemical	chemical	NN
stanford-ai-2021	249	15	synthesis	synthesis	NN
stanford-ai-2021	249	16	planning	planning	NN
stanford-ai-2021	249	17	.	.	.
stanford-ai-2021	250	1	PostEra	PostEra	NNP
stanford-ai-2021	250	2	,	,	,
stanford-ai-2021	250	3	an	an	DT
stanford-ai-2021	250	4	AI	AI	NNP
stanford-ai-2021	250	5	startup	startup	NN
stanford-ai-2021	250	6	used	use	VBN
stanford-ai-2021	250	7	ML	ML	NNP
stanford-ai-2021	250	8	-	-	HYPH
stanford-ai-2021	250	9	based	base	VBN
stanford-ai-2021	250	10	techniques	technique	NNS
stanford-ai-2021	250	11	to	to	TO
stanford-ai-2021	250	12	accelerate	accelerate	VB
stanford-ai-2021	250	13	COVID	covid	NN
stanford-ai-2021	250	14	-	-	HYPH
stanford-ai-2021	250	15	related	relate	VBN
stanford-ai-2021	250	16	drug	drug	NN
stanford-ai-2021	250	17	discovery	discovery	NN
stanford-ai-2021	250	18	during	during	IN
stanford-ai-2021	250	19	the	the	DT
stanford-ai-2021	250	20	pandemic	pandemic	NN
stanford-ai-2021	250	21	.	.	.
stanford-ai-2021	251	1	C	c	NN
stanford-ai-2021	251	2	H	h	NN
stanford-ai-2021	251	3	A	a	NN
stanford-ai-2021	251	4	P	p	NN
stanford-ai-2021	251	5	T	t	NN
stanford-ai-2021	251	6	E	e	NN
stanford-ai-2021	251	7	R	r	NN
stanford-ai-2021	251	8	H	h	NN
stanford-ai-2021	251	9	I	i	NN
stanford-ai-2021	251	10	G	g	NN
stanford-ai-2021	251	11	H	h	NN
stanford-ai-2021	251	12	L	l	NN
stanford-ai-2021	251	13	I	i	NN
stanford-ai-2021	251	14	G	g	NN
stanford-ai-2021	251	15	H	h	NN
stanford-ai-2021	251	16	T	t	NN
stanford-ai-2021	251	17	S	s	NN
stanford-ai-2021	251	18	C	c	NN
stanford-ai-2021	251	19	H	h	NN
stanford-ai-2021	251	20	A	a	NN
stanford-ai-2021	251	21	P	p	NN
stanford-ai-2021	251	22	T	t	NN
stanford-ai-2021	251	23	E	e	NN
stanford-ai-2021	251	24	R	r	NN
stanford-ai-2021	251	25	2	2	CD
stanford-ai-2021	251	26	:	:	:
stanford-ai-2021	251	27	T	t	NN
stanford-ai-2021	251	28	E	e	NN
stanford-ai-2021	251	29	C	c	NN
stanford-ai-2021	251	30	H	h	NN
stanford-ai-2021	251	31	N	n	NN
stanford-ai-2021	251	32	I	i	NN
stanford-ai-2021	251	33	C	c	NN
stanford-ai-2021	251	34	A	a	NN
stanford-ai-2021	251	35	L	l	NN
stanford-ai-2021	251	36	P	p	NN
stanford-ai-2021	251	37	E	e	NN
stanford-ai-2021	251	38	R	r	NN
stanford-ai-2021	251	39	F	f	NN
stanford-ai-2021	251	40	O	o	NN
stanford-ai-2021	251	41	R	r	NN
stanford-ai-2021	251	42	M	m	NN
stanford-ai-2021	251	43	A	A	NNP
stanford-ai-2021	251	44	N	n	NN
stanford-ai-2021	251	45	C	c	NN
stanford-ai-2021	251	46	E	e	NN
stanford-ai-2021	251	47	TA	ta	NN
stanford-ai-2021	251	48	B	b	NN
stanford-ai-2021	251	49	L	l	NN
stanford-ai-2021	251	50	E	e	NN
stanford-ai-2021	251	51	O	o	NN
stanford-ai-2021	251	52	F	f	NN
stanford-ai-2021	251	53	C	c	NN
stanford-ai-2021	251	54	O	o	NN
stanford-ai-2021	251	55	N	n	NN
stanford-ai-2021	251	56	T	t	NN
stanford-ai-2021	251	57	E	e	NN
stanford-ai-2021	251	58	N	n	NN
stanford-ai-2021	251	59	T	t	NN
stanford-ai-2021	251	60	S	s	NN
stanford-ai-2021	251	61	4	4	CD
stanford-ai-2021	251	62	5C	5c	NN
stanford-ai-2021	251	63	H	h	NN
stanford-ai-2021	251	64	A	a	NN
stanford-ai-2021	251	65	P	p	NN
stanford-ai-2021	251	66	T	t	NN
stanford-ai-2021	251	67	E	e	NN
stanford-ai-2021	251	68	R	r	NN
stanford-ai-2021	251	69	2	2	CD
stanford-ai-2021	251	70	P	p	NN
stanford-ai-2021	251	71	R	r	NN
stanford-ai-2021	251	72	E	e	NN
stanford-ai-2021	251	73	V	v	NN
stanford-ai-2021	251	74	I	i	NN
stanford-ai-2021	251	75	E	e	NN
stanford-ai-2021	251	76	W	W	NNP
stanford-ai-2021	251	77	Artificial	Artificial	NNP
stanford-ai-2021	251	78	Intelligence	Intelligence	NNP
stanford-ai-2021	251	79	Index	Index	NNP
stanford-ai-2021	251	80	Report	Report	NNP
stanford-ai-2021	251	81	2021	2021	CD
stanford-ai-2021	251	82	Introduced	introduce	VBN
stanford-ai-2021	251	83	in	in	IN
stanford-ai-2021	251	84	the	the	DT
stanford-ai-2021	251	85	1960s	1960	NNS
stanford-ai-2021	251	86	,	,	,
stanford-ai-2021	251	87	the	the	DT
stanford-ai-2021	251	88	field	field	NN
stanford-ai-2021	251	89	of	of	IN
stanford-ai-2021	251	90	computer	computer	NN
stanford-ai-2021	251	91	vision	vision	NN
stanford-ai-2021	251	92	has	have	VBZ
stanford-ai-2021	251	93	seen	see	VBN
stanford-ai-2021	251	94	significant	significant	JJ
stanford-ai-2021	251	95	progress	progress	NN
stanford-ai-2021	251	96	and	and	CC
stanford-ai-2021	251	97	in	in	IN
stanford-ai-2021	251	98	recent	recent	JJ
stanford-ai-2021	251	99	years	year	NNS
stanford-ai-2021	251	100	has	have	VBZ
stanford-ai-2021	251	101	started	start	VBN
stanford-ai-2021	251	102	to	to	TO
stanford-ai-2021	251	103	reach	reach	VB
stanford-ai-2021	251	104	human	human	JJ
stanford-ai-2021	251	105	levels	level	NNS
stanford-ai-2021	251	106	of	of	IN
stanford-ai-2021	251	107	performance	performance	NN
stanford-ai-2021	251	108	on	on	IN
stanford-ai-2021	251	109	some	some	DT
stanford-ai-2021	251	110	restricted	restrict	VBN
stanford-ai-2021	251	111	visual	visual	JJ
stanford-ai-2021	251	112	tasks	task	NNS
stanford-ai-2021	251	113	.	.	.
stanford-ai-2021	252	1	Common	common	JJ
stanford-ai-2021	252	2	computer	computer	NN
stanford-ai-2021	252	3	vision	vision	NN
stanford-ai-2021	252	4	tasks	task	NNS
stanford-ai-2021	252	5	include	include	VBP
stanford-ai-2021	252	6	object	object	NN
stanford-ai-2021	252	7	recognition	recognition	NN
stanford-ai-2021	252	8	,	,	,
stanford-ai-2021	252	9	pose	pose	VB
stanford-ai-2021	252	10	estimation	estimation	NN
stanford-ai-2021	252	11	,	,	,
stanford-ai-2021	252	12	and	and	CC
stanford-ai-2021	252	13	semantic	semantic	JJ
stanford-ai-2021	252	14	segmentation	segmentation	NN
stanford-ai-2021	252	15	.	.	.
stanford-ai-2021	253	1	The	the	DT
stanford-ai-2021	253	2	maturation	maturation	NN
stanford-ai-2021	253	3	of	of	IN
stanford-ai-2021	253	4	computer	computer	NN
stanford-ai-2021	253	5	vision	vision	NN
stanford-ai-2021	253	6	technology	technology	NN
stanford-ai-2021	253	7	has	have	VBZ
stanford-ai-2021	253	8	unlocked	unlock	VBN
stanford-ai-2021	253	9	a	a	DT
stanford-ai-2021	253	10	range	range	NN
stanford-ai-2021	253	11	of	of	IN
stanford-ai-2021	253	12	applications	application	NNS
stanford-ai-2021	253	13	:	:	:
stanford-ai-2021	253	14	self	self	NN
stanford-ai-2021	253	15	-	-	HYPH
stanford-ai-2021	253	16	driving	drive	VBG
stanford-ai-2021	253	17	cars	car	NNS
stanford-ai-2021	253	18	,	,	,
stanford-ai-2021	253	19	medical	medical	JJ
stanford-ai-2021	253	20	image	image	NN
stanford-ai-2021	253	21	analysis	analysis	NN
stanford-ai-2021	253	22	,	,	,
stanford-ai-2021	253	23	consumer	consumer	NN
stanford-ai-2021	253	24	applications	application	NNS
stanford-ai-2021	253	25	(	(	-LRB-
stanford-ai-2021	253	26	e.g.	e.g.	RB
stanford-ai-2021	253	27	,	,	,
stanford-ai-2021	253	28	Google	Google	NNP
stanford-ai-2021	253	29	Photos	Photos	NNP
stanford-ai-2021	253	30	)	)	-RRB-
stanford-ai-2021	253	31	,	,	,
stanford-ai-2021	253	32	security	security	NN
stanford-ai-2021	253	33	applications	application	NNS
stanford-ai-2021	253	34	(	(	-LRB-
stanford-ai-2021	253	35	e.g.	e.g.	RB
stanford-ai-2021	253	36	,	,	,
stanford-ai-2021	253	37	surveillance	surveillance	NN
stanford-ai-2021	253	38	,	,	,
stanford-ai-2021	253	39	satellite	satellite	NN
stanford-ai-2021	253	40	imagery	imagery	NN
stanford-ai-2021	253	41	analysis	analysis	NN
stanford-ai-2021	253	42	)	)	-RRB-
stanford-ai-2021	253	43	,	,	,
stanford-ai-2021	253	44	industrial	industrial	JJ
stanford-ai-2021	253	45	applications	application	NNS
stanford-ai-2021	253	46	(	(	-LRB-
stanford-ai-2021	253	47	e.g.	e.g.	RB
stanford-ai-2021	253	48	,	,	,
stanford-ai-2021	253	49	detecting	detect	VBG
stanford-ai-2021	253	50	defective	defective	JJ
stanford-ai-2021	253	51	parts	part	NNS
stanford-ai-2021	253	52	in	in	IN
stanford-ai-2021	253	53	manufacturing	manufacturing	NN
stanford-ai-2021	253	54	and	and	CC
stanford-ai-2021	253	55	assembly	assembly	NN
stanford-ai-2021	253	56	)	)	-RRB-
stanford-ai-2021	253	57	,	,	,
stanford-ai-2021	253	58	and	and	CC
stanford-ai-2021	253	59	others	other	NNS
stanford-ai-2021	253	60	.	.	.
stanford-ai-2021	254	1	C	C	NNP
stanford-ai-2021	254	2	O	o	NN
stanford-ai-2021	254	3	M	m	NN
stanford-ai-2021	254	4	P	p	NN
stanford-ai-2021	254	5	U	u	NN
stanford-ai-2021	254	6	T	t	NN
stanford-ai-2021	254	7	E	e	NN
stanford-ai-2021	254	8	R	r	NN
stanford-ai-2021	254	9	V	v	NN
stanford-ai-2021	254	10	I	i	NN
stanford-ai-2021	254	11	S	s	NN
stanford-ai-2021	254	12	I	i	NN
stanford-ai-2021	254	13	O	o	NN
stanford-ai-2021	254	14	N	n	NN
stanford-ai-2021	254	15	C	c	NN
stanford-ai-2021	254	16	H	h	NN
stanford-ai-2021	254	17	A	a	NN
stanford-ai-2021	254	18	P	p	NN
stanford-ai-2021	254	19	T	t	NN
stanford-ai-2021	254	20	E	e	NN
stanford-ai-2021	254	21	R	r	NN
stanford-ai-2021	254	22	2	2	CD
stanford-ai-2021	254	23	:	:	:
stanford-ai-2021	254	24	T	t	NN
stanford-ai-2021	254	25	E	e	NN
stanford-ai-2021	254	26	C	c	NN
stanford-ai-2021	254	27	H	h	NN
stanford-ai-2021	254	28	N	n	NN
stanford-ai-2021	254	29	I	i	NN
stanford-ai-2021	254	30	C	c	NN
stanford-ai-2021	254	31	A	a	NN
stanford-ai-2021	254	32	L	l	NN
stanford-ai-2021	254	33	P	p	NN
stanford-ai-2021	254	34	E	e	NN
stanford-ai-2021	254	35	R	r	NN
stanford-ai-2021	254	36	F	f	NN
stanford-ai-2021	254	37	O	o	NN
stanford-ai-2021	254	38	R	r	NN
stanford-ai-2021	254	39	M	m	NN
stanford-ai-2021	254	40	A	a	NN
stanford-ai-2021	254	41	N	n	NN
stanford-ai-2021	254	42	C	c	NN
stanford-ai-2021	254	43	E	e	NN
stanford-ai-2021	254	44	Computer	computer	NN
stanford-ai-2021	254	45	Vision	vision	NN
stanford-ai-2021	254	46	TA	TA	NNP
stanford-ai-2021	254	47	B	b	NN
stanford-ai-2021	254	48	L	l	NN
stanford-ai-2021	254	49	E	e	NN
stanford-ai-2021	254	50	O	o	NN
stanford-ai-2021	254	51	F	f	NN
stanford-ai-2021	254	52	C	c	NN
stanford-ai-2021	254	53	O	o	NN
stanford-ai-2021	254	54	N	n	NN
stanford-ai-2021	254	55	T	t	NN
stanford-ai-2021	254	56	E	e	NN
stanford-ai-2021	254	57	N	n	NN
stanford-ai-2021	254	58	T	t	NN
stanford-ai-2021	254	59	S	s	NN
stanford-ai-2021	254	60	4	4	CD
stanford-ai-2021	254	61	6C	6c	NN
stanford-ai-2021	254	62	H	h	NN
stanford-ai-2021	254	63	A	a	NN
stanford-ai-2021	254	64	P	p	NN
stanford-ai-2021	254	65	T	t	NN
stanford-ai-2021	254	66	E	e	NN
stanford-ai-2021	254	67	R	r	NN
stanford-ai-2021	254	68	2	2	CD
stanford-ai-2021	254	69	P	p	NN
stanford-ai-2021	254	70	R	r	NN
stanford-ai-2021	254	71	E	e	NN
stanford-ai-2021	254	72	V	v	NN
stanford-ai-2021	254	73	I	i	NN
stanford-ai-2021	254	74	E	e	NN
stanford-ai-2021	254	75	W	W	NNP
stanford-ai-2021	254	76	Artificial	Artificial	NNP
stanford-ai-2021	254	77	Intelligence	Intelligence	NNP
stanford-ai-2021	254	78	Index	Index	NNP
stanford-ai-2021	254	79	Report	Report	NNP
stanford-ai-2021	254	80	2021	2021	CD
stanford-ai-2021	254	81	I	i	NN
stanford-ai-2021	254	82	M	M	NNP
stanford-ai-2021	254	83	AG	AG	NNP
stanford-ai-2021	254	84	E	E	NNP
stanford-ai-2021	254	85	C	c	NN
stanford-ai-2021	254	86	L	l	NN
stanford-ai-2021	254	87	A	A	NNP
stanford-ai-2021	254	88	S	s	NN
stanford-ai-2021	254	89	S	s	NN
stanford-ai-2021	254	90	I	i	NN
stanford-ai-2021	254	91	F	f	NN
stanford-ai-2021	254	92	I	i	NN
stanford-ai-2021	254	93	C	c	NN
stanford-ai-2021	254	94	AT	at	IN
stanford-ai-2021	254	95	I	i	NN
stanford-ai-2021	254	96	O	o	NN
stanford-ai-2021	254	97	N	n	NN
stanford-ai-2021	254	98	In	in	IN
stanford-ai-2021	254	99	the	the	DT
stanford-ai-2021	254	100	2010s	2010	NNS
stanford-ai-2021	254	101	,	,	,
stanford-ai-2021	254	102	the	the	DT
stanford-ai-2021	254	103	field	field	NN
stanford-ai-2021	254	104	of	of	IN
stanford-ai-2021	254	105	image	image	NN
stanford-ai-2021	254	106	recognition	recognition	NN
stanford-ai-2021	254	107	and	and	CC
stanford-ai-2021	254	108	classification	classification	NN
stanford-ai-2021	254	109	began	begin	VBD
stanford-ai-2021	254	110	to	to	TO
stanford-ai-2021	254	111	switch	switch	VB
stanford-ai-2021	254	112	from	from	IN
stanford-ai-2021	254	113	classical	classical	JJ
stanford-ai-2021	254	114	AI	AI	NNP
stanford-ai-2021	254	115	techniques	technique	NNS
stanford-ai-2021	254	116	to	to	IN
stanford-ai-2021	254	117	ones	one	NNS
stanford-ai-2021	254	118	based	base	VBN
stanford-ai-2021	254	119	on	on	IN
stanford-ai-2021	254	120	machine	machine	NN
stanford-ai-2021	254	121	learning	learning	NN
stanford-ai-2021	254	122	and	and	CC
stanford-ai-2021	254	123	,	,	,
stanford-ai-2021	254	124	specifically	specifically	RB
stanford-ai-2021	254	125	,	,	,
stanford-ai-2021	254	126	deep	deep	JJ
stanford-ai-2021	254	127	learning	learning	NN
stanford-ai-2021	254	128	.	.	.
stanford-ai-2021	255	1	Since	since	IN
stanford-ai-2021	255	2	then	then	RB
stanford-ai-2021	255	3	,	,	,
stanford-ai-2021	255	4	image	image	NN
stanford-ai-2021	255	5	recognition	recognition	NN
stanford-ai-2021	255	6	has	have	VBZ
stanford-ai-2021	255	7	shifted	shift	VBN
stanford-ai-2021	255	8	from	from	IN
stanford-ai-2021	255	9	being	be	VBG
stanford-ai-2021	255	10	an	an	DT
stanford-ai-2021	255	11	expensive	expensive	JJ
stanford-ai-2021	255	12	,	,	,
stanford-ai-2021	255	13	domain	domain	NN
stanford-ai-2021	255	14	-	-	HYPH
stanford-ai-2021	255	15	specific	specific	JJ
stanford-ai-2021	255	16	technology	technology	NN
stanford-ai-2021	255	17	to	to	IN
stanford-ai-2021	255	18	being	be	VBG
stanford-ai-2021	255	19	one	one	NN
stanford-ai-2021	255	20	that	that	WDT
stanford-ai-2021	255	21	is	be	VBZ
stanford-ai-2021	255	22	more	more	RBR
stanford-ai-2021	255	23	affordable	affordable	JJ
stanford-ai-2021	255	24	and	and	CC
stanford-ai-2021	255	25	applicable	applicable	JJ
stanford-ai-2021	255	26	to	to	IN
stanford-ai-2021	255	27	more	more	JJR
stanford-ai-2021	255	28	areas	area	NNS
stanford-ai-2021	255	29	—	—	:
stanford-ai-2021	255	30	primarily	primarily	RB
stanford-ai-2021	255	31	due	due	JJ
stanford-ai-2021	255	32	to	to	IN
stanford-ai-2021	255	33	advancements	advancement	NNS
stanford-ai-2021	255	34	in	in	IN
stanford-ai-2021	255	35	the	the	DT
stanford-ai-2021	255	36	underlying	underlie	VBG
stanford-ai-2021	255	37	technology	technology	NN
stanford-ai-2021	255	38	(	(	-LRB-
stanford-ai-2021	255	39	algorithms	algorithms	NNP
stanford-ai-2021	255	40	,	,	,
stanford-ai-2021	255	41	compute	compute	JJ
stanford-ai-2021	255	42	hardware	hardware	NN
stanford-ai-2021	255	43	,	,	,
stanford-ai-2021	255	44	and	and	CC
stanford-ai-2021	255	45	the	the	DT
stanford-ai-2021	255	46	utilization	utilization	NN
stanford-ai-2021	255	47	of	of	IN
stanford-ai-2021	255	48	larger	large	JJR
stanford-ai-2021	255	49	datasets	dataset	NNS
stanford-ai-2021	255	50	)	)	-RRB-
stanford-ai-2021	255	51	.	.	.
stanford-ai-2021	256	1	ImageNet	ImageNet	NNP
stanford-ai-2021	256	2	Created	create	VBN
stanford-ai-2021	256	3	by	by	IN
stanford-ai-2021	256	4	computer	computer	NN
stanford-ai-2021	256	5	scientists	scientist	NNS
stanford-ai-2021	256	6	from	from	IN
stanford-ai-2021	256	7	Stanford	Stanford	NNP
stanford-ai-2021	256	8	University	University	NNP
stanford-ai-2021	256	9	and	and	CC
stanford-ai-2021	256	10	Princeton	Princeton	NNP
stanford-ai-2021	256	11	University	University	NNP
stanford-ai-2021	256	12	in	in	IN
stanford-ai-2021	256	13	2009	2009	CD
stanford-ai-2021	256	14	,	,	,
stanford-ai-2021	256	15	ImageNet	ImageNet	NNP
stanford-ai-2021	256	16	is	be	VBZ
stanford-ai-2021	256	17	a	a	DT
stanford-ai-2021	256	18	dataset	dataset	NN
stanford-ai-2021	256	19	of	of	IN
stanford-ai-2021	256	20	over	over	IN
stanford-ai-2021	256	21	14	14	CD
stanford-ai-2021	256	22	million	million	CD
stanford-ai-2021	256	23	images	image	NNS
stanford-ai-2021	256	24	across	across	IN
stanford-ai-2021	256	25	200	200	CD
stanford-ai-2021	256	26	classes	class	NNS
stanford-ai-2021	256	27	that	that	WDT
stanford-ai-2021	256	28	expands	expand	VBZ
stanford-ai-2021	256	29	and	and	CC
stanford-ai-2021	256	30	improves	improve	VBZ
stanford-ai-2021	256	31	the	the	DT
stanford-ai-2021	256	32	data	datum	NNS
stanford-ai-2021	256	33	available	available	JJ
stanford-ai-2021	256	34	for	for	IN
stanford-ai-2021	256	35	researchers	researcher	NNS
stanford-ai-2021	256	36	to	to	TO
stanford-ai-2021	256	37	train	train	VB
stanford-ai-2021	256	38	AI	AI	NNP
stanford-ai-2021	256	39	algorithms	algorithm	NNS
stanford-ai-2021	256	40	.	.	.
stanford-ai-2021	257	1	In	in	IN
stanford-ai-2021	257	2	2012	2012	CD
stanford-ai-2021	257	3	,	,	,
stanford-ai-2021	257	4	researchers	researcher	NNS
stanford-ai-2021	257	5	from	from	IN
stanford-ai-2021	257	6	the	the	DT
stanford-ai-2021	257	7	University	University	NNP
stanford-ai-2021	257	8	of	of	IN
stanford-ai-2021	257	9	Toronto	Toronto	NNP
stanford-ai-2021	257	10	used	use	VBD
stanford-ai-2021	257	11	techniques	technique	NNS
stanford-ai-2021	257	12	based	base	VBN
stanford-ai-2021	257	13	on	on	IN
stanford-ai-2021	257	14	deep	deep	JJ
stanford-ai-2021	257	15	learning	learning	NN
stanford-ai-2021	257	16	to	to	TO
stanford-ai-2021	257	17	set	set	VB
stanford-ai-2021	257	18	a	a	DT
stanford-ai-2021	257	19	new	new	JJ
stanford-ai-2021	257	20	state	state	NN
stanford-ai-2021	257	21	of	of	IN
stanford-ai-2021	257	22	the	the	DT
stanford-ai-2021	257	23	art	art	NN
stanford-ai-2021	257	24	in	in	IN
stanford-ai-2021	257	25	the	the	DT
stanford-ai-2021	257	26	ImageNet	ImageNet	NNP
stanford-ai-2021	257	27	Large	large	JJ
stanford-ai-2021	257	28	Scale	scale	NN
stanford-ai-2021	257	29	Visual	visual	JJ
stanford-ai-2021	257	30	Recognition	recognition	NN
stanford-ai-2021	257	31	Challenge	Challenge	NNP
stanford-ai-2021	257	32	.	.	.
stanford-ai-2021	258	1	Since	since	IN
stanford-ai-2021	258	2	then	then	RB
stanford-ai-2021	258	3	,	,	,
stanford-ai-2021	258	4	deep	deep	JJ
stanford-ai-2021	258	5	learning	learning	NN
stanford-ai-2021	258	6	techniques	technique	NNS
stanford-ai-2021	258	7	have	have	VBP
stanford-ai-2021	258	8	ruled	rule	VBN
stanford-ai-2021	258	9	the	the	DT
stanford-ai-2021	258	10	competition	competition	NN
stanford-ai-2021	258	11	leaderboards	leaderboard	NNS
stanford-ai-2021	258	12	—	—	:
stanford-ai-2021	258	13	several	several	JJ
stanford-ai-2021	258	14	widely	widely	RB
stanford-ai-2021	258	15	used	use	VBN
stanford-ai-2021	258	16	techniques	technique	NNS
stanford-ai-2021	258	17	have	have	VBP
stanford-ai-2021	258	18	debuted	debut	VBN
stanford-ai-2021	258	19	in	in	IN
stanford-ai-2021	258	20	ImageNet	ImageNet	NNP
stanford-ai-2021	258	21	competition	competition	NN
stanford-ai-2021	258	22	entries	entry	NNS
stanford-ai-2021	258	23	.	.	.
stanford-ai-2021	259	1	In	in	IN
stanford-ai-2021	259	2	2015	2015	CD
stanford-ai-2021	259	3	,	,	,
stanford-ai-2021	259	4	a	a	DT
stanford-ai-2021	259	5	team	team	NN
stanford-ai-2021	259	6	from	from	IN
stanford-ai-2021	259	7	Microsoft	Microsoft	NNP
stanford-ai-2021	259	8	Research	Research	NNP
stanford-ai-2021	259	9	said	say	VBD
stanford-ai-2021	259	10	it	-PRON-	PRP
stanford-ai-2021	259	11	had	have	VBD
stanford-ai-2021	259	12	surpassed	surpass	VBN
stanford-ai-2021	259	13	human	human	JJ
stanford-ai-2021	259	14	-	-	HYPH
stanford-ai-2021	259	15	level	level	NN
stanford-ai-2021	259	16	performance	performance	NN
stanford-ai-2021	259	17	on	on	IN
stanford-ai-2021	259	18	the	the	DT
stanford-ai-2021	259	19	image	image	NN
stanford-ai-2021	259	20	classification	classification	NN
stanford-ai-2021	259	21	task1	task1	NN
stanford-ai-2021	259	22	via	via	IN
stanford-ai-2021	259	23	the	the	DT
stanford-ai-2021	259	24	use	use	NN
stanford-ai-2021	259	25	of	of	IN
stanford-ai-2021	259	26	“	"	``
stanford-ai-2021	259	27	residual	residual	JJ
stanford-ai-2021	259	28	networks”—an	networks”—an	NNP
stanford-ai-2021	259	29	innovation	innovation	NN
stanford-ai-2021	259	30	that	that	WDT
stanford-ai-2021	259	31	subsequently	subsequently	RB
stanford-ai-2021	259	32	proliferated	proliferate	VBN
stanford-ai-2021	259	33	into	into	IN
stanford-ai-2021	259	34	other	other	JJ
stanford-ai-2021	259	35	AI	AI	NNP
stanford-ai-2021	259	36	systems	system	NNS
stanford-ai-2021	259	37	.	.	.
stanford-ai-2021	260	1	Even	even	RB
stanford-ai-2021	260	2	after	after	IN
stanford-ai-2021	260	3	the	the	DT
stanford-ai-2021	260	4	end	end	NN
stanford-ai-2021	260	5	of	of	IN
stanford-ai-2021	260	6	the	the	DT
stanford-ai-2021	260	7	competition	competition	NN
stanford-ai-2021	260	8	in	in	IN
stanford-ai-2021	260	9	2017	2017	CD
stanford-ai-2021	260	10	,	,	,
stanford-ai-2021	260	11	researchers	researcher	NNS
stanford-ai-2021	260	12	continue	continue	VBP
stanford-ai-2021	260	13	to	to	TO
stanford-ai-2021	260	14	use	use	VB
stanford-ai-2021	260	15	the	the	DT
stanford-ai-2021	260	16	ImageNet	ImageNet	NNP
stanford-ai-2021	260	17	dataset	dataset	NN
stanford-ai-2021	260	18	to	to	TO
stanford-ai-2021	260	19	test	test	VB
stanford-ai-2021	260	20	and	and	CC
stanford-ai-2021	260	21	develop	develop	VB
stanford-ai-2021	260	22	computer	computer	NN
stanford-ai-2021	260	23	vision	vision	NN
stanford-ai-2021	260	24	applications	application	NNS
stanford-ai-2021	260	25	.	.	.
stanford-ai-2021	261	1	The	the	DT
stanford-ai-2021	261	2	image	image	NN
stanford-ai-2021	261	3	classification	classification	NN
stanford-ai-2021	261	4	task	task	NN
stanford-ai-2021	261	5	of	of	IN
stanford-ai-2021	261	6	the	the	DT
stanford-ai-2021	261	7	ImageNet	ImageNet	NNP
stanford-ai-2021	261	8	Challenge	Challenge	NNP
stanford-ai-2021	261	9	asks	ask	VBZ
stanford-ai-2021	261	10	machines	machine	NNS
stanford-ai-2021	261	11	to	to	TO
stanford-ai-2021	261	12	assign	assign	VB
stanford-ai-2021	261	13	a	a	DT
stanford-ai-2021	261	14	class	class	NN
stanford-ai-2021	261	15	label	label	NN
stanford-ai-2021	261	16	to	to	IN
stanford-ai-2021	261	17	an	an	DT
stanford-ai-2021	261	18	image	image	NN
stanford-ai-2021	261	19	based	base	VBN
stanford-ai-2021	261	20	on	on	IN
stanford-ai-2021	261	21	the	the	DT
stanford-ai-2021	261	22	main	main	JJ
stanford-ai-2021	261	23	object	object	NN
stanford-ai-2021	261	24	in	in	IN
stanford-ai-2021	261	25	the	the	DT
stanford-ai-2021	261	26	image	image	NN
stanford-ai-2021	261	27	.	.	.
stanford-ai-2021	262	1	The	the	DT
stanford-ai-2021	262	2	following	follow	VBG
stanford-ai-2021	262	3	graphs	graphs	NN
stanford-ai-2021	262	4	explore	explore	VBP
stanford-ai-2021	262	5	the	the	DT
stanford-ai-2021	262	6	evolution	evolution	NN
stanford-ai-2021	262	7	of	of	IN
stanford-ai-2021	262	8	the	the	DT
stanford-ai-2021	262	9	top	top	RB
stanford-ai-2021	262	10	-	-	HYPH
stanford-ai-2021	262	11	performing	perform	VBG
stanford-ai-2021	262	12	ImageNet	ImageNet	NNP
stanford-ai-2021	262	13	systems	system	NNS
stanford-ai-2021	262	14	over	over	IN
stanford-ai-2021	262	15	time	time	NN
stanford-ai-2021	262	16	,	,	,
stanford-ai-2021	262	17	as	as	RB
stanford-ai-2021	262	18	well	well	RB
stanford-ai-2021	262	19	as	as	IN
stanford-ai-2021	262	20	how	how	WRB
stanford-ai-2021	262	21	algorithmic	algorithmic	JJ
stanford-ai-2021	262	22	and	and	CC
stanford-ai-2021	262	23	infrastructure	infrastructure	NN
stanford-ai-2021	262	24	advances	advance	NNS
stanford-ai-2021	262	25	have	have	VBP
stanford-ai-2021	262	26	allowed	allow	VBN
stanford-ai-2021	262	27	researchers	researcher	NNS
stanford-ai-2021	262	28	to	to	TO
stanford-ai-2021	262	29	increase	increase	VB
stanford-ai-2021	262	30	the	the	DT
stanford-ai-2021	262	31	efficiency	efficiency	NN
stanford-ai-2021	262	32	of	of	IN
stanford-ai-2021	262	33	training	train	VBG
stanford-ai-2021	262	34	image	image	NN
stanford-ai-2021	262	35	recognition	recognition	NN
stanford-ai-2021	262	36	systems	system	NNS
stanford-ai-2021	262	37	and	and	CC
stanford-ai-2021	262	38	reduce	reduce	VB
stanford-ai-2021	262	39	the	the	DT
stanford-ai-2021	262	40	absolute	absolute	JJ
stanford-ai-2021	262	41	time	time	NN
stanford-ai-2021	262	42	it	-PRON-	PRP
stanford-ai-2021	262	43	takes	take	VBZ
stanford-ai-2021	262	44	to	to	TO
stanford-ai-2021	262	45	train	train	VB
stanford-ai-2021	262	46	high	high	RB
stanford-ai-2021	262	47	-	-	HYPH
stanford-ai-2021	262	48	performing	perform	VBG
stanford-ai-2021	262	49	ones	one	NNS
stanford-ai-2021	262	50	.	.	.
stanford-ai-2021	263	1	ImageNet	imagenet	NN
stanford-ai-2021	263	2	:	:	:
stanford-ai-2021	263	3	Top-1	Top-1	NNP
stanford-ai-2021	263	4	Accuracy	Accuracy	NNP
stanford-ai-2021	263	5	Top-1	Top-1	NNP
stanford-ai-2021	263	6	accuracy	accuracy	NN
stanford-ai-2021	263	7	tests	test	VBZ
stanford-ai-2021	263	8	for	for	IN
stanford-ai-2021	263	9	how	how	WRB
stanford-ai-2021	263	10	well	well	RB
stanford-ai-2021	263	11	an	an	DT
stanford-ai-2021	263	12	AI	AI	NNP
stanford-ai-2021	263	13	system	system	NN
stanford-ai-2021	263	14	can	can	MD
stanford-ai-2021	263	15	assign	assign	VB
stanford-ai-2021	263	16	the	the	DT
stanford-ai-2021	263	17	correct	correct	JJ
stanford-ai-2021	263	18	label	label	NN
stanford-ai-2021	263	19	to	to	IN
stanford-ai-2021	263	20	an	an	DT
stanford-ai-2021	263	21	image	image	NN
stanford-ai-2021	263	22	,	,	,
stanford-ai-2021	263	23	specifically	specifically	RB
stanford-ai-2021	263	24	whether	whether	IN
stanford-ai-2021	263	25	its	-PRON-	PRP$
stanford-ai-2021	263	26	single	single	JJ
stanford-ai-2021	263	27	most	most	RBS
stanford-ai-2021	263	28	highly	highly	RB
stanford-ai-2021	263	29	probable	probable	JJ
stanford-ai-2021	263	30	prediction	prediction	NN
stanford-ai-2021	263	31	(	(	-LRB-
stanford-ai-2021	263	32	out	out	IN
stanford-ai-2021	263	33	of	of	IN
stanford-ai-2021	263	34	all	all	DT
stanford-ai-2021	263	35	possible	possible	JJ
stanford-ai-2021	263	36	labels	label	NNS
stanford-ai-2021	263	37	)	)	-RRB-
stanford-ai-2021	263	38	is	be	VBZ
stanford-ai-2021	263	39	the	the	DT
stanford-ai-2021	263	40	same	same	JJ
stanford-ai-2021	263	41	as	as	IN
stanford-ai-2021	263	42	the	the	DT
stanford-ai-2021	263	43	target	target	NN
stanford-ai-2021	263	44	label	label	NN
stanford-ai-2021	263	45	.	.	.
stanford-ai-2021	264	1	In	in	IN
stanford-ai-2021	264	2	recent	recent	JJ
stanford-ai-2021	264	3	years	year	NNS
stanford-ai-2021	264	4	,	,	,
stanford-ai-2021	264	5	researchers	researcher	NNS
stanford-ai-2021	264	6	have	have	VBP
stanford-ai-2021	264	7	started	start	VBN
stanford-ai-2021	264	8	to	to	TO
stanford-ai-2021	264	9	focus	focus	VB
stanford-ai-2021	264	10	on	on	IN
stanford-ai-2021	264	11	improving	improve	VBG
stanford-ai-2021	264	12	performance	performance	NN
stanford-ai-2021	264	13	on	on	IN
stanford-ai-2021	264	14	ImageNet	ImageNet	NNP
stanford-ai-2021	264	15	by	by	IN
stanford-ai-2021	264	16	pre	pre	JJ
stanford-ai-2021	264	17	-	-	JJ
stanford-ai-2021	264	18	training	train	VBG
stanford-ai-2021	264	19	their	-PRON-	PRP$
stanford-ai-2021	264	20	systems	system	NNS
stanford-ai-2021	264	21	on	on	IN
stanford-ai-2021	264	22	extra	extra	JJ
stanford-ai-2021	264	23	training	training	NN
stanford-ai-2021	264	24	data	datum	NNS
stanford-ai-2021	264	25	,	,	,
stanford-ai-2021	264	26	for	for	IN
stanford-ai-2021	264	27	instance	instance	NN
stanford-ai-2021	264	28	photos	photo	NNS
stanford-ai-2021	264	29	from	from	IN
stanford-ai-2021	264	30	Instagram	Instagram	NNP
stanford-ai-2021	264	31	or	or	CC
stanford-ai-2021	264	32	other	other	JJ
stanford-ai-2021	264	33	social	social	JJ
stanford-ai-2021	264	34	media	medium	NNS
stanford-ai-2021	264	35	sources	source	NNS
stanford-ai-2021	264	36	.	.	.
stanford-ai-2021	265	1	By	by	IN
stanford-ai-2021	265	2	pre	pre	JJ
stanford-ai-2021	265	3	-	-	JJ
stanford-ai-2021	265	4	training	training	NN
stanford-ai-2021	265	5	on	on	IN
stanford-ai-2021	265	6	these	these	DT
stanford-ai-2021	265	7	datasets	dataset	NNS
stanford-ai-2021	265	8	,	,	,
stanford-ai-2021	265	9	they	-PRON-	PRP
stanford-ai-2021	265	10	’re	be	VBZ
stanford-ai-2021	265	11	able	able	JJ
stanford-ai-2021	265	12	to	to	TO
stanford-ai-2021	265	13	more	more	RBR
stanford-ai-2021	265	14	effectively	effectively	RB
stanford-ai-2021	265	15	use	use	VB
stanford-ai-2021	265	16	ImageNet	ImageNet	NNP
stanford-ai-2021	265	17	data	datum	NNS
stanford-ai-2021	265	18	,	,	,
stanford-ai-2021	265	19	which	which	WDT
stanford-ai-2021	265	20	further	further	RB
stanford-ai-2021	265	21	improves	improve	VBZ
stanford-ai-2021	265	22	performance	performance	NN
stanford-ai-2021	265	23	.	.	.
stanford-ai-2021	266	1	Figure	figure	NN
stanford-ai-2021	266	2	2.1.1	2.1.1	CD
stanford-ai-2021	266	3	shows	show	VBZ
stanford-ai-2021	266	4	that	that	IN
stanford-ai-2021	266	5	recent	recent	JJ
stanford-ai-2021	266	6	systems	system	NNS
stanford-ai-2021	266	7	with	with	IN
stanford-ai-2021	266	8	extra	extra	JJ
stanford-ai-2021	266	9	training	training	NN
stanford-ai-2021	266	10	data	datum	NNS
stanford-ai-2021	266	11	make	make	VBP
stanford-ai-2021	266	12	1	1	CD
stanford-ai-2021	266	13	error	error	NN
stanford-ai-2021	266	14	out	out	IN
stanford-ai-2021	266	15	of	of	IN
stanford-ai-2021	266	16	every	every	DT
stanford-ai-2021	266	17	10	10	CD
stanford-ai-2021	266	18	tries	try	NNS
stanford-ai-2021	266	19	on	on	IN
stanford-ai-2021	266	20	top-1	top-1	HYPH
stanford-ai-2021	266	21	accuracy	accuracy	NN
stanford-ai-2021	266	22	,	,	,
stanford-ai-2021	266	23	versus	versus	IN
stanford-ai-2021	266	24	4	4	CD
stanford-ai-2021	266	25	errors	error	NNS
stanford-ai-2021	266	26	out	out	IN
stanford-ai-2021	266	27	of	of	IN
stanford-ai-2021	266	28	every	every	DT
stanford-ai-2021	266	29	10	10	CD
stanford-ai-2021	266	30	tries	try	NNS
stanford-ai-2021	266	31	in	in	IN
stanford-ai-2021	266	32	December	December	NNP
stanford-ai-2021	266	33	2012	2012	CD
stanford-ai-2021	266	34	.	.	.
stanford-ai-2021	267	1	The	the	DT
stanford-ai-2021	267	2	model	model	NN
stanford-ai-2021	267	3	from	from	IN
stanford-ai-2021	267	4	the	the	DT
stanford-ai-2021	267	5	Google	Google	NNP
stanford-ai-2021	267	6	Brain	Brain	NNP
stanford-ai-2021	267	7	team	team	NN
stanford-ai-2021	267	8	achieved	achieve	VBD
stanford-ai-2021	267	9	90.2	90.2	CD
stanford-ai-2021	267	10	%	%	NN
stanford-ai-2021	267	11	on	on	IN
stanford-ai-2021	267	12	top-1	top-1	:
stanford-ai-2021	267	13	accuracy	accuracy	NN
stanford-ai-2021	267	14	in	in	IN
stanford-ai-2021	267	15	January	January	NNP
stanford-ai-2021	267	16	2021	2021	CD
stanford-ai-2021	267	17	.	.	.
stanford-ai-2021	268	1	2.1	2.1	CD
stanford-ai-2021	268	2	COMPUTER	COMPUTER	NNP
stanford-ai-2021	268	3	VISION	vision	NN
stanford-ai-2021	268	4	—	—	:
stanford-ai-2021	268	5	IMAGE	image	NN
stanford-ai-2021	268	6	2	2	CD
stanford-ai-2021	268	7	.1	.1	NN
stanford-ai-2021	268	8	C	c	NN
stanford-ai-2021	268	9	O	o	NN
stanford-ai-2021	268	10	M	m	NN
stanford-ai-2021	268	11	P	p	NN
stanford-ai-2021	268	12	U	u	NN
stanford-ai-2021	268	13	T	t	NN
stanford-ai-2021	268	14	E	e	NN
stanford-ai-2021	268	15	R	r	NN
stanford-ai-2021	268	16	V	v	NN
stanford-ai-2021	268	17	I	i	NN
stanford-ai-2021	268	18	S	s	NN
stanford-ai-2021	268	19	I	i	NN
stanford-ai-2021	268	20	O	o	NN
stanford-ai-2021	268	21	N	n	NN
stanford-ai-2021	268	22	—	—	:
stanford-ai-2021	268	23	I	-PRON-	PRP
stanford-ai-2021	268	24	M	M	NNP
stanford-ai-2021	268	25	AG	AG	NNP
stanford-ai-2021	268	26	E	e	NN
stanford-ai-2021	268	27	C	c	NN
stanford-ai-2021	268	28	H	h	NN
stanford-ai-2021	268	29	A	a	NN
stanford-ai-2021	268	30	P	p	NN
stanford-ai-2021	268	31	T	t	NN
stanford-ai-2021	268	32	E	e	NN
stanford-ai-2021	268	33	R	r	NN
stanford-ai-2021	268	34	2	2	CD
stanford-ai-2021	268	35	:	:	:
stanford-ai-2021	268	36	T	t	NN
stanford-ai-2021	268	37	E	e	NN
stanford-ai-2021	268	38	C	c	NN
stanford-ai-2021	268	39	H	h	NN
stanford-ai-2021	268	40	N	n	NN
stanford-ai-2021	268	41	I	i	NN
stanford-ai-2021	268	42	C	c	NN
stanford-ai-2021	268	43	A	a	NN
stanford-ai-2021	268	44	L	l	NN
stanford-ai-2021	268	45	P	p	NN
stanford-ai-2021	268	46	E	e	NN
stanford-ai-2021	268	47	R	r	NN
stanford-ai-2021	268	48	F	f	NN
stanford-ai-2021	268	49	O	o	NN
stanford-ai-2021	268	50	R	r	NN
stanford-ai-2021	268	51	M	m	NN
stanford-ai-2021	268	52	A	A	NNP
stanford-ai-2021	268	53	N	N	NNP
stanford-ai-2021	268	54	C	c	NN
stanford-ai-2021	268	55	E	e	NN
stanford-ai-2021	268	56	1	1	CD
stanford-ai-2021	268	57	Though	though	IN
stanford-ai-2021	268	58	it	-PRON-	PRP
stanford-ai-2021	268	59	is	be	VBZ
stanford-ai-2021	268	60	worth	worth	JJ
stanford-ai-2021	268	61	noting	note	VBG
stanford-ai-2021	268	62	that	that	IN
stanford-ai-2021	268	63	the	the	DT
stanford-ai-2021	268	64	human	human	JJ
stanford-ai-2021	268	65	baseline	baseline	NN
stanford-ai-2021	268	66	for	for	IN
stanford-ai-2021	268	67	this	this	DT
stanford-ai-2021	268	68	metric	metric	NN
stanford-ai-2021	268	69	comes	come	VBZ
stanford-ai-2021	268	70	from	from	IN
stanford-ai-2021	268	71	a	a	DT
stanford-ai-2021	268	72	single	single	JJ
stanford-ai-2021	268	73	Stanford	Stanford	NNP
stanford-ai-2021	268	74	graduate	graduate	NN
stanford-ai-2021	268	75	student	student	NN
stanford-ai-2021	268	76	who	who	WP
stanford-ai-2021	268	77	took	take	VBD
stanford-ai-2021	268	78	roughly	roughly	RB
stanford-ai-2021	268	79	the	the	DT
stanford-ai-2021	268	80	same	same	JJ
stanford-ai-2021	268	81	test	test	NN
stanford-ai-2021	268	82	as	as	IN
stanford-ai-2021	268	83	the	the	DT
stanford-ai-2021	268	84	AI	AI	NNP
stanford-ai-2021	268	85	systems	system	NNS
stanford-ai-2021	268	86	took	take	VBD
stanford-ai-2021	268	87	.	.	.
stanford-ai-2021	269	1	Image	image	NN
stanford-ai-2021	269	2	recognition	recognition	NN
stanford-ai-2021	269	3	has	have	VBZ
stanford-ai-2021	269	4	shifted	shift	VBN
stanford-ai-2021	269	5	from	from	IN
stanford-ai-2021	269	6	being	be	VBG
stanford-ai-2021	269	7	an	an	DT
stanford-ai-2021	269	8	expensive	expensive	JJ
stanford-ai-2021	269	9	,	,	,
stanford-ai-2021	269	10	domain	domain	NN
stanford-ai-2021	269	11	-	-	HYPH
stanford-ai-2021	269	12	specific	specific	JJ
stanford-ai-2021	269	13	technology	technology	NN
stanford-ai-2021	269	14	to	to	IN
stanford-ai-2021	269	15	being	be	VBG
stanford-ai-2021	269	16	one	one	NN
stanford-ai-2021	269	17	that	that	WDT
stanford-ai-2021	269	18	is	be	VBZ
stanford-ai-2021	269	19	more	more	RBR
stanford-ai-2021	269	20	affordable	affordable	JJ
stanford-ai-2021	269	21	and	and	CC
stanford-ai-2021	269	22	applicable	applicable	JJ
stanford-ai-2021	269	23	to	to	IN
stanford-ai-2021	269	24	more	more	JJR
stanford-ai-2021	269	25	areas	area	NNS
stanford-ai-2021	269	26	—	—	:
stanford-ai-2021	269	27	primarily	primarily	RB
stanford-ai-2021	269	28	due	due	JJ
stanford-ai-2021	269	29	to	to	IN
stanford-ai-2021	269	30	advancements	advancement	NNS
stanford-ai-2021	269	31	in	in	IN
stanford-ai-2021	269	32	the	the	DT
stanford-ai-2021	269	33	underlying	underlie	VBG
stanford-ai-2021	269	34	technology	technology	NN
stanford-ai-2021	269	35	.	.	.
stanford-ai-2021	270	1	http://www.image-net.org/	http://www.image-net.org/	LS
stanford-ai-2021	270	2	https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks	https://papers.nips.cc/paper/4824-imagenet-classification-with-deep-convolutional-neural-networks	NNP
stanford-ai-2021	270	3	https://arxiv.org/abs/1502.01852	https://arxiv.org/abs/1502.01852	NNP
stanford-ai-2021	270	4	TA	ta	NN
stanford-ai-2021	270	5	B	b	NN
stanford-ai-2021	270	6	L	l	NN
stanford-ai-2021	270	7	E	e	NN
stanford-ai-2021	270	8	O	o	NN
stanford-ai-2021	270	9	F	f	NN
stanford-ai-2021	270	10	C	c	NN
stanford-ai-2021	270	11	O	o	NN
stanford-ai-2021	270	12	N	n	NN
stanford-ai-2021	270	13	T	t	NN
stanford-ai-2021	270	14	E	e	NN
stanford-ai-2021	270	15	N	n	NN
stanford-ai-2021	270	16	T	t	NN
stanford-ai-2021	270	17	S	s	NN
stanford-ai-2021	270	18	47C	47c	CD
stanford-ai-2021	270	19	H	h	NN
stanford-ai-2021	270	20	A	a	NN
stanford-ai-2021	270	21	P	p	NN
stanford-ai-2021	270	22	T	t	NN
stanford-ai-2021	270	23	E	e	NN
stanford-ai-2021	270	24	R	r	NN
stanford-ai-2021	270	25	2	2	CD
stanford-ai-2021	270	26	P	p	NN
stanford-ai-2021	270	27	R	r	NN
stanford-ai-2021	270	28	E	e	NN
stanford-ai-2021	270	29	V	v	NN
stanford-ai-2021	270	30	I	i	NN
stanford-ai-2021	270	31	E	e	NN
stanford-ai-2021	270	32	W	W	NNP
stanford-ai-2021	270	33	Artificial	Artificial	NNP
stanford-ai-2021	270	34	Intelligence	Intelligence	NNP
stanford-ai-2021	270	35	Index	Index	NNP
stanford-ai-2021	270	36	Report	Report	NNP
stanford-ai-2021	270	37	2021	2021	CD
stanford-ai-2021	270	38	75	75	CD
stanford-ai-2021	270	39	%	%	NN
stanford-ai-2021	270	40	80	80	CD
stanford-ai-2021	270	41	%	%	NN
stanford-ai-2021	270	42	85	85	CD
stanford-ai-2021	270	43	%	%	NN
stanford-ai-2021	270	44	90	90	CD
stanford-ai-2021	270	45	%	%	NN
stanford-ai-2021	270	46	95	95	CD
stanford-ai-2021	270	47	%	%	NN
stanford-ai-2021	270	48	100	100	CD
stanford-ai-2021	270	49	%	%	NN
stanford-ai-2021	270	50	T	t	NN
stanford-ai-2021	270	51	o	o	NN
stanford-ai-2021	270	52	p	p	NN
stanford-ai-2021	270	53	-5	-5	.
stanford-ai-2021	270	54	A	a	NN
stanford-ai-2021	270	55	cc	cc	NN
stanford-ai-2021	270	56	u	u	NNP
stanford-ai-2021	270	57	ra	ra	NNP
stanford-ai-2021	270	58	cy	cy	NNP
stanford-ai-2021	270	59	98.8	98.8	CD
stanford-ai-2021	270	60	%	%	NN
stanford-ai-2021	270	61	,	,	,
stanford-ai-2021	270	62	With	with	IN
stanford-ai-2021	270	63	Extra	Extra	NNP
stanford-ai-2021	270	64	Training	Training	NNP
stanford-ai-2021	270	65	Data	Data	NNP
stanford-ai-2021	270	66	97.9	97.9	CD
stanford-ai-2021	270	67	%	%	NN
stanford-ai-2021	270	68	,	,	,
stanford-ai-2021	270	69	Without	without	IN
stanford-ai-2021	270	70	Extra	Extra	NNP
stanford-ai-2021	270	71	Training	Training	NNP
stanford-ai-2021	270	72	Data	Data	NNP
stanford-ai-2021	270	73	94.9	94.9	CD
stanford-ai-2021	270	74	%	%	NN
stanford-ai-2021	270	75	Human	Human	NNP
stanford-ai-2021	270	76	Performance	Performance	NNP
stanford-ai-2021	270	77	IMAGENET	IMAGENET	NNP
stanford-ai-2021	270	78	CHALLENGE	challenge	NN
stanford-ai-2021	270	79	:	:	:
stanford-ai-2021	270	80	TOP-5	top-5	NN
stanford-ai-2021	270	81	ACCURACY	accuracy	NN
stanford-ai-2021	270	82	Source	source	NN
stanford-ai-2021	270	83	:	:	:
stanford-ai-2021	270	84	Papers	paper	NNS
stanford-ai-2021	270	85	with	with	IN
stanford-ai-2021	270	86	Code	Code	NNP
stanford-ai-2021	270	87	,	,	,
stanford-ai-2021	270	88	2020	2020	CD
stanford-ai-2021	270	89	;	;	:
stanford-ai-2021	270	90	AI	AI	NNP
stanford-ai-2021	270	91	Index	Index	NNP
stanford-ai-2021	270	92	,	,	,
stanford-ai-2021	270	93	2021	2021	CD
stanford-ai-2021	270	94	|	|	NNP
stanford-ai-2021	270	95	Chart	Chart	NNP
stanford-ai-2021	270	96	:	:	:
stanford-ai-2021	270	97	2021	2021	CD
stanford-ai-2021	270	98	AI	AI	NNP
stanford-ai-2021	270	99	Index	Index	NNP
stanford-ai-2021	270	100	Report	Report	NNP
stanford-ai-2021	270	101	01/2013	01/2013	NNP
stanford-ai-2021	270	102	01/2014	01/2014	CD
stanford-ai-2021	270	103	01/2015	01/2015	CD
stanford-ai-2021	270	104	01/2016	01/2016	CD
stanford-ai-2021	270	105	01/2017	01/2017	CD
stanford-ai-2021	270	106	01/2018	01/2018	CD
stanford-ai-2021	270	107	01/2019	01/2019	CD
stanford-ai-2021	270	108	01/2020	01/2020	CD
stanford-ai-2021	270	109	01/2021	01/2021	CD
stanford-ai-2021	270	110	90	90	CD
stanford-ai-2021	270	111	...	...	:
stanford-ai-2021	270	112	Human	Human	NNP
stanford-ai-2021	270	113	Performance	Performance	NNP
stanford-ai-2021	270	114	ImageNet	ImageNet	NNP
stanford-ai-2021	270	115	:	:	:
stanford-ai-2021	270	116	Top-5	Top-5	NNP
stanford-ai-2021	270	117	Accuracy	Accuracy	NNP
stanford-ai-2021	270	118	Top-5	Top-5	NNP
stanford-ai-2021	270	119	accuracy	accuracy	NN
stanford-ai-2021	270	120	asks	ask	VBZ
stanford-ai-2021	270	121	whether	whether	IN
stanford-ai-2021	270	122	the	the	DT
stanford-ai-2021	270	123	correct	correct	JJ
stanford-ai-2021	270	124	label	label	NN
stanford-ai-2021	270	125	is	be	VBZ
stanford-ai-2021	270	126	in	in	IN
stanford-ai-2021	270	127	at	at	IN
stanford-ai-2021	270	128	least	least	JJS
stanford-ai-2021	270	129	the	the	DT
stanford-ai-2021	270	130	classifier	classifier	NN
stanford-ai-2021	270	131	’s	’s	POS
stanford-ai-2021	270	132	top	top	JJ
stanford-ai-2021	270	133	five	five	CD
stanford-ai-2021	270	134	predictions	prediction	NNS
stanford-ai-2021	270	135	.	.	.
stanford-ai-2021	271	1	Figure	figure	NN
stanford-ai-2021	271	2	2.1.2	2.1.2	CD
stanford-ai-2021	271	3	shows	show	VBZ
stanford-ai-2021	271	4	that	that	IN
stanford-ai-2021	271	5	the	the	DT
stanford-ai-2021	271	6	error	error	NN
stanford-ai-2021	271	7	rate	rate	NN
stanford-ai-2021	271	8	has	have	VBZ
stanford-ai-2021	271	9	improved	improve	VBN
stanford-ai-2021	271	10	from	from	IN
stanford-ai-2021	271	11	around	around	IN
stanford-ai-2021	271	12	85	85	CD
stanford-ai-2021	271	13	%	%	NN
stanford-ai-2021	271	14	in	in	IN
stanford-ai-2021	271	15	2013	2013	CD
stanford-ai-2021	271	16	to	to	IN
stanford-ai-2021	271	17	almost	almost	RB
stanford-ai-2021	271	18	99	99	CD
stanford-ai-2021	271	19	%	%	NN
stanford-ai-2021	271	20	in	in	IN
stanford-ai-2021	271	21	2020.2	2020.2	CD
stanford-ai-2021	271	22	2	2	CD
stanford-ai-2021	271	23	.1	.1	CD
stanford-ai-2021	271	24	C	c	NN
stanford-ai-2021	271	25	O	o	NN
stanford-ai-2021	271	26	M	m	NN
stanford-ai-2021	271	27	P	p	NN
stanford-ai-2021	271	28	U	u	NN
stanford-ai-2021	271	29	T	t	NN
stanford-ai-2021	271	30	E	e	NN
stanford-ai-2021	271	31	R	r	NN
stanford-ai-2021	271	32	V	v	NN
stanford-ai-2021	271	33	I	i	NN
stanford-ai-2021	271	34	S	s	NN
stanford-ai-2021	271	35	I	i	NN
stanford-ai-2021	271	36	O	o	NN
stanford-ai-2021	271	37	N	n	NN
stanford-ai-2021	271	38	—	—	:
stanford-ai-2021	271	39	I	-PRON-	PRP
stanford-ai-2021	271	40	M	M	NNP
stanford-ai-2021	271	41	AG	AG	NNP
stanford-ai-2021	271	42	E	e	NN
stanford-ai-2021	271	43	C	c	NN
stanford-ai-2021	271	44	H	h	NN
stanford-ai-2021	271	45	A	a	NN
stanford-ai-2021	271	46	P	p	NN
stanford-ai-2021	271	47	T	t	NN
stanford-ai-2021	271	48	E	e	NN
stanford-ai-2021	271	49	R	r	NN
stanford-ai-2021	271	50	2	2	CD
stanford-ai-2021	271	51	:	:	:
stanford-ai-2021	271	52	T	t	NN
stanford-ai-2021	271	53	E	e	NN
stanford-ai-2021	271	54	C	c	NN
stanford-ai-2021	271	55	H	h	NN
stanford-ai-2021	271	56	N	n	NN
stanford-ai-2021	271	57	I	i	NN
stanford-ai-2021	271	58	C	c	NN
stanford-ai-2021	271	59	A	a	NN
stanford-ai-2021	271	60	L	l	NN
stanford-ai-2021	271	61	P	p	NN
stanford-ai-2021	271	62	E	e	NN
stanford-ai-2021	271	63	R	r	NN
stanford-ai-2021	271	64	F	f	NN
stanford-ai-2021	271	65	O	o	NN
stanford-ai-2021	271	66	R	r	NN
stanford-ai-2021	271	67	M	m	NN
stanford-ai-2021	271	68	A	A	NNP
stanford-ai-2021	271	69	N	n	NN
stanford-ai-2021	271	70	C	c	NN
stanford-ai-2021	271	71	E	e	NN
stanford-ai-2021	271	72	2	2	CD
stanford-ai-2021	271	73	Note	note	NN
stanford-ai-2021	271	74	:	:	:
stanford-ai-2021	271	75	For	for	IN
stanford-ai-2021	271	76	data	datum	NNS
stanford-ai-2021	271	77	on	on	IN
stanford-ai-2021	271	78	human	human	JJ
stanford-ai-2021	271	79	error	error	NN
stanford-ai-2021	271	80	,	,	,
stanford-ai-2021	271	81	a	a	DT
stanford-ai-2021	271	82	human	human	NN
stanford-ai-2021	271	83	was	be	VBD
stanford-ai-2021	271	84	shown	show	VBN
stanford-ai-2021	271	85	500	500	CD
stanford-ai-2021	271	86	images	image	NNS
stanford-ai-2021	271	87	and	and	CC
stanford-ai-2021	271	88	then	then	RB
stanford-ai-2021	271	89	was	be	VBD
stanford-ai-2021	271	90	asked	ask	VBN
stanford-ai-2021	271	91	to	to	TO
stanford-ai-2021	271	92	annotate	annotate	VB
stanford-ai-2021	271	93	1,500	1,500	CD
stanford-ai-2021	271	94	test	test	NN
stanford-ai-2021	271	95	images	image	NNS
stanford-ai-2021	271	96	;	;	:
stanford-ai-2021	271	97	their	-PRON-	PRP$
stanford-ai-2021	271	98	error	error	NN
stanford-ai-2021	271	99	rate	rate	NN
stanford-ai-2021	271	100	was	be	VBD
stanford-ai-2021	271	101	5.1	5.1	CD
stanford-ai-2021	271	102	%	%	NN
stanford-ai-2021	271	103	for	for	IN
stanford-ai-2021	271	104	Top-5	Top-5	NNP
stanford-ai-2021	271	105	classification	classification	NN
stanford-ai-2021	271	106	.	.	.
stanford-ai-2021	272	1	This	this	DT
stanford-ai-2021	272	2	is	be	VBZ
stanford-ai-2021	272	3	a	a	DT
stanford-ai-2021	272	4	very	very	RB
stanford-ai-2021	272	5	rough	rough	JJ
stanford-ai-2021	272	6	baseline	baseline	NN
stanford-ai-2021	272	7	,	,	,
stanford-ai-2021	272	8	but	but	CC
stanford-ai-2021	272	9	it	-PRON-	PRP
stanford-ai-2021	272	10	gives	give	VBZ
stanford-ai-2021	272	11	us	-PRON-	PRP
stanford-ai-2021	272	12	a	a	DT
stanford-ai-2021	272	13	sense	sense	NN
stanford-ai-2021	272	14	of	of	IN
stanford-ai-2021	272	15	human	human	JJ
stanford-ai-2021	272	16	performance	performance	NN
stanford-ai-2021	272	17	on	on	IN
stanford-ai-2021	272	18	this	this	DT
stanford-ai-2021	272	19	task	task	NN
stanford-ai-2021	272	20	.	.	.
stanford-ai-2021	273	1	60	60	CD
stanford-ai-2021	273	2	%	%	NN
stanford-ai-2021	273	3	70	70	CD
stanford-ai-2021	273	4	%	%	NN
stanford-ai-2021	273	5	80	80	CD
stanford-ai-2021	273	6	%	%	NN
stanford-ai-2021	273	7	90	90	CD
stanford-ai-2021	273	8	%	%	NN
stanford-ai-2021	273	9	100	100	CD
stanford-ai-2021	273	10	%	%	NN
stanford-ai-2021	273	11	T	t	NN
stanford-ai-2021	273	12	o	o	NN
stanford-ai-2021	273	13	p	p	NN
stanford-ai-2021	273	14	-1	-1	.
stanford-ai-2021	273	15	A	a	DT
stanford-ai-2021	273	16	cc	cc	NN
stanford-ai-2021	273	17	u	u	NNP
stanford-ai-2021	273	18	ra	ra	NNP
stanford-ai-2021	273	19	cy	cy	NNP
stanford-ai-2021	273	20	90.2	90.2	CD
stanford-ai-2021	273	21	%	%	NN
stanford-ai-2021	273	22	,	,	,
stanford-ai-2021	273	23	With	with	IN
stanford-ai-2021	273	24	extra	extra	JJ
stanford-ai-2021	273	25	training	training	NN
stanford-ai-2021	273	26	data	datum	NNS
stanford-ai-2021	273	27	86.5	86.5	CD
stanford-ai-2021	273	28	%	%	NN
stanford-ai-2021	273	29	,	,	,
stanford-ai-2021	273	30	Without	without	IN
stanford-ai-2021	273	31	extra	extra	JJ
stanford-ai-2021	273	32	training	training	NN
stanford-ai-2021	273	33	data	datum	NNS
stanford-ai-2021	273	34	IMAGENET	IMAGENET	NNP
stanford-ai-2021	273	35	CHALLENGE	CHALLENGE	NNP
stanford-ai-2021	273	36	:	:	:
stanford-ai-2021	273	37	TOP-1	TOP-1	NNP
stanford-ai-2021	273	38	ACCURACY	ACCURACY	NNP
stanford-ai-2021	273	39	Source	source	NN
stanford-ai-2021	273	40	:	:	:
stanford-ai-2021	273	41	Papers	paper	NNS
stanford-ai-2021	273	42	with	with	IN
stanford-ai-2021	273	43	Code	Code	NNP
stanford-ai-2021	273	44	,	,	,
stanford-ai-2021	273	45	2020	2020	CD
stanford-ai-2021	273	46	;	;	:
stanford-ai-2021	273	47	AI	AI	NNP
stanford-ai-2021	273	48	Index	Index	NNP
stanford-ai-2021	273	49	,	,	,
stanford-ai-2021	273	50	2021	2021	CD
stanford-ai-2021	273	51	|	|	NNP
stanford-ai-2021	273	52	Chart	Chart	NNP
stanford-ai-2021	273	53	:	:	:
stanford-ai-2021	273	54	2021	2021	CD
stanford-ai-2021	273	55	AI	AI	NNP
stanford-ai-2021	273	56	Index	Index	NNP
stanford-ai-2021	273	57	Report	Report	NNP
stanford-ai-2021	273	58	01/2013	01/2013	NNP
stanford-ai-2021	273	59	01/2014	01/2014	CD
stanford-ai-2021	273	60	01/2015	01/2015	CD
stanford-ai-2021	273	61	01/2016	01/2016	CD
stanford-ai-2021	273	62	01/2017	01/2017	CD
stanford-ai-2021	273	63	01/2018	01/2018	CD
stanford-ai-2021	273	64	01/2019	01/2019	CD
stanford-ai-2021	273	65	01/2020	01/2020	CD
stanford-ai-2021	273	66	01/2021	01/2021	CD
stanford-ai-2021	273	67	80	80	CD
stanford-ai-2021	273	68	...	...	.
stanford-ai-2021	274	1	Figure	figure	NN
stanford-ai-2021	274	2	2.1.1	2.1.1	CD
stanford-ai-2021	274	3	Figure	figure	NN
stanford-ai-2021	274	4	2.1.2	2.1.2	CD
stanford-ai-2021	274	5	TA	TA	NNP
stanford-ai-2021	274	6	B	b	NN
stanford-ai-2021	274	7	L	l	NN
stanford-ai-2021	274	8	E	e	NN
stanford-ai-2021	274	9	O	o	NN
stanford-ai-2021	274	10	F	f	NN
stanford-ai-2021	274	11	C	c	NN
stanford-ai-2021	274	12	O	o	NN
stanford-ai-2021	274	13	N	n	NN
stanford-ai-2021	274	14	T	t	NN
stanford-ai-2021	274	15	E	e	NN
stanford-ai-2021	274	16	N	n	NN
stanford-ai-2021	274	17	T	t	NN
stanford-ai-2021	274	18	S	s	NN
stanford-ai-2021	274	19	4	4	CD
stanford-ai-2021	274	20	8C	8c	CD
stanford-ai-2021	274	21	H	h	NN
stanford-ai-2021	274	22	A	a	NN
stanford-ai-2021	274	23	P	p	NN
stanford-ai-2021	274	24	T	t	NN
stanford-ai-2021	274	25	E	e	NN
stanford-ai-2021	274	26	R	r	NN
stanford-ai-2021	274	27	2	2	CD
stanford-ai-2021	274	28	P	p	NN
stanford-ai-2021	274	29	R	r	NN
stanford-ai-2021	274	30	E	e	NN
stanford-ai-2021	274	31	V	v	NN
stanford-ai-2021	274	32	I	i	NN
stanford-ai-2021	274	33	E	e	NN
stanford-ai-2021	274	34	W	W	NNP
stanford-ai-2021	274	35	Artificial	Artificial	NNP
stanford-ai-2021	274	36	Intelligence	Intelligence	NNP
stanford-ai-2021	274	37	Index	Index	NNP
stanford-ai-2021	274	38	Report	Report	NNP
stanford-ai-2021	274	39	2021	2021	CD
stanford-ai-2021	274	40	ImageNet	ImageNet	NNP
stanford-ai-2021	274	41	:	:	:
stanford-ai-2021	274	42	Training	training	NN
stanford-ai-2021	274	43	Time	time	NN
stanford-ai-2021	274	44	Along	along	IN
stanford-ai-2021	274	45	with	with	IN
stanford-ai-2021	274	46	measuring	measure	VBG
stanford-ai-2021	274	47	the	the	DT
stanford-ai-2021	274	48	raw	raw	JJ
stanford-ai-2021	274	49	improvement	improvement	NN
stanford-ai-2021	274	50	in	in	IN
stanford-ai-2021	274	51	accuracy	accuracy	NN
stanford-ai-2021	274	52	over	over	IN
stanford-ai-2021	274	53	time	time	NN
stanford-ai-2021	274	54	,	,	,
stanford-ai-2021	274	55	it	-PRON-	PRP
stanford-ai-2021	274	56	is	be	VBZ
stanford-ai-2021	274	57	useful	useful	JJ
stanford-ai-2021	274	58	to	to	TO
stanford-ai-2021	274	59	evaluate	evaluate	VB
stanford-ai-2021	274	60	how	how	WRB
stanford-ai-2021	274	61	long	long	RB
stanford-ai-2021	274	62	it	-PRON-	PRP
stanford-ai-2021	274	63	takes	take	VBZ
stanford-ai-2021	274	64	to	to	TO
stanford-ai-2021	274	65	train	train	VB
stanford-ai-2021	274	66	image	image	NN
stanford-ai-2021	274	67	classifiers	classifier	NNS
stanford-ai-2021	274	68	on	on	IN
stanford-ai-2021	274	69	ImageNet	ImageNet	NNP
stanford-ai-2021	274	70	to	to	IN
stanford-ai-2021	274	71	a	a	DT
stanford-ai-2021	274	72	standard	standard	JJ
stanford-ai-2021	274	73	performance	performance	NN
stanford-ai-2021	274	74	level	level	NN
stanford-ai-2021	274	75	as	as	IN
stanford-ai-2021	274	76	it	-PRON-	PRP
stanford-ai-2021	274	77	sheds	shed	VBZ
stanford-ai-2021	274	78	light	light	NN
stanford-ai-2021	274	79	on	on	IN
stanford-ai-2021	274	80	advances	advance	NNS
stanford-ai-2021	274	81	in	in	IN
stanford-ai-2021	274	82	the	the	DT
stanford-ai-2021	274	83	underlying	underlie	VBG
stanford-ai-2021	274	84	computational	computational	JJ
stanford-ai-2021	274	85	infrastructure	infrastructure	NN
stanford-ai-2021	274	86	for	for	IN
stanford-ai-2021	274	87	large	large	JJ
stanford-ai-2021	274	88	-	-	HYPH
stanford-ai-2021	274	89	scale	scale	NN
stanford-ai-2021	274	90	AI	AI	NNP
stanford-ai-2021	274	91	training	training	NN
stanford-ai-2021	274	92	.	.	.
stanford-ai-2021	275	1	This	this	DT
stanford-ai-2021	275	2	is	be	VBZ
stanford-ai-2021	275	3	important	important	JJ
stanford-ai-2021	275	4	to	to	TO
stanford-ai-2021	275	5	measure	measure	VB
stanford-ai-2021	275	6	because	because	IN
stanford-ai-2021	275	7	the	the	DT
stanford-ai-2021	275	8	faster	fast	RBR
stanford-ai-2021	275	9	you	-PRON-	PRP
stanford-ai-2021	275	10	can	can	MD
stanford-ai-2021	275	11	train	train	VB
stanford-ai-2021	275	12	a	a	DT
stanford-ai-2021	275	13	system	system	NN
stanford-ai-2021	275	14	,	,	,
stanford-ai-2021	275	15	the	the	DT
stanford-ai-2021	275	16	more	more	RBR
stanford-ai-2021	275	17	quickly	quickly	RB
stanford-ai-2021	275	18	you	-PRON-	PRP
stanford-ai-2021	275	19	can	can	MD
stanford-ai-2021	275	20	evaluate	evaluate	VB
stanford-ai-2021	275	21	it	-PRON-	PRP
stanford-ai-2021	275	22	and	and	CC
stanford-ai-2021	275	23	update	update	VB
stanford-ai-2021	275	24	it	-PRON-	PRP
stanford-ai-2021	275	25	with	with	IN
stanford-ai-2021	275	26	new	new	JJ
stanford-ai-2021	275	27	data	datum	NNS
stanford-ai-2021	275	28	.	.	.
stanford-ai-2021	276	1	Therefore	therefore	RB
stanford-ai-2021	276	2	,	,	,
stanford-ai-2021	276	3	the	the	DT
stanford-ai-2021	276	4	faster	fast	JJR
stanford-ai-2021	276	5	ImageNet	ImageNet	NNP
stanford-ai-2021	276	6	systems	system	NNS
stanford-ai-2021	276	7	can	can	MD
stanford-ai-2021	276	8	be	be	VB
stanford-ai-2021	276	9	trained	train	VBN
stanford-ai-2021	276	10	,	,	,
stanford-ai-2021	276	11	the	the	DT
stanford-ai-2021	276	12	more	more	RBR
stanford-ai-2021	276	13	productive	productive	JJ
stanford-ai-2021	276	14	organizations	organization	NNS
stanford-ai-2021	276	15	can	can	MD
stanford-ai-2021	276	16	become	become	VB
stanford-ai-2021	276	17	at	at	IN
stanford-ai-2021	276	18	developing	develop	VBG
stanford-ai-2021	276	19	and	and	CC
stanford-ai-2021	276	20	deploying	deploy	VBG
stanford-ai-2021	276	21	AI	AI	NNP
stanford-ai-2021	276	22	systems	system	NNS
stanford-ai-2021	276	23	.	.	.
stanford-ai-2021	277	1	Imagine	imagine	VB
stanford-ai-2021	277	2	the	the	DT
stanford-ai-2021	277	3	difference	difference	NN
stanford-ai-2021	277	4	between	between	IN
stanford-ai-2021	277	5	waiting	wait	VBG
stanford-ai-2021	277	6	a	a	DT
stanford-ai-2021	277	7	few	few	JJ
stanford-ai-2021	277	8	seconds	second	NNS
stanford-ai-2021	277	9	for	for	IN
stanford-ai-2021	277	10	a	a	DT
stanford-ai-2021	277	11	system	system	NN
stanford-ai-2021	277	12	to	to	TO
stanford-ai-2021	277	13	train	train	VB
stanford-ai-2021	277	14	versus	versus	IN
stanford-ai-2021	277	15	waiting	wait	VBG
stanford-ai-2021	277	16	a	a	DT
stanford-ai-2021	277	17	few	few	JJ
stanford-ai-2021	277	18	hours	hour	NNS
stanford-ai-2021	277	19	,	,	,
stanford-ai-2021	277	20	and	and	CC
stanford-ai-2021	277	21	what	what	WP
stanford-ai-2021	277	22	that	that	DT
stanford-ai-2021	277	23	difference	difference	NN
stanford-ai-2021	277	24	means	mean	VBZ
stanford-ai-2021	277	25	for	for	IN
stanford-ai-2021	277	26	the	the	DT
stanford-ai-2021	277	27	type	type	NN
stanford-ai-2021	277	28	and	and	CC
stanford-ai-2021	277	29	volume	volume	NN
stanford-ai-2021	277	30	of	of	IN
stanford-ai-2021	277	31	ideas	idea	NNS
stanford-ai-2021	277	32	researchers	researcher	NNS
stanford-ai-2021	277	33	explore	explore	VBP
stanford-ai-2021	277	34	and	and	CC
stanford-ai-2021	277	35	how	how	WRB
stanford-ai-2021	277	36	risky	risky	JJ
stanford-ai-2021	277	37	they	-PRON-	PRP
stanford-ai-2021	277	38	might	may	MD
stanford-ai-2021	277	39	be	be	VB
stanford-ai-2021	277	40	.	.	.
stanford-ai-2021	278	1	What	what	WP
stanford-ai-2021	278	2	follows	follow	VBZ
stanford-ai-2021	278	3	are	be	VBP
stanford-ai-2021	278	4	the	the	DT
stanford-ai-2021	278	5	results	result	NNS
stanford-ai-2021	278	6	from	from	IN
stanford-ai-2021	278	7	MLPerf	mlperf	CD
stanford-ai-2021	278	8	,	,	,
stanford-ai-2021	278	9	a	a	DT
stanford-ai-2021	278	10	competition	competition	NN
stanford-ai-2021	278	11	run	run	VBN
stanford-ai-2021	278	12	by	by	IN
stanford-ai-2021	278	13	the	the	DT
stanford-ai-2021	278	14	MLCommons	MLCommons	NNP
stanford-ai-2021	278	15	organization	organization	NN
stanford-ai-2021	278	16	that	that	WDT
stanford-ai-2021	278	17	challenges	challenge	VBZ
stanford-ai-2021	278	18	entrants	entrant	NNS
stanford-ai-2021	278	19	to	to	TO
stanford-ai-2021	278	20	train	train	VB
stanford-ai-2021	278	21	an	an	DT
stanford-ai-2021	278	22	ImageNet	ImageNet	NNP
stanford-ai-2021	278	23	network	network	NN
stanford-ai-2021	278	24	using	use	VBG
stanford-ai-2021	278	25	a	a	DT
stanford-ai-2021	278	26	common	common	JJ
stanford-ai-2021	278	27	(	(	-LRB-
stanford-ai-2021	278	28	residual	residual	JJ
stanford-ai-2021	278	29	network	network	NN
stanford-ai-2021	278	30	)	)	-RRB-
stanford-ai-2021	278	31	architecture	architecture	NN
stanford-ai-2021	278	32	,	,	,
stanford-ai-2021	278	33	and	and	CC
stanford-ai-2021	278	34	then	then	RB
stanford-ai-2021	278	35	ranks	rank	VBZ
stanford-ai-2021	278	36	systems	system	NNS
stanford-ai-2021	278	37	according	accord	VBG
stanford-ai-2021	278	38	to	to	IN
stanford-ai-2021	278	39	the	the	DT
stanford-ai-2021	278	40	absolute	absolute	JJ
stanford-ai-2021	278	41	“	"	``
stanford-ai-2021	278	42	wall	wall	NNP
stanford-ai-2021	278	43	clock	clock	NNP
stanford-ai-2021	278	44	”	"	''
stanford-ai-2021	278	45	time	time	NN
stanford-ai-2021	278	46	it	-PRON-	PRP
stanford-ai-2021	278	47	takes	take	VBZ
stanford-ai-2021	278	48	them	-PRON-	PRP
stanford-ai-2021	278	49	to	to	TO
stanford-ai-2021	278	50	train	train	VB
stanford-ai-2021	278	51	a	a	DT
stanford-ai-2021	278	52	system.3	system.3	CD
stanford-ai-2021	278	53	As	as	IN
stanford-ai-2021	278	54	shown	show	VBN
stanford-ai-2021	278	55	in	in	IN
stanford-ai-2021	278	56	Figure	Figure	NNP
stanford-ai-2021	278	57	2.1.3	2.1.3	NNP
stanford-ai-2021	278	58	,	,	,
stanford-ai-2021	278	59	the	the	DT
stanford-ai-2021	278	60	training	training	NN
stanford-ai-2021	278	61	time	time	NN
stanford-ai-2021	278	62	on	on	IN
stanford-ai-2021	278	63	ImageNet	ImageNet	NNP
stanford-ai-2021	278	64	has	have	VBZ
stanford-ai-2021	278	65	fallen	fall	VBN
stanford-ai-2021	278	66	from	from	IN
stanford-ai-2021	278	67	6.2	6.2	CD
stanford-ai-2021	278	68	minutes	minute	NNS
stanford-ai-2021	278	69	(	(	-LRB-
stanford-ai-2021	278	70	December	December	NNP
stanford-ai-2021	278	71	2018	2018	CD
stanford-ai-2021	278	72	)	)	-RRB-
stanford-ai-2021	278	73	to	to	IN
stanford-ai-2021	278	74	47	47	CD
stanford-ai-2021	278	75	seconds	second	NNS
stanford-ai-2021	278	76	(	(	-LRB-
stanford-ai-2021	278	77	July	July	NNP
stanford-ai-2021	278	78	2020	2020	CD
stanford-ai-2021	278	79	)	)	-RRB-
stanford-ai-2021	278	80	.	.	.
stanford-ai-2021	279	1	At	at	IN
stanford-ai-2021	279	2	the	the	DT
stanford-ai-2021	279	3	same	same	JJ
stanford-ai-2021	279	4	time	time	NN
stanford-ai-2021	279	5	,	,	,
stanford-ai-2021	279	6	the	the	DT
stanford-ai-2021	279	7	amount	amount	NN
stanford-ai-2021	279	8	of	of	IN
stanford-ai-2021	279	9	hardware	hardware	NN
stanford-ai-2021	279	10	used	use	VBN
stanford-ai-2021	279	11	to	to	TO
stanford-ai-2021	279	12	achieve	achieve	VB
stanford-ai-2021	279	13	these	these	DT
stanford-ai-2021	279	14	results	result	NNS
stanford-ai-2021	279	15	has	have	VBZ
stanford-ai-2021	279	16	increased	increase	VBN
stanford-ai-2021	279	17	dramatically	dramatically	RB
stanford-ai-2021	279	18	;	;	:
stanford-ai-2021	279	19	frontier	frontier	NN
stanford-ai-2021	279	20	systems	system	NNS
stanford-ai-2021	279	21	have	have	VBP
stanford-ai-2021	279	22	been	be	VBN
stanford-ai-2021	279	23	dominated	dominate	VBN
stanford-ai-2021	279	24	by	by	IN
stanford-ai-2021	279	25	the	the	DT
stanford-ai-2021	279	26	use	use	NN
stanford-ai-2021	279	27	of	of	IN
stanford-ai-2021	279	28	“	"	``
stanford-ai-2021	279	29	accelerator	accelerator	NN
stanford-ai-2021	279	30	”	"	''
stanford-ai-2021	279	31	chips	chip	NNS
stanford-ai-2021	279	32	,	,	,
stanford-ai-2021	279	33	starting	start	VBG
stanford-ai-2021	279	34	with	with	IN
stanford-ai-2021	279	35	GPUs	gpu	NNS
stanford-ai-2021	279	36	in	in	IN
stanford-ai-2021	279	37	the	the	DT
stanford-ai-2021	279	38	2018	2018	CD
stanford-ai-2021	279	39	results	result	NNS
stanford-ai-2021	279	40	,	,	,
stanford-ai-2021	279	41	and	and	CC
stanford-ai-2021	279	42	transitioning	transitioning	NN
stanford-ai-2021	279	43	to	to	IN
stanford-ai-2021	279	44	Google	Google	NNP
stanford-ai-2021	279	45	’s	’s	POS
stanford-ai-2021	279	46	TPUs	tpu	NNS
stanford-ai-2021	279	47	for	for	IN
stanford-ai-2021	279	48	the	the	DT
stanford-ai-2021	279	49	best	good	JJS
stanford-ai-2021	279	50	-	-	HYPH
stanford-ai-2021	279	51	in	in	IN
stanford-ai-2021	279	52	-	-	HYPH
stanford-ai-2021	279	53	class	class	NN
stanford-ai-2021	279	54	results	result	NNS
stanford-ai-2021	279	55	from	from	IN
stanford-ai-2021	279	56	2019	2019	CD
stanford-ai-2021	279	57	and	and	CC
stanford-ai-2021	279	58	2020	2020	CD
stanford-ai-2021	279	59	.	.	.
stanford-ai-2021	280	1	Distribution	distribution	NN
stanford-ai-2021	280	2	of	of	IN
stanford-ai-2021	280	3	Training	Training	NNP
stanford-ai-2021	280	4	Time	Time	NNP
stanford-ai-2021	280	5	:	:	:
stanford-ai-2021	280	6	MLPerf	MLPerf	NNP
stanford-ai-2021	280	7	does	do	VBZ
stanford-ai-2021	280	8	not	not	RB
stanford-ai-2021	280	9	just	just	RB
stanford-ai-2021	280	10	show	show	VB
stanford-ai-2021	280	11	the	the	DT
stanford-ai-2021	280	12	state	state	NN
stanford-ai-2021	280	13	of	of	IN
stanford-ai-2021	280	14	the	the	DT
stanford-ai-2021	280	15	art	art	NN
stanford-ai-2021	280	16	for	for	IN
stanford-ai-2021	280	17	each	each	DT
stanford-ai-2021	280	18	competition	competition	NN
stanford-ai-2021	280	19	period	period	NN
stanford-ai-2021	280	20	;	;	:
stanford-ai-2021	280	21	it	-PRON-	PRP
stanford-ai-2021	280	22	also	also	RB
stanford-ai-2021	280	23	makes	make	VBZ
stanford-ai-2021	280	24	available	available	JJ
stanford-ai-2021	280	25	all	all	PDT
stanford-ai-2021	280	26	the	the	DT
stanford-ai-2021	280	27	data	datum	NNS
stanford-ai-2021	280	28	behind	behind	IN
stanford-ai-2021	280	29	each	each	DT
stanford-ai-2021	280	30	entry	entry	NN
stanford-ai-2021	280	31	in	in	IN
stanford-ai-2021	280	32	each	each	DT
stanford-ai-2021	280	33	competition	competition	NN
stanford-ai-2021	280	34	cycle	cycle	NN
stanford-ai-2021	280	35	.	.	.
stanford-ai-2021	281	1	This	this	DT
stanford-ai-2021	281	2	,	,	,
stanford-ai-2021	281	3	in	in	IN
stanford-ai-2021	281	4	turn	turn	NN
stanford-ai-2021	281	5	,	,	,
stanford-ai-2021	281	6	reveals	reveal	VBZ
stanford-ai-2021	281	7	the	the	DT
stanford-ai-2021	281	8	distribution	distribution	NN
stanford-ai-2021	281	9	of	of	IN
stanford-ai-2021	281	10	training	training	NN
stanford-ai-2021	281	11	times	time	NNS
stanford-ai-2021	281	12	for	for	IN
stanford-ai-2021	281	13	each	each	DT
stanford-ai-2021	281	14	period	period	NN
stanford-ai-2021	281	15	(	(	-LRB-
stanford-ai-2021	281	16	Figure	Figure	NNP
stanford-ai-2021	281	17	2.1.3	2.1.3	CD
stanford-ai-2021	281	18	)	)	-RRB-
stanford-ai-2021	281	19	.	.	.
stanford-ai-2021	282	1	(	(	-LRB-
stanford-ai-2021	282	2	Note	note	VB
stanford-ai-2021	282	3	that	that	IN
stanford-ai-2021	282	4	in	in	IN
stanford-ai-2021	282	5	each	each	DT
stanford-ai-2021	282	6	MLPerf	mlperf	CD
stanford-ai-2021	282	7	competition	competition	NN
stanford-ai-2021	282	8	,	,	,
stanford-ai-2021	282	9	competitors	competitor	NNS
stanford-ai-2021	282	10	typically	typically	RB
stanford-ai-2021	282	11	submit	submit	VBP
stanford-ai-2021	282	12	multiple	multiple	JJ
stanford-ai-2021	282	13	entries	entry	NNS
stanford-ai-2021	282	14	that	that	WDT
stanford-ai-2021	282	15	use	use	VBP
stanford-ai-2021	282	16	different	different	JJ
stanford-ai-2021	282	17	permutations	permutation	NNS
stanford-ai-2021	282	18	of	of	IN
stanford-ai-2021	282	19	hardware	hardware	NN
stanford-ai-2021	282	20	.	.	.
stanford-ai-2021	282	21	)	)	-RRB-
stanford-ai-2021	283	1	Figure	figure	NN
stanford-ai-2021	283	2	2.1.4	2.1.4	CD
stanford-ai-2021	283	3	shows	show	VBZ
stanford-ai-2021	283	4	that	that	IN
stanford-ai-2021	283	5	in	in	IN
stanford-ai-2021	283	6	the	the	DT
stanford-ai-2021	283	7	past	past	JJ
stanford-ai-2021	283	8	couple	couple	NN
stanford-ai-2021	283	9	of	of	IN
stanford-ai-2021	283	10	years	year	NNS
stanford-ai-2021	283	11	,	,	,
stanford-ai-2021	283	12	training	training	NN
stanford-ai-2021	283	13	times	time	NNS
stanford-ai-2021	283	14	have	have	VBP
stanford-ai-2021	283	15	shortened	shorten	VBN
stanford-ai-2021	283	16	,	,	,
stanford-ai-2021	283	17	as	as	IN
stanford-ai-2021	283	18	has	have	VBZ
stanford-ai-2021	283	19	the	the	DT
stanford-ai-2021	283	20	variance	variance	NN
stanford-ai-2021	283	21	between	between	IN
stanford-ai-2021	283	22	MLPerf	mlperf	CD
stanford-ai-2021	283	23	entries	entry	NNS
stanford-ai-2021	283	24	.	.	.
stanford-ai-2021	284	1	At	at	IN
stanford-ai-2021	284	2	the	the	DT
stanford-ai-2021	284	3	same	same	JJ
stanford-ai-2021	284	4	time	time	NN
stanford-ai-2021	284	5	,	,	,
stanford-ai-2021	284	6	competitors	competitor	NNS
stanford-ai-2021	284	7	have	have	VBP
stanford-ai-2021	284	8	started	start	VBN
stanford-ai-2021	284	9	to	to	TO
stanford-ai-2021	284	10	use	use	VB
stanford-ai-2021	284	11	larger	large	JJR
stanford-ai-2021	284	12	and	and	CC
stanford-ai-2021	284	13	larger	large	JJR
stanford-ai-2021	284	14	numbers	number	NNS
stanford-ai-2021	284	15	of	of	IN
stanford-ai-2021	284	16	accelerator	accelerator	NN
stanford-ai-2021	284	17	chips	chip	NNS
stanford-ai-2021	284	18	to	to	TO
stanford-ai-2021	284	19	speed	speed	VB
stanford-ai-2021	284	20	training	training	NN
stanford-ai-2021	284	21	times	time	NNS
stanford-ai-2021	284	22	.	.	.
stanford-ai-2021	285	1	This	this	DT
stanford-ai-2021	285	2	is	be	VBZ
stanford-ai-2021	285	3	in	in	IN
stanford-ai-2021	285	4	line	line	NN
stanford-ai-2021	285	5	with	with	IN
stanford-ai-2021	285	6	broader	broad	JJR
stanford-ai-2021	285	7	trends	trend	NNS
stanford-ai-2021	285	8	in	in	IN
stanford-ai-2021	285	9	AI	AI	NNP
stanford-ai-2021	285	10	development	development	NN
stanford-ai-2021	285	11	,	,	,
stanford-ai-2021	285	12	as	as	IN
stanford-ai-2021	285	13	large	large	JJ
stanford-ai-2021	285	14	-	-	HYPH
stanford-ai-2021	285	15	scale	scale	NN
stanford-ai-2021	285	16	training	training	NN
stanford-ai-2021	285	17	becomes	become	VBZ
stanford-ai-2021	285	18	better	well	RBR
stanford-ai-2021	285	19	understood	understand	VBN
stanford-ai-2021	285	20	,	,	,
stanford-ai-2021	285	21	with	with	IN
stanford-ai-2021	285	22	a	a	DT
stanford-ai-2021	285	23	higher	high	JJR
stanford-ai-2021	285	24	degree	degree	NN
stanford-ai-2021	285	25	of	of	IN
stanford-ai-2021	285	26	shared	share	VBN
stanford-ai-2021	285	27	best	good	JJS
stanford-ai-2021	285	28	practices	practice	NNS
stanford-ai-2021	285	29	and	and	CC
stanford-ai-2021	285	30	infrastructure	infrastructure	NN
stanford-ai-2021	285	31	.	.	.
stanford-ai-2021	286	1	2	2	LS
stanford-ai-2021	286	2	.1	.1	CD
stanford-ai-2021	286	3	C	c	NN
stanford-ai-2021	286	4	O	o	NN
stanford-ai-2021	286	5	M	m	NN
stanford-ai-2021	286	6	P	p	NN
stanford-ai-2021	286	7	U	u	NN
stanford-ai-2021	286	8	T	t	NN
stanford-ai-2021	286	9	E	e	NN
stanford-ai-2021	286	10	R	r	NN
stanford-ai-2021	286	11	V	v	NN
stanford-ai-2021	286	12	I	i	NN
stanford-ai-2021	286	13	S	s	NN
stanford-ai-2021	286	14	I	i	NN
stanford-ai-2021	286	15	O	o	NN
stanford-ai-2021	286	16	N	n	NN
stanford-ai-2021	286	17	—	—	:
stanford-ai-2021	286	18	I	-PRON-	PRP
stanford-ai-2021	286	19	M	M	NNP
stanford-ai-2021	286	20	AG	AG	NNP
stanford-ai-2021	286	21	E	e	NN
stanford-ai-2021	286	22	C	c	NN
stanford-ai-2021	286	23	H	h	NN
stanford-ai-2021	286	24	A	a	NN
stanford-ai-2021	286	25	P	p	NN
stanford-ai-2021	286	26	T	t	NN
stanford-ai-2021	286	27	E	e	NN
stanford-ai-2021	286	28	R	r	NN
stanford-ai-2021	286	29	2	2	CD
stanford-ai-2021	286	30	:	:	:
stanford-ai-2021	286	31	T	t	NN
stanford-ai-2021	286	32	E	e	NN
stanford-ai-2021	286	33	C	c	NN
stanford-ai-2021	286	34	H	h	NN
stanford-ai-2021	286	35	N	n	NN
stanford-ai-2021	286	36	I	i	NN
stanford-ai-2021	286	37	C	c	NN
stanford-ai-2021	286	38	A	a	NN
stanford-ai-2021	286	39	L	l	NN
stanford-ai-2021	286	40	P	p	NN
stanford-ai-2021	286	41	E	e	NN
stanford-ai-2021	286	42	R	r	NN
stanford-ai-2021	286	43	F	f	NN
stanford-ai-2021	286	44	O	o	NN
stanford-ai-2021	286	45	R	r	NN
stanford-ai-2021	286	46	M	m	NN
stanford-ai-2021	286	47	A	A	NNP
stanford-ai-2021	286	48	N	n	NN
stanford-ai-2021	286	49	C	c	NN
stanford-ai-2021	286	50	E	e	NN
stanford-ai-2021	286	51	3	3	CD
stanford-ai-2021	286	52	The	the	DT
stanford-ai-2021	286	53	next	next	JJ
stanford-ai-2021	286	54	MLPerf	MLPerf	HYPH
stanford-ai-2021	286	55	update	update	NN
stanford-ai-2021	286	56	is	be	VBZ
stanford-ai-2021	286	57	planned	plan	VBN
stanford-ai-2021	286	58	for	for	IN
stanford-ai-2021	286	59	June	June	NNP
stanford-ai-2021	286	60	2021	2021	CD
stanford-ai-2021	286	61	.	.	.
stanford-ai-2021	287	1	Imagine	imagine	VB
stanford-ai-2021	287	2	the	the	DT
stanford-ai-2021	287	3	difference	difference	NN
stanford-ai-2021	287	4	between	between	IN
stanford-ai-2021	287	5	waiting	wait	VBG
stanford-ai-2021	287	6	a	a	DT
stanford-ai-2021	287	7	few	few	JJ
stanford-ai-2021	287	8	seconds	second	NNS
stanford-ai-2021	287	9	for	for	IN
stanford-ai-2021	287	10	a	a	DT
stanford-ai-2021	287	11	system	system	NN
stanford-ai-2021	287	12	to	to	TO
stanford-ai-2021	287	13	train	train	VB
stanford-ai-2021	287	14	versus	versus	IN
stanford-ai-2021	287	15	waiting	wait	VBG
stanford-ai-2021	287	16	a	a	DT
stanford-ai-2021	287	17	few	few	JJ
stanford-ai-2021	287	18	hours	hour	NNS
stanford-ai-2021	287	19	,	,	,
stanford-ai-2021	287	20	and	and	CC
stanford-ai-2021	287	21	what	what	WP
stanford-ai-2021	287	22	that	that	DT
stanford-ai-2021	287	23	difference	difference	NN
stanford-ai-2021	287	24	means	mean	VBZ
stanford-ai-2021	287	25	for	for	IN
stanford-ai-2021	287	26	the	the	DT
stanford-ai-2021	287	27	type	type	NN
stanford-ai-2021	287	28	and	and	CC
stanford-ai-2021	287	29	volume	volume	NN
stanford-ai-2021	287	30	of	of	IN
stanford-ai-2021	287	31	ideas	idea	NNS
stanford-ai-2021	287	32	researchers	researcher	NNS
stanford-ai-2021	287	33	explore	explore	VBP
stanford-ai-2021	287	34	and	and	CC
stanford-ai-2021	287	35	how	how	WRB
stanford-ai-2021	287	36	risky	risky	JJ
stanford-ai-2021	287	37	they	-PRON-	PRP
stanford-ai-2021	287	38	might	may	MD
stanford-ai-2021	287	39	be	be	VB
stanford-ai-2021	287	40	.	.	.
stanford-ai-2021	288	1	https://mlcommons.org/en/	https://mlcommons.org/en/	RB
stanford-ai-2021	288	2	TA	TA	NNP
stanford-ai-2021	288	3	B	B	NNP
stanford-ai-2021	288	4	L	l	NN
stanford-ai-2021	288	5	E	e	NN
stanford-ai-2021	288	6	O	o	NN
stanford-ai-2021	288	7	F	f	NN
stanford-ai-2021	288	8	C	c	NN
stanford-ai-2021	288	9	O	o	NN
stanford-ai-2021	288	10	N	n	NN
stanford-ai-2021	288	11	T	t	NN
stanford-ai-2021	288	12	E	e	NN
stanford-ai-2021	288	13	N	n	NN
stanford-ai-2021	288	14	T	t	NN
stanford-ai-2021	288	15	S	s	NN
stanford-ai-2021	288	16	4	4	CD
stanford-ai-2021	288	17	9C	9c	NN
stanford-ai-2021	288	18	H	h	NN
stanford-ai-2021	288	19	A	a	NN
stanford-ai-2021	288	20	P	p	NN
stanford-ai-2021	288	21	T	t	NN
stanford-ai-2021	288	22	E	e	NN
stanford-ai-2021	288	23	R	r	NN
stanford-ai-2021	288	24	2	2	CD
stanford-ai-2021	288	25	P	p	NN
stanford-ai-2021	288	26	R	r	NN
stanford-ai-2021	288	27	E	e	NN
stanford-ai-2021	288	28	V	v	NN
stanford-ai-2021	288	29	I	i	NN
stanford-ai-2021	288	30	E	e	NN
stanford-ai-2021	288	31	W	W	NNP
stanford-ai-2021	288	32	Artificial	Artificial	NNP
stanford-ai-2021	288	33	Intelligence	Intelligence	NNP
stanford-ai-2021	288	34	Index	Index	NNP
stanford-ai-2021	288	35	Report	Report	NNP
stanford-ai-2021	288	36	2021	2021	CD
stanford-ai-2021	288	37	12/2017	12/2017	CD
stanford-ai-2021	288	38	06/2018	06/2018	CD
stanford-ai-2021	288	39	12/2018	12/2018	CD
stanford-ai-2021	288	40	06/2019	06/2019	CD
stanford-ai-2021	288	41	12/2019	12/2019	CD
stanford-ai-2021	288	42	1	1	CD
stanford-ai-2021	288	43	2	2	CD
stanford-ai-2021	288	44	5	5	CD
stanford-ai-2021	288	45	10	10	CD
stanford-ai-2021	288	46	20	20	CD
stanford-ai-2021	288	47	50	50	CD
stanford-ai-2021	288	48	100	100	CD
stanford-ai-2021	288	49	200	200	CD
stanford-ai-2021	288	50	500	500	CD
stanford-ai-2021	288	51	1,000	1,000	CD
stanford-ai-2021	288	52	2,000	2,000	CD
stanford-ai-2021	288	53	C	C	NNP
stanford-ai-2021	288	54	o	o	NN
stanford-ai-2021	288	55	st	st	FW
stanford-ai-2021	288	56	(	(	-LRB-
stanford-ai-2021	288	57	U	U	NNP
stanford-ai-2021	288	58	.S	.S	NNP
stanford-ai-2021	288	59	.	.	.
stanford-ai-2021	289	1	D	D	NNP
stanford-ai-2021	289	2	o	o	NN
stanford-ai-2021	289	3	lla	lla	NN
stanford-ai-2021	289	4	rs	rs	NN
stanford-ai-2021	289	5	;	;	:
stanford-ai-2021	289	6	L	l	NN
stanford-ai-2021	289	7	o	o	NN
stanford-ai-2021	289	8	g	g	NN
stanford-ai-2021	289	9	S	S	NNP
stanford-ai-2021	289	10	ca	ca	NN
stanford-ai-2021	289	11	le	le	NNP
stanford-ai-2021	289	12	)	)	-RRB-
stanford-ai-2021	289	13	$	$	$
stanford-ai-2021	289	14	7.43	7.43	CD
stanford-ai-2021	289	15	IMAGENET	imagenet	NN
stanford-ai-2021	289	16	:	:	:
stanford-ai-2021	289	17	TRAINING	training	NN
stanford-ai-2021	289	18	COST	COST	NNS
stanford-ai-2021	289	19	(	(	-LRB-
stanford-ai-2021	289	20	to	to	IN
stanford-ai-2021	289	21	93	93	CD
stanford-ai-2021	289	22	%	%	NN
stanford-ai-2021	289	23	ACCURACY	accuracy	NN
stanford-ai-2021	289	24	)	)	-RRB-
stanford-ai-2021	289	25	Source	source	NN
stanford-ai-2021	289	26	:	:	:
stanford-ai-2021	289	27	DAWNBench	dawnbench	NN
stanford-ai-2021	289	28	,	,	,
stanford-ai-2021	289	29	2020	2020	CD
stanford-ai-2021	289	30	|	|	CD
stanford-ai-2021	289	31	Chart	Chart	NNP
stanford-ai-2021	289	32	:	:	:
stanford-ai-2021	289	33	2021	2021	CD
stanford-ai-2021	289	34	AI	AI	NNP
stanford-ai-2021	289	35	Index	Index	NNP
stanford-ai-2021	289	36	Report	Report	NNP
stanford-ai-2021	289	37	ImageNet	ImageNet	NNP
stanford-ai-2021	289	38	:	:	:
stanford-ai-2021	289	39	Training	training	NN
stanford-ai-2021	289	40	Costs	cost	NNS
stanford-ai-2021	289	41	How	how	WRB
stanford-ai-2021	289	42	much	much	JJ
stanford-ai-2021	289	43	does	do	VBZ
stanford-ai-2021	289	44	it	-PRON-	PRP
stanford-ai-2021	289	45	cost	cost	VB
stanford-ai-2021	289	46	to	to	TO
stanford-ai-2021	289	47	train	train	VB
stanford-ai-2021	289	48	a	a	DT
stanford-ai-2021	289	49	contemporary	contemporary	JJ
stanford-ai-2021	289	50	image-	image-	NN
stanford-ai-2021	289	51	recognition	recognition	NN
stanford-ai-2021	289	52	system	system	NN
stanford-ai-2021	289	53	?	?	.
stanford-ai-2021	290	1	The	the	DT
stanford-ai-2021	290	2	answer	answer	NN
stanford-ai-2021	290	3	,	,	,
stanford-ai-2021	290	4	according	accord	VBG
stanford-ai-2021	290	5	to	to	IN
stanford-ai-2021	290	6	tests	test	NNS
stanford-ai-2021	290	7	run	run	VBN
stanford-ai-2021	290	8	by	by	IN
stanford-ai-2021	290	9	the	the	DT
stanford-ai-2021	290	10	Stanford	Stanford	NNP
stanford-ai-2021	290	11	DAWNBench	DAWNBench	NNP
stanford-ai-2021	290	12	team	team	NN
stanford-ai-2021	290	13	,	,	,
stanford-ai-2021	290	14	is	be	VBZ
stanford-ai-2021	290	15	a	a	DT
stanford-ai-2021	290	16	few	few	JJ
stanford-ai-2021	290	17	dollars	dollar	NNS
stanford-ai-2021	290	18	in	in	IN
stanford-ai-2021	290	19	2020	2020	CD
stanford-ai-2021	290	20	,	,	,
stanford-ai-2021	290	21	down	down	RB
stanford-ai-2021	290	22	by	by	IN
stanford-ai-2021	290	23	around	around	IN
stanford-ai-2021	290	24	150	150	CD
stanford-ai-2021	290	25	times	time	NNS
stanford-ai-2021	290	26	from	from	IN
stanford-ai-2021	290	27	costs	cost	NNS
stanford-ai-2021	290	28	in	in	IN
stanford-ai-2021	290	29	2017	2017	CD
stanford-ai-2021	290	30	(	(	-LRB-
stanford-ai-2021	290	31	Figure	Figure	NNP
stanford-ai-2021	290	32	2.1.5	2.1.5	CD
stanford-ai-2021	290	33	)	)	-RRB-
stanford-ai-2021	290	34	.	.	.
stanford-ai-2021	291	1	To	to	TO
stanford-ai-2021	291	2	put	put	VB
stanford-ai-2021	291	3	this	this	DT
stanford-ai-2021	291	4	in	in	IN
stanford-ai-2021	291	5	perspective	perspective	NN
stanford-ai-2021	291	6	,	,	,
stanford-ai-2021	291	7	what	what	WP
stanford-ai-2021	291	8	cost	cost	VBD
stanford-ai-2021	291	9	one	one	CD
stanford-ai-2021	291	10	entrant	entrant	NN
stanford-ai-2021	291	11	around	around	IN
stanford-ai-2021	291	12	USD	usd	NN
stanford-ai-2021	291	13	1,100	1,100	CD
stanford-ai-2021	291	14	to	to	TO
stanford-ai-2021	291	15	do	do	VB
stanford-ai-2021	291	16	in	in	IN
stanford-ai-2021	291	17	October	October	NNP
stanford-ai-2021	291	18	2017	2017	CD
stanford-ai-2021	291	19	now	now	RB
stanford-ai-2021	291	20	costs	cost	VBZ
stanford-ai-2021	291	21	about	about	IN
stanford-ai-2021	291	22	USD	usd	NN
stanford-ai-2021	291	23	7.43	7.43	CD
stanford-ai-2021	291	24	.	.	.
stanford-ai-2021	292	1	This	this	DT
stanford-ai-2021	292	2	represents	represent	VBZ
stanford-ai-2021	292	3	progress	progress	NN
stanford-ai-2021	292	4	in	in	IN
stanford-ai-2021	292	5	algorithm	algorithm	NNP
stanford-ai-2021	292	6	design	design	NN
stanford-ai-2021	292	7	as	as	RB
stanford-ai-2021	292	8	well	well	RB
stanford-ai-2021	292	9	as	as	IN
stanford-ai-2021	292	10	a	a	DT
stanford-ai-2021	292	11	drop	drop	NN
stanford-ai-2021	292	12	in	in	IN
stanford-ai-2021	292	13	the	the	DT
stanford-ai-2021	292	14	costs	cost	NNS
stanford-ai-2021	292	15	of	of	IN
stanford-ai-2021	292	16	cloud	cloud	NN
stanford-ai-2021	292	17	-	-	HYPH
stanford-ai-2021	292	18	computing	computing	NN
stanford-ai-2021	292	19	resources	resource	NNS
stanford-ai-2021	292	20	.	.	.
stanford-ai-2021	293	1	2	2	LS
stanford-ai-2021	293	2	.1	.1	CD
stanford-ai-2021	293	3	C	c	NN
stanford-ai-2021	293	4	O	o	NN
stanford-ai-2021	293	5	M	m	NN
stanford-ai-2021	293	6	P	p	NN
stanford-ai-2021	293	7	U	u	NN
stanford-ai-2021	293	8	T	t	NN
stanford-ai-2021	293	9	E	e	NN
stanford-ai-2021	293	10	R	r	NN
stanford-ai-2021	293	11	V	v	NN
stanford-ai-2021	293	12	I	i	NN
stanford-ai-2021	293	13	S	s	NN
stanford-ai-2021	293	14	I	i	NN
stanford-ai-2021	293	15	O	o	NN
stanford-ai-2021	293	16	N	n	NN
stanford-ai-2021	293	17	—	—	:
stanford-ai-2021	293	18	I	-PRON-	PRP
stanford-ai-2021	293	19	M	M	NNP
stanford-ai-2021	293	20	AG	AG	NNP
stanford-ai-2021	293	21	E	e	NN
stanford-ai-2021	293	22	C	c	NN
stanford-ai-2021	293	23	H	h	NN
stanford-ai-2021	293	24	A	a	NN
stanford-ai-2021	293	25	P	p	NN
stanford-ai-2021	293	26	T	t	NN
stanford-ai-2021	293	27	E	e	NN
stanford-ai-2021	293	28	R	r	NN
stanford-ai-2021	293	29	2	2	CD
stanford-ai-2021	293	30	:	:	:
stanford-ai-2021	293	31	T	t	NN
stanford-ai-2021	293	32	E	e	NN
stanford-ai-2021	293	33	C	c	NN
stanford-ai-2021	293	34	H	h	NN
stanford-ai-2021	293	35	N	n	NN
stanford-ai-2021	293	36	I	i	NN
stanford-ai-2021	293	37	C	c	NN
stanford-ai-2021	293	38	A	a	NN
stanford-ai-2021	293	39	L	l	NN
stanford-ai-2021	293	40	P	p	NN
stanford-ai-2021	293	41	E	e	NN
stanford-ai-2021	293	42	R	r	NN
stanford-ai-2021	293	43	F	f	NN
stanford-ai-2021	293	44	O	o	NN
stanford-ai-2021	293	45	R	r	NN
stanford-ai-2021	293	46	M	m	NN
stanford-ai-2021	293	47	A	a	NN
stanford-ai-2021	293	48	N	n	NN
stanford-ai-2021	293	49	C	c	NN
stanford-ai-2021	293	50	E	e	NN
stanford-ai-2021	293	51	Figure	figure	NN
stanford-ai-2021	293	52	2.1.5	2.1.5	CD
stanford-ai-2021	293	53	12/2018	12/2018	CD
stanford-ai-2021	293	54	06/2019	06/2019	CD
stanford-ai-2021	293	55	07/2020	07/2020	CD
stanford-ai-2021	293	56	0	0	CD
stanford-ai-2021	293	57	1,000	1,000	CD
stanford-ai-2021	293	58	2,000	2,000	CD
stanford-ai-2021	293	59	3,000	3,000	CD
stanford-ai-2021	293	60	4,000	4,000	CD
stanford-ai-2021	293	61	N	n	CD
stanford-ai-2021	293	62	u	u	NNP
stanford-ai-2021	293	63	m	m	NNP
stanford-ai-2021	293	64	b	b	NNP
stanford-ai-2021	293	65	er	er	UH
stanford-ai-2021	293	66	o	o	XX
stanford-ai-2021	293	67	f	f	NNP
stanford-ai-2021	293	68	A	A	NNP
stanford-ai-2021	293	69	cc	cc	FW
stanford-ai-2021	293	70	el	el	NNP
stanford-ai-2021	293	71	er	er	UH
stanford-ai-2021	293	72	at	at	IN
stanford-ai-2021	293	73	o	o	NN
stanford-ai-2021	293	74	rs	rs	NNP
stanford-ai-2021	293	75	0	0	CD
stanford-ai-2021	293	76	1	1	CD
stanford-ai-2021	293	77	2	2	CD
stanford-ai-2021	293	78	3	3	CD
stanford-ai-2021	293	79	4	4	CD
stanford-ai-2021	293	80	5	5	CD
stanford-ai-2021	293	81	6	6	CD
stanford-ai-2021	293	82	T	t	NN
stanford-ai-2021	293	83	ra	ra	NN
stanford-ai-2021	293	84	in	in	RB
stanford-ai-2021	293	85	in	in	IN
stanford-ai-2021	293	86	g	g	NNP
stanford-ai-2021	293	87	T	T	NNP
stanford-ai-2021	293	88	i	-PRON-	PRP
stanford-ai-2021	293	89	m	be	VBP
stanford-ai-2021	293	90	e	e	NNP
stanford-ai-2021	293	91	4,096	4,096	CD
stanford-ai-2021	293	92	1,024	1,024	CD
stanford-ai-2021	293	93	640	640	CD
stanford-ai-2021	293	94	6.2	6.2	CD
stanford-ai-2021	293	95	Min	Min	NNP
stanford-ai-2021	293	96	1.3	1.3	CD
stanford-ai-2021	293	97	Min	Min	NNP
stanford-ai-2021	293	98	47	47	CD
stanford-ai-2021	293	99	Sec	Sec	NNP
stanford-ai-2021	293	100	IMAGENET	IMAGENET	NNP
stanford-ai-2021	293	101	:	:	:
stanford-ai-2021	293	102	TRAINING	training	NN
stanford-ai-2021	293	103	TIME	time	NN
stanford-ai-2021	293	104	and	and	CC
stanford-ai-2021	293	105	HARDWARE	hardware	NN
stanford-ai-2021	293	106	of	of	IN
stanford-ai-2021	293	107	the	the	DT
stanford-ai-2021	293	108	BEST	BEST	NNP
stanford-ai-2021	293	109	SYSTEM	SYSTEM	NNP
stanford-ai-2021	293	110	Source	source	NN
stanford-ai-2021	293	111	:	:	:
stanford-ai-2021	293	112	MLPerf	mlperf	CD
stanford-ai-2021	293	113	,	,	,
stanford-ai-2021	293	114	2020	2020	CD
stanford-ai-2021	293	115	|	|	CD
stanford-ai-2021	293	116	Chart	Chart	NNP
stanford-ai-2021	293	117	:	:	:
stanford-ai-2021	293	118	2021	2021	CD
stanford-ai-2021	293	119	AI	AI	NNP
stanford-ai-2021	293	120	Index	Index	NNP
stanford-ai-2021	293	121	Report	Report	NNP
stanford-ai-2021	293	122	Number	Number	NNP
stanford-ai-2021	293	123	of	of	IN
stanford-ai-2021	293	124	Accelerators	Accelerators	NNP
stanford-ai-2021	293	125	Training	Training	NNP
stanford-ai-2021	293	126	Time	Time	NNP
stanford-ai-2021	293	127	2018	2018	CD
stanford-ai-2021	293	128	2019	2019	CD
stanford-ai-2021	293	129	2020	2020	CD
stanford-ai-2021	293	130	1	1	CD
stanford-ai-2021	293	131	10	10	CD
stanford-ai-2021	293	132	100	100	CD
stanford-ai-2021	293	133	1,000	1,000	CD
stanford-ai-2021	293	134	10,000	10,000	CD
stanford-ai-2021	293	135	T	t	NN
stanford-ai-2021	293	136	ra	ra	NN
stanford-ai-2021	293	137	in	in	NN
stanford-ai-2021	293	138	in	in	IN
stanford-ai-2021	293	139	g	g	NNP
stanford-ai-2021	293	140	T	T	NNP
stanford-ai-2021	293	141	i	-PRON-	PRP
stanford-ai-2021	293	142	m	be	VBP
stanford-ai-2021	293	143	e	e	NN
stanford-ai-2021	293	144	(	(	-LRB-
stanford-ai-2021	293	145	m	m	NNP
stanford-ai-2021	293	146	in	in	IN
stanford-ai-2021	293	147	s	s	NNP
stanford-ai-2021	293	148	)	)	-RRB-
stanford-ai-2021	293	149	IMAGENET	IMAGENET	NNP
stanford-ai-2021	293	150	:	:	:
stanford-ai-2021	293	151	DISTRIBUTION	distribution	NN
stanford-ai-2021	293	152	of	of	IN
stanford-ai-2021	293	153	TRAINING	training	NN
stanford-ai-2021	293	154	TIME	TIME	NNP
stanford-ai-2021	293	155	Source	Source	NNP
stanford-ai-2021	293	156	:	:	:
stanford-ai-2021	293	157	MLPerf	mlperf	CD
stanford-ai-2021	293	158	,	,	,
stanford-ai-2021	293	159	2020	2020	CD
stanford-ai-2021	293	160	|	|	CD
stanford-ai-2021	293	161	Chart	Chart	NNP
stanford-ai-2021	293	162	:	:	:
stanford-ai-2021	293	163	2021	2021	CD
stanford-ai-2021	293	164	AI	AI	NNP
stanford-ai-2021	293	165	Index	Index	NNP
stanford-ai-2021	293	166	Report	Report	NNP
stanford-ai-2021	293	167	Figure	Figure	NNP
stanford-ai-2021	293	168	2.1.3	2.1.3	NNP
stanford-ai-2021	293	169	Figure	Figure	NNP
stanford-ai-2021	293	170	2.1.4	2.1.4	CD
stanford-ai-2021	293	171	https://dawn.cs.stanford.edu/benchmark/	https://dawn.cs.stanford.edu/benchmark/	NN
stanford-ai-2021	293	172	TA	TA	NNP
stanford-ai-2021	293	173	B	B	NNP
stanford-ai-2021	293	174	L	l	NN
stanford-ai-2021	293	175	E	e	NN
stanford-ai-2021	293	176	O	o	NN
stanford-ai-2021	293	177	F	f	NN
stanford-ai-2021	293	178	C	c	NN
stanford-ai-2021	293	179	O	o	NN
stanford-ai-2021	293	180	N	n	NN
stanford-ai-2021	293	181	T	t	NN
stanford-ai-2021	293	182	E	e	NN
stanford-ai-2021	293	183	N	n	NN
stanford-ai-2021	293	184	T	t	NN
stanford-ai-2021	293	185	S	s	NN
stanford-ai-2021	293	186	5	5	CD
stanford-ai-2021	293	187	0C	0c	NN
stanford-ai-2021	293	188	H	h	NN
stanford-ai-2021	293	189	A	a	NN
stanford-ai-2021	293	190	P	p	NN
stanford-ai-2021	293	191	T	t	NN
stanford-ai-2021	293	192	E	e	NN
stanford-ai-2021	293	193	R	r	NN
stanford-ai-2021	293	194	2	2	CD
stanford-ai-2021	293	195	P	p	NN
stanford-ai-2021	293	196	R	r	NN
stanford-ai-2021	293	197	E	e	NN
stanford-ai-2021	293	198	V	v	NN
stanford-ai-2021	293	199	I	i	NN
stanford-ai-2021	293	200	E	e	NN
stanford-ai-2021	293	201	W	W	NNP
stanford-ai-2021	293	202	Artificial	Artificial	NNP
stanford-ai-2021	293	203	Intelligence	Intelligence	NNP
stanford-ai-2021	293	204	Index	Index	NNP
stanford-ai-2021	293	205	Report	Report	NNP
stanford-ai-2021	293	206	2021	2021	CD
stanford-ai-2021	293	207	Harder	hard	JJR
stanford-ai-2021	293	208	Tests	Tests	NNPS
stanford-ai-2021	293	209	Beyond	beyond	IN
stanford-ai-2021	293	210	ImageNet	ImageNet	NNP
stanford-ai-2021	293	211	In	in	IN
stanford-ai-2021	293	212	spite	spite	NN
stanford-ai-2021	293	213	of	of	IN
stanford-ai-2021	293	214	the	the	DT
stanford-ai-2021	293	215	progress	progress	NN
stanford-ai-2021	293	216	in	in	IN
stanford-ai-2021	293	217	performance	performance	NN
stanford-ai-2021	293	218	on	on	IN
stanford-ai-2021	293	219	ImageNet	ImageNet	NNP
stanford-ai-2021	293	220	,	,	,
stanford-ai-2021	293	221	current	current	JJ
stanford-ai-2021	293	222	computer	computer	NN
stanford-ai-2021	293	223	vision	vision	NN
stanford-ai-2021	293	224	systems	system	NNS
stanford-ai-2021	293	225	are	be	VBP
stanford-ai-2021	293	226	still	still	RB
stanford-ai-2021	293	227	not	not	RB
stanford-ai-2021	293	228	perfect	perfect	JJ
stanford-ai-2021	293	229	.	.	.
stanford-ai-2021	294	1	To	to	TO
stanford-ai-2021	294	2	better	well	RBR
stanford-ai-2021	294	3	study	study	VB
stanford-ai-2021	294	4	their	-PRON-	PRP$
stanford-ai-2021	294	5	limitations	limitation	NNS
stanford-ai-2021	294	6	,	,	,
stanford-ai-2021	294	7	researchers	researcher	NNS
stanford-ai-2021	294	8	have	have	VBP
stanford-ai-2021	294	9	in	in	IN
stanford-ai-2021	294	10	recent	recent	JJ
stanford-ai-2021	294	11	years	year	NNS
stanford-ai-2021	294	12	started	start	VBD
stanford-ai-2021	294	13	to	to	TO
stanford-ai-2021	294	14	develop	develop	VB
stanford-ai-2021	294	15	more	more	RBR
stanford-ai-2021	294	16	challenging	challenging	JJ
stanford-ai-2021	294	17	image	image	NN
stanford-ai-2021	294	18	classification	classification	NN
stanford-ai-2021	294	19	benchmarks	benchmark	NNS
stanford-ai-2021	294	20	.	.	.
stanford-ai-2021	295	1	But	but	CC
stanford-ai-2021	295	2	since	since	IN
stanford-ai-2021	295	3	ImageNet	ImageNet	NNP
stanford-ai-2021	295	4	is	be	VBZ
stanford-ai-2021	295	5	already	already	RB
stanford-ai-2021	295	6	a	a	DT
stanford-ai-2021	295	7	large	large	JJ
stanford-ai-2021	295	8	dataset	dataset	NN
stanford-ai-2021	295	9	,	,	,
stanford-ai-2021	295	10	which	which	WDT
stanford-ai-2021	295	11	requires	require	VBZ
stanford-ai-2021	295	12	a	a	DT
stanford-ai-2021	295	13	nontrivial	nontrivial	JJ
stanford-ai-2021	295	14	amount	amount	NN
stanford-ai-2021	295	15	of	of	IN
stanford-ai-2021	295	16	resources	resource	NNS
stanford-ai-2021	295	17	to	to	TO
stanford-ai-2021	295	18	use	use	VB
stanford-ai-2021	295	19	,	,	,
stanford-ai-2021	295	20	it	-PRON-	PRP
stanford-ai-2021	295	21	does	do	VBZ
stanford-ai-2021	295	22	not	not	RB
stanford-ai-2021	295	23	intuitively	intuitively	RB
stanford-ai-2021	295	24	make	make	VB
stanford-ai-2021	295	25	sense	sense	NN
stanford-ai-2021	295	26	to	to	TO
stanford-ai-2021	295	27	simply	simply	RB
stanford-ai-2021	295	28	expand	expand	VB
stanford-ai-2021	295	29	the	the	DT
stanford-ai-2021	295	30	resolution	resolution	NN
stanford-ai-2021	295	31	of	of	IN
stanford-ai-2021	295	32	the	the	DT
stanford-ai-2021	295	33	images	image	NNS
stanford-ai-2021	295	34	in	in	IN
stanford-ai-2021	295	35	ImageNet	ImageNet	NNP
stanford-ai-2021	295	36	or	or	CC
stanford-ai-2021	295	37	the	the	DT
stanford-ai-2021	295	38	absolute	absolute	JJ
stanford-ai-2021	295	39	size	size	NN
stanford-ai-2021	295	40	of	of	IN
stanford-ai-2021	295	41	the	the	DT
stanford-ai-2021	295	42	dataset	dataset	NN
stanford-ai-2021	295	43	—	—	:
stanford-ai-2021	295	44	as	as	IN
stanford-ai-2021	295	45	either	either	DT
stanford-ai-2021	295	46	action	action	NN
stanford-ai-2021	295	47	would	would	MD
stanford-ai-2021	295	48	further	far	RBR
stanford-ai-2021	295	49	increase	increase	VB
stanford-ai-2021	295	50	the	the	DT
stanford-ai-2021	295	51	cost	cost	NN
stanford-ai-2021	295	52	to	to	IN
stanford-ai-2021	295	53	researchers	researcher	NNS
stanford-ai-2021	295	54	when	when	WRB
stanford-ai-2021	295	55	training	train	VBG
stanford-ai-2021	295	56	systems	system	NNS
stanford-ai-2021	295	57	on	on	IN
stanford-ai-2021	295	58	ImageNet	ImageNet	NNP
stanford-ai-2021	295	59	.	.	.
stanford-ai-2021	296	1	Instead	instead	RB
stanford-ai-2021	296	2	,	,	,
stanford-ai-2021	296	3	people	people	NNS
stanford-ai-2021	296	4	have	have	VBP
stanford-ai-2021	296	5	tried	try	VBN
stanford-ai-2021	296	6	to	to	TO
stanford-ai-2021	296	7	figure	figure	VB
stanford-ai-2021	296	8	out	out	RP
stanford-ai-2021	296	9	new	new	JJ
stanford-ai-2021	296	10	ways	way	NNS
stanford-ai-2021	296	11	to	to	TO
stanford-ai-2021	296	12	test	test	VB
stanford-ai-2021	296	13	the	the	DT
stanford-ai-2021	296	14	robustness	robustness	NN
stanford-ai-2021	296	15	of	of	IN
stanford-ai-2021	296	16	image	image	NN
stanford-ai-2021	296	17	classifiers	classifier	NNS
stanford-ai-2021	296	18	by	by	IN
stanford-ai-2021	296	19	creating	create	VBG
stanford-ai-2021	296	20	custom	custom	NN
stanford-ai-2021	296	21	datasets	dataset	NNS
stanford-ai-2021	296	22	,	,	,
stanford-ai-2021	296	23	many	many	DT
stanford-ai-2021	296	24	of	of	IN
stanford-ai-2021	296	25	which	which	WDT
stanford-ai-2021	296	26	are	be	VBP
stanford-ai-2021	296	27	compatible	compatible	JJ
stanford-ai-2021	296	28	with	with	IN
stanford-ai-2021	296	29	ImageNet	ImageNet	NNP
stanford-ai-2021	296	30	(	(	-LRB-
stanford-ai-2021	296	31	and	and	CC
stanford-ai-2021	296	32	are	be	VBP
stanford-ai-2021	296	33	typically	typically	RB
stanford-ai-2021	296	34	smaller	small	JJR
stanford-ai-2021	296	35	)	)	-RRB-
stanford-ai-2021	296	36	.	.	.
stanford-ai-2021	297	1	These	these	DT
stanford-ai-2021	297	2	include	include	VBP
stanford-ai-2021	297	3	IMAGENET	IMAGENET	NNP
stanford-ai-2021	297	4	ADVERSARIAL	ADVERSARIAL	NNP
stanford-ai-2021	297	5	:	:	:
stanford-ai-2021	297	6	This	this	DT
stanford-ai-2021	297	7	is	be	VBZ
stanford-ai-2021	297	8	a	a	DT
stanford-ai-2021	297	9	dataset	dataset	NN
stanford-ai-2021	297	10	of	of	IN
stanford-ai-2021	297	11	images	image	NNS
stanford-ai-2021	297	12	similar	similar	JJ
stanford-ai-2021	297	13	to	to	IN
stanford-ai-2021	297	14	those	those	DT
stanford-ai-2021	297	15	found	find	VBN
stanford-ai-2021	297	16	in	in	IN
stanford-ai-2021	297	17	ImageNet	ImageNet	NNP
stanford-ai-2021	297	18	but	but	CC
stanford-ai-2021	297	19	incorporating	incorporate	VBG
stanford-ai-2021	297	20	natural	natural	JJ
stanford-ai-2021	297	21	confounders	confounder	NNS
stanford-ai-2021	297	22	(	(	-LRB-
stanford-ai-2021	297	23	e.g.	e.g.	RB
stanford-ai-2021	297	24	,	,	,
stanford-ai-2021	297	25	a	a	DT
stanford-ai-2021	297	26	butterfly	butterfly	NN
stanford-ai-2021	297	27	sitting	sit	VBG
stanford-ai-2021	297	28	on	on	IN
stanford-ai-2021	297	29	a	a	DT
stanford-ai-2021	297	30	carpet	carpet	NN
stanford-ai-2021	297	31	with	with	IN
stanford-ai-2021	297	32	a	a	DT
stanford-ai-2021	297	33	similar	similar	JJ
stanford-ai-2021	297	34	texture	texture	NN
stanford-ai-2021	297	35	to	to	IN
stanford-ai-2021	297	36	the	the	DT
stanford-ai-2021	297	37	butterfly	butterfly	NN
stanford-ai-2021	297	38	)	)	-RRB-
stanford-ai-2021	297	39	,	,	,
stanford-ai-2021	297	40	and	and	CC
stanford-ai-2021	297	41	images	image	NNS
stanford-ai-2021	297	42	that	that	WDT
stanford-ai-2021	297	43	are	be	VBP
stanford-ai-2021	297	44	persistently	persistently	RB
stanford-ai-2021	297	45	misclassified	misclassifie	VBN
stanford-ai-2021	297	46	by	by	IN
stanford-ai-2021	297	47	contemporary	contemporary	JJ
stanford-ai-2021	297	48	systems	system	NNS
stanford-ai-2021	297	49	.	.	.
stanford-ai-2021	298	1	These	these	DT
stanford-ai-2021	298	2	images	image	NNS
stanford-ai-2021	298	3	“	"	``
stanford-ai-2021	298	4	cause	cause	VBP
stanford-ai-2021	298	5	consistent	consistent	JJ
stanford-ai-2021	298	6	classification	classification	NN
stanford-ai-2021	298	7	mistakes	mistake	NNS
stanford-ai-2021	298	8	due	due	IN
stanford-ai-2021	298	9	to	to	IN
stanford-ai-2021	298	10	scene	scene	NN
stanford-ai-2021	298	11	complications	complication	NNS
stanford-ai-2021	298	12	encountered	encounter	VBN
stanford-ai-2021	298	13	in	in	IN
stanford-ai-2021	298	14	the	the	DT
stanford-ai-2021	298	15	long	long	JJ
stanford-ai-2021	298	16	tail	tail	NN
stanford-ai-2021	298	17	of	of	IN
stanford-ai-2021	298	18	scene	scene	NN
stanford-ai-2021	298	19	configurations	configuration	NNS
stanford-ai-2021	298	20	and	and	CC
stanford-ai-2021	298	21	by	by	IN
stanford-ai-2021	298	22	exploiting	exploit	VBG
stanford-ai-2021	298	23	classifier	classifier	NN
stanford-ai-2021	298	24	blind	blind	JJ
stanford-ai-2021	298	25	spots	spot	NNS
stanford-ai-2021	298	26	,	,	,
stanford-ai-2021	298	27	”	"	''
stanford-ai-2021	298	28	according	accord	VBG
stanford-ai-2021	298	29	to	to	IN
stanford-ai-2021	298	30	the	the	DT
stanford-ai-2021	298	31	researchers	researcher	NNS
stanford-ai-2021	298	32	.	.	.
stanford-ai-2021	299	1	Therefore	therefore	RB
stanford-ai-2021	299	2	,	,	,
stanford-ai-2021	299	3	making	make	VBG
stanford-ai-2021	299	4	progress	progress	NN
stanford-ai-2021	299	5	on	on	IN
stanford-ai-2021	299	6	ImageNet	ImageNet	NNP
stanford-ai-2021	299	7	Adversarial	Adversarial	NNP
stanford-ai-2021	299	8	could	could	MD
stanford-ai-2021	299	9	improve	improve	VB
stanford-ai-2021	299	10	the	the	DT
stanford-ai-2021	299	11	ability	ability	NN
stanford-ai-2021	299	12	of	of	IN
stanford-ai-2021	299	13	models	model	NNS
stanford-ai-2021	299	14	to	to	TO
stanford-ai-2021	299	15	generalize	generalize	VB
stanford-ai-2021	299	16	.	.	.
stanford-ai-2021	300	1	IMAGENET	IMAGENET	NNP
stanford-ai-2021	300	2	-	-	HYPH
stanford-ai-2021	300	3	C	C	NNP
stanford-ai-2021	300	4	:	:	:
stanford-ai-2021	300	5	This	this	DT
stanford-ai-2021	300	6	is	be	VBZ
stanford-ai-2021	300	7	a	a	DT
stanford-ai-2021	300	8	dataset	dataset	NN
stanford-ai-2021	300	9	of	of	IN
stanford-ai-2021	300	10	common	common	JJ
stanford-ai-2021	300	11	ImageNet	ImageNet	NNP
stanford-ai-2021	300	12	images	image	NNS
stanford-ai-2021	300	13	with	with	IN
stanford-ai-2021	300	14	75	75	CD
stanford-ai-2021	300	15	visual	visual	JJ
stanford-ai-2021	300	16	corruptions	corruption	NNS
stanford-ai-2021	300	17	applied	apply	VBN
stanford-ai-2021	300	18	to	to	IN
stanford-ai-2021	300	19	them	-PRON-	PRP
stanford-ai-2021	300	20	(	(	-LRB-
stanford-ai-2021	300	21	e.g.	e.g.	RB
stanford-ai-2021	300	22	,	,	,
stanford-ai-2021	300	23	changes	change	NNS
stanford-ai-2021	300	24	in	in	IN
stanford-ai-2021	300	25	brightness	brightness	NN
stanford-ai-2021	300	26	,	,	,
stanford-ai-2021	300	27	contrast	contrast	NN
stanford-ai-2021	300	28	,	,	,
stanford-ai-2021	300	29	pixelations	pixelation	NNS
stanford-ai-2021	300	30	,	,	,
stanford-ai-2021	300	31	fog	fog	NN
stanford-ai-2021	300	32	effects	effect	NNS
stanford-ai-2021	300	33	,	,	,
stanford-ai-2021	300	34	etc	etc	FW
stanford-ai-2021	300	35	.	.	.
stanford-ai-2021	300	36	)	)	-RRB-
stanford-ai-2021	300	37	.	.	.
stanford-ai-2021	301	1	By	by	IN
stanford-ai-2021	301	2	testing	test	VBG
stanford-ai-2021	301	3	systems	system	NNS
stanford-ai-2021	301	4	against	against	IN
stanford-ai-2021	301	5	this	this	DT
stanford-ai-2021	301	6	,	,	,
stanford-ai-2021	301	7	researchers	researcher	NNS
stanford-ai-2021	301	8	can	can	MD
stanford-ai-2021	301	9	provide	provide	VB
stanford-ai-2021	301	10	even	even	RB
stanford-ai-2021	301	11	more	more	JJR
stanford-ai-2021	301	12	information	information	NN
stanford-ai-2021	301	13	about	about	IN
stanford-ai-2021	301	14	the	the	DT
stanford-ai-2021	301	15	generalization	generalization	NN
stanford-ai-2021	301	16	capabilities	capability	NNS
stanford-ai-2021	301	17	of	of	IN
stanford-ai-2021	301	18	these	these	DT
stanford-ai-2021	301	19	models	model	NNS
stanford-ai-2021	301	20	.	.	.
stanford-ai-2021	302	1	IMAGENET	IMAGENET	NNP
stanford-ai-2021	302	2	-	-	HYPH
stanford-ai-2021	302	3	RENDITION	RENDITION	NNP
stanford-ai-2021	302	4	:	:	:
stanford-ai-2021	302	5	This	this	DT
stanford-ai-2021	302	6	tests	test	VBZ
stanford-ai-2021	302	7	generalization	generalization	NN
stanford-ai-2021	302	8	by	by	IN
stanford-ai-2021	302	9	seeing	see	VBG
stanford-ai-2021	302	10	how	how	WRB
stanford-ai-2021	302	11	well	well	RB
stanford-ai-2021	302	12	ImageNet-	imagenet-	JJ
stanford-ai-2021	302	13	trained	train	VBN
stanford-ai-2021	302	14	models	model	NNS
stanford-ai-2021	302	15	can	can	MD
stanford-ai-2021	302	16	categorize	categorize	VB
stanford-ai-2021	302	17	30,000	30,000	CD
stanford-ai-2021	302	18	illustrations	illustration	NNS
stanford-ai-2021	302	19	of	of	IN
stanford-ai-2021	302	20	200	200	CD
stanford-ai-2021	302	21	ImageNet	ImageNet	NNP
stanford-ai-2021	302	22	classes	class	NNS
stanford-ai-2021	302	23	.	.	.
stanford-ai-2021	303	1	Since	since	IN
stanford-ai-2021	303	2	ImageNet	ImageNet	NNP
stanford-ai-2021	303	3	is	be	VBZ
stanford-ai-2021	303	4	designed	design	VBN
stanford-ai-2021	303	5	to	to	TO
stanford-ai-2021	303	6	be	be	VB
stanford-ai-2021	303	7	built	build	VBN
stanford-ai-2021	303	8	out	out	IN
stanford-ai-2021	303	9	of	of	IN
stanford-ai-2021	303	10	photos	photo	NNS
stanford-ai-2021	303	11	,	,	,
stanford-ai-2021	303	12	generalization	generalization	NN
stanford-ai-2021	303	13	here	here	RB
stanford-ai-2021	303	14	indicates	indicate	VBZ
stanford-ai-2021	303	15	that	that	IN
stanford-ai-2021	303	16	systems	system	NNS
stanford-ai-2021	303	17	have	have	VBP
stanford-ai-2021	303	18	learned	learn	VBN
stanford-ai-2021	303	19	something	something	NN
stanford-ai-2021	303	20	more	more	RBR
stanford-ai-2021	303	21	subtle	subtle	JJ
stanford-ai-2021	303	22	about	about	IN
stanford-ai-2021	303	23	what	what	WP
stanford-ai-2021	303	24	they	-PRON-	PRP
stanford-ai-2021	303	25	’re	be	VBP
stanford-ai-2021	303	26	trying	try	VBG
stanford-ai-2021	303	27	to	to	TO
stanford-ai-2021	303	28	classify	classify	VB
stanford-ai-2021	303	29	,	,	,
stanford-ai-2021	303	30	because	because	IN
stanford-ai-2021	303	31	they	-PRON-	PRP
stanford-ai-2021	303	32	’re	be	VBZ
stanford-ai-2021	303	33	able	able	JJ
stanford-ai-2021	303	34	to	to	TO
stanford-ai-2021	303	35	“	"	``
stanford-ai-2021	303	36	understand	understand	VB
stanford-ai-2021	303	37	”	"	''
stanford-ai-2021	303	38	the	the	DT
stanford-ai-2021	303	39	relationship	relationship	NN
stanford-ai-2021	303	40	between	between	IN
stanford-ai-2021	303	41	illustrations	illustration	NNS
stanford-ai-2021	303	42	and	and	CC
stanford-ai-2021	303	43	the	the	DT
stanford-ai-2021	303	44	photographed	photograph	VBN
stanford-ai-2021	303	45	images	image	NNS
stanford-ai-2021	303	46	they	-PRON-	PRP
stanford-ai-2021	303	47	’ve	have	VB
stanford-ai-2021	303	48	been	be	VBN
stanford-ai-2021	303	49	trained	train	VBN
stanford-ai-2021	303	50	on	on	RP
stanford-ai-2021	303	51	.	.	.
stanford-ai-2021	304	1	What	what	WP
stanford-ai-2021	304	2	is	be	VBZ
stanford-ai-2021	304	3	the	the	DT
stanford-ai-2021	304	4	Time	Time	NNP
stanford-ai-2021	304	5	Table	table	NN
stanford-ai-2021	304	6	for	for	IN
stanford-ai-2021	304	7	Tracking	Tracking	NNP
stanford-ai-2021	304	8	This	this	DT
stanford-ai-2021	304	9	Data	datum	NNS
stanford-ai-2021	304	10	?	?	.
stanford-ai-2021	305	1	As	as	IN
stanford-ai-2021	305	2	these	these	DT
stanford-ai-2021	305	3	benchmarks	benchmark	NNS
stanford-ai-2021	305	4	are	be	VBP
stanford-ai-2021	305	5	relatively	relatively	RB
stanford-ai-2021	305	6	new	new	JJ
stanford-ai-2021	305	7	,	,	,
stanford-ai-2021	305	8	the	the	DT
stanford-ai-2021	305	9	plan	plan	NN
stanford-ai-2021	305	10	is	be	VBZ
stanford-ai-2021	305	11	to	to	TO
stanford-ai-2021	305	12	wait	wait	VB
stanford-ai-2021	305	13	a	a	DT
stanford-ai-2021	305	14	couple	couple	NN
stanford-ai-2021	305	15	of	of	IN
stanford-ai-2021	305	16	years	year	NNS
stanford-ai-2021	305	17	for	for	IN
stanford-ai-2021	305	18	the	the	DT
stanford-ai-2021	305	19	community	community	NN
stanford-ai-2021	305	20	to	to	TO
stanford-ai-2021	305	21	test	test	VB
stanford-ai-2021	305	22	a	a	DT
stanford-ai-2021	305	23	range	range	NN
stanford-ai-2021	305	24	of	of	IN
stanford-ai-2021	305	25	systems	system	NNS
stanford-ai-2021	305	26	against	against	IN
stanford-ai-2021	305	27	them	-PRON-	PRP
stanford-ai-2021	305	28	,	,	,
stanford-ai-2021	305	29	which	which	WDT
stanford-ai-2021	305	30	will	will	MD
stanford-ai-2021	305	31	generate	generate	VB
stanford-ai-2021	305	32	the	the	DT
stanford-ai-2021	305	33	temporal	temporal	JJ
stanford-ai-2021	305	34	information	information	NN
stanford-ai-2021	305	35	necessary	necessary	JJ
stanford-ai-2021	305	36	to	to	TO
stanford-ai-2021	305	37	make	make	VB
stanford-ai-2021	305	38	graphs	graphs	JJ
stanford-ai-2021	305	39	tracking	tracking	NN
stanford-ai-2021	305	40	progress	progress	NN
stanford-ai-2021	305	41	overtime	overtime	NN
stanford-ai-2021	305	42	.	.	.
stanford-ai-2021	306	1	2	2	LS
stanford-ai-2021	306	2	.1	.1	CD
stanford-ai-2021	306	3	C	c	NN
stanford-ai-2021	306	4	O	o	NN
stanford-ai-2021	306	5	M	m	NN
stanford-ai-2021	306	6	P	p	NN
stanford-ai-2021	306	7	U	u	NN
stanford-ai-2021	306	8	T	t	NN
stanford-ai-2021	306	9	E	e	NN
stanford-ai-2021	306	10	R	r	NN
stanford-ai-2021	306	11	V	v	NN
stanford-ai-2021	306	12	I	i	NN
stanford-ai-2021	306	13	S	s	NN
stanford-ai-2021	306	14	I	i	NN
stanford-ai-2021	306	15	O	o	NN
stanford-ai-2021	306	16	N	n	NN
stanford-ai-2021	306	17	—	—	:
stanford-ai-2021	306	18	I	-PRON-	PRP
stanford-ai-2021	306	19	M	M	NNP
stanford-ai-2021	306	20	AG	AG	NNP
stanford-ai-2021	306	21	E	e	NN
stanford-ai-2021	306	22	C	c	NN
stanford-ai-2021	306	23	H	h	NN
stanford-ai-2021	306	24	A	a	NN
stanford-ai-2021	306	25	P	p	NN
stanford-ai-2021	306	26	T	t	NN
stanford-ai-2021	306	27	E	e	NN
stanford-ai-2021	306	28	R	r	NN
stanford-ai-2021	306	29	2	2	CD
stanford-ai-2021	306	30	:	:	:
stanford-ai-2021	306	31	T	t	NN
stanford-ai-2021	306	32	E	e	NN
stanford-ai-2021	306	33	C	c	NN
stanford-ai-2021	306	34	H	h	NN
stanford-ai-2021	306	35	N	n	NN
stanford-ai-2021	306	36	I	i	NN
stanford-ai-2021	306	37	C	c	NN
stanford-ai-2021	306	38	A	a	NN
stanford-ai-2021	306	39	L	l	NN
stanford-ai-2021	306	40	P	p	NN
stanford-ai-2021	306	41	E	e	NN
stanford-ai-2021	306	42	R	r	NN
stanford-ai-2021	306	43	F	f	NN
stanford-ai-2021	306	44	O	o	NN
stanford-ai-2021	306	45	R	r	NN
stanford-ai-2021	306	46	M	m	NN
stanford-ai-2021	306	47	A	a	NN
stanford-ai-2021	306	48	N	n	NN
stanford-ai-2021	306	49	C	c	NN
stanford-ai-2021	306	50	E	e	NN
stanford-ai-2021	306	51	https://arxiv.org/abs/1907.07174	https://arxiv.org/abs/1907.07174	NNP
stanford-ai-2021	306	52	https://arxiv.org/abs/1903.12261	https://arxiv.org/abs/1903.12261	NNP
stanford-ai-2021	306	53	https://arxiv.org/abs/2006.16241	https://arxiv.org/abs/2006.16241	NNP
stanford-ai-2021	306	54	TA	ta	NN
stanford-ai-2021	306	55	B	b	NN
stanford-ai-2021	306	56	L	l	NN
stanford-ai-2021	306	57	E	e	NN
stanford-ai-2021	306	58	O	o	NN
stanford-ai-2021	306	59	F	f	NN
stanford-ai-2021	306	60	C	c	NN
stanford-ai-2021	306	61	O	o	NN
stanford-ai-2021	306	62	N	n	NN
stanford-ai-2021	306	63	T	t	NN
stanford-ai-2021	306	64	E	e	NN
stanford-ai-2021	306	65	N	n	NN
stanford-ai-2021	306	66	T	t	NN
stanford-ai-2021	306	67	S	s	NN
stanford-ai-2021	306	68	5	5	CD
stanford-ai-2021	306	69	1C	1c	NN
stanford-ai-2021	306	70	H	H	NNP
stanford-ai-2021	306	71	A	a	NN
stanford-ai-2021	306	72	P	p	NN
stanford-ai-2021	306	73	T	t	NN
stanford-ai-2021	306	74	E	e	NN
stanford-ai-2021	306	75	R	r	NN
stanford-ai-2021	306	76	2	2	CD
stanford-ai-2021	306	77	P	p	NN
stanford-ai-2021	306	78	R	r	NN
stanford-ai-2021	306	79	E	e	NN
stanford-ai-2021	306	80	V	v	NN
stanford-ai-2021	306	81	I	i	NN
stanford-ai-2021	306	82	E	e	NN
stanford-ai-2021	306	83	W	W	NNP
stanford-ai-2021	306	84	Artificial	Artificial	NNP
stanford-ai-2021	306	85	Intelligence	Intelligence	NNP
stanford-ai-2021	306	86	Index	Index	NNP
stanford-ai-2021	306	87	Report	Report	NNP
stanford-ai-2021	306	88	2021	2021	CD
stanford-ai-2021	306	89	I	i	NN
stanford-ai-2021	306	90	M	M	NNP
stanford-ai-2021	306	91	AG	AG	NNP
stanford-ai-2021	306	92	E	e	NN
stanford-ai-2021	306	93	G	g	NN
stanford-ai-2021	306	94	E	e	NN
stanford-ai-2021	306	95	N	n	NN
stanford-ai-2021	306	96	E	e	NN
stanford-ai-2021	306	97	R	r	NN
stanford-ai-2021	306	98	AT	at	IN
stanford-ai-2021	306	99	I	i	NN
stanford-ai-2021	306	100	O	o	NN
stanford-ai-2021	306	101	N	n	NN
stanford-ai-2021	306	102	Image	image	NN
stanford-ai-2021	306	103	generation	generation	NN
stanford-ai-2021	306	104	is	be	VBZ
stanford-ai-2021	306	105	the	the	DT
stanford-ai-2021	306	106	task	task	NN
stanford-ai-2021	306	107	of	of	IN
stanford-ai-2021	306	108	generating	generate	VBG
stanford-ai-2021	306	109	images	image	NNS
stanford-ai-2021	306	110	that	that	WDT
stanford-ai-2021	306	111	look	look	VBP
stanford-ai-2021	306	112	indistinguishable	indistinguishable	JJ
stanford-ai-2021	306	113	from	from	IN
stanford-ai-2021	306	114	“	"	``
stanford-ai-2021	306	115	real	real	JJ
stanford-ai-2021	306	116	”	"	''
stanford-ai-2021	306	117	images	image	NNS
stanford-ai-2021	306	118	.	.	.
stanford-ai-2021	307	1	Image	image	NN
stanford-ai-2021	307	2	generation	generation	NN
stanford-ai-2021	307	3	systems	system	NNS
stanford-ai-2021	307	4	have	have	VBP
stanford-ai-2021	307	5	a	a	DT
stanford-ai-2021	307	6	variety	variety	NN
stanford-ai-2021	307	7	of	of	IN
stanford-ai-2021	307	8	uses	use	NNS
stanford-ai-2021	307	9	,	,	,
stanford-ai-2021	307	10	ranging	range	VBG
stanford-ai-2021	307	11	from	from	IN
stanford-ai-2021	307	12	augmenting	augment	VBG
stanford-ai-2021	307	13	search	search	NN
stanford-ai-2021	307	14	capabilities	capability	NNS
stanford-ai-2021	307	15	(	(	-LRB-
stanford-ai-2021	307	16	it	-PRON-	PRP
stanford-ai-2021	307	17	is	be	VBZ
stanford-ai-2021	307	18	easier	easy	JJR
stanford-ai-2021	307	19	to	to	TO
stanford-ai-2021	307	20	search	search	VB
stanford-ai-2021	307	21	for	for	IN
stanford-ai-2021	307	22	a	a	DT
stanford-ai-2021	307	23	specific	specific	JJ
stanford-ai-2021	307	24	image	image	NN
stanford-ai-2021	307	25	if	if	IN
stanford-ai-2021	307	26	you	-PRON-	PRP
stanford-ai-2021	307	27	can	can	MD
stanford-ai-2021	307	28	generate	generate	VB
stanford-ai-2021	307	29	other	other	JJ
stanford-ai-2021	307	30	images	image	NNS
stanford-ai-2021	307	31	like	like	IN
stanford-ai-2021	307	32	it	-PRON-	PRP
stanford-ai-2021	307	33	)	)	-RRB-
stanford-ai-2021	307	34	to	to	IN
stanford-ai-2021	307	35	serving	serve	VBG
stanford-ai-2021	307	36	as	as	IN
stanford-ai-2021	307	37	an	an	DT
stanford-ai-2021	307	38	aid	aid	NN
stanford-ai-2021	307	39	for	for	IN
stanford-ai-2021	307	40	other	other	JJ
stanford-ai-2021	307	41	generative	generative	JJ
stanford-ai-2021	307	42	uses	use	NNS
stanford-ai-2021	307	43	(	(	-LRB-
stanford-ai-2021	307	44	e.g.	e.g.	RB
stanford-ai-2021	307	45	,	,	,
stanford-ai-2021	307	46	editing	editing	NN
stanford-ai-2021	307	47	images	image	NNS
stanford-ai-2021	307	48	,	,	,
stanford-ai-2021	307	49	creating	create	VBG
stanford-ai-2021	307	50	content	content	NN
stanford-ai-2021	307	51	for	for	IN
stanford-ai-2021	307	52	specific	specific	JJ
stanford-ai-2021	307	53	purposes	purpose	NNS
stanford-ai-2021	307	54	,	,	,
stanford-ai-2021	307	55	generating	generate	VBG
stanford-ai-2021	307	56	multiple	multiple	JJ
stanford-ai-2021	307	57	variations	variation	NNS
stanford-ai-2021	307	58	of	of	IN
stanford-ai-2021	307	59	a	a	DT
stanford-ai-2021	307	60	single	single	JJ
stanford-ai-2021	307	61	image	image	NN
stanford-ai-2021	307	62	to	to	TO
stanford-ai-2021	307	63	help	help	VB
stanford-ai-2021	307	64	designers	designer	NNS
stanford-ai-2021	307	65	brainstorm	brainstorm	NN
stanford-ai-2021	307	66	,	,	,
stanford-ai-2021	307	67	and	and	CC
stanford-ai-2021	307	68	so	so	RB
stanford-ai-2021	307	69	on	on	RB
stanford-ai-2021	307	70	)	)	-RRB-
stanford-ai-2021	307	71	.	.	.
stanford-ai-2021	308	1	In	in	IN
stanford-ai-2021	308	2	recent	recent	JJ
stanford-ai-2021	308	3	years	year	NNS
stanford-ai-2021	308	4	,	,	,
stanford-ai-2021	308	5	image	image	NN
stanford-ai-2021	308	6	generation	generation	NN
stanford-ai-2021	308	7	progress	progress	NN
stanford-ai-2021	308	8	has	have	VBZ
stanford-ai-2021	308	9	accelerated	accelerate	VBN
stanford-ai-2021	308	10	as	as	IN
stanford-ai-2021	308	11	a	a	DT
stanford-ai-2021	308	12	consequence	consequence	NN
stanford-ai-2021	308	13	of	of	IN
stanford-ai-2021	308	14	the	the	DT
stanford-ai-2021	308	15	continued	continue	VBN
stanford-ai-2021	308	16	improvement	improvement	NN
stanford-ai-2021	308	17	in	in	IN
stanford-ai-2021	308	18	deep	deep	JJ
stanford-ai-2021	308	19	learning	learning	NN
stanford-ai-2021	308	20	–	–	:
stanford-ai-2021	308	21	based	base	VBN
stanford-ai-2021	308	22	algorithms	algorithm	NNS
stanford-ai-2021	308	23	,	,	,
stanford-ai-2021	308	24	as	as	RB
stanford-ai-2021	308	25	well	well	RB
stanford-ai-2021	308	26	as	as	IN
stanford-ai-2021	308	27	the	the	DT
stanford-ai-2021	308	28	use	use	NN
stanford-ai-2021	308	29	of	of	IN
stanford-ai-2021	308	30	increased	increase	VBN
stanford-ai-2021	308	31	computation	computation	NN
stanford-ai-2021	308	32	and	and	CC
stanford-ai-2021	308	33	larger	large	JJR
stanford-ai-2021	308	34	datasets	dataset	NNS
stanford-ai-2021	308	35	.	.	.
stanford-ai-2021	309	1	STL-10	STL-10	VBD
stanford-ai-2021	309	2	:	:	:
stanford-ai-2021	309	3	Fréchet	Fréchet	NNP
stanford-ai-2021	309	4	Inception	Inception	NNP
stanford-ai-2021	309	5	Distance	Distance	NNP
stanford-ai-2021	309	6	(	(	-LRB-
stanford-ai-2021	309	7	FID	FID	NNP
stanford-ai-2021	309	8	)	)	-RRB-
stanford-ai-2021	309	9	Score	score	NN
stanford-ai-2021	309	10	One	one	CD
stanford-ai-2021	309	11	way	way	NN
stanford-ai-2021	309	12	to	to	TO
stanford-ai-2021	309	13	measure	measure	VB
stanford-ai-2021	309	14	progress	progress	NN
stanford-ai-2021	309	15	in	in	IN
stanford-ai-2021	309	16	image	image	NN
stanford-ai-2021	309	17	generation	generation	NN
stanford-ai-2021	309	18	is	be	VBZ
stanford-ai-2021	309	19	via	via	IN
stanford-ai-2021	309	20	a	a	DT
stanford-ai-2021	309	21	technique	technique	NN
stanford-ai-2021	309	22	called	call	VBN
stanford-ai-2021	309	23	Fréchet	Fréchet	NNP
stanford-ai-2021	309	24	Inception	Inception	NNP
stanford-ai-2021	309	25	Distance	Distance	NNP
stanford-ai-2021	309	26	(	(	-LRB-
stanford-ai-2021	309	27	FID	FID	NNP
stanford-ai-2021	309	28	)	)	-RRB-
stanford-ai-2021	309	29	,	,	,
stanford-ai-2021	309	30	which	which	WDT
stanford-ai-2021	309	31	roughly	roughly	RB
stanford-ai-2021	309	32	correlates	correlate	VBZ
stanford-ai-2021	309	33	to	to	IN
stanford-ai-2021	309	34	the	the	DT
stanford-ai-2021	309	35	difference	difference	NN
stanford-ai-2021	309	36	between	between	IN
stanford-ai-2021	309	37	how	how	WRB
stanford-ai-2021	309	38	a	a	DT
stanford-ai-2021	309	39	given	give	VBN
stanford-ai-2021	309	40	AI	ai	NN
stanford-ai-2021	309	41	system	system	NN
stanford-ai-2021	309	42	“	"	``
stanford-ai-2021	309	43	thinks	think	VBZ
stanford-ai-2021	309	44	”	"	''
stanford-ai-2021	309	45	about	about	IN
stanford-ai-2021	309	46	a	a	DT
stanford-ai-2021	309	47	synthetic	synthetic	JJ
stanford-ai-2021	309	48	image	image	NN
stanford-ai-2021	309	49	versus	versus	IN
stanford-ai-2021	309	50	a	a	DT
stanford-ai-2021	309	51	real	real	JJ
stanford-ai-2021	309	52	image	image	NN
stanford-ai-2021	309	53	,	,	,
stanford-ai-2021	309	54	where	where	WRB
stanford-ai-2021	309	55	a	a	DT
stanford-ai-2021	309	56	real	real	JJ
stanford-ai-2021	309	57	image	image	NN
stanford-ai-2021	309	58	has	have	VBZ
stanford-ai-2021	309	59	a	a	DT
stanford-ai-2021	309	60	score	score	NN
stanford-ai-2021	309	61	of	of	IN
stanford-ai-2021	309	62	0	0	CD
stanford-ai-2021	309	63	and	and	CC
stanford-ai-2021	309	64	synthetic	synthetic	JJ
stanford-ai-2021	309	65	images	image	NNS
stanford-ai-2021	309	66	that	that	WDT
stanford-ai-2021	309	67	look	look	VBP
stanford-ai-2021	309	68	similar	similar	JJ
stanford-ai-2021	309	69	have	have	VBP
stanford-ai-2021	309	70	scores	score	NNS
stanford-ai-2021	309	71	that	that	WDT
stanford-ai-2021	309	72	approach	approach	VBP
stanford-ai-2021	309	73	0	0	CD
stanford-ai-2021	309	74	.	.	.
stanford-ai-2021	310	1	Figure	figure	NN
stanford-ai-2021	310	2	2.1.6	2.1.6	CD
stanford-ai-2021	310	3	shows	show	VBZ
stanford-ai-2021	310	4	the	the	DT
stanford-ai-2021	310	5	progress	progress	NN
stanford-ai-2021	310	6	of	of	IN
stanford-ai-2021	310	7	generative	generative	JJ
stanford-ai-2021	310	8	models	model	NNS
stanford-ai-2021	310	9	over	over	IN
stanford-ai-2021	310	10	the	the	DT
stanford-ai-2021	310	11	past	past	JJ
stanford-ai-2021	310	12	two	two	CD
stanford-ai-2021	310	13	years	year	NNS
stanford-ai-2021	310	14	at	at	IN
stanford-ai-2021	310	15	generating	generate	VBG
stanford-ai-2021	310	16	convincing	convincing	JJ
stanford-ai-2021	310	17	synthetic	synthetic	JJ
stanford-ai-2021	310	18	images	image	NNS
stanford-ai-2021	310	19	in	in	IN
stanford-ai-2021	310	20	the	the	DT
stanford-ai-2021	310	21	STL-10	stl-10	JJ
stanford-ai-2021	310	22	dataset	dataset	NN
stanford-ai-2021	310	23	,	,	,
stanford-ai-2021	310	24	which	which	WDT
stanford-ai-2021	310	25	is	be	VBZ
stanford-ai-2021	310	26	designed	design	VBN
stanford-ai-2021	310	27	to	to	TO
stanford-ai-2021	310	28	test	test	VB
stanford-ai-2021	310	29	how	how	WRB
stanford-ai-2021	310	30	effective	effective	JJ
stanford-ai-2021	310	31	systems	system	NNS
stanford-ai-2021	310	32	are	be	VBP
stanford-ai-2021	310	33	at	at	IN
stanford-ai-2021	310	34	generating	generate	VBG
stanford-ai-2021	310	35	images	image	NNS
stanford-ai-2021	310	36	and	and	CC
stanford-ai-2021	310	37	gleaning	glean	VBG
stanford-ai-2021	310	38	other	other	JJ
stanford-ai-2021	310	39	information	information	NN
stanford-ai-2021	310	40	about	about	IN
stanford-ai-2021	310	41	them	-PRON-	PRP
stanford-ai-2021	310	42	.	.	.
stanford-ai-2021	311	1	2	2	LS
stanford-ai-2021	311	2	.1	.1	CD
stanford-ai-2021	311	3	C	c	NN
stanford-ai-2021	311	4	O	o	NN
stanford-ai-2021	311	5	M	m	NN
stanford-ai-2021	311	6	P	p	NN
stanford-ai-2021	311	7	U	u	NN
stanford-ai-2021	311	8	T	t	NN
stanford-ai-2021	311	9	E	e	NN
stanford-ai-2021	311	10	R	r	NN
stanford-ai-2021	311	11	V	v	NN
stanford-ai-2021	311	12	I	i	NN
stanford-ai-2021	311	13	S	s	NN
stanford-ai-2021	311	14	I	i	NN
stanford-ai-2021	311	15	O	o	NN
stanford-ai-2021	311	16	N	n	NN
stanford-ai-2021	311	17	—	—	:
stanford-ai-2021	311	18	I	-PRON-	PRP
stanford-ai-2021	311	19	M	M	NNP
stanford-ai-2021	311	20	AG	AG	NNP
stanford-ai-2021	311	21	E	e	NN
stanford-ai-2021	311	22	C	c	NN
stanford-ai-2021	311	23	H	h	NN
stanford-ai-2021	311	24	A	a	NN
stanford-ai-2021	311	25	P	p	NN
stanford-ai-2021	311	26	T	t	NN
stanford-ai-2021	311	27	E	e	NN
stanford-ai-2021	311	28	R	r	NN
stanford-ai-2021	311	29	2	2	CD
stanford-ai-2021	311	30	:	:	:
stanford-ai-2021	311	31	T	t	NN
stanford-ai-2021	311	32	E	e	NN
stanford-ai-2021	311	33	C	c	NN
stanford-ai-2021	311	34	H	h	NN
stanford-ai-2021	311	35	N	n	NN
stanford-ai-2021	311	36	I	i	NN
stanford-ai-2021	311	37	C	c	NN
stanford-ai-2021	311	38	A	a	NN
stanford-ai-2021	311	39	L	l	NN
stanford-ai-2021	311	40	P	p	NN
stanford-ai-2021	311	41	E	e	NN
stanford-ai-2021	311	42	R	r	NN
stanford-ai-2021	311	43	F	f	NN
stanford-ai-2021	311	44	O	o	NN
stanford-ai-2021	311	45	R	r	NN
stanford-ai-2021	311	46	M	m	NN
stanford-ai-2021	311	47	A	A	NNP
stanford-ai-2021	311	48	N	n	NN
stanford-ai-2021	311	49	C	c	NN
stanford-ai-2021	311	50	E	e	NN
stanford-ai-2021	311	51	01/2018	01/2018	CD
stanford-ai-2021	311	52	04/2018	04/2018	NN
stanford-ai-2021	311	53	07/2018	07/2018	CD
stanford-ai-2021	311	54	10/2018	10/2018	CD
stanford-ai-2021	311	55	01/2019	01/2019	CD
stanford-ai-2021	311	56	04/2019	04/2019	CD
stanford-ai-2021	311	57	07/2019	07/2019	SYM
stanford-ai-2021	311	58	10/2019	10/2019	CD
stanford-ai-2021	311	59	01/2020	01/2020	CD
stanford-ai-2021	311	60	04/2020	04/2020	CD
stanford-ai-2021	311	61	07/2020	07/2020	CD
stanford-ai-2021	311	62	20	20	CD
stanford-ai-2021	311	63	25	25	CD
stanford-ai-2021	311	64	30	30	CD
stanford-ai-2021	311	65	35	35	CD
stanford-ai-2021	311	66	40	40	CD
stanford-ai-2021	311	67	45	45	CD
stanford-ai-2021	311	68	F	f	NN
stanford-ai-2021	311	69	ré	ré	NNP
stanford-ai-2021	311	70	ch	ch	NNP
stanford-ai-2021	311	71	et	et	NNP
stanford-ai-2021	311	72	In	in	IN
stanford-ai-2021	311	73	ce	ce	NNP
stanford-ai-2021	311	74	p	p	NN
stanford-ai-2021	311	75	ti	ti	NN
stanford-ai-2021	311	76	o	o	NN
stanford-ai-2021	311	77	n	n	NN
stanford-ai-2021	311	78	D	d	NN
stanford-ai-2021	311	79	is	be	VBZ
stanford-ai-2021	311	80	ta	ta	NNP
stanford-ai-2021	311	81	n	n	NNP
stanford-ai-2021	311	82	ce	ce	NNP
stanford-ai-2021	311	83	(	(	-LRB-
stanford-ai-2021	311	84	F	F	NNP
stanford-ai-2021	311	85	ID	ID	NNP
stanford-ai-2021	311	86	)	)	-RRB-
stanford-ai-2021	311	87	S	S	NNP
stanford-ai-2021	311	88	co	co	NN
stanford-ai-2021	311	89	re	re	NN
stanford-ai-2021	311	90	25.4	25.4	CD
stanford-ai-2021	311	91	STL-10	stl-10	CD
stanford-ai-2021	311	92	:	:	:
stanford-ai-2021	311	93	FRÉCHET	FRÉCHET	NNP
stanford-ai-2021	311	94	INCEPTION	inception	NN
stanford-ai-2021	311	95	DISTANCE	distance	NN
stanford-ai-2021	311	96	(	(	-LRB-
stanford-ai-2021	311	97	FID	FID	NNP
stanford-ai-2021	311	98	)	)	-RRB-
stanford-ai-2021	311	99	SCORE	SCORE	NNP
stanford-ai-2021	311	100	Source	source	NN
stanford-ai-2021	311	101	:	:	:
stanford-ai-2021	311	102	Papers	paper	NNS
stanford-ai-2021	311	103	with	with	IN
stanford-ai-2021	311	104	Code	Code	NNP
stanford-ai-2021	311	105	,	,	,
stanford-ai-2021	311	106	2020	2020	CD
stanford-ai-2021	311	107	|	|	NNP
stanford-ai-2021	311	108	Chart	Chart	NNP
stanford-ai-2021	311	109	:	:	:
stanford-ai-2021	311	110	2021	2021	CD
stanford-ai-2021	311	111	AI	AI	NNP
stanford-ai-2021	311	112	Index	Index	NNP
stanford-ai-2021	311	113	Report	Report	NNP
stanford-ai-2021	311	114	Figure	Figure	NNP
stanford-ai-2021	311	115	2.1.6	2.1.6	CD
stanford-ai-2021	311	116	https://cs.stanford.edu/~acoates/stl10/	https://cs.stanford.edu/~acoates/stl10/	NN
stanford-ai-2021	311	117	TA	TA	NNP
stanford-ai-2021	311	118	B	B	NNP
stanford-ai-2021	311	119	L	l	NN
stanford-ai-2021	311	120	E	e	NN
stanford-ai-2021	311	121	O	o	NN
stanford-ai-2021	311	122	F	f	NN
stanford-ai-2021	311	123	C	c	NN
stanford-ai-2021	311	124	O	o	NN
stanford-ai-2021	311	125	N	n	NN
stanford-ai-2021	311	126	T	t	NN
stanford-ai-2021	311	127	E	e	NN
stanford-ai-2021	311	128	N	n	NN
stanford-ai-2021	311	129	T	t	NN
stanford-ai-2021	311	130	S	s	NN
stanford-ai-2021	311	131	5	5	CD
stanford-ai-2021	311	132	2C	2c	CD
stanford-ai-2021	311	133	H	h	NN
stanford-ai-2021	311	134	A	a	NN
stanford-ai-2021	311	135	P	p	NN
stanford-ai-2021	311	136	T	t	NN
stanford-ai-2021	311	137	E	e	NN
stanford-ai-2021	311	138	R	r	NN
stanford-ai-2021	311	139	2	2	CD
stanford-ai-2021	311	140	P	p	NN
stanford-ai-2021	311	141	R	r	NN
stanford-ai-2021	311	142	E	e	NN
stanford-ai-2021	311	143	V	v	NN
stanford-ai-2021	311	144	I	i	NN
stanford-ai-2021	311	145	E	e	NN
stanford-ai-2021	311	146	W	W	NNP
stanford-ai-2021	311	147	Artificial	Artificial	NNP
stanford-ai-2021	311	148	Intelligence	Intelligence	NNP
stanford-ai-2021	311	149	Index	Index	NNP
stanford-ai-2021	311	150	Report	Report	NNP
stanford-ai-2021	311	151	2021	2021	CD
stanford-ai-2021	311	152	2	2	CD
stanford-ai-2021	311	153	.1	.1	NN
stanford-ai-2021	311	154	C	c	NN
stanford-ai-2021	311	155	O	o	NN
stanford-ai-2021	311	156	M	m	NN
stanford-ai-2021	311	157	P	p	NN
stanford-ai-2021	311	158	U	u	NN
stanford-ai-2021	311	159	T	t	NN
stanford-ai-2021	311	160	E	e	NN
stanford-ai-2021	311	161	R	r	NN
stanford-ai-2021	311	162	V	v	NN
stanford-ai-2021	311	163	I	i	NN
stanford-ai-2021	311	164	S	s	NN
stanford-ai-2021	311	165	I	i	NN
stanford-ai-2021	311	166	O	o	NN
stanford-ai-2021	311	167	N	n	NN
stanford-ai-2021	311	168	—	—	:
stanford-ai-2021	311	169	I	-PRON-	PRP
stanford-ai-2021	311	170	M	M	NNP
stanford-ai-2021	311	171	AG	AG	NNP
stanford-ai-2021	311	172	E	e	NN
stanford-ai-2021	311	173	C	c	NN
stanford-ai-2021	311	174	H	h	NN
stanford-ai-2021	311	175	A	a	NN
stanford-ai-2021	311	176	P	p	NN
stanford-ai-2021	311	177	T	t	NN
stanford-ai-2021	311	178	E	e	NN
stanford-ai-2021	311	179	R	r	NN
stanford-ai-2021	311	180	2	2	CD
stanford-ai-2021	311	181	:	:	:
stanford-ai-2021	311	182	T	t	NN
stanford-ai-2021	311	183	E	e	NN
stanford-ai-2021	311	184	C	c	NN
stanford-ai-2021	311	185	H	h	NN
stanford-ai-2021	311	186	N	n	NN
stanford-ai-2021	311	187	I	i	NN
stanford-ai-2021	311	188	C	c	NN
stanford-ai-2021	311	189	A	a	NN
stanford-ai-2021	311	190	L	l	NN
stanford-ai-2021	311	191	P	p	NN
stanford-ai-2021	311	192	E	e	NN
stanford-ai-2021	311	193	R	r	NN
stanford-ai-2021	311	194	F	f	NN
stanford-ai-2021	311	195	O	o	NN
stanford-ai-2021	311	196	R	r	NN
stanford-ai-2021	311	197	M	m	NN
stanford-ai-2021	311	198	A	a	NN
stanford-ai-2021	311	199	N	n	NN
stanford-ai-2021	311	200	C	c	NN
stanford-ai-2021	311	201	E	e	NN
stanford-ai-2021	311	202	FID	FID	NNS
stanford-ai-2021	311	203	Versus	versus	IN
stanford-ai-2021	311	204	Real	real	JJ
stanford-ai-2021	311	205	Life	life	NN
stanford-ai-2021	311	206	FID	FID	NNP
stanford-ai-2021	311	207	has	have	VBZ
stanford-ai-2021	311	208	drawbacks	drawback	NNS
stanford-ai-2021	311	209	as	as	IN
stanford-ai-2021	311	210	an	an	DT
stanford-ai-2021	311	211	evaluation	evaluation	NN
stanford-ai-2021	311	212	technique	technique	NN
stanford-ai-2021	311	213	—	—	:
stanford-ai-2021	311	214	specifically	specifically	RB
stanford-ai-2021	311	215	,	,	,
stanford-ai-2021	311	216	it	-PRON-	PRP
stanford-ai-2021	311	217	assesses	assess	VBZ
stanford-ai-2021	311	218	progress	progress	NN
stanford-ai-2021	311	219	on	on	IN
stanford-ai-2021	311	220	image	image	NN
stanford-ai-2021	311	221	generation	generation	NN
stanford-ai-2021	311	222	via	via	IN
stanford-ai-2021	311	223	quantitative	quantitative	JJ
stanford-ai-2021	311	224	metrics	metric	NNS
stanford-ai-2021	311	225	that	that	WDT
stanford-ai-2021	311	226	use	use	VBP
stanford-ai-2021	311	227	data	datum	NNS
stanford-ai-2021	311	228	from	from	IN
stanford-ai-2021	311	229	the	the	DT
stanford-ai-2021	311	230	model	model	NN
stanford-ai-2021	311	231	itself	-PRON-	PRP
stanford-ai-2021	311	232	,	,	,
stanford-ai-2021	311	233	rather	rather	RB
stanford-ai-2021	311	234	than	than	IN
stanford-ai-2021	311	235	other	other	JJ
stanford-ai-2021	311	236	evaluation	evaluation	NN
stanford-ai-2021	311	237	techniques	technique	NNS
stanford-ai-2021	311	238	.	.	.
stanford-ai-2021	312	1	Another	another	DT
stanford-ai-2021	312	2	approach	approach	NN
stanford-ai-2021	312	3	is	be	VBZ
stanford-ai-2021	312	4	using	use	VBG
stanford-ai-2021	312	5	teams	team	NNS
stanford-ai-2021	312	6	of	of	IN
stanford-ai-2021	312	7	humans	human	NNS
stanford-ai-2021	312	8	to	to	TO
stanford-ai-2021	312	9	evaluate	evaluate	VB
stanford-ai-2021	312	10	the	the	DT
stanford-ai-2021	312	11	outputs	output	NNS
stanford-ai-2021	312	12	of	of	IN
stanford-ai-2021	312	13	these	these	DT
stanford-ai-2021	312	14	models	model	NNS
stanford-ai-2021	312	15	;	;	:
stanford-ai-2021	312	16	for	for	IN
stanford-ai-2021	312	17	instance	instance	NN
stanford-ai-2021	312	18	,	,	,
stanford-ai-2021	312	19	the	the	DT
stanford-ai-2021	312	20	Human	human	JJ
stanford-ai-2021	312	21	eYe	eYe	NNS
stanford-ai-2021	312	22	Perceptual	Perceptual	NNP
stanford-ai-2021	312	23	Evaluation	Evaluation	NNP
stanford-ai-2021	312	24	(	(	-LRB-
stanford-ai-2021	312	25	HYPE	HYPE	NNP
stanford-ai-2021	312	26	)	)	-RRB-
stanford-ai-2021	312	27	method	method	NN
stanford-ai-2021	312	28	tries	try	VBZ
stanford-ai-2021	312	29	to	to	TO
stanford-ai-2021	312	30	judge	judge	VB
stanford-ai-2021	312	31	image	image	NN
stanford-ai-2021	312	32	quality	quality	NN
stanford-ai-2021	312	33	by	by	IN
stanford-ai-2021	312	34	showing	show	VBG
stanford-ai-2021	312	35	synthetically	synthetically	RB
stanford-ai-2021	312	36	generated	generate	VBN
stanford-ai-2021	312	37	images	image	NNS
stanford-ai-2021	312	38	to	to	IN
stanford-ai-2021	312	39	humans	human	NNS
stanford-ai-2021	312	40	and	and	CC
stanford-ai-2021	312	41	using	use	VBG
stanford-ai-2021	312	42	their	-PRON-	PRP$
stanford-ai-2021	312	43	qualitative	qualitative	JJ
stanford-ai-2021	312	44	ratings	rating	NNS
stanford-ai-2021	312	45	to	to	TO
stanford-ai-2021	312	46	drive	drive	VB
stanford-ai-2021	312	47	the	the	DT
stanford-ai-2021	312	48	evaluation	evaluation	NN
stanford-ai-2021	312	49	methodology	methodology	NN
stanford-ai-2021	312	50	.	.	.
stanford-ai-2021	313	1	This	this	DT
stanford-ai-2021	313	2	approach	approach	NN
stanford-ai-2021	313	3	is	be	VBZ
stanford-ai-2021	313	4	more	more	RBR
stanford-ai-2021	313	5	expensive	expensive	JJ
stanford-ai-2021	313	6	and	and	CC
stanford-ai-2021	313	7	slower	slow	JJR
stanford-ai-2021	313	8	to	to	TO
stanford-ai-2021	313	9	run	run	VB
stanford-ai-2021	313	10	than	than	IN
stanford-ai-2021	313	11	typical	typical	JJ
stanford-ai-2021	313	12	evaluations	evaluation	NNS
stanford-ai-2021	313	13	,	,	,
stanford-ai-2021	313	14	but	but	CC
stanford-ai-2021	313	15	it	-PRON-	PRP
stanford-ai-2021	313	16	may	may	MD
stanford-ai-2021	313	17	become	become	VB
stanford-ai-2021	313	18	more	more	RBR
stanford-ai-2021	313	19	important	important	JJ
stanford-ai-2021	313	20	as	as	IN
stanford-ai-2021	313	21	generative	generative	JJ
stanford-ai-2021	313	22	models	model	NNS
stanford-ai-2021	313	23	get	get	VBP
stanford-ai-2021	313	24	better	well	JJR
stanford-ai-2021	313	25	.	.	.
stanford-ai-2021	314	1	Qualitative	qualitative	JJ
stanford-ai-2021	314	2	Examples	Examples	NNPS
stanford-ai-2021	314	3	:	:	:
stanford-ai-2021	314	4	To	to	TO
stanford-ai-2021	314	5	get	get	VB
stanford-ai-2021	314	6	a	a	DT
stanford-ai-2021	314	7	sense	sense	NN
stanford-ai-2021	314	8	of	of	IN
stanford-ai-2021	314	9	progress	progress	NN
stanford-ai-2021	314	10	,	,	,
stanford-ai-2021	314	11	you	-PRON-	PRP
stanford-ai-2021	314	12	can	can	MD
stanford-ai-2021	314	13	look	look	VB
stanford-ai-2021	314	14	at	at	IN
stanford-ai-2021	314	15	the	the	DT
stanford-ai-2021	314	16	evolution	evolution	NN
stanford-ai-2021	314	17	in	in	IN
stanford-ai-2021	314	18	the	the	DT
stanford-ai-2021	314	19	quality	quality	NN
stanford-ai-2021	314	20	of	of	IN
stanford-ai-2021	314	21	synthetically	synthetically	RB
stanford-ai-2021	314	22	generated	generate	VBN
stanford-ai-2021	314	23	images	image	NNS
stanford-ai-2021	314	24	over	over	IN
stanford-ai-2021	314	25	time	time	NN
stanford-ai-2021	314	26	.	.	.
stanford-ai-2021	315	1	In	in	IN
stanford-ai-2021	315	2	Figure	figure	NN
stanford-ai-2021	315	3	2.1.7	2.1.7	NN
stanford-ai-2021	315	4	,	,	,
stanford-ai-2021	315	5	you	-PRON-	PRP
stanford-ai-2021	315	6	can	can	MD
stanford-ai-2021	315	7	see	see	VB
stanford-ai-2021	315	8	the	the	DT
stanford-ai-2021	315	9	best	good	JJS
stanford-ai-2021	315	10	-	-	HYPH
stanford-ai-2021	315	11	in	in	IN
stanford-ai-2021	315	12	-	-	HYPH
stanford-ai-2021	315	13	class	class	NN
stanford-ai-2021	315	14	examples	example	NNS
stanford-ai-2021	315	15	of	of	IN
stanford-ai-2021	315	16	synthetic	synthetic	JJ
stanford-ai-2021	315	17	images	image	NNS
stanford-ai-2021	315	18	of	of	IN
stanford-ai-2021	315	19	human	human	JJ
stanford-ai-2021	315	20	faces	face	NNS
stanford-ai-2021	315	21	,	,	,
stanford-ai-2021	315	22	ordered	order	VBN
stanford-ai-2021	315	23	over	over	IN
stanford-ai-2021	315	24	time	time	NN
stanford-ai-2021	315	25	.	.	.
stanford-ai-2021	316	1	By	by	IN
stanford-ai-2021	316	2	2018	2018	CD
stanford-ai-2021	316	3	,	,	,
stanford-ai-2021	316	4	performance	performance	NN
stanford-ai-2021	316	5	of	of	IN
stanford-ai-2021	316	6	this	this	DT
stanford-ai-2021	316	7	task	task	NN
stanford-ai-2021	316	8	had	have	VBD
stanford-ai-2021	316	9	become	become	VBN
stanford-ai-2021	316	10	sufficiently	sufficiently	RB
stanford-ai-2021	316	11	good	good	JJ
stanford-ai-2021	316	12	that	that	IN
stanford-ai-2021	316	13	it	-PRON-	PRP
stanford-ai-2021	316	14	is	be	VBZ
stanford-ai-2021	316	15	difficult	difficult	JJ
stanford-ai-2021	316	16	for	for	IN
stanford-ai-2021	316	17	humans	human	NNS
stanford-ai-2021	316	18	to	to	TO
stanford-ai-2021	316	19	easily	easily	RB
stanford-ai-2021	316	20	model	model	VB
stanford-ai-2021	316	21	further	further	JJ
stanford-ai-2021	316	22	progress	progress	NN
stanford-ai-2021	316	23	(	(	-LRB-
stanford-ai-2021	316	24	though	though	IN
stanford-ai-2021	316	25	it	-PRON-	PRP
stanford-ai-2021	316	26	is	be	VBZ
stanford-ai-2021	316	27	possible	possible	JJ
stanford-ai-2021	316	28	to	to	TO
stanford-ai-2021	316	29	train	train	VB
stanford-ai-2021	316	30	machine	machine	NN
stanford-ai-2021	316	31	learning	learning	NN
stanford-ai-2021	316	32	systems	system	NNS
stanford-ai-2021	316	33	to	to	TO
stanford-ai-2021	316	34	spot	spot	VB
stanford-ai-2021	316	35	fakes	fake	NNS
stanford-ai-2021	316	36	,	,	,
stanford-ai-2021	316	37	it	-PRON-	PRP
stanford-ai-2021	316	38	is	be	VBZ
stanford-ai-2021	316	39	becoming	become	VBG
stanford-ai-2021	316	40	more	more	RBR
stanford-ai-2021	316	41	challenging	challenging	JJ
stanford-ai-2021	316	42	)	)	-RRB-
stanford-ai-2021	316	43	.	.	.
stanford-ai-2021	317	1	This	this	DT
stanford-ai-2021	317	2	provides	provide	VBZ
stanford-ai-2021	317	3	a	a	DT
stanford-ai-2021	317	4	visceral	visceral	JJ
stanford-ai-2021	317	5	example	example	NN
stanford-ai-2021	317	6	of	of	IN
stanford-ai-2021	317	7	recent	recent	JJ
stanford-ai-2021	317	8	progress	progress	NN
stanford-ai-2021	317	9	in	in	IN
stanford-ai-2021	317	10	this	this	DT
stanford-ai-2021	317	11	domain	domain	NN
stanford-ai-2021	317	12	and	and	CC
stanford-ai-2021	317	13	underscores	underscore	VBZ
stanford-ai-2021	317	14	the	the	DT
stanford-ai-2021	317	15	need	need	NN
stanford-ai-2021	317	16	for	for	IN
stanford-ai-2021	317	17	new	new	JJ
stanford-ai-2021	317	18	evaluation	evaluation	NN
stanford-ai-2021	317	19	methods	method	NNS
stanford-ai-2021	317	20	to	to	TO
stanford-ai-2021	317	21	gauge	gauge	VB
stanford-ai-2021	317	22	future	future	JJ
stanford-ai-2021	317	23	progress	progress	NN
stanford-ai-2021	317	24	.	.	.
stanford-ai-2021	318	1	In	in	IN
stanford-ai-2021	318	2	addition	addition	NN
stanford-ai-2021	318	3	,	,	,
stanford-ai-2021	318	4	in	in	IN
stanford-ai-2021	318	5	recent	recent	JJ
stanford-ai-2021	318	6	years	year	NNS
stanford-ai-2021	318	7	people	people	NNS
stanford-ai-2021	318	8	have	have	VBP
stanford-ai-2021	318	9	turned	turn	VBN
stanford-ai-2021	318	10	to	to	IN
stanford-ai-2021	318	11	doing	do	VBG
stanford-ai-2021	318	12	generative	generative	JJ
stanford-ai-2021	318	13	modeling	modeling	NN
stanford-ai-2021	318	14	on	on	IN
stanford-ai-2021	318	15	a	a	DT
stanford-ai-2021	318	16	broader	broad	JJR
stanford-ai-2021	318	17	range	range	NN
stanford-ai-2021	318	18	of	of	IN
stanford-ai-2021	318	19	categories	category	NNS
stanford-ai-2021	318	20	than	than	IN
stanford-ai-2021	318	21	just	just	RB
stanford-ai-2021	318	22	images	image	NNS
stanford-ai-2021	318	23	of	of	IN
stanford-ai-2021	318	24	people	people	NNS
stanford-ai-2021	318	25	’s	’s	POS
stanford-ai-2021	318	26	faces	face	NNS
stanford-ai-2021	318	27	,	,	,
stanford-ai-2021	318	28	which	which	WDT
stanford-ai-2021	318	29	is	be	VBZ
stanford-ai-2021	318	30	another	another	DT
stanford-ai-2021	318	31	way	way	NN
stanford-ai-2021	318	32	to	to	TO
stanford-ai-2021	318	33	test	test	VB
stanford-ai-2021	318	34	for	for	IN
stanford-ai-2021	318	35	generalization	generalization	NN
stanford-ai-2021	318	36	.	.	.
stanford-ai-2021	319	1	Figure	figure	NN
stanford-ai-2021	319	2	2.1.7	2.1.7	CD
stanford-ai-2021	319	3	GAN	GAN	NNP
stanford-ai-2021	319	4	PROGRESS	PROGRESS	NNP
stanford-ai-2021	319	5	ON	on	IN
stanford-ai-2021	319	6	FACE	face	NN
stanford-ai-2021	319	7	GENERATION	generation	NN
stanford-ai-2021	319	8	2014	2014	CD
stanford-ai-2021	319	9	2015	2015	CD
stanford-ai-2021	319	10	2016	2016	CD
stanford-ai-2021	319	11	2017	2017	CD
stanford-ai-2021	319	12	2018	2018	CD
stanford-ai-2021	319	13	2020	2020	CD
stanford-ai-2021	319	14	Source	source	NN
stanford-ai-2021	319	15	:	:	:
stanford-ai-2021	319	16	Goodfellow	Goodfellow	NNP
stanford-ai-2021	319	17	et	et	NNP
stanford-ai-2021	319	18	al	al	NNP
stanford-ai-2021	319	19	.	.	NNP
stanford-ai-2021	319	20	,	,	,
stanford-ai-2021	319	21	2014	2014	CD
stanford-ai-2021	319	22	;	;	:
stanford-ai-2021	319	23	Radford	Radford	NNP
stanford-ai-2021	319	24	et	et	FW
stanford-ai-2021	319	25	al	al	NNP
stanford-ai-2021	319	26	.	.	NNP
stanford-ai-2021	319	27	,	,	,
stanford-ai-2021	319	28	2016	2016	CD
stanford-ai-2021	319	29	;	;	:
stanford-ai-2021	319	30	Liu	Liu	NNP
stanford-ai-2021	319	31	&	&	CC
stanford-ai-2021	319	32	Tuzel	Tuzel	NNP
stanford-ai-2021	319	33	,	,	,
stanford-ai-2021	319	34	2016	2016	CD
stanford-ai-2021	319	35	;	;	:
stanford-ai-2021	319	36	Karras	Karras	NNP
stanford-ai-2021	319	37	et	et	NNP
stanford-ai-2021	319	38	al	al	NNP
stanford-ai-2021	319	39	.	.	NNP
stanford-ai-2021	319	40	,	,	,
stanford-ai-2021	319	41	2018	2018	CD
stanford-ai-2021	319	42	;	;	:
stanford-ai-2021	319	43	Karras	Karras	NNP
stanford-ai-2021	319	44	et	et	NNP
stanford-ai-2021	319	45	al	al	NNP
stanford-ai-2021	319	46	.	.	NNP
stanford-ai-2021	319	47	,	,	,
stanford-ai-2021	319	48	2019	2019	CD
stanford-ai-2021	319	49	;	;	:
stanford-ai-2021	319	50	Goodfellow	Goodfellow	NNP
stanford-ai-2021	319	51	,	,	,
stanford-ai-2021	319	52	2019	2019	CD
stanford-ai-2021	319	53	;	;	:
stanford-ai-2021	319	54	Karras	Karras	NNP
stanford-ai-2021	319	55	et	et	NNP
stanford-ai-2021	319	56	al	al	NNP
stanford-ai-2021	319	57	.	.	NNP
stanford-ai-2021	319	58	,	,	,
stanford-ai-2021	319	59	2020	2020	CD
stanford-ai-2021	319	60	;	;	:
stanford-ai-2021	319	61	AI	AI	NNP
stanford-ai-2021	319	62	Index	Index	NNP
stanford-ai-2021	319	63	,	,	,
stanford-ai-2021	319	64	2021	2021	CD
stanford-ai-2021	319	65	TA	TA	NNP
stanford-ai-2021	319	66	B	B	NNP
stanford-ai-2021	319	67	L	l	NN
stanford-ai-2021	319	68	E	e	NN
stanford-ai-2021	319	69	O	o	NN
stanford-ai-2021	319	70	F	f	NN
stanford-ai-2021	319	71	C	c	NN
stanford-ai-2021	319	72	O	o	NN
stanford-ai-2021	319	73	N	n	NN
stanford-ai-2021	319	74	T	t	NN
stanford-ai-2021	319	75	E	e	NN
stanford-ai-2021	319	76	N	n	NN
stanford-ai-2021	319	77	T	t	NN
stanford-ai-2021	319	78	S	s	NN
stanford-ai-2021	319	79	5	5	CD
stanford-ai-2021	319	80	3C	3c	NN
stanford-ai-2021	319	81	H	h	NN
stanford-ai-2021	319	82	A	a	NN
stanford-ai-2021	319	83	P	p	NN
stanford-ai-2021	319	84	T	t	NN
stanford-ai-2021	319	85	E	e	NN
stanford-ai-2021	319	86	R	r	NN
stanford-ai-2021	319	87	2	2	CD
stanford-ai-2021	319	88	P	p	NN
stanford-ai-2021	319	89	R	r	NN
stanford-ai-2021	319	90	E	e	NN
stanford-ai-2021	319	91	V	v	NN
stanford-ai-2021	319	92	I	i	NN
stanford-ai-2021	319	93	E	e	NN
stanford-ai-2021	319	94	W	W	NNP
stanford-ai-2021	319	95	Artificial	Artificial	NNP
stanford-ai-2021	319	96	Intelligence	Intelligence	NNP
stanford-ai-2021	319	97	Index	Index	NNP
stanford-ai-2021	319	98	Report	Report	NNP
stanford-ai-2021	319	99	2021	2021	CD
stanford-ai-2021	319	100	D	d	NN
stanford-ai-2021	319	101	E	e	NN
stanford-ai-2021	319	102	E	e	NN
stanford-ai-2021	319	103	P	p	NN
stanford-ai-2021	319	104	FA	fa	NN
stanford-ai-2021	319	105	K	k	NN
stanford-ai-2021	319	106	E	e	NN
stanford-ai-2021	319	107	D	d	NN
stanford-ai-2021	319	108	E	e	NN
stanford-ai-2021	319	109	T	t	NN
stanford-ai-2021	319	110	E	e	NN
stanford-ai-2021	319	111	C	c	NN
stanford-ai-2021	319	112	T	t	NN
stanford-ai-2021	319	113	I	i	NN
stanford-ai-2021	319	114	O	o	NN
stanford-ai-2021	319	115	N	n	NN
stanford-ai-2021	319	116	Advances	advance	NNS
stanford-ai-2021	319	117	in	in	IN
stanford-ai-2021	319	118	image	image	NN
stanford-ai-2021	319	119	synthesis	synthesis	NN
stanford-ai-2021	319	120	have	have	VBP
stanford-ai-2021	319	121	created	create	VBN
stanford-ai-2021	319	122	new	new	JJ
stanford-ai-2021	319	123	opportunities	opportunity	NNS
stanford-ai-2021	319	124	as	as	RB
stanford-ai-2021	319	125	well	well	RB
stanford-ai-2021	319	126	as	as	IN
stanford-ai-2021	319	127	threats	threat	NNS
stanford-ai-2021	319	128	.	.	.
stanford-ai-2021	320	1	For	for	IN
stanford-ai-2021	320	2	instance	instance	NN
stanford-ai-2021	320	3	,	,	,
stanford-ai-2021	320	4	in	in	IN
stanford-ai-2021	320	5	recent	recent	JJ
stanford-ai-2021	320	6	years	year	NNS
stanford-ai-2021	320	7	,	,	,
stanford-ai-2021	320	8	researchers	researcher	NNS
stanford-ai-2021	320	9	have	have	VBP
stanford-ai-2021	320	10	harnessed	harness	VBN
stanford-ai-2021	320	11	breakthroughs	breakthrough	NNS
stanford-ai-2021	320	12	in	in	IN
stanford-ai-2021	320	13	synthetic	synthetic	JJ
stanford-ai-2021	320	14	imagery	imagery	NN
stanford-ai-2021	320	15	to	to	TO
stanford-ai-2021	320	16	create	create	VB
stanford-ai-2021	320	17	AI	AI	NNP
stanford-ai-2021	320	18	systems	system	NNS
stanford-ai-2021	320	19	that	that	WDT
stanford-ai-2021	320	20	can	can	MD
stanford-ai-2021	320	21	generate	generate	VB
stanford-ai-2021	320	22	synthetic	synthetic	JJ
stanford-ai-2021	320	23	images	image	NNS
stanford-ai-2021	320	24	of	of	IN
stanford-ai-2021	320	25	human	human	JJ
stanford-ai-2021	320	26	faces	face	NNS
stanford-ai-2021	320	27	,	,	,
stanford-ai-2021	320	28	then	then	RB
stanford-ai-2021	320	29	superimpose	superimpose	VBZ
stanford-ai-2021	320	30	those	those	DT
stanford-ai-2021	320	31	faces	face	NNS
stanford-ai-2021	320	32	onto	onto	IN
stanford-ai-2021	320	33	the	the	DT
stanford-ai-2021	320	34	faces	face	NNS
stanford-ai-2021	320	35	of	of	IN
stanford-ai-2021	320	36	other	other	JJ
stanford-ai-2021	320	37	people	people	NNS
stanford-ai-2021	320	38	in	in	IN
stanford-ai-2021	320	39	photographs	photograph	NNS
stanford-ai-2021	320	40	or	or	CC
stanford-ai-2021	320	41	movies	movie	NNS
stanford-ai-2021	320	42	.	.	.
stanford-ai-2021	321	1	People	People	NNS
stanford-ai-2021	321	2	call	call	VBP
stanford-ai-2021	321	3	this	this	DT
stanford-ai-2021	321	4	application	application	NN
stanford-ai-2021	321	5	of	of	IN
stanford-ai-2021	321	6	generative	generative	JJ
stanford-ai-2021	321	7	technology	technology	NN
stanford-ai-2021	321	8	a	a	DT
stanford-ai-2021	321	9	“	"	``
stanford-ai-2021	321	10	deepfake	deepfake	NN
stanford-ai-2021	321	11	.	.	.
stanford-ai-2021	321	12	”	"	''
stanford-ai-2021	321	13	Malicious	malicious	JJ
stanford-ai-2021	321	14	uses	use	NNS
stanford-ai-2021	321	15	of	of	IN
stanford-ai-2021	321	16	deepfakes	deepfake	NNS
stanford-ai-2021	321	17	include	include	VBP
stanford-ai-2021	321	18	misinformation	misinformation	NN
stanford-ai-2021	321	19	and	and	CC
stanford-ai-2021	321	20	the	the	DT
stanford-ai-2021	321	21	creation	creation	NN
stanford-ai-2021	321	22	of	of	IN
stanford-ai-2021	321	23	(	(	-LRB-
stanford-ai-2021	321	24	predominantly	predominantly	RB
stanford-ai-2021	321	25	misogynistic	misogynistic	JJ
stanford-ai-2021	321	26	)	)	-RRB-
stanford-ai-2021	321	27	pornography	pornography	NN
stanford-ai-2021	321	28	.	.	.
stanford-ai-2021	322	1	To	to	TO
stanford-ai-2021	322	2	try	try	VB
stanford-ai-2021	322	3	to	to	TO
stanford-ai-2021	322	4	combat	combat	VB
stanford-ai-2021	322	5	this	this	DT
stanford-ai-2021	322	6	,	,	,
stanford-ai-2021	322	7	researchers	researcher	NNS
stanford-ai-2021	322	8	are	be	VBP
stanford-ai-2021	322	9	developing	develop	VBG
stanford-ai-2021	322	10	deepfake-	deepfake-	JJ
stanford-ai-2021	322	11	detection	detection	NN
stanford-ai-2021	322	12	technologies	technology	NNS
stanford-ai-2021	322	13	.	.	.
stanford-ai-2021	323	1	Deepfake	Deepfake	NNP
stanford-ai-2021	323	2	Detection	Detection	NNP
stanford-ai-2021	323	3	Challenge	Challenge	NNP
stanford-ai-2021	323	4	(	(	-LRB-
stanford-ai-2021	323	5	DFDC	DFDC	NNP
stanford-ai-2021	323	6	)	)	-RRB-
stanford-ai-2021	323	7	Created	create	VBN
stanford-ai-2021	323	8	in	in	IN
stanford-ai-2021	323	9	September	September	NNP
stanford-ai-2021	323	10	2019	2019	CD
stanford-ai-2021	323	11	by	by	IN
stanford-ai-2021	323	12	Facebook	Facebook	NNP
stanford-ai-2021	323	13	,	,	,
stanford-ai-2021	323	14	the	the	DT
stanford-ai-2021	323	15	Deepfake	Deepfake	NNP
stanford-ai-2021	323	16	Detection	Detection	NNP
stanford-ai-2021	323	17	Challenge	Challenge	NNP
stanford-ai-2021	323	18	(	(	-LRB-
stanford-ai-2021	323	19	DFDC	DFDC	NNP
stanford-ai-2021	323	20	)	)	-RRB-
stanford-ai-2021	323	21	measures	measure	VBZ
stanford-ai-2021	323	22	progress	progress	NN
stanford-ai-2021	323	23	on	on	IN
stanford-ai-2021	323	24	deepfake	deepfake	NN
stanford-ai-2021	323	25	-	-	HYPH
stanford-ai-2021	323	26	detection	detection	NN
stanford-ai-2021	323	27	technology	technology	NN
stanford-ai-2021	323	28	.	.	.
stanford-ai-2021	324	1	A	a	DT
stanford-ai-2021	324	2	two	two	CD
stanford-ai-2021	324	3	-	-	HYPH
stanford-ai-2021	324	4	part	part	NN
stanford-ai-2021	324	5	challenge	challenge	NN
stanford-ai-2021	324	6	,	,	,
stanford-ai-2021	324	7	DFDC	DFDC	NNP
stanford-ai-2021	324	8	asks	ask	VBZ
stanford-ai-2021	324	9	participants	participant	NNS
stanford-ai-2021	324	10	to	to	TO
stanford-ai-2021	324	11	train	train	VB
stanford-ai-2021	324	12	and	and	CC
stanford-ai-2021	324	13	test	test	VB
stanford-ai-2021	324	14	their	-PRON-	PRP$
stanford-ai-2021	324	15	models	model	NNS
stanford-ai-2021	324	16	from	from	IN
stanford-ai-2021	324	17	a	a	DT
stanford-ai-2021	324	18	public	public	JJ
stanford-ai-2021	324	19	dataset	dataset	NN
stanford-ai-2021	324	20	of	of	IN
stanford-ai-2021	324	21	around	around	IN
stanford-ai-2021	324	22	100,000	100,000	CD
stanford-ai-2021	324	23	clips	clip	NNS
stanford-ai-2021	324	24	.	.	.
stanford-ai-2021	325	1	The	the	DT
stanford-ai-2021	325	2	submissions	submission	NNS
stanford-ai-2021	325	3	are	be	VBP
stanford-ai-2021	325	4	scored	score	VBN
stanford-ai-2021	325	5	on	on	IN
stanford-ai-2021	325	6	log	log	NN
stanford-ai-2021	325	7	loss	loss	NN
stanford-ai-2021	325	8	,	,	,
stanford-ai-2021	325	9	a	a	DT
stanford-ai-2021	325	10	classification	classification	NN
stanford-ai-2021	325	11	metric	metric	NN
stanford-ai-2021	325	12	based	base	VBN
stanford-ai-2021	325	13	on	on	IN
stanford-ai-2021	325	14	probabilities	probability	NNS
stanford-ai-2021	325	15	.	.	.
stanford-ai-2021	326	1	A	a	DT
stanford-ai-2021	326	2	smaller	small	JJR
stanford-ai-2021	326	3	log	log	NN
stanford-ai-2021	326	4	loss	loss	NN
stanford-ai-2021	326	5	means	mean	VBZ
stanford-ai-2021	326	6	a	a	DT
stanford-ai-2021	326	7	more	more	RBR
stanford-ai-2021	326	8	accurate	accurate	JJ
stanford-ai-2021	326	9	prediction	prediction	NN
stanford-ai-2021	326	10	of	of	IN
stanford-ai-2021	326	11	deepfake	deepfake	NN
stanford-ai-2021	326	12	videos	video	NNS
stanford-ai-2021	326	13	.	.	.
stanford-ai-2021	327	1	According	accord	VBG
stanford-ai-2021	327	2	to	to	IN
stanford-ai-2021	327	3	Figure	Figure	NNP
stanford-ai-2021	327	4	2.1.8	2.1.8	NNP
stanford-ai-2021	327	5	,	,	,
stanford-ai-2021	327	6	log	log	NN
stanford-ai-2021	327	7	loss	loss	NN
stanford-ai-2021	327	8	dropped	drop	VBD
stanford-ai-2021	327	9	by	by	IN
stanford-ai-2021	327	10	around	around	IN
stanford-ai-2021	327	11	0.5	0.5	CD
stanford-ai-2021	327	12	as	as	IN
stanford-ai-2021	327	13	the	the	DT
stanford-ai-2021	327	14	challenge	challenge	NN
stanford-ai-2021	327	15	progressed	progress	VBN
stanford-ai-2021	327	16	between	between	IN
stanford-ai-2021	327	17	December	December	NNP
stanford-ai-2021	327	18	2019	2019	CD
stanford-ai-2021	327	19	and	and	CC
stanford-ai-2021	327	20	March	March	NNP
stanford-ai-2021	327	21	2020	2020	CD
stanford-ai-2021	327	22	.	.	.
stanford-ai-2021	328	1	2	2	LS
stanford-ai-2021	328	2	.1	.1	CD
stanford-ai-2021	328	3	C	c	NN
stanford-ai-2021	328	4	O	o	NN
stanford-ai-2021	328	5	M	m	NN
stanford-ai-2021	328	6	P	p	NN
stanford-ai-2021	328	7	U	u	NN
stanford-ai-2021	328	8	T	t	NN
stanford-ai-2021	328	9	E	e	NN
stanford-ai-2021	328	10	R	r	NN
stanford-ai-2021	328	11	V	v	NN
stanford-ai-2021	328	12	I	i	NN
stanford-ai-2021	328	13	S	s	NN
stanford-ai-2021	328	14	I	i	NN
stanford-ai-2021	328	15	O	o	NN
stanford-ai-2021	328	16	N	n	NN
stanford-ai-2021	328	17	—	—	:
stanford-ai-2021	328	18	I	-PRON-	PRP
stanford-ai-2021	328	19	M	M	NNP
stanford-ai-2021	328	20	AG	AG	NNP
stanford-ai-2021	328	21	E	e	NN
stanford-ai-2021	328	22	C	c	NN
stanford-ai-2021	328	23	H	h	NN
stanford-ai-2021	328	24	A	a	NN
stanford-ai-2021	328	25	P	p	NN
stanford-ai-2021	328	26	T	t	NN
stanford-ai-2021	328	27	E	e	NN
stanford-ai-2021	328	28	R	r	NN
stanford-ai-2021	328	29	2	2	CD
stanford-ai-2021	328	30	:	:	:
stanford-ai-2021	328	31	T	t	NN
stanford-ai-2021	328	32	E	e	NN
stanford-ai-2021	328	33	C	c	NN
stanford-ai-2021	328	34	H	h	NN
stanford-ai-2021	328	35	N	n	NN
stanford-ai-2021	328	36	I	i	NN
stanford-ai-2021	328	37	C	c	NN
stanford-ai-2021	328	38	A	a	NN
stanford-ai-2021	328	39	L	l	NN
stanford-ai-2021	328	40	P	p	NN
stanford-ai-2021	328	41	E	e	NN
stanford-ai-2021	328	42	R	r	NN
stanford-ai-2021	328	43	F	f	NN
stanford-ai-2021	328	44	O	o	NN
stanford-ai-2021	328	45	R	r	NN
stanford-ai-2021	328	46	M	m	NN
stanford-ai-2021	328	47	A	A	NNP
stanford-ai-2021	328	48	N	N	NNP
stanford-ai-2021	328	49	C	c	NN
stanford-ai-2021	328	50	E	e	NN
stanford-ai-2021	328	51	1/6/2020	1/6/2020	CD
stanford-ai-2021	328	52	1/16/2020	1/16/2020	CD
stanford-ai-2021	328	53	1/26/2020	1/26/2020	CD
stanford-ai-2021	328	54	2/5/2020	2/5/2020	CD
stanford-ai-2021	328	55	2/15/2020	2/15/2020	CD
stanford-ai-2021	328	56	2/25/2020	2/25/2020	CD
stanford-ai-2021	328	57	3/6/2020	3/6/2020	CD
stanford-ai-2021	328	58	3/16/2020	3/16/2020	CD
stanford-ai-2021	328	59	3/26/2020	3/26/2020	CD
stanford-ai-2021	328	60	0.0	0.0	CD
stanford-ai-2021	328	61	0.1	0.1	CD
stanford-ai-2021	328	62	0.2	0.2	CD
stanford-ai-2021	328	63	0.3	0.3	CD
stanford-ai-2021	328	64	0.4	0.4	CD
stanford-ai-2021	328	65	0.5	0.5	CD
stanford-ai-2021	328	66	0.6	0.6	CD
stanford-ai-2021	328	67	0.7	0.7	CD
stanford-ai-2021	328	68	L	l	NN
stanford-ai-2021	328	69	o	o	NN
stanford-ai-2021	328	70	g	g	NN
stanford-ai-2021	328	71	L	L	NNP
stanford-ai-2021	328	72	o	o	NN
stanford-ai-2021	328	73	ss	ss	NN
stanford-ai-2021	328	74	0.19	0.19	CD
stanford-ai-2021	328	75	DEEPFAKE	deepfake	NN
stanford-ai-2021	328	76	DETECTION	detection	NN
stanford-ai-2021	328	77	CHALLENGE	CHALLENGE	NNS
stanford-ai-2021	328	78	:	:	:
stanford-ai-2021	328	79	LOG	LOG	NNP
stanford-ai-2021	328	80	LOSS	LOSS	NNP
stanford-ai-2021	328	81	Source	source	NN
stanford-ai-2021	328	82	:	:	:
stanford-ai-2021	328	83	Kaggle	Kaggle	NNP
stanford-ai-2021	328	84	,	,	,
stanford-ai-2021	328	85	2020	2020	CD
stanford-ai-2021	328	86	|	|	CD
stanford-ai-2021	328	87	Chart	Chart	NNP
stanford-ai-2021	328	88	:	:	:
stanford-ai-2021	328	89	2021	2021	CD
stanford-ai-2021	328	90	AI	AI	NNP
stanford-ai-2021	328	91	Index	Index	NNP
stanford-ai-2021	328	92	Report	Report	NNP
stanford-ai-2021	328	93	Figure	Figure	NNP
stanford-ai-2021	328	94	2.1.8	2.1.8	NNP
stanford-ai-2021	328	95	https://www.kaggle.com/c/deepfake-detection-challenge/	https://www.kaggle.com/c/deepfake-detection-challenge/	NNS
stanford-ai-2021	328	96	https://www.kaggle.com/c/deepfake-detection-challenge/	https://www.kaggle.com/c/deepfake-detection-challenge/	NN
stanford-ai-2021	328	97	https://www.kaggle.com/dansbecker/what-is-log-loss	https://www.kaggle.com/dansbecker/what-is-log-loss	CD
stanford-ai-2021	328	98	TA	TA	NNP
stanford-ai-2021	328	99	B	B	NNP
stanford-ai-2021	328	100	L	l	NN
stanford-ai-2021	328	101	E	e	NN
stanford-ai-2021	328	102	O	o	NN
stanford-ai-2021	328	103	F	f	NN
stanford-ai-2021	328	104	C	c	NN
stanford-ai-2021	328	105	O	o	NN
stanford-ai-2021	328	106	N	n	NN
stanford-ai-2021	328	107	T	t	NN
stanford-ai-2021	328	108	E	e	NN
stanford-ai-2021	328	109	N	n	NN
stanford-ai-2021	328	110	T	t	NN
stanford-ai-2021	328	111	S	s	NN
stanford-ai-2021	328	112	5	5	CD
stanford-ai-2021	328	113	4C	4c	NN
stanford-ai-2021	328	114	H	h	NN
stanford-ai-2021	328	115	A	A	NNP
stanford-ai-2021	328	116	P	p	NN
stanford-ai-2021	328	117	T	t	NN
stanford-ai-2021	328	118	E	e	NN
stanford-ai-2021	328	119	R	r	NN
stanford-ai-2021	328	120	2	2	CD
stanford-ai-2021	328	121	P	p	NN
stanford-ai-2021	328	122	R	r	NN
stanford-ai-2021	328	123	E	e	NN
stanford-ai-2021	328	124	V	v	NN
stanford-ai-2021	328	125	I	i	NN
stanford-ai-2021	328	126	E	e	NN
stanford-ai-2021	328	127	W	W	NNP
stanford-ai-2021	328	128	Artificial	Artificial	NNP
stanford-ai-2021	328	129	Intelligence	Intelligence	NNP
stanford-ai-2021	328	130	Index	Index	NNP
stanford-ai-2021	328	131	Report	Report	NNP
stanford-ai-2021	328	132	2021	2021	CD
stanford-ai-2021	328	133	H	h	NN
stanford-ai-2021	328	134	U	u	NN
stanford-ai-2021	328	135	M	m	NN
stanford-ai-2021	328	136	A	A	NNP
stanford-ai-2021	328	137	N	N	NNP
stanford-ai-2021	328	138	P	p	NN
stanford-ai-2021	328	139	O	o	NN
stanford-ai-2021	328	140	S	s	NN
stanford-ai-2021	328	141	E	e	NN
stanford-ai-2021	328	142	E	e	NN
stanford-ai-2021	328	143	S	s	NN
stanford-ai-2021	328	144	T	t	NN
stanford-ai-2021	328	145	I	i	NN
stanford-ai-2021	328	146	M	m	NN
stanford-ai-2021	328	147	AT	at	IN
stanford-ai-2021	328	148	I	i	NN
stanford-ai-2021	328	149	O	o	NN
stanford-ai-2021	328	150	N	N	NNP
stanford-ai-2021	328	151	Human	Human	NNP
stanford-ai-2021	328	152	pose	pose	NN
stanford-ai-2021	328	153	estimation	estimation	NN
stanford-ai-2021	328	154	is	be	VBZ
stanford-ai-2021	328	155	the	the	DT
stanford-ai-2021	328	156	problem	problem	NN
stanford-ai-2021	328	157	of	of	IN
stanford-ai-2021	328	158	estimating	estimate	VBG
stanford-ai-2021	328	159	the	the	DT
stanford-ai-2021	328	160	positions	position	NNS
stanford-ai-2021	328	161	of	of	IN
stanford-ai-2021	328	162	human	human	JJ
stanford-ai-2021	328	163	body	body	NN
stanford-ai-2021	328	164	parts	part	NNS
stanford-ai-2021	328	165	or	or	CC
stanford-ai-2021	328	166	joints	joint	NNS
stanford-ai-2021	328	167	(	(	-LRB-
stanford-ai-2021	328	168	wrists	wrist	NNS
stanford-ai-2021	328	169	,	,	,
stanford-ai-2021	328	170	elbows	elbow	NNS
stanford-ai-2021	328	171	,	,	,
stanford-ai-2021	328	172	etc	etc	FW
stanford-ai-2021	328	173	.	.	.
stanford-ai-2021	328	174	)	)	-RRB-
stanford-ai-2021	329	1	from	from	IN
stanford-ai-2021	329	2	a	a	DT
stanford-ai-2021	329	3	single	single	JJ
stanford-ai-2021	329	4	image	image	NN
stanford-ai-2021	329	5	.	.	.
stanford-ai-2021	330	1	Human	human	JJ
stanford-ai-2021	330	2	pose	pose	NN
stanford-ai-2021	330	3	estimation	estimation	NN
stanford-ai-2021	330	4	is	be	VBZ
stanford-ai-2021	330	5	a	a	DT
stanford-ai-2021	330	6	classic	classic	JJ
stanford-ai-2021	330	7	“	"	``
stanford-ai-2021	330	8	omni	omni	JJ
stanford-ai-2021	330	9	-	-	HYPH
stanford-ai-2021	330	10	use	use	NN
stanford-ai-2021	330	11	”	"	''
stanford-ai-2021	330	12	AI	ai	NN
stanford-ai-2021	330	13	capability	capability	NN
stanford-ai-2021	330	14	.	.	.
stanford-ai-2021	331	1	Systems	system	NNS
stanford-ai-2021	331	2	that	that	WDT
stanford-ai-2021	331	3	are	be	VBP
stanford-ai-2021	331	4	good	good	JJ
stanford-ai-2021	331	5	at	at	IN
stanford-ai-2021	331	6	this	this	DT
stanford-ai-2021	331	7	task	task	NN
stanford-ai-2021	331	8	can	can	MD
stanford-ai-2021	331	9	be	be	VB
stanford-ai-2021	331	10	used	use	VBN
stanford-ai-2021	331	11	for	for	IN
stanford-ai-2021	331	12	a	a	DT
stanford-ai-2021	331	13	range	range	NN
stanford-ai-2021	331	14	of	of	IN
stanford-ai-2021	331	15	applications	application	NNS
stanford-ai-2021	331	16	,	,	,
stanford-ai-2021	331	17	such	such	JJ
stanford-ai-2021	331	18	as	as	IN
stanford-ai-2021	331	19	creating	create	VBG
stanford-ai-2021	331	20	augmented	augment	VBN
stanford-ai-2021	331	21	reality	reality	NN
stanford-ai-2021	331	22	applications	application	NNS
stanford-ai-2021	331	23	for	for	IN
stanford-ai-2021	331	24	the	the	DT
stanford-ai-2021	331	25	fashion	fashion	NN
stanford-ai-2021	331	26	industry	industry	NN
stanford-ai-2021	331	27	,	,	,
stanford-ai-2021	331	28	analyzing	analyze	VBG
stanford-ai-2021	331	29	behaviors	behavior	NNS
stanford-ai-2021	331	30	gleaned	glean	VBD
stanford-ai-2021	331	31	from	from	IN
stanford-ai-2021	331	32	physical	physical	JJ
stanford-ai-2021	331	33	body	body	NN
stanford-ai-2021	331	34	analysis	analysis	NN
stanford-ai-2021	331	35	in	in	IN
stanford-ai-2021	331	36	crowds	crowd	NNS
stanford-ai-2021	331	37	,	,	,
stanford-ai-2021	331	38	surveilling	surveille	VBG
stanford-ai-2021	331	39	people	people	NNS
stanford-ai-2021	331	40	for	for	IN
stanford-ai-2021	331	41	specific	specific	JJ
stanford-ai-2021	331	42	behaviors	behavior	NNS
stanford-ai-2021	331	43	,	,	,
stanford-ai-2021	331	44	aiding	aid	VBG
stanford-ai-2021	331	45	with	with	IN
stanford-ai-2021	331	46	analysis	analysis	NN
stanford-ai-2021	331	47	of	of	IN
stanford-ai-2021	331	48	live	live	JJ
stanford-ai-2021	331	49	sporting	sporting	NN
stanford-ai-2021	331	50	and	and	CC
stanford-ai-2021	331	51	athletic	athletic	JJ
stanford-ai-2021	331	52	events	event	NNS
stanford-ai-2021	331	53	,	,	,
stanford-ai-2021	331	54	mapping	map	VBG
stanford-ai-2021	331	55	the	the	DT
stanford-ai-2021	331	56	movements	movement	NNS
stanford-ai-2021	331	57	of	of	IN
stanford-ai-2021	331	58	a	a	DT
stanford-ai-2021	331	59	person	person	NN
stanford-ai-2021	331	60	to	to	IN
stanford-ai-2021	331	61	a	a	DT
stanford-ai-2021	331	62	virtual	virtual	JJ
stanford-ai-2021	331	63	avatar	avatar	NN
stanford-ai-2021	331	64	,	,	,
stanford-ai-2021	331	65	and	and	CC
stanford-ai-2021	331	66	so	so	RB
stanford-ai-2021	331	67	on	on	RB
stanford-ai-2021	331	68	.	.	.
stanford-ai-2021	332	1	Common	common	JJ
stanford-ai-2021	332	2	Objects	Objects	NNPS
stanford-ai-2021	332	3	in	in	IN
stanford-ai-2021	332	4	Context	Context	NNP
stanford-ai-2021	332	5	(	(	-LRB-
stanford-ai-2021	332	6	COCO	COCO	NNP
stanford-ai-2021	332	7	)	)	-RRB-
stanford-ai-2021	332	8	:	:	:
stanford-ai-2021	332	9	Keypoint	Keypoint	NNP
stanford-ai-2021	332	10	Detection	Detection	NNP
stanford-ai-2021	332	11	Challenge	Challenge	NNP
stanford-ai-2021	332	12	Common	common	JJ
stanford-ai-2021	332	13	Objects	object	NNS
stanford-ai-2021	332	14	in	in	IN
stanford-ai-2021	332	15	Context	Context	NNP
stanford-ai-2021	332	16	(	(	-LRB-
stanford-ai-2021	332	17	COCO	COCO	NNP
stanford-ai-2021	332	18	)	)	-RRB-
stanford-ai-2021	332	19	is	be	VBZ
stanford-ai-2021	332	20	a	a	DT
stanford-ai-2021	332	21	large	large	JJ
stanford-ai-2021	332	22	-	-	HYPH
stanford-ai-2021	332	23	scale	scale	NN
stanford-ai-2021	332	24	dataset	dataset	NN
stanford-ai-2021	332	25	for	for	IN
stanford-ai-2021	332	26	object	object	NN
stanford-ai-2021	332	27	detection	detection	NN
stanford-ai-2021	332	28	,	,	,
stanford-ai-2021	332	29	segmentation	segmentation	NN
stanford-ai-2021	332	30	,	,	,
stanford-ai-2021	332	31	and	and	CC
stanford-ai-2021	332	32	captioning	caption	VBG
stanford-ai-2021	332	33	with	with	IN
stanford-ai-2021	332	34	330,000	330,000	CD
stanford-ai-2021	332	35	images	image	NNS
stanford-ai-2021	332	36	and	and	CC
stanford-ai-2021	332	37	1.5	1.5	CD
stanford-ai-2021	332	38	million	million	CD
stanford-ai-2021	332	39	object	object	NN
stanford-ai-2021	332	40	instances	instance	NNS
stanford-ai-2021	332	41	.	.	.
stanford-ai-2021	333	1	Its	-PRON-	PRP$
stanford-ai-2021	333	2	Keypoint	Keypoint	NNP
stanford-ai-2021	333	3	Detection	Detection	NNP
stanford-ai-2021	333	4	Challenge	Challenge	NNP
stanford-ai-2021	333	5	requires	require	VBZ
stanford-ai-2021	333	6	machines	machine	NNS
stanford-ai-2021	333	7	to	to	TO
stanford-ai-2021	333	8	simultaneously	simultaneously	RB
stanford-ai-2021	333	9	detect	detect	VB
stanford-ai-2021	333	10	an	an	DT
stanford-ai-2021	333	11	object	object	NN
stanford-ai-2021	333	12	or	or	CC
stanford-ai-2021	333	13	a	a	DT
stanford-ai-2021	333	14	person	person	NN
stanford-ai-2021	333	15	and	and	CC
stanford-ai-2021	333	16	localize	localize	VB
stanford-ai-2021	333	17	their	-PRON-	PRP$
stanford-ai-2021	333	18	body	body	NN
stanford-ai-2021	333	19	keypoints	keypoint	NNS
stanford-ai-2021	333	20	—	—	:
stanford-ai-2021	333	21	points	point	NNS
stanford-ai-2021	333	22	in	in	IN
stanford-ai-2021	333	23	the	the	DT
stanford-ai-2021	333	24	image	image	NN
stanford-ai-2021	333	25	that	that	WDT
stanford-ai-2021	333	26	stand	stand	VBP
stanford-ai-2021	333	27	out	out	RP
stanford-ai-2021	333	28	,	,	,
stanford-ai-2021	333	29	such	such	JJ
stanford-ai-2021	333	30	as	as	IN
stanford-ai-2021	333	31	a	a	DT
stanford-ai-2021	333	32	person	person	NN
stanford-ai-2021	333	33	’s	’s	POS
stanford-ai-2021	333	34	elbows	elbow	NNS
stanford-ai-2021	333	35	,	,	,
stanford-ai-2021	333	36	knees	knee	NNS
stanford-ai-2021	333	37	,	,	,
stanford-ai-2021	333	38	and	and	CC
stanford-ai-2021	333	39	other	other	JJ
stanford-ai-2021	333	40	joints	joint	NNS
stanford-ai-2021	333	41	.	.	.
stanford-ai-2021	334	1	The	the	DT
stanford-ai-2021	334	2	task	task	NN
stanford-ai-2021	334	3	evaluates	evaluate	VBZ
stanford-ai-2021	334	4	algorithms	algorithm	NNS
stanford-ai-2021	334	5	based	base	VBN
stanford-ai-2021	334	6	on	on	IN
stanford-ai-2021	334	7	average	average	JJ
stanford-ai-2021	334	8	precision	precision	NN
stanford-ai-2021	334	9	(	(	-LRB-
stanford-ai-2021	334	10	AP	AP	NNP
stanford-ai-2021	334	11	)	)	-RRB-
stanford-ai-2021	334	12	,	,	,
stanford-ai-2021	334	13	a	a	DT
stanford-ai-2021	334	14	metric	metric	NN
stanford-ai-2021	334	15	that	that	WDT
stanford-ai-2021	334	16	can	can	MD
stanford-ai-2021	334	17	be	be	VB
stanford-ai-2021	334	18	used	use	VBN
stanford-ai-2021	334	19	to	to	TO
stanford-ai-2021	334	20	measure	measure	VB
stanford-ai-2021	334	21	the	the	DT
stanford-ai-2021	334	22	accuracy	accuracy	NN
stanford-ai-2021	334	23	of	of	IN
stanford-ai-2021	334	24	object	object	NN
stanford-ai-2021	334	25	detectors	detector	NNS
stanford-ai-2021	334	26	.	.	.
stanford-ai-2021	335	1	Figure	figure	NN
stanford-ai-2021	335	2	2.1.9	2.1.9	CD
stanford-ai-2021	335	3	shows	show	VBZ
stanford-ai-2021	335	4	that	that	IN
stanford-ai-2021	335	5	the	the	DT
stanford-ai-2021	335	6	accuracy	accuracy	NN
stanford-ai-2021	335	7	of	of	IN
stanford-ai-2021	335	8	algorithms	algorithm	NNS
stanford-ai-2021	335	9	in	in	IN
stanford-ai-2021	335	10	this	this	DT
stanford-ai-2021	335	11	task	task	NN
stanford-ai-2021	335	12	has	have	VBZ
stanford-ai-2021	335	13	improved	improve	VBN
stanford-ai-2021	335	14	by	by	IN
stanford-ai-2021	335	15	roughly	roughly	RB
stanford-ai-2021	335	16	33	33	CD
stanford-ai-2021	335	17	%	%	NN
stanford-ai-2021	335	18	in	in	IN
stanford-ai-2021	335	19	the	the	DT
stanford-ai-2021	335	20	past	past	JJ
stanford-ai-2021	335	21	four	four	CD
stanford-ai-2021	335	22	years	year	NNS
stanford-ai-2021	335	23	,	,	,
stanford-ai-2021	335	24	with	with	IN
stanford-ai-2021	335	25	the	the	DT
stanford-ai-2021	335	26	latest	late	JJS
stanford-ai-2021	335	27	machine	machine	NN
stanford-ai-2021	335	28	scoring	score	VBG
stanford-ai-2021	335	29	80.8	80.8	CD
stanford-ai-2021	335	30	%	%	NN
stanford-ai-2021	335	31	on	on	IN
stanford-ai-2021	335	32	average	average	JJ
stanford-ai-2021	335	33	precision	precision	NN
stanford-ai-2021	335	34	.	.	.
stanford-ai-2021	336	1	2	2	LS
stanford-ai-2021	336	2	.1	.1	CD
stanford-ai-2021	336	3	C	c	NN
stanford-ai-2021	336	4	O	o	NN
stanford-ai-2021	336	5	M	m	NN
stanford-ai-2021	336	6	P	p	NN
stanford-ai-2021	336	7	U	u	NN
stanford-ai-2021	336	8	T	t	NN
stanford-ai-2021	336	9	E	e	NN
stanford-ai-2021	336	10	R	r	NN
stanford-ai-2021	336	11	V	v	NN
stanford-ai-2021	336	12	I	i	NN
stanford-ai-2021	336	13	S	s	NN
stanford-ai-2021	336	14	I	i	NN
stanford-ai-2021	336	15	O	o	NN
stanford-ai-2021	336	16	N	n	NN
stanford-ai-2021	336	17	—	—	:
stanford-ai-2021	336	18	I	-PRON-	PRP
stanford-ai-2021	336	19	M	M	NNP
stanford-ai-2021	336	20	AG	AG	NNP
stanford-ai-2021	336	21	E	e	NN
stanford-ai-2021	336	22	C	c	NN
stanford-ai-2021	336	23	H	h	NN
stanford-ai-2021	336	24	A	a	NN
stanford-ai-2021	336	25	P	p	NN
stanford-ai-2021	336	26	T	t	NN
stanford-ai-2021	336	27	E	e	NN
stanford-ai-2021	336	28	R	r	NN
stanford-ai-2021	336	29	2	2	CD
stanford-ai-2021	336	30	:	:	:
stanford-ai-2021	336	31	T	t	NN
stanford-ai-2021	336	32	E	e	NN
stanford-ai-2021	336	33	C	c	NN
stanford-ai-2021	336	34	H	h	NN
stanford-ai-2021	336	35	N	n	NN
stanford-ai-2021	336	36	I	i	NN
stanford-ai-2021	336	37	C	c	NN
stanford-ai-2021	336	38	A	a	NN
stanford-ai-2021	336	39	L	l	NN
stanford-ai-2021	336	40	P	p	NN
stanford-ai-2021	336	41	E	e	NN
stanford-ai-2021	336	42	R	r	NN
stanford-ai-2021	336	43	F	f	NN
stanford-ai-2021	336	44	O	o	NN
stanford-ai-2021	336	45	R	r	NN
stanford-ai-2021	336	46	M	m	NN
stanford-ai-2021	336	47	A	A	NNP
stanford-ai-2021	336	48	N	n	NN
stanford-ai-2021	336	49	C	c	NN
stanford-ai-2021	336	50	E	e	NN
stanford-ai-2021	336	51	07/2016	07/2016	NN
stanford-ai-2021	336	52	01/2017	01/2017	CD
stanford-ai-2021	336	53	07/2017	07/2017	CD
stanford-ai-2021	336	54	01/2018	01/2018	CD
stanford-ai-2021	336	55	07/2018	07/2018	CD
stanford-ai-2021	336	56	01/2019	01/2019	CD
stanford-ai-2021	336	57	07/2019	07/2019	CD
stanford-ai-2021	336	58	01/2020	01/2020	CD
stanford-ai-2021	336	59	07/2020	07/2020	CD
stanford-ai-2021	336	60	50	50	CD
stanford-ai-2021	336	61	%	%	NN
stanford-ai-2021	336	62	60	60	CD
stanford-ai-2021	336	63	%	%	NN
stanford-ai-2021	336	64	70	70	CD
stanford-ai-2021	336	65	%	%	NN
stanford-ai-2021	336	66	80	80	CD
stanford-ai-2021	336	67	%	%	NN
stanford-ai-2021	336	68	90	90	CD
stanford-ai-2021	336	69	%	%	NN
stanford-ai-2021	336	70	A	a	DT
stanford-ai-2021	336	71	ve	ve	JJ
stanford-ai-2021	336	72	ra	ra	NN
stanford-ai-2021	336	73	g	g	NN
stanford-ai-2021	336	74	e	e	NNP
stanford-ai-2021	336	75	P	P	NNP
stanford-ai-2021	336	76	re	re	NN
stanford-ai-2021	336	77	ci	ci	NNP
stanford-ai-2021	336	78	si	si	NNP
stanford-ai-2021	336	79	o	o	NN
stanford-ai-2021	336	80	n	n	NN
stanford-ai-2021	336	81	(	(	-LRB-
stanford-ai-2021	336	82	A	a	DT
stanford-ai-2021	336	83	P	p	NN
stanford-ai-2021	336	84	)	)	-RRB-
stanford-ai-2021	336	85	80.8	80.8	CD
stanford-ai-2021	336	86	%	%	NN
stanford-ai-2021	336	87	COCO	COCO	NNP
stanford-ai-2021	336	88	KEYPOINT	KEYPOINT	NNP
stanford-ai-2021	336	89	CHALLENGE	CHALLENGE	NNP
stanford-ai-2021	336	90	:	:	:
stanford-ai-2021	336	91	AVERAGE	average	JJ
stanford-ai-2021	336	92	PRECISION	PRECISION	NNP
stanford-ai-2021	336	93	Source	source	NN
stanford-ai-2021	336	94	:	:	:
stanford-ai-2021	336	95	COCO	COCO	NNP
stanford-ai-2021	336	96	Leaderboard	Leaderboard	NNP
stanford-ai-2021	336	97	,	,	,
stanford-ai-2021	336	98	2020	2020	CD
stanford-ai-2021	336	99	|	|	CD
stanford-ai-2021	336	100	Chart	Chart	NNP
stanford-ai-2021	336	101	:	:	:
stanford-ai-2021	336	102	2021	2021	CD
stanford-ai-2021	336	103	AI	AI	NNP
stanford-ai-2021	336	104	Index	Index	NNP
stanford-ai-2021	336	105	Report	Report	NNP
stanford-ai-2021	336	106	Figure	Figure	NNP
stanford-ai-2021	336	107	2.1.9	2.1.9	CD
stanford-ai-2021	336	108	TA	TA	NNP
stanford-ai-2021	336	109	B	B	NNP
stanford-ai-2021	336	110	L	l	NN
stanford-ai-2021	336	111	E	e	NN
stanford-ai-2021	336	112	O	o	NN
stanford-ai-2021	336	113	F	f	NN
stanford-ai-2021	336	114	C	c	NN
stanford-ai-2021	336	115	O	o	NN
stanford-ai-2021	336	116	N	n	NN
stanford-ai-2021	336	117	T	t	NN
stanford-ai-2021	336	118	E	e	NN
stanford-ai-2021	336	119	N	n	NN
stanford-ai-2021	336	120	T	t	NN
stanford-ai-2021	336	121	S	s	NN
stanford-ai-2021	336	122	5	5	CD
stanford-ai-2021	336	123	5C	5c	NN
stanford-ai-2021	336	124	H	h	NN
stanford-ai-2021	336	125	A	a	NN
stanford-ai-2021	336	126	P	p	NN
stanford-ai-2021	336	127	T	t	NN
stanford-ai-2021	336	128	E	e	NN
stanford-ai-2021	336	129	R	r	NN
stanford-ai-2021	336	130	2	2	CD
stanford-ai-2021	336	131	P	p	NN
stanford-ai-2021	336	132	R	r	NN
stanford-ai-2021	336	133	E	e	NN
stanford-ai-2021	336	134	V	v	NN
stanford-ai-2021	336	135	I	i	NN
stanford-ai-2021	336	136	E	e	NN
stanford-ai-2021	336	137	W	W	NNP
stanford-ai-2021	336	138	Artificial	Artificial	NNP
stanford-ai-2021	336	139	Intelligence	Intelligence	NNP
stanford-ai-2021	336	140	Index	Index	NNP
stanford-ai-2021	336	141	Report	Report	NNP
stanford-ai-2021	336	142	2021	2021	CD
stanford-ai-2021	336	143	Common	Common	NNP
stanford-ai-2021	336	144	Objects	Objects	NNPS
stanford-ai-2021	336	145	in	in	IN
stanford-ai-2021	336	146	Context	Context	NNP
stanford-ai-2021	336	147	(	(	-LRB-
stanford-ai-2021	336	148	COCO	COCO	NNP
stanford-ai-2021	336	149	)	)	-RRB-
stanford-ai-2021	336	150	:	:	:
stanford-ai-2021	336	151	DensePose	DensePose	NNP
stanford-ai-2021	336	152	Challenge	Challenge	NNP
stanford-ai-2021	336	153	DensePose	DensePose	NNP
stanford-ai-2021	336	154	,	,	,
stanford-ai-2021	336	155	or	or	CC
stanford-ai-2021	336	156	dense	dense	JJ
stanford-ai-2021	336	157	human	human	JJ
stanford-ai-2021	336	158	pose	pose	NN
stanford-ai-2021	336	159	estimation	estimation	NN
stanford-ai-2021	336	160	,	,	,
stanford-ai-2021	336	161	is	be	VBZ
stanford-ai-2021	336	162	the	the	DT
stanford-ai-2021	336	163	task	task	NN
stanford-ai-2021	336	164	of	of	IN
stanford-ai-2021	336	165	extracting	extract	VBG
stanford-ai-2021	336	166	a	a	DT
stanford-ai-2021	336	167	3D	3d	NN
stanford-ai-2021	336	168	mesh	mesh	FW
stanford-ai-2021	336	169	model	model	NN
stanford-ai-2021	336	170	of	of	IN
stanford-ai-2021	336	171	a	a	DT
stanford-ai-2021	336	172	human	human	JJ
stanford-ai-2021	336	173	body	body	NN
stanford-ai-2021	336	174	from	from	IN
stanford-ai-2021	336	175	a	a	DT
stanford-ai-2021	336	176	2D	2d	JJ
stanford-ai-2021	336	177	image	image	NN
stanford-ai-2021	336	178	.	.	.
stanford-ai-2021	337	1	After	after	IN
stanford-ai-2021	337	2	open	open	JJ
stanford-ai-2021	337	3	-	-	HYPH
stanford-ai-2021	337	4	sourcing	source	VBG
stanford-ai-2021	337	5	a	a	DT
stanford-ai-2021	337	6	system	system	NN
stanford-ai-2021	337	7	called	call	VBN
stanford-ai-2021	337	8	DensePose	DensePose	NNP
stanford-ai-2021	337	9	in	in	IN
stanford-ai-2021	337	10	2018	2018	CD
stanford-ai-2021	337	11	,	,	,
stanford-ai-2021	337	12	Facebook	Facebook	NNP
stanford-ai-2021	337	13	built	build	VBD
stanford-ai-2021	337	14	DensePose	DensePose	NNP
stanford-ai-2021	337	15	-	-	HYPH
stanford-ai-2021	337	16	COCO	COCO	NNP
stanford-ai-2021	337	17	,	,	,
stanford-ai-2021	337	18	a	a	DT
stanford-ai-2021	337	19	large	large	JJ
stanford-ai-2021	337	20	-	-	HYPH
stanford-ai-2021	337	21	scale	scale	NN
stanford-ai-2021	337	22	dataset	dataset	NN
stanford-ai-2021	337	23	of	of	IN
stanford-ai-2021	337	24	image	image	NN
stanford-ai-2021	337	25	-	-	HYPH
stanford-ai-2021	337	26	to	to	IN
stanford-ai-2021	337	27	-	-	HYPH
stanford-ai-2021	337	28	surface	surface	NN
stanford-ai-2021	337	29	correspondences	correspondence	NNS
stanford-ai-2021	337	30	annotated	annotate	VBD
stanford-ai-2021	337	31	on	on	IN
stanford-ai-2021	337	32	50,000	50,000	CD
stanford-ai-2021	337	33	COCO	COCO	NNP
stanford-ai-2021	337	34	images	image	NNS
stanford-ai-2021	337	35	.	.	.
stanford-ai-2021	338	1	Since	since	IN
stanford-ai-2021	338	2	then	then	RB
stanford-ai-2021	338	3	,	,	,
stanford-ai-2021	338	4	DensePose	DensePose	NNP
stanford-ai-2021	338	5	has	have	VBZ
stanford-ai-2021	338	6	become	become	VBN
stanford-ai-2021	338	7	a	a	DT
stanford-ai-2021	338	8	canonical	canonical	JJ
stanford-ai-2021	338	9	benchmark	benchmark	NN
stanford-ai-2021	338	10	dataset	dataset	NN
stanford-ai-2021	338	11	.	.	.
stanford-ai-2021	339	1	The	the	DT
stanford-ai-2021	339	2	COCO	COCO	NNP
stanford-ai-2021	339	3	DensePose	DensePose	NNP
stanford-ai-2021	339	4	Challenge	Challenge	NNP
stanford-ai-2021	339	5	involves	involve	VBZ
stanford-ai-2021	339	6	tasks	task	NNS
stanford-ai-2021	339	7	of	of	IN
stanford-ai-2021	339	8	simultaneously	simultaneously	RB
stanford-ai-2021	339	9	detecting	detect	VBG
stanford-ai-2021	339	10	people	people	NNS
stanford-ai-2021	339	11	,	,	,
stanford-ai-2021	339	12	segmenting	segment	VBG
stanford-ai-2021	339	13	their	-PRON-	PRP$
stanford-ai-2021	339	14	bodies	body	NNS
stanford-ai-2021	339	15	,	,	,
stanford-ai-2021	339	16	and	and	CC
stanford-ai-2021	339	17	estimating	estimate	VBG
stanford-ai-2021	339	18	the	the	DT
stanford-ai-2021	339	19	correspondences	correspondence	NNS
stanford-ai-2021	339	20	between	between	IN
stanford-ai-2021	339	21	image	image	NN
stanford-ai-2021	339	22	pixels	pixel	NNS
stanford-ai-2021	339	23	that	that	WDT
stanford-ai-2021	339	24	belong	belong	VBP
stanford-ai-2021	339	25	to	to	IN
stanford-ai-2021	339	26	a	a	DT
stanford-ai-2021	339	27	human	human	JJ
stanford-ai-2021	339	28	body	body	NN
stanford-ai-2021	339	29	and	and	CC
stanford-ai-2021	339	30	a	a	DT
stanford-ai-2021	339	31	template	template	NN
stanford-ai-2021	339	32	3D	3d	NN
stanford-ai-2021	339	33	model	model	NN
stanford-ai-2021	339	34	.	.	.
stanford-ai-2021	340	1	The	the	DT
stanford-ai-2021	340	2	average	average	JJ
stanford-ai-2021	340	3	precision	precision	NN
stanford-ai-2021	340	4	is	be	VBZ
stanford-ai-2021	340	5	calculated	calculate	VBN
stanford-ai-2021	340	6	based	base	VBN
stanford-ai-2021	340	7	on	on	IN
stanford-ai-2021	340	8	the	the	DT
stanford-ai-2021	340	9	geodesic	geodesic	NN
stanford-ai-2021	340	10	point	point	NN
stanford-ai-2021	340	11	similarity	similarity	NN
stanford-ai-2021	340	12	(	(	-LRB-
stanford-ai-2021	340	13	GPS	GPS	NNP
stanford-ai-2021	340	14	)	)	-RRB-
stanford-ai-2021	340	15	metric	metric	NN
stanford-ai-2021	340	16	,	,	,
stanford-ai-2021	340	17	a	a	DT
stanford-ai-2021	340	18	correspondence	correspondence	NN
stanford-ai-2021	340	19	matching	match	VBG
stanford-ai-2021	340	20	score	score	NN
stanford-ai-2021	340	21	that	that	WDT
stanford-ai-2021	340	22	measures	measure	VBZ
stanford-ai-2021	340	23	the	the	DT
stanford-ai-2021	340	24	geodesic	geodesic	NN
stanford-ai-2021	340	25	distances	distance	NNS
stanford-ai-2021	340	26	between	between	IN
stanford-ai-2021	340	27	the	the	DT
stanford-ai-2021	340	28	estimated	estimate	VBN
stanford-ai-2021	340	29	points	point	NNS
stanford-ai-2021	340	30	and	and	CC
stanford-ai-2021	340	31	the	the	DT
stanford-ai-2021	340	32	true	true	JJ
stanford-ai-2021	340	33	location	location	NN
stanford-ai-2021	340	34	of	of	IN
stanford-ai-2021	340	35	the	the	DT
stanford-ai-2021	340	36	body	body	NN
stanford-ai-2021	340	37	points	point	NNS
stanford-ai-2021	340	38	on	on	IN
stanford-ai-2021	340	39	the	the	DT
stanford-ai-2021	340	40	image	image	NN
stanford-ai-2021	340	41	.	.	.
stanford-ai-2021	341	1	The	the	DT
stanford-ai-2021	341	2	accuracy	accuracy	NN
stanford-ai-2021	341	3	has	have	VBZ
stanford-ai-2021	341	4	grown	grow	VBN
stanford-ai-2021	341	5	from	from	IN
stanford-ai-2021	341	6	56	56	CD
stanford-ai-2021	341	7	%	%	NN
stanford-ai-2021	341	8	in	in	IN
stanford-ai-2021	341	9	2018	2018	CD
stanford-ai-2021	341	10	to	to	IN
stanford-ai-2021	341	11	72	72	CD
stanford-ai-2021	341	12	%	%	NN
stanford-ai-2021	341	13	in	in	IN
stanford-ai-2021	341	14	2019	2019	CD
stanford-ai-2021	341	15	(	(	-LRB-
stanford-ai-2021	341	16	Figure	Figure	NNP
stanford-ai-2021	341	17	2.1.10	2.1.10	CD
stanford-ai-2021	341	18	)	)	-RRB-
stanford-ai-2021	341	19	.	.	.
stanford-ai-2021	342	1	2	2	LS
stanford-ai-2021	342	2	.1	.1	CD
stanford-ai-2021	342	3	C	c	NN
stanford-ai-2021	342	4	O	o	NN
stanford-ai-2021	342	5	M	m	NN
stanford-ai-2021	342	6	P	p	NN
stanford-ai-2021	342	7	U	u	NN
stanford-ai-2021	342	8	T	t	NN
stanford-ai-2021	342	9	E	e	NN
stanford-ai-2021	342	10	R	r	NN
stanford-ai-2021	342	11	V	v	NN
stanford-ai-2021	342	12	I	i	NN
stanford-ai-2021	342	13	S	s	NN
stanford-ai-2021	342	14	I	i	NN
stanford-ai-2021	342	15	O	o	NN
stanford-ai-2021	342	16	N	n	NN
stanford-ai-2021	342	17	—	—	:
stanford-ai-2021	342	18	I	-PRON-	PRP
stanford-ai-2021	342	19	M	M	NNP
stanford-ai-2021	342	20	AG	AG	NNP
stanford-ai-2021	342	21	E	e	NN
stanford-ai-2021	342	22	C	c	NN
stanford-ai-2021	342	23	H	h	NN
stanford-ai-2021	342	24	A	a	NN
stanford-ai-2021	342	25	P	p	NN
stanford-ai-2021	342	26	T	t	NN
stanford-ai-2021	342	27	E	e	NN
stanford-ai-2021	342	28	R	r	NN
stanford-ai-2021	342	29	2	2	CD
stanford-ai-2021	342	30	:	:	:
stanford-ai-2021	342	31	T	t	NN
stanford-ai-2021	342	32	E	e	NN
stanford-ai-2021	342	33	C	c	NN
stanford-ai-2021	342	34	H	h	NN
stanford-ai-2021	342	35	N	n	NN
stanford-ai-2021	342	36	I	i	NN
stanford-ai-2021	342	37	C	c	NN
stanford-ai-2021	342	38	A	a	NN
stanford-ai-2021	342	39	L	l	NN
stanford-ai-2021	342	40	P	p	NN
stanford-ai-2021	342	41	E	e	NN
stanford-ai-2021	342	42	R	r	NN
stanford-ai-2021	342	43	F	f	NN
stanford-ai-2021	342	44	O	o	NN
stanford-ai-2021	342	45	R	r	NN
stanford-ai-2021	342	46	M	m	NN
stanford-ai-2021	342	47	A	A	NNP
stanford-ai-2021	342	48	N	n	NN
stanford-ai-2021	342	49	C	c	NN
stanford-ai-2021	342	50	E	e	NN
stanford-ai-2021	342	51	03/2018	03/2018	CD
stanford-ai-2021	342	52	05/2018	05/2018	CD
stanford-ai-2021	342	53	07/2018	07/2018	CD
stanford-ai-2021	342	54	09/2018	09/2018	NNP
stanford-ai-2021	342	55	11/2018	11/2018	CD
stanford-ai-2021	342	56	01/2019	01/2019	CD
stanford-ai-2021	342	57	03/2019	03/2019	CD
stanford-ai-2021	342	58	05/2019	05/2019	CD
stanford-ai-2021	342	59	07/2019	07/2019	CD
stanford-ai-2021	342	60	09/2019	09/2019	SYM
stanford-ai-2021	342	61	50	50	CD
stanford-ai-2021	342	62	%	%	NN
stanford-ai-2021	342	63	55	55	CD
stanford-ai-2021	342	64	%	%	NN
stanford-ai-2021	342	65	60	60	CD
stanford-ai-2021	342	66	%	%	NN
stanford-ai-2021	342	67	65	65	CD
stanford-ai-2021	342	68	%	%	NN
stanford-ai-2021	342	69	70	70	CD
stanford-ai-2021	342	70	%	%	NN
stanford-ai-2021	342	71	75	75	CD
stanford-ai-2021	342	72	%	%	NN
stanford-ai-2021	342	73	A	a	DT
stanford-ai-2021	342	74	ve	ve	JJ
stanford-ai-2021	342	75	ra	ra	NN
stanford-ai-2021	342	76	g	g	NN
stanford-ai-2021	342	77	e	e	NNP
stanford-ai-2021	342	78	P	P	NNP
stanford-ai-2021	342	79	re	re	NN
stanford-ai-2021	342	80	ci	ci	NNP
stanford-ai-2021	342	81	si	si	NNP
stanford-ai-2021	342	82	o	o	NN
stanford-ai-2021	342	83	n	n	NN
stanford-ai-2021	342	84	(	(	-LRB-
stanford-ai-2021	342	85	A	a	DT
stanford-ai-2021	342	86	P	p	NN
stanford-ai-2021	342	87	)	)	-RRB-
stanford-ai-2021	342	88	72	72	CD
stanford-ai-2021	342	89	%	%	NN
stanford-ai-2021	342	90	COCO	COCO	NNP
stanford-ai-2021	342	91	DENSEPOSE	DENSEPOSE	VBD
stanford-ai-2021	342	92	CHALLENGE	CHALLENGE	NNP
stanford-ai-2021	342	93	:	:	:
stanford-ai-2021	342	94	AVERAGE	average	JJ
stanford-ai-2021	342	95	PRECISION	PRECISION	NNP
stanford-ai-2021	342	96	Source	source	NN
stanford-ai-2021	342	97	:	:	:
stanford-ai-2021	342	98	arXiv	arXiv	NNP
stanford-ai-2021	342	99	&	&	CC
stanford-ai-2021	342	100	CodaLab	CodaLab	NNP
stanford-ai-2021	342	101	,	,	,
stanford-ai-2021	342	102	2020	2020	CD
stanford-ai-2021	342	103	|	|	NNP
stanford-ai-2021	342	104	Chart	Chart	NNP
stanford-ai-2021	342	105	:	:	:
stanford-ai-2021	342	106	2021	2021	CD
stanford-ai-2021	342	107	AI	AI	NNP
stanford-ai-2021	342	108	Index	Index	NNP
stanford-ai-2021	342	109	Report	Report	NNP
stanford-ai-2021	342	110	Figure	Figure	NNP
stanford-ai-2021	342	111	2.1.10	2.1.10	CD
stanford-ai-2021	342	112	https://cocodataset.org/index.htm#densepose-eval	https://cocodataset.org/index.htm#densepose-eval	NN
stanford-ai-2021	342	113	TA	ta	NN
stanford-ai-2021	342	114	B	b	NN
stanford-ai-2021	342	115	L	l	NN
stanford-ai-2021	342	116	E	e	NN
stanford-ai-2021	342	117	O	o	NN
stanford-ai-2021	342	118	F	f	NN
stanford-ai-2021	342	119	C	c	NN
stanford-ai-2021	342	120	O	o	NN
stanford-ai-2021	342	121	N	n	NN
stanford-ai-2021	342	122	T	t	NN
stanford-ai-2021	342	123	E	e	NN
stanford-ai-2021	342	124	N	n	NN
stanford-ai-2021	342	125	T	t	NN
stanford-ai-2021	342	126	S	s	NN
stanford-ai-2021	342	127	5	5	CD
stanford-ai-2021	342	128	6C	6c	NN
stanford-ai-2021	342	129	H	h	NN
stanford-ai-2021	342	130	A	a	NN
stanford-ai-2021	342	131	P	p	NN
stanford-ai-2021	342	132	T	t	NN
stanford-ai-2021	342	133	E	e	NN
stanford-ai-2021	342	134	R	r	NN
stanford-ai-2021	342	135	2	2	CD
stanford-ai-2021	342	136	P	p	NN
stanford-ai-2021	342	137	R	r	NN
stanford-ai-2021	342	138	E	e	NN
stanford-ai-2021	342	139	V	v	NN
stanford-ai-2021	342	140	I	i	NN
stanford-ai-2021	342	141	E	e	NN
stanford-ai-2021	342	142	W	W	NNP
stanford-ai-2021	342	143	Artificial	Artificial	NNP
stanford-ai-2021	342	144	Intelligence	Intelligence	NNP
stanford-ai-2021	342	145	Index	Index	NNP
stanford-ai-2021	342	146	Report	Report	NNP
stanford-ai-2021	342	147	2021	2021	CD
stanford-ai-2021	342	148	S	s	NN
stanford-ai-2021	342	149	E	e	NN
stanford-ai-2021	342	150	M	M	NNP
stanford-ai-2021	342	151	A	a	NN
stanford-ai-2021	342	152	N	N	NNP
stanford-ai-2021	342	153	T	t	NN
stanford-ai-2021	342	154	I	i	NN
stanford-ai-2021	342	155	C	c	NN
stanford-ai-2021	342	156	S	s	NN
stanford-ai-2021	342	157	E	e	NN
stanford-ai-2021	342	158	G	g	NN
stanford-ai-2021	342	159	M	m	NN
stanford-ai-2021	342	160	E	e	NN
stanford-ai-2021	342	161	N	n	NN
stanford-ai-2021	342	162	TAT	tat	NN
stanford-ai-2021	342	163	I	i	NN
stanford-ai-2021	342	164	O	o	NN
stanford-ai-2021	342	165	N	n	NN
stanford-ai-2021	342	166	Semantic	semantic	JJ
stanford-ai-2021	342	167	segmentation	segmentation	NN
stanford-ai-2021	342	168	is	be	VBZ
stanford-ai-2021	342	169	the	the	DT
stanford-ai-2021	342	170	task	task	NN
stanford-ai-2021	342	171	of	of	IN
stanford-ai-2021	342	172	classifying	classify	VBG
stanford-ai-2021	342	173	each	each	DT
stanford-ai-2021	342	174	pixel	pixel	NN
stanford-ai-2021	342	175	in	in	IN
stanford-ai-2021	342	176	an	an	DT
stanford-ai-2021	342	177	image	image	NN
stanford-ai-2021	342	178	to	to	IN
stanford-ai-2021	342	179	a	a	DT
stanford-ai-2021	342	180	particular	particular	JJ
stanford-ai-2021	342	181	label	label	NN
stanford-ai-2021	342	182	,	,	,
stanford-ai-2021	342	183	such	such	JJ
stanford-ai-2021	342	184	as	as	IN
stanford-ai-2021	342	185	person	person	NN
stanford-ai-2021	342	186	,	,	,
stanford-ai-2021	342	187	cat	cat	NN
stanford-ai-2021	342	188	,	,	,
stanford-ai-2021	342	189	etc	etc	FW
stanford-ai-2021	342	190	.	.	.
stanford-ai-2021	343	1	Where	where	WRB
stanford-ai-2021	343	2	image	image	NN
stanford-ai-2021	343	3	classification	classification	NN
stanford-ai-2021	343	4	tries	try	VBZ
stanford-ai-2021	343	5	to	to	TO
stanford-ai-2021	343	6	assign	assign	VB
stanford-ai-2021	343	7	a	a	DT
stanford-ai-2021	343	8	label	label	NN
stanford-ai-2021	343	9	to	to	IN
stanford-ai-2021	343	10	the	the	DT
stanford-ai-2021	343	11	entire	entire	JJ
stanford-ai-2021	343	12	image	image	NN
stanford-ai-2021	343	13	,	,	,
stanford-ai-2021	343	14	semantic	semantic	JJ
stanford-ai-2021	343	15	segmentation	segmentation	NN
stanford-ai-2021	343	16	tries	try	VBZ
stanford-ai-2021	343	17	to	to	TO
stanford-ai-2021	343	18	isolate	isolate	VB
stanford-ai-2021	343	19	the	the	DT
stanford-ai-2021	343	20	distinct	distinct	JJ
stanford-ai-2021	343	21	entities	entity	NNS
stanford-ai-2021	343	22	and	and	CC
stanford-ai-2021	343	23	objects	object	NNS
stanford-ai-2021	343	24	in	in	IN
stanford-ai-2021	343	25	a	a	DT
stanford-ai-2021	343	26	given	give	VBN
stanford-ai-2021	343	27	image	image	NN
stanford-ai-2021	343	28	,	,	,
stanford-ai-2021	343	29	allowing	allow	VBG
stanford-ai-2021	343	30	for	for	IN
stanford-ai-2021	343	31	more	more	JJR
stanford-ai-2021	343	32	fine	fine	RB
stanford-ai-2021	343	33	-	-	HYPH
stanford-ai-2021	343	34	grained	grain	VBN
stanford-ai-2021	343	35	identification	identification	NN
stanford-ai-2021	343	36	.	.	.
stanford-ai-2021	344	1	Semantic	semantic	JJ
stanford-ai-2021	344	2	segmentation	segmentation	NN
stanford-ai-2021	344	3	is	be	VBZ
stanford-ai-2021	344	4	a	a	DT
stanford-ai-2021	344	5	basic	basic	JJ
stanford-ai-2021	344	6	input	input	NN
stanford-ai-2021	344	7	technology	technology	NN
stanford-ai-2021	344	8	for	for	IN
stanford-ai-2021	344	9	self	self	NN
stanford-ai-2021	344	10	-	-	HYPH
stanford-ai-2021	344	11	driving	drive	VBG
stanford-ai-2021	344	12	cars	car	NNS
stanford-ai-2021	344	13	(	(	-LRB-
stanford-ai-2021	344	14	identifying	identify	VBG
stanford-ai-2021	344	15	and	and	CC
stanford-ai-2021	344	16	isolating	isolating	JJ
stanford-ai-2021	344	17	objects	object	NNS
stanford-ai-2021	344	18	on	on	IN
stanford-ai-2021	344	19	roads	road	NNS
stanford-ai-2021	344	20	)	)	-RRB-
stanford-ai-2021	344	21	,	,	,
stanford-ai-2021	344	22	image	image	NN
stanford-ai-2021	344	23	analysis	analysis	NN
stanford-ai-2021	344	24	,	,	,
stanford-ai-2021	344	25	medical	medical	JJ
stanford-ai-2021	344	26	applications	application	NNS
stanford-ai-2021	344	27	,	,	,
stanford-ai-2021	344	28	and	and	CC
stanford-ai-2021	344	29	more	more	JJR
stanford-ai-2021	344	30	.	.	.
stanford-ai-2021	345	1	Cityscapes	Cityscapes	NNP
stanford-ai-2021	345	2	Cityscapes	Cityscapes	NNP
stanford-ai-2021	345	3	is	be	VBZ
stanford-ai-2021	345	4	a	a	DT
stanford-ai-2021	345	5	large	large	JJ
stanford-ai-2021	345	6	-	-	HYPH
stanford-ai-2021	345	7	scale	scale	NN
stanford-ai-2021	345	8	dataset	dataset	NN
stanford-ai-2021	345	9	of	of	IN
stanford-ai-2021	345	10	diverse	diverse	JJ
stanford-ai-2021	345	11	urban	urban	JJ
stanford-ai-2021	345	12	street	street	NN
stanford-ai-2021	345	13	scenes	scene	NNS
stanford-ai-2021	345	14	across	across	IN
stanford-ai-2021	345	15	50	50	CD
stanford-ai-2021	345	16	different	different	JJ
stanford-ai-2021	345	17	cities	city	NNS
stanford-ai-2021	345	18	recorded	record	VBN
stanford-ai-2021	345	19	during	during	IN
stanford-ai-2021	345	20	the	the	DT
stanford-ai-2021	345	21	daytime	daytime	NN
stanford-ai-2021	345	22	over	over	IN
stanford-ai-2021	345	23	several	several	JJ
stanford-ai-2021	345	24	months	month	NNS
stanford-ai-2021	345	25	(	(	-LRB-
stanford-ai-2021	345	26	during	during	IN
stanford-ai-2021	345	27	spring	spring	NN
stanford-ai-2021	345	28	,	,	,
stanford-ai-2021	345	29	summer	summer	NN
stanford-ai-2021	345	30	,	,	,
stanford-ai-2021	345	31	and	and	CC
stanford-ai-2021	345	32	fall	fall	VBP
stanford-ai-2021	345	33	)	)	-RRB-
stanford-ai-2021	345	34	of	of	IN
stanford-ai-2021	345	35	the	the	DT
stanford-ai-2021	345	36	year	year	NN
stanford-ai-2021	345	37	.	.	.
stanford-ai-2021	346	1	The	the	DT
stanford-ai-2021	346	2	dataset	dataset	NN
stanford-ai-2021	346	3	contains	contain	VBZ
stanford-ai-2021	346	4	5,000	5,000	CD
stanford-ai-2021	346	5	images	image	NNS
stanford-ai-2021	346	6	with	with	IN
stanford-ai-2021	346	7	high	high	JJ
stanford-ai-2021	346	8	-	-	HYPH
stanford-ai-2021	346	9	quality	quality	NN
stanford-ai-2021	346	10	,	,	,
stanford-ai-2021	346	11	pixel	pixel	NN
stanford-ai-2021	346	12	-	-	HYPH
stanford-ai-2021	346	13	level	level	NN
stanford-ai-2021	346	14	annotations	annotation	NNS
stanford-ai-2021	346	15	and	and	CC
stanford-ai-2021	346	16	20,000	20,000	CD
stanford-ai-2021	346	17	weekly	weekly	JJ
stanford-ai-2021	346	18	labeled	label	VBN
stanford-ai-2021	346	19	ones	one	NNS
stanford-ai-2021	346	20	.	.	.
stanford-ai-2021	347	1	Semantic	semantic	JJ
stanford-ai-2021	347	2	scene	scene	NN
stanford-ai-2021	347	3	understanding	understanding	NN
stanford-ai-2021	347	4	,	,	,
stanford-ai-2021	347	5	especially	especially	RB
stanford-ai-2021	347	6	in	in	IN
stanford-ai-2021	347	7	the	the	DT
stanford-ai-2021	347	8	urban	urban	JJ
stanford-ai-2021	347	9	space	space	NN
stanford-ai-2021	347	10	,	,	,
stanford-ai-2021	347	11	is	be	VBZ
stanford-ai-2021	347	12	crucial	crucial	JJ
stanford-ai-2021	347	13	to	to	IN
stanford-ai-2021	347	14	the	the	DT
stanford-ai-2021	347	15	environmental	environmental	JJ
stanford-ai-2021	347	16	perception	perception	NN
stanford-ai-2021	347	17	of	of	IN
stanford-ai-2021	347	18	autonomous	autonomous	JJ
stanford-ai-2021	347	19	vehicles	vehicle	NNS
stanford-ai-2021	347	20	.	.	.
stanford-ai-2021	348	1	Cityscapes	Cityscapes	NNP
stanford-ai-2021	348	2	is	be	VBZ
stanford-ai-2021	348	3	useful	useful	JJ
stanford-ai-2021	348	4	for	for	IN
stanford-ai-2021	348	5	training	train	VBG
stanford-ai-2021	348	6	deep	deep	JJ
stanford-ai-2021	348	7	neural	neural	JJ
stanford-ai-2021	348	8	networks	network	NNS
stanford-ai-2021	348	9	to	to	TO
stanford-ai-2021	348	10	understand	understand	VB
stanford-ai-2021	348	11	the	the	DT
stanford-ai-2021	348	12	urban	urban	JJ
stanford-ai-2021	348	13	environment	environment	NN
stanford-ai-2021	348	14	.	.	.
stanford-ai-2021	349	1	One	one	CD
stanford-ai-2021	349	2	Cityscapes	Cityscapes	NNP
stanford-ai-2021	349	3	task	task	NN
stanford-ai-2021	349	4	that	that	WDT
stanford-ai-2021	349	5	focuses	focus	VBZ
stanford-ai-2021	349	6	on	on	IN
stanford-ai-2021	349	7	semantic	semantic	JJ
stanford-ai-2021	349	8	segmentation	segmentation	NN
stanford-ai-2021	349	9	is	be	VBZ
stanford-ai-2021	349	10	the	the	DT
stanford-ai-2021	349	11	pixel	pixel	NN
stanford-ai-2021	349	12	-	-	HYPH
stanford-ai-2021	349	13	level	level	NN
stanford-ai-2021	349	14	semantic	semantic	JJ
stanford-ai-2021	349	15	labeling	labeling	NN
stanford-ai-2021	349	16	task	task	NN
stanford-ai-2021	349	17	.	.	.
stanford-ai-2021	350	1	This	this	DT
stanford-ai-2021	350	2	task	task	NN
stanford-ai-2021	350	3	requires	require	VBZ
stanford-ai-2021	350	4	an	an	DT
stanford-ai-2021	350	5	algorithm	algorithm	NN
stanford-ai-2021	350	6	to	to	TO
stanford-ai-2021	350	7	predict	predict	VB
stanford-ai-2021	350	8	the	the	DT
stanford-ai-2021	350	9	per	per	IN
stanford-ai-2021	350	10	-	-	HYPH
stanford-ai-2021	350	11	pixel	pixel	NN
stanford-ai-2021	350	12	semantic	semantic	JJ
stanford-ai-2021	350	13	labeling	labeling	NN
stanford-ai-2021	350	14	of	of	IN
stanford-ai-2021	350	15	the	the	DT
stanford-ai-2021	350	16	image	image	NN
stanford-ai-2021	350	17	,	,	,
stanford-ai-2021	350	18	partitioning	partition	VBG
stanford-ai-2021	350	19	an	an	DT
stanford-ai-2021	350	20	image	image	NN
stanford-ai-2021	350	21	into	into	IN
stanford-ai-2021	350	22	different	different	JJ
stanford-ai-2021	350	23	categories	category	NNS
stanford-ai-2021	350	24	,	,	,
stanford-ai-2021	350	25	like	like	IN
stanford-ai-2021	350	26	cars	car	NNS
stanford-ai-2021	350	27	,	,	,
stanford-ai-2021	350	28	buses	bus	NNS
stanford-ai-2021	350	29	,	,	,
stanford-ai-2021	350	30	people	people	NNS
stanford-ai-2021	350	31	,	,	,
stanford-ai-2021	350	32	trees	tree	NNS
stanford-ai-2021	350	33	,	,	,
stanford-ai-2021	350	34	and	and	CC
stanford-ai-2021	350	35	roads	road	NNS
stanford-ai-2021	350	36	.	.	.
stanford-ai-2021	351	1	Participants	participant	NNS
stanford-ai-2021	351	2	are	be	VBP
stanford-ai-2021	351	3	evaluated	evaluate	VBN
stanford-ai-2021	351	4	based	base	VBN
stanford-ai-2021	351	5	on	on	IN
stanford-ai-2021	351	6	the	the	DT
stanford-ai-2021	351	7	intersection	intersection	NN
stanford-ai-2021	351	8	-	-	HYPH
stanford-ai-2021	351	9	over	over	IN
stanford-ai-2021	351	10	-	-	HYPH
stanford-ai-2021	351	11	union	union	NN
stanford-ai-2021	351	12	(	(	-LRB-
stanford-ai-2021	351	13	IoU	IoU	NNP
stanford-ai-2021	351	14	)	)	-RRB-
stanford-ai-2021	351	15	metric	metric	NNP
stanford-ai-2021	351	16	.	.	.
stanford-ai-2021	352	1	A	a	DT
stanford-ai-2021	352	2	higher	high	JJR
stanford-ai-2021	352	3	IoU	iou	NN
stanford-ai-2021	352	4	score	score	NN
stanford-ai-2021	352	5	means	mean	VBZ
stanford-ai-2021	352	6	a	a	DT
stanford-ai-2021	352	7	better	well	JJR
stanford-ai-2021	352	8	segmentation	segmentation	NN
stanford-ai-2021	352	9	accuracy	accuracy	NN
stanford-ai-2021	352	10	.	.	.
stanford-ai-2021	353	1	Between	between	IN
stanford-ai-2021	353	2	2014	2014	CD
stanford-ai-2021	353	3	and	and	CC
stanford-ai-2021	353	4	2020	2020	CD
stanford-ai-2021	353	5	,	,	,
stanford-ai-2021	353	6	the	the	DT
stanford-ai-2021	353	7	mean	mean	NNP
stanford-ai-2021	353	8	IoU	IoU	NNP
stanford-ai-2021	353	9	increased	increase	VBN
stanford-ai-2021	353	10	by	by	IN
stanford-ai-2021	353	11	35	35	CD
stanford-ai-2021	353	12	%	%	NN
stanford-ai-2021	353	13	(	(	-LRB-
stanford-ai-2021	353	14	Figure	Figure	NNP
stanford-ai-2021	353	15	2.1.11	2.1.11	CD
stanford-ai-2021	353	16	)	)	-RRB-
stanford-ai-2021	353	17	.	.	.
stanford-ai-2021	354	1	There	there	EX
stanford-ai-2021	354	2	was	be	VBD
stanford-ai-2021	354	3	a	a	DT
stanford-ai-2021	354	4	significant	significant	JJ
stanford-ai-2021	354	5	boost	boost	NN
stanford-ai-2021	354	6	to	to	TO
stanford-ai-2021	354	7	progress	progress	VB
stanford-ai-2021	354	8	in	in	IN
stanford-ai-2021	354	9	2016	2016	CD
stanford-ai-2021	354	10	and	and	CC
stanford-ai-2021	354	11	2017	2017	CD
stanford-ai-2021	354	12	when	when	WRB
stanford-ai-2021	354	13	people	people	NNS
stanford-ai-2021	354	14	started	start	VBD
stanford-ai-2021	354	15	using	use	VBG
stanford-ai-2021	354	16	residual	residual	JJ
stanford-ai-2021	354	17	networks	network	NNS
stanford-ai-2021	354	18	in	in	IN
stanford-ai-2021	354	19	these	these	DT
stanford-ai-2021	354	20	systems	system	NNS
stanford-ai-2021	354	21	.	.	.
stanford-ai-2021	355	1	2	2	LS
stanford-ai-2021	355	2	.1	.1	CD
stanford-ai-2021	355	3	C	c	NN
stanford-ai-2021	355	4	O	o	NN
stanford-ai-2021	355	5	M	m	NN
stanford-ai-2021	355	6	P	p	NN
stanford-ai-2021	355	7	U	u	NN
stanford-ai-2021	355	8	T	t	NN
stanford-ai-2021	355	9	E	e	NN
stanford-ai-2021	355	10	R	r	NN
stanford-ai-2021	355	11	V	v	NN
stanford-ai-2021	355	12	I	i	NN
stanford-ai-2021	355	13	S	s	NN
stanford-ai-2021	355	14	I	i	NN
stanford-ai-2021	355	15	O	o	NN
stanford-ai-2021	355	16	N	n	NN
stanford-ai-2021	355	17	—	—	:
stanford-ai-2021	355	18	I	-PRON-	PRP
stanford-ai-2021	355	19	M	M	NNP
stanford-ai-2021	355	20	AG	AG	NNP
stanford-ai-2021	355	21	E	e	NN
stanford-ai-2021	355	22	C	c	NN
stanford-ai-2021	355	23	H	h	NN
stanford-ai-2021	355	24	A	a	NN
stanford-ai-2021	355	25	P	p	NN
stanford-ai-2021	355	26	T	t	NN
stanford-ai-2021	355	27	E	e	NN
stanford-ai-2021	355	28	R	r	NN
stanford-ai-2021	355	29	2	2	CD
stanford-ai-2021	355	30	:	:	:
stanford-ai-2021	355	31	T	t	NN
stanford-ai-2021	355	32	E	e	NN
stanford-ai-2021	355	33	C	c	NN
stanford-ai-2021	355	34	H	h	NN
stanford-ai-2021	355	35	N	n	NN
stanford-ai-2021	355	36	I	i	NN
stanford-ai-2021	355	37	C	c	NN
stanford-ai-2021	355	38	A	a	NN
stanford-ai-2021	355	39	L	l	NN
stanford-ai-2021	355	40	P	p	NN
stanford-ai-2021	355	41	E	e	NN
stanford-ai-2021	355	42	R	r	NN
stanford-ai-2021	355	43	F	f	NN
stanford-ai-2021	355	44	O	o	NN
stanford-ai-2021	355	45	R	r	NN
stanford-ai-2021	355	46	M	m	NN
stanford-ai-2021	355	47	A	A	NNP
stanford-ai-2021	355	48	N	N	NNP
stanford-ai-2021	355	49	C	c	NN
stanford-ai-2021	355	50	E	e	NN
stanford-ai-2021	355	51	01/2015	01/2015	NN
stanford-ai-2021	355	52	01/2016	01/2016	CD
stanford-ai-2021	355	53	01/2017	01/2017	CD
stanford-ai-2021	355	54	01/2018	01/2018	CD
stanford-ai-2021	355	55	01/2019	01/2019	CD
stanford-ai-2021	355	56	01/2020	01/2020	CD
stanford-ai-2021	355	57	60	60	CD
stanford-ai-2021	355	58	%	%	NN
stanford-ai-2021	355	59	65	65	CD
stanford-ai-2021	355	60	%	%	NN
stanford-ai-2021	355	61	70	70	CD
stanford-ai-2021	355	62	%	%	NN
stanford-ai-2021	355	63	75	75	CD
stanford-ai-2021	355	64	%	%	NN
stanford-ai-2021	355	65	80	80	CD
stanford-ai-2021	355	66	%	%	NN
stanford-ai-2021	355	67	85	85	CD
stanford-ai-2021	355	68	%	%	NN
stanford-ai-2021	355	69	90	90	CD
stanford-ai-2021	355	70	%	%	NN
stanford-ai-2021	355	71	M	m	NN
stanford-ai-2021	355	72	ea	ea	NN
stanford-ai-2021	355	73	n	n	NNP
stanford-ai-2021	355	74	In	in	IN
stanford-ai-2021	355	75	te	te	NNP
stanford-ai-2021	355	76	rs	rs	NNP
stanford-ai-2021	355	77	ec	ec	NNP
stanford-ai-2021	355	78	ti	ti	NNP
stanford-ai-2021	355	79	o	o	XX
stanford-ai-2021	355	80	n	n	CC
stanford-ai-2021	355	81	-O	-O	:
stanford-ai-2021	355	82	ve	ve	JJ
stanford-ai-2021	355	83	r-	r-	NN
stanford-ai-2021	355	84	U	u	NN
stanford-ai-2021	355	85	n	n	CC
stanford-ai-2021	355	86	io	io	IN
stanford-ai-2021	355	87	n	n	NN
stanford-ai-2021	355	88	(	(	-LRB-
stanford-ai-2021	355	89	m	m	NNP
stanford-ai-2021	355	90	Io	Io	NNP
stanford-ai-2021	355	91	U	U	NNP
stanford-ai-2021	355	92	)	)	-RRB-
stanford-ai-2021	355	93	85.1	85.1	CD
stanford-ai-2021	355	94	%	%	NN
stanford-ai-2021	355	95	With	with	IN
stanford-ai-2021	355	96	Extra	Extra	NNP
stanford-ai-2021	355	97	Training	Training	NNP
stanford-ai-2021	355	98	Data	Data	NNP
stanford-ai-2021	355	99	82.3	82.3	CD
stanford-ai-2021	355	100	%	%	NN
stanford-ai-2021	355	101	Without	without	IN
stanford-ai-2021	355	102	Extra	Extra	NNP
stanford-ai-2021	355	103	Training	Training	NNP
stanford-ai-2021	355	104	Data	Data	NNPS
stanford-ai-2021	355	105	CITYSCAPES	CITYSCAPES	NNP
stanford-ai-2021	355	106	CHALLENGE	CHALLENGE	NNP
stanford-ai-2021	355	107	:	:	:
stanford-ai-2021	355	108	PIXEL	pixel	JJ
stanford-ai-2021	355	109	-	-	HYPH
stanford-ai-2021	355	110	LEVEL	level	NN
stanford-ai-2021	355	111	SEMANTIC	semantic	JJ
stanford-ai-2021	355	112	LABELING	labeling	NN
stanford-ai-2021	355	113	TASK	TASK	NNP
stanford-ai-2021	355	114	Source	source	NN
stanford-ai-2021	355	115	:	:	:
stanford-ai-2021	355	116	Papers	paper	NNS
stanford-ai-2021	355	117	with	with	IN
stanford-ai-2021	355	118	Code	Code	NNP
stanford-ai-2021	355	119	,	,	,
stanford-ai-2021	355	120	2020	2020	CD
stanford-ai-2021	355	121	|	|	NNP
stanford-ai-2021	355	122	Chart	Chart	NNP
stanford-ai-2021	355	123	:	:	:
stanford-ai-2021	355	124	2021	2021	CD
stanford-ai-2021	355	125	AI	AI	NNP
stanford-ai-2021	355	126	Index	Index	NNP
stanford-ai-2021	355	127	Report	Report	NNP
stanford-ai-2021	355	128	Figure	Figure	NNP
stanford-ai-2021	355	129	2.1.11	2.1.11	CD
stanford-ai-2021	355	130	https://towardsdatascience.com/metrics-to-evaluate-your-semantic-segmentation-model-6bcb99639aa2	https://towardsdatascience.com/metrics-to-evaluate-your-semantic-segmentation-model-6bcb99639aa2	NN
stanford-ai-2021	355	131	TA	TA	NNP
stanford-ai-2021	355	132	B	b	NN
stanford-ai-2021	355	133	L	l	NN
stanford-ai-2021	355	134	E	e	NN
stanford-ai-2021	355	135	O	o	NN
stanford-ai-2021	355	136	F	f	NN
stanford-ai-2021	355	137	C	c	NN
stanford-ai-2021	355	138	O	o	NN
stanford-ai-2021	355	139	N	n	NN
stanford-ai-2021	355	140	T	t	NN
stanford-ai-2021	355	141	E	e	NN
stanford-ai-2021	355	142	N	n	NN
stanford-ai-2021	355	143	T	t	NN
stanford-ai-2021	355	144	S	s	NN
stanford-ai-2021	355	145	5	5	CD
stanford-ai-2021	355	146	7C	7c	NN
stanford-ai-2021	355	147	H	h	NN
stanford-ai-2021	355	148	A	a	NN
stanford-ai-2021	355	149	P	p	NN
stanford-ai-2021	355	150	T	t	NN
stanford-ai-2021	355	151	E	e	NN
stanford-ai-2021	355	152	R	r	NN
stanford-ai-2021	355	153	2	2	CD
stanford-ai-2021	355	154	P	p	NN
stanford-ai-2021	355	155	R	r	NN
stanford-ai-2021	355	156	E	e	NN
stanford-ai-2021	355	157	V	v	NN
stanford-ai-2021	355	158	I	i	NN
stanford-ai-2021	355	159	E	e	NN
stanford-ai-2021	355	160	W	W	NNP
stanford-ai-2021	355	161	Artificial	Artificial	NNP
stanford-ai-2021	355	162	Intelligence	Intelligence	NNP
stanford-ai-2021	355	163	Index	Index	NNP
stanford-ai-2021	355	164	Report	Report	NNP
stanford-ai-2021	355	165	2021	2021	CD
stanford-ai-2021	355	166	E	e	NN
stanford-ai-2021	355	167	M	m	NN
stanford-ai-2021	355	168	B	b	NN
stanford-ai-2021	355	169	O	o	NN
stanford-ai-2021	355	170	D	d	NN
stanford-ai-2021	355	171	I	i	NN
stanford-ai-2021	355	172	E	e	NN
stanford-ai-2021	355	173	D	d	NN
stanford-ai-2021	355	174	V	v	NN
stanford-ai-2021	355	175	I	i	NN
stanford-ai-2021	355	176	S	s	NN
stanford-ai-2021	355	177	I	i	NN
stanford-ai-2021	355	178	O	o	NN
stanford-ai-2021	355	179	N	n	NN
stanford-ai-2021	355	180	The	the	DT
stanford-ai-2021	355	181	performance	performance	NN
stanford-ai-2021	355	182	data	datum	NNS
stanford-ai-2021	355	183	so	so	RB
stanford-ai-2021	355	184	far	far	RB
stanford-ai-2021	355	185	shows	show	VBZ
stanford-ai-2021	355	186	that	that	IN
stanford-ai-2021	355	187	computer	computer	NN
stanford-ai-2021	355	188	vision	vision	NN
stanford-ai-2021	355	189	systems	system	NNS
stanford-ai-2021	355	190	have	have	VBP
stanford-ai-2021	355	191	advanced	advance	VBN
stanford-ai-2021	355	192	tremendously	tremendously	RB
stanford-ai-2021	355	193	in	in	IN
stanford-ai-2021	355	194	recent	recent	JJ
stanford-ai-2021	355	195	years	year	NNS
stanford-ai-2021	355	196	.	.	.
stanford-ai-2021	356	1	Object	object	NN
stanford-ai-2021	356	2	recognition	recognition	NN
stanford-ai-2021	356	3	,	,	,
stanford-ai-2021	356	4	semantic	semantic	JJ
stanford-ai-2021	356	5	segmentation	segmentation	NN
stanford-ai-2021	356	6	,	,	,
stanford-ai-2021	356	7	and	and	CC
stanford-ai-2021	356	8	human	human	JJ
stanford-ai-2021	356	9	pose	pose	NN
stanford-ai-2021	356	10	estimation	estimation	NN
stanford-ai-2021	356	11	,	,	,
stanford-ai-2021	356	12	among	among	IN
stanford-ai-2021	356	13	others	other	NNS
stanford-ai-2021	356	14	,	,	,
stanford-ai-2021	356	15	have	have	VBP
stanford-ai-2021	356	16	now	now	RB
stanford-ai-2021	356	17	achieved	achieve	VBN
stanford-ai-2021	356	18	significant	significant	JJ
stanford-ai-2021	356	19	levels	level	NNS
stanford-ai-2021	356	20	of	of	IN
stanford-ai-2021	356	21	performance	performance	NN
stanford-ai-2021	356	22	.	.	.
stanford-ai-2021	357	1	Note	note	VB
stanford-ai-2021	357	2	that	that	IN
stanford-ai-2021	357	3	these	these	DT
stanford-ai-2021	357	4	visual	visual	JJ
stanford-ai-2021	357	5	tasks	task	NNS
stanford-ai-2021	357	6	are	be	VBP
stanford-ai-2021	357	7	somewhat	somewhat	RB
stanford-ai-2021	357	8	passive	passive	JJ
stanford-ai-2021	357	9	or	or	CC
stanford-ai-2021	357	10	disembodied	disembodied	JJ
stanford-ai-2021	357	11	.	.	.
stanford-ai-2021	358	1	That	that	RB
stanford-ai-2021	358	2	is	is	RB
stanford-ai-2021	358	3	,	,	,
stanford-ai-2021	358	4	they	-PRON-	PRP
stanford-ai-2021	358	5	can	can	MD
stanford-ai-2021	358	6	operate	operate	VB
stanford-ai-2021	358	7	on	on	IN
stanford-ai-2021	358	8	images	image	NNS
stanford-ai-2021	358	9	or	or	CC
stanford-ai-2021	358	10	videos	video	NNS
stanford-ai-2021	358	11	taken	take	VBN
stanford-ai-2021	358	12	from	from	IN
stanford-ai-2021	358	13	camera	camera	NN
stanford-ai-2021	358	14	systems	system	NNS
stanford-ai-2021	358	15	that	that	WDT
stanford-ai-2021	358	16	are	be	VBP
stanford-ai-2021	358	17	not	not	RB
stanford-ai-2021	358	18	physically	physically	RB
stanford-ai-2021	358	19	able	able	JJ
stanford-ai-2021	358	20	to	to	TO
stanford-ai-2021	358	21	interact	interact	VB
stanford-ai-2021	358	22	with	with	IN
stanford-ai-2021	358	23	the	the	DT
stanford-ai-2021	358	24	surrounding	surround	VBG
stanford-ai-2021	358	25	environment	environment	NN
stanford-ai-2021	358	26	.	.	.
stanford-ai-2021	359	1	As	as	IN
stanford-ai-2021	359	2	a	a	DT
stanford-ai-2021	359	3	consequence	consequence	NN
stanford-ai-2021	359	4	of	of	IN
stanford-ai-2021	359	5	the	the	DT
stanford-ai-2021	359	6	continuous	continuous	JJ
stanford-ai-2021	359	7	improvement	improvement	NN
stanford-ai-2021	359	8	in	in	IN
stanford-ai-2021	359	9	those	those	DT
stanford-ai-2021	359	10	passive	passive	JJ
stanford-ai-2021	359	11	tasks	task	NNS
stanford-ai-2021	359	12	,	,	,
stanford-ai-2021	359	13	researchers	researcher	NNS
stanford-ai-2021	359	14	have	have	VBP
stanford-ai-2021	359	15	now	now	RB
stanford-ai-2021	359	16	started	start	VBN
stanford-ai-2021	359	17	to	to	TO
stanford-ai-2021	359	18	develop	develop	VB
stanford-ai-2021	359	19	more	more	RBR
stanford-ai-2021	359	20	advanced	advanced	JJ
stanford-ai-2021	359	21	AI	AI	NNP
stanford-ai-2021	359	22	systems	system	NNS
stanford-ai-2021	359	23	that	that	WDT
stanford-ai-2021	359	24	can	can	MD
stanford-ai-2021	359	25	be	be	VB
stanford-ai-2021	359	26	interactive	interactive	JJ
stanford-ai-2021	359	27	or	or	CC
stanford-ai-2021	359	28	embodied	embody	VBN
stanford-ai-2021	359	29	—	—	:
stanford-ai-2021	359	30	that	that	RB
stanford-ai-2021	359	31	is	is	RB
stanford-ai-2021	359	32	,	,	,
stanford-ai-2021	359	33	systems	system	NNS
stanford-ai-2021	359	34	that	that	WDT
stanford-ai-2021	359	35	can	can	MD
stanford-ai-2021	359	36	physically	physically	RB
stanford-ai-2021	359	37	interact	interact	VB
stanford-ai-2021	359	38	with	with	IN
stanford-ai-2021	359	39	and	and	CC
stanford-ai-2021	359	40	modify	modify	VB
stanford-ai-2021	359	41	the	the	DT
stanford-ai-2021	359	42	surrounding	surround	VBG
stanford-ai-2021	359	43	environment	environment	NN
stanford-ai-2021	359	44	in	in	IN
stanford-ai-2021	359	45	which	which	WDT
stanford-ai-2021	359	46	they	-PRON-	PRP
stanford-ai-2021	359	47	operate	operate	VBP
stanford-ai-2021	359	48	:	:	:
stanford-ai-2021	359	49	for	for	IN
stanford-ai-2021	359	50	example	example	NN
stanford-ai-2021	359	51	,	,	,
stanford-ai-2021	359	52	a	a	DT
stanford-ai-2021	359	53	robot	robot	NN
stanford-ai-2021	359	54	that	that	WDT
stanford-ai-2021	359	55	can	can	MD
stanford-ai-2021	359	56	visually	visually	RB
stanford-ai-2021	359	57	survey	survey	VB
stanford-ai-2021	359	58	a	a	DT
stanford-ai-2021	359	59	new	new	JJ
stanford-ai-2021	359	60	building	building	NN
stanford-ai-2021	359	61	and	and	CC
stanford-ai-2021	359	62	autonomously	autonomously	RB
stanford-ai-2021	359	63	navigate	navigate	VBP
stanford-ai-2021	359	64	it	-PRON-	PRP
stanford-ai-2021	359	65	,	,	,
stanford-ai-2021	359	66	or	or	CC
stanford-ai-2021	359	67	a	a	DT
stanford-ai-2021	359	68	robot	robot	NN
stanford-ai-2021	359	69	that	that	WDT
stanford-ai-2021	359	70	can	can	MD
stanford-ai-2021	359	71	learn	learn	VB
stanford-ai-2021	359	72	to	to	TO
stanford-ai-2021	359	73	assemble	assemble	VB
stanford-ai-2021	359	74	pieces	piece	NNS
stanford-ai-2021	359	75	by	by	IN
stanford-ai-2021	359	76	watching	watch	VBG
stanford-ai-2021	359	77	visual	visual	JJ
stanford-ai-2021	359	78	demonstrations	demonstration	NNS
stanford-ai-2021	359	79	instead	instead	RB
stanford-ai-2021	359	80	of	of	IN
stanford-ai-2021	359	81	being	be	VBG
stanford-ai-2021	359	82	manually	manually	RB
stanford-ai-2021	359	83	programmed	program	VBN
stanford-ai-2021	359	84	for	for	IN
stanford-ai-2021	359	85	this	this	DT
stanford-ai-2021	359	86	.	.	.
stanford-ai-2021	360	1	Progress	progress	NN
stanford-ai-2021	360	2	in	in	IN
stanford-ai-2021	360	3	this	this	DT
stanford-ai-2021	360	4	area	area	NN
stanford-ai-2021	360	5	is	be	VBZ
stanford-ai-2021	360	6	currently	currently	RB
stanford-ai-2021	360	7	driven	drive	VBN
stanford-ai-2021	360	8	by	by	IN
stanford-ai-2021	360	9	the	the	DT
stanford-ai-2021	360	10	development	development	NN
stanford-ai-2021	360	11	of	of	IN
stanford-ai-2021	360	12	sophisticated	sophisticated	JJ
stanford-ai-2021	360	13	simulation	simulation	NN
stanford-ai-2021	360	14	environments	environment	NNS
stanford-ai-2021	360	15	,	,	,
stanford-ai-2021	360	16	where	where	WRB
stanford-ai-2021	360	17	researchers	researcher	NNS
stanford-ai-2021	360	18	can	can	MD
stanford-ai-2021	360	19	deploy	deploy	VB
stanford-ai-2021	360	20	robots	robot	NNS
stanford-ai-2021	360	21	in	in	IN
stanford-ai-2021	360	22	virtual	virtual	JJ
stanford-ai-2021	360	23	spaces	space	NNS
stanford-ai-2021	360	24	,	,	,
stanford-ai-2021	360	25	simulate	simulate	VB
stanford-ai-2021	360	26	what	what	WP
stanford-ai-2021	360	27	their	-PRON-	PRP$
stanford-ai-2021	360	28	cameras	camera	NNS
stanford-ai-2021	360	29	would	would	MD
stanford-ai-2021	360	30	see	see	VB
stanford-ai-2021	360	31	and	and	CC
stanford-ai-2021	360	32	capture	capture	VB
stanford-ai-2021	360	33	,	,	,
stanford-ai-2021	360	34	and	and	CC
stanford-ai-2021	360	35	develop	develop	VB
stanford-ai-2021	360	36	AI	AI	NNP
stanford-ai-2021	360	37	algorithms	algorithm	NNS
stanford-ai-2021	360	38	for	for	IN
stanford-ai-2021	360	39	navigation	navigation	NN
stanford-ai-2021	360	40	,	,	,
stanford-ai-2021	360	41	object	object	NN
stanford-ai-2021	360	42	search	search	NN
stanford-ai-2021	360	43	,	,	,
stanford-ai-2021	360	44	and	and	CC
stanford-ai-2021	360	45	object	object	VB
stanford-ai-2021	360	46	grasping	grasping	NN
stanford-ai-2021	360	47	,	,	,
stanford-ai-2021	360	48	among	among	IN
stanford-ai-2021	360	49	other	other	JJ
stanford-ai-2021	360	50	interactive	interactive	JJ
stanford-ai-2021	360	51	tasks	task	NNS
stanford-ai-2021	360	52	.	.	.
stanford-ai-2021	361	1	Because	because	IN
stanford-ai-2021	361	2	of	of	IN
stanford-ai-2021	361	3	the	the	DT
stanford-ai-2021	361	4	relatively	relatively	RB
stanford-ai-2021	361	5	early	early	JJ
stanford-ai-2021	361	6	nature	nature	NN
stanford-ai-2021	361	7	of	of	IN
stanford-ai-2021	361	8	this	this	DT
stanford-ai-2021	361	9	field	field	NN
stanford-ai-2021	361	10	,	,	,
stanford-ai-2021	361	11	there	there	EX
stanford-ai-2021	361	12	are	be	VBP
stanford-ai-2021	361	13	few	few	JJ
stanford-ai-2021	361	14	standardized	standardized	JJ
stanford-ai-2021	361	15	metrics	metric	NNS
stanford-ai-2021	361	16	to	to	TO
stanford-ai-2021	361	17	measure	measure	VB
stanford-ai-2021	361	18	progress	progress	NN
stanford-ai-2021	361	19	.	.	.
stanford-ai-2021	362	1	Instead	instead	RB
stanford-ai-2021	362	2	,	,	,
stanford-ai-2021	362	3	here	here	RB
stanford-ai-2021	362	4	are	be	VBP
stanford-ai-2021	362	5	brief	brief	JJ
stanford-ai-2021	362	6	highlights	highlight	NNS
stanford-ai-2021	362	7	of	of	IN
stanford-ai-2021	362	8	some	some	DT
stanford-ai-2021	362	9	of	of	IN
stanford-ai-2021	362	10	the	the	DT
stanford-ai-2021	362	11	available	available	JJ
stanford-ai-2021	362	12	simulators	simulator	NNS
stanford-ai-2021	362	13	,	,	,
stanford-ai-2021	362	14	their	-PRON-	PRP$
stanford-ai-2021	362	15	year	year	NN
stanford-ai-2021	362	16	of	of	IN
stanford-ai-2021	362	17	release	release	NN
stanford-ai-2021	362	18	,	,	,
stanford-ai-2021	362	19	and	and	CC
stanford-ai-2021	362	20	any	any	DT
stanford-ai-2021	362	21	other	other	JJ
stanford-ai-2021	362	22	significant	significant	JJ
stanford-ai-2021	362	23	feature	feature	NN
stanford-ai-2021	362	24	.	.	.
stanford-ai-2021	363	1	•	•	NNP
stanford-ai-2021	363	2	Thor	Thor	NNP
stanford-ai-2021	363	3	(	(	-LRB-
stanford-ai-2021	363	4	AI2	AI2	NNP
stanford-ai-2021	363	5	,	,	,
stanford-ai-2021	363	6	2017	2017	CD
stanford-ai-2021	363	7	)	)	-RRB-
stanford-ai-2021	363	8	focuses	focus	VBZ
stanford-ai-2021	363	9	on	on	IN
stanford-ai-2021	363	10	sequential	sequential	JJ
stanford-ai-2021	363	11	abstract	abstract	JJ
stanford-ai-2021	363	12	reasoning	reasoning	NN
stanford-ai-2021	363	13	with	with	IN
stanford-ai-2021	363	14	predefined	predefine	VBN
stanford-ai-2021	363	15	“	"	``
stanford-ai-2021	363	16	magic	magic	JJ
stanford-ai-2021	363	17	”	"	''
stanford-ai-2021	363	18	actions	action	NNS
stanford-ai-2021	363	19	that	that	WDT
stanford-ai-2021	363	20	are	be	VBP
stanford-ai-2021	363	21	applicable	applicable	JJ
stanford-ai-2021	363	22	to	to	IN
stanford-ai-2021	363	23	objects	object	NNS
stanford-ai-2021	363	24	.	.	.
stanford-ai-2021	364	1	•	•	NNP
stanford-ai-2021	364	2	Gibson	Gibson	NNP
stanford-ai-2021	364	3	(	(	-LRB-
stanford-ai-2021	364	4	Stanford	Stanford	NNP
stanford-ai-2021	364	5	,	,	,
stanford-ai-2021	364	6	2018	2018	CD
stanford-ai-2021	364	7	)	)	-RRB-
stanford-ai-2021	364	8	focuses	focus	VBZ
stanford-ai-2021	364	9	on	on	IN
stanford-ai-2021	364	10	visual	visual	JJ
stanford-ai-2021	364	11	navigation	navigation	NN
stanford-ai-2021	364	12	in	in	IN
stanford-ai-2021	364	13	photorealistic	photorealistic	JJ
stanford-ai-2021	364	14	environments	environment	NNS
stanford-ai-2021	364	15	obtained	obtain	VBN
stanford-ai-2021	364	16	with	with	IN
stanford-ai-2021	364	17	3D	3d	JJ
stanford-ai-2021	364	18	scanners	scanner	NNS
stanford-ai-2021	364	19	.	.	.
stanford-ai-2021	365	1	•	•	NNP
stanford-ai-2021	365	2	iGibson	iGibson	NNP
stanford-ai-2021	365	3	(	(	-LRB-
stanford-ai-2021	365	4	Stanford	Stanford	NNP
stanford-ai-2021	365	5	,	,	,
stanford-ai-2021	365	6	2019	2019	CD
stanford-ai-2021	365	7	)	)	-RRB-
stanford-ai-2021	365	8	focuses	focus	VBZ
stanford-ai-2021	365	9	on	on	IN
stanford-ai-2021	365	10	full	full	JJ
stanford-ai-2021	365	11	interactivity	interactivity	NN
stanford-ai-2021	365	12	in	in	IN
stanford-ai-2021	365	13	large	large	JJ
stanford-ai-2021	365	14	realistic	realistic	JJ
stanford-ai-2021	365	15	scenes	scene	NNS
stanford-ai-2021	365	16	mapped	map	VBN
stanford-ai-2021	365	17	from	from	IN
stanford-ai-2021	365	18	real	real	JJ
stanford-ai-2021	365	19	houses	house	NNS
stanford-ai-2021	365	20	and	and	CC
stanford-ai-2021	365	21	made	make	VBD
stanford-ai-2021	365	22	actable	actable	JJ
stanford-ai-2021	365	23	:	:	:
stanford-ai-2021	365	24	navigation	navigation	NN
stanford-ai-2021	365	25	+	+	CC
stanford-ai-2021	365	26	manipulation	manipulation	NN
stanford-ai-2021	365	27	(	(	-LRB-
stanford-ai-2021	365	28	known	know	VBN
stanford-ai-2021	365	29	in	in	IN
stanford-ai-2021	365	30	robotics	robotic	NNS
stanford-ai-2021	365	31	as	as	IN
stanford-ai-2021	365	32	“	"	``
stanford-ai-2021	365	33	mobile	mobile	JJ
stanford-ai-2021	365	34	manipulation	manipulation	NN
stanford-ai-2021	365	35	”	"	''
stanford-ai-2021	365	36	)	)	-RRB-
stanford-ai-2021	365	37	.	.	.
stanford-ai-2021	366	1	•	•	NNP
stanford-ai-2021	366	2	AI	AI	NNP
stanford-ai-2021	366	3	Habitat	Habitat	NNP
stanford-ai-2021	366	4	(	(	-LRB-
stanford-ai-2021	366	5	Facebook	Facebook	NNP
stanford-ai-2021	366	6	,	,	,
stanford-ai-2021	366	7	2019	2019	CD
stanford-ai-2021	366	8	)	)	-RRB-
stanford-ai-2021	366	9	focuses	focus	VBZ
stanford-ai-2021	366	10	on	on	IN
stanford-ai-2021	366	11	visual	visual	JJ
stanford-ai-2021	366	12	navigation	navigation	NN
stanford-ai-2021	366	13	with	with	IN
stanford-ai-2021	366	14	an	an	DT
stanford-ai-2021	366	15	emphasis	emphasis	NN
stanford-ai-2021	366	16	on	on	IN
stanford-ai-2021	366	17	much	much	RB
stanford-ai-2021	366	18	faster	fast	JJR
stanford-ai-2021	366	19	execution	execution	NN
stanford-ai-2021	366	20	,	,	,
stanford-ai-2021	366	21	enabling	enable	VBG
stanford-ai-2021	366	22	more	more	RBR
stanford-ai-2021	366	23	computationally	computationally	RB
stanford-ai-2021	366	24	expensive	expensive	JJ
stanford-ai-2021	366	25	approaches	approach	NNS
stanford-ai-2021	366	26	.	.	.
stanford-ai-2021	367	1	•	•	NNP
stanford-ai-2021	367	2	ThreeDWorld	ThreeDWorld	NNP
stanford-ai-2021	367	3	(	(	-LRB-
stanford-ai-2021	367	4	MIT	MIT	NNP
stanford-ai-2021	367	5	and	and	CC
stanford-ai-2021	367	6	Stanford	Stanford	NNP
stanford-ai-2021	367	7	,	,	,
stanford-ai-2021	367	8	2020	2020	CD
stanford-ai-2021	367	9	)	)	-RRB-
stanford-ai-2021	367	10	focuses	focus	VBZ
stanford-ai-2021	367	11	on	on	IN
stanford-ai-2021	367	12	photorealistic	photorealistic	JJ
stanford-ai-2021	367	13	environments	environment	NNS
stanford-ai-2021	367	14	through	through	IN
stanford-ai-2021	367	15	game	game	NN
stanford-ai-2021	367	16	engines	engine	NNS
stanford-ai-2021	367	17	,	,	,
stanford-ai-2021	367	18	as	as	RB
stanford-ai-2021	367	19	well	well	RB
stanford-ai-2021	367	20	as	as	IN
stanford-ai-2021	367	21	adds	add	VBZ
stanford-ai-2021	367	22	simulation	simulation	NN
stanford-ai-2021	367	23	of	of	IN
stanford-ai-2021	367	24	flexible	flexible	JJ
stanford-ai-2021	367	25	materials	material	NNS
stanford-ai-2021	367	26	,	,	,
stanford-ai-2021	367	27	fluids	fluid	NNS
stanford-ai-2021	367	28	,	,	,
stanford-ai-2021	367	29	and	and	CC
stanford-ai-2021	367	30	sounds	sound	NNS
stanford-ai-2021	367	31	.	.	.
stanford-ai-2021	368	1	•	•	NNP
stanford-ai-2021	368	2	SEAN	SEAN	NNP
stanford-ai-2021	368	3	-	-	HYPH
stanford-ai-2021	368	4	EP	EP	NNP
stanford-ai-2021	368	5	(	(	-LRB-
stanford-ai-2021	368	6	Yale	Yale	NNP
stanford-ai-2021	368	7	,	,	,
stanford-ai-2021	368	8	2020	2020	CD
stanford-ai-2021	368	9	)	)	-RRB-
stanford-ai-2021	368	10	is	be	VBZ
stanford-ai-2021	368	11	a	a	DT
stanford-ai-2021	368	12	human	human	JJ
stanford-ai-2021	368	13	-	-	HYPH
stanford-ai-2021	368	14	robot	robot	NN
stanford-ai-2021	368	15	interaction	interaction	NN
stanford-ai-2021	368	16	environment	environment	NN
stanford-ai-2021	368	17	with	with	IN
stanford-ai-2021	368	18	simulated	simulate	VBN
stanford-ai-2021	368	19	virtual	virtual	JJ
stanford-ai-2021	368	20	humans	human	NNS
stanford-ai-2021	368	21	that	that	WDT
stanford-ai-2021	368	22	enables	enable	VBZ
stanford-ai-2021	368	23	the	the	DT
stanford-ai-2021	368	24	collection	collection	NN
stanford-ai-2021	368	25	of	of	IN
stanford-ai-2021	368	26	remote	remote	JJ
stanford-ai-2021	368	27	demonstrations	demonstration	NNS
stanford-ai-2021	368	28	from	from	IN
stanford-ai-2021	368	29	humans	human	NNS
stanford-ai-2021	368	30	via	via	IN
stanford-ai-2021	368	31	a	a	DT
stanford-ai-2021	368	32	web	web	NN
stanford-ai-2021	368	33	browser	browser	NN
stanford-ai-2021	368	34	.	.	.
stanford-ai-2021	369	1	•	•	NNP
stanford-ai-2021	369	2	Robosuite	Robosuite	NNP
stanford-ai-2021	369	3	(	(	-LRB-
stanford-ai-2021	369	4	Stanford	Stanford	NNP
stanford-ai-2021	369	5	and	and	CC
stanford-ai-2021	369	6	UT	UT	NNP
stanford-ai-2021	369	7	Austin	Austin	NNP
stanford-ai-2021	369	8	,	,	,
stanford-ai-2021	369	9	2020	2020	CD
stanford-ai-2021	369	10	)	)	-RRB-
stanford-ai-2021	369	11	is	be	VBZ
stanford-ai-2021	369	12	a	a	DT
stanford-ai-2021	369	13	modular	modular	JJ
stanford-ai-2021	369	14	simulation	simulation	NN
stanford-ai-2021	369	15	framework	framework	NN
stanford-ai-2021	369	16	and	and	CC
stanford-ai-2021	369	17	benchmark	benchmark	NN
stanford-ai-2021	369	18	for	for	IN
stanford-ai-2021	369	19	robot	robot	NN
stanford-ai-2021	369	20	learning	learning	NN
stanford-ai-2021	369	21	.	.	.
stanford-ai-2021	370	1	2	2	LS
stanford-ai-2021	370	2	.1	.1	CD
stanford-ai-2021	370	3	C	c	NN
stanford-ai-2021	370	4	O	o	NN
stanford-ai-2021	370	5	M	m	NN
stanford-ai-2021	370	6	P	p	NN
stanford-ai-2021	370	7	U	u	NN
stanford-ai-2021	370	8	T	t	NN
stanford-ai-2021	370	9	E	e	NN
stanford-ai-2021	370	10	R	r	NN
stanford-ai-2021	370	11	V	v	NN
stanford-ai-2021	370	12	I	i	NN
stanford-ai-2021	370	13	S	s	NN
stanford-ai-2021	370	14	I	i	NN
stanford-ai-2021	370	15	O	o	NN
stanford-ai-2021	370	16	N	n	NN
stanford-ai-2021	370	17	—	—	:
stanford-ai-2021	370	18	I	-PRON-	PRP
stanford-ai-2021	370	19	M	M	NNP
stanford-ai-2021	370	20	AG	AG	NNP
stanford-ai-2021	370	21	E	e	NN
stanford-ai-2021	370	22	C	c	NN
stanford-ai-2021	370	23	H	h	NN
stanford-ai-2021	370	24	A	a	NN
stanford-ai-2021	370	25	P	p	NN
stanford-ai-2021	370	26	T	t	NN
stanford-ai-2021	370	27	E	e	NN
stanford-ai-2021	370	28	R	r	NN
stanford-ai-2021	370	29	2	2	CD
stanford-ai-2021	370	30	:	:	:
stanford-ai-2021	370	31	T	t	NN
stanford-ai-2021	370	32	E	e	NN
stanford-ai-2021	370	33	C	c	NN
stanford-ai-2021	370	34	H	h	NN
stanford-ai-2021	370	35	N	n	NN
stanford-ai-2021	370	36	I	i	NN
stanford-ai-2021	370	37	C	c	NN
stanford-ai-2021	370	38	A	a	NN
stanford-ai-2021	370	39	L	l	NN
stanford-ai-2021	370	40	P	p	NN
stanford-ai-2021	370	41	E	e	NN
stanford-ai-2021	370	42	R	r	NN
stanford-ai-2021	370	43	F	f	NN
stanford-ai-2021	370	44	O	o	NN
stanford-ai-2021	370	45	R	r	NN
stanford-ai-2021	370	46	M	m	NN
stanford-ai-2021	370	47	A	a	NN
stanford-ai-2021	370	48	N	n	NN
stanford-ai-2021	370	49	C	c	NN
stanford-ai-2021	370	50	E	e	NN
stanford-ai-2021	370	51	https://ai2thor.allenai.org	https://ai2thor.allenai.org	NNP
stanford-ai-2021	370	52	http://gibsonenv.stanford.edu	http://gibsonenv.stanford.edu	NNPS
stanford-ai-2021	370	53	http://svl.stanford.edu/igibson/	http://svl.stanford.edu/igibson/	ADD
stanford-ai-2021	370	54	https://aihabitat.org/	https://aihabitat.org/	NFP
stanford-ai-2021	370	55	http://www.threedworld.org/	http://www.threedworld.org/	VBZ
stanford-ai-2021	370	56	https://sean.interactive-machines.com/#sean-ep	https://sean.interactive-machines.com/#sean-ep	CD
stanford-ai-2021	370	57	https://robosuite.ai/	https://robosuite.ai/	NNP
stanford-ai-2021	370	58	TA	TA	NNP
stanford-ai-2021	370	59	B	b	NN
stanford-ai-2021	370	60	L	l	NN
stanford-ai-2021	370	61	E	e	NN
stanford-ai-2021	370	62	O	o	NN
stanford-ai-2021	370	63	F	f	NN
stanford-ai-2021	370	64	C	c	NN
stanford-ai-2021	370	65	O	o	NN
stanford-ai-2021	370	66	N	n	NN
stanford-ai-2021	370	67	T	t	NN
stanford-ai-2021	370	68	E	e	NN
stanford-ai-2021	370	69	N	n	NN
stanford-ai-2021	370	70	T	t	NN
stanford-ai-2021	370	71	S	s	NN
stanford-ai-2021	370	72	5	5	CD
stanford-ai-2021	370	73	8C	8c	CD
stanford-ai-2021	370	74	H	h	NN
stanford-ai-2021	370	75	A	a	NN
stanford-ai-2021	370	76	P	p	NN
stanford-ai-2021	370	77	T	t	NN
stanford-ai-2021	370	78	E	e	NN
stanford-ai-2021	370	79	R	r	NN
stanford-ai-2021	370	80	2	2	CD
stanford-ai-2021	370	81	P	p	NN
stanford-ai-2021	370	82	R	r	NN
stanford-ai-2021	370	83	E	e	NN
stanford-ai-2021	370	84	V	v	NN
stanford-ai-2021	370	85	I	i	NN
stanford-ai-2021	370	86	E	e	NN
stanford-ai-2021	370	87	W	W	NNP
stanford-ai-2021	370	88	Artificial	Artificial	NNP
stanford-ai-2021	370	89	Intelligence	Intelligence	NNP
stanford-ai-2021	370	90	Index	Index	NNP
stanford-ai-2021	370	91	Report	Report	NNP
stanford-ai-2021	370	92	2021	2021	CD
stanford-ai-2021	370	93	2016	2016	CD
stanford-ai-2021	370	94	2017	2017	CD
stanford-ai-2021	370	95	2018	2018	CD
stanford-ai-2021	370	96	2019	2019	CD
stanford-ai-2021	370	97	2020	2020	CD
stanford-ai-2021	370	98	0	0	CD
stanford-ai-2021	370	99	%	%	NN
stanford-ai-2021	370	100	10	10	CD
stanford-ai-2021	370	101	%	%	NN
stanford-ai-2021	370	102	20	20	CD
stanford-ai-2021	370	103	%	%	NN
stanford-ai-2021	370	104	30	30	CD
stanford-ai-2021	370	105	%	%	NN
stanford-ai-2021	370	106	40	40	CD
stanford-ai-2021	370	107	%	%	NN
stanford-ai-2021	370	108	50	50	CD
stanford-ai-2021	370	109	%	%	NN
stanford-ai-2021	370	110	M	m	NN
stanford-ai-2021	370	111	ea	ea	NN
stanford-ai-2021	370	112	n	n	CC
stanford-ai-2021	370	113	A	A	NNP
stanford-ai-2021	370	114	ve	ve	JJ
stanford-ai-2021	370	115	ra	ra	NN
stanford-ai-2021	370	116	g	g	NN
stanford-ai-2021	370	117	e	e	NNP
stanford-ai-2021	370	118	P	P	NNP
stanford-ai-2021	370	119	re	re	NN
stanford-ai-2021	370	120	ci	ci	NNP
stanford-ai-2021	370	121	si	si	NNP
stanford-ai-2021	370	122	o	o	NN
stanford-ai-2021	370	123	n	n	NN
stanford-ai-2021	370	124	(	(	-LRB-
stanford-ai-2021	370	125	m	m	NNP
stanford-ai-2021	370	126	A	A	NNP
stanford-ai-2021	370	127	P	p	NN
stanford-ai-2021	370	128	)	)	-RRB-
stanford-ai-2021	370	129	42.8	42.8	CD
stanford-ai-2021	370	130	%	%	NN
stanford-ai-2021	370	131	ACTIVITYNET	ACTIVITYNET	NNP
stanford-ai-2021	370	132	:	:	:
stanford-ai-2021	370	133	TEMPORAL	temporal	JJ
stanford-ai-2021	370	134	ACTION	action	NN
stanford-ai-2021	370	135	LOCALIZATION	localization	NN
stanford-ai-2021	370	136	TASK	TASK	NNP
stanford-ai-2021	370	137	Source	source	NN
stanford-ai-2021	370	138	:	:	:
stanford-ai-2021	370	139	ActivityNet	ActivityNet	NNP
stanford-ai-2021	370	140	,	,	,
stanford-ai-2021	370	141	2020	2020	CD
stanford-ai-2021	370	142	|	|	CD
stanford-ai-2021	370	143	Chart	Chart	NNP
stanford-ai-2021	370	144	:	:	:
stanford-ai-2021	370	145	2021	2021	CD
stanford-ai-2021	370	146	AI	AI	NNP
stanford-ai-2021	370	147	Index	Index	NNP
stanford-ai-2021	370	148	Report	Report	NNP
stanford-ai-2021	370	149	Video	video	NN
stanford-ai-2021	370	150	analysis	analysis	NN
stanford-ai-2021	370	151	is	be	VBZ
stanford-ai-2021	370	152	the	the	DT
stanford-ai-2021	370	153	task	task	NN
stanford-ai-2021	370	154	of	of	IN
stanford-ai-2021	370	155	making	make	VBG
stanford-ai-2021	370	156	inferences	inference	NNS
stanford-ai-2021	370	157	over	over	IN
stanford-ai-2021	370	158	sequential	sequential	JJ
stanford-ai-2021	370	159	image	image	NN
stanford-ai-2021	370	160	frames	frame	NNS
stanford-ai-2021	370	161	,	,	,
stanford-ai-2021	370	162	sometimes	sometimes	RB
stanford-ai-2021	370	163	with	with	IN
stanford-ai-2021	370	164	the	the	DT
stanford-ai-2021	370	165	inclusion	inclusion	NN
stanford-ai-2021	370	166	of	of	IN
stanford-ai-2021	370	167	an	an	DT
stanford-ai-2021	370	168	audio	audio	JJ
stanford-ai-2021	370	169	feed	feed	NN
stanford-ai-2021	370	170	.	.	.
stanford-ai-2021	371	1	Though	though	IN
stanford-ai-2021	371	2	many	many	JJ
stanford-ai-2021	371	3	AI	AI	NNP
stanford-ai-2021	371	4	tasks	task	NNS
stanford-ai-2021	371	5	rely	rely	VBP
stanford-ai-2021	371	6	on	on	IN
stanford-ai-2021	371	7	single	single	JJ
stanford-ai-2021	371	8	-	-	HYPH
stanford-ai-2021	371	9	image	image	NN
stanford-ai-2021	371	10	inferences	inference	NNS
stanford-ai-2021	371	11	,	,	,
stanford-ai-2021	371	12	a	a	DT
stanford-ai-2021	371	13	growing	grow	VBG
stanford-ai-2021	371	14	body	body	NN
stanford-ai-2021	371	15	of	of	IN
stanford-ai-2021	371	16	applications	application	NNS
stanford-ai-2021	371	17	require	require	VBP
stanford-ai-2021	371	18	computer	computer	NN
stanford-ai-2021	371	19	vision	vision	NN
stanford-ai-2021	371	20	machines	machine	NNS
stanford-ai-2021	371	21	to	to	TO
stanford-ai-2021	371	22	reason	reason	VB
stanford-ai-2021	371	23	about	about	IN
stanford-ai-2021	371	24	videos	video	NNS
stanford-ai-2021	371	25	.	.	.
stanford-ai-2021	372	1	For	for	IN
stanford-ai-2021	372	2	instance	instance	NN
stanford-ai-2021	372	3	,	,	,
stanford-ai-2021	372	4	identifying	identify	VBG
stanford-ai-2021	372	5	a	a	DT
stanford-ai-2021	372	6	specific	specific	JJ
stanford-ai-2021	372	7	dance	dance	NN
stanford-ai-2021	372	8	move	move	NN
stanford-ai-2021	372	9	benefits	benefit	NNS
stanford-ai-2021	372	10	from	from	IN
stanford-ai-2021	372	11	seeing	see	VBG
stanford-ai-2021	372	12	a	a	DT
stanford-ai-2021	372	13	variety	variety	NN
stanford-ai-2021	372	14	of	of	IN
stanford-ai-2021	372	15	frames	frame	NNS
stanford-ai-2021	372	16	connected	connect	VBN
stanford-ai-2021	372	17	in	in	IN
stanford-ai-2021	372	18	a	a	DT
stanford-ai-2021	372	19	temporal	temporal	JJ
stanford-ai-2021	372	20	sequence	sequence	NN
stanford-ai-2021	372	21	;	;	:
stanford-ai-2021	372	22	the	the	DT
stanford-ai-2021	372	23	same	same	JJ
stanford-ai-2021	372	24	is	be	VBZ
stanford-ai-2021	372	25	true	true	JJ
stanford-ai-2021	372	26	of	of	IN
stanford-ai-2021	372	27	making	make	VBG
stanford-ai-2021	372	28	inferences	inference	NNS
stanford-ai-2021	372	29	about	about	IN
stanford-ai-2021	372	30	an	an	DT
stanford-ai-2021	372	31	individual	individual	NN
stanford-ai-2021	372	32	seen	see	VBN
stanford-ai-2021	372	33	moving	move	VBG
stanford-ai-2021	372	34	through	through	IN
stanford-ai-2021	372	35	a	a	DT
stanford-ai-2021	372	36	crowd	crowd	NN
stanford-ai-2021	372	37	,	,	,
stanford-ai-2021	372	38	or	or	CC
stanford-ai-2021	372	39	a	a	DT
stanford-ai-2021	372	40	machine	machine	NN
stanford-ai-2021	372	41	carrying	carry	VBG
stanford-ai-2021	372	42	out	out	RP
stanford-ai-2021	372	43	a	a	DT
stanford-ai-2021	372	44	sequence	sequence	NN
stanford-ai-2021	372	45	of	of	IN
stanford-ai-2021	372	46	movements	movement	NNS
stanford-ai-2021	372	47	over	over	IN
stanford-ai-2021	372	48	time	time	NN
stanford-ai-2021	372	49	.	.	.
stanford-ai-2021	373	1	AC	AC	NNP
stanford-ai-2021	373	2	T	t	NN
stanford-ai-2021	373	3	I	i	NN
stanford-ai-2021	373	4	V	v	NN
stanford-ai-2021	373	5	I	i	NN
stanford-ai-2021	373	6	T	t	NN
stanford-ai-2021	373	7	Y	y	NN
stanford-ai-2021	373	8	R	r	NN
stanford-ai-2021	373	9	E	e	NN
stanford-ai-2021	373	10	C	c	NN
stanford-ai-2021	373	11	O	o	NN
stanford-ai-2021	373	12	G	g	NN
stanford-ai-2021	373	13	N	n	NN
stanford-ai-2021	373	14	I	i	NN
stanford-ai-2021	373	15	T	t	NN
stanford-ai-2021	373	16	I	i	NN
stanford-ai-2021	373	17	O	o	NN
stanford-ai-2021	373	18	N	n	NN
stanford-ai-2021	373	19	The	the	DT
stanford-ai-2021	373	20	task	task	NN
stanford-ai-2021	373	21	of	of	IN
stanford-ai-2021	373	22	activity	activity	NN
stanford-ai-2021	373	23	recognition	recognition	NN
stanford-ai-2021	373	24	is	be	VBZ
stanford-ai-2021	373	25	to	to	TO
stanford-ai-2021	373	26	identify	identify	VB
stanford-ai-2021	373	27	various	various	JJ
stanford-ai-2021	373	28	activities	activity	NNS
stanford-ai-2021	373	29	from	from	IN
stanford-ai-2021	373	30	video	video	NN
stanford-ai-2021	373	31	clips	clip	NNS
stanford-ai-2021	373	32	.	.	.
stanford-ai-2021	374	1	It	-PRON-	PRP
stanford-ai-2021	374	2	has	have	VBZ
stanford-ai-2021	374	3	many	many	JJ
stanford-ai-2021	374	4	important	important	JJ
stanford-ai-2021	374	5	everyday	everyday	JJ
stanford-ai-2021	374	6	applications	application	NNS
stanford-ai-2021	374	7	,	,	,
stanford-ai-2021	374	8	including	include	VBG
stanford-ai-2021	374	9	surveillance	surveillance	NN
stanford-ai-2021	374	10	by	by	IN
stanford-ai-2021	374	11	video	video	NN
stanford-ai-2021	374	12	cameras	camera	NNS
stanford-ai-2021	374	13	and	and	CC
stanford-ai-2021	374	14	autonomous	autonomous	JJ
stanford-ai-2021	374	15	navigation	navigation	NN
stanford-ai-2021	374	16	of	of	IN
stanford-ai-2021	374	17	robots	robot	NNS
stanford-ai-2021	374	18	.	.	.
stanford-ai-2021	375	1	Research	research	NN
stanford-ai-2021	375	2	on	on	IN
stanford-ai-2021	375	3	video	video	NN
stanford-ai-2021	375	4	understanding	understanding	NN
stanford-ai-2021	375	5	is	be	VBZ
stanford-ai-2021	375	6	still	still	RB
stanford-ai-2021	375	7	focused	focus	VBN
stanford-ai-2021	375	8	on	on	IN
stanford-ai-2021	375	9	short	short	JJ
stanford-ai-2021	375	10	events	event	NNS
stanford-ai-2021	375	11	,	,	,
stanford-ai-2021	375	12	such	such	JJ
stanford-ai-2021	375	13	as	as	IN
stanford-ai-2021	375	14	videos	video	NNS
stanford-ai-2021	375	15	that	that	WDT
stanford-ai-2021	375	16	are	be	VBP
stanford-ai-2021	375	17	a	a	DT
stanford-ai-2021	375	18	few	few	JJ
stanford-ai-2021	375	19	seconds	second	NNS
stanford-ai-2021	375	20	long	long	JJ
stanford-ai-2021	375	21	.	.	.
stanford-ai-2021	376	1	Longer	long	JJR
stanford-ai-2021	376	2	-	-	HYPH
stanford-ai-2021	376	3	term	term	NN
stanford-ai-2021	376	4	video	video	NN
stanford-ai-2021	376	5	understanding	understanding	NN
stanford-ai-2021	376	6	is	be	VBZ
stanford-ai-2021	376	7	slowly	slowly	RB
stanford-ai-2021	376	8	gaining	gain	VBG
stanford-ai-2021	376	9	traction	traction	NN
stanford-ai-2021	376	10	.	.	.
stanford-ai-2021	377	1	ActivityNet	ActivityNet	NNP
stanford-ai-2021	377	2	Introduced	introduce	VBN
stanford-ai-2021	377	3	in	in	IN
stanford-ai-2021	377	4	2015	2015	CD
stanford-ai-2021	377	5	,	,	,
stanford-ai-2021	377	6	ActivityNet	ActivityNet	NNP
stanford-ai-2021	377	7	is	be	VBZ
stanford-ai-2021	377	8	a	a	DT
stanford-ai-2021	377	9	large	large	JJ
stanford-ai-2021	377	10	-	-	HYPH
stanford-ai-2021	377	11	scale	scale	NN
stanford-ai-2021	377	12	video	video	NN
stanford-ai-2021	377	13	benchmark	benchmark	NN
stanford-ai-2021	377	14	for	for	IN
stanford-ai-2021	377	15	human	human	JJ
stanford-ai-2021	377	16	-	-	HYPH
stanford-ai-2021	377	17	activity	activity	NN
stanford-ai-2021	377	18	understanding	understanding	NN
stanford-ai-2021	377	19	.	.	.
stanford-ai-2021	378	1	The	the	DT
stanford-ai-2021	378	2	benchmark	benchmark	NN
stanford-ai-2021	378	3	tests	test	VBZ
stanford-ai-2021	378	4	how	how	WRB
stanford-ai-2021	378	5	well	well	RB
stanford-ai-2021	378	6	algorithms	algorithms	NNP
stanford-ai-2021	378	7	can	can	MD
stanford-ai-2021	378	8	label	label	VB
stanford-ai-2021	378	9	and	and	CC
stanford-ai-2021	378	10	categorize	categorize	VB
stanford-ai-2021	378	11	human	human	JJ
stanford-ai-2021	378	12	behaviors	behavior	NNS
stanford-ai-2021	378	13	in	in	IN
stanford-ai-2021	378	14	videos	video	NNS
stanford-ai-2021	378	15	.	.	.
stanford-ai-2021	379	1	By	by	IN
stanford-ai-2021	379	2	improving	improve	VBG
stanford-ai-2021	379	3	performance	performance	NN
stanford-ai-2021	379	4	on	on	IN
stanford-ai-2021	379	5	tasks	task	NNS
stanford-ai-2021	379	6	like	like	IN
stanford-ai-2021	379	7	ActivityNet	ActivityNet	NNP
stanford-ai-2021	379	8	,	,	,
stanford-ai-2021	379	9	AI	AI	NNP
stanford-ai-2021	379	10	researchers	researcher	NNS
stanford-ai-2021	379	11	are	be	VBP
stanford-ai-2021	379	12	developing	develop	VBG
stanford-ai-2021	379	13	systems	system	NNS
stanford-ai-2021	379	14	that	that	WDT
stanford-ai-2021	379	15	can	can	MD
stanford-ai-2021	379	16	categorize	categorize	VB
stanford-ai-2021	379	17	more	more	JJR
stanford-ai-2021	379	18	complex	complex	JJ
stanford-ai-2021	379	19	behaviors	behavior	NNS
stanford-ai-2021	379	20	than	than	IN
stanford-ai-2021	379	21	those	those	DT
stanford-ai-2021	379	22	that	that	WDT
stanford-ai-2021	379	23	can	can	MD
stanford-ai-2021	379	24	be	be	VB
stanford-ai-2021	379	25	contained	contain	VBN
stanford-ai-2021	379	26	in	in	IN
stanford-ai-2021	379	27	a	a	DT
stanford-ai-2021	379	28	single	single	JJ
stanford-ai-2021	379	29	image	image	NN
stanford-ai-2021	379	30	,	,	,
stanford-ai-2021	379	31	like	like	IN
stanford-ai-2021	379	32	characterizing	characterize	VBG
stanford-ai-2021	379	33	the	the	DT
stanford-ai-2021	379	34	behavior	behavior	NN
stanford-ai-2021	379	35	of	of	IN
stanford-ai-2021	379	36	pedestrians	pedestrian	NNS
stanford-ai-2021	379	37	on	on	IN
stanford-ai-2021	379	38	a	a	DT
stanford-ai-2021	379	39	self	self	NN
stanford-ai-2021	379	40	-	-	HYPH
stanford-ai-2021	379	41	driving	drive	VBG
stanford-ai-2021	379	42	car	car	NN
stanford-ai-2021	379	43	’s	’s	POS
stanford-ai-2021	379	44	video	video	NN
stanford-ai-2021	379	45	feed	feed	NN
stanford-ai-2021	379	46	or	or	CC
stanford-ai-2021	379	47	providing	provide	VBG
stanford-ai-2021	379	48	better	well	JJR
stanford-ai-2021	379	49	labeling	labeling	NN
stanford-ai-2021	379	50	of	of	IN
stanford-ai-2021	379	51	specific	specific	JJ
stanford-ai-2021	379	52	movements	movement	NNS
stanford-ai-2021	379	53	in	in	IN
stanford-ai-2021	379	54	sporting	sport	VBG
stanford-ai-2021	379	55	events	event	NNS
stanford-ai-2021	379	56	.	.	.
stanford-ai-2021	380	1	ActivityNet	ActivityNet	NNP
stanford-ai-2021	380	2	:	:	:
stanford-ai-2021	380	3	Temporal	Temporal	NNP
stanford-ai-2021	380	4	Action	Action	NNP
stanford-ai-2021	380	5	Localization	Localization	NNP
stanford-ai-2021	380	6	Task	Task	NNP
stanford-ai-2021	380	7	The	the	DT
stanford-ai-2021	380	8	temporal	temporal	JJ
stanford-ai-2021	380	9	action	action	NN
stanford-ai-2021	380	10	localization	localization	NN
stanford-ai-2021	380	11	task	task	NN
stanford-ai-2021	380	12	in	in	IN
stanford-ai-2021	380	13	the	the	DT
stanford-ai-2021	380	14	ActivityNet	ActivityNet	NNP
stanford-ai-2021	380	15	challenge	challenge	NN
stanford-ai-2021	380	16	asks	ask	VBZ
stanford-ai-2021	380	17	machines	machine	NNS
stanford-ai-2021	380	18	to	to	TO
stanford-ai-2021	380	19	detect	detect	VB
stanford-ai-2021	380	20	time	time	NN
stanford-ai-2021	380	21	segments	segment	NNS
stanford-ai-2021	380	22	in	in	IN
stanford-ai-2021	380	23	a	a	DT
stanford-ai-2021	380	24	600-hour	600-hour	CD
stanford-ai-2021	380	25	,	,	,
stanford-ai-2021	380	26	untrimmed	untrimmed	JJ
stanford-ai-2021	380	27	video	video	NN
stanford-ai-2021	380	28	sequence	sequence	NN
stanford-ai-2021	380	29	that	that	WDT
stanford-ai-2021	380	30	contains	contain	VBZ
stanford-ai-2021	380	31	several	several	JJ
stanford-ai-2021	380	32	activities	activity	NNS
stanford-ai-2021	380	33	.	.	.
stanford-ai-2021	381	1	Evaluation	evaluation	NN
stanford-ai-2021	381	2	on	on	IN
stanford-ai-2021	381	3	this	this	DT
stanford-ai-2021	381	4	task	task	NN
stanford-ai-2021	381	5	focuses	focus	VBZ
stanford-ai-2021	381	6	on	on	IN
stanford-ai-2021	381	7	(	(	-LRB-
stanford-ai-2021	381	8	1	1	CD
stanford-ai-2021	381	9	)	)	-RRB-
stanford-ai-2021	381	10	localization	localization	NN
stanford-ai-2021	381	11	:	:	:
stanford-ai-2021	381	12	how	how	WRB
stanford-ai-2021	381	13	well	well	RB
stanford-ai-2021	381	14	can	can	MD
stanford-ai-2021	381	15	the	the	DT
stanford-ai-2021	381	16	system	system	NN
stanford-ai-2021	381	17	localize	localize	VB
stanford-ai-2021	381	18	the	the	DT
stanford-ai-2021	381	19	interval	interval	NN
stanford-ai-2021	381	20	with	with	IN
stanford-ai-2021	381	21	the	the	DT
stanford-ai-2021	381	22	precise	precise	JJ
stanford-ai-2021	381	23	start	start	NN
stanford-ai-2021	381	24	time	time	NN
stanford-ai-2021	381	25	and	and	CC
stanford-ai-2021	381	26	end	end	NN
stanford-ai-2021	381	27	time	time	NN
stanford-ai-2021	381	28	;	;	:
stanford-ai-2021	381	29	and	and	CC
stanford-ai-2021	381	30	(	(	-LRB-
stanford-ai-2021	381	31	2	2	LS
stanford-ai-2021	381	32	)	)	-RRB-
stanford-ai-2021	381	33	recognition	recognition	NN
stanford-ai-2021	381	34	:	:	:
stanford-ai-2021	381	35	how	how	WRB
stanford-ai-2021	381	36	well	well	RB
stanford-ai-2021	381	37	can	can	MD
stanford-ai-2021	381	38	the	the	DT
stanford-ai-2021	381	39	system	system	NN
stanford-ai-2021	381	40	recognize	recognize	VB
stanford-ai-2021	381	41	the	the	DT
stanford-ai-2021	381	42	activity	activity	NN
stanford-ai-2021	381	43	and	and	CC
stanford-ai-2021	381	44	classify	classify	VB
stanford-ai-2021	381	45	it	-PRON-	PRP
stanford-ai-2021	381	46	into	into	IN
stanford-ai-2021	381	47	the	the	DT
stanford-ai-2021	381	48	correct	correct	JJ
stanford-ai-2021	381	49	category	category	NN
stanford-ai-2021	381	50	(	(	-LRB-
stanford-ai-2021	381	51	such	such	JJ
stanford-ai-2021	381	52	as	as	IN
stanford-ai-2021	381	53	throwing	throwing	NN
stanford-ai-2021	381	54	,	,	,
stanford-ai-2021	381	55	climbing	climbing	NN
stanford-ai-2021	381	56	,	,	,
stanford-ai-2021	381	57	walking	walk	VBG
stanford-ai-2021	381	58	the	the	DT
stanford-ai-2021	381	59	dog	dog	NN
stanford-ai-2021	381	60	,	,	,
stanford-ai-2021	381	61	etc	etc	FW
stanford-ai-2021	381	62	.	.	.
stanford-ai-2021	381	63	)	)	-RRB-
stanford-ai-2021	381	64	.	.	.
stanford-ai-2021	382	1	Figure	figure	NN
stanford-ai-2021	382	2	2.2.1	2.2.1	CD
stanford-ai-2021	382	3	shows	show	VBZ
stanford-ai-2021	382	4	that	that	IN
stanford-ai-2021	382	5	the	the	DT
stanford-ai-2021	382	6	highest	high	JJS
stanford-ai-2021	382	7	mean	mean	JJ
stanford-ai-2021	382	8	average	average	JJ
stanford-ai-2021	382	9	precision	precision	NN
stanford-ai-2021	382	10	of	of	IN
stanford-ai-2021	382	11	the	the	DT
stanford-ai-2021	382	12	temporal	temporal	JJ
stanford-ai-2021	382	13	action	action	NN
stanford-ai-2021	382	14	localization	localization	NN
stanford-ai-2021	382	15	task	task	NN
stanford-ai-2021	382	16	among	among	IN
stanford-ai-2021	382	17	submissions	submission	NNS
stanford-ai-2021	382	18	has	have	VBZ
stanford-ai-2021	382	19	grown	grow	VBN
stanford-ai-2021	382	20	by	by	IN
stanford-ai-2021	382	21	140	140	CD
stanford-ai-2021	382	22	%	%	NN
stanford-ai-2021	382	23	in	in	IN
stanford-ai-2021	382	24	the	the	DT
stanford-ai-2021	382	25	last	last	JJ
stanford-ai-2021	382	26	five	five	CD
stanford-ai-2021	382	27	years	year	NNS
stanford-ai-2021	382	28	.	.	.
stanford-ai-2021	383	1	2.2	2.2	CD
stanford-ai-2021	383	2	COMPUTER	computer	NN
stanford-ai-2021	383	3	VISION	vision	NN
stanford-ai-2021	383	4	—	—	:
stanford-ai-2021	383	5	VIDEO	video	NN
stanford-ai-2021	383	6	2	2	CD
stanford-ai-2021	383	7	.	.	.
stanford-ai-2021	384	1	2	2	CD
stanford-ai-2021	384	2	C	c	NN
stanford-ai-2021	384	3	O	o	NN
stanford-ai-2021	384	4	M	m	NN
stanford-ai-2021	384	5	P	p	NN
stanford-ai-2021	384	6	U	u	NN
stanford-ai-2021	384	7	T	t	NN
stanford-ai-2021	384	8	E	e	NN
stanford-ai-2021	384	9	R	r	NN
stanford-ai-2021	384	10	V	v	NN
stanford-ai-2021	384	11	I	i	NN
stanford-ai-2021	384	12	S	s	NN
stanford-ai-2021	384	13	I	i	NN
stanford-ai-2021	384	14	O	o	NN
stanford-ai-2021	384	15	N	n	CD
stanford-ai-2021	384	16	—	—	:
stanford-ai-2021	384	17	V	v	NN
stanford-ai-2021	384	18	I	i	NN
stanford-ai-2021	384	19	D	d	NN
stanford-ai-2021	384	20	E	e	NN
stanford-ai-2021	384	21	O	o	NN
stanford-ai-2021	384	22	C	c	NN
stanford-ai-2021	384	23	H	h	NN
stanford-ai-2021	384	24	A	a	NN
stanford-ai-2021	384	25	P	p	NN
stanford-ai-2021	384	26	T	t	NN
stanford-ai-2021	384	27	E	e	NN
stanford-ai-2021	384	28	R	r	NN
stanford-ai-2021	384	29	2	2	CD
stanford-ai-2021	384	30	:	:	:
stanford-ai-2021	384	31	T	t	NN
stanford-ai-2021	384	32	E	e	NN
stanford-ai-2021	384	33	C	c	NN
stanford-ai-2021	384	34	H	h	NN
stanford-ai-2021	384	35	N	n	NN
stanford-ai-2021	384	36	I	i	NN
stanford-ai-2021	384	37	C	c	NN
stanford-ai-2021	384	38	A	a	NN
stanford-ai-2021	384	39	L	l	NN
stanford-ai-2021	384	40	P	p	NN
stanford-ai-2021	384	41	E	e	NN
stanford-ai-2021	384	42	R	r	NN
stanford-ai-2021	384	43	F	f	NN
stanford-ai-2021	384	44	O	o	NN
stanford-ai-2021	384	45	R	r	NN
stanford-ai-2021	384	46	M	m	NN
stanford-ai-2021	384	47	A	a	NN
stanford-ai-2021	384	48	N	n	NN
stanford-ai-2021	384	49	C	c	NN
stanford-ai-2021	384	50	E	e	NN
stanford-ai-2021	384	51	Figure	figure	NN
stanford-ai-2021	384	52	2.2.1	2.2.1	CD
stanford-ai-2021	384	53	http://activity-net.org/challenges/2020/tasks/anet_localization.html	http://activity-net.org/challenges/2020/tasks/anet_localization.html	:
stanford-ai-2021	384	54	TA	TA	NNP
stanford-ai-2021	384	55	B	B	NNP
stanford-ai-2021	384	56	L	l	NN
stanford-ai-2021	384	57	E	e	NN
stanford-ai-2021	384	58	O	o	NN
stanford-ai-2021	384	59	F	f	NN
stanford-ai-2021	384	60	C	c	NN
stanford-ai-2021	384	61	O	o	NN
stanford-ai-2021	384	62	N	n	NN
stanford-ai-2021	384	63	T	t	NN
stanford-ai-2021	384	64	E	e	NN
stanford-ai-2021	384	65	N	n	NN
stanford-ai-2021	384	66	T	t	NN
stanford-ai-2021	384	67	S	s	NN
stanford-ai-2021	384	68	5	5	CD
stanford-ai-2021	384	69	9C	9c	NN
stanford-ai-2021	384	70	H	h	NN
stanford-ai-2021	384	71	A	a	NN
stanford-ai-2021	384	72	P	p	NN
stanford-ai-2021	384	73	T	t	NN
stanford-ai-2021	384	74	E	e	NN
stanford-ai-2021	384	75	R	r	NN
stanford-ai-2021	384	76	2	2	CD
stanford-ai-2021	384	77	P	p	NN
stanford-ai-2021	384	78	R	r	NN
stanford-ai-2021	384	79	E	e	NN
stanford-ai-2021	384	80	V	v	NN
stanford-ai-2021	384	81	I	i	NN
stanford-ai-2021	384	82	E	e	NN
stanford-ai-2021	384	83	W	W	NNP
stanford-ai-2021	384	84	Artificial	Artificial	NNP
stanford-ai-2021	384	85	Intelligence	Intelligence	NNP
stanford-ai-2021	384	86	Index	Index	NNP
stanford-ai-2021	384	87	Report	Report	NNP
stanford-ai-2021	384	88	2021	2021	CD
stanford-ai-2021	384	89	0	0	CD
stanford-ai-2021	384	90	%	%	NN
stanford-ai-2021	384	91	2	2	CD
stanford-ai-2021	384	92	%	%	NN
stanford-ai-2021	384	93	4	4	CD
stanford-ai-2021	384	94	%	%	NN
stanford-ai-2021	384	95	6	6	CD
stanford-ai-2021	384	96	%	%	NN
stanford-ai-2021	384	97	8	8	CD
stanford-ai-2021	384	98	%	%	NN
stanford-ai-2021	384	99	10	10	CD
stanford-ai-2021	384	100	%	%	NN
stanford-ai-2021	384	101	12	12	CD
stanford-ai-2021	384	102	%	%	NN
stanford-ai-2021	384	103	14	14	CD
stanford-ai-2021	384	104	%	%	NN
stanford-ai-2021	384	105	Mean	Mean	NNP
stanford-ai-2021	384	106	Average	Average	NNP
stanford-ai-2021	384	107	Precision	Precision	NNP
stanford-ai-2021	384	108	(	(	-LRB-
stanford-ai-2021	384	109	mAP	map	XX
stanford-ai-2021	384	110	)	)	-RRB-
stanford-ai-2021	384	111	Drinking	drink	VBG
stanford-ai-2021	384	112	coffee	coffee	NN
stanford-ai-2021	384	113	High	high	JJ
stanford-ai-2021	384	114	jump	jump	NN
stanford-ai-2021	384	115	Polishing	Polishing	NNP
stanford-ai-2021	384	116	furniture	furniture	NN
stanford-ai-2021	384	117	Putting	put	VBG
stanford-ai-2021	384	118	in	in	IN
stanford-ai-2021	384	119	contact	contact	NN
stanford-ai-2021	384	120	lenses	lense	NNS
stanford-ai-2021	384	121	Removing	remove	VBG
stanford-ai-2021	384	122	curlers	curler	NNS
stanford-ai-2021	384	123	Rock	rock	NN
stanford-ai-2021	384	124	-	-	HYPH
stanford-ai-2021	384	125	paper	paper	NN
stanford-ai-2021	384	126	-	-	HYPH
stanford-ai-2021	384	127	scissors	scissor	NNS
stanford-ai-2021	384	128	Running	run	VBG
stanford-ai-2021	384	129	a	a	DT
stanford-ai-2021	384	130	marathon	marathon	NN
stanford-ai-2021	384	131	Shot	shot	NN
stanford-ai-2021	384	132	put	put	VBD
stanford-ai-2021	384	133	Smoking	smoke	VBG
stanford-ai-2021	384	134	a	a	DT
stanford-ai-2021	384	135	cigarette	cigarette	NN
stanford-ai-2021	384	136	Throwing	throw	VBG
stanford-ai-2021	384	137	darts	dart	NNS
stanford-ai-2021	384	138	ACTIVITYNET	ACTIVITYNET	NNP
stanford-ai-2021	384	139	:	:	:
stanford-ai-2021	384	140	HARDEST	HARDEST	NNP
stanford-ai-2021	384	141	ACTIVITIES	activity	NNS
stanford-ai-2021	384	142	,	,	,
stanford-ai-2021	384	143	2019	2019	CD
stanford-ai-2021	384	144	-	-	SYM
stanford-ai-2021	384	145	20	20	CD
stanford-ai-2021	384	146	Source	source	NN
stanford-ai-2021	384	147	:	:	:
stanford-ai-2021	384	148	ActivityNet	ActivityNet	NNP
stanford-ai-2021	384	149	,	,	,
stanford-ai-2021	384	150	2020	2020	CD
stanford-ai-2021	384	151	|	|	CD
stanford-ai-2021	384	152	Chart	Chart	NNP
stanford-ai-2021	384	153	:	:	:
stanford-ai-2021	384	154	2021	2021	CD
stanford-ai-2021	384	155	AI	AI	NNP
stanford-ai-2021	384	156	Index	Index	NNP
stanford-ai-2021	384	157	Report	Report	NNP
stanford-ai-2021	384	158	2019	2019	CD
stanford-ai-2021	384	159	2020	2020	CD
stanford-ai-2021	384	160	ActivityNet	ActivityNet	NNP
stanford-ai-2021	384	161	:	:	:
stanford-ai-2021	384	162	Hardest	Hardest	NNP
stanford-ai-2021	384	163	Activity	Activity	NNP
stanford-ai-2021	384	164	Figure	figure	NN
stanford-ai-2021	384	165	2.2.2	2.2.2	CD
stanford-ai-2021	384	166	shows	show	VBZ
stanford-ai-2021	384	167	the	the	DT
stanford-ai-2021	384	168	hardest	hard	JJS
stanford-ai-2021	384	169	activities	activity	NNS
stanford-ai-2021	384	170	of	of	IN
stanford-ai-2021	384	171	the	the	DT
stanford-ai-2021	384	172	temporal	temporal	JJ
stanford-ai-2021	384	173	action	action	NN
stanford-ai-2021	384	174	location	location	NN
stanford-ai-2021	384	175	task	task	NN
stanford-ai-2021	384	176	in	in	IN
stanford-ai-2021	384	177	2020	2020	CD
stanford-ai-2021	384	178	and	and	CC
stanford-ai-2021	384	179	how	how	WRB
stanford-ai-2021	384	180	their	-PRON-	PRP$
stanford-ai-2021	384	181	mean	mean	NN
stanford-ai-2021	384	182	average	average	JJ
stanford-ai-2021	384	183	precision	precision	NN
stanford-ai-2021	384	184	compares	compare	VBZ
stanford-ai-2021	384	185	with	with	IN
stanford-ai-2021	384	186	the	the	DT
stanford-ai-2021	384	187	2019	2019	CD
stanford-ai-2021	384	188	result	result	NN
stanford-ai-2021	384	189	.	.	.
stanford-ai-2021	385	1	Drinking	drinking	NN
stanford-ai-2021	385	2	coffee	coffee	NN
stanford-ai-2021	385	3	remained	remain	VBD
stanford-ai-2021	385	4	the	the	DT
stanford-ai-2021	385	5	hardest	hard	JJS
stanford-ai-2021	385	6	activity	activity	NN
stanford-ai-2021	385	7	in	in	IN
stanford-ai-2021	385	8	2020	2020	CD
stanford-ai-2021	385	9	.	.	.
stanford-ai-2021	386	1	Rock	rock	NN
stanford-ai-2021	386	2	-	-	HYPH
stanford-ai-2021	386	3	paper-	paper-	VBG
stanford-ai-2021	386	4	scissors	scissor	NNS
stanford-ai-2021	386	5	,	,	,
stanford-ai-2021	386	6	though	though	IN
stanford-ai-2021	386	7	still	still	RB
stanford-ai-2021	386	8	the	the	DT
stanford-ai-2021	386	9	10th	10th	JJ
stanford-ai-2021	386	10	hardest	hard	JJS
stanford-ai-2021	386	11	activity	activity	NN
stanford-ai-2021	386	12	,	,	,
stanford-ai-2021	386	13	saw	see	VBD
stanford-ai-2021	386	14	the	the	DT
stanford-ai-2021	386	15	greatest	great	JJS
stanford-ai-2021	386	16	improvement	improvement	NN
stanford-ai-2021	386	17	among	among	IN
stanford-ai-2021	386	18	all	all	DT
stanford-ai-2021	386	19	activities	activity	NNS
stanford-ai-2021	386	20	,	,	,
stanford-ai-2021	386	21	increasing	increase	VBG
stanford-ai-2021	386	22	by	by	IN
stanford-ai-2021	386	23	129.2%—from	129.2%—from	CD
stanford-ai-2021	386	24	6.6	6.6	CD
stanford-ai-2021	386	25	%	%	NN
stanford-ai-2021	386	26	in	in	IN
stanford-ai-2021	386	27	2019	2019	CD
stanford-ai-2021	386	28	to	to	IN
stanford-ai-2021	386	29	15.22	15.22	CD
stanford-ai-2021	386	30	%	%	NN
stanford-ai-2021	386	31	in	in	IN
stanford-ai-2021	386	32	2020	2020	CD
stanford-ai-2021	386	33	.	.	.
stanford-ai-2021	387	1	2	2	LS
stanford-ai-2021	387	2	.	.	.
stanford-ai-2021	388	1	2	2	CD
stanford-ai-2021	388	2	C	c	NN
stanford-ai-2021	388	3	O	o	NN
stanford-ai-2021	388	4	M	m	NN
stanford-ai-2021	388	5	P	p	NN
stanford-ai-2021	388	6	U	u	NN
stanford-ai-2021	388	7	T	t	NN
stanford-ai-2021	388	8	E	e	NN
stanford-ai-2021	388	9	R	r	NN
stanford-ai-2021	388	10	V	v	NN
stanford-ai-2021	388	11	I	i	NN
stanford-ai-2021	388	12	S	s	NN
stanford-ai-2021	388	13	I	i	NN
stanford-ai-2021	388	14	O	o	NN
stanford-ai-2021	388	15	N	n	CD
stanford-ai-2021	388	16	—	—	:
stanford-ai-2021	388	17	V	v	NN
stanford-ai-2021	388	18	I	i	NN
stanford-ai-2021	388	19	D	d	NN
stanford-ai-2021	388	20	E	e	NN
stanford-ai-2021	388	21	O	o	NN
stanford-ai-2021	388	22	C	c	NN
stanford-ai-2021	388	23	H	h	NN
stanford-ai-2021	388	24	A	a	NN
stanford-ai-2021	388	25	P	p	NN
stanford-ai-2021	388	26	T	t	NN
stanford-ai-2021	388	27	E	e	NN
stanford-ai-2021	388	28	R	r	NN
stanford-ai-2021	388	29	2	2	CD
stanford-ai-2021	388	30	:	:	:
stanford-ai-2021	388	31	T	t	NN
stanford-ai-2021	388	32	E	e	NN
stanford-ai-2021	388	33	C	c	NN
stanford-ai-2021	388	34	H	h	NN
stanford-ai-2021	388	35	N	n	NN
stanford-ai-2021	388	36	I	i	NN
stanford-ai-2021	388	37	C	c	NN
stanford-ai-2021	388	38	A	a	NN
stanford-ai-2021	388	39	L	l	NN
stanford-ai-2021	388	40	P	p	NN
stanford-ai-2021	388	41	E	e	NN
stanford-ai-2021	388	42	R	r	NN
stanford-ai-2021	388	43	F	f	NN
stanford-ai-2021	388	44	O	o	NN
stanford-ai-2021	388	45	R	r	NN
stanford-ai-2021	388	46	M	m	NN
stanford-ai-2021	388	47	A	a	NN
stanford-ai-2021	388	48	N	n	NN
stanford-ai-2021	388	49	C	c	NN
stanford-ai-2021	388	50	E	e	NN
stanford-ai-2021	388	51	Figure	figure	NN
stanford-ai-2021	388	52	2.2.2	2.2.2	CD
stanford-ai-2021	388	53	TA	TA	NNP
stanford-ai-2021	388	54	B	b	NN
stanford-ai-2021	388	55	L	l	NN
stanford-ai-2021	388	56	E	e	NN
stanford-ai-2021	388	57	O	o	NN
stanford-ai-2021	388	58	F	f	NN
stanford-ai-2021	388	59	C	c	NN
stanford-ai-2021	388	60	O	o	NN
stanford-ai-2021	388	61	N	n	NN
stanford-ai-2021	388	62	T	t	NN
stanford-ai-2021	388	63	E	e	NN
stanford-ai-2021	388	64	N	n	NN
stanford-ai-2021	388	65	T	t	NN
stanford-ai-2021	388	66	S	s	NN
stanford-ai-2021	388	67	6	6	CD
stanford-ai-2021	388	68	0C	0c	NN
stanford-ai-2021	388	69	H	h	NN
stanford-ai-2021	388	70	A	a	NN
stanford-ai-2021	388	71	P	p	NN
stanford-ai-2021	388	72	T	t	NN
stanford-ai-2021	388	73	E	e	NN
stanford-ai-2021	388	74	R	r	NN
stanford-ai-2021	388	75	2	2	CD
stanford-ai-2021	388	76	P	p	NN
stanford-ai-2021	388	77	R	r	NN
stanford-ai-2021	388	78	E	e	NN
stanford-ai-2021	388	79	V	v	NN
stanford-ai-2021	388	80	I	i	NN
stanford-ai-2021	388	81	E	e	NN
stanford-ai-2021	388	82	W	W	NNP
stanford-ai-2021	388	83	Artificial	Artificial	NNP
stanford-ai-2021	388	84	Intelligence	Intelligence	NNP
stanford-ai-2021	388	85	Index	Index	NNP
stanford-ai-2021	388	86	Report	Report	NNP
stanford-ai-2021	388	87	2021	2021	CD
stanford-ai-2021	388	88	12/2016	12/2016	CD
stanford-ai-2021	388	89	04/2018	04/2018	CD
stanford-ai-2021	388	90	04/2020	04/2020	CD
stanford-ai-2021	388	91	11/2020	11/2020	CD
stanford-ai-2021	388	92	20	20	CD
stanford-ai-2021	388	93	30	30	CD
stanford-ai-2021	388	94	40	40	CD
stanford-ai-2021	388	95	50	50	CD
stanford-ai-2021	388	96	60	60	CD
stanford-ai-2021	388	97	70	70	CD
stanford-ai-2021	388	98	80	80	CD
stanford-ai-2021	388	99	M	m	NN
stanford-ai-2021	388	100	ea	ea	NN
stanford-ai-2021	388	101	n	n	CC
stanford-ai-2021	388	102	A	A	NNP
stanford-ai-2021	388	103	ve	ve	JJ
stanford-ai-2021	388	104	ra	ra	NN
stanford-ai-2021	388	105	g	g	NN
stanford-ai-2021	388	106	e	e	NNP
stanford-ai-2021	388	107	P	P	NNP
stanford-ai-2021	388	108	re	re	NN
stanford-ai-2021	388	109	ci	ci	NNP
stanford-ai-2021	388	110	si	si	NNP
stanford-ai-2021	388	111	o	o	NN
stanford-ai-2021	388	112	n	n	NN
stanford-ai-2021	388	113	(	(	-LRB-
stanford-ai-2021	388	114	m	m	NNP
stanford-ai-2021	388	115	A	A	NNP
stanford-ai-2021	388	116	P	p	NN
stanford-ai-2021	388	117	5	5	CD
stanford-ai-2021	388	118	0	0	CD
stanford-ai-2021	388	119	)	)	-RRB-
stanford-ai-2021	388	120	65.2	65.2	CD
stanford-ai-2021	388	121	YOLOv2	yolov2	NN
stanford-ai-2021	388	122	(	(	-LRB-
stanford-ai-2021	388	123	Resolution	resolution	NN
stanford-ai-2021	388	124	:	:	:
stanford-ai-2021	388	125	Unclear	Unclear	NNP
stanford-ai-2021	388	126	)	)	-RRB-
stanford-ai-2021	388	127	YOLOv3	YOLOv3	NNP
stanford-ai-2021	388	128	(	(	-LRB-
stanford-ai-2021	388	129	Resolution	resolution	NN
stanford-ai-2021	388	130	:	:	:
stanford-ai-2021	388	131	608	608	CD
stanford-ai-2021	388	132	)	)	-RRB-
stanford-ai-2021	388	133	YOLOv4	yolov4	NN
stanford-ai-2021	388	134	(	(	-LRB-
stanford-ai-2021	388	135	Resolution	resolution	NN
stanford-ai-2021	388	136	:	:	:
stanford-ai-2021	388	137	608	608	CD
stanford-ai-2021	388	138	)	)	-RRB-
stanford-ai-2021	388	139	PP	PP	NNP
stanford-ai-2021	388	140	-	-	HYPH
stanford-ai-2021	388	141	YOLO	YOLO	NNP
stanford-ai-2021	388	142	(	(	-LRB-
stanford-ai-2021	388	143	Resolution	resolution	NN
stanford-ai-2021	388	144	:	:	:
stanford-ai-2021	388	145	608	608	CD
stanford-ai-2021	388	146	)	)	-RRB-
stanford-ai-2021	388	147	YOU	you	PRP
stanford-ai-2021	388	148	ONLY	only	RB
stanford-ai-2021	388	149	LOOK	look	VBP
stanford-ai-2021	388	150	ONCE	once	RB
stanford-ai-2021	388	151	(	(	-LRB-
stanford-ai-2021	388	152	YOLO	YOLO	NNP
stanford-ai-2021	388	153	)	)	-RRB-
stanford-ai-2021	388	154	:	:	:
stanford-ai-2021	388	155	MEAN	MEAN	NNP
stanford-ai-2021	388	156	AVERAGE	AVERAGE	NNP
stanford-ai-2021	388	157	PRECISION	PRECISION	NNP
stanford-ai-2021	388	158	Source	source	NN
stanford-ai-2021	388	159	:	:	:
stanford-ai-2021	388	160	Redmon	Redmon	NNP
stanford-ai-2021	388	161	&	&	CC
stanford-ai-2021	388	162	Farhadi	Farhadi	NNP
stanford-ai-2021	388	163	(	(	-LRB-
stanford-ai-2021	388	164	2016	2016	CD
stanford-ai-2021	388	165	&	&	CC
stanford-ai-2021	388	166	2018	2018	CD
stanford-ai-2021	388	167	)	)	-RRB-
stanford-ai-2021	388	168	,	,	,
stanford-ai-2021	388	169	Bochkovskiy	Bochkovskiy	NNP
stanford-ai-2021	388	170	et	et	NNP
stanford-ai-2021	388	171	al	al	NNP
stanford-ai-2021	388	172	.	.	.
stanford-ai-2021	389	1	(	(	-LRB-
stanford-ai-2021	389	2	2020	2020	CD
stanford-ai-2021	389	3	)	)	-RRB-
stanford-ai-2021	389	4	,	,	,
stanford-ai-2021	389	5	Long	Long	NNP
stanford-ai-2021	389	6	et	et	NNP
stanford-ai-2021	389	7	al	al	NNP
stanford-ai-2021	389	8	.	.	.
stanford-ai-2021	390	1	(	(	-LRB-
stanford-ai-2021	390	2	2020	2020	CD
stanford-ai-2021	390	3	)	)	-RRB-
stanford-ai-2021	390	4	|	|	NNP
stanford-ai-2021	390	5	Chart	Chart	NNP
stanford-ai-2021	390	6	:	:	:
stanford-ai-2021	390	7	2021	2021	CD
stanford-ai-2021	390	8	AI	AI	NNP
stanford-ai-2021	390	9	Index	Index	NNP
stanford-ai-2021	390	10	Report	Report	NNP
stanford-ai-2021	390	11	O	O	NNP
stanford-ai-2021	390	12	B	B	NNP
stanford-ai-2021	390	13	J	j	NN
stanford-ai-2021	390	14	E	e	NN
stanford-ai-2021	390	15	C	c	NN
stanford-ai-2021	390	16	T	t	NN
stanford-ai-2021	390	17	D	d	NN
stanford-ai-2021	390	18	E	e	NN
stanford-ai-2021	390	19	T	t	NN
stanford-ai-2021	390	20	E	e	NN
stanford-ai-2021	390	21	C	c	NN
stanford-ai-2021	390	22	T	t	NN
stanford-ai-2021	390	23	I	i	NN
stanford-ai-2021	390	24	O	o	NN
stanford-ai-2021	390	25	N	n	NN
stanford-ai-2021	390	26	Object	object	NN
stanford-ai-2021	390	27	detection	detection	NN
stanford-ai-2021	390	28	is	be	VBZ
stanford-ai-2021	390	29	the	the	DT
stanford-ai-2021	390	30	task	task	NN
stanford-ai-2021	390	31	of	of	IN
stanford-ai-2021	390	32	identifying	identify	VBG
stanford-ai-2021	390	33	a	a	DT
stanford-ai-2021	390	34	given	give	VBN
stanford-ai-2021	390	35	object	object	NN
stanford-ai-2021	390	36	in	in	IN
stanford-ai-2021	390	37	an	an	DT
stanford-ai-2021	390	38	image	image	NN
stanford-ai-2021	390	39	.	.	.
stanford-ai-2021	391	1	Frequently	frequently	RB
stanford-ai-2021	391	2	,	,	,
stanford-ai-2021	391	3	image	image	NN
stanford-ai-2021	391	4	classification	classification	NN
stanford-ai-2021	391	5	and	and	CC
stanford-ai-2021	391	6	image	image	NN
stanford-ai-2021	391	7	detection	detection	NN
stanford-ai-2021	391	8	are	be	VBP
stanford-ai-2021	391	9	coupled	couple	VBN
stanford-ai-2021	391	10	together	together	RB
stanford-ai-2021	391	11	in	in	IN
stanford-ai-2021	391	12	deployed	deploy	VBN
stanford-ai-2021	391	13	systems	system	NNS
stanford-ai-2021	391	14	.	.	.
stanford-ai-2021	392	1	One	one	CD
stanford-ai-2021	392	2	way	way	NN
stanford-ai-2021	392	3	to	to	TO
stanford-ai-2021	392	4	get	get	VB
stanford-ai-2021	392	5	a	a	DT
stanford-ai-2021	392	6	proxy	proxy	JJ
stanford-ai-2021	392	7	measure	measure	NN
stanford-ai-2021	392	8	for	for	IN
stanford-ai-2021	392	9	the	the	DT
stanford-ai-2021	392	10	improvement	improvement	NN
stanford-ai-2021	392	11	in	in	IN
stanford-ai-2021	392	12	deployed	deployed	JJ
stanford-ai-2021	392	13	object	object	NN
stanford-ai-2021	392	14	recognition	recognition	NN
stanford-ai-2021	392	15	systems	system	NNS
stanford-ai-2021	392	16	is	be	VBZ
stanford-ai-2021	392	17	to	to	TO
stanford-ai-2021	392	18	study	study	VB
stanford-ai-2021	392	19	the	the	DT
stanford-ai-2021	392	20	advancement	advancement	NN
stanford-ai-2021	392	21	of	of	IN
stanford-ai-2021	392	22	widely	widely	RB
stanford-ai-2021	392	23	used	use	VBN
stanford-ai-2021	392	24	object	object	NN
stanford-ai-2021	392	25	detection	detection	NN
stanford-ai-2021	392	26	systems	system	NNS
stanford-ai-2021	392	27	.	.	.
stanford-ai-2021	393	1	You	-PRON-	PRP
stanford-ai-2021	393	2	Only	only	RB
stanford-ai-2021	393	3	Look	look	VBP
stanford-ai-2021	393	4	Once	once	RB
stanford-ai-2021	393	5	(	(	-LRB-
stanford-ai-2021	393	6	YOLO	yolo	NN
stanford-ai-2021	393	7	)	)	-RRB-
stanford-ai-2021	393	8	You	-PRON-	PRP
stanford-ai-2021	393	9	Only	only	RB
stanford-ai-2021	393	10	Look	look	VBP
stanford-ai-2021	393	11	Once	once	RB
stanford-ai-2021	393	12	(	(	-LRB-
stanford-ai-2021	393	13	YOLO	YOLO	NNP
stanford-ai-2021	393	14	)	)	-RRB-
stanford-ai-2021	393	15	is	be	VBZ
stanford-ai-2021	393	16	a	a	DT
stanford-ai-2021	393	17	widely	widely	RB
stanford-ai-2021	393	18	used	use	VBN
stanford-ai-2021	393	19	open	open	JJ
stanford-ai-2021	393	20	source	source	NN
stanford-ai-2021	393	21	system	system	NN
stanford-ai-2021	393	22	for	for	IN
stanford-ai-2021	393	23	object	object	NN
stanford-ai-2021	393	24	detection	detection	NN
stanford-ai-2021	393	25	,	,	,
stanford-ai-2021	393	26	so	so	CC
stanford-ai-2021	393	27	its	-PRON-	PRP$
stanford-ai-2021	393	28	progress	progress	NN
stanford-ai-2021	393	29	has	have	VBZ
stanford-ai-2021	393	30	been	be	VBN
stanford-ai-2021	393	31	included	include	VBN
stanford-ai-2021	393	32	on	on	IN
stanford-ai-2021	393	33	a	a	DT
stanford-ai-2021	393	34	standard	standard	JJ
stanford-ai-2021	393	35	task	task	NN
stanford-ai-2021	393	36	on	on	IN
stanford-ai-2021	393	37	YOLO	YOLO	NNP
stanford-ai-2021	393	38	variants	variant	NNS
stanford-ai-2021	393	39	to	to	TO
stanford-ai-2021	393	40	give	give	VB
stanford-ai-2021	393	41	a	a	DT
stanford-ai-2021	393	42	sense	sense	NN
stanford-ai-2021	393	43	of	of	IN
stanford-ai-2021	393	44	how	how	WRB
stanford-ai-2021	393	45	research	research	NN
stanford-ai-2021	393	46	percolates	percolate	NNS
stanford-ai-2021	393	47	into	into	IN
stanford-ai-2021	393	48	widely	widely	RB
stanford-ai-2021	393	49	used	use	VBN
stanford-ai-2021	393	50	open	open	JJ
stanford-ai-2021	393	51	source	source	NN
stanford-ai-2021	393	52	tools	tool	NNS
stanford-ai-2021	393	53	.	.	.
stanford-ai-2021	394	1	YOLO	yolo	NN
stanford-ai-2021	394	2	has	have	VBZ
stanford-ai-2021	394	3	gone	go	VBN
stanford-ai-2021	394	4	through	through	IN
stanford-ai-2021	394	5	multiple	multiple	JJ
stanford-ai-2021	394	6	iterations	iteration	NNS
stanford-ai-2021	394	7	since	since	IN
stanford-ai-2021	394	8	it	-PRON-	PRP
stanford-ai-2021	394	9	was	be	VBD
stanford-ai-2021	394	10	first	first	RB
stanford-ai-2021	394	11	published	publish	VBN
stanford-ai-2021	394	12	in	in	IN
stanford-ai-2021	394	13	2015	2015	CD
stanford-ai-2021	394	14	.	.	.
stanford-ai-2021	395	1	Over	over	IN
stanford-ai-2021	395	2	time	time	NN
stanford-ai-2021	395	3	,	,	,
stanford-ai-2021	395	4	YOLO	YOLO	NNP
stanford-ai-2021	395	5	has	have	VBZ
stanford-ai-2021	395	6	been	be	VBN
stanford-ai-2021	395	7	optimized	optimize	VBN
stanford-ai-2021	395	8	along	along	IN
stanford-ai-2021	395	9	two	two	CD
stanford-ai-2021	395	10	constraints	constraint	NNS
stanford-ai-2021	395	11	:	:	:
stanford-ai-2021	395	12	performance	performance	NN
stanford-ai-2021	395	13	and	and	CC
stanford-ai-2021	395	14	inference	inference	NN
stanford-ai-2021	395	15	latency	latency	NN
stanford-ai-2021	395	16	,	,	,
stanford-ai-2021	395	17	as	as	IN
stanford-ai-2021	395	18	shown	show	VBN
stanford-ai-2021	395	19	in	in	IN
stanford-ai-2021	395	20	Figure	Figure	NNP
stanford-ai-2021	395	21	2.2.3	2.2.3	CD
stanford-ai-2021	395	22	.	.	.
stanford-ai-2021	396	1	What	what	WP
stanford-ai-2021	396	2	this	this	DT
stanford-ai-2021	396	3	means	mean	VBZ
stanford-ai-2021	396	4	,	,	,
stanford-ai-2021	396	5	specifically	specifically	RB
stanford-ai-2021	396	6	,	,	,
stanford-ai-2021	396	7	is	be	VBZ
stanford-ai-2021	396	8	that	that	IN
stanford-ai-2021	396	9	by	by	IN
stanford-ai-2021	396	10	measuring	measure	VBG
stanford-ai-2021	396	11	YOLO	YOLO	NNP
stanford-ai-2021	396	12	,	,	,
stanford-ai-2021	396	13	one	one	PRP
stanford-ai-2021	396	14	can	can	MD
stanford-ai-2021	396	15	measure	measure	VB
stanford-ai-2021	396	16	the	the	DT
stanford-ai-2021	396	17	advancement	advancement	NN
stanford-ai-2021	396	18	of	of	IN
stanford-ai-2021	396	19	systems	system	NNS
stanford-ai-2021	396	20	that	that	WDT
stanford-ai-2021	396	21	might	may	MD
stanford-ai-2021	396	22	not	not	RB
stanford-ai-2021	396	23	have	have	VB
stanford-ai-2021	396	24	the	the	DT
stanford-ai-2021	396	25	best	good	JJS
stanford-ai-2021	396	26	absolute	absolute	JJ
stanford-ai-2021	396	27	performance	performance	NN
stanford-ai-2021	396	28	but	but	CC
stanford-ai-2021	396	29	are	be	VBP
stanford-ai-2021	396	30	designed	design	VBN
stanford-ai-2021	396	31	around	around	IN
stanford-ai-2021	396	32	real	real	JJ
stanford-ai-2021	396	33	-	-	HYPH
stanford-ai-2021	396	34	world	world	NN
stanford-ai-2021	396	35	needs	need	NNS
stanford-ai-2021	396	36	,	,	,
stanford-ai-2021	396	37	like	like	IN
stanford-ai-2021	396	38	low	low	JJ
stanford-ai-2021	396	39	-	-	HYPH
stanford-ai-2021	396	40	latency	latency	NN
stanford-ai-2021	396	41	inference	inference	NN
stanford-ai-2021	396	42	over	over	IN
stanford-ai-2021	396	43	video	video	NN
stanford-ai-2021	396	44	streams	stream	NNS
stanford-ai-2021	396	45	.	.	.
stanford-ai-2021	397	1	Therefore	therefore	RB
stanford-ai-2021	397	2	,	,	,
stanford-ai-2021	397	3	YOLO	yolo	NN
stanford-ai-2021	397	4	systems	system	NNS
stanford-ai-2021	397	5	might	may	MD
stanford-ai-2021	397	6	not	not	RB
stanford-ai-2021	397	7	always	always	RB
stanford-ai-2021	397	8	contain	contain	VB
stanford-ai-2021	397	9	the	the	DT
stanford-ai-2021	397	10	absolute	absolute	JJ
stanford-ai-2021	397	11	best	good	JJS
stanford-ai-2021	397	12	performance	performance	NN
stanford-ai-2021	397	13	as	as	IN
stanford-ai-2021	397	14	defined	define	VBN
stanford-ai-2021	397	15	in	in	IN
stanford-ai-2021	397	16	the	the	DT
stanford-ai-2021	397	17	research	research	NN
stanford-ai-2021	397	18	literature	literature	NN
stanford-ai-2021	397	19	,	,	,
stanford-ai-2021	397	20	but	but	CC
stanford-ai-2021	397	21	they	-PRON-	PRP
stanford-ai-2021	397	22	will	will	MD
stanford-ai-2021	397	23	represent	represent	VB
stanford-ai-2021	397	24	good	good	JJ
stanford-ai-2021	397	25	performance	performance	NN
stanford-ai-2021	397	26	when	when	WRB
stanford-ai-2021	397	27	faced	face	VBN
stanford-ai-2021	397	28	with	with	IN
stanford-ai-2021	397	29	trade	trade	NN
stanford-ai-2021	397	30	-	-	HYPH
stanford-ai-2021	397	31	offs	off	NNS
stanford-ai-2021	397	32	such	such	JJ
stanford-ai-2021	397	33	as	as	IN
stanford-ai-2021	397	34	inference	inference	NN
stanford-ai-2021	397	35	time	time	NN
stanford-ai-2021	397	36	.	.	.
stanford-ai-2021	398	1	2	2	LS
stanford-ai-2021	398	2	.	.	.
stanford-ai-2021	399	1	2	2	CD
stanford-ai-2021	399	2	C	c	NN
stanford-ai-2021	399	3	O	o	NN
stanford-ai-2021	399	4	M	m	NN
stanford-ai-2021	399	5	P	p	NN
stanford-ai-2021	399	6	U	u	NN
stanford-ai-2021	399	7	T	t	NN
stanford-ai-2021	399	8	E	e	NN
stanford-ai-2021	399	9	R	r	NN
stanford-ai-2021	399	10	V	v	NN
stanford-ai-2021	399	11	I	i	NN
stanford-ai-2021	399	12	S	s	NN
stanford-ai-2021	399	13	I	i	NN
stanford-ai-2021	399	14	O	o	NN
stanford-ai-2021	399	15	N	n	CD
stanford-ai-2021	399	16	—	—	:
stanford-ai-2021	399	17	V	v	NN
stanford-ai-2021	399	18	I	i	NN
stanford-ai-2021	399	19	D	d	NN
stanford-ai-2021	399	20	E	e	NN
stanford-ai-2021	399	21	O	o	NN
stanford-ai-2021	399	22	C	c	NN
stanford-ai-2021	399	23	H	h	NN
stanford-ai-2021	399	24	A	a	NN
stanford-ai-2021	399	25	P	p	NN
stanford-ai-2021	399	26	T	t	NN
stanford-ai-2021	399	27	E	e	NN
stanford-ai-2021	399	28	R	r	NN
stanford-ai-2021	399	29	2	2	CD
stanford-ai-2021	399	30	:	:	:
stanford-ai-2021	399	31	T	t	NN
stanford-ai-2021	399	32	E	e	NN
stanford-ai-2021	399	33	C	c	NN
stanford-ai-2021	399	34	H	h	NN
stanford-ai-2021	399	35	N	n	NN
stanford-ai-2021	399	36	I	i	NN
stanford-ai-2021	399	37	C	c	NN
stanford-ai-2021	399	38	A	a	NN
stanford-ai-2021	399	39	L	l	NN
stanford-ai-2021	399	40	P	p	NN
stanford-ai-2021	399	41	E	e	NN
stanford-ai-2021	399	42	R	r	NN
stanford-ai-2021	399	43	F	f	NN
stanford-ai-2021	399	44	O	o	NN
stanford-ai-2021	399	45	R	r	NN
stanford-ai-2021	399	46	M	m	NN
stanford-ai-2021	399	47	A	a	NN
stanford-ai-2021	399	48	N	n	NN
stanford-ai-2021	399	49	C	c	NN
stanford-ai-2021	399	50	E	e	NN
stanford-ai-2021	399	51	Figure	figure	NN
stanford-ai-2021	399	52	2.2.3	2.2.3	CD
stanford-ai-2021	399	53	TA	ta	NN
stanford-ai-2021	399	54	B	b	NN
stanford-ai-2021	399	55	L	l	NN
stanford-ai-2021	399	56	E	e	NN
stanford-ai-2021	399	57	O	o	NN
stanford-ai-2021	399	58	F	f	NN
stanford-ai-2021	399	59	C	c	NN
stanford-ai-2021	399	60	O	o	NN
stanford-ai-2021	399	61	N	n	NN
stanford-ai-2021	399	62	T	t	NN
stanford-ai-2021	399	63	E	e	NN
stanford-ai-2021	399	64	N	n	NN
stanford-ai-2021	399	65	T	t	NN
stanford-ai-2021	399	66	S	s	NN
stanford-ai-2021	399	67	61C	61c	CD
stanford-ai-2021	399	68	H	h	NN
stanford-ai-2021	399	69	A	a	NN
stanford-ai-2021	399	70	P	p	NN
stanford-ai-2021	399	71	T	t	NN
stanford-ai-2021	399	72	E	e	NN
stanford-ai-2021	399	73	R	r	NN
stanford-ai-2021	399	74	2	2	CD
stanford-ai-2021	399	75	P	p	NN
stanford-ai-2021	399	76	R	r	NN
stanford-ai-2021	399	77	E	e	NN
stanford-ai-2021	399	78	V	v	NN
stanford-ai-2021	399	79	I	i	NN
stanford-ai-2021	399	80	E	e	NN
stanford-ai-2021	399	81	W	W	NNP
stanford-ai-2021	399	82	Artificial	Artificial	NNP
stanford-ai-2021	399	83	Intelligence	Intelligence	NNP
stanford-ai-2021	399	84	Index	Index	NNP
stanford-ai-2021	399	85	Report	Report	NNP
stanford-ai-2021	399	86	2021	2021	CD
stanford-ai-2021	399	87	2017	2017	CD
stanford-ai-2021	399	88	2018	2018	CD
stanford-ai-2021	399	89	2019	2019	CD
stanford-ai-2021	399	90	2020	2020	CD
stanford-ai-2021	399	91	2021	2021	CD
stanford-ai-2021	399	92	2022	2022	CD
stanford-ai-2021	399	93	0.002	0.002	CD
stanford-ai-2021	399	94	0.005	0.005	CD
stanford-ai-2021	399	95	0.01	0.01	CD
stanford-ai-2021	399	96	0.02	0.02	CD
stanford-ai-2021	399	97	0.05	0.05	CD
stanford-ai-2021	399	98	0.1	0.1	CD
stanford-ai-2021	399	99	0.2	0.2	CD
stanford-ai-2021	399	100	0.5	0.5	CD
stanford-ai-2021	399	101	1	1	CD
stanford-ai-2021	399	102	F	F	NNP
stanford-ai-2021	399	103	al	al	NNP
stanford-ai-2021	399	104	se	se	NNP
stanford-ai-2021	399	105	N	N	NNP
stanford-ai-2021	399	106	o	o	NNP
stanford-ai-2021	399	107	n	n	XX
stanford-ai-2021	399	108	-M	-m	NN
stanford-ai-2021	399	109	at	at	IN
stanford-ai-2021	399	110	ch	ch	NNP
stanford-ai-2021	399	111	r	r	NNP
stanford-ai-2021	399	112	at	at	IN
stanford-ai-2021	399	113	e	e	NNP
stanford-ai-2021	399	114	(	(	-LRB-
stanford-ai-2021	399	115	F	F	NNP
stanford-ai-2021	399	116	N	N	NNP
stanford-ai-2021	399	117	M	M	NNP
stanford-ai-2021	399	118	R	R	NNP
stanford-ai-2021	399	119	;	;	:
stanford-ai-2021	399	120	L	l	NN
stanford-ai-2021	399	121	o	o	NN
stanford-ai-2021	399	122	g	g	NN
stanford-ai-2021	399	123	S	S	NNP
stanford-ai-2021	399	124	ca	ca	NN
stanford-ai-2021	399	125	le	le	NNP
stanford-ai-2021	399	126	)	)	-RRB-
stanford-ai-2021	399	127	0.0035	0.0035	CD
stanford-ai-2021	399	128	,	,	,
stanford-ai-2021	399	129	VISABORDER	VISABORDER	NNP
stanford-ai-2021	399	130	Photos	Photos	NNP
stanford-ai-2021	399	131	FNMR@FMR	FNMR@FMR	NNS
stanford-ai-2021	399	132	≤	≤	VBP
stanford-ai-2021	399	133	0.000001	0.000001	CD
stanford-ai-2021	399	134	0.0025	0.0025	NNS
stanford-ai-2021	399	135	,	,	,
stanford-ai-2021	399	136	VISA	VISA	NNP
stanford-ai-2021	399	137	Photos	Photos	NNP
stanford-ai-2021	399	138	FNMR	FNMR	NNP
stanford-ai-2021	399	139	@	@	NFP
stanford-ai-2021	399	140	FMR	FMR	NNP
stanford-ai-2021	399	141	≤	≤	NN
stanford-ai-2021	399	142	0.000001	0.000001	CD
stanford-ai-2021	399	143	0.0023	0.0023	CD
stanford-ai-2021	399	144	,	,	,
stanford-ai-2021	399	145	MUGSHOT	MUGSHOT	NNP
stanford-ai-2021	399	146	Photos	Photos	NNP
stanford-ai-2021	399	147	FNMR	FNMR	NNP
stanford-ai-2021	399	148	@	@	NFP
stanford-ai-2021	399	149	FMR	FMR	NNP
stanford-ai-2021	399	150	≤	≤	NN
stanford-ai-2021	399	151	0.00001	0.00001	CD
stanford-ai-2021	399	152	DT>=12	dt>=12	NN
stanford-ai-2021	399	153	YRS	yrs	NN
stanford-ai-2021	399	154	0.0022	0.0022	CD
stanford-ai-2021	399	155	,	,	,
stanford-ai-2021	399	156	MUGSHOT	MUGSHOT	NNP
stanford-ai-2021	399	157	Photos	Photos	NNP
stanford-ai-2021	399	158	FNMR	FNMR	NNP
stanford-ai-2021	399	159	@	@	NFP
stanford-ai-2021	399	160	FMR	FMR	NNP
stanford-ai-2021	399	161	≤	≤	NN
stanford-ai-2021	399	162	0.00001	0.00001	CD
stanford-ai-2021	399	163	0.0293	0.0293	CD
stanford-ai-2021	399	164	,	,	,
stanford-ai-2021	399	165	WILD	WILD	NNP
stanford-ai-2021	399	166	Photos	Photos	NNP
stanford-ai-2021	399	167	FNMR	FNMR	NNP
stanford-ai-2021	399	168	@	@	NFP
stanford-ai-2021	399	169	FMR	FMR	NNP
stanford-ai-2021	399	170	≤	≤	JJ
stanford-ai-2021	399	171	0.00001	0.00001	CD
stanford-ai-2021	399	172	0.0064	0.0064	CD
stanford-ai-2021	399	173	,	,	,
stanford-ai-2021	399	174	BORDER	BORDER	NNP
stanford-ai-2021	399	175	Photos	Photos	NNP
stanford-ai-2021	399	176	FNMR	FNMR	NNP
stanford-ai-2021	399	177	@	@	IN
stanford-ai-2021	399	178	FMR	FMR	NNP
stanford-ai-2021	399	179	=	=	SYM
stanford-ai-2021	399	180	0.000001	0.000001	CD
stanford-ai-2021	399	181	NIST	NIST	NNP
stanford-ai-2021	399	182	FRVT	FRVT	NNP
stanford-ai-2021	399	183	1:1	1:1	CD
stanford-ai-2021	399	184	VERIFICATION	verification	VBP
stanford-ai-2021	399	185	ACCURACY	accuracy	NN
stanford-ai-2021	399	186	by	by	IN
stanford-ai-2021	399	187	DATASET	DATASET	NNP
stanford-ai-2021	399	188	,	,	,
stanford-ai-2021	399	189	2017	2017	CD
stanford-ai-2021	399	190	-	-	SYM
stanford-ai-2021	399	191	20	20	CD
stanford-ai-2021	399	192	Source	source	NN
stanford-ai-2021	399	193	:	:	:
stanford-ai-2021	399	194	National	National	NNP
stanford-ai-2021	399	195	Institute	Institute	NNP
stanford-ai-2021	399	196	of	of	IN
stanford-ai-2021	399	197	Standards	Standards	NNPS
stanford-ai-2021	399	198	and	and	CC
stanford-ai-2021	399	199	Technology	Technology	NNP
stanford-ai-2021	399	200	,	,	,
stanford-ai-2021	399	201	2020	2020	CD
stanford-ai-2021	399	202	|	|	CD
stanford-ai-2021	399	203	Chart	Chart	NNP
stanford-ai-2021	399	204	:	:	:
stanford-ai-2021	399	205	2021	2021	CD
stanford-ai-2021	399	206	AI	AI	NNP
stanford-ai-2021	399	207	Index	Index	NNP
stanford-ai-2021	399	208	Report	Report	NNP
stanford-ai-2021	399	209	FAC	FAC	NNP
stanford-ai-2021	399	210	E	e	NN
stanford-ai-2021	399	211	D	d	NN
stanford-ai-2021	399	212	E	e	NN
stanford-ai-2021	399	213	T	t	NN
stanford-ai-2021	399	214	E	e	NN
stanford-ai-2021	399	215	C	c	NN
stanford-ai-2021	399	216	T	t	NN
stanford-ai-2021	399	217	I	i	NN
stanford-ai-2021	399	218	O	o	NN
stanford-ai-2021	399	219	N	n	NN
stanford-ai-2021	399	220	A	a	NN
stanford-ai-2021	399	221	N	n	NN
stanford-ai-2021	399	222	D	d	NN
stanford-ai-2021	399	223	R	r	NN
stanford-ai-2021	399	224	E	e	NN
stanford-ai-2021	399	225	C	c	NN
stanford-ai-2021	399	226	O	o	NN
stanford-ai-2021	399	227	G	g	NN
stanford-ai-2021	399	228	N	n	NN
stanford-ai-2021	399	229	I	i	NN
stanford-ai-2021	399	230	T	t	NN
stanford-ai-2021	399	231	I	i	NN
stanford-ai-2021	399	232	O	o	NN
stanford-ai-2021	399	233	N	n	CD
stanford-ai-2021	399	234	Facial	facial	JJ
stanford-ai-2021	399	235	detection	detection	NN
stanford-ai-2021	399	236	and	and	CC
stanford-ai-2021	399	237	recognition	recognition	NN
stanford-ai-2021	399	238	is	be	VBZ
stanford-ai-2021	399	239	one	one	CD
stanford-ai-2021	399	240	of	of	IN
stanford-ai-2021	399	241	the	the	DT
stanford-ai-2021	399	242	use	use	NN
stanford-ai-2021	399	243	-	-	HYPH
stanford-ai-2021	399	244	cases	case	NNS
stanford-ai-2021	399	245	for	for	IN
stanford-ai-2021	399	246	AI	AI	NNP
stanford-ai-2021	399	247	that	that	WDT
stanford-ai-2021	399	248	has	have	VBZ
stanford-ai-2021	399	249	a	a	DT
stanford-ai-2021	399	250	sizable	sizable	JJ
stanford-ai-2021	399	251	commercial	commercial	JJ
stanford-ai-2021	399	252	market	market	NN
stanford-ai-2021	399	253	and	and	CC
stanford-ai-2021	399	254	has	have	VBZ
stanford-ai-2021	399	255	generated	generate	VBN
stanford-ai-2021	399	256	significant	significant	JJ
stanford-ai-2021	399	257	interest	interest	NN
stanford-ai-2021	399	258	from	from	IN
stanford-ai-2021	399	259	governments	government	NNS
stanford-ai-2021	399	260	and	and	CC
stanford-ai-2021	399	261	militaries	military	NNS
stanford-ai-2021	399	262	.	.	.
stanford-ai-2021	400	1	Therefore	therefore	RB
stanford-ai-2021	400	2	,	,	,
stanford-ai-2021	400	3	progress	progress	NN
stanford-ai-2021	400	4	in	in	IN
stanford-ai-2021	400	5	this	this	DT
stanford-ai-2021	400	6	category	category	NN
stanford-ai-2021	400	7	gives	give	VBZ
stanford-ai-2021	400	8	us	-PRON-	PRP
stanford-ai-2021	400	9	a	a	DT
stanford-ai-2021	400	10	sense	sense	NN
stanford-ai-2021	400	11	of	of	IN
stanford-ai-2021	400	12	the	the	DT
stanford-ai-2021	400	13	rate	rate	NN
stanford-ai-2021	400	14	of	of	IN
stanford-ai-2021	400	15	advancement	advancement	NN
stanford-ai-2021	400	16	in	in	IN
stanford-ai-2021	400	17	economically	economically	RB
stanford-ai-2021	400	18	significant	significant	JJ
stanford-ai-2021	400	19	parts	part	NNS
stanford-ai-2021	400	20	of	of	IN
stanford-ai-2021	400	21	AI	AI	NNP
stanford-ai-2021	400	22	development	development	NN
stanford-ai-2021	400	23	.	.	.
stanford-ai-2021	401	1	National	National	NNP
stanford-ai-2021	401	2	Institute	Institute	NNP
stanford-ai-2021	401	3	of	of	IN
stanford-ai-2021	401	4	Standards	Standards	NNPS
stanford-ai-2021	401	5	and	and	CC
stanford-ai-2021	401	6	Technology	Technology	NNP
stanford-ai-2021	401	7	(	(	-LRB-
stanford-ai-2021	401	8	NIST	NIST	NNP
stanford-ai-2021	401	9	)	)	-RRB-
stanford-ai-2021	401	10	Face	Face	NNP
stanford-ai-2021	401	11	Recognition	recognition	NN
stanford-ai-2021	401	12	Vendor	vendor	NN
stanford-ai-2021	401	13	Test	test	NN
stanford-ai-2021	401	14	(	(	-LRB-
stanford-ai-2021	401	15	FRVT	FRVT	NNP
stanford-ai-2021	401	16	)	)	-RRB-
stanford-ai-2021	401	17	The	the	DT
stanford-ai-2021	401	18	Face	Face	NNP
stanford-ai-2021	401	19	Recognition	Recognition	NNP
stanford-ai-2021	401	20	Vendor	Vendor	NNP
stanford-ai-2021	401	21	Tests	Tests	NNPS
stanford-ai-2021	401	22	(	(	-LRB-
stanford-ai-2021	401	23	FRVT	FRVT	NNP
stanford-ai-2021	401	24	)	)	-RRB-
stanford-ai-2021	401	25	by	by	IN
stanford-ai-2021	401	26	the	the	DT
stanford-ai-2021	401	27	National	National	NNP
stanford-ai-2021	401	28	Institute	Institute	NNP
stanford-ai-2021	401	29	of	of	IN
stanford-ai-2021	401	30	Standards	Standards	NNPS
stanford-ai-2021	401	31	and	and	CC
stanford-ai-2021	401	32	Technology	Technology	NNP
stanford-ai-2021	401	33	(	(	-LRB-
stanford-ai-2021	401	34	NIST	NIST	NNP
stanford-ai-2021	401	35	)	)	-RRB-
stanford-ai-2021	401	36	provide	provide	VBP
stanford-ai-2021	401	37	independent	independent	JJ
stanford-ai-2021	401	38	evaluations	evaluation	NNS
stanford-ai-2021	401	39	of	of	IN
stanford-ai-2021	401	40	commercially	commercially	RB
stanford-ai-2021	401	41	available	available	JJ
stanford-ai-2021	401	42	and	and	CC
stanford-ai-2021	401	43	prototype	prototype	VB
stanford-ai-2021	401	44	face	face	NN
stanford-ai-2021	401	45	recognition	recognition	NN
stanford-ai-2021	401	46	technologies	technology	NNS
stanford-ai-2021	401	47	.	.	.
stanford-ai-2021	402	1	FRVT	frvt	JJ
stanford-ai-2021	402	2	measures	measure	VBZ
stanford-ai-2021	402	3	the	the	DT
stanford-ai-2021	402	4	performance	performance	NN
stanford-ai-2021	402	5	of	of	IN
stanford-ai-2021	402	6	automated	automate	VBN
stanford-ai-2021	402	7	face	face	NN
stanford-ai-2021	402	8	recognition	recognition	NN
stanford-ai-2021	402	9	technologies	technology	NNS
stanford-ai-2021	402	10	used	use	VBN
stanford-ai-2021	402	11	for	for	IN
stanford-ai-2021	402	12	a	a	DT
stanford-ai-2021	402	13	wide	wide	JJ
stanford-ai-2021	402	14	range	range	NN
stanford-ai-2021	402	15	of	of	IN
stanford-ai-2021	402	16	civil	civil	JJ
stanford-ai-2021	402	17	and	and	CC
stanford-ai-2021	402	18	governmental	governmental	JJ
stanford-ai-2021	402	19	tasks	task	NNS
stanford-ai-2021	402	20	(	(	-LRB-
stanford-ai-2021	402	21	primarily	primarily	RB
stanford-ai-2021	402	22	in	in	IN
stanford-ai-2021	402	23	law	law	NN
stanford-ai-2021	402	24	enforcement	enforcement	NN
stanford-ai-2021	402	25	and	and	CC
stanford-ai-2021	402	26	homeland	homeland	NN
stanford-ai-2021	402	27	security	security	NN
stanford-ai-2021	402	28	)	)	-RRB-
stanford-ai-2021	402	29	,	,	,
stanford-ai-2021	402	30	including	include	VBG
stanford-ai-2021	402	31	verification	verification	NN
stanford-ai-2021	402	32	of	of	IN
stanford-ai-2021	402	33	visa	visa	NN
stanford-ai-2021	402	34	photos	photo	NNS
stanford-ai-2021	402	35	,	,	,
stanford-ai-2021	402	36	mug	mug	NNP
stanford-ai-2021	402	37	shot	shoot	VBD
stanford-ai-2021	402	38	images	image	NNS
stanford-ai-2021	402	39	,	,	,
stanford-ai-2021	402	40	and	and	CC
stanford-ai-2021	402	41	child	child	NN
stanford-ai-2021	402	42	abuse	abuse	NN
stanford-ai-2021	402	43	images	image	NNS
stanford-ai-2021	402	44	.	.	.
stanford-ai-2021	403	1	Figure	figure	NN
stanford-ai-2021	403	2	2.2.4	2.2.4	CD
stanford-ai-2021	403	3	shows	show	VBZ
stanford-ai-2021	403	4	the	the	DT
stanford-ai-2021	403	5	results	result	NNS
stanford-ai-2021	403	6	of	of	IN
stanford-ai-2021	403	7	the	the	DT
stanford-ai-2021	403	8	top	top	RB
stanford-ai-2021	403	9	-	-	HYPH
stanford-ai-2021	403	10	performing	perform	VBG
stanford-ai-2021	403	11	1:1	1:1	CD
stanford-ai-2021	403	12	algorithms	algorithm	NNS
stanford-ai-2021	403	13	measured	measure	VBN
stanford-ai-2021	403	14	on	on	IN
stanford-ai-2021	403	15	false	false	JJ
stanford-ai-2021	403	16	non	non	JJ
stanford-ai-2021	403	17	-	-	JJ
stanford-ai-2021	403	18	match	match	JJ
stanford-ai-2021	403	19	rate	rate	NN
stanford-ai-2021	403	20	(	(	-LRB-
stanford-ai-2021	403	21	FNMR	FNMR	NNP
stanford-ai-2021	403	22	)	)	-RRB-
stanford-ai-2021	403	23	across	across	IN
stanford-ai-2021	403	24	several	several	JJ
stanford-ai-2021	403	25	different	different	JJ
stanford-ai-2021	403	26	datasets	dataset	NNS
stanford-ai-2021	403	27	.	.	.
stanford-ai-2021	404	1	FNMR	FNMR	NNP
stanford-ai-2021	404	2	refers	refer	VBZ
stanford-ai-2021	404	3	to	to	IN
stanford-ai-2021	404	4	the	the	DT
stanford-ai-2021	404	5	rate	rate	NN
stanford-ai-2021	404	6	at	at	IN
stanford-ai-2021	404	7	which	which	WDT
stanford-ai-2021	404	8	the	the	DT
stanford-ai-2021	404	9	algorithm	algorithm	NNP
stanford-ai-2021	404	10	fails	fail	VBZ
stanford-ai-2021	404	11	when	when	WRB
stanford-ai-2021	404	12	attempting	attempt	VBG
stanford-ai-2021	404	13	to	to	TO
stanford-ai-2021	404	14	match	match	VB
stanford-ai-2021	404	15	the	the	DT
stanford-ai-2021	404	16	image	image	NN
stanford-ai-2021	404	17	with	with	IN
stanford-ai-2021	404	18	the	the	DT
stanford-ai-2021	404	19	individual	individual	NN
stanford-ai-2021	404	20	.	.	.
stanford-ai-2021	405	1	Facial	facial	JJ
stanford-ai-2021	405	2	recognition	recognition	NN
stanford-ai-2021	405	3	technologies	technology	NNS
stanford-ai-2021	405	4	on	on	IN
stanford-ai-2021	405	5	mug	mug	NNP
stanford-ai-2021	405	6	-	-	HYPH
stanford-ai-2021	405	7	shot	shoot	VBN
stanford-ai-2021	405	8	-	-	HYPH
stanford-ai-2021	405	9	type	type	NN
stanford-ai-2021	405	10	and	and	CC
stanford-ai-2021	405	11	visa	visa	NN
stanford-ai-2021	405	12	photos	photo	NNS
stanford-ai-2021	405	13	have	have	VBP
stanford-ai-2021	405	14	improved	improve	VBN
stanford-ai-2021	405	15	the	the	DT
stanford-ai-2021	405	16	most	most	RBS
stanford-ai-2021	405	17	significantly	significantly	RB
stanford-ai-2021	405	18	in	in	IN
stanford-ai-2021	405	19	the	the	DT
stanford-ai-2021	405	20	past	past	JJ
stanford-ai-2021	405	21	four	four	CD
stanford-ai-2021	405	22	years	year	NNS
stanford-ai-2021	405	23	,	,	,
stanford-ai-2021	405	24	falling	fall	VBG
stanford-ai-2021	405	25	from	from	IN
stanford-ai-2021	405	26	error	error	NN
stanford-ai-2021	405	27	rates	rate	NNS
stanford-ai-2021	405	28	of	of	IN
stanford-ai-2021	405	29	close	close	NN
stanford-ai-2021	405	30	to	to	TO
stanford-ai-2021	405	31	50	50	CD
stanford-ai-2021	405	32	%	%	NN
stanford-ai-2021	405	33	to	to	IN
stanford-ai-2021	405	34	a	a	DT
stanford-ai-2021	405	35	fraction	fraction	NN
stanford-ai-2021	405	36	of	of	IN
stanford-ai-2021	405	37	a	a	DT
stanford-ai-2021	405	38	percent	percent	NN
stanford-ai-2021	405	39	in	in	IN
stanford-ai-2021	405	40	2020.4	2020.4	CD
stanford-ai-2021	405	41	2	2	CD
stanford-ai-2021	405	42	.	.	.
stanford-ai-2021	406	1	2	2	CD
stanford-ai-2021	406	2	C	c	NN
stanford-ai-2021	406	3	O	o	NN
stanford-ai-2021	406	4	M	m	NN
stanford-ai-2021	406	5	P	p	NN
stanford-ai-2021	406	6	U	u	NN
stanford-ai-2021	406	7	T	t	NN
stanford-ai-2021	406	8	E	e	NN
stanford-ai-2021	406	9	R	r	NN
stanford-ai-2021	406	10	V	v	NN
stanford-ai-2021	406	11	I	i	NN
stanford-ai-2021	406	12	S	s	NN
stanford-ai-2021	406	13	I	i	NN
stanford-ai-2021	406	14	O	o	NN
stanford-ai-2021	406	15	N	n	CD
stanford-ai-2021	406	16	—	—	:
stanford-ai-2021	406	17	V	v	NN
stanford-ai-2021	406	18	I	i	NN
stanford-ai-2021	406	19	D	d	NN
stanford-ai-2021	406	20	E	e	NN
stanford-ai-2021	406	21	O	o	NN
stanford-ai-2021	406	22	C	c	NN
stanford-ai-2021	406	23	H	h	NN
stanford-ai-2021	406	24	A	a	NN
stanford-ai-2021	406	25	P	p	NN
stanford-ai-2021	406	26	T	t	NN
stanford-ai-2021	406	27	E	e	NN
stanford-ai-2021	406	28	R	r	NN
stanford-ai-2021	406	29	2	2	CD
stanford-ai-2021	406	30	:	:	:
stanford-ai-2021	406	31	T	t	NN
stanford-ai-2021	406	32	E	e	NN
stanford-ai-2021	406	33	C	c	NN
stanford-ai-2021	406	34	H	h	NN
stanford-ai-2021	406	35	N	n	NN
stanford-ai-2021	406	36	I	i	NN
stanford-ai-2021	406	37	C	c	NN
stanford-ai-2021	406	38	A	a	NN
stanford-ai-2021	406	39	L	l	NN
stanford-ai-2021	406	40	P	p	NN
stanford-ai-2021	406	41	E	e	NN
stanford-ai-2021	406	42	R	r	NN
stanford-ai-2021	406	43	F	f	NN
stanford-ai-2021	406	44	O	o	NN
stanford-ai-2021	406	45	R	r	NN
stanford-ai-2021	406	46	M	m	NN
stanford-ai-2021	406	47	A	a	NN
stanford-ai-2021	406	48	N	n	NN
stanford-ai-2021	406	49	C	c	NN
stanford-ai-2021	406	50	E	e	NN
stanford-ai-2021	406	51	Figure	figure	NN
stanford-ai-2021	406	52	2.2.4	2.2.4	CD
stanford-ai-2021	406	53	4	4	CD
stanford-ai-2021	406	54	You	-PRON-	PRP
stanford-ai-2021	406	55	can	can	MD
stanford-ai-2021	406	56	view	view	VB
stanford-ai-2021	406	57	details	detail	NNS
stanford-ai-2021	406	58	and	and	CC
stanford-ai-2021	406	59	examples	example	NNS
stanford-ai-2021	406	60	of	of	IN
stanford-ai-2021	406	61	various	various	JJ
stanford-ai-2021	406	62	datasets	dataset	NNS
stanford-ai-2021	406	63	on	on	IN
stanford-ai-2021	406	64	periodically	periodically	RB
stanford-ai-2021	406	65	updated	update	VBN
stanford-ai-2021	406	66	FRVT	FRVT	NNP
stanford-ai-2021	406	67	1:1	1:1	CD
stanford-ai-2021	406	68	verification	verification	NN
stanford-ai-2021	406	69	reports	report	NNS
stanford-ai-2021	406	70	.	.	.
stanford-ai-2021	407	1	https://pages.nist.gov/frvt/html/frvt11.html#_overview	https://pages.nist.gov/frvt/html/frvt11.html#_overview	,
stanford-ai-2021	407	2	_	_	NNP
stanford-ai-2021	407	3	TA	TA	NNP
stanford-ai-2021	407	4	B	B	NNP
stanford-ai-2021	407	5	L	l	NN
stanford-ai-2021	407	6	E	e	NN
stanford-ai-2021	407	7	O	o	NN
stanford-ai-2021	407	8	F	f	NN
stanford-ai-2021	407	9	C	c	NN
stanford-ai-2021	407	10	O	o	NN
stanford-ai-2021	407	11	N	n	NN
stanford-ai-2021	407	12	T	t	NN
stanford-ai-2021	407	13	E	e	NN
stanford-ai-2021	407	14	N	n	NN
stanford-ai-2021	407	15	T	t	NN
stanford-ai-2021	407	16	S	s	NN
stanford-ai-2021	407	17	6	6	CD
stanford-ai-2021	407	18	2C	2c	NN
stanford-ai-2021	407	19	H	h	NN
stanford-ai-2021	407	20	A	a	NN
stanford-ai-2021	407	21	P	p	NN
stanford-ai-2021	407	22	T	t	NN
stanford-ai-2021	407	23	E	e	NN
stanford-ai-2021	407	24	R	r	NN
stanford-ai-2021	407	25	2	2	CD
stanford-ai-2021	407	26	P	p	NN
stanford-ai-2021	407	27	R	r	NN
stanford-ai-2021	407	28	E	e	NN
stanford-ai-2021	407	29	V	v	NN
stanford-ai-2021	407	30	I	i	NN
stanford-ai-2021	407	31	E	e	NN
stanford-ai-2021	407	32	W	W	NNP
stanford-ai-2021	407	33	Artificial	Artificial	NNP
stanford-ai-2021	407	34	Intelligence	Intelligence	NNP
stanford-ai-2021	407	35	Index	Index	NNP
stanford-ai-2021	407	36	Report	Report	NNP
stanford-ai-2021	407	37	2021	2021	CD
stanford-ai-2021	407	38	07/2019	07/2019	CD
stanford-ai-2021	407	39	07/2019	07/2019	CD
stanford-ai-2021	407	40	08/2019	08/2019	CD
stanford-ai-2021	407	41	10/2019	10/2019	CD
stanford-ai-2021	407	42	01/2020	01/2020	CD
stanford-ai-2021	407	43	12/2020	12/2020	CD
stanford-ai-2021	407	44	01/2021	01/2021	CD
stanford-ai-2021	407	45	01/2021	01/2021	CD
stanford-ai-2021	407	46	50	50	CD
stanford-ai-2021	407	47	60	60	CD
stanford-ai-2021	407	48	70	70	CD
stanford-ai-2021	407	49	80	80	CD
stanford-ai-2021	407	50	90	90	CD
stanford-ai-2021	407	51	100	100	CD
stanford-ai-2021	407	52	S	s	NN
stanford-ai-2021	407	53	co	co	NN
stanford-ai-2021	407	54	re	re	NN
stanford-ai-2021	407	55	90.3	90.3	CD
stanford-ai-2021	407	56	Score89.8	Score89.8	NNP
stanford-ai-2021	407	57	Human	Human	NNP
stanford-ai-2021	407	58	Performance	Performance	NNP
stanford-ai-2021	407	59	SUPERGLUE	SUPERGLUE	NNP
stanford-ai-2021	407	60	BENCHMARK	BENCHMARK	NNP
stanford-ai-2021	407	61	Source	source	NN
stanford-ai-2021	407	62	:	:	:
stanford-ai-2021	407	63	SuperGLUE	superglue	CD
stanford-ai-2021	407	64	Leaderboard	Leaderboard	NNP
stanford-ai-2021	407	65	,	,	,
stanford-ai-2021	407	66	2020	2020	CD
stanford-ai-2021	407	67	|	|	CD
stanford-ai-2021	407	68	Chart	Chart	NNP
stanford-ai-2021	407	69	:	:	:
stanford-ai-2021	407	70	2021	2021	CD
stanford-ai-2021	407	71	AI	AI	NNP
stanford-ai-2021	407	72	Index	Index	NNP
stanford-ai-2021	407	73	Report	Report	NNP
stanford-ai-2021	407	74	Natural	Natural	NNP
stanford-ai-2021	407	75	language	language	NN
stanford-ai-2021	407	76	processing	processing	NN
stanford-ai-2021	407	77	(	(	-LRB-
stanford-ai-2021	407	78	NLP	NLP	NNP
stanford-ai-2021	407	79	)	)	-RRB-
stanford-ai-2021	407	80	involves	involve	VBZ
stanford-ai-2021	407	81	teaching	teaching	NN
stanford-ai-2021	407	82	machines	machine	NNS
stanford-ai-2021	407	83	to	to	TO
stanford-ai-2021	407	84	interpret	interpret	VB
stanford-ai-2021	407	85	,	,	,
stanford-ai-2021	407	86	classify	classify	VB
stanford-ai-2021	407	87	,	,	,
stanford-ai-2021	407	88	manipulate	manipulate	VBP
stanford-ai-2021	407	89	,	,	,
stanford-ai-2021	407	90	and	and	CC
stanford-ai-2021	407	91	generate	generate	VB
stanford-ai-2021	407	92	language	language	NN
stanford-ai-2021	407	93	.	.	.
stanford-ai-2021	408	1	From	from	IN
stanford-ai-2021	408	2	the	the	DT
stanford-ai-2021	408	3	early	early	JJ
stanford-ai-2021	408	4	use	use	NN
stanford-ai-2021	408	5	of	of	IN
stanford-ai-2021	408	6	handwritten	handwritten	JJ
stanford-ai-2021	408	7	rules	rule	NNS
stanford-ai-2021	408	8	and	and	CC
stanford-ai-2021	408	9	statistical	statistical	JJ
stanford-ai-2021	408	10	techniques	technique	NNS
stanford-ai-2021	408	11	to	to	IN
stanford-ai-2021	408	12	the	the	DT
stanford-ai-2021	408	13	recent	recent	JJ
stanford-ai-2021	408	14	adoption	adoption	NN
stanford-ai-2021	408	15	of	of	IN
stanford-ai-2021	408	16	generative	generative	JJ
stanford-ai-2021	408	17	models	model	NNS
stanford-ai-2021	408	18	and	and	CC
stanford-ai-2021	408	19	deep	deep	JJ
stanford-ai-2021	408	20	learning	learning	NN
stanford-ai-2021	408	21	,	,	,
stanford-ai-2021	408	22	NLP	NLP	NNP
stanford-ai-2021	408	23	has	have	VBZ
stanford-ai-2021	408	24	become	become	VBN
stanford-ai-2021	408	25	an	an	DT
stanford-ai-2021	408	26	integral	integral	JJ
stanford-ai-2021	408	27	part	part	NN
stanford-ai-2021	408	28	of	of	IN
stanford-ai-2021	408	29	our	-PRON-	PRP$
stanford-ai-2021	408	30	lives	life	NNS
stanford-ai-2021	408	31	,	,	,
stanford-ai-2021	408	32	with	with	IN
stanford-ai-2021	408	33	applications	application	NNS
stanford-ai-2021	408	34	in	in	IN
stanford-ai-2021	408	35	text	text	NN
stanford-ai-2021	408	36	generation	generation	NN
stanford-ai-2021	408	37	,	,	,
stanford-ai-2021	408	38	machine	machine	NN
stanford-ai-2021	408	39	translation	translation	NN
stanford-ai-2021	408	40	,	,	,
stanford-ai-2021	408	41	question	question	NN
stanford-ai-2021	408	42	answering	answering	NN
stanford-ai-2021	408	43	,	,	,
stanford-ai-2021	408	44	and	and	CC
stanford-ai-2021	408	45	other	other	JJ
stanford-ai-2021	408	46	tasks	task	NNS
stanford-ai-2021	408	47	.	.	.
stanford-ai-2021	409	1	In	in	IN
stanford-ai-2021	409	2	recent	recent	JJ
stanford-ai-2021	409	3	years	year	NNS
stanford-ai-2021	409	4	,	,	,
stanford-ai-2021	409	5	advances	advance	NNS
stanford-ai-2021	409	6	in	in	IN
stanford-ai-2021	409	7	natural	natural	JJ
stanford-ai-2021	409	8	language	language	NN
stanford-ai-2021	409	9	processing	processing	NN
stanford-ai-2021	409	10	technology	technology	NN
stanford-ai-2021	409	11	have	have	VBP
stanford-ai-2021	409	12	led	lead	VBN
stanford-ai-2021	409	13	to	to	IN
stanford-ai-2021	409	14	significant	significant	JJ
stanford-ai-2021	409	15	changes	change	NNS
stanford-ai-2021	409	16	in	in	IN
stanford-ai-2021	409	17	large	large	JJ
stanford-ai-2021	409	18	-	-	HYPH
stanford-ai-2021	409	19	scale	scale	NN
stanford-ai-2021	409	20	systems	system	NNS
stanford-ai-2021	409	21	that	that	IN
stanford-ai-2021	409	22	billions	billion	NNS
stanford-ai-2021	409	23	of	of	IN
stanford-ai-2021	409	24	people	people	NNS
stanford-ai-2021	409	25	access	access	VBP
stanford-ai-2021	409	26	.	.	.
stanford-ai-2021	410	1	For	for	IN
stanford-ai-2021	410	2	instance	instance	NN
stanford-ai-2021	410	3	,	,	,
stanford-ai-2021	410	4	in	in	IN
stanford-ai-2021	410	5	late	late	JJ
stanford-ai-2021	410	6	2019	2019	CD
stanford-ai-2021	410	7	,	,	,
stanford-ai-2021	410	8	Google	Google	NNP
stanford-ai-2021	410	9	started	start	VBD
stanford-ai-2021	410	10	to	to	TO
stanford-ai-2021	410	11	deploy	deploy	VB
stanford-ai-2021	410	12	its	-PRON-	PRP$
stanford-ai-2021	410	13	BERT	BERT	NNP
stanford-ai-2021	410	14	algorithm	algorithm	NN
stanford-ai-2021	410	15	into	into	IN
stanford-ai-2021	410	16	its	-PRON-	PRP$
stanford-ai-2021	410	17	search	search	NN
stanford-ai-2021	410	18	engine	engine	NN
stanford-ai-2021	410	19	,	,	,
stanford-ai-2021	410	20	leading	lead	VBG
stanford-ai-2021	410	21	to	to	IN
stanford-ai-2021	410	22	what	what	WP
stanford-ai-2021	410	23	the	the	DT
stanford-ai-2021	410	24	company	company	NN
stanford-ai-2021	410	25	said	say	VBD
stanford-ai-2021	410	26	was	be	VBD
stanford-ai-2021	410	27	a	a	DT
stanford-ai-2021	410	28	significant	significant	JJ
stanford-ai-2021	410	29	improvement	improvement	NN
stanford-ai-2021	410	30	in	in	IN
stanford-ai-2021	410	31	its	-PRON-	PRP$
stanford-ai-2021	410	32	in	in	IN
stanford-ai-2021	410	33	-	-	HYPH
stanford-ai-2021	410	34	house	house	NN
stanford-ai-2021	410	35	quality	quality	NN
stanford-ai-2021	410	36	metrics	metric	NNS
stanford-ai-2021	410	37	.	.	.
stanford-ai-2021	411	1	Microsoft	Microsoft	NNP
stanford-ai-2021	411	2	followed	follow	VBD
stanford-ai-2021	411	3	suit	suit	NN
stanford-ai-2021	411	4	,	,	,
stanford-ai-2021	411	5	announcing	announce	VBG
stanford-ai-2021	411	6	later	later	RB
stanford-ai-2021	411	7	in	in	IN
stanford-ai-2021	411	8	2019	2019	CD
stanford-ai-2021	411	9	that	that	IN
stanford-ai-2021	411	10	it	-PRON-	PRP
stanford-ai-2021	411	11	was	be	VBD
stanford-ai-2021	411	12	using	use	VBG
stanford-ai-2021	411	13	BERT	BERT	NNP
stanford-ai-2021	411	14	to	to	TO
stanford-ai-2021	411	15	augment	augment	VB
stanford-ai-2021	411	16	its	-PRON-	PRP$
stanford-ai-2021	411	17	Bing	Bing	NNP
stanford-ai-2021	411	18	search	search	NN
stanford-ai-2021	411	19	engine	engine	NN
stanford-ai-2021	411	20	.	.	.
stanford-ai-2021	412	1	E	E	NNP
stanford-ai-2021	412	2	N	n	NN
stanford-ai-2021	412	3	G	g	NN
stanford-ai-2021	412	4	L	l	NN
stanford-ai-2021	412	5	I	i	NN
stanford-ai-2021	412	6	S	s	NN
stanford-ai-2021	412	7	H	h	NN
stanford-ai-2021	412	8	L	l	NN
stanford-ai-2021	412	9	A	a	NN
stanford-ai-2021	412	10	N	n	NN
stanford-ai-2021	412	11	G	g	NN
stanford-ai-2021	412	12	U	u	NN
stanford-ai-2021	412	13	AG	ag	NN
stanford-ai-2021	412	14	E	e	NN
stanford-ai-2021	412	15	U	u	NN
stanford-ai-2021	412	16	N	n	NN
stanford-ai-2021	412	17	D	d	NN
stanford-ai-2021	412	18	E	e	NN
stanford-ai-2021	412	19	R	r	NN
stanford-ai-2021	412	20	S	s	NN
stanford-ai-2021	412	21	TA	ta	NN
stanford-ai-2021	412	22	N	n	NN
stanford-ai-2021	412	23	D	d	NN
stanford-ai-2021	412	24	I	i	NN
stanford-ai-2021	412	25	N	n	NN
stanford-ai-2021	412	26	G	g	NN
stanford-ai-2021	412	27	B	b	NN
stanford-ai-2021	412	28	E	e	NN
stanford-ai-2021	412	29	N	n	NN
stanford-ai-2021	412	30	C	c	NN
stanford-ai-2021	412	31	H	h	NN
stanford-ai-2021	412	32	M	m	NN
stanford-ai-2021	412	33	A	a	NN
stanford-ai-2021	412	34	R	r	NN
stanford-ai-2021	412	35	K	k	NN
stanford-ai-2021	412	36	S	s	NN
stanford-ai-2021	412	37	SuperGLUE	superglue	CD
stanford-ai-2021	412	38	Launched	launch	VBN
stanford-ai-2021	412	39	in	in	IN
stanford-ai-2021	412	40	May	May	NNP
stanford-ai-2021	412	41	2019	2019	CD
stanford-ai-2021	412	42	,	,	,
stanford-ai-2021	412	43	SuperGLUE	superglue	CD
stanford-ai-2021	412	44	is	be	VBZ
stanford-ai-2021	412	45	a	a	DT
stanford-ai-2021	412	46	single	single	JJ
stanford-ai-2021	412	47	-	-	HYPH
stanford-ai-2021	412	48	metric	metric	JJ
stanford-ai-2021	412	49	benchmark	benchmark	NN
stanford-ai-2021	412	50	that	that	WDT
stanford-ai-2021	412	51	evaluates	evaluate	VBZ
stanford-ai-2021	412	52	the	the	DT
stanford-ai-2021	412	53	performance	performance	NN
stanford-ai-2021	412	54	of	of	IN
stanford-ai-2021	412	55	a	a	DT
stanford-ai-2021	412	56	model	model	NN
stanford-ai-2021	412	57	on	on	IN
stanford-ai-2021	412	58	a	a	DT
stanford-ai-2021	412	59	series	series	NN
stanford-ai-2021	412	60	of	of	IN
stanford-ai-2021	412	61	language	language	NN
stanford-ai-2021	412	62	understanding	understanding	NN
stanford-ai-2021	412	63	tasks	task	NNS
stanford-ai-2021	412	64	on	on	IN
stanford-ai-2021	412	65	established	establish	VBN
stanford-ai-2021	412	66	datasets	dataset	NNS
stanford-ai-2021	412	67	.	.	.
stanford-ai-2021	413	1	SuperGLUE	superglue	CD
stanford-ai-2021	413	2	replaced	replace	VBD
stanford-ai-2021	413	3	the	the	DT
stanford-ai-2021	413	4	prior	prior	JJ
stanford-ai-2021	413	5	GLUE	GLUE	NNP
stanford-ai-2021	413	6	benchmark	benchmark	NN
stanford-ai-2021	413	7	(	(	-LRB-
stanford-ai-2021	413	8	introduced	introduce	VBN
stanford-ai-2021	413	9	in	in	IN
stanford-ai-2021	413	10	2018	2018	CD
stanford-ai-2021	413	11	)	)	-RRB-
stanford-ai-2021	413	12	with	with	IN
stanford-ai-2021	413	13	more	more	RBR
stanford-ai-2021	413	14	challenging	challenging	JJ
stanford-ai-2021	413	15	and	and	CC
stanford-ai-2021	413	16	diverse	diverse	JJ
stanford-ai-2021	413	17	tasks	task	NNS
stanford-ai-2021	413	18	.	.	.
stanford-ai-2021	414	1	The	the	DT
stanford-ai-2021	414	2	SuperGLUE	superglue	CD
stanford-ai-2021	414	3	score	score	NN
stanford-ai-2021	414	4	is	be	VBZ
stanford-ai-2021	414	5	calculated	calculate	VBN
stanford-ai-2021	414	6	by	by	IN
stanford-ai-2021	414	7	averaging	average	VBG
stanford-ai-2021	414	8	scores	score	NNS
stanford-ai-2021	414	9	on	on	IN
stanford-ai-2021	414	10	a	a	DT
stanford-ai-2021	414	11	set	set	NN
stanford-ai-2021	414	12	of	of	IN
stanford-ai-2021	414	13	tasks	task	NNS
stanford-ai-2021	414	14	.	.	.
stanford-ai-2021	415	1	Microsoft	Microsoft	NNP
stanford-ai-2021	415	2	’s	’s	POS
stanford-ai-2021	415	3	DeBERTa	DeBERTa	NNP
stanford-ai-2021	415	4	model	model	NN
stanford-ai-2021	415	5	now	now	RB
stanford-ai-2021	415	6	tops	top	VBZ
stanford-ai-2021	415	7	the	the	DT
stanford-ai-2021	415	8	SuperGLUE	superglue	CD
stanford-ai-2021	415	9	leaderboard	leaderboard	NN
stanford-ai-2021	415	10	,	,	,
stanford-ai-2021	415	11	with	with	IN
stanford-ai-2021	415	12	a	a	DT
stanford-ai-2021	415	13	score	score	NN
stanford-ai-2021	415	14	of	of	IN
stanford-ai-2021	415	15	90.3	90.3	CD
stanford-ai-2021	415	16	,	,	,
stanford-ai-2021	415	17	compared	compare	VBN
stanford-ai-2021	415	18	with	with	IN
stanford-ai-2021	415	19	an	an	DT
stanford-ai-2021	415	20	average	average	JJ
stanford-ai-2021	415	21	score	score	NN
stanford-ai-2021	415	22	of	of	IN
stanford-ai-2021	415	23	89.8	89.8	CD
stanford-ai-2021	415	24	for	for	IN
stanford-ai-2021	415	25	SuperGLUE	superglue	CD
stanford-ai-2021	415	26	’s	’s	POS
stanford-ai-2021	415	27	“	"	``
stanford-ai-2021	415	28	human	human	JJ
stanford-ai-2021	415	29	baselines	baseline	NNS
stanford-ai-2021	415	30	.	.	.
stanford-ai-2021	415	31	”	"	''
stanford-ai-2021	415	32	This	this	DT
stanford-ai-2021	415	33	does	do	VBZ
stanford-ai-2021	415	34	not	not	RB
stanford-ai-2021	415	35	mean	mean	VB
stanford-ai-2021	415	36	that	that	IN
stanford-ai-2021	415	37	AI	AI	NNP
stanford-ai-2021	415	38	systems	system	NNS
stanford-ai-2021	415	39	have	have	VBP
stanford-ai-2021	415	40	surpassed	surpass	VBN
stanford-ai-2021	415	41	human	human	JJ
stanford-ai-2021	415	42	performance	performance	NN
stanford-ai-2021	415	43	on	on	IN
stanford-ai-2021	415	44	all	all	DT
stanford-ai-2021	415	45	SuperGLUE	superglue	CD
stanford-ai-2021	415	46	tasks	task	NNS
stanford-ai-2021	415	47	,	,	,
stanford-ai-2021	415	48	but	but	CC
stanford-ai-2021	415	49	it	-PRON-	PRP
stanford-ai-2021	415	50	does	do	VBZ
stanford-ai-2021	415	51	mean	mean	VB
stanford-ai-2021	415	52	that	that	IN
stanford-ai-2021	415	53	the	the	DT
stanford-ai-2021	415	54	average	average	JJ
stanford-ai-2021	415	55	performance	performance	NN
stanford-ai-2021	415	56	across	across	IN
stanford-ai-2021	415	57	the	the	DT
stanford-ai-2021	415	58	entire	entire	JJ
stanford-ai-2021	415	59	suite	suite	NN
stanford-ai-2021	415	60	has	have	VBZ
stanford-ai-2021	415	61	exceeded	exceed	VBN
stanford-ai-2021	415	62	that	that	DT
stanford-ai-2021	415	63	of	of	IN
stanford-ai-2021	415	64	a	a	DT
stanford-ai-2021	415	65	human	human	JJ
stanford-ai-2021	415	66	baseline	baseline	NN
stanford-ai-2021	415	67	.	.	.
stanford-ai-2021	416	1	The	the	DT
stanford-ai-2021	416	2	rapid	rapid	JJ
stanford-ai-2021	416	3	pace	pace	NN
stanford-ai-2021	416	4	of	of	IN
stanford-ai-2021	416	5	progress	progress	NN
stanford-ai-2021	416	6	(	(	-LRB-
stanford-ai-2021	416	7	Figure	Figure	NNP
stanford-ai-2021	416	8	2.3.1	2.3.1	CD
stanford-ai-2021	416	9	)	)	-RRB-
stanford-ai-2021	416	10	suggests	suggest	VBZ
stanford-ai-2021	416	11	that	that	IN
stanford-ai-2021	416	12	SuperGLUE	superglue	CD
stanford-ai-2021	416	13	may	may	MD
stanford-ai-2021	416	14	need	need	VB
stanford-ai-2021	416	15	to	to	TO
stanford-ai-2021	416	16	be	be	VB
stanford-ai-2021	416	17	made	make	VBN
stanford-ai-2021	416	18	more	more	RBR
stanford-ai-2021	416	19	challenging	challenging	JJ
stanford-ai-2021	416	20	or	or	CC
stanford-ai-2021	416	21	replaced	replace	VBN
stanford-ai-2021	416	22	by	by	IN
stanford-ai-2021	416	23	harder	hard	JJR
stanford-ai-2021	416	24	tests	test	NNS
stanford-ai-2021	416	25	in	in	IN
stanford-ai-2021	416	26	the	the	DT
stanford-ai-2021	416	27	future	future	NN
stanford-ai-2021	416	28	,	,	,
stanford-ai-2021	416	29	just	just	RB
stanford-ai-2021	416	30	as	as	IN
stanford-ai-2021	416	31	SuperGLUE	superglue	CD
stanford-ai-2021	416	32	replaced	replace	VBN
stanford-ai-2021	416	33	GLUE	GLUE	NNP
stanford-ai-2021	416	34	.	.	.
stanford-ai-2021	417	1	2.3	2.3	CD
stanford-ai-2021	417	2	LANGUAGE	language	NN
stanford-ai-2021	417	3	2	2	CD
stanford-ai-2021	417	4	.	.	.
stanford-ai-2021	418	1	3	3	NNP
stanford-ai-2021	418	2	L	L	NNP
stanford-ai-2021	418	3	A	A	NNP
stanford-ai-2021	418	4	N	n	NN
stanford-ai-2021	418	5	G	g	NN
stanford-ai-2021	418	6	U	u	NN
stanford-ai-2021	418	7	AG	ag	NN
stanford-ai-2021	418	8	E	e	NN
stanford-ai-2021	418	9	C	c	NN
stanford-ai-2021	418	10	H	h	NN
stanford-ai-2021	418	11	A	a	NN
stanford-ai-2021	418	12	P	p	NN
stanford-ai-2021	418	13	T	t	NN
stanford-ai-2021	418	14	E	e	NN
stanford-ai-2021	418	15	R	r	NN
stanford-ai-2021	418	16	2	2	CD
stanford-ai-2021	418	17	:	:	:
stanford-ai-2021	418	18	T	t	NN
stanford-ai-2021	418	19	E	e	NN
stanford-ai-2021	418	20	C	c	NN
stanford-ai-2021	418	21	H	h	NN
stanford-ai-2021	418	22	N	n	NN
stanford-ai-2021	418	23	I	i	NN
stanford-ai-2021	418	24	C	c	NN
stanford-ai-2021	418	25	A	a	NN
stanford-ai-2021	418	26	L	l	NN
stanford-ai-2021	418	27	P	p	NN
stanford-ai-2021	418	28	E	e	NN
stanford-ai-2021	418	29	R	r	NN
stanford-ai-2021	418	30	F	f	NN
stanford-ai-2021	418	31	O	o	NN
stanford-ai-2021	418	32	R	r	NN
stanford-ai-2021	418	33	M	m	NN
stanford-ai-2021	418	34	A	a	NN
stanford-ai-2021	418	35	N	n	NN
stanford-ai-2021	418	36	C	c	NN
stanford-ai-2021	418	37	E	e	NN
stanford-ai-2021	418	38	Figure	figure	NN
stanford-ai-2021	418	39	2.3.1	2.3.1	CD
stanford-ai-2021	418	40	https://super.gluebenchmark.com/	https://super.gluebenchmark.com/	CD
stanford-ai-2021	418	41	TA	TA	NNP
stanford-ai-2021	418	42	B	B	NNP
stanford-ai-2021	418	43	L	l	NN
stanford-ai-2021	418	44	E	e	NN
stanford-ai-2021	418	45	O	o	NN
stanford-ai-2021	418	46	F	f	NN
stanford-ai-2021	418	47	C	c	NN
stanford-ai-2021	418	48	O	o	NN
stanford-ai-2021	418	49	N	n	NN
stanford-ai-2021	418	50	T	t	NN
stanford-ai-2021	418	51	E	e	NN
stanford-ai-2021	418	52	N	n	NN
stanford-ai-2021	418	53	T	t	NN
stanford-ai-2021	418	54	S	s	NN
stanford-ai-2021	418	55	6	6	CD
stanford-ai-2021	418	56	3C	3c	NN
stanford-ai-2021	418	57	H	h	NN
stanford-ai-2021	418	58	A	a	NN
stanford-ai-2021	418	59	P	p	NN
stanford-ai-2021	418	60	T	t	NN
stanford-ai-2021	418	61	E	e	NN
stanford-ai-2021	418	62	R	r	NN
stanford-ai-2021	418	63	2	2	CD
stanford-ai-2021	418	64	P	p	NN
stanford-ai-2021	418	65	R	r	NN
stanford-ai-2021	418	66	E	e	NN
stanford-ai-2021	418	67	V	v	NN
stanford-ai-2021	418	68	I	i	NN
stanford-ai-2021	418	69	E	e	NN
stanford-ai-2021	418	70	W	W	NNP
stanford-ai-2021	418	71	Artificial	Artificial	NNP
stanford-ai-2021	418	72	Intelligence	Intelligence	NNP
stanford-ai-2021	418	73	Index	Index	NNP
stanford-ai-2021	418	74	Report	Report	NNP
stanford-ai-2021	418	75	2021	2021	CD
stanford-ai-2021	418	76	07/2016	07/2016	CD
stanford-ai-2021	418	77	01/2017	01/2017	CD
stanford-ai-2021	418	78	07/2017	07/2017	CD
stanford-ai-2021	418	79	01/2018	01/2018	CD
stanford-ai-2021	418	80	07/2018	07/2018	CD
stanford-ai-2021	418	81	01/2019	01/2019	CD
stanford-ai-2021	418	82	07/2019	07/2019	CD
stanford-ai-2021	418	83	01/2020	01/2020	CD
stanford-ai-2021	418	84	60	60	CD
stanford-ai-2021	418	85	70	70	CD
stanford-ai-2021	418	86	80	80	CD
stanford-ai-2021	418	87	90	90	CD
stanford-ai-2021	418	88	100	100	CD
stanford-ai-2021	418	89	F	f	NN
stanford-ai-2021	418	90	1	1	NNP
stanford-ai-2021	418	91	S	S	NNP
stanford-ai-2021	418	92	co	co	NN
stanford-ai-2021	418	93	re	re	NN
stanford-ai-2021	418	94	95.4	95.4	CD
stanford-ai-2021	418	95	SQuAD	squad	NN
stanford-ai-2021	418	96	1.1	1.1	CD
stanford-ai-2021	418	97	93.0	93.0	CD
stanford-ai-2021	418	98	SQuAD	SQuAD	NNS
stanford-ai-2021	418	99	2.0	2.0	CD
stanford-ai-2021	418	100	91.2	91.2	CD
stanford-ai-2021	418	101	Human	Human	NNP
stanford-ai-2021	418	102	1.1	1.1	CD
stanford-ai-2021	418	103	89.5	89.5	CD
stanford-ai-2021	418	104	Human	Human	NNP
stanford-ai-2021	418	105	2.0	2.0	CD
stanford-ai-2021	418	106	SQUAD	SQUAD	NNP
stanford-ai-2021	418	107	1.1	1.1	CD
stanford-ai-2021	418	108	and	and	CC
stanford-ai-2021	418	109	SQUAD	SQUAD	NNP
stanford-ai-2021	418	110	2.0	2.0	CD
stanford-ai-2021	418	111	:	:	:
stanford-ai-2021	418	112	F1	f1	NN
stanford-ai-2021	418	113	SCORE	SCORE	NNP
stanford-ai-2021	418	114	Source	Source	NNP
stanford-ai-2021	418	115	:	:	:
stanford-ai-2021	418	116	CodaLab	CodaLab	NNP
stanford-ai-2021	418	117	Worksheets	Worksheets	NNP
stanford-ai-2021	418	118	,	,	,
stanford-ai-2021	418	119	2020	2020	CD
stanford-ai-2021	418	120	|	|	CD
stanford-ai-2021	418	121	Chart	Chart	NNP
stanford-ai-2021	418	122	:	:	:
stanford-ai-2021	418	123	2021	2021	CD
stanford-ai-2021	418	124	AI	AI	NNP
stanford-ai-2021	418	125	Index	Index	NNP
stanford-ai-2021	418	126	Report	Report	NNP
stanford-ai-2021	418	127	SQuAD	SQuAD	NNP
stanford-ai-2021	418	128	The	the	DT
stanford-ai-2021	418	129	Stanford	Stanford	NNP
stanford-ai-2021	418	130	Question	Question	NNP
stanford-ai-2021	418	131	Answering	Answering	NNP
stanford-ai-2021	418	132	Dataset	Dataset	NNP
stanford-ai-2021	418	133	,	,	,
stanford-ai-2021	418	134	or	or	CC
stanford-ai-2021	418	135	SQuAD	SQuAD	NNP
stanford-ai-2021	418	136	,	,	,
stanford-ai-2021	418	137	is	be	VBZ
stanford-ai-2021	418	138	a	a	DT
stanford-ai-2021	418	139	reading	read	VBG
stanford-ai-2021	418	140	-	-	HYPH
stanford-ai-2021	418	141	comprehension	comprehension	NN
stanford-ai-2021	418	142	benchmark	benchmark	NN
stanford-ai-2021	418	143	that	that	WDT
stanford-ai-2021	418	144	measures	measure	VBZ
stanford-ai-2021	418	145	how	how	WRB
stanford-ai-2021	418	146	accurately	accurately	RB
stanford-ai-2021	418	147	a	a	DT
stanford-ai-2021	418	148	NLP	NLP	NNP
stanford-ai-2021	418	149	model	model	NN
stanford-ai-2021	418	150	can	can	MD
stanford-ai-2021	418	151	provide	provide	VB
stanford-ai-2021	418	152	short	short	JJ
stanford-ai-2021	418	153	answers	answer	NNS
stanford-ai-2021	418	154	to	to	IN
stanford-ai-2021	418	155	a	a	DT
stanford-ai-2021	418	156	series	series	NN
stanford-ai-2021	418	157	of	of	IN
stanford-ai-2021	418	158	questions	question	NNS
stanford-ai-2021	418	159	pertaining	pertain	VBG
stanford-ai-2021	418	160	to	to	IN
stanford-ai-2021	418	161	a	a	DT
stanford-ai-2021	418	162	small	small	JJ
stanford-ai-2021	418	163	article	article	NN
stanford-ai-2021	418	164	of	of	IN
stanford-ai-2021	418	165	text	text	NN
stanford-ai-2021	418	166	.	.	.
stanford-ai-2021	419	1	The	the	DT
stanford-ai-2021	419	2	SQuAD	SQuAD	NNP
stanford-ai-2021	419	3	test	test	NN
stanford-ai-2021	419	4	makers	maker	NNS
stanford-ai-2021	419	5	established	establish	VBD
stanford-ai-2021	419	6	a	a	DT
stanford-ai-2021	419	7	human	human	JJ
stanford-ai-2021	419	8	performance	performance	NN
stanford-ai-2021	419	9	benchmark	benchmark	NN
stanford-ai-2021	419	10	by	by	IN
stanford-ai-2021	419	11	having	have	VBG
stanford-ai-2021	419	12	a	a	DT
stanford-ai-2021	419	13	group	group	NN
stanford-ai-2021	419	14	of	of	IN
stanford-ai-2021	419	15	people	people	NNS
stanford-ai-2021	419	16	read	read	VBD
stanford-ai-2021	419	17	Wikipedia	Wikipedia	NNP
stanford-ai-2021	419	18	articles	article	NNS
stanford-ai-2021	419	19	on	on	IN
stanford-ai-2021	419	20	a	a	DT
stanford-ai-2021	419	21	variety	variety	NN
stanford-ai-2021	419	22	of	of	IN
stanford-ai-2021	419	23	topics	topic	NNS
stanford-ai-2021	419	24	and	and	CC
stanford-ai-2021	419	25	then	then	RB
stanford-ai-2021	419	26	answer	answer	VB
stanford-ai-2021	419	27	multiple	multiple	JJ
stanford-ai-2021	419	28	-	-	HYPH
stanford-ai-2021	419	29	choice	choice	NN
stanford-ai-2021	419	30	questions	question	NNS
stanford-ai-2021	419	31	about	about	IN
stanford-ai-2021	419	32	those	those	DT
stanford-ai-2021	419	33	articles	article	NNS
stanford-ai-2021	419	34	.	.	.
stanford-ai-2021	420	1	Models	model	NNS
stanford-ai-2021	420	2	are	be	VBP
stanford-ai-2021	420	3	given	give	VBN
stanford-ai-2021	420	4	the	the	DT
stanford-ai-2021	420	5	same	same	JJ
stanford-ai-2021	420	6	task	task	NN
stanford-ai-2021	420	7	and	and	CC
stanford-ai-2021	420	8	are	be	VBP
stanford-ai-2021	420	9	evaluated	evaluate	VBN
stanford-ai-2021	420	10	on	on	IN
stanford-ai-2021	420	11	the	the	DT
stanford-ai-2021	420	12	F1	f1	NN
stanford-ai-2021	420	13	score	score	NN
stanford-ai-2021	420	14	,	,	,
stanford-ai-2021	420	15	or	or	CC
stanford-ai-2021	420	16	the	the	DT
stanford-ai-2021	420	17	average	average	JJ
stanford-ai-2021	420	18	overlap	overlap	NN
stanford-ai-2021	420	19	between	between	IN
stanford-ai-2021	420	20	the	the	DT
stanford-ai-2021	420	21	model	model	NN
stanford-ai-2021	420	22	prediction	prediction	NN
stanford-ai-2021	420	23	and	and	CC
stanford-ai-2021	420	24	the	the	DT
stanford-ai-2021	420	25	correct	correct	JJ
stanford-ai-2021	420	26	answer	answer	NN
stanford-ai-2021	420	27	.	.	.
stanford-ai-2021	421	1	Higher	high	JJR
stanford-ai-2021	421	2	scores	score	NNS
stanford-ai-2021	421	3	indicate	indicate	VBP
stanford-ai-2021	421	4	better	well	JJR
stanford-ai-2021	421	5	performance	performance	NN
stanford-ai-2021	421	6	.	.	.
stanford-ai-2021	422	1	Two	two	CD
stanford-ai-2021	422	2	years	year	NNS
stanford-ai-2021	422	3	after	after	IN
stanford-ai-2021	422	4	the	the	DT
stanford-ai-2021	422	5	introduction	introduction	NN
stanford-ai-2021	422	6	of	of	IN
stanford-ai-2021	422	7	the	the	DT
stanford-ai-2021	422	8	original	original	JJ
stanford-ai-2021	422	9	SQuAD	SQuAD	NNP
stanford-ai-2021	422	10	,	,	,
stanford-ai-2021	422	11	in	in	IN
stanford-ai-2021	422	12	2016	2016	CD
stanford-ai-2021	422	13	,	,	,
stanford-ai-2021	422	14	SQuAD	SQuAD	NNP
stanford-ai-2021	422	15	2.0	2.0	CD
stanford-ai-2021	422	16	was	be	VBD
stanford-ai-2021	422	17	developed	develop	VBN
stanford-ai-2021	422	18	once	once	IN
stanford-ai-2021	422	19	the	the	DT
stanford-ai-2021	422	20	initial	initial	JJ
stanford-ai-2021	422	21	benchmark	benchmark	NN
stanford-ai-2021	422	22	revealed	reveal	VBD
stanford-ai-2021	422	23	increasingly	increasingly	RB
stanford-ai-2021	422	24	fast	fast	JJ
stanford-ai-2021	422	25	performances	performance	NNS
stanford-ai-2021	422	26	by	by	IN
stanford-ai-2021	422	27	the	the	DT
stanford-ai-2021	422	28	participants	participant	NNS
stanford-ai-2021	422	29	(	(	-LRB-
stanford-ai-2021	422	30	mirroring	mirror	VBG
stanford-ai-2021	422	31	the	the	DT
stanford-ai-2021	422	32	trend	trend	NN
stanford-ai-2021	422	33	seen	see	VBN
stanford-ai-2021	422	34	in	in	IN
stanford-ai-2021	422	35	GLUE	GLUE	NNP
stanford-ai-2021	422	36	and	and	CC
stanford-ai-2021	422	37	SuperGLUE	superglue	CD
stanford-ai-2021	422	38	)	)	-RRB-
stanford-ai-2021	422	39	.	.	.
stanford-ai-2021	423	1	SQuAD	SQuAD	NNP
stanford-ai-2021	423	2	2.0	2.0	CD
stanford-ai-2021	423	3	combines	combine	VBZ
stanford-ai-2021	423	4	the	the	DT
stanford-ai-2021	423	5	100,000	100,000	CD
stanford-ai-2021	423	6	questions	question	NNS
stanford-ai-2021	423	7	in	in	IN
stanford-ai-2021	423	8	SQuAD	SQuAD	NNP
stanford-ai-2021	423	9	1.1	1.1	CD
stanford-ai-2021	423	10	with	with	IN
stanford-ai-2021	423	11	over	over	IN
stanford-ai-2021	423	12	50,000	50,000	CD
stanford-ai-2021	423	13	unanswerable	unanswerable	JJ
stanford-ai-2021	423	14	questions	question	NNS
stanford-ai-2021	423	15	written	write	VBN
stanford-ai-2021	423	16	by	by	IN
stanford-ai-2021	423	17	crowdworkers	crowdworker	NNS
stanford-ai-2021	423	18	to	to	TO
stanford-ai-2021	423	19	resemble	resemble	VB
stanford-ai-2021	423	20	answerable	answerable	JJ
stanford-ai-2021	423	21	ones	one	NNS
stanford-ai-2021	423	22	.	.	.
stanford-ai-2021	424	1	The	the	DT
stanford-ai-2021	424	2	objective	objective	NN
stanford-ai-2021	424	3	is	be	VBZ
stanford-ai-2021	424	4	to	to	TO
stanford-ai-2021	424	5	test	test	VB
stanford-ai-2021	424	6	how	how	WRB
stanford-ai-2021	424	7	well	well	RB
stanford-ai-2021	424	8	systems	system	NNS
stanford-ai-2021	424	9	can	can	MD
stanford-ai-2021	424	10	answer	answer	VB
stanford-ai-2021	424	11	questions	question	NNS
stanford-ai-2021	424	12	and	and	CC
stanford-ai-2021	424	13	to	to	TO
stanford-ai-2021	424	14	determine	determine	VB
stanford-ai-2021	424	15	when	when	WRB
stanford-ai-2021	424	16	systems	system	NNS
stanford-ai-2021	424	17	know	know	VBP
stanford-ai-2021	424	18	that	that	IN
stanford-ai-2021	424	19	no	no	DT
stanford-ai-2021	424	20	answer	answer	NN
stanford-ai-2021	424	21	exists	exist	VBZ
stanford-ai-2021	424	22	.	.	.
stanford-ai-2021	425	1	As	as	IN
stanford-ai-2021	425	2	Figure	figure	NN
stanford-ai-2021	425	3	2.3.2	2.3.2	CD
stanford-ai-2021	425	4	shows	show	NNS
stanford-ai-2021	425	5	,	,	,
stanford-ai-2021	425	6	the	the	DT
stanford-ai-2021	425	7	F1	F1	NNP
stanford-ai-2021	425	8	score	score	NN
stanford-ai-2021	425	9	for	for	IN
stanford-ai-2021	425	10	SQuAD	SQuAD	NNP
stanford-ai-2021	425	11	1.1	1.1	CD
stanford-ai-2021	425	12	improved	improve	VBD
stanford-ai-2021	425	13	from	from	IN
stanford-ai-2021	425	14	67.75	67.75	CD
stanford-ai-2021	425	15	in	in	IN
stanford-ai-2021	425	16	August	August	NNP
stanford-ai-2021	425	17	2016	2016	CD
stanford-ai-2021	425	18	to	to	TO
stanford-ai-2021	425	19	surpass	surpass	VB
stanford-ai-2021	425	20	human	human	JJ
stanford-ai-2021	425	21	performance	performance	NN
stanford-ai-2021	425	22	of	of	IN
stanford-ai-2021	425	23	91.22	91.22	CD
stanford-ai-2021	425	24	in	in	IN
stanford-ai-2021	425	25	September	September	NNP
stanford-ai-2021	425	26	2018—a	2018—a	CD
stanford-ai-2021	425	27	25-month	25-month	CD
stanford-ai-2021	425	28	period	period	NN
stanford-ai-2021	425	29	—	—	:
stanford-ai-2021	425	30	whereas	whereas	IN
stanford-ai-2021	425	31	SQuAD	SQuAD	NNP
stanford-ai-2021	425	32	2.0	2.0	CD
stanford-ai-2021	425	33	took	take	VBD
stanford-ai-2021	425	34	just	just	RB
stanford-ai-2021	425	35	10	10	CD
stanford-ai-2021	425	36	months	month	NNS
stanford-ai-2021	425	37	to	to	TO
stanford-ai-2021	425	38	beat	beat	VB
stanford-ai-2021	425	39	human	human	JJ
stanford-ai-2021	425	40	performance	performance	NN
stanford-ai-2021	425	41	(	(	-LRB-
stanford-ai-2021	425	42	from	from	IN
stanford-ai-2021	425	43	66.3	66.3	CD
stanford-ai-2021	425	44	in	in	IN
stanford-ai-2021	425	45	May	May	NNP
stanford-ai-2021	425	46	2018	2018	CD
stanford-ai-2021	425	47	to	to	IN
stanford-ai-2021	425	48	89.47	89.47	CD
stanford-ai-2021	425	49	in	in	IN
stanford-ai-2021	425	50	March	March	NNP
stanford-ai-2021	425	51	2019	2019	CD
stanford-ai-2021	425	52	)	)	-RRB-
stanford-ai-2021	425	53	.	.	.
stanford-ai-2021	426	1	In	in	IN
stanford-ai-2021	426	2	2020	2020	CD
stanford-ai-2021	426	3	,	,	,
stanford-ai-2021	426	4	the	the	DT
stanford-ai-2021	426	5	most	most	RBS
stanford-ai-2021	426	6	advanced	advanced	JJ
stanford-ai-2021	426	7	models	model	NNS
stanford-ai-2021	426	8	of	of	IN
stanford-ai-2021	426	9	SQuAD	SQuAD	NNP
stanford-ai-2021	426	10	1.1	1.1	CD
stanford-ai-2021	426	11	and	and	CC
stanford-ai-2021	426	12	SQuAD	SQuAD	NNP
stanford-ai-2021	426	13	2.0	2.0	CD
stanford-ai-2021	426	14	reached	reach	VBD
stanford-ai-2021	426	15	the	the	DT
stanford-ai-2021	426	16	F1	f1	NN
stanford-ai-2021	426	17	scores	score	NNS
stanford-ai-2021	426	18	of	of	IN
stanford-ai-2021	426	19	95.38	95.38	CD
stanford-ai-2021	426	20	and	and	CC
stanford-ai-2021	426	21	93.01	93.01	CD
stanford-ai-2021	426	22	,	,	,
stanford-ai-2021	426	23	respectively	respectively	RB
stanford-ai-2021	426	24	.	.	.
stanford-ai-2021	427	1	2	2	LS
stanford-ai-2021	427	2	.	.	.
stanford-ai-2021	428	1	3	3	NNP
stanford-ai-2021	428	2	L	L	NNP
stanford-ai-2021	428	3	A	A	NNP
stanford-ai-2021	428	4	N	n	NN
stanford-ai-2021	428	5	G	g	NN
stanford-ai-2021	428	6	U	u	NN
stanford-ai-2021	428	7	AG	ag	NN
stanford-ai-2021	428	8	E	e	NN
stanford-ai-2021	428	9	C	c	NN
stanford-ai-2021	428	10	H	h	NN
stanford-ai-2021	428	11	A	a	NN
stanford-ai-2021	428	12	P	p	NN
stanford-ai-2021	428	13	T	t	NN
stanford-ai-2021	428	14	E	e	NN
stanford-ai-2021	428	15	R	r	NN
stanford-ai-2021	428	16	2	2	CD
stanford-ai-2021	428	17	:	:	:
stanford-ai-2021	428	18	T	t	NN
stanford-ai-2021	428	19	E	e	NN
stanford-ai-2021	428	20	C	c	NN
stanford-ai-2021	428	21	H	h	NN
stanford-ai-2021	428	22	N	n	NN
stanford-ai-2021	428	23	I	i	NN
stanford-ai-2021	428	24	C	c	NN
stanford-ai-2021	428	25	A	a	NN
stanford-ai-2021	428	26	L	l	NN
stanford-ai-2021	428	27	P	p	NN
stanford-ai-2021	428	28	E	e	NN
stanford-ai-2021	428	29	R	r	NN
stanford-ai-2021	428	30	F	f	NN
stanford-ai-2021	428	31	O	o	NN
stanford-ai-2021	428	32	R	r	NN
stanford-ai-2021	428	33	M	m	NN
stanford-ai-2021	428	34	A	a	NN
stanford-ai-2021	428	35	N	n	NN
stanford-ai-2021	428	36	C	c	NN
stanford-ai-2021	428	37	E	e	NN
stanford-ai-2021	428	38	Figure	figure	NN
stanford-ai-2021	428	39	2.3.2	2.3.2	CD
stanford-ai-2021	428	40	TA	TA	NNP
stanford-ai-2021	428	41	B	b	NN
stanford-ai-2021	428	42	L	l	NN
stanford-ai-2021	428	43	E	e	NN
stanford-ai-2021	428	44	O	o	NN
stanford-ai-2021	428	45	F	f	NN
stanford-ai-2021	428	46	C	c	NN
stanford-ai-2021	428	47	O	o	NN
stanford-ai-2021	428	48	N	n	NN
stanford-ai-2021	428	49	T	t	NN
stanford-ai-2021	428	50	E	e	NN
stanford-ai-2021	428	51	N	n	NN
stanford-ai-2021	428	52	T	t	NN
stanford-ai-2021	428	53	S	s	NN
stanford-ai-2021	428	54	6	6	CD
stanford-ai-2021	428	55	4C	4c	NN
stanford-ai-2021	428	56	H	h	NN
stanford-ai-2021	428	57	A	a	NN
stanford-ai-2021	428	58	P	p	NN
stanford-ai-2021	428	59	T	t	NN
stanford-ai-2021	428	60	E	e	NN
stanford-ai-2021	428	61	R	r	NN
stanford-ai-2021	428	62	2	2	CD
stanford-ai-2021	428	63	P	p	NN
stanford-ai-2021	428	64	R	r	NN
stanford-ai-2021	428	65	E	e	NN
stanford-ai-2021	428	66	V	v	NN
stanford-ai-2021	428	67	I	i	NN
stanford-ai-2021	428	68	E	e	NN
stanford-ai-2021	428	69	W	W	NNP
stanford-ai-2021	428	70	Artificial	Artificial	NNP
stanford-ai-2021	428	71	Intelligence	Intelligence	NNP
stanford-ai-2021	428	72	Index	Index	NNP
stanford-ai-2021	428	73	Report	Report	NNP
stanford-ai-2021	428	74	2021	2021	CD
stanford-ai-2021	428	75	0	0	CD
stanford-ai-2021	428	76	5	5	CD
stanford-ai-2021	428	77	10	10	CD
stanford-ai-2021	428	78	15	15	CD
stanford-ai-2021	428	79	20	20	CD
stanford-ai-2021	428	80	25	25	CD
stanford-ai-2021	428	81	N	n	CD
stanford-ai-2021	428	82	u	u	NN
stanford-ai-2021	428	83	m	m	NNP
stanford-ai-2021	428	84	b	b	NNP
stanford-ai-2021	428	85	er	er	UH
stanford-ai-2021	428	86	o	o	XX
stanford-ai-2021	428	87	f	f	XX
stanford-ai-2021	428	88	In	in	IN
stanford-ai-2021	428	89	d	d	NNP
stanford-ai-2021	428	90	ep	ep	NNS
stanford-ai-2021	428	91	en	en	FW
stanford-ai-2021	428	92	d	d	FW
stanford-ai-2021	428	93	en	en	IN
stanford-ai-2021	428	94	t	t	NN
stanford-ai-2021	428	95	M	M	NNP
stanford-ai-2021	428	96	ac	ac	NN
stanford-ai-2021	428	97	h	h	NN
stanford-ai-2021	428	98	in	in	IN
stanford-ai-2021	428	99	e	e	NNP
stanford-ai-2021	428	100	T	t	NN
stanford-ai-2021	428	101	ra	ra	NN
stanford-ai-2021	428	102	n	n	NN
stanford-ai-2021	428	103	sl	sl	NN
stanford-ai-2021	428	104	at	at	IN
stanford-ai-2021	428	105	io	io	NNP
stanford-ai-2021	428	106	n	n	CC
stanford-ai-2021	428	107	S	S	NNP
stanford-ai-2021	428	108	er	er	UH
stanford-ai-2021	428	109	vi	vi	NNP
stanford-ai-2021	428	110	ce	ce	NNP
stanford-ai-2021	428	111	s	s	NNP
stanford-ai-2021	428	112	NUMBER	number	NN
stanford-ai-2021	428	113	of	of	IN
stanford-ai-2021	428	114	INDEPENDENT	INDEPENDENT	NNP
stanford-ai-2021	428	115	MACHINE	MACHINE	NNP
stanford-ai-2021	428	116	TRANSLATION	TRANSLATION	NNP
stanford-ai-2021	428	117	SERVICES	SERVICES	NNP
stanford-ai-2021	428	118	Source	Source	NNP
stanford-ai-2021	428	119	:	:	:
stanford-ai-2021	428	120	Intento	Intento	NNP
stanford-ai-2021	428	121	,	,	,
stanford-ai-2021	428	122	2020	2020	CD
stanford-ai-2021	428	123	|	|	CD
stanford-ai-2021	428	124	Chart	Chart	NNP
stanford-ai-2021	428	125	:	:	:
stanford-ai-2021	428	126	2021	2021	CD
stanford-ai-2021	428	127	AI	AI	NNP
stanford-ai-2021	428	128	Index	Index	NNP
stanford-ai-2021	428	129	Report	Report	NNP
stanford-ai-2021	428	130	05/2017	05/2017	CD
stanford-ai-2021	428	131	07/2017	07/2017	CD
stanford-ai-2021	428	132	11/2017	11/2017	CD
stanford-ai-2021	428	133	03/2018	03/2018	CD
stanford-ai-2021	428	134	07/2018	07/2018	NNP
stanford-ai-2021	428	135	12/2018	12/2018	CD
stanford-ai-2021	428	136	06/2019	06/2019	NNP
stanford-ai-2021	428	137	11/2019	11/2019	CD
stanford-ai-2021	428	138	07/2020	07/2020	CD
stanford-ai-2021	428	139	0	0	NFP
stanford-ai-2021	428	140	Preview	Preview	NNP
stanford-ai-2021	428	141	Commercial	Commercial	NNP
stanford-ai-2021	428	142	C	c	NN
stanford-ai-2021	428	143	O	o	NN
stanford-ai-2021	428	144	M	m	NN
stanford-ai-2021	428	145	M	m	NN
stanford-ai-2021	428	146	E	e	NN
stanford-ai-2021	428	147	R	r	NN
stanford-ai-2021	428	148	C	c	NN
stanford-ai-2021	428	149	I	i	NN
stanford-ai-2021	428	150	A	a	NN
stanford-ai-2021	428	151	L	l	NN
stanford-ai-2021	428	152	M	m	NN
stanford-ai-2021	428	153	AC	ac	NN
stanford-ai-2021	428	154	H	h	NN
stanford-ai-2021	428	155	I	i	NN
stanford-ai-2021	428	156	N	n	NN
stanford-ai-2021	428	157	E	e	NN
stanford-ai-2021	428	158	T	t	NN
stanford-ai-2021	428	159	R	r	NN
stanford-ai-2021	428	160	A	a	NN
stanford-ai-2021	428	161	N	N	NNP
stanford-ai-2021	428	162	S	S	NNP
stanford-ai-2021	428	163	L	L	NNP
stanford-ai-2021	428	164	AT	at	IN
stanford-ai-2021	428	165	I	i	NN
stanford-ai-2021	428	166	O	o	NN
stanford-ai-2021	428	167	N	n	NN
stanford-ai-2021	428	168	(	(	-LRB-
stanford-ai-2021	428	169	M	M	NNP
stanford-ai-2021	428	170	T	T	NNP
stanford-ai-2021	428	171	)	)	-RRB-
stanford-ai-2021	428	172	Machine	machine	NN
stanford-ai-2021	428	173	translation	translation	NN
stanford-ai-2021	428	174	(	(	-LRB-
stanford-ai-2021	428	175	MT	MT	NNP
stanford-ai-2021	428	176	)	)	-RRB-
stanford-ai-2021	428	177	,	,	,
stanford-ai-2021	428	178	the	the	DT
stanford-ai-2021	428	179	subfield	subfield	NN
stanford-ai-2021	428	180	of	of	IN
stanford-ai-2021	428	181	computational	computational	JJ
stanford-ai-2021	428	182	linguistics	linguistic	NNS
stanford-ai-2021	428	183	that	that	WDT
stanford-ai-2021	428	184	investigates	investigate	VBZ
stanford-ai-2021	428	185	the	the	DT
stanford-ai-2021	428	186	use	use	NN
stanford-ai-2021	428	187	of	of	IN
stanford-ai-2021	428	188	software	software	NN
stanford-ai-2021	428	189	to	to	TO
stanford-ai-2021	428	190	translate	translate	VB
stanford-ai-2021	428	191	text	text	NN
stanford-ai-2021	428	192	or	or	CC
stanford-ai-2021	428	193	speech	speech	NN
stanford-ai-2021	428	194	from	from	IN
stanford-ai-2021	428	195	one	one	CD
stanford-ai-2021	428	196	language	language	NN
stanford-ai-2021	428	197	to	to	IN
stanford-ai-2021	428	198	another	another	DT
stanford-ai-2021	428	199	,	,	,
stanford-ai-2021	428	200	has	have	VBZ
stanford-ai-2021	428	201	seen	see	VBN
stanford-ai-2021	428	202	significant	significant	JJ
stanford-ai-2021	428	203	improvement	improvement	NN
stanford-ai-2021	428	204	due	due	JJ
stanford-ai-2021	428	205	to	to	IN
stanford-ai-2021	428	206	advances	advance	NNS
stanford-ai-2021	428	207	in	in	IN
stanford-ai-2021	428	208	machine	machine	NN
stanford-ai-2021	428	209	learning	learning	NN
stanford-ai-2021	428	210	.	.	.
stanford-ai-2021	429	1	Recent	recent	JJ
stanford-ai-2021	429	2	progress	progress	NN
stanford-ai-2021	429	3	in	in	IN
stanford-ai-2021	429	4	MT	MT	NNP
stanford-ai-2021	429	5	has	have	VBZ
stanford-ai-2021	429	6	prompted	prompt	VBN
stanford-ai-2021	429	7	developers	developer	NNS
stanford-ai-2021	429	8	to	to	TO
stanford-ai-2021	429	9	shift	shift	VB
stanford-ai-2021	429	10	from	from	IN
stanford-ai-2021	429	11	symbolic	symbolic	JJ
stanford-ai-2021	429	12	approaches	approach	NNS
stanford-ai-2021	429	13	toward	toward	IN
stanford-ai-2021	429	14	ones	one	NNS
stanford-ai-2021	429	15	that	that	WDT
stanford-ai-2021	429	16	use	use	VBP
stanford-ai-2021	429	17	both	both	CC
stanford-ai-2021	429	18	statistical	statistical	JJ
stanford-ai-2021	429	19	and	and	CC
stanford-ai-2021	429	20	deep	deep	JJ
stanford-ai-2021	429	21	learning	learning	NN
stanford-ai-2021	429	22	approaches	approach	NNS
stanford-ai-2021	429	23	.	.	.
stanford-ai-2021	430	1	Number	number	NN
stanford-ai-2021	430	2	of	of	IN
stanford-ai-2021	430	3	Commercially	Commercially	NNP
stanford-ai-2021	430	4	Available	available	JJ
stanford-ai-2021	430	5	MT	MT	NNP
stanford-ai-2021	430	6	Systems	system	NNS
stanford-ai-2021	430	7	The	the	DT
stanford-ai-2021	430	8	trend	trend	NN
stanford-ai-2021	430	9	in	in	IN
stanford-ai-2021	430	10	the	the	DT
stanford-ai-2021	430	11	number	number	NN
stanford-ai-2021	430	12	of	of	IN
stanford-ai-2021	430	13	commercially	commercially	RB
stanford-ai-2021	430	14	available	available	JJ
stanford-ai-2021	430	15	systems	system	NNS
stanford-ai-2021	430	16	speaks	speak	VBZ
stanford-ai-2021	430	17	to	to	IN
stanford-ai-2021	430	18	the	the	DT
stanford-ai-2021	430	19	significant	significant	JJ
stanford-ai-2021	430	20	growth	growth	NN
stanford-ai-2021	430	21	of	of	IN
stanford-ai-2021	430	22	commercial	commercial	JJ
stanford-ai-2021	430	23	machine	machine	NN
stanford-ai-2021	430	24	translation	translation	NN
stanford-ai-2021	430	25	technology	technology	NN
stanford-ai-2021	430	26	and	and	CC
stanford-ai-2021	430	27	its	-PRON-	PRP$
stanford-ai-2021	430	28	rapid	rapid	JJ
stanford-ai-2021	430	29	adoption	adoption	NN
stanford-ai-2021	430	30	in	in	IN
stanford-ai-2021	430	31	the	the	DT
stanford-ai-2021	430	32	commercial	commercial	JJ
stanford-ai-2021	430	33	marketplace	marketplace	NN
stanford-ai-2021	430	34	.	.	.
stanford-ai-2021	431	1	In	in	IN
stanford-ai-2021	431	2	2020	2020	CD
stanford-ai-2021	431	3	,	,	,
stanford-ai-2021	431	4	the	the	DT
stanford-ai-2021	431	5	number	number	NN
stanford-ai-2021	431	6	of	of	IN
stanford-ai-2021	431	7	commercially	commercially	RB
stanford-ai-2021	431	8	available	available	JJ
stanford-ai-2021	431	9	independent	independent	JJ
stanford-ai-2021	431	10	cloud	cloud	NN
stanford-ai-2021	431	11	MT	MT	NNP
stanford-ai-2021	431	12	systems	system	NNS
stanford-ai-2021	431	13	with	with	IN
stanford-ai-2021	431	14	pre	pre	JJ
stanford-ai-2021	431	15	-	-	JJ
stanford-ai-2021	431	16	trained	train	VBN
stanford-ai-2021	431	17	models	model	NNS
stanford-ai-2021	431	18	increased	increase	VBD
stanford-ai-2021	431	19	to	to	IN
stanford-ai-2021	431	20	28	28	CD
stanford-ai-2021	431	21	,	,	,
stanford-ai-2021	431	22	from	from	IN
stanford-ai-2021	431	23	8	8	CD
stanford-ai-2021	431	24	in	in	IN
stanford-ai-2021	431	25	2017	2017	CD
stanford-ai-2021	431	26	,	,	,
stanford-ai-2021	431	27	according	accord	VBG
stanford-ai-2021	431	28	to	to	IN
stanford-ai-2021	431	29	Intento	Intento	NNP
stanford-ai-2021	431	30	,	,	,
stanford-ai-2021	431	31	a	a	DT
stanford-ai-2021	431	32	startup	startup	NN
stanford-ai-2021	431	33	that	that	WDT
stanford-ai-2021	431	34	evaluates	evaluate	VBZ
stanford-ai-2021	431	35	commercially	commercially	RB
stanford-ai-2021	431	36	available	available	JJ
stanford-ai-2021	431	37	MT	MT	NNP
stanford-ai-2021	431	38	services	service	NNS
stanford-ai-2021	431	39	(	(	-LRB-
stanford-ai-2021	431	40	Figure	Figure	NNP
stanford-ai-2021	431	41	2.3.3	2.3.3	CD
stanford-ai-2021	431	42	)	)	-RRB-
stanford-ai-2021	431	43	.	.	.
stanford-ai-2021	432	1	2	2	LS
stanford-ai-2021	432	2	.	.	.
stanford-ai-2021	433	1	3	3	NNP
stanford-ai-2021	433	2	L	L	NNP
stanford-ai-2021	433	3	A	A	NNP
stanford-ai-2021	433	4	N	n	NN
stanford-ai-2021	433	5	G	g	NN
stanford-ai-2021	433	6	U	u	NN
stanford-ai-2021	433	7	AG	ag	NN
stanford-ai-2021	433	8	E	e	NN
stanford-ai-2021	433	9	C	c	NN
stanford-ai-2021	433	10	H	h	NN
stanford-ai-2021	433	11	A	a	NN
stanford-ai-2021	433	12	P	p	NN
stanford-ai-2021	433	13	T	t	NN
stanford-ai-2021	433	14	E	e	NN
stanford-ai-2021	433	15	R	r	NN
stanford-ai-2021	433	16	2	2	CD
stanford-ai-2021	433	17	:	:	:
stanford-ai-2021	433	18	T	t	NN
stanford-ai-2021	433	19	E	e	NN
stanford-ai-2021	433	20	C	c	NN
stanford-ai-2021	433	21	H	h	NN
stanford-ai-2021	433	22	N	n	NN
stanford-ai-2021	433	23	I	i	NN
stanford-ai-2021	433	24	C	c	NN
stanford-ai-2021	433	25	A	a	NN
stanford-ai-2021	433	26	L	l	NN
stanford-ai-2021	433	27	P	p	NN
stanford-ai-2021	433	28	E	e	NN
stanford-ai-2021	433	29	R	r	NN
stanford-ai-2021	433	30	F	f	NN
stanford-ai-2021	433	31	O	o	NN
stanford-ai-2021	433	32	R	r	NN
stanford-ai-2021	433	33	M	m	NN
stanford-ai-2021	433	34	A	a	NN
stanford-ai-2021	433	35	N	n	NN
stanford-ai-2021	433	36	C	c	NN
stanford-ai-2021	433	37	E	e	NN
stanford-ai-2021	433	38	Figure	figure	NN
stanford-ai-2021	433	39	2.3.3	2.3.3	CD
stanford-ai-2021	433	40	https://inten.to/?utm_campaign=Inten.to%20Main%20Page%20Registrations&utm_source=Report%20landing%20page	https://inten.to/?utm_campaign=inten.to%20main%20page%20registrations&utm_source=report%20landing%20page	NN
stanford-ai-2021	433	41	TA	TA	NNP
stanford-ai-2021	433	42	B	b	NN
stanford-ai-2021	433	43	L	l	NN
stanford-ai-2021	433	44	E	e	NN
stanford-ai-2021	433	45	O	o	NN
stanford-ai-2021	433	46	F	f	NN
stanford-ai-2021	433	47	C	c	NN
stanford-ai-2021	433	48	O	o	NN
stanford-ai-2021	433	49	N	n	NN
stanford-ai-2021	433	50	T	t	NN
stanford-ai-2021	433	51	E	e	NN
stanford-ai-2021	433	52	N	n	NN
stanford-ai-2021	433	53	T	t	NN
stanford-ai-2021	433	54	S	s	NN
stanford-ai-2021	433	55	6	6	CD
stanford-ai-2021	433	56	5C	5c	NN
stanford-ai-2021	433	57	H	h	NN
stanford-ai-2021	433	58	A	a	NN
stanford-ai-2021	433	59	P	p	NN
stanford-ai-2021	433	60	T	t	NN
stanford-ai-2021	433	61	E	e	NN
stanford-ai-2021	433	62	R	r	NN
stanford-ai-2021	433	63	2	2	CD
stanford-ai-2021	433	64	P	p	NN
stanford-ai-2021	433	65	R	r	NN
stanford-ai-2021	433	66	E	e	NN
stanford-ai-2021	433	67	V	v	NN
stanford-ai-2021	433	68	I	i	NN
stanford-ai-2021	433	69	E	e	NN
stanford-ai-2021	433	70	W	W	NNP
stanford-ai-2021	433	71	Artificial	Artificial	NNP
stanford-ai-2021	433	72	Intelligence	Intelligence	NNP
stanford-ai-2021	433	73	Index	Index	NNP
stanford-ai-2021	433	74	Report	Report	NNP
stanford-ai-2021	433	75	2021	2021	CD
stanford-ai-2021	433	76	0	0	CD
stanford-ai-2021	433	77	%	%	NN
stanford-ai-2021	433	78	10	10	CD
stanford-ai-2021	433	79	%	%	NN
stanford-ai-2021	433	80	20	20	CD
stanford-ai-2021	433	81	%	%	NN
stanford-ai-2021	433	82	30	30	CD
stanford-ai-2021	433	83	%	%	NN
stanford-ai-2021	433	84	40	40	CD
stanford-ai-2021	433	85	%	%	NN
stanford-ai-2021	433	86	50	50	CD
stanford-ai-2021	433	87	%	%	NN
stanford-ai-2021	433	88	60	60	CD
stanford-ai-2021	433	89	%	%	NN
stanford-ai-2021	433	90	A	a	NN
stanford-ai-2021	433	91	cc	cc	NN
stanford-ai-2021	433	92	u	u	NN
stanford-ai-2021	433	93	ra	ra	NNP
stanford-ai-2021	433	94	cy	cy	NNP
stanford-ai-2021	433	95	42.6	42.6	CD
stanford-ai-2021	433	96	%	%	NN
stanford-ai-2021	433	97	Zero	Zero	NNP
stanford-ai-2021	433	98	-	-	HYPH
stanford-ai-2021	433	99	Shot	shot	NN
stanford-ai-2021	433	100	51.0	51.0	CD
stanford-ai-2021	433	101	%	%	NN
stanford-ai-2021	433	102	One	one	CD
stanford-ai-2021	433	103	-	-	HYPH
stanford-ai-2021	433	104	Shot	shot	NN
stanford-ai-2021	433	105	57.4	57.4	CD
stanford-ai-2021	433	106	%	%	NN
stanford-ai-2021	433	107	Few	few	JJ
stanford-ai-2021	433	108	-	-	HYPH
stanford-ai-2021	433	109	Shot	shot	NN
stanford-ai-2021	433	110	GPT-3	gpt-3	NN
stanford-ai-2021	433	111	:	:	:
stanford-ai-2021	433	112	AVERAGE	average	JJ
stanford-ai-2021	433	113	PERFORMANCE	performance	NN
stanford-ai-2021	433	114	across	across	IN
stanford-ai-2021	433	115	42	42	CD
stanford-ai-2021	433	116	BENCHMARKS	BENCHMARKS	NNP
stanford-ai-2021	433	117	Source	source	NN
stanford-ai-2021	433	118	:	:	:
stanford-ai-2021	433	119	OpenAI	OpenAI	NNP
stanford-ai-2021	433	120	(	(	-LRB-
stanford-ai-2021	433	121	Brown	Brown	NNP
stanford-ai-2021	433	122	et	et	NNP
stanford-ai-2021	433	123	al	al	NNP
stanford-ai-2021	433	124	.	.	.
stanford-ai-2021	434	1	)	)	-RRB-
stanford-ai-2021	434	2	,	,	,
stanford-ai-2021	434	3	2020	2020	CD
stanford-ai-2021	434	4	|	|	NNP
stanford-ai-2021	434	5	Chart	Chart	NNP
stanford-ai-2021	434	6	:	:	:
stanford-ai-2021	434	7	2021	2021	CD
stanford-ai-2021	434	8	AI	AI	NNP
stanford-ai-2021	434	9	Index	Index	NNP
stanford-ai-2021	434	10	Report	Report	NNP
stanford-ai-2021	434	11	1	1	CD
stanford-ai-2021	434	12	10	10	CD
stanford-ai-2021	434	13	100	100	CD
stanford-ai-2021	434	14	Number	number	NN
stanford-ai-2021	434	15	of	of	IN
stanford-ai-2021	434	16	Parameters	parameter	NNS
stanford-ai-2021	434	17	(	(	-LRB-
stanford-ai-2021	434	18	Billions	billion	NNS
stanford-ai-2021	434	19	)	)	-RRB-
stanford-ai-2021	434	20	G	g	NN
stanford-ai-2021	434	21	P	p	NN
stanford-ai-2021	434	22	T-	t-	CD
stanford-ai-2021	434	23	3	3	CD
stanford-ai-2021	434	24	In	in	IN
stanford-ai-2021	434	25	July	July	NNP
stanford-ai-2021	434	26	2020	2020	CD
stanford-ai-2021	434	27	,	,	,
stanford-ai-2021	434	28	OpenAI	OpenAI	NNP
stanford-ai-2021	434	29	unveiled	unveil	VBD
stanford-ai-2021	434	30	GPT-3	GPT-3	NNP
stanford-ai-2021	434	31	,	,	,
stanford-ai-2021	434	32	the	the	DT
stanford-ai-2021	434	33	largest	large	JJS
stanford-ai-2021	434	34	known	know	VBN
stanford-ai-2021	434	35	dense	dense	JJ
stanford-ai-2021	434	36	language	language	NN
stanford-ai-2021	434	37	model	model	NN
stanford-ai-2021	434	38	.	.	.
stanford-ai-2021	435	1	GPT-3	GPT-3	NNP
stanford-ai-2021	435	2	has	have	VBZ
stanford-ai-2021	435	3	175	175	CD
stanford-ai-2021	435	4	billion	billion	CD
stanford-ai-2021	435	5	parameters	parameter	NNS
stanford-ai-2021	435	6	and	and	CC
stanford-ai-2021	435	7	was	be	VBD
stanford-ai-2021	435	8	trained	train	VBN
stanford-ai-2021	435	9	on	on	IN
stanford-ai-2021	435	10	570	570	CD
stanford-ai-2021	435	11	gigabytes	gigabyte	NNS
stanford-ai-2021	435	12	of	of	IN
stanford-ai-2021	435	13	text	text	NN
stanford-ai-2021	435	14	.	.	.
stanford-ai-2021	436	1	For	for	IN
stanford-ai-2021	436	2	comparison	comparison	NN
stanford-ai-2021	436	3	,	,	,
stanford-ai-2021	436	4	its	-PRON-	PRP$
stanford-ai-2021	436	5	predecessor	predecessor	NN
stanford-ai-2021	436	6	,	,	,
stanford-ai-2021	436	7	GPT-2	GPT-2	NNP
stanford-ai-2021	436	8	,	,	,
stanford-ai-2021	436	9	was	be	VBD
stanford-ai-2021	436	10	over	over	IN
stanford-ai-2021	436	11	100	100	CD
stanford-ai-2021	436	12	times	time	NNS
stanford-ai-2021	436	13	smaller	small	JJR
stanford-ai-2021	436	14	,	,	,
stanford-ai-2021	436	15	at	at	IN
stanford-ai-2021	436	16	1.5	1.5	CD
stanford-ai-2021	436	17	billion	billion	CD
stanford-ai-2021	436	18	parameters	parameter	NNS
stanford-ai-2021	436	19	.	.	.
stanford-ai-2021	437	1	This	this	DT
stanford-ai-2021	437	2	increase	increase	NN
stanford-ai-2021	437	3	in	in	IN
stanford-ai-2021	437	4	scale	scale	NN
stanford-ai-2021	437	5	leads	lead	NNS
stanford-ai-2021	437	6	to	to	IN
stanford-ai-2021	437	7	surprising	surprising	JJ
stanford-ai-2021	437	8	behavior	behavior	NN
stanford-ai-2021	437	9	:	:	:
stanford-ai-2021	437	10	GPT-3	gpt-3	NN
stanford-ai-2021	437	11	is	be	VBZ
stanford-ai-2021	437	12	able	able	JJ
stanford-ai-2021	437	13	to	to	TO
stanford-ai-2021	437	14	perform	perform	VB
stanford-ai-2021	437	15	tasks	task	NNS
stanford-ai-2021	437	16	it	-PRON-	PRP
stanford-ai-2021	437	17	was	be	VBD
stanford-ai-2021	437	18	not	not	RB
stanford-ai-2021	437	19	explicitly	explicitly	RB
stanford-ai-2021	437	20	trained	train	VBN
stanford-ai-2021	437	21	on	on	RP
stanford-ai-2021	437	22	with	with	IN
stanford-ai-2021	437	23	zero	zero	CD
stanford-ai-2021	437	24	to	to	IN
stanford-ai-2021	437	25	few	few	JJ
stanford-ai-2021	437	26	training	training	NN
stanford-ai-2021	437	27	examples	example	NNS
stanford-ai-2021	437	28	(	(	-LRB-
stanford-ai-2021	437	29	referred	refer	VBN
stanford-ai-2021	437	30	to	to	IN
stanford-ai-2021	437	31	as	as	IN
stanford-ai-2021	437	32	zero	zero	CD
stanford-ai-2021	437	33	-	-	HYPH
stanford-ai-2021	437	34	shot	shot	NN
stanford-ai-2021	437	35	and	and	CC
stanford-ai-2021	437	36	few	few	JJ
stanford-ai-2021	437	37	-	-	HYPH
stanford-ai-2021	437	38	shot	shot	NN
stanford-ai-2021	437	39	learning	learning	NN
stanford-ai-2021	437	40	,	,	,
stanford-ai-2021	437	41	respectively	respectively	RB
stanford-ai-2021	437	42	)	)	-RRB-
stanford-ai-2021	437	43	.	.	.
stanford-ai-2021	438	1	This	this	DT
stanford-ai-2021	438	2	behavior	behavior	NN
stanford-ai-2021	438	3	was	be	VBD
stanford-ai-2021	438	4	mostly	mostly	RB
stanford-ai-2021	438	5	absent	absent	JJ
stanford-ai-2021	438	6	in	in	IN
stanford-ai-2021	438	7	the	the	DT
stanford-ai-2021	438	8	much	much	RB
stanford-ai-2021	438	9	smaller	small	JJR
stanford-ai-2021	438	10	GPT-2	GPT-2	NNP
stanford-ai-2021	438	11	.	.	.
stanford-ai-2021	439	1	Furthermore	furthermore	RB
stanford-ai-2021	439	2	,	,	,
stanford-ai-2021	439	3	for	for	IN
stanford-ai-2021	439	4	some	some	DT
stanford-ai-2021	439	5	tasks	task	NNS
stanford-ai-2021	439	6	(	(	-LRB-
stanford-ai-2021	439	7	but	but	CC
stanford-ai-2021	439	8	not	not	RB
stanford-ai-2021	439	9	all	all	DT
stanford-ai-2021	439	10	;	;	:
stanford-ai-2021	439	11	e.g.	e.g.	RB
stanford-ai-2021	439	12	,	,	,
stanford-ai-2021	439	13	SuperGLUE	superglue	CD
stanford-ai-2021	439	14	and	and	CC
stanford-ai-2021	439	15	SQuAD2	SQuAD2	NNP
stanford-ai-2021	439	16	)	)	-RRB-
stanford-ai-2021	439	17	,	,	,
stanford-ai-2021	439	18	GPT-3	gpt-3	JJ
stanford-ai-2021	439	19	outperforms	outperform	VBZ
stanford-ai-2021	439	20	state	state	NN
stanford-ai-2021	439	21	-	-	HYPH
stanford-ai-2021	439	22	of	of	IN
stanford-ai-2021	439	23	-	-	HYPH
stanford-ai-2021	439	24	the	the	DT
stanford-ai-2021	439	25	-	-	HYPH
stanford-ai-2021	439	26	art	art	NN
stanford-ai-2021	439	27	models	model	NNS
stanford-ai-2021	439	28	that	that	WDT
stanford-ai-2021	439	29	were	be	VBD
stanford-ai-2021	439	30	explicitly	explicitly	RB
stanford-ai-2021	439	31	trained	train	VBN
stanford-ai-2021	439	32	to	to	TO
stanford-ai-2021	439	33	solve	solve	VB
stanford-ai-2021	439	34	those	those	DT
stanford-ai-2021	439	35	tasks	task	NNS
stanford-ai-2021	439	36	with	with	IN
stanford-ai-2021	439	37	far	far	RB
stanford-ai-2021	439	38	more	more	JJR
stanford-ai-2021	439	39	training	training	NN
stanford-ai-2021	439	40	examples	example	NNS
stanford-ai-2021	439	41	.	.	.
stanford-ai-2021	440	1	Figure	figure	NN
stanford-ai-2021	440	2	2.3.4	2.3.4	CD
stanford-ai-2021	440	3	,	,	,
stanford-ai-2021	440	4	adapted	adapt	VBN
stanford-ai-2021	440	5	from	from	IN
stanford-ai-2021	440	6	the	the	DT
stanford-ai-2021	440	7	GPT-3	GPT-3	NNP
stanford-ai-2021	440	8	paper	paper	NN
stanford-ai-2021	440	9	,	,	,
stanford-ai-2021	440	10	demonstrates	demonstrate	VBZ
stanford-ai-2021	440	11	the	the	DT
stanford-ai-2021	440	12	impact	impact	NN
stanford-ai-2021	440	13	of	of	IN
stanford-ai-2021	440	14	scale	scale	NN
stanford-ai-2021	440	15	(	(	-LRB-
stanford-ai-2021	440	16	in	in	IN
stanford-ai-2021	440	17	terms	term	NNS
stanford-ai-2021	440	18	of	of	IN
stanford-ai-2021	440	19	model	model	NN
stanford-ai-2021	440	20	parameters	parameter	NNS
stanford-ai-2021	440	21	)	)	-RRB-
stanford-ai-2021	440	22	on	on	IN
stanford-ai-2021	440	23	task	task	NN
stanford-ai-2021	440	24	accuracy	accuracy	NN
stanford-ai-2021	440	25	(	(	-LRB-
stanford-ai-2021	440	26	higher	high	JJR
stanford-ai-2021	440	27	is	be	VBZ
stanford-ai-2021	440	28	better	well	JJR
stanford-ai-2021	440	29	)	)	-RRB-
stanford-ai-2021	440	30	in	in	IN
stanford-ai-2021	440	31	zero-	zero-	NNP
stanford-ai-2021	440	32	,	,	,
stanford-ai-2021	440	33	one-	one-	NNP
stanford-ai-2021	440	34	,	,	,
stanford-ai-2021	440	35	and	and	CC
stanford-ai-2021	440	36	few	few	JJ
stanford-ai-2021	440	37	-	-	HYPH
stanford-ai-2021	440	38	shot	shot	NN
stanford-ai-2021	440	39	learning	learning	NN
stanford-ai-2021	440	40	regimes	regime	NNS
stanford-ai-2021	440	41	.	.	.
stanford-ai-2021	441	1	Each	each	DT
stanford-ai-2021	441	2	point	point	NN
stanford-ai-2021	441	3	on	on	IN
stanford-ai-2021	441	4	the	the	DT
stanford-ai-2021	441	5	curve	curve	NN
stanford-ai-2021	441	6	corresponds	correspond	NNS
stanford-ai-2021	441	7	to	to	IN
stanford-ai-2021	441	8	an	an	DT
stanford-ai-2021	441	9	average	average	JJ
stanford-ai-2021	441	10	performance	performance	NN
stanford-ai-2021	441	11	accuracy	accuracy	NN
stanford-ai-2021	441	12	,	,	,
stanford-ai-2021	441	13	aggregated	aggregate	VBN
stanford-ai-2021	441	14	across	across	IN
stanford-ai-2021	441	15	42	42	CD
stanford-ai-2021	441	16	accuracy	accuracy	NN
stanford-ai-2021	441	17	-	-	HYPH
stanford-ai-2021	441	18	oriented	orient	VBN
stanford-ai-2021	441	19	benchmarks	benchmark	NNS
stanford-ai-2021	441	20	.	.	.
stanford-ai-2021	442	1	As	as	IN
stanford-ai-2021	442	2	model	model	NN
stanford-ai-2021	442	3	size	size	NN
stanford-ai-2021	442	4	increases	increase	NNS
stanford-ai-2021	442	5	,	,	,
stanford-ai-2021	442	6	average	average	JJ
stanford-ai-2021	442	7	accuracy	accuracy	NN
stanford-ai-2021	442	8	in	in	IN
stanford-ai-2021	442	9	all	all	DT
stanford-ai-2021	442	10	task	task	NN
stanford-ai-2021	442	11	regimes	regime	NNS
stanford-ai-2021	442	12	increases	increase	VBZ
stanford-ai-2021	442	13	accordingly	accordingly	RB
stanford-ai-2021	442	14	.	.	.
stanford-ai-2021	443	1	Few	few	JJ
stanford-ai-2021	443	2	-	-	HYPH
stanford-ai-2021	443	3	shot	shot	NN
stanford-ai-2021	443	4	learning	learning	NN
stanford-ai-2021	443	5	accuracy	accuracy	NN
stanford-ai-2021	443	6	increases	increase	NNS
stanford-ai-2021	443	7	more	more	RBR
stanford-ai-2021	443	8	rapidly	rapidly	RB
stanford-ai-2021	443	9	with	with	IN
stanford-ai-2021	443	10	scale	scale	NN
stanford-ai-2021	443	11	,	,	,
stanford-ai-2021	443	12	compared	compare	VBN
stanford-ai-2021	443	13	with	with	IN
stanford-ai-2021	443	14	zero-	zero-	NNP
stanford-ai-2021	443	15	shot	shot	NNP
stanford-ai-2021	443	16	learning	learning	NNP
stanford-ai-2021	443	17	,	,	,
stanford-ai-2021	443	18	which	which	WDT
stanford-ai-2021	443	19	suggests	suggest	VBZ
stanford-ai-2021	443	20	that	that	IN
stanford-ai-2021	443	21	large	large	JJ
stanford-ai-2021	443	22	models	model	NNS
stanford-ai-2021	443	23	can	can	MD
stanford-ai-2021	443	24	perform	perform	VB
stanford-ai-2021	443	25	surprisingly	surprisingly	RB
stanford-ai-2021	443	26	well	well	RB
stanford-ai-2021	443	27	given	give	VBN
stanford-ai-2021	443	28	minimal	minimal	JJ
stanford-ai-2021	443	29	context	context	NN
stanford-ai-2021	443	30	.	.	.
stanford-ai-2021	444	1	2	2	LS
stanford-ai-2021	444	2	.	.	.
stanford-ai-2021	445	1	3	3	NNP
stanford-ai-2021	445	2	L	L	NNP
stanford-ai-2021	445	3	A	A	NNP
stanford-ai-2021	445	4	N	n	NN
stanford-ai-2021	445	5	G	g	NN
stanford-ai-2021	445	6	U	u	NN
stanford-ai-2021	445	7	AG	ag	NN
stanford-ai-2021	445	8	E	e	NN
stanford-ai-2021	445	9	C	c	NN
stanford-ai-2021	445	10	H	h	NN
stanford-ai-2021	445	11	A	a	NN
stanford-ai-2021	445	12	P	p	NN
stanford-ai-2021	445	13	T	t	NN
stanford-ai-2021	445	14	E	e	NN
stanford-ai-2021	445	15	R	r	NN
stanford-ai-2021	445	16	2	2	CD
stanford-ai-2021	445	17	:	:	:
stanford-ai-2021	445	18	T	t	NN
stanford-ai-2021	445	19	E	e	NN
stanford-ai-2021	445	20	C	c	NN
stanford-ai-2021	445	21	H	h	NN
stanford-ai-2021	445	22	N	n	NN
stanford-ai-2021	445	23	I	i	NN
stanford-ai-2021	445	24	C	c	NN
stanford-ai-2021	445	25	A	a	NN
stanford-ai-2021	445	26	L	l	NN
stanford-ai-2021	445	27	P	p	NN
stanford-ai-2021	445	28	E	e	NN
stanford-ai-2021	445	29	R	r	NN
stanford-ai-2021	445	30	F	f	NN
stanford-ai-2021	445	31	O	o	NN
stanford-ai-2021	445	32	R	r	NN
stanford-ai-2021	445	33	M	m	NN
stanford-ai-2021	445	34	A	a	NN
stanford-ai-2021	445	35	N	n	NN
stanford-ai-2021	445	36	C	c	NN
stanford-ai-2021	445	37	E	e	NN
stanford-ai-2021	445	38	Figure	figure	NN
stanford-ai-2021	445	39	2.3.4	2.3.4	CD
stanford-ai-2021	445	40	https://arxiv.org/pdf/2005.14165.pdf	https://arxiv.org/pdf/2005.14165.pdf	NN
stanford-ai-2021	445	41	TA	TA	NNP
stanford-ai-2021	445	42	B	B	NNP
stanford-ai-2021	445	43	L	l	NN
stanford-ai-2021	445	44	E	e	NN
stanford-ai-2021	445	45	O	o	NN
stanford-ai-2021	445	46	F	f	NN
stanford-ai-2021	445	47	C	c	NN
stanford-ai-2021	445	48	O	o	NN
stanford-ai-2021	445	49	N	n	NN
stanford-ai-2021	445	50	T	t	NN
stanford-ai-2021	445	51	E	e	NN
stanford-ai-2021	445	52	N	n	NN
stanford-ai-2021	445	53	T	t	NN
stanford-ai-2021	445	54	S	s	NN
stanford-ai-2021	445	55	6	6	CD
stanford-ai-2021	445	56	6C	6c	NN
stanford-ai-2021	445	57	H	h	NN
stanford-ai-2021	445	58	A	a	NN
stanford-ai-2021	445	59	P	p	NN
stanford-ai-2021	445	60	T	t	NN
stanford-ai-2021	445	61	E	e	NN
stanford-ai-2021	445	62	R	r	NN
stanford-ai-2021	445	63	2	2	CD
stanford-ai-2021	445	64	P	p	NN
stanford-ai-2021	445	65	R	r	NN
stanford-ai-2021	445	66	E	e	NN
stanford-ai-2021	445	67	V	v	NN
stanford-ai-2021	445	68	I	i	NN
stanford-ai-2021	445	69	E	e	NN
stanford-ai-2021	445	70	W	W	NNP
stanford-ai-2021	445	71	Artificial	Artificial	NNP
stanford-ai-2021	445	72	Intelligence	Intelligence	NNP
stanford-ai-2021	445	73	Index	Index	NNP
stanford-ai-2021	445	74	Report	Report	NNP
stanford-ai-2021	445	75	2021	2021	CD
stanford-ai-2021	445	76	That	that	IN
stanford-ai-2021	445	77	a	a	DT
stanford-ai-2021	445	78	single	single	JJ
stanford-ai-2021	445	79	model	model	NN
stanford-ai-2021	445	80	can	can	MD
stanford-ai-2021	445	81	achieve	achieve	VB
stanford-ai-2021	445	82	state	state	NN
stanford-ai-2021	445	83	-	-	HYPH
stanford-ai-2021	445	84	of	of	IN
stanford-ai-2021	445	85	-	-	HYPH
stanford-ai-2021	445	86	the	the	DT
stanford-ai-2021	445	87	-	-	HYPH
stanford-ai-2021	445	88	art	art	NN
stanford-ai-2021	445	89	or	or	CC
stanford-ai-2021	445	90	close	close	JJ
stanford-ai-2021	445	91	to	to	IN
stanford-ai-2021	445	92	state	state	NN
stanford-ai-2021	445	93	-	-	HYPH
stanford-ai-2021	445	94	of	of	IN
stanford-ai-2021	445	95	-	-	HYPH
stanford-ai-2021	445	96	the	the	DT
stanford-ai-2021	445	97	-	-	HYPH
stanford-ai-2021	445	98	art	art	NN
stanford-ai-2021	445	99	performance	performance	NN
stanford-ai-2021	445	100	in	in	IN
stanford-ai-2021	445	101	limited	limited	JJ
stanford-ai-2021	445	102	-	-	HYPH
stanford-ai-2021	445	103	training	training	NN
stanford-ai-2021	445	104	-	-	HYPH
stanford-ai-2021	445	105	data	data	NN
stanford-ai-2021	445	106	regimes	regime	NNS
stanford-ai-2021	445	107	is	be	VBZ
stanford-ai-2021	445	108	impressive	impressive	JJ
stanford-ai-2021	445	109	.	.	.
stanford-ai-2021	446	1	Most	Most	JJS
stanford-ai-2021	446	2	models	model	NNS
stanford-ai-2021	446	3	until	until	IN
stanford-ai-2021	446	4	now	now	RB
stanford-ai-2021	446	5	have	have	VBP
stanford-ai-2021	446	6	been	be	VBN
stanford-ai-2021	446	7	designed	design	VBN
stanford-ai-2021	446	8	for	for	IN
stanford-ai-2021	446	9	a	a	DT
stanford-ai-2021	446	10	single	single	JJ
stanford-ai-2021	446	11	task	task	NN
stanford-ai-2021	446	12	,	,	,
stanford-ai-2021	446	13	and	and	CC
stanford-ai-2021	446	14	thus	thus	RB
stanford-ai-2021	446	15	can	can	MD
stanford-ai-2021	446	16	be	be	VB
stanford-ai-2021	446	17	evaluated	evaluate	VBN
stanford-ai-2021	446	18	effectively	effectively	RB
stanford-ai-2021	446	19	by	by	IN
stanford-ai-2021	446	20	a	a	DT
stanford-ai-2021	446	21	single	single	JJ
stanford-ai-2021	446	22	metric	metric	NN
stanford-ai-2021	446	23	.	.	.
stanford-ai-2021	447	1	In	in	IN
stanford-ai-2021	447	2	light	light	NN
stanford-ai-2021	447	3	of	of	IN
stanford-ai-2021	447	4	GPT-3	GPT-3	NNP
stanford-ai-2021	447	5	,	,	,
stanford-ai-2021	447	6	we	-PRON-	PRP
stanford-ai-2021	447	7	anticipate	anticipate	VBP
stanford-ai-2021	447	8	novel	novel	JJ
stanford-ai-2021	447	9	benchmarks	benchmark	NNS
stanford-ai-2021	447	10	that	that	WDT
stanford-ai-2021	447	11	are	be	VBP
stanford-ai-2021	447	12	explicitly	explicitly	RB
stanford-ai-2021	447	13	designed	design	VBN
stanford-ai-2021	447	14	to	to	TO
stanford-ai-2021	447	15	evaluate	evaluate	VB
stanford-ai-2021	447	16	zero-	zero-	NN
stanford-ai-2021	447	17	to	to	IN
stanford-ai-2021	447	18	few	few	JJ
stanford-ai-2021	447	19	-	-	HYPH
stanford-ai-2021	447	20	shot	shot	NN
stanford-ai-2021	447	21	learning	learning	NN
stanford-ai-2021	447	22	performance	performance	NN
stanford-ai-2021	447	23	for	for	IN
stanford-ai-2021	447	24	language	language	NN
stanford-ai-2021	447	25	models	model	NNS
stanford-ai-2021	447	26	.	.	.
stanford-ai-2021	448	1	This	this	DT
stanford-ai-2021	448	2	will	will	MD
stanford-ai-2021	448	3	not	not	RB
stanford-ai-2021	448	4	be	be	VB
stanford-ai-2021	448	5	straightforward	straightforward	JJ
stanford-ai-2021	448	6	.	.	.
stanford-ai-2021	449	1	Developers	developer	NNS
stanford-ai-2021	449	2	are	be	VBP
stanford-ai-2021	449	3	increasingly	increasingly	RB
stanford-ai-2021	449	4	finding	find	VBG
stanford-ai-2021	449	5	model	model	NN
stanford-ai-2021	449	6	novel	novel	NN
stanford-ai-2021	449	7	capabilities	capability	NNS
stanford-ai-2021	449	8	(	(	-LRB-
stanford-ai-2021	449	9	e.g.	e.g.	RB
stanford-ai-2021	449	10	,	,	,
stanford-ai-2021	449	11	the	the	DT
stanford-ai-2021	449	12	ability	ability	NN
stanford-ai-2021	449	13	to	to	TO
stanford-ai-2021	449	14	generate	generate	VB
stanford-ai-2021	449	15	a	a	DT
stanford-ai-2021	449	16	website	website	NN
stanford-ai-2021	449	17	from	from	IN
stanford-ai-2021	449	18	a	a	DT
stanford-ai-2021	449	19	text	text	NN
stanford-ai-2021	449	20	description	description	NN
stanford-ai-2021	449	21	)	)	-RRB-
stanford-ai-2021	449	22	that	that	WDT
stanford-ai-2021	449	23	will	will	MD
stanford-ai-2021	449	24	be	be	VB
stanford-ai-2021	449	25	difficult	difficult	JJ
stanford-ai-2021	449	26	to	to	TO
stanford-ai-2021	449	27	define	define	VB
stanford-ai-2021	449	28	,	,	,
stanford-ai-2021	449	29	let	let	VB
stanford-ai-2021	449	30	alone	alone	RB
stanford-ai-2021	449	31	measure	measure	VB
stanford-ai-2021	449	32	performance	performance	NN
stanford-ai-2021	449	33	on	on	IN
stanford-ai-2021	449	34	.	.	.
stanford-ai-2021	450	1	Nevertheless	nevertheless	RB
stanford-ai-2021	450	2	,	,	,
stanford-ai-2021	450	3	the	the	DT
stanford-ai-2021	450	4	AI	AI	NNP
stanford-ai-2021	450	5	Index	Index	NNP
stanford-ai-2021	450	6	is	be	VBZ
stanford-ai-2021	450	7	committed	commit	VBN
stanford-ai-2021	450	8	to	to	IN
stanford-ai-2021	450	9	tracking	track	VBG
stanford-ai-2021	450	10	performance	performance	NN
stanford-ai-2021	450	11	in	in	IN
stanford-ai-2021	450	12	this	this	DT
stanford-ai-2021	450	13	new	new	JJ
stanford-ai-2021	450	14	context	context	NN
stanford-ai-2021	450	15	as	as	IN
stanford-ai-2021	450	16	it	-PRON-	PRP
stanford-ai-2021	450	17	evolves	evolve	VBZ
stanford-ai-2021	450	18	.	.	.
stanford-ai-2021	451	1	Despite	despite	IN
stanford-ai-2021	451	2	its	-PRON-	PRP$
stanford-ai-2021	451	3	impressive	impressive	JJ
stanford-ai-2021	451	4	capabilities	capability	NNS
stanford-ai-2021	451	5	,	,	,
stanford-ai-2021	451	6	GPT-3	GPT-3	NNP
stanford-ai-2021	451	7	has	have	VBZ
stanford-ai-2021	451	8	several	several	JJ
stanford-ai-2021	451	9	shortcomings	shortcoming	NNS
stanford-ai-2021	451	10	,	,	,
stanford-ai-2021	451	11	many	many	JJ
stanford-ai-2021	451	12	of	of	IN
stanford-ai-2021	451	13	which	which	WDT
stanford-ai-2021	451	14	are	be	VBP
stanford-ai-2021	451	15	outlined	outline	VBN
stanford-ai-2021	451	16	in	in	IN
stanford-ai-2021	451	17	the	the	DT
stanford-ai-2021	451	18	original	original	JJ
stanford-ai-2021	451	19	paper	paper	NN
stanford-ai-2021	451	20	.	.	.
stanford-ai-2021	452	1	For	for	IN
stanford-ai-2021	452	2	example	example	NN
stanford-ai-2021	452	3	,	,	,
stanford-ai-2021	452	4	it	-PRON-	PRP
stanford-ai-2021	452	5	can	can	MD
stanford-ai-2021	452	6	generate	generate	VB
stanford-ai-2021	452	7	racist	racist	JJ
stanford-ai-2021	452	8	,	,	,
stanford-ai-2021	452	9	sexist	sexist	JJ
stanford-ai-2021	452	10	,	,	,
stanford-ai-2021	452	11	and	and	CC
stanford-ai-2021	452	12	otherwise	otherwise	RB
stanford-ai-2021	452	13	biased	biased	JJ
stanford-ai-2021	452	14	text	text	NN
stanford-ai-2021	452	15	.	.	.
stanford-ai-2021	453	1	Furthermore	furthermore	RB
stanford-ai-2021	453	2	,	,	,
stanford-ai-2021	453	3	GPT-3	GPT-3	NNP
stanford-ai-2021	453	4	(	(	-LRB-
stanford-ai-2021	453	5	and	and	CC
stanford-ai-2021	453	6	other	other	JJ
stanford-ai-2021	453	7	language	language	NN
stanford-ai-2021	453	8	models	model	NNS
stanford-ai-2021	453	9	)	)	-RRB-
stanford-ai-2021	453	10	can	can	MD
stanford-ai-2021	453	11	generate	generate	VB
stanford-ai-2021	453	12	unpredictable	unpredictable	JJ
stanford-ai-2021	453	13	and	and	CC
stanford-ai-2021	453	14	factually	factually	RB
stanford-ai-2021	453	15	inaccurate	inaccurate	JJ
stanford-ai-2021	453	16	text	text	NN
stanford-ai-2021	453	17	.	.	.
stanford-ai-2021	454	1	Techniques	technique	NNS
stanford-ai-2021	454	2	for	for	IN
stanford-ai-2021	454	3	controlling	control	VBG
stanford-ai-2021	454	4	and	and	CC
stanford-ai-2021	454	5	“	"	``
stanford-ai-2021	454	6	steering	steer	VBG
stanford-ai-2021	454	7	”	"	''
stanford-ai-2021	454	8	such	such	JJ
stanford-ai-2021	454	9	outputs	output	NNS
stanford-ai-2021	454	10	to	to	TO
stanford-ai-2021	454	11	better	better	RB
stanford-ai-2021	454	12	align	align	VB
stanford-ai-2021	454	13	with	with	IN
stanford-ai-2021	454	14	human	human	JJ
stanford-ai-2021	454	15	values	value	NNS
stanford-ai-2021	454	16	are	be	VBP
stanford-ai-2021	454	17	nascent	nascent	JJ
stanford-ai-2021	454	18	but	but	CC
stanford-ai-2021	454	19	promising	promising	JJ
stanford-ai-2021	454	20	.	.	.
stanford-ai-2021	455	1	GPT-3	gpt-3	NN
stanford-ai-2021	455	2	is	be	VBZ
stanford-ai-2021	455	3	also	also	RB
stanford-ai-2021	455	4	expensive	expensive	JJ
stanford-ai-2021	455	5	to	to	TO
stanford-ai-2021	455	6	train	train	VB
stanford-ai-2021	455	7	,	,	,
stanford-ai-2021	455	8	which	which	WDT
stanford-ai-2021	455	9	means	mean	VBZ
stanford-ai-2021	455	10	that	that	IN
stanford-ai-2021	455	11	only	only	RB
stanford-ai-2021	455	12	a	a	DT
stanford-ai-2021	455	13	limited	limited	JJ
stanford-ai-2021	455	14	number	number	NN
stanford-ai-2021	455	15	of	of	IN
stanford-ai-2021	455	16	organizations	organization	NNS
stanford-ai-2021	455	17	with	with	IN
stanford-ai-2021	455	18	abundant	abundant	JJ
stanford-ai-2021	455	19	resources	resource	NNS
stanford-ai-2021	455	20	can	can	MD
stanford-ai-2021	455	21	currently	currently	RB
stanford-ai-2021	455	22	afford	afford	VB
stanford-ai-2021	455	23	to	to	TO
stanford-ai-2021	455	24	develop	develop	VB
stanford-ai-2021	455	25	and	and	CC
stanford-ai-2021	455	26	deploy	deploy	VB
stanford-ai-2021	455	27	such	such	JJ
stanford-ai-2021	455	28	models	model	NNS
stanford-ai-2021	455	29	.	.	.
stanford-ai-2021	456	1	Finally	finally	RB
stanford-ai-2021	456	2	,	,	,
stanford-ai-2021	456	3	GPT-3	GPT-3	NNP
stanford-ai-2021	456	4	has	have	VBZ
stanford-ai-2021	456	5	an	an	DT
stanford-ai-2021	456	6	unusually	unusually	RB
stanford-ai-2021	456	7	large	large	JJ
stanford-ai-2021	456	8	number	number	NN
stanford-ai-2021	456	9	of	of	IN
stanford-ai-2021	456	10	uses	use	NNS
stanford-ai-2021	456	11	,	,	,
stanford-ai-2021	456	12	from	from	IN
stanford-ai-2021	456	13	chatbots	chatbot	NNS
stanford-ai-2021	456	14	to	to	IN
stanford-ai-2021	456	15	computer	computer	NN
stanford-ai-2021	456	16	code	code	NN
stanford-ai-2021	456	17	generation	generation	NN
stanford-ai-2021	456	18	to	to	TO
stanford-ai-2021	456	19	search	search	VB
stanford-ai-2021	456	20	.	.	.
stanford-ai-2021	457	1	Future	future	JJ
stanford-ai-2021	457	2	users	user	NNS
stanford-ai-2021	457	3	are	be	VBP
stanford-ai-2021	457	4	likely	likely	JJ
stanford-ai-2021	457	5	to	to	TO
stanford-ai-2021	457	6	discover	discover	VB
stanford-ai-2021	457	7	more	more	JJR
stanford-ai-2021	457	8	applications	application	NNS
stanford-ai-2021	457	9	,	,	,
stanford-ai-2021	457	10	both	both	CC
stanford-ai-2021	457	11	good	good	JJ
stanford-ai-2021	457	12	and	and	CC
stanford-ai-2021	457	13	bad	bad	JJ
stanford-ai-2021	457	14	,	,	,
stanford-ai-2021	457	15	making	make	VBG
stanford-ai-2021	457	16	it	-PRON-	PRP
stanford-ai-2021	457	17	difficult	difficult	JJ
stanford-ai-2021	457	18	to	to	TO
stanford-ai-2021	457	19	identify	identify	VB
stanford-ai-2021	457	20	the	the	DT
stanford-ai-2021	457	21	range	range	NN
stanford-ai-2021	457	22	of	of	IN
stanford-ai-2021	457	23	possible	possible	JJ
stanford-ai-2021	457	24	uses	use	NNS
stanford-ai-2021	457	25	and	and	CC
stanford-ai-2021	457	26	forecast	forecast	VB
stanford-ai-2021	457	27	their	-PRON-	PRP$
stanford-ai-2021	457	28	impact	impact	NN
stanford-ai-2021	457	29	on	on	IN
stanford-ai-2021	457	30	society	society	NN
stanford-ai-2021	457	31	.	.	.
stanford-ai-2021	458	1	Nevertheless	nevertheless	RB
stanford-ai-2021	458	2	,	,	,
stanford-ai-2021	458	3	research	research	NN
stanford-ai-2021	458	4	to	to	TO
stanford-ai-2021	458	5	address	address	VB
stanford-ai-2021	458	6	harmful	harmful	JJ
stanford-ai-2021	458	7	outputs	output	NNS
stanford-ai-2021	458	8	and	and	CC
stanford-ai-2021	458	9	uses	use	VBZ
stanford-ai-2021	458	10	is	be	VBZ
stanford-ai-2021	458	11	ongoing	ongoing	JJ
stanford-ai-2021	458	12	at	at	IN
stanford-ai-2021	458	13	several	several	JJ
stanford-ai-2021	458	14	universities	university	NNS
stanford-ai-2021	458	15	and	and	CC
stanford-ai-2021	458	16	industrial	industrial	JJ
stanford-ai-2021	458	17	research	research	NN
stanford-ai-2021	458	18	labs	lab	NNS
stanford-ai-2021	458	19	,	,	,
stanford-ai-2021	458	20	including	include	VBG
stanford-ai-2021	458	21	OpenAI	OpenAI	NNP
stanford-ai-2021	458	22	.	.	.
stanford-ai-2021	459	1	For	for	IN
stanford-ai-2021	459	2	more	more	JJR
stanford-ai-2021	459	3	details	detail	NNS
stanford-ai-2021	459	4	,	,	,
stanford-ai-2021	459	5	refer	refer	VBP
stanford-ai-2021	459	6	to	to	IN
stanford-ai-2021	459	7	work	work	NN
stanford-ai-2021	459	8	by	by	IN
stanford-ai-2021	459	9	Bender	Bender	NNP
stanford-ai-2021	459	10	and	and	CC
stanford-ai-2021	459	11	Gebru	Gebru	NNP
stanford-ai-2021	459	12	et	et	NNP
stanford-ai-2021	459	13	al	al	NNP
stanford-ai-2021	459	14	.	.	.
stanford-ai-2021	460	1	and	and	CC
stanford-ai-2021	460	2	the	the	DT
stanford-ai-2021	460	3	proceedings	proceeding	NNS
stanford-ai-2021	460	4	from	from	IN
stanford-ai-2021	460	5	a	a	DT
stanford-ai-2021	460	6	recent	recent	JJ
stanford-ai-2021	460	7	Stanford	Stanford	NNP
stanford-ai-2021	460	8	Institute	Institute	NNP
stanford-ai-2021	460	9	for	for	IN
stanford-ai-2021	460	10	Human	Human	NNP
stanford-ai-2021	460	11	-	-	HYPH
stanford-ai-2021	460	12	Centered	Centered	NNP
stanford-ai-2021	460	13	Artificial	Artificial	NNP
stanford-ai-2021	460	14	Intelligence	Intelligence	NNP
stanford-ai-2021	460	15	(	(	-LRB-
stanford-ai-2021	460	16	HAI	HAI	NNP
stanford-ai-2021	460	17	)	)	-RRB-
stanford-ai-2021	460	18	workshop	workshop	NN
stanford-ai-2021	460	19	(	(	-LRB-
stanford-ai-2021	460	20	which	which	WDT
stanford-ai-2021	460	21	included	include	VBD
stanford-ai-2021	460	22	researchers	researcher	NNS
stanford-ai-2021	460	23	from	from	IN
stanford-ai-2021	460	24	OpenAI	OpenAI	NNP
stanford-ai-2021	460	25	)	)	-RRB-
stanford-ai-2021	460	26	,	,	,
stanford-ai-2021	460	27	“	"	``
stanford-ai-2021	460	28	Understanding	understand	VBG
stanford-ai-2021	460	29	the	the	DT
stanford-ai-2021	460	30	Capabilities	Capabilities	NNPS
stanford-ai-2021	460	31	,	,	,
stanford-ai-2021	460	32	Limitations	Limitations	NNP
stanford-ai-2021	460	33	,	,	,
stanford-ai-2021	460	34	and	and	CC
stanford-ai-2021	460	35	Societal	Societal	NNP
stanford-ai-2021	460	36	Impact	Impact	NNP
stanford-ai-2021	460	37	of	of	IN
stanford-ai-2021	460	38	Large	Large	NNP
stanford-ai-2021	460	39	Language	Language	NNP
stanford-ai-2021	460	40	Models	Models	NNPS
stanford-ai-2021	460	41	.	.	.
stanford-ai-2021	460	42	”	"	''
stanford-ai-2021	460	43	2	2	CD
stanford-ai-2021	460	44	.	.	.
stanford-ai-2021	461	1	3	3	NNP
stanford-ai-2021	461	2	L	L	NNP
stanford-ai-2021	461	3	A	A	NNP
stanford-ai-2021	461	4	N	n	NN
stanford-ai-2021	461	5	G	g	NN
stanford-ai-2021	461	6	U	u	NN
stanford-ai-2021	461	7	AG	ag	NN
stanford-ai-2021	461	8	E	e	NN
stanford-ai-2021	461	9	C	c	NN
stanford-ai-2021	461	10	H	h	NN
stanford-ai-2021	461	11	A	a	NN
stanford-ai-2021	461	12	P	p	NN
stanford-ai-2021	461	13	T	t	NN
stanford-ai-2021	461	14	E	e	NN
stanford-ai-2021	461	15	R	r	NN
stanford-ai-2021	461	16	2	2	CD
stanford-ai-2021	461	17	:	:	:
stanford-ai-2021	461	18	T	t	NN
stanford-ai-2021	461	19	E	e	NN
stanford-ai-2021	461	20	C	c	NN
stanford-ai-2021	461	21	H	h	NN
stanford-ai-2021	461	22	N	n	NN
stanford-ai-2021	461	23	I	i	NN
stanford-ai-2021	461	24	C	c	NN
stanford-ai-2021	461	25	A	a	NN
stanford-ai-2021	461	26	L	l	NN
stanford-ai-2021	461	27	P	p	NN
stanford-ai-2021	461	28	E	e	NN
stanford-ai-2021	461	29	R	r	NN
stanford-ai-2021	461	30	F	f	NN
stanford-ai-2021	461	31	O	o	NN
stanford-ai-2021	461	32	R	r	NN
stanford-ai-2021	461	33	M	m	NN
stanford-ai-2021	461	34	A	A	NNP
stanford-ai-2021	461	35	N	n	NN
stanford-ai-2021	461	36	C	c	NN
stanford-ai-2021	461	37	E	e	NN
stanford-ai-2021	461	38	That	that	IN
stanford-ai-2021	461	39	a	a	DT
stanford-ai-2021	461	40	single	single	JJ
stanford-ai-2021	461	41	model	model	NN
stanford-ai-2021	461	42	can	can	MD
stanford-ai-2021	461	43	achieve	achieve	VB
stanford-ai-2021	461	44	state	state	NN
stanford-ai-2021	461	45	-	-	HYPH
stanford-ai-2021	461	46	of	of	IN
stanford-ai-2021	461	47	-	-	HYPH
stanford-ai-2021	461	48	the-	the-	NN
stanford-ai-2021	461	49	art	art	NN
stanford-ai-2021	461	50	or	or	CC
stanford-ai-2021	461	51	close	close	JJ
stanford-ai-2021	461	52	to	to	IN
stanford-ai-2021	461	53	state	state	NN
stanford-ai-2021	461	54	-	-	HYPH
stanford-ai-2021	461	55	of-	of-	VBN
stanford-ai-2021	461	56	the	the	DT
stanford-ai-2021	461	57	-	-	HYPH
stanford-ai-2021	461	58	art	art	NN
stanford-ai-2021	461	59	performance	performance	NN
stanford-ai-2021	461	60	in	in	IN
stanford-ai-2021	461	61	limited	limited	JJ
stanford-ai-2021	461	62	-	-	HYPH
stanford-ai-2021	461	63	training	training	NN
stanford-ai-2021	461	64	-	-	HYPH
stanford-ai-2021	461	65	data	data	NN
stanford-ai-2021	461	66	regimes	regime	NNS
stanford-ai-2021	461	67	is	be	VBZ
stanford-ai-2021	461	68	impressive	impressive	JJ
stanford-ai-2021	461	69	.	.	.
stanford-ai-2021	462	1	Most	Most	JJS
stanford-ai-2021	462	2	models	model	NNS
stanford-ai-2021	462	3	until	until	IN
stanford-ai-2021	462	4	now	now	RB
stanford-ai-2021	462	5	have	have	VBP
stanford-ai-2021	462	6	been	be	VBN
stanford-ai-2021	462	7	designed	design	VBN
stanford-ai-2021	462	8	for	for	IN
stanford-ai-2021	462	9	a	a	DT
stanford-ai-2021	462	10	single	single	JJ
stanford-ai-2021	462	11	task	task	NN
stanford-ai-2021	462	12	,	,	,
stanford-ai-2021	462	13	and	and	CC
stanford-ai-2021	462	14	thus	thus	RB
stanford-ai-2021	462	15	can	can	MD
stanford-ai-2021	462	16	be	be	VB
stanford-ai-2021	462	17	evaluated	evaluate	VBN
stanford-ai-2021	462	18	effectively	effectively	RB
stanford-ai-2021	462	19	by	by	IN
stanford-ai-2021	462	20	a	a	DT
stanford-ai-2021	462	21	single	single	JJ
stanford-ai-2021	462	22	metric	metric	NN
stanford-ai-2021	462	23	.	.	.
stanford-ai-2021	463	1	https://faculty.washington.edu/ebender/papers/Stochastic_Parrots.pdf	https://faculty.washington.edu/ebender/papers/Stochastic_Parrots.pdf	NNP
stanford-ai-2021	463	2	https://arxiv.org/abs/2102.02503	https://arxiv.org/abs/2102.02503	NNP
stanford-ai-2021	463	3	https://arxiv.org/abs/2102.02503	https://arxiv.org/abs/2102.02503	NNP
stanford-ai-2021	463	4	https://arxiv.org/abs/2102.02503	https://arxiv.org/abs/2102.02503	NNP
stanford-ai-2021	463	5	TA	ta	NN
stanford-ai-2021	463	6	B	b	NN
stanford-ai-2021	463	7	L	l	NN
stanford-ai-2021	463	8	E	e	NN
stanford-ai-2021	463	9	O	o	NN
stanford-ai-2021	463	10	F	f	NN
stanford-ai-2021	463	11	C	c	NN
stanford-ai-2021	463	12	O	o	NN
stanford-ai-2021	463	13	N	n	NN
stanford-ai-2021	463	14	T	t	NN
stanford-ai-2021	463	15	E	e	NN
stanford-ai-2021	463	16	N	n	NN
stanford-ai-2021	463	17	T	t	NN
stanford-ai-2021	463	18	S	s	NN
stanford-ai-2021	463	19	6	6	CD
stanford-ai-2021	463	20	7C	7c	NN
stanford-ai-2021	463	21	H	h	NN
stanford-ai-2021	463	22	A	a	NN
stanford-ai-2021	463	23	P	p	NN
stanford-ai-2021	463	24	T	t	NN
stanford-ai-2021	463	25	E	e	NN
stanford-ai-2021	463	26	R	r	NN
stanford-ai-2021	463	27	2	2	CD
stanford-ai-2021	463	28	P	p	NN
stanford-ai-2021	463	29	R	r	NN
stanford-ai-2021	463	30	E	e	NN
stanford-ai-2021	463	31	V	v	NN
stanford-ai-2021	463	32	I	i	NN
stanford-ai-2021	463	33	E	e	NN
stanford-ai-2021	463	34	W	W	NNP
stanford-ai-2021	463	35	Artificial	Artificial	NNP
stanford-ai-2021	463	36	Intelligence	Intelligence	NNP
stanford-ai-2021	463	37	Index	Index	NNP
stanford-ai-2021	463	38	Report	Report	NNP
stanford-ai-2021	463	39	2021	2021	CD
stanford-ai-2021	463	40	10/2015	10/2015	CD
stanford-ai-2021	463	41	04/2016	04/2016	CD
stanford-ai-2021	463	42	10/2016	10/2016	CD
stanford-ai-2021	463	43	04/2017	04/2017	CD
stanford-ai-2021	463	44	10/2017	10/2017	CD
stanford-ai-2021	463	45	04/2018	04/2018	CD
stanford-ai-2021	463	46	10/2018	10/2018	CD
stanford-ai-2021	463	47	04/2019	04/2019	NNP
stanford-ai-2021	463	48	10/2019	10/2019	CD
stanford-ai-2021	463	49	04/2020	04/2020	CD
stanford-ai-2021	463	50	55	55	CD
stanford-ai-2021	463	51	%	%	NN
stanford-ai-2021	463	52	60	60	CD
stanford-ai-2021	463	53	%	%	NN
stanford-ai-2021	463	54	65	65	CD
stanford-ai-2021	463	55	%	%	NN
stanford-ai-2021	463	56	70	70	CD
stanford-ai-2021	463	57	%	%	NN
stanford-ai-2021	463	58	75	75	CD
stanford-ai-2021	463	59	%	%	NN
stanford-ai-2021	463	60	80	80	CD
stanford-ai-2021	463	61	%	%	NN
stanford-ai-2021	463	62	A	a	DT
stanford-ai-2021	463	63	cc	cc	NN
stanford-ai-2021	463	64	u	u	NNP
stanford-ai-2021	463	65	ra	ra	NNP
stanford-ai-2021	463	66	cy	cy	NNP
stanford-ai-2021	463	67	76.4	76.4	CD
stanford-ai-2021	463	68	%	%	NN
stanford-ai-2021	463	69	Accuracy	Accuracy	NNP
stanford-ai-2021	463	70	80.8	80.8	CD
stanford-ai-2021	463	71	%	%	NN
stanford-ai-2021	463	72	Human	Human	NNP
stanford-ai-2021	463	73	Baseline	baseline	JJ
stanford-ai-2021	463	74	VISUAL	VISUAL	NNP
stanford-ai-2021	463	75	QUESTION	question	NN
stanford-ai-2021	463	76	ANSWERING	answering	NN
stanford-ai-2021	463	77	(	(	-LRB-
stanford-ai-2021	463	78	VQA	VQA	NNP
stanford-ai-2021	463	79	)	)	-RRB-
stanford-ai-2021	463	80	CHALLENGE	CHALLENGE	NNP
stanford-ai-2021	463	81	:	:	:
stanford-ai-2021	463	82	ACCURACY	ACCURACY	NNP
stanford-ai-2021	463	83	Source	source	NN
stanford-ai-2021	463	84	:	:	:
stanford-ai-2021	463	85	VQA	VQA	NNP
stanford-ai-2021	463	86	Challenge	Challenge	NNP
stanford-ai-2021	463	87	,	,	,
stanford-ai-2021	463	88	2020	2020	CD
stanford-ai-2021	463	89	|	|	CD
stanford-ai-2021	463	90	Chart	Chart	NNP
stanford-ai-2021	463	91	:	:	:
stanford-ai-2021	463	92	2021	2021	CD
stanford-ai-2021	463	93	AI	AI	NNP
stanford-ai-2021	463	94	Index	Index	NNP
stanford-ai-2021	463	95	Report	Report	NNP
stanford-ai-2021	463	96	V	V	NNP
stanford-ai-2021	463	97	I	i	NN
stanford-ai-2021	463	98	S	s	NN
stanford-ai-2021	463	99	I	i	NN
stanford-ai-2021	463	100	O	o	NN
stanford-ai-2021	463	101	N	n	NN
stanford-ai-2021	463	102	A	a	NN
stanford-ai-2021	463	103	N	n	NN
stanford-ai-2021	463	104	D	d	NN
stanford-ai-2021	463	105	L	l	NN
stanford-ai-2021	463	106	A	a	NN
stanford-ai-2021	463	107	N	n	NN
stanford-ai-2021	463	108	G	g	NN
stanford-ai-2021	463	109	U	u	NN
stanford-ai-2021	463	110	AG	ag	NN
stanford-ai-2021	463	111	E	e	NN
stanford-ai-2021	463	112	R	r	NN
stanford-ai-2021	463	113	E	e	NN
stanford-ai-2021	463	114	A	a	NN
stanford-ai-2021	463	115	S	s	NN
stanford-ai-2021	463	116	O	o	NN
stanford-ai-2021	463	117	N	n	NN
stanford-ai-2021	463	118	I	i	NN
stanford-ai-2021	463	119	N	n	CC
stanford-ai-2021	463	120	G	g	NN
stanford-ai-2021	463	121	Vision	vision	NN
stanford-ai-2021	463	122	and	and	CC
stanford-ai-2021	463	123	language	language	NN
stanford-ai-2021	463	124	reasoning	reasoning	NN
stanford-ai-2021	463	125	is	be	VBZ
stanford-ai-2021	463	126	a	a	DT
stanford-ai-2021	463	127	research	research	NN
stanford-ai-2021	463	128	area	area	NN
stanford-ai-2021	463	129	that	that	WDT
stanford-ai-2021	463	130	addresses	address	VBZ
stanford-ai-2021	463	131	how	how	WRB
stanford-ai-2021	463	132	well	well	JJ
stanford-ai-2021	463	133	machines	machine	NNS
stanford-ai-2021	463	134	jointly	jointly	RB
stanford-ai-2021	463	135	reason	reason	NN
stanford-ai-2021	463	136	about	about	IN
stanford-ai-2021	463	137	visual	visual	JJ
stanford-ai-2021	463	138	and	and	CC
stanford-ai-2021	463	139	text	text	NN
stanford-ai-2021	463	140	data	datum	NNS
stanford-ai-2021	463	141	.	.	.
stanford-ai-2021	464	1	Visual	visual	JJ
stanford-ai-2021	464	2	Question	question	NN
stanford-ai-2021	464	3	Answering	answering	NN
stanford-ai-2021	464	4	(	(	-LRB-
stanford-ai-2021	464	5	VQA	VQA	NNP
stanford-ai-2021	464	6	)	)	-RRB-
stanford-ai-2021	464	7	Challenge	Challenge	NNP
stanford-ai-2021	464	8	The	the	DT
stanford-ai-2021	464	9	VQA	vqa	NN
stanford-ai-2021	464	10	challenge	challenge	NN
stanford-ai-2021	464	11	,	,	,
stanford-ai-2021	464	12	introduced	introduce	VBN
stanford-ai-2021	464	13	in	in	IN
stanford-ai-2021	464	14	2015	2015	CD
stanford-ai-2021	464	15	,	,	,
stanford-ai-2021	464	16	requires	require	VBZ
stanford-ai-2021	464	17	machines	machine	NNS
stanford-ai-2021	464	18	to	to	TO
stanford-ai-2021	464	19	provide	provide	VB
stanford-ai-2021	464	20	an	an	DT
stanford-ai-2021	464	21	accurate	accurate	JJ
stanford-ai-2021	464	22	natural	natural	JJ
stanford-ai-2021	464	23	language	language	NN
stanford-ai-2021	464	24	answer	answer	NN
stanford-ai-2021	464	25	,	,	,
stanford-ai-2021	464	26	given	give	VBN
stanford-ai-2021	464	27	an	an	DT
stanford-ai-2021	464	28	image	image	NN
stanford-ai-2021	464	29	and	and	CC
stanford-ai-2021	464	30	a	a	DT
stanford-ai-2021	464	31	natural	natural	JJ
stanford-ai-2021	464	32	language	language	NN
stanford-ai-2021	464	33	question	question	NN
stanford-ai-2021	464	34	about	about	IN
stanford-ai-2021	464	35	the	the	DT
stanford-ai-2021	464	36	image	image	NN
stanford-ai-2021	464	37	based	base	VBN
stanford-ai-2021	464	38	on	on	IN
stanford-ai-2021	464	39	a	a	DT
stanford-ai-2021	464	40	public	public	JJ
stanford-ai-2021	464	41	dataset	dataset	NN
stanford-ai-2021	464	42	.	.	.
stanford-ai-2021	465	1	Figure	figure	NN
stanford-ai-2021	465	2	2.4.1	2.4.1	CD
stanford-ai-2021	465	3	shows	show	VBZ
stanford-ai-2021	465	4	that	that	IN
stanford-ai-2021	465	5	the	the	DT
stanford-ai-2021	465	6	accuracy	accuracy	NN
stanford-ai-2021	465	7	has	have	VBZ
stanford-ai-2021	465	8	grown	grow	VBN
stanford-ai-2021	465	9	by	by	IN
stanford-ai-2021	465	10	almost	almost	RB
stanford-ai-2021	465	11	40	40	CD
stanford-ai-2021	465	12	%	%	NN
stanford-ai-2021	465	13	since	since	IN
stanford-ai-2021	465	14	its	-PRON-	PRP$
stanford-ai-2021	465	15	first	first	JJ
stanford-ai-2021	465	16	installment	installment	NN
stanford-ai-2021	465	17	at	at	IN
stanford-ai-2021	465	18	the	the	DT
stanford-ai-2021	465	19	International	International	NNP
stanford-ai-2021	465	20	Conference	Conference	NNP
stanford-ai-2021	465	21	on	on	IN
stanford-ai-2021	465	22	Computer	Computer	NNP
stanford-ai-2021	465	23	Vision	Vision	NNP
stanford-ai-2021	465	24	(	(	-LRB-
stanford-ai-2021	465	25	ICCV	ICCV	NNP
stanford-ai-2021	465	26	)	)	-RRB-
stanford-ai-2021	465	27	in	in	IN
stanford-ai-2021	465	28	2015	2015	CD
stanford-ai-2021	465	29	.	.	.
stanford-ai-2021	466	1	The	the	DT
stanford-ai-2021	466	2	highest	high	JJS
stanford-ai-2021	466	3	accuracy	accuracy	NN
stanford-ai-2021	466	4	of	of	IN
stanford-ai-2021	466	5	the	the	DT
stanford-ai-2021	466	6	2020	2020	CD
stanford-ai-2021	466	7	challenge	challenge	NN
stanford-ai-2021	466	8	is	be	VBZ
stanford-ai-2021	466	9	76.4	76.4	CD
stanford-ai-2021	466	10	%	%	NN
stanford-ai-2021	466	11	.	.	.
stanford-ai-2021	467	1	This	this	DT
stanford-ai-2021	467	2	achievement	achievement	NN
stanford-ai-2021	467	3	is	be	VBZ
stanford-ai-2021	467	4	closer	close	JJR
stanford-ai-2021	467	5	to	to	IN
stanford-ai-2021	467	6	the	the	DT
stanford-ai-2021	467	7	human	human	JJ
stanford-ai-2021	467	8	baseline	baseline	NN
stanford-ai-2021	467	9	of	of	IN
stanford-ai-2021	467	10	80.8	80.8	CD
stanford-ai-2021	467	11	%	%	NN
stanford-ai-2021	467	12	accuracy	accuracy	NN
stanford-ai-2021	467	13	and	and	CC
stanford-ai-2021	467	14	represents	represent	VBZ
stanford-ai-2021	467	15	a	a	DT
stanford-ai-2021	467	16	1.1	1.1	CD
stanford-ai-2021	467	17	%	%	NN
stanford-ai-2021	467	18	absolute	absolute	JJ
stanford-ai-2021	467	19	increase	increase	NN
stanford-ai-2021	467	20	in	in	IN
stanford-ai-2021	467	21	performance	performance	NN
stanford-ai-2021	467	22	from	from	IN
stanford-ai-2021	467	23	the	the	DT
stanford-ai-2021	467	24	top	top	JJ
stanford-ai-2021	467	25	2019	2019	CD
stanford-ai-2021	467	26	algorithm	algorithm	NN
stanford-ai-2021	467	27	.	.	.
stanford-ai-2021	468	1	2.4	2.4	CD
stanford-ai-2021	468	2	LANGUAGE	LANGUAGE	NNP
stanford-ai-2021	468	3	REASONING	REASONING	NNP
stanford-ai-2021	468	4	SKILLS	SKILLS	NNP
stanford-ai-2021	468	5	2	2	CD
stanford-ai-2021	468	6	.	.	.
stanford-ai-2021	469	1	4	4	CD
stanford-ai-2021	469	2	L	L	NNP
stanford-ai-2021	469	3	A	A	NNP
stanford-ai-2021	469	4	N	n	NN
stanford-ai-2021	469	5	G	g	NN
stanford-ai-2021	469	6	U	u	NN
stanford-ai-2021	469	7	AG	ag	NN
stanford-ai-2021	469	8	E	e	NN
stanford-ai-2021	469	9	R	r	NN
stanford-ai-2021	469	10	E	e	NN
stanford-ai-2021	469	11	A	a	NN
stanford-ai-2021	469	12	S	s	NN
stanford-ai-2021	469	13	O	o	NN
stanford-ai-2021	469	14	N	n	NN
stanford-ai-2021	469	15	I	i	NN
stanford-ai-2021	469	16	N	n	NN
stanford-ai-2021	469	17	G	g	NN
stanford-ai-2021	469	18	S	s	NN
stanford-ai-2021	469	19	K	k	NN
stanford-ai-2021	469	20	I	i	NN
stanford-ai-2021	469	21	L	l	NN
stanford-ai-2021	469	22	L	l	NN
stanford-ai-2021	469	23	S	s	NN
stanford-ai-2021	469	24	C	c	NN
stanford-ai-2021	469	25	H	h	NN
stanford-ai-2021	469	26	A	a	NN
stanford-ai-2021	469	27	P	p	NN
stanford-ai-2021	469	28	T	t	NN
stanford-ai-2021	469	29	E	e	NN
stanford-ai-2021	469	30	R	r	NN
stanford-ai-2021	469	31	2	2	CD
stanford-ai-2021	469	32	:	:	:
stanford-ai-2021	469	33	T	t	NN
stanford-ai-2021	469	34	E	e	NN
stanford-ai-2021	469	35	C	c	NN
stanford-ai-2021	469	36	H	h	NN
stanford-ai-2021	469	37	N	n	NN
stanford-ai-2021	469	38	I	i	NN
stanford-ai-2021	469	39	C	c	NN
stanford-ai-2021	469	40	A	a	NN
stanford-ai-2021	469	41	L	l	NN
stanford-ai-2021	469	42	P	p	NN
stanford-ai-2021	469	43	E	e	NN
stanford-ai-2021	469	44	R	r	NN
stanford-ai-2021	469	45	F	f	NN
stanford-ai-2021	469	46	O	o	NN
stanford-ai-2021	469	47	R	r	NN
stanford-ai-2021	469	48	M	m	NN
stanford-ai-2021	469	49	A	a	NN
stanford-ai-2021	469	50	N	n	NN
stanford-ai-2021	469	51	C	c	NN
stanford-ai-2021	469	52	E	e	NN
stanford-ai-2021	469	53	Figure	figure	NN
stanford-ai-2021	469	54	2.4.1	2.4.1	CD
stanford-ai-2021	469	55	https://visualqa.org/	https://visualqa.org/	CD
stanford-ai-2021	469	56	TA	TA	NNP
stanford-ai-2021	469	57	B	B	NNP
stanford-ai-2021	469	58	L	l	NN
stanford-ai-2021	469	59	E	e	NN
stanford-ai-2021	469	60	O	o	NN
stanford-ai-2021	469	61	F	f	NN
stanford-ai-2021	469	62	C	c	NN
stanford-ai-2021	469	63	O	o	NN
stanford-ai-2021	469	64	N	n	NN
stanford-ai-2021	469	65	T	t	NN
stanford-ai-2021	469	66	E	e	NN
stanford-ai-2021	469	67	N	n	NN
stanford-ai-2021	469	68	T	t	NN
stanford-ai-2021	469	69	S	s	NN
stanford-ai-2021	469	70	6	6	CD
stanford-ai-2021	469	71	8C	8c	CD
stanford-ai-2021	469	72	H	h	NN
stanford-ai-2021	469	73	A	a	NN
stanford-ai-2021	469	74	P	p	NN
stanford-ai-2021	469	75	T	t	NN
stanford-ai-2021	469	76	E	e	NN
stanford-ai-2021	469	77	R	r	NN
stanford-ai-2021	469	78	2	2	CD
stanford-ai-2021	469	79	P	p	NN
stanford-ai-2021	469	80	R	r	NN
stanford-ai-2021	469	81	E	e	NN
stanford-ai-2021	469	82	V	v	NN
stanford-ai-2021	469	83	I	i	NN
stanford-ai-2021	469	84	E	e	NN
stanford-ai-2021	469	85	W	W	NNP
stanford-ai-2021	469	86	Artificial	Artificial	NNP
stanford-ai-2021	469	87	Intelligence	Intelligence	NNP
stanford-ai-2021	469	88	Index	Index	NNP
stanford-ai-2021	469	89	Report	Report	NNP
stanford-ai-2021	469	90	2021	2021	CD
stanford-ai-2021	469	91	11/2018	11/2018	CD
stanford-ai-2021	469	92	01/2019	01/2019	CD
stanford-ai-2021	469	93	03/2019	03/2019	CD
stanford-ai-2021	469	94	05/2019	05/2019	CD
stanford-ai-2021	469	95	07/2019	07/2019	CD
stanford-ai-2021	469	96	09/2019	09/2019	NN
stanford-ai-2021	469	97	11/2019	11/2019	CD
stanford-ai-2021	469	98	01/2020	01/2020	CD
stanford-ai-2021	469	99	03/2020	03/2020	CD
stanford-ai-2021	469	100	05/2020	05/2020	CD
stanford-ai-2021	469	101	07/2020	07/2020	CD
stanford-ai-2021	469	102	20	20	CD
stanford-ai-2021	469	103	40	40	CD
stanford-ai-2021	469	104	60	60	CD
stanford-ai-2021	469	105	80	80	CD
stanford-ai-2021	469	106	100	100	CD
stanford-ai-2021	469	107	Q	q	NN
stanford-ai-2021	469	108	-	-	HYPH
stanford-ai-2021	469	109	>	>	FW
stanford-ai-2021	469	110	A	a	NN
stanford-ai-2021	469	111	R	r	NN
stanford-ai-2021	469	112	S	s	NN
stanford-ai-2021	469	113	co	co	NN
stanford-ai-2021	469	114	re	re	NN
stanford-ai-2021	469	115	70.5	70.5	CD
stanford-ai-2021	469	116	85	85	CD
stanford-ai-2021	469	117	Human	Human	NNP
stanford-ai-2021	469	118	Performance	Performance	NNP
stanford-ai-2021	469	119	VISUAL	visual	NN
stanford-ai-2021	469	120	COMMONSENSE	commonsense	NN
stanford-ai-2021	469	121	REASONING	reasoning	NN
stanford-ai-2021	469	122	(	(	-LRB-
stanford-ai-2021	469	123	VCR	vcr	NN
stanford-ai-2021	469	124	)	)	-RRB-
stanford-ai-2021	469	125	TASK	TASK	NNP
stanford-ai-2021	469	126	:	:	:
stanford-ai-2021	469	127	Q->AR	Q->AR	NNP
stanford-ai-2021	469	128	Score	Score	NNP
stanford-ai-2021	469	129	Source	Source	NNP
stanford-ai-2021	469	130	:	:	:
stanford-ai-2021	469	131	VCR	VCR	NNP
stanford-ai-2021	469	132	Leaderboard	Leaderboard	NNP
stanford-ai-2021	469	133	,	,	,
stanford-ai-2021	469	134	2020	2020	CD
stanford-ai-2021	469	135	|	|	CD
stanford-ai-2021	469	136	Chart	Chart	NNP
stanford-ai-2021	469	137	:	:	:
stanford-ai-2021	469	138	2021	2021	CD
stanford-ai-2021	469	139	AI	AI	NNP
stanford-ai-2021	469	140	Index	Index	NNP
stanford-ai-2021	469	141	Report	Report	NNP
stanford-ai-2021	469	142	Visual	Visual	NNP
stanford-ai-2021	469	143	Commonsense	Commonsense	NNP
stanford-ai-2021	469	144	Reasoning	Reasoning	NNP
stanford-ai-2021	469	145	(	(	-LRB-
stanford-ai-2021	469	146	VCR	vcr	NN
stanford-ai-2021	469	147	)	)	-RRB-
stanford-ai-2021	469	148	Task	Task	NNP
stanford-ai-2021	469	149	The	the	DT
stanford-ai-2021	469	150	Visual	visual	JJ
stanford-ai-2021	469	151	Commonsense	Commonsense	NNP
stanford-ai-2021	469	152	Reasoning	Reasoning	NNP
stanford-ai-2021	469	153	(	(	-LRB-
stanford-ai-2021	469	154	VCR	VCR	NNP
stanford-ai-2021	469	155	)	)	-RRB-
stanford-ai-2021	469	156	task	task	NN
stanford-ai-2021	469	157	,	,	,
stanford-ai-2021	469	158	first	first	RB
stanford-ai-2021	469	159	introduced	introduce	VBN
stanford-ai-2021	469	160	in	in	IN
stanford-ai-2021	469	161	2018	2018	CD
stanford-ai-2021	469	162	,	,	,
stanford-ai-2021	469	163	asks	ask	VBZ
stanford-ai-2021	469	164	machines	machine	NNS
stanford-ai-2021	469	165	to	to	TO
stanford-ai-2021	469	166	answer	answer	VB
stanford-ai-2021	469	167	a	a	DT
stanford-ai-2021	469	168	challenging	challenging	JJ
stanford-ai-2021	469	169	question	question	NN
stanford-ai-2021	469	170	about	about	IN
stanford-ai-2021	469	171	a	a	DT
stanford-ai-2021	469	172	given	give	VBN
stanford-ai-2021	469	173	image	image	NN
stanford-ai-2021	469	174	and	and	CC
stanford-ai-2021	469	175	justify	justify	VB
stanford-ai-2021	469	176	that	that	DT
stanford-ai-2021	469	177	answer	answer	NN
stanford-ai-2021	469	178	with	with	IN
stanford-ai-2021	469	179	reasoning	reasoning	NN
stanford-ai-2021	469	180	(	(	-LRB-
stanford-ai-2021	469	181	whereas	whereas	IN
stanford-ai-2021	469	182	VQA	VQA	NNP
stanford-ai-2021	469	183	just	just	RB
stanford-ai-2021	469	184	requests	request	VBZ
stanford-ai-2021	469	185	an	an	DT
stanford-ai-2021	469	186	answer	answer	NN
stanford-ai-2021	469	187	)	)	-RRB-
stanford-ai-2021	469	188	.	.	.
stanford-ai-2021	470	1	The	the	DT
stanford-ai-2021	470	2	VCR	VCR	NNP
stanford-ai-2021	470	3	dataset	dataset	NN
stanford-ai-2021	470	4	contains	contain	VBZ
stanford-ai-2021	470	5	290,000	290,000	CD
stanford-ai-2021	470	6	pairs	pair	NNS
stanford-ai-2021	470	7	of	of	IN
stanford-ai-2021	470	8	multiple	multiple	JJ
stanford-ai-2021	470	9	-	-	HYPH
stanford-ai-2021	470	10	choice	choice	NN
stanford-ai-2021	470	11	questions	question	NNS
stanford-ai-2021	470	12	,	,	,
stanford-ai-2021	470	13	answers	answer	NNS
stanford-ai-2021	470	14	,	,	,
stanford-ai-2021	470	15	and	and	CC
stanford-ai-2021	470	16	rationales	rationale	NNS
stanford-ai-2021	470	17	,	,	,
stanford-ai-2021	470	18	as	as	RB
stanford-ai-2021	470	19	well	well	RB
stanford-ai-2021	470	20	as	as	IN
stanford-ai-2021	470	21	over	over	IN
stanford-ai-2021	470	22	110,000	110,000	CD
stanford-ai-2021	470	23	images	image	NNS
stanford-ai-2021	470	24	from	from	IN
stanford-ai-2021	470	25	movie	movie	NN
stanford-ai-2021	470	26	scenes	scene	NNS
stanford-ai-2021	470	27	.	.	.
stanford-ai-2021	471	1	The	the	DT
stanford-ai-2021	471	2	main	main	JJ
stanford-ai-2021	471	3	evaluation	evaluation	NN
stanford-ai-2021	471	4	mode	mode	NN
stanford-ai-2021	471	5	for	for	IN
stanford-ai-2021	471	6	the	the	DT
stanford-ai-2021	471	7	VCR	VCR	NNP
stanford-ai-2021	471	8	task	task	NN
stanford-ai-2021	471	9	is	be	VBZ
stanford-ai-2021	471	10	the	the	DT
stanford-ai-2021	471	11	Q->AR	Q->AR	NNP
stanford-ai-2021	471	12	score	score	NN
stanford-ai-2021	471	13	,	,	,
stanford-ai-2021	471	14	requiring	require	VBG
stanford-ai-2021	471	15	machines	machine	NNS
stanford-ai-2021	471	16	to	to	TO
stanford-ai-2021	471	17	first	first	RB
stanford-ai-2021	471	18	choose	choose	VB
stanford-ai-2021	471	19	the	the	DT
stanford-ai-2021	471	20	right	right	JJ
stanford-ai-2021	471	21	answer	answer	NN
stanford-ai-2021	471	22	(	(	-LRB-
stanford-ai-2021	471	23	A	a	NN
stanford-ai-2021	471	24	)	)	-RRB-
stanford-ai-2021	471	25	to	to	IN
stanford-ai-2021	471	26	a	a	DT
stanford-ai-2021	471	27	question	question	NN
stanford-ai-2021	471	28	(	(	-LRB-
stanford-ai-2021	471	29	Q	q	NN
stanford-ai-2021	471	30	)	)	-RRB-
stanford-ai-2021	471	31	among	among	IN
stanford-ai-2021	471	32	four	four	CD
stanford-ai-2021	471	33	answer	answer	NN
stanford-ai-2021	471	34	choices	choice	NNS
stanford-ai-2021	471	35	(	(	-LRB-
stanford-ai-2021	471	36	Q->A	Q->A	NNP
stanford-ai-2021	471	37	)	)	-RRB-
stanford-ai-2021	471	38	and	and	CC
stanford-ai-2021	471	39	then	then	RB
stanford-ai-2021	471	40	select	select	VB
stanford-ai-2021	471	41	the	the	DT
stanford-ai-2021	471	42	correct	correct	JJ
stanford-ai-2021	471	43	rationale	rationale	NN
stanford-ai-2021	471	44	(	(	-LRB-
stanford-ai-2021	471	45	R	r	NN
stanford-ai-2021	471	46	)	)	-RRB-
stanford-ai-2021	471	47	among	among	IN
stanford-ai-2021	471	48	four	four	CD
stanford-ai-2021	471	49	rationale	rationale	JJ
stanford-ai-2021	471	50	choices	choice	NNS
stanford-ai-2021	471	51	based	base	VBN
stanford-ai-2021	471	52	on	on	IN
stanford-ai-2021	471	53	the	the	DT
stanford-ai-2021	471	54	answer	answer	NN
stanford-ai-2021	471	55	.	.	.
stanford-ai-2021	472	1	A	a	DT
stanford-ai-2021	472	2	higher	high	JJR
stanford-ai-2021	472	3	score	score	NN
stanford-ai-2021	472	4	is	be	VBZ
stanford-ai-2021	472	5	better	well	JJR
stanford-ai-2021	472	6	,	,	,
stanford-ai-2021	472	7	and	and	CC
stanford-ai-2021	472	8	human	human	JJ
stanford-ai-2021	472	9	performance	performance	NN
stanford-ai-2021	472	10	on	on	IN
stanford-ai-2021	472	11	this	this	DT
stanford-ai-2021	472	12	task	task	NN
stanford-ai-2021	472	13	is	be	VBZ
stanford-ai-2021	472	14	measured	measure	VBN
stanford-ai-2021	472	15	by	by	IN
stanford-ai-2021	472	16	a	a	DT
stanford-ai-2021	472	17	QA->R	QA->R	NNP
stanford-ai-2021	472	18	score	score	NN
stanford-ai-2021	472	19	of	of	IN
stanford-ai-2021	472	20	85	85	CD
stanford-ai-2021	472	21	.	.	.
stanford-ai-2021	473	1	The	the	DT
stanford-ai-2021	473	2	best	well	RBS
stanford-ai-2021	473	3	-	-	HYPH
stanford-ai-2021	473	4	performing	perform	VBG
stanford-ai-2021	473	5	machine	machine	NN
stanford-ai-2021	473	6	has	have	VBZ
stanford-ai-2021	473	7	improved	improve	VBN
stanford-ai-2021	473	8	on	on	IN
stanford-ai-2021	473	9	the	the	DT
stanford-ai-2021	473	10	Q->AR	Q->AR	NNP
stanford-ai-2021	473	11	score	score	NN
stanford-ai-2021	473	12	from	from	IN
stanford-ai-2021	473	13	44	44	CD
stanford-ai-2021	473	14	in	in	IN
stanford-ai-2021	473	15	2018	2018	CD
stanford-ai-2021	473	16	to	to	IN
stanford-ai-2021	473	17	70.5	70.5	CD
stanford-ai-2021	473	18	in	in	IN
stanford-ai-2021	473	19	2020	2020	CD
stanford-ai-2021	473	20	(	(	-LRB-
stanford-ai-2021	473	21	Figure	Figure	NNP
stanford-ai-2021	473	22	2.4.2	2.4.2	CD
stanford-ai-2021	473	23	)	)	-RRB-
stanford-ai-2021	473	24	,	,	,
stanford-ai-2021	473	25	which	which	WDT
stanford-ai-2021	473	26	represents	represent	VBZ
stanford-ai-2021	473	27	a	a	DT
stanford-ai-2021	473	28	60.2	60.2	CD
stanford-ai-2021	473	29	%	%	NN
stanford-ai-2021	473	30	increase	increase	NN
stanford-ai-2021	473	31	in	in	IN
stanford-ai-2021	473	32	performance	performance	NN
stanford-ai-2021	473	33	from	from	IN
stanford-ai-2021	473	34	the	the	DT
stanford-ai-2021	473	35	top	top	JJ
stanford-ai-2021	473	36	competitor	competitor	NN
stanford-ai-2021	473	37	in	in	IN
stanford-ai-2021	473	38	2019	2019	CD
stanford-ai-2021	473	39	.	.	.
stanford-ai-2021	474	1	2	2	LS
stanford-ai-2021	474	2	.	.	.
stanford-ai-2021	475	1	4	4	CD
stanford-ai-2021	475	2	L	L	NNP
stanford-ai-2021	475	3	A	A	NNP
stanford-ai-2021	475	4	N	n	NN
stanford-ai-2021	475	5	G	g	NN
stanford-ai-2021	475	6	U	u	NN
stanford-ai-2021	475	7	AG	ag	NN
stanford-ai-2021	475	8	E	e	NN
stanford-ai-2021	475	9	R	r	NN
stanford-ai-2021	475	10	E	e	NN
stanford-ai-2021	475	11	A	a	NN
stanford-ai-2021	475	12	S	s	NN
stanford-ai-2021	475	13	O	o	NN
stanford-ai-2021	475	14	N	n	NN
stanford-ai-2021	475	15	I	i	NN
stanford-ai-2021	475	16	N	n	NN
stanford-ai-2021	475	17	G	g	NN
stanford-ai-2021	475	18	S	s	NN
stanford-ai-2021	475	19	K	k	NN
stanford-ai-2021	475	20	I	i	NN
stanford-ai-2021	475	21	L	l	NN
stanford-ai-2021	475	22	L	l	NN
stanford-ai-2021	475	23	S	s	NN
stanford-ai-2021	475	24	C	c	NN
stanford-ai-2021	475	25	H	h	NN
stanford-ai-2021	475	26	A	a	NN
stanford-ai-2021	475	27	P	p	NN
stanford-ai-2021	475	28	T	t	NN
stanford-ai-2021	475	29	E	e	NN
stanford-ai-2021	475	30	R	r	NN
stanford-ai-2021	475	31	2	2	CD
stanford-ai-2021	475	32	:	:	:
stanford-ai-2021	475	33	T	t	NN
stanford-ai-2021	475	34	E	e	NN
stanford-ai-2021	475	35	C	c	NN
stanford-ai-2021	475	36	H	h	NN
stanford-ai-2021	475	37	N	n	NN
stanford-ai-2021	475	38	I	i	NN
stanford-ai-2021	475	39	C	c	NN
stanford-ai-2021	475	40	A	a	NN
stanford-ai-2021	475	41	L	l	NN
stanford-ai-2021	475	42	P	p	NN
stanford-ai-2021	475	43	E	e	NN
stanford-ai-2021	475	44	R	r	NN
stanford-ai-2021	475	45	F	f	NN
stanford-ai-2021	475	46	O	o	NN
stanford-ai-2021	475	47	R	r	NN
stanford-ai-2021	475	48	M	m	NN
stanford-ai-2021	475	49	A	a	NN
stanford-ai-2021	475	50	N	n	NN
stanford-ai-2021	475	51	C	c	NN
stanford-ai-2021	475	52	E	e	NN
stanford-ai-2021	475	53	Figure	figure	NN
stanford-ai-2021	475	54	2.4.2	2.4.2	CD
stanford-ai-2021	475	55	https://visualcommonsense.com/	https://visualcommonsense.com/	CD
stanford-ai-2021	475	56	TA	TA	NNP
stanford-ai-2021	475	57	B	b	NN
stanford-ai-2021	475	58	L	l	NN
stanford-ai-2021	475	59	E	e	NN
stanford-ai-2021	475	60	O	o	NN
stanford-ai-2021	475	61	F	f	NN
stanford-ai-2021	475	62	C	c	NN
stanford-ai-2021	475	63	O	o	NN
stanford-ai-2021	475	64	N	n	NN
stanford-ai-2021	475	65	T	t	NN
stanford-ai-2021	475	66	E	e	NN
stanford-ai-2021	475	67	N	n	NN
stanford-ai-2021	475	68	T	t	NN
stanford-ai-2021	475	69	S	s	NN
stanford-ai-2021	475	70	6	6	CD
stanford-ai-2021	475	71	9C	9c	NN
stanford-ai-2021	475	72	H	h	NN
stanford-ai-2021	475	73	A	a	NN
stanford-ai-2021	475	74	P	p	NN
stanford-ai-2021	475	75	T	t	NN
stanford-ai-2021	475	76	E	e	NN
stanford-ai-2021	475	77	R	r	NN
stanford-ai-2021	475	78	2	2	CD
stanford-ai-2021	475	79	P	p	NN
stanford-ai-2021	475	80	R	r	NN
stanford-ai-2021	475	81	E	e	NN
stanford-ai-2021	475	82	V	v	NN
stanford-ai-2021	475	83	I	i	NN
stanford-ai-2021	475	84	E	e	NN
stanford-ai-2021	475	85	W	W	NNP
stanford-ai-2021	475	86	Artificial	Artificial	NNP
stanford-ai-2021	475	87	Intelligence	Intelligence	NNP
stanford-ai-2021	475	88	Index	Index	NNP
stanford-ai-2021	475	89	Report	Report	NNP
stanford-ai-2021	475	90	2021	2021	CD
stanford-ai-2021	475	91	A	a	DT
stanford-ai-2021	475	92	major	major	JJ
stanford-ai-2021	475	93	aspect	aspect	NN
stanford-ai-2021	475	94	of	of	IN
stanford-ai-2021	475	95	AI	AI	NNP
stanford-ai-2021	475	96	research	research	NN
stanford-ai-2021	475	97	is	be	VBZ
stanford-ai-2021	475	98	the	the	DT
stanford-ai-2021	475	99	analysis	analysis	NN
stanford-ai-2021	475	100	and	and	CC
stanford-ai-2021	475	101	synthesis	synthesis	NN
stanford-ai-2021	475	102	of	of	IN
stanford-ai-2021	475	103	human	human	JJ
stanford-ai-2021	475	104	speech	speech	NN
stanford-ai-2021	475	105	conveyed	convey	VBN
stanford-ai-2021	475	106	via	via	IN
stanford-ai-2021	475	107	audio	audio	JJ
stanford-ai-2021	475	108	data	datum	NNS
stanford-ai-2021	475	109	.	.	.
stanford-ai-2021	476	1	In	in	IN
stanford-ai-2021	476	2	recent	recent	JJ
stanford-ai-2021	476	3	years	year	NNS
stanford-ai-2021	476	4	,	,	,
stanford-ai-2021	476	5	machine	machine	NN
stanford-ai-2021	476	6	learning	learning	NN
stanford-ai-2021	476	7	approaches	approach	NNS
stanford-ai-2021	476	8	have	have	VBP
stanford-ai-2021	476	9	drastically	drastically	RB
stanford-ai-2021	476	10	improved	improve	VBN
stanford-ai-2021	476	11	performance	performance	NN
stanford-ai-2021	476	12	across	across	IN
stanford-ai-2021	476	13	a	a	DT
stanford-ai-2021	476	14	range	range	NN
stanford-ai-2021	476	15	of	of	IN
stanford-ai-2021	476	16	tasks	task	NNS
stanford-ai-2021	476	17	.	.	.
stanford-ai-2021	477	1	S	S	NNP
stanford-ai-2021	477	2	P	p	NN
stanford-ai-2021	477	3	E	e	NN
stanford-ai-2021	477	4	E	e	NN
stanford-ai-2021	477	5	C	c	NN
stanford-ai-2021	477	6	H	h	NN
stanford-ai-2021	477	7	R	r	NN
stanford-ai-2021	477	8	E	e	NN
stanford-ai-2021	477	9	C	c	NN
stanford-ai-2021	477	10	O	o	NN
stanford-ai-2021	477	11	G	g	NN
stanford-ai-2021	477	12	N	n	NN
stanford-ai-2021	477	13	I	i	NN
stanford-ai-2021	477	14	T	t	NN
stanford-ai-2021	477	15	I	i	NN
stanford-ai-2021	477	16	O	o	NN
stanford-ai-2021	477	17	N	n	NN
stanford-ai-2021	477	18	Speech	speech	NN
stanford-ai-2021	477	19	recognition	recognition	NN
stanford-ai-2021	477	20	,	,	,
stanford-ai-2021	477	21	or	or	CC
stanford-ai-2021	477	22	automatic	automatic	JJ
stanford-ai-2021	477	23	speech	speech	NN
stanford-ai-2021	477	24	recognition	recognition	NN
stanford-ai-2021	477	25	(	(	-LRB-
stanford-ai-2021	477	26	ASR	ASR	NNP
stanford-ai-2021	477	27	)	)	-RRB-
stanford-ai-2021	477	28	,	,	,
stanford-ai-2021	477	29	is	be	VBZ
stanford-ai-2021	477	30	the	the	DT
stanford-ai-2021	477	31	process	process	NN
stanford-ai-2021	477	32	that	that	WDT
stanford-ai-2021	477	33	enables	enable	VBZ
stanford-ai-2021	477	34	machines	machine	NNS
stanford-ai-2021	477	35	to	to	TO
stanford-ai-2021	477	36	recognize	recognize	VB
stanford-ai-2021	477	37	spoken	spoken	JJ
stanford-ai-2021	477	38	words	word	NNS
stanford-ai-2021	477	39	and	and	CC
stanford-ai-2021	477	40	convert	convert	VB
stanford-ai-2021	477	41	them	-PRON-	PRP
stanford-ai-2021	477	42	to	to	IN
stanford-ai-2021	477	43	text	text	NN
stanford-ai-2021	477	44	.	.	.
stanford-ai-2021	478	1	Since	since	IN
stanford-ai-2021	478	2	IBM	IBM	NNP
stanford-ai-2021	478	3	introduced	introduce	VBD
stanford-ai-2021	478	4	its	-PRON-	PRP$
stanford-ai-2021	478	5	first	first	JJ
stanford-ai-2021	478	6	speech	speech	NN
stanford-ai-2021	478	7	recognition	recognition	NN
stanford-ai-2021	478	8	technology	technology	NN
stanford-ai-2021	478	9	in	in	IN
stanford-ai-2021	478	10	1962	1962	CD
stanford-ai-2021	478	11	,	,	,
stanford-ai-2021	478	12	the	the	DT
stanford-ai-2021	478	13	technology	technology	NN
stanford-ai-2021	478	14	has	have	VBZ
stanford-ai-2021	478	15	evolved	evolve	VBN
stanford-ai-2021	478	16	with	with	IN
stanford-ai-2021	478	17	voice	voice	NN
stanford-ai-2021	478	18	-	-	HYPH
stanford-ai-2021	478	19	driven	drive	VBN
stanford-ai-2021	478	20	applications	application	NNS
stanford-ai-2021	478	21	such	such	JJ
stanford-ai-2021	478	22	as	as	IN
stanford-ai-2021	478	23	Amazon	Amazon	NNP
stanford-ai-2021	478	24	Alexa	Alexa	NNP
stanford-ai-2021	478	25	,	,	,
stanford-ai-2021	478	26	Google	Google	NNP
stanford-ai-2021	478	27	Home	Home	NNP
stanford-ai-2021	478	28	,	,	,
stanford-ai-2021	478	29	and	and	CC
stanford-ai-2021	478	30	Apple	Apple	NNP
stanford-ai-2021	478	31	Siri	Siri	NNP
stanford-ai-2021	478	32	becoming	become	VBG
stanford-ai-2021	478	33	increasingly	increasingly	RB
stanford-ai-2021	478	34	prevalent	prevalent	JJ
stanford-ai-2021	478	35	.	.	.
stanford-ai-2021	479	1	The	the	DT
stanford-ai-2021	479	2	flexibility	flexibility	NN
stanford-ai-2021	479	3	and	and	CC
stanford-ai-2021	479	4	predictive	predictive	JJ
stanford-ai-2021	479	5	power	power	NN
stanford-ai-2021	479	6	of	of	IN
stanford-ai-2021	479	7	deep	deep	JJ
stanford-ai-2021	479	8	neural	neural	JJ
stanford-ai-2021	479	9	networks	network	NNS
stanford-ai-2021	479	10	,	,	,
stanford-ai-2021	479	11	in	in	IN
stanford-ai-2021	479	12	particular	particular	JJ
stanford-ai-2021	479	13	,	,	,
stanford-ai-2021	479	14	has	have	VBZ
stanford-ai-2021	479	15	allowed	allow	VBN
stanford-ai-2021	479	16	speech	speech	NN
stanford-ai-2021	479	17	recognition	recognition	NN
stanford-ai-2021	479	18	to	to	TO
stanford-ai-2021	479	19	become	become	VB
stanford-ai-2021	479	20	more	more	RBR
stanford-ai-2021	479	21	accessible	accessible	JJ
stanford-ai-2021	479	22	.	.	.
stanford-ai-2021	480	1	Transcribe	Transcribe	NNP
stanford-ai-2021	480	2	Speech	Speech	NNP
stanford-ai-2021	480	3	:	:	:
stanford-ai-2021	480	4	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	480	5	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	480	6	is	be	VBZ
stanford-ai-2021	480	7	a	a	DT
stanford-ai-2021	480	8	dataset	dataset	NN
stanford-ai-2021	480	9	,	,	,
stanford-ai-2021	480	10	first	first	RB
stanford-ai-2021	480	11	introduced	introduce	VBN
stanford-ai-2021	480	12	in	in	IN
stanford-ai-2021	480	13	2015	2015	CD
stanford-ai-2021	480	14	,	,	,
stanford-ai-2021	480	15	made	make	VBN
stanford-ai-2021	480	16	up	up	RP
stanford-ai-2021	480	17	of	of	IN
stanford-ai-2021	480	18	1,000	1,000	CD
stanford-ai-2021	480	19	hours	hour	NNS
stanford-ai-2021	480	20	of	of	IN
stanford-ai-2021	480	21	speech	speech	NN
stanford-ai-2021	480	22	from	from	IN
stanford-ai-2021	480	23	audiobooks	audiobook	NNS
stanford-ai-2021	480	24	.	.	.
stanford-ai-2021	481	1	It	-PRON-	PRP
stanford-ai-2021	481	2	has	have	VBZ
stanford-ai-2021	481	3	become	become	VBN
stanford-ai-2021	481	4	widely	widely	RB
stanford-ai-2021	481	5	used	use	VBN
stanford-ai-2021	481	6	for	for	IN
stanford-ai-2021	481	7	the	the	DT
stanford-ai-2021	481	8	development	development	NN
stanford-ai-2021	481	9	and	and	CC
stanford-ai-2021	481	10	testing	testing	NN
stanford-ai-2021	481	11	of	of	IN
stanford-ai-2021	481	12	speech	speech	NN
stanford-ai-2021	481	13	recognition	recognition	NN
stanford-ai-2021	481	14	technologies	technology	NNS
stanford-ai-2021	481	15	.	.	.
stanford-ai-2021	482	1	In	in	IN
stanford-ai-2021	482	2	recent	recent	JJ
stanford-ai-2021	482	3	years	year	NNS
stanford-ai-2021	482	4	,	,	,
stanford-ai-2021	482	5	neural	neural	JJ
stanford-ai-2021	482	6	-	-	HYPH
stanford-ai-2021	482	7	network-	network-	NNP
stanford-ai-2021	482	8	based	base	VBN
stanford-ai-2021	482	9	AI	AI	NNP
stanford-ai-2021	482	10	systems	system	NNS
stanford-ai-2021	482	11	have	have	VBP
stanford-ai-2021	482	12	started	start	VBN
stanford-ai-2021	482	13	to	to	TO
stanford-ai-2021	482	14	dramatically	dramatically	RB
stanford-ai-2021	482	15	improve	improve	VB
stanford-ai-2021	482	16	performance	performance	NN
stanford-ai-2021	482	17	on	on	IN
stanford-ai-2021	482	18	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	482	19	,	,	,
stanford-ai-2021	482	20	lowering	lower	VBG
stanford-ai-2021	482	21	the	the	DT
stanford-ai-2021	482	22	word	word	NN
stanford-ai-2021	482	23	error	error	NN
stanford-ai-2021	482	24	rate	rate	NN
stanford-ai-2021	482	25	(	(	-LRB-
stanford-ai-2021	482	26	WER	WER	NNP
stanford-ai-2021	482	27	;	;	:
stanford-ai-2021	482	28	0	0	CD
stanford-ai-2021	482	29	%	%	NN
stanford-ai-2021	482	30	is	be	VBZ
stanford-ai-2021	482	31	optimal	optimal	JJ
stanford-ai-2021	482	32	performance	performance	NN
stanford-ai-2021	482	33	)	)	-RRB-
stanford-ai-2021	482	34	to	to	IN
stanford-ai-2021	482	35	around	around	IN
stanford-ai-2021	482	36	2	2	CD
stanford-ai-2021	482	37	%	%	NN
stanford-ai-2021	482	38	(	(	-LRB-
stanford-ai-2021	482	39	Figure	Figure	NNP
stanford-ai-2021	482	40	2.5.1a	2.5.1a	CD
stanford-ai-2021	482	41	and	and	CC
stanford-ai-2021	482	42	Figure	Figure	NNP
stanford-ai-2021	482	43	2.5.1b	2.5.1b	CD
stanford-ai-2021	482	44	)	)	-RRB-
stanford-ai-2021	482	45	.	.	.
stanford-ai-2021	483	1	Developers	developer	NNS
stanford-ai-2021	483	2	can	can	MD
stanford-ai-2021	483	3	test	test	VB
stanford-ai-2021	483	4	out	out	RP
stanford-ai-2021	483	5	their	-PRON-	PRP$
stanford-ai-2021	483	6	systems	system	NNS
stanford-ai-2021	483	7	on	on	IN
stanford-ai-2021	483	8	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	483	9	in	in	IN
stanford-ai-2021	483	10	two	two	CD
stanford-ai-2021	483	11	ways	way	NNS
stanford-ai-2021	483	12	:	:	:
stanford-ai-2021	483	13	•	•	VB
stanford-ai-2021	483	14	Test	test	JJ
stanford-ai-2021	483	15	Clean	clean	JJ
stanford-ai-2021	483	16	determines	determine	NNS
stanford-ai-2021	483	17	how	how	WRB
stanford-ai-2021	483	18	well	well	RB
stanford-ai-2021	483	19	their	-PRON-	PRP$
stanford-ai-2021	483	20	systems	system	NNS
stanford-ai-2021	483	21	can	can	MD
stanford-ai-2021	483	22	transcribe	transcribe	VB
stanford-ai-2021	483	23	speech	speech	NN
stanford-ai-2021	483	24	from	from	IN
stanford-ai-2021	483	25	a	a	DT
stanford-ai-2021	483	26	higher	high	JJR
stanford-ai-2021	483	27	-	-	HYPH
stanford-ai-2021	483	28	quality	quality	NN
stanford-ai-2021	483	29	subset	subset	NN
stanford-ai-2021	483	30	of	of	IN
stanford-ai-2021	483	31	the	the	DT
stanford-ai-2021	483	32	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	483	33	dataset	dataset	NN
stanford-ai-2021	483	34	.	.	.
stanford-ai-2021	484	1	This	this	DT
stanford-ai-2021	484	2	test	test	NN
stanford-ai-2021	484	3	gives	give	VBZ
stanford-ai-2021	484	4	clues	clue	NNS
stanford-ai-2021	484	5	about	about	IN
stanford-ai-2021	484	6	how	how	WRB
stanford-ai-2021	484	7	well	well	RB
stanford-ai-2021	484	8	AI	AI	NNP
stanford-ai-2021	484	9	systems	system	NNS
stanford-ai-2021	484	10	might	may	MD
stanford-ai-2021	484	11	perform	perform	VB
stanford-ai-2021	484	12	in	in	IN
stanford-ai-2021	484	13	more	more	JJR
stanford-ai-2021	484	14	controlled	controlled	JJ
stanford-ai-2021	484	15	environments	environment	NNS
stanford-ai-2021	484	16	.	.	.
stanford-ai-2021	485	1	•	•	VB
stanford-ai-2021	485	2	Test	test	VB
stanford-ai-2021	485	3	Other	other	JJ
stanford-ai-2021	485	4	determines	determine	VBZ
stanford-ai-2021	485	5	how	how	WRB
stanford-ai-2021	485	6	systems	system	NNS
stanford-ai-2021	485	7	can	can	MD
stanford-ai-2021	485	8	deal	deal	VB
stanford-ai-2021	485	9	with	with	IN
stanford-ai-2021	485	10	lower	low	JJR
stanford-ai-2021	485	11	-	-	HYPH
stanford-ai-2021	485	12	quality	quality	NN
stanford-ai-2021	485	13	parts	part	NNS
stanford-ai-2021	485	14	of	of	IN
stanford-ai-2021	485	15	the	the	DT
stanford-ai-2021	485	16	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	485	17	dataset	dataset	NN
stanford-ai-2021	485	18	.	.	.
stanford-ai-2021	486	1	This	this	DT
stanford-ai-2021	486	2	test	test	NN
stanford-ai-2021	486	3	suggests	suggest	VBZ
stanford-ai-2021	486	4	how	how	WRB
stanford-ai-2021	486	5	well	well	RB
stanford-ai-2021	486	6	AI	AI	NNP
stanford-ai-2021	486	7	systems	system	NNS
stanford-ai-2021	486	8	might	may	MD
stanford-ai-2021	486	9	perform	perform	VB
stanford-ai-2021	486	10	in	in	IN
stanford-ai-2021	486	11	noisier	noisy	JJR
stanford-ai-2021	486	12	(	(	-LRB-
stanford-ai-2021	486	13	and	and	CC
stanford-ai-2021	486	14	perhaps	perhaps	RB
stanford-ai-2021	486	15	more	more	RBR
stanford-ai-2021	486	16	realistic	realistic	JJ
stanford-ai-2021	486	17	)	)	-RRB-
stanford-ai-2021	486	18	environments	environment	NNS
stanford-ai-2021	486	19	.	.	.
stanford-ai-2021	487	1	There	there	EX
stanford-ai-2021	487	2	has	have	VBZ
stanford-ai-2021	487	3	been	be	VBN
stanford-ai-2021	487	4	substantial	substantial	JJ
stanford-ai-2021	487	5	progress	progress	NN
stanford-ai-2021	487	6	recently	recently	RB
stanford-ai-2021	487	7	on	on	IN
stanford-ai-2021	487	8	both	both	DT
stanford-ai-2021	487	9	datasets	dataset	NNS
stanford-ai-2021	487	10	,	,	,
stanford-ai-2021	487	11	with	with	IN
stanford-ai-2021	487	12	an	an	DT
stanford-ai-2021	487	13	important	important	JJ
stanford-ai-2021	487	14	trend	trend	NN
stanford-ai-2021	487	15	emerging	emerge	VBG
stanford-ai-2021	487	16	in	in	IN
stanford-ai-2021	487	17	the	the	DT
stanford-ai-2021	487	18	past	past	JJ
stanford-ai-2021	487	19	two	two	CD
stanford-ai-2021	487	20	years	year	NNS
stanford-ai-2021	487	21	:	:	:
stanford-ai-2021	487	22	The	the	DT
stanford-ai-2021	487	23	gap	gap	NN
stanford-ai-2021	487	24	between	between	IN
stanford-ai-2021	487	25	performance	performance	NN
stanford-ai-2021	487	26	on	on	IN
stanford-ai-2021	487	27	Test	Test	NNP
stanford-ai-2021	487	28	Clean	clean	JJ
stanford-ai-2021	487	29	and	and	CC
stanford-ai-2021	487	30	Test	test	VB
stanford-ai-2021	487	31	Other	other	JJ
stanford-ai-2021	487	32	has	have	VBZ
stanford-ai-2021	487	33	started	start	VBN
stanford-ai-2021	487	34	to	to	TO
stanford-ai-2021	487	35	close	close	VB
stanford-ai-2021	487	36	significantly	significantly	RB
stanford-ai-2021	487	37	for	for	IN
stanford-ai-2021	487	38	frontier	frontier	NN
stanford-ai-2021	487	39	systems	system	NNS
stanford-ai-2021	487	40	,	,	,
stanford-ai-2021	487	41	shifting	shift	VBG
stanford-ai-2021	487	42	from	from	IN
stanford-ai-2021	487	43	an	an	DT
stanford-ai-2021	487	44	absolute	absolute	JJ
stanford-ai-2021	487	45	performance	performance	NN
stanford-ai-2021	487	46	difference	difference	NN
stanford-ai-2021	487	47	of	of	IN
stanford-ai-2021	487	48	more	more	JJR
stanford-ai-2021	487	49	than	than	IN
stanford-ai-2021	487	50	seven	seven	CD
stanford-ai-2021	487	51	points	point	NNS
stanford-ai-2021	487	52	in	in	IN
stanford-ai-2021	487	53	late	late	JJ
stanford-ai-2021	487	54	2015	2015	CD
stanford-ai-2021	487	55	to	to	IN
stanford-ai-2021	487	56	a	a	DT
stanford-ai-2021	487	57	difference	difference	NN
stanford-ai-2021	487	58	of	of	IN
stanford-ai-2021	487	59	less	less	JJR
stanford-ai-2021	487	60	than	than	IN
stanford-ai-2021	487	61	one	one	CD
stanford-ai-2021	487	62	point	point	NN
stanford-ai-2021	487	63	in	in	IN
stanford-ai-2021	487	64	2020	2020	CD
stanford-ai-2021	487	65	.	.	.
stanford-ai-2021	488	1	This	this	DT
stanford-ai-2021	488	2	reveals	reveal	VBZ
stanford-ai-2021	488	3	dramatic	dramatic	JJ
stanford-ai-2021	488	4	improvements	improvement	NNS
stanford-ai-2021	488	5	in	in	IN
stanford-ai-2021	488	6	the	the	DT
stanford-ai-2021	488	7	robustness	robustness	NN
stanford-ai-2021	488	8	of	of	IN
stanford-ai-2021	488	9	ASR	ASR	NNP
stanford-ai-2021	488	10	systems	system	NNS
stanford-ai-2021	488	11	over	over	IN
stanford-ai-2021	488	12	time	time	NN
stanford-ai-2021	488	13	and	and	CC
stanford-ai-2021	488	14	suggests	suggest	VBZ
stanford-ai-2021	488	15	that	that	IN
stanford-ai-2021	488	16	we	-PRON-	PRP
stanford-ai-2021	488	17	might	may	MD
stanford-ai-2021	488	18	be	be	VB
stanford-ai-2021	488	19	saturating	saturate	VBG
stanford-ai-2021	488	20	performance	performance	NN
stanford-ai-2021	488	21	on	on	IN
stanford-ai-2021	488	22	LibriSpeech	LibriSpeech	NNP
stanford-ai-2021	488	23	—	—	:
stanford-ai-2021	488	24	in	in	IN
stanford-ai-2021	488	25	other	other	JJ
stanford-ai-2021	488	26	words	word	NNS
stanford-ai-2021	488	27	,	,	,
stanford-ai-2021	488	28	harder	hard	JJR
stanford-ai-2021	488	29	tests	test	NNS
stanford-ai-2021	488	30	may	may	MD
stanford-ai-2021	488	31	be	be	VB
stanford-ai-2021	488	32	needed	need	VBN
stanford-ai-2021	488	33	.	.	.
stanford-ai-2021	489	1	2.5	2.5	CD
stanford-ai-2021	489	2	SPEECH	SPEECH	NNP
stanford-ai-2021	489	3	2	2	CD
stanford-ai-2021	489	4	.	.	.
stanford-ai-2021	490	1	5	5	CD
stanford-ai-2021	490	2	S	s	NN
stanford-ai-2021	490	3	P	p	NN
stanford-ai-2021	490	4	E	e	NN
stanford-ai-2021	490	5	E	e	NN
stanford-ai-2021	490	6	C	c	NN
stanford-ai-2021	490	7	H	h	NN
stanford-ai-2021	490	8	C	c	NN
stanford-ai-2021	490	9	H	h	NN
stanford-ai-2021	490	10	A	a	NN
stanford-ai-2021	490	11	P	p	NN
stanford-ai-2021	490	12	T	t	NN
stanford-ai-2021	490	13	E	e	NN
stanford-ai-2021	490	14	R	r	NN
stanford-ai-2021	490	15	2	2	CD
stanford-ai-2021	490	16	:	:	:
stanford-ai-2021	490	17	T	t	NN
stanford-ai-2021	490	18	E	e	NN
stanford-ai-2021	490	19	C	c	NN
stanford-ai-2021	490	20	H	h	NN
stanford-ai-2021	490	21	N	n	NN
stanford-ai-2021	490	22	I	i	NN
stanford-ai-2021	490	23	C	c	NN
stanford-ai-2021	490	24	A	a	NN
stanford-ai-2021	490	25	L	l	NN
stanford-ai-2021	490	26	P	p	NN
stanford-ai-2021	490	27	E	e	NN
stanford-ai-2021	490	28	R	r	NN
stanford-ai-2021	490	29	F	f	NN
stanford-ai-2021	490	30	O	o	NN
stanford-ai-2021	490	31	R	r	NN
stanford-ai-2021	490	32	M	m	NN
stanford-ai-2021	490	33	A	a	NN
stanford-ai-2021	490	34	N	n	NN
stanford-ai-2021	490	35	C	c	NN
stanford-ai-2021	490	36	E	e	NN
stanford-ai-2021	490	37	Speaker	Speaker	NNP
stanford-ai-2021	490	38	Recognition	Recognition	NNP
stanford-ai-2021	490	39	:	:	:
stanford-ai-2021	490	40	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	490	41	Speaker	Speaker	NNP
stanford-ai-2021	490	42	identification	identification	NN
stanford-ai-2021	490	43	tests	test	NNS
stanford-ai-2021	490	44	how	how	WRB
stanford-ai-2021	490	45	well	well	JJ
stanford-ai-2021	490	46	machine	machine	NN
stanford-ai-2021	490	47	learning	learning	NN
stanford-ai-2021	490	48	systems	system	NNS
stanford-ai-2021	490	49	can	can	MD
stanford-ai-2021	490	50	attribute	attribute	VB
stanford-ai-2021	490	51	speech	speech	NN
stanford-ai-2021	490	52	to	to	IN
stanford-ai-2021	490	53	a	a	DT
stanford-ai-2021	490	54	particular	particular	JJ
stanford-ai-2021	490	55	person	person	NN
stanford-ai-2021	490	56	.	.	.
stanford-ai-2021	491	1	The	the	DT
stanford-ai-2021	491	2	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	491	3	dataset	dataset	NN
stanford-ai-2021	491	4	,	,	,
stanford-ai-2021	491	5	first	first	RB
stanford-ai-2021	491	6	introduced	introduce	VBN
stanford-ai-2021	491	7	in	in	IN
stanford-ai-2021	491	8	2017	2017	CD
stanford-ai-2021	491	9	,	,	,
stanford-ai-2021	491	10	contains	contain	VBZ
stanford-ai-2021	491	11	over	over	IN
stanford-ai-2021	491	12	a	a	DT
stanford-ai-2021	491	13	million	million	CD
stanford-ai-2021	491	14	utterances	utterance	NNS
stanford-ai-2021	491	15	from	from	IN
stanford-ai-2021	491	16	6,000	6,000	CD
stanford-ai-2021	491	17	distinct	distinct	JJ
stanford-ai-2021	491	18	speakers	speaker	NNS
stanford-ai-2021	491	19	,	,	,
stanford-ai-2021	491	20	and	and	CC
stanford-ai-2021	491	21	its	-PRON-	PRP$
stanford-ai-2021	491	22	associated	associate	VBN
stanford-ai-2021	491	23	speaker	speaker	NN
stanford-ai-2021	491	24	-	-	HYPH
stanford-ai-2021	491	25	identification	identification	NN
stanford-ai-2021	491	26	task	task	NN
stanford-ai-2021	491	27	tests	test	VBZ
stanford-ai-2021	491	28	the	the	DT
stanford-ai-2021	491	29	error	error	NN
stanford-ai-2021	491	30	rate	rate	NN
stanford-ai-2021	491	31	for	for	IN
stanford-ai-2021	491	32	systems	system	NNS
stanford-ai-2021	491	33	that	that	WDT
stanford-ai-2021	491	34	try	try	VBP
stanford-ai-2021	491	35	to	to	TO
stanford-ai-2021	491	36	attribute	attribute	VB
stanford-ai-2021	491	37	a	a	DT
stanford-ai-2021	491	38	particular	particular	JJ
stanford-ai-2021	491	39	utterance	utterance	NN
stanford-ai-2021	491	40	to	to	IN
stanford-ai-2021	491	41	a	a	DT
stanford-ai-2021	491	42	particular	particular	JJ
stanford-ai-2021	491	43	speaker	speaker	NN
stanford-ai-2021	491	44	.	.	.
stanford-ai-2021	492	1	A	a	DT
stanford-ai-2021	492	2	better	well	JJR
stanford-ai-2021	492	3	(	(	-LRB-
stanford-ai-2021	492	4	lower	low	JJR
stanford-ai-2021	492	5	)	)	-RRB-
stanford-ai-2021	492	6	score	score	NN
stanford-ai-2021	492	7	in	in	IN
stanford-ai-2021	492	8	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	492	9	provides	provide	VBZ
stanford-ai-2021	492	10	a	a	DT
stanford-ai-2021	492	11	proxy	proxy	NN
stanford-ai-2021	492	12	for	for	IN
stanford-ai-2021	492	13	how	how	WRB
stanford-ai-2021	492	14	well	well	RB
stanford-ai-2021	492	15	a	a	DT
stanford-ai-2021	492	16	machine	machine	NN
stanford-ai-2021	492	17	can	can	MD
stanford-ai-2021	492	18	distinguish	distinguish	VB
stanford-ai-2021	492	19	one	one	CD
stanford-ai-2021	492	20	voice	voice	NN
stanford-ai-2021	492	21	among	among	IN
stanford-ai-2021	492	22	6,000	6,000	CD
stanford-ai-2021	492	23	.	.	.
stanford-ai-2021	493	1	Evaluation	evaluation	NN
stanford-ai-2021	493	2	method	method	NN
stanford-ai-2021	493	3	for	for	IN
stanford-ai-2021	493	4	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	493	5	is	be	VBZ
stanford-ai-2021	493	6	Equal	equal	JJ
stanford-ai-2021	493	7	Error	error	NN
stanford-ai-2021	493	8	Rate	rate	NN
stanford-ai-2021	493	9	(	(	-LRB-
stanford-ai-2021	493	10	EER	EER	NNP
stanford-ai-2021	493	11	)	)	-RRB-
stanford-ai-2021	493	12	,	,	,
stanford-ai-2021	493	13	a	a	DT
stanford-ai-2021	493	14	commonly	commonly	RB
stanford-ai-2021	493	15	used	use	VBN
stanford-ai-2021	493	16	metric	metric	NN
stanford-ai-2021	493	17	for	for	IN
stanford-ai-2021	493	18	identity	identity	NN
stanford-ai-2021	493	19	verification	verification	NN
stanford-ai-2021	493	20	systems	system	NNS
stanford-ai-2021	493	21	.	.	.
stanford-ai-2021	494	1	EER	EER	NNP
stanford-ai-2021	494	2	provides	provide	VBZ
stanford-ai-2021	494	3	a	a	DT
stanford-ai-2021	494	4	measure	measure	NN
stanford-ai-2021	494	5	for	for	IN
stanford-ai-2021	494	6	both	both	PDT
stanford-ai-2021	494	7	the	the	DT
stanford-ai-2021	494	8	false	false	JJ
stanford-ai-2021	494	9	positive	positive	JJ
stanford-ai-2021	494	10	rate	rate	NN
stanford-ai-2021	494	11	(	(	-LRB-
stanford-ai-2021	494	12	assigning	assign	VBG
stanford-ai-2021	494	13	a	a	DT
stanford-ai-2021	494	14	label	label	NN
stanford-ai-2021	494	15	incorrectly	incorrectly	RB
stanford-ai-2021	494	16	)	)	-RRB-
stanford-ai-2021	494	17	and	and	CC
stanford-ai-2021	494	18	the	the	DT
stanford-ai-2021	494	19	false	false	JJ
stanford-ai-2021	494	20	negative	negative	JJ
stanford-ai-2021	494	21	rate	rate	NN
stanford-ai-2021	494	22	(	(	-LRB-
stanford-ai-2021	494	23	failing	fail	VBG
stanford-ai-2021	494	24	to	to	TO
stanford-ai-2021	494	25	assign	assign	VB
stanford-ai-2021	494	26	a	a	DT
stanford-ai-2021	494	27	correct	correct	JJ
stanford-ai-2021	494	28	label	label	NN
stanford-ai-2021	494	29	)	)	-RRB-
stanford-ai-2021	494	30	.	.	.
stanford-ai-2021	495	1	In	in	IN
stanford-ai-2021	495	2	recent	recent	JJ
stanford-ai-2021	495	3	years	year	NNS
stanford-ai-2021	495	4	,	,	,
stanford-ai-2021	495	5	progress	progress	VB
stanford-ai-2021	495	6	on	on	IN
stanford-ai-2021	495	7	this	this	DT
stanford-ai-2021	495	8	task	task	NN
stanford-ai-2021	495	9	has	have	VBZ
stanford-ai-2021	495	10	come	come	VBN
stanford-ai-2021	495	11	from	from	IN
stanford-ai-2021	495	12	hybrid	hybrid	JJ
stanford-ai-2021	495	13	systems	system	NNS
stanford-ai-2021	495	14	—	—	:
stanford-ai-2021	495	15	systems	system	NNS
stanford-ai-2021	495	16	that	that	WDT
stanford-ai-2021	495	17	fuse	fuse	VBP
stanford-ai-2021	495	18	contemporary	contemporary	JJ
stanford-ai-2021	495	19	deep	deep	JJ
stanford-ai-2021	495	20	learning	learning	NN
stanford-ai-2021	495	21	approaches	approach	NNS
stanford-ai-2021	495	22	with	with	IN
stanford-ai-2021	495	23	more	more	JJR
stanford-ai-2021	495	24	structured	structured	JJ
stanford-ai-2021	495	25	algorithms	algorithm	NNS
stanford-ai-2021	495	26	,	,	,
stanford-ai-2021	495	27	developed	develop	VBN
stanford-ai-2021	495	28	by	by	IN
stanford-ai-2021	495	29	the	the	DT
stanford-ai-2021	495	30	broader	broad	JJR
stanford-ai-2021	495	31	speech	speech	NN
stanford-ai-2021	495	32	-	-	HYPH
stanford-ai-2021	495	33	processing	processing	NN
stanford-ai-2021	495	34	community	community	NN
stanford-ai-2021	495	35	.	.	.
stanford-ai-2021	496	1	As	as	IN
stanford-ai-2021	496	2	of	of	IN
stanford-ai-2021	496	3	2020	2020	CD
stanford-ai-2021	496	4	,	,	,
stanford-ai-2021	496	5	error	error	NN
stanford-ai-2021	496	6	rates	rate	NNS
stanford-ai-2021	496	7	have	have	VBP
stanford-ai-2021	496	8	dropped	drop	VBN
stanford-ai-2021	496	9	such	such	JJ
stanford-ai-2021	496	10	that	that	IN
stanford-ai-2021	496	11	computers	computer	NNS
stanford-ai-2021	496	12	have	have	VBP
stanford-ai-2021	496	13	a	a	DT
stanford-ai-2021	496	14	very	very	RB
stanford-ai-2021	496	15	high	high	JJ
stanford-ai-2021	496	16	(	(	-LRB-
stanford-ai-2021	496	17	99.4	99.4	CD
stanford-ai-2021	496	18	%	%	NN
stanford-ai-2021	496	19	)	)	-RRB-
stanford-ai-2021	496	20	ability	ability	NN
stanford-ai-2021	496	21	to	to	TO
stanford-ai-2021	496	22	attribute	attribute	VB
stanford-ai-2021	496	23	utterances	utterance	NNS
stanford-ai-2021	496	24	to	to	IN
stanford-ai-2021	496	25	a	a	DT
stanford-ai-2021	496	26	given	give	VBN
stanford-ai-2021	496	27	speaker	speaker	NN
stanford-ai-2021	496	28	(	(	-LRB-
stanford-ai-2021	496	29	Figure	figure	NN
stanford-ai-2021	496	30	2.5.2	2.5.2	CD
stanford-ai-2021	496	31	)	)	-RRB-
stanford-ai-2021	496	32	Still	still	RB
stanford-ai-2021	496	33	,	,	,
stanford-ai-2021	496	34	obstacles	obstacle	NNS
stanford-ai-2021	496	35	remain	remain	VBP
stanford-ai-2021	496	36	:	:	:
stanford-ai-2021	496	37	These	these	DT
stanford-ai-2021	496	38	systems	system	NNS
stanford-ai-2021	496	39	face	face	VBP
stanford-ai-2021	496	40	challenges	challenge	NNS
stanford-ai-2021	496	41	processing	process	VBG
stanford-ai-2021	496	42	speakers	speaker	NNS
stanford-ai-2021	496	43	with	with	IN
stanford-ai-2021	496	44	different	different	JJ
stanford-ai-2021	496	45	accents	accent	NNS
stanford-ai-2021	496	46	and	and	CC
stanford-ai-2021	496	47	in	in	IN
stanford-ai-2021	496	48	differentiating	differentiate	VBG
stanford-ai-2021	496	49	among	among	IN
stanford-ai-2021	496	50	speakers	speaker	NNS
stanford-ai-2021	496	51	when	when	WRB
stanford-ai-2021	496	52	confronted	confront	VBN
stanford-ai-2021	496	53	with	with	IN
stanford-ai-2021	496	54	a	a	DT
stanford-ai-2021	496	55	large	large	JJ
stanford-ai-2021	496	56	dataset	dataset	NN
stanford-ai-2021	496	57	(	(	-LRB-
stanford-ai-2021	496	58	it	-PRON-	PRP
stanford-ai-2021	496	59	is	be	VBZ
stanford-ai-2021	496	60	harder	hard	JJR
stanford-ai-2021	496	61	to	to	TO
stanford-ai-2021	496	62	identify	identify	VB
stanford-ai-2021	496	63	one	one	CD
stanford-ai-2021	496	64	person	person	NN
stanford-ai-2021	496	65	in	in	IN
stanford-ai-2021	496	66	a	a	DT
stanford-ai-2021	496	67	set	set	NN
stanford-ai-2021	496	68	of	of	IN
stanford-ai-2021	496	69	a	a	DT
stanford-ai-2021	496	70	billion	billion	CD
stanford-ai-2021	496	71	people	people	NNS
stanford-ai-2021	496	72	than	than	IN
stanford-ai-2021	496	73	to	to	TO
stanford-ai-2021	496	74	pick	pick	VB
stanford-ai-2021	496	75	out	out	RP
stanford-ai-2021	496	76	one	one	CD
stanford-ai-2021	496	77	person	person	NN
stanford-ai-2021	496	78	across	across	IN
stanford-ai-2021	496	79	the	the	DT
stanford-ai-2021	496	80	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	496	81	training	training	NN
stanford-ai-2021	496	82	set	set	NN
stanford-ai-2021	496	83	of	of	IN
stanford-ai-2021	496	84	6,000	6,000	CD
stanford-ai-2021	496	85	)	)	-RRB-
stanford-ai-2021	496	86	.	.	.
stanford-ai-2021	497	1	https://www.robots.ox.ac.uk/~vgg/data/voxceleb/	https://www.robots.ox.ac.uk/~vgg/data/voxceleb/	NNP
stanford-ai-2021	497	2	TA	TA	NNP
stanford-ai-2021	497	3	B	b	NN
stanford-ai-2021	497	4	L	l	NN
stanford-ai-2021	497	5	E	e	NN
stanford-ai-2021	497	6	O	o	NN
stanford-ai-2021	497	7	F	f	NN
stanford-ai-2021	497	8	C	c	NN
stanford-ai-2021	497	9	O	o	NN
stanford-ai-2021	497	10	N	n	NN
stanford-ai-2021	497	11	T	t	NN
stanford-ai-2021	497	12	E	e	NN
stanford-ai-2021	497	13	N	n	NN
stanford-ai-2021	497	14	T	t	NN
stanford-ai-2021	497	15	S	s	NN
stanford-ai-2021	497	16	70C	70c	NN
stanford-ai-2021	497	17	H	h	NN
stanford-ai-2021	497	18	A	a	NN
stanford-ai-2021	497	19	P	p	NN
stanford-ai-2021	497	20	T	t	NN
stanford-ai-2021	497	21	E	e	NN
stanford-ai-2021	497	22	R	r	NN
stanford-ai-2021	497	23	2	2	CD
stanford-ai-2021	497	24	P	p	NN
stanford-ai-2021	497	25	R	r	NN
stanford-ai-2021	497	26	E	e	NN
stanford-ai-2021	497	27	V	v	NN
stanford-ai-2021	497	28	I	i	NN
stanford-ai-2021	497	29	E	e	NN
stanford-ai-2021	497	30	W	W	NNP
stanford-ai-2021	497	31	Artificial	Artificial	NNP
stanford-ai-2021	497	32	Intelligence	Intelligence	NNP
stanford-ai-2021	497	33	Index	Index	NNP
stanford-ai-2021	497	34	Report	Report	NNP
stanford-ai-2021	497	35	2021	2021	CD
stanford-ai-2021	497	36	2017	2017	CD
stanford-ai-2021	497	37	2018	2018	CD
stanford-ai-2021	497	38	2019	2019	CD
stanford-ai-2021	497	39	2020	2020	CD
stanford-ai-2021	497	40	0	0	CD
stanford-ai-2021	497	41	%	%	NN
stanford-ai-2021	497	42	2	2	CD
stanford-ai-2021	497	43	%	%	NN
stanford-ai-2021	497	44	4	4	CD
stanford-ai-2021	497	45	%	%	NN
stanford-ai-2021	497	46	6	6	CD
stanford-ai-2021	497	47	%	%	NN
stanford-ai-2021	497	48	8	8	CD
stanford-ai-2021	497	49	%	%	NN
stanford-ai-2021	497	50	E	e	NN
stanford-ai-2021	497	51	q	q	NNP
stanford-ai-2021	497	52	u	u	NNP
stanford-ai-2021	497	53	al	al	NNP
stanford-ai-2021	497	54	E	E	NNP
stanford-ai-2021	497	55	rr	rr	NN
stanford-ai-2021	497	56	o	o	NN
stanford-ai-2021	497	57	r	r	NN
stanford-ai-2021	497	58	R	r	NN
stanford-ai-2021	497	59	at	at	IN
stanford-ai-2021	497	60	e	e	NN
stanford-ai-2021	497	61	(	(	-LRB-
stanford-ai-2021	497	62	E	e	NN
stanford-ai-2021	497	63	E	e	NN
stanford-ai-2021	497	64	R	r	NN
stanford-ai-2021	497	65	)	)	-RRB-
stanford-ai-2021	497	66	0.6	0.6	CD
stanford-ai-2021	497	67	%	%	NN
stanford-ai-2021	497	68	VOXCELEB	voxceleb	NN
stanford-ai-2021	497	69	:	:	:
stanford-ai-2021	497	70	EQUAL	equal	NN
stanford-ai-2021	497	71	ERROR	ERROR	NNP
stanford-ai-2021	497	72	RATE	rate	NN
stanford-ai-2021	497	73	Source	source	NN
stanford-ai-2021	497	74	:	:	:
stanford-ai-2021	497	75	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	497	76	,	,	,
stanford-ai-2021	497	77	2020	2020	CD
stanford-ai-2021	497	78	|	|	CD
stanford-ai-2021	497	79	Chart	Chart	NNP
stanford-ai-2021	497	80	:	:	:
stanford-ai-2021	497	81	2021	2021	CD
stanford-ai-2021	497	82	AI	AI	NNP
stanford-ai-2021	497	83	Index	Index	NNP
stanford-ai-2021	497	84	Report	Report	NNP
stanford-ai-2021	497	85	01/2016	01/2016	CD
stanford-ai-2021	497	86	01/2017	01/2017	CD
stanford-ai-2021	497	87	01/2018	01/2018	CD
stanford-ai-2021	497	88	01/2019	01/2019	CD
stanford-ai-2021	497	89	01/2020	01/2020	CD
stanford-ai-2021	497	90	0	0	CD
stanford-ai-2021	497	91	1	1	CD
stanford-ai-2021	497	92	2	2	CD
stanford-ai-2021	497	93	3	3	CD
stanford-ai-2021	497	94	4	4	CD
stanford-ai-2021	497	95	5	5	CD
stanford-ai-2021	497	96	6	6	CD
stanford-ai-2021	497	97	W	w	NN
stanford-ai-2021	497	98	o	o	NN
stanford-ai-2021	497	99	rd	rd	NN
stanford-ai-2021	497	100	E	e	NN
stanford-ai-2021	497	101	rr	rr	NN
stanford-ai-2021	497	102	o	o	NN
stanford-ai-2021	497	103	r	r	NN
stanford-ai-2021	497	104	R	r	NN
stanford-ai-2021	497	105	at	at	IN
stanford-ai-2021	497	106	e	e	NN
stanford-ai-2021	497	107	(	(	-LRB-
stanford-ai-2021	497	108	W	w	NN
stanford-ai-2021	497	109	E	e	NN
stanford-ai-2021	497	110	R	r	NN
stanford-ai-2021	497	111	)	)	-RRB-
stanford-ai-2021	497	112	1.4	1.4	CD
stanford-ai-2021	497	113	LIBRISPEECH	librispeech	NN
stanford-ai-2021	497	114	:	:	:
stanford-ai-2021	497	115	WORD	word	NN
stanford-ai-2021	497	116	ERROR	error	NN
stanford-ai-2021	497	117	RATE	rate	NN
stanford-ai-2021	497	118	,	,	,
stanford-ai-2021	497	119	TEST	test	NN
stanford-ai-2021	497	120	CLEAN	CLEAN	NNP
stanford-ai-2021	497	121	Source	source	NN
stanford-ai-2021	497	122	:	:	:
stanford-ai-2021	497	123	Papers	paper	NNS
stanford-ai-2021	497	124	with	with	IN
stanford-ai-2021	497	125	Code	Code	NNP
stanford-ai-2021	497	126	,	,	,
stanford-ai-2021	497	127	2020	2020	CD
stanford-ai-2021	497	128	|	|	NNP
stanford-ai-2021	497	129	Chart	Chart	NNP
stanford-ai-2021	497	130	:	:	:
stanford-ai-2021	497	131	2021	2021	CD
stanford-ai-2021	497	132	AI	AI	NNP
stanford-ai-2021	497	133	Index	Index	NNP
stanford-ai-2021	497	134	Report	Report	NNP
stanford-ai-2021	497	135	01/2016	01/2016	CD
stanford-ai-2021	497	136	01/2017	01/2017	CD
stanford-ai-2021	497	137	01/2018	01/2018	CD
stanford-ai-2021	497	138	01/2019	01/2019	CD
stanford-ai-2021	497	139	01/2020	01/2020	CD
stanford-ai-2021	497	140	0	0	CD
stanford-ai-2021	497	141	2	2	CD
stanford-ai-2021	497	142	4	4	CD
stanford-ai-2021	497	143	6	6	CD
stanford-ai-2021	497	144	8	8	CD
stanford-ai-2021	497	145	10	10	CD
stanford-ai-2021	497	146	12	12	CD
stanford-ai-2021	497	147	14	14	CD
stanford-ai-2021	497	148	W	w	NN
stanford-ai-2021	497	149	o	o	NN
stanford-ai-2021	497	150	rd	rd	NN
stanford-ai-2021	497	151	E	e	NN
stanford-ai-2021	497	152	rr	rr	NN
stanford-ai-2021	497	153	o	o	NN
stanford-ai-2021	497	154	r	r	NN
stanford-ai-2021	497	155	R	r	NN
stanford-ai-2021	497	156	at	at	IN
stanford-ai-2021	497	157	e	e	NN
stanford-ai-2021	497	158	(	(	-LRB-
stanford-ai-2021	497	159	W	w	NN
stanford-ai-2021	497	160	E	e	NN
stanford-ai-2021	497	161	R	r	NN
stanford-ai-2021	497	162	)	)	-RRB-
stanford-ai-2021	497	163	2.6	2.6	CD
stanford-ai-2021	497	164	LIBRISPEECH	librispeech	NN
stanford-ai-2021	497	165	:	:	:
stanford-ai-2021	497	166	WORD	word	NN
stanford-ai-2021	497	167	ERROR	error	NN
stanford-ai-2021	497	168	RATE	rate	NN
stanford-ai-2021	497	169	,	,	,
stanford-ai-2021	497	170	TEST	test	NN
stanford-ai-2021	497	171	OTHER	OTHER	NNP
stanford-ai-2021	497	172	Source	source	NN
stanford-ai-2021	497	173	:	:	:
stanford-ai-2021	497	174	Papers	paper	NNS
stanford-ai-2021	497	175	with	with	IN
stanford-ai-2021	497	176	Code	Code	NNP
stanford-ai-2021	497	177	,	,	,
stanford-ai-2021	497	178	2020	2020	CD
stanford-ai-2021	497	179	|	|	NNP
stanford-ai-2021	497	180	Chart	Chart	NNP
stanford-ai-2021	497	181	:	:	:
stanford-ai-2021	497	182	2021	2021	CD
stanford-ai-2021	497	183	AI	AI	NNP
stanford-ai-2021	497	184	Index	Index	NNP
stanford-ai-2021	497	185	Report	Report	NNP
stanford-ai-2021	497	186	Figure	Figure	NNP
stanford-ai-2021	497	187	2.5.1b	2.5.1b	CD
stanford-ai-2021	497	188	Figure	figure	NN
stanford-ai-2021	497	189	2.5.2	2.5.2	CD
stanford-ai-2021	497	190	Figure	Figure	NNP
stanford-ai-2021	497	191	2.5.1a	2.5.1a	CD
stanford-ai-2021	497	192	2	2	CD
stanford-ai-2021	497	193	.	.	.
stanford-ai-2021	498	1	5	5	CD
stanford-ai-2021	498	2	S	s	NN
stanford-ai-2021	498	3	P	p	NN
stanford-ai-2021	498	4	E	e	NN
stanford-ai-2021	498	5	E	e	NN
stanford-ai-2021	498	6	C	c	NN
stanford-ai-2021	498	7	H	h	NN
stanford-ai-2021	498	8	C	c	NN
stanford-ai-2021	498	9	H	h	NN
stanford-ai-2021	498	10	A	a	NN
stanford-ai-2021	498	11	P	p	NN
stanford-ai-2021	498	12	T	t	NN
stanford-ai-2021	498	13	E	e	NN
stanford-ai-2021	498	14	R	r	NN
stanford-ai-2021	498	15	2	2	CD
stanford-ai-2021	498	16	:	:	:
stanford-ai-2021	498	17	T	t	NN
stanford-ai-2021	498	18	E	e	NN
stanford-ai-2021	498	19	C	c	NN
stanford-ai-2021	498	20	H	h	NN
stanford-ai-2021	498	21	N	n	NN
stanford-ai-2021	498	22	I	i	NN
stanford-ai-2021	498	23	C	c	NN
stanford-ai-2021	498	24	A	a	NN
stanford-ai-2021	498	25	L	l	NN
stanford-ai-2021	498	26	P	p	NN
stanford-ai-2021	498	27	E	e	NN
stanford-ai-2021	498	28	R	r	NN
stanford-ai-2021	498	29	F	f	NN
stanford-ai-2021	498	30	O	o	NN
stanford-ai-2021	498	31	R	r	NN
stanford-ai-2021	498	32	M	m	NN
stanford-ai-2021	498	33	A	A	NNP
stanford-ai-2021	498	34	N	n	NN
stanford-ai-2021	498	35	C	c	NN
stanford-ai-2021	498	36	E	e	NN
stanford-ai-2021	498	37	TA	ta	NN
stanford-ai-2021	498	38	B	b	NN
stanford-ai-2021	498	39	L	l	NN
stanford-ai-2021	498	40	E	e	NN
stanford-ai-2021	498	41	O	o	NN
stanford-ai-2021	498	42	F	f	NN
stanford-ai-2021	498	43	C	c	NN
stanford-ai-2021	498	44	O	o	NN
stanford-ai-2021	498	45	N	n	NN
stanford-ai-2021	498	46	T	t	NN
stanford-ai-2021	498	47	E	e	NN
stanford-ai-2021	498	48	N	n	NN
stanford-ai-2021	498	49	T	t	NN
stanford-ai-2021	498	50	S	s	NN
stanford-ai-2021	498	51	7	7	CD
stanford-ai-2021	498	52	1C	1c	NN
stanford-ai-2021	498	53	H	H	NNP
stanford-ai-2021	498	54	A	a	NN
stanford-ai-2021	498	55	P	p	NN
stanford-ai-2021	498	56	T	t	NN
stanford-ai-2021	498	57	E	e	NN
stanford-ai-2021	498	58	R	r	NN
stanford-ai-2021	498	59	2	2	CD
stanford-ai-2021	498	60	P	p	NN
stanford-ai-2021	498	61	R	r	NN
stanford-ai-2021	498	62	E	e	NN
stanford-ai-2021	498	63	V	v	NN
stanford-ai-2021	498	64	I	i	NN
stanford-ai-2021	498	65	E	e	NN
stanford-ai-2021	498	66	W	W	NNP
stanford-ai-2021	498	67	Artificial	Artificial	NNP
stanford-ai-2021	498	68	Intelligence	Intelligence	NNP
stanford-ai-2021	498	69	Index	Index	NNP
stanford-ai-2021	498	70	Report	Report	NNP
stanford-ai-2021	498	71	2021	2021	CD
stanford-ai-2021	498	72	The	the	DT
stanford-ai-2021	498	73	Race	Race	NNP
stanford-ai-2021	498	74	Gap	Gap	NNP
stanford-ai-2021	498	75	in	in	IN
stanford-ai-2021	498	76	Speech	Speech	NNP
stanford-ai-2021	498	77	Recognition	Recognition	NNP
stanford-ai-2021	498	78	Technology	Technology	NNP
stanford-ai-2021	498	79	Researchers	Researchers	NNP
stanford-ai-2021	498	80	from	from	IN
stanford-ai-2021	498	81	Stanford	Stanford	NNP
stanford-ai-2021	498	82	University	University	NNP
stanford-ai-2021	498	83	found	find	VBD
stanford-ai-2021	498	84	that	that	IN
stanford-ai-2021	498	85	state	state	NN
stanford-ai-2021	498	86	-	-	HYPH
stanford-ai-2021	498	87	of	of	IN
stanford-ai-2021	498	88	-	-	HYPH
stanford-ai-2021	498	89	the	the	DT
stanford-ai-2021	498	90	-	-	HYPH
stanford-ai-2021	498	91	art	art	NN
stanford-ai-2021	498	92	ASR	asr	NN
stanford-ai-2021	498	93	systems	system	NNS
stanford-ai-2021	498	94	exhibited	exhibit	VBD
stanford-ai-2021	498	95	significant	significant	JJ
stanford-ai-2021	498	96	racial	racial	NN
stanford-ai-2021	498	97	and	and	CC
stanford-ai-2021	498	98	gender	gender	NN
stanford-ai-2021	498	99	disparity	disparity	NN
stanford-ai-2021	498	100	—	—	:
stanford-ai-2021	498	101	they	-PRON-	PRP
stanford-ai-2021	498	102	misunderstand	misunderstand	VBP
stanford-ai-2021	498	103	Black	black	JJ
stanford-ai-2021	498	104	speakers	speaker	NNS
stanford-ai-2021	498	105	twice	twice	RB
stanford-ai-2021	498	106	as	as	RB
stanford-ai-2021	498	107	often	often	RB
stanford-ai-2021	498	108	as	as	IN
stanford-ai-2021	498	109	white	white	JJ
stanford-ai-2021	498	110	speakers	speaker	NNS
stanford-ai-2021	498	111	.	.	.
stanford-ai-2021	499	1	In	in	IN
stanford-ai-2021	499	2	the	the	DT
stanford-ai-2021	499	3	paper	paper	NN
stanford-ai-2021	499	4	,	,	,
stanford-ai-2021	499	5	titled	title	VBN
stanford-ai-2021	499	6	“	"	``
stanford-ai-2021	499	7	Racial	Racial	NNP
stanford-ai-2021	499	8	Disparities	Disparities	NNPS
stanford-ai-2021	499	9	in	in	IN
stanford-ai-2021	499	10	Automated	Automated	NNP
stanford-ai-2021	499	11	Speech	Speech	NNP
stanford-ai-2021	499	12	Recognition	Recognition	NNP
stanford-ai-2021	499	13	,	,	,
stanford-ai-2021	499	14	”	"	''
stanford-ai-2021	499	15	authors	author	NNS
stanford-ai-2021	499	16	ran	run	VBD
stanford-ai-2021	499	17	thousands	thousand	NNS
stanford-ai-2021	499	18	of	of	IN
stanford-ai-2021	499	19	audio	audio	JJ
stanford-ai-2021	499	20	snippets	snippet	NNS
stanford-ai-2021	499	21	of	of	IN
stanford-ai-2021	499	22	white	white	JJ
stanford-ai-2021	499	23	and	and	CC
stanford-ai-2021	499	24	Black	black	JJ
stanford-ai-2021	499	25	speakers	speaker	NNS
stanford-ai-2021	499	26	,	,	,
stanford-ai-2021	499	27	transcribed	transcribe	VBN
stanford-ai-2021	499	28	from	from	IN
stanford-ai-2021	499	29	interviews	interview	NNS
stanford-ai-2021	499	30	conducted	conduct	VBN
stanford-ai-2021	499	31	with	with	IN
stanford-ai-2021	499	32	42	42	CD
stanford-ai-2021	499	33	white	white	JJ
stanford-ai-2021	499	34	speakers	speaker	NNS
stanford-ai-2021	499	35	and	and	CC
stanford-ai-2021	499	36	73	73	CD
stanford-ai-2021	499	37	Black	black	JJ
stanford-ai-2021	499	38	speakers	speaker	NNS
stanford-ai-2021	499	39	,	,	,
stanford-ai-2021	499	40	through	through	IN
stanford-ai-2021	499	41	leading	lead	VBG
stanford-ai-2021	499	42	speech	speech	NN
stanford-ai-2021	499	43	-	-	HYPH
stanford-ai-2021	499	44	to	to	IN
stanford-ai-2021	499	45	-	-	HYPH
stanford-ai-2021	499	46	text	text	NN
stanford-ai-2021	499	47	services	service	NNS
stanford-ai-2021	499	48	by	by	IN
stanford-ai-2021	499	49	Amazon	Amazon	NNP
stanford-ai-2021	499	50	,	,	,
stanford-ai-2021	499	51	Apple	Apple	NNP
stanford-ai-2021	499	52	,	,	,
stanford-ai-2021	499	53	Google	Google	NNP
stanford-ai-2021	499	54	,	,	,
stanford-ai-2021	499	55	IBM	IBM	NNP
stanford-ai-2021	499	56	,	,	,
stanford-ai-2021	499	57	and	and	CC
stanford-ai-2021	499	58	Microsoft	Microsoft	NNP
stanford-ai-2021	499	59	.	.	.
stanford-ai-2021	500	1	The	the	DT
stanford-ai-2021	500	2	results	result	NNS
stanford-ai-2021	500	3	suggest	suggest	VBP
stanford-ai-2021	500	4	that	that	IN
stanford-ai-2021	500	5	,	,	,
stanford-ai-2021	500	6	on	on	IN
stanford-ai-2021	500	7	average	average	JJ
stanford-ai-2021	500	8	,	,	,
stanford-ai-2021	500	9	systems	system	NNS
stanford-ai-2021	500	10	made	make	VBD
stanford-ai-2021	500	11	19	19	CD
stanford-ai-2021	500	12	errors	error	NNS
stanford-ai-2021	500	13	every	every	DT
stanford-ai-2021	500	14	hundred	hundred	CD
stanford-ai-2021	500	15	words	word	NNS
stanford-ai-2021	500	16	for	for	IN
stanford-ai-2021	500	17	white	white	JJ
stanford-ai-2021	500	18	speakers	speaker	NNS
stanford-ai-2021	500	19	and	and	CC
stanford-ai-2021	500	20	35	35	CD
stanford-ai-2021	500	21	errors	error	NNS
stanford-ai-2021	500	22	for	for	IN
stanford-ai-2021	500	23	Black	black	JJ
stanford-ai-2021	500	24	speakers	speaker	NNS
stanford-ai-2021	500	25	—	—	:
stanford-ai-2021	500	26	nearly	nearly	RB
stanford-ai-2021	500	27	twice	twice	PDT
stanford-ai-2021	500	28	as	as	RB
stanford-ai-2021	500	29	many	many	JJ
stanford-ai-2021	500	30	.	.	.
stanford-ai-2021	501	1	Moreover	moreover	RB
stanford-ai-2021	501	2	,	,	,
stanford-ai-2021	501	3	the	the	DT
stanford-ai-2021	501	4	systems	system	NNS
stanford-ai-2021	501	5	performed	perform	VBD
stanford-ai-2021	501	6	particularly	particularly	RB
stanford-ai-2021	501	7	poorly	poorly	RB
stanford-ai-2021	501	8	for	for	IN
stanford-ai-2021	501	9	Black	black	JJ
stanford-ai-2021	501	10	men	man	NNS
stanford-ai-2021	501	11	,	,	,
stanford-ai-2021	501	12	with	with	IN
stanford-ai-2021	501	13	more	more	JJR
stanford-ai-2021	501	14	than	than	IN
stanford-ai-2021	501	15	40	40	CD
stanford-ai-2021	501	16	errors	error	NNS
stanford-ai-2021	501	17	for	for	IN
stanford-ai-2021	501	18	every	every	DT
stanford-ai-2021	501	19	hundred	hundred	CD
stanford-ai-2021	501	20	words	word	NNS
stanford-ai-2021	501	21	(	(	-LRB-
stanford-ai-2021	501	22	Figure	figure	NN
stanford-ai-2021	501	23	2.5.3	2.5.3	CD
stanford-ai-2021	501	24	)	)	-RRB-
stanford-ai-2021	501	25	.	.	.
stanford-ai-2021	502	1	The	the	DT
stanford-ai-2021	502	2	breakdown	breakdown	NN
stanford-ai-2021	502	3	by	by	IN
stanford-ai-2021	502	4	ASR	ASR	NNP
stanford-ai-2021	502	5	systems	system	NNS
stanford-ai-2021	502	6	shows	show	VBZ
stanford-ai-2021	502	7	that	that	IN
stanford-ai-2021	502	8	gaps	gap	NNS
stanford-ai-2021	502	9	are	be	VBP
stanford-ai-2021	502	10	similar	similar	JJ
stanford-ai-2021	502	11	across	across	IN
stanford-ai-2021	502	12	companies	company	NNS
stanford-ai-2021	502	13	(	(	-LRB-
stanford-ai-2021	502	14	Figure	Figure	NNP
stanford-ai-2021	502	15	2.5.4	2.5.4	CD
stanford-ai-2021	502	16	)	)	-RRB-
stanford-ai-2021	502	17	.	.	.
stanford-ai-2021	503	1	This	this	DT
stanford-ai-2021	503	2	research	research	NN
stanford-ai-2021	503	3	emphasizes	emphasize	VBZ
stanford-ai-2021	503	4	the	the	DT
stanford-ai-2021	503	5	importance	importance	NN
stanford-ai-2021	503	6	of	of	IN
stanford-ai-2021	503	7	addressing	address	VBG
stanford-ai-2021	503	8	the	the	DT
stanford-ai-2021	503	9	bias	bias	NN
stanford-ai-2021	503	10	of	of	IN
stanford-ai-2021	503	11	AI	AI	NNP
stanford-ai-2021	503	12	technologies	technology	NNS
stanford-ai-2021	503	13	and	and	CC
stanford-ai-2021	503	14	ensuring	ensure	VBG
stanford-ai-2021	503	15	equity	equity	NN
stanford-ai-2021	503	16	as	as	IN
stanford-ai-2021	503	17	they	-PRON-	PRP
stanford-ai-2021	503	18	become	become	VBP
stanford-ai-2021	503	19	mature	mature	JJ
stanford-ai-2021	503	20	and	and	CC
stanford-ai-2021	503	21	deployed	deployed	JJ
stanford-ai-2021	503	22	.	.	.
stanford-ai-2021	504	1	2	2	LS
stanford-ai-2021	504	2	.	.	.
stanford-ai-2021	505	1	5	5	CD
stanford-ai-2021	505	2	S	s	NN
stanford-ai-2021	505	3	P	p	NN
stanford-ai-2021	505	4	E	e	NN
stanford-ai-2021	505	5	E	e	NN
stanford-ai-2021	505	6	C	c	NN
stanford-ai-2021	505	7	H	h	NN
stanford-ai-2021	505	8	C	c	NN
stanford-ai-2021	505	9	H	h	NN
stanford-ai-2021	505	10	A	a	NN
stanford-ai-2021	505	11	P	p	NN
stanford-ai-2021	505	12	T	t	NN
stanford-ai-2021	505	13	E	e	NN
stanford-ai-2021	505	14	R	r	NN
stanford-ai-2021	505	15	2	2	CD
stanford-ai-2021	505	16	:	:	:
stanford-ai-2021	505	17	T	t	NN
stanford-ai-2021	505	18	E	e	NN
stanford-ai-2021	505	19	C	c	NN
stanford-ai-2021	505	20	H	h	NN
stanford-ai-2021	505	21	N	n	NN
stanford-ai-2021	505	22	I	i	NN
stanford-ai-2021	505	23	C	c	NN
stanford-ai-2021	505	24	A	a	NN
stanford-ai-2021	505	25	L	l	NN
stanford-ai-2021	505	26	P	p	NN
stanford-ai-2021	505	27	E	e	NN
stanford-ai-2021	505	28	R	r	NN
stanford-ai-2021	505	29	F	f	NN
stanford-ai-2021	505	30	O	o	NN
stanford-ai-2021	505	31	R	r	NN
stanford-ai-2021	505	32	M	m	NN
stanford-ai-2021	505	33	A	a	NN
stanford-ai-2021	505	34	N	n	NN
stanford-ai-2021	505	35	C	c	NN
stanford-ai-2021	505	36	E	e	NN
stanford-ai-2021	505	37	Black	Black	NNP
stanford-ai-2021	505	38	Men	Men	NNPS
stanford-ai-2021	505	39	Black	Black	NNP
stanford-ai-2021	505	40	Women	Women	NNPS
stanford-ai-2021	505	41	White	White	NNP
stanford-ai-2021	505	42	Men	Men	NNPS
stanford-ai-2021	505	43	White	White	NNP
stanford-ai-2021	505	44	Women	woman	NNS
stanford-ai-2021	505	45	0	0	CD
stanford-ai-2021	505	46	%	%	NN
stanford-ai-2021	505	47	10	10	CD
stanford-ai-2021	505	48	%	%	NN
stanford-ai-2021	505	49	20	20	CD
stanford-ai-2021	505	50	%	%	NN
stanford-ai-2021	505	51	30	30	CD
stanford-ai-2021	505	52	%	%	NN
stanford-ai-2021	505	53	40	40	CD
stanford-ai-2021	505	54	%	%	NN
stanford-ai-2021	505	55	A	a	DT
stanford-ai-2021	505	56	ve	ve	JJ
stanford-ai-2021	505	57	ra	ra	NN
stanford-ai-2021	505	58	g	g	NN
stanford-ai-2021	505	59	e	e	NNP
stanford-ai-2021	505	60	W	W	NNP
stanford-ai-2021	505	61	o	o	NN
stanford-ai-2021	505	62	rd	rd	NN
stanford-ai-2021	505	63	E	e	NN
stanford-ai-2021	505	64	rr	rr	NN
stanford-ai-2021	505	65	o	o	NN
stanford-ai-2021	505	66	r	r	NN
stanford-ai-2021	505	67	R	r	NN
stanford-ai-2021	505	68	at	at	IN
stanford-ai-2021	505	69	e	e	NN
stanford-ai-2021	505	70	(	(	-LRB-
stanford-ai-2021	505	71	W	w	NN
stanford-ai-2021	505	72	E	e	NN
stanford-ai-2021	505	73	R	r	NN
stanford-ai-2021	505	74	)	)	-RRB-
stanford-ai-2021	505	75	TESTINGS	testing	NNS
stanford-ai-2021	505	76	on	on	IN
stanford-ai-2021	505	77	LEADING	leading	JJ
stanford-ai-2021	505	78	SPEECH	speech	NN
stanford-ai-2021	505	79	-	-	HYPH
stanford-ai-2021	505	80	to	to	IN
stanford-ai-2021	505	81	-	-	HYPH
stanford-ai-2021	505	82	TEXT	text	NN
stanford-ai-2021	505	83	SERVICES	services	NN
stanford-ai-2021	505	84	:	:	:
stanford-ai-2021	505	85	WORD	word	NN
stanford-ai-2021	505	86	ERROR	error	NN
stanford-ai-2021	505	87	RATE	rate	NN
stanford-ai-2021	505	88	by	by	IN
stanford-ai-2021	505	89	RACE	RACE	NNP
stanford-ai-2021	505	90	and	and	CC
stanford-ai-2021	505	91	GENDER	GENDER	NNP
stanford-ai-2021	505	92	,	,	,
stanford-ai-2021	505	93	2019	2019	CD
stanford-ai-2021	505	94	Source	source	NN
stanford-ai-2021	505	95	:	:	:
stanford-ai-2021	505	96	Koenecke	Koenecke	NNP
stanford-ai-2021	505	97	et	et	FW
stanford-ai-2021	505	98	al	al	NNP
stanford-ai-2021	505	99	.	.	NNP
stanford-ai-2021	505	100	,	,	,
stanford-ai-2021	505	101	2020	2020	CD
stanford-ai-2021	505	102	|	|	NNP
stanford-ai-2021	505	103	Chart	Chart	NNP
stanford-ai-2021	505	104	:	:	:
stanford-ai-2021	505	105	2021	2021	CD
stanford-ai-2021	505	106	AI	AI	NNP
stanford-ai-2021	505	107	Index	Index	NNP
stanford-ai-2021	505	108	Report	Report	NNP
stanford-ai-2021	505	109	0	0	CD
stanford-ai-2021	505	110	%	%	NN
stanford-ai-2021	505	111	5	5	CD
stanford-ai-2021	505	112	%	%	NN
stanford-ai-2021	505	113	10	10	CD
stanford-ai-2021	505	114	%	%	NN
stanford-ai-2021	505	115	15	15	CD
stanford-ai-2021	505	116	%	%	NN
stanford-ai-2021	505	117	20	20	CD
stanford-ai-2021	505	118	%	%	NN
stanford-ai-2021	505	119	25	25	CD
stanford-ai-2021	505	120	%	%	NN
stanford-ai-2021	505	121	A	a	DT
stanford-ai-2021	505	122	ve	ve	JJ
stanford-ai-2021	505	123	ra	ra	NN
stanford-ai-2021	505	124	g	g	NN
stanford-ai-2021	505	125	e	e	NNP
stanford-ai-2021	505	126	W	W	NNP
stanford-ai-2021	505	127	o	o	NN
stanford-ai-2021	505	128	rd	rd	NN
stanford-ai-2021	505	129	E	e	NN
stanford-ai-2021	505	130	rr	rr	NN
stanford-ai-2021	505	131	o	o	NN
stanford-ai-2021	505	132	r	r	NN
stanford-ai-2021	505	133	R	r	NN
stanford-ai-2021	505	134	at	at	IN
stanford-ai-2021	505	135	e	e	NN
stanford-ai-2021	505	136	(	(	-LRB-
stanford-ai-2021	505	137	W	w	NN
stanford-ai-2021	505	138	E	e	NN
stanford-ai-2021	505	139	R	r	NN
stanford-ai-2021	505	140	)	)	-RRB-
stanford-ai-2021	505	141	TESTINGS	testing	NNS
stanford-ai-2021	505	142	on	on	IN
stanford-ai-2021	505	143	LEADING	leading	JJ
stanford-ai-2021	505	144	SPEECH	speech	NN
stanford-ai-2021	505	145	-	-	HYPH
stanford-ai-2021	505	146	to	to	IN
stanford-ai-2021	505	147	-	-	HYPH
stanford-ai-2021	505	148	TEXT	text	NN
stanford-ai-2021	505	149	SERVICES	services	NN
stanford-ai-2021	505	150	:	:	:
stanford-ai-2021	505	151	WORD	word	NN
stanford-ai-2021	505	152	ERROR	error	NN
stanford-ai-2021	505	153	RATE	rate	NN
stanford-ai-2021	505	154	by	by	IN
stanford-ai-2021	505	155	SERVICE	service	NN
stanford-ai-2021	505	156	and	and	CC
stanford-ai-2021	505	157	RACE	RACE	NNP
stanford-ai-2021	505	158	,	,	,
stanford-ai-2021	505	159	2019	2019	CD
stanford-ai-2021	505	160	Source	source	NN
stanford-ai-2021	505	161	:	:	:
stanford-ai-2021	505	162	Koenecke	Koenecke	NNP
stanford-ai-2021	505	163	et	et	FW
stanford-ai-2021	505	164	al	al	NNP
stanford-ai-2021	505	165	.	.	NNP
stanford-ai-2021	505	166	,	,	,
stanford-ai-2021	505	167	2020	2020	CD
stanford-ai-2021	505	168	|	|	NNP
stanford-ai-2021	505	169	Chart	Chart	NNP
stanford-ai-2021	505	170	:	:	:
stanford-ai-2021	505	171	2021	2021	CD
stanford-ai-2021	505	172	AI	AI	NNP
stanford-ai-2021	505	173	Index	Index	NNP
stanford-ai-2021	505	174	Report	Report	NNP
stanford-ai-2021	505	175	Apple	Apple	NNP
stanford-ai-2021	505	176	IBM	IBM	NNP
stanford-ai-2021	505	177	Google	Google	NNP
stanford-ai-2021	505	178	Amazon	Amazon	NNP
stanford-ai-2021	505	179	Microsoft	Microsoft	NNP
stanford-ai-2021	505	180	100	100	CD
stanford-ai-2021	505	181	%	%	NN
stanford-ai-2021	505	182	A	a	NN
stanford-ai-2021	505	183	v.	v.	NN
stanford-ai-2021	505	184	.	.	.
stanford-ai-2021	506	1	Black	Black	NNP
stanford-ai-2021	506	2	Speakers	Speakers	NNPS
stanford-ai-2021	506	3	White	White	NNP
stanford-ai-2021	506	4	Speakers	Speakers	NNPS
stanford-ai-2021	506	5	Black	Black	NNP
stanford-ai-2021	506	6	Men	Men	NNPS
stanford-ai-2021	506	7	Black	Black	NNP
stanford-ai-2021	506	8	Women	Women	NNPS
stanford-ai-2021	506	9	White	White	NNP
stanford-ai-2021	506	10	Men	Men	NNPS
stanford-ai-2021	506	11	White	White	NNP
stanford-ai-2021	506	12	Women	woman	NNS
stanford-ai-2021	506	13	0	0	CD
stanford-ai-2021	506	14	%	%	NN
stanford-ai-2021	506	15	10	10	CD
stanford-ai-2021	506	16	%	%	NN
stanford-ai-2021	506	17	20	20	CD
stanford-ai-2021	506	18	%	%	NN
stanford-ai-2021	506	19	30	30	CD
stanford-ai-2021	506	20	%	%	NN
stanford-ai-2021	506	21	40	40	CD
stanford-ai-2021	506	22	%	%	NN
stanford-ai-2021	506	23	A	a	DT
stanford-ai-2021	506	24	ve	ve	JJ
stanford-ai-2021	506	25	ra	ra	NN
stanford-ai-2021	506	26	g	g	NN
stanford-ai-2021	506	27	e	e	NNP
stanford-ai-2021	506	28	W	W	NNP
stanford-ai-2021	506	29	o	o	NN
stanford-ai-2021	506	30	rd	rd	NN
stanford-ai-2021	506	31	E	e	NN
stanford-ai-2021	506	32	rr	rr	NN
stanford-ai-2021	506	33	o	o	NN
stanford-ai-2021	506	34	r	r	NN
stanford-ai-2021	506	35	R	r	NN
stanford-ai-2021	506	36	at	at	IN
stanford-ai-2021	506	37	e	e	NN
stanford-ai-2021	506	38	(	(	-LRB-
stanford-ai-2021	506	39	W	w	NN
stanford-ai-2021	506	40	E	e	NN
stanford-ai-2021	506	41	R	r	NN
stanford-ai-2021	506	42	)	)	-RRB-
stanford-ai-2021	506	43	TESTINGS	testing	NNS
stanford-ai-2021	506	44	on	on	IN
stanford-ai-2021	506	45	LEADING	leading	JJ
stanford-ai-2021	506	46	SPEECH	speech	NN
stanford-ai-2021	506	47	-	-	HYPH
stanford-ai-2021	506	48	to	to	IN
stanford-ai-2021	506	49	-	-	HYPH
stanford-ai-2021	506	50	TEXT	text	NN
stanford-ai-2021	506	51	SERVICES	services	NN
stanford-ai-2021	506	52	:	:	:
stanford-ai-2021	506	53	WORD	word	NN
stanford-ai-2021	506	54	ERROR	error	NN
stanford-ai-2021	506	55	RATE	rate	NN
stanford-ai-2021	506	56	by	by	IN
stanford-ai-2021	506	57	RACE	RACE	NNP
stanford-ai-2021	506	58	and	and	CC
stanford-ai-2021	506	59	GENDER	GENDER	NNP
stanford-ai-2021	506	60	,	,	,
stanford-ai-2021	506	61	2019	2019	CD
stanford-ai-2021	506	62	Source	source	NN
stanford-ai-2021	506	63	:	:	:
stanford-ai-2021	506	64	Koenecke	Koenecke	NNP
stanford-ai-2021	506	65	et	et	FW
stanford-ai-2021	506	66	al	al	NNP
stanford-ai-2021	506	67	.	.	NNP
stanford-ai-2021	506	68	,	,	,
stanford-ai-2021	506	69	2020	2020	CD
stanford-ai-2021	506	70	|	|	NNP
stanford-ai-2021	506	71	Chart	Chart	NNP
stanford-ai-2021	506	72	:	:	:
stanford-ai-2021	506	73	2021	2021	CD
stanford-ai-2021	506	74	AI	AI	NNP
stanford-ai-2021	506	75	Index	Index	NNP
stanford-ai-2021	506	76	Report	Report	NNP
stanford-ai-2021	506	77	0	0	CD
stanford-ai-2021	506	78	%	%	NN
stanford-ai-2021	506	79	5	5	CD
stanford-ai-2021	506	80	%	%	NN
stanford-ai-2021	506	81	10	10	CD
stanford-ai-2021	506	82	%	%	NN
stanford-ai-2021	506	83	15	15	CD
stanford-ai-2021	506	84	%	%	NN
stanford-ai-2021	506	85	20	20	CD
stanford-ai-2021	506	86	%	%	NN
stanford-ai-2021	506	87	25	25	CD
stanford-ai-2021	506	88	%	%	NN
stanford-ai-2021	506	89	A	a	DT
stanford-ai-2021	506	90	ve	ve	JJ
stanford-ai-2021	506	91	ra	ra	NN
stanford-ai-2021	506	92	g	g	NN
stanford-ai-2021	506	93	e	e	NNP
stanford-ai-2021	506	94	W	W	NNP
stanford-ai-2021	506	95	o	o	NN
stanford-ai-2021	506	96	rd	rd	NN
stanford-ai-2021	506	97	E	e	NN
stanford-ai-2021	506	98	rr	rr	NN
stanford-ai-2021	506	99	o	o	NN
stanford-ai-2021	506	100	r	r	NN
stanford-ai-2021	506	101	R	r	NN
stanford-ai-2021	506	102	at	at	IN
stanford-ai-2021	506	103	e	e	NN
stanford-ai-2021	506	104	(	(	-LRB-
stanford-ai-2021	506	105	W	w	NN
stanford-ai-2021	506	106	E	e	NN
stanford-ai-2021	506	107	R	r	NN
stanford-ai-2021	506	108	)	)	-RRB-
stanford-ai-2021	506	109	TESTINGS	testing	NNS
stanford-ai-2021	506	110	on	on	IN
stanford-ai-2021	506	111	LEADING	leading	JJ
stanford-ai-2021	506	112	SPEECH	speech	NN
stanford-ai-2021	506	113	-	-	HYPH
stanford-ai-2021	506	114	to	to	IN
stanford-ai-2021	506	115	-	-	HYPH
stanford-ai-2021	506	116	TEXT	text	NN
stanford-ai-2021	506	117	SERVICES	services	NN
stanford-ai-2021	506	118	:	:	:
stanford-ai-2021	506	119	WORD	word	NN
stanford-ai-2021	506	120	ERROR	error	NN
stanford-ai-2021	506	121	RATE	rate	NN
stanford-ai-2021	506	122	by	by	IN
stanford-ai-2021	506	123	SERVICE	service	NN
stanford-ai-2021	506	124	and	and	CC
stanford-ai-2021	506	125	RACE	RACE	NNP
stanford-ai-2021	506	126	,	,	,
stanford-ai-2021	506	127	2019	2019	CD
stanford-ai-2021	506	128	Source	source	NN
stanford-ai-2021	506	129	:	:	:
stanford-ai-2021	506	130	Koenecke	Koenecke	NNP
stanford-ai-2021	506	131	et	et	FW
stanford-ai-2021	506	132	al	al	NNP
stanford-ai-2021	506	133	.	.	NNP
stanford-ai-2021	506	134	,	,	,
stanford-ai-2021	506	135	2020	2020	CD
stanford-ai-2021	506	136	|	|	NNP
stanford-ai-2021	506	137	Chart	Chart	NNP
stanford-ai-2021	506	138	:	:	:
stanford-ai-2021	506	139	2021	2021	CD
stanford-ai-2021	506	140	AI	AI	NNP
stanford-ai-2021	506	141	Index	Index	NNP
stanford-ai-2021	506	142	Report	Report	NNP
stanford-ai-2021	506	143	Apple	Apple	NNP
stanford-ai-2021	506	144	IBM	IBM	NNP
stanford-ai-2021	506	145	Google	Google	NNP
stanford-ai-2021	506	146	Amazon	Amazon	NNP
stanford-ai-2021	506	147	Microsoft	Microsoft	NNP
stanford-ai-2021	506	148	100	100	CD
stanford-ai-2021	506	149	%	%	NN
stanford-ai-2021	506	150	A	a	NN
stanford-ai-2021	506	151	v.	v.	NN
stanford-ai-2021	506	152	.	.	.
stanford-ai-2021	507	1	Black	Black	NNP
stanford-ai-2021	507	2	Speakers	Speakers	NNPS
stanford-ai-2021	507	3	White	White	NNP
stanford-ai-2021	507	4	Speakers	Speakers	NNPS
stanford-ai-2021	507	5	Figure	Figure	NNP
stanford-ai-2021	507	6	2.5.3	2.5.3	NNP
stanford-ai-2021	507	7	Figure	Figure	NNP
stanford-ai-2021	507	8	2.5.4	2.5.4	NNP
stanford-ai-2021	507	9	https://www.pnas.org/content/117/14/7684	https://www.pnas.org/content/117/14/7684	NNP
stanford-ai-2021	507	10	https://www.pnas.org/content/117/14/7684	https://www.pnas.org/content/117/14/7684	NNP
stanford-ai-2021	507	11	https://www.pnas.org/content/117/14/7684	https://www.pnas.org/content/117/14/7684	NNP
stanford-ai-2021	507	12	TA	TA	NNP
stanford-ai-2021	507	13	B	B	NNP
stanford-ai-2021	507	14	L	l	NN
stanford-ai-2021	507	15	E	e	NN
stanford-ai-2021	507	16	O	o	NN
stanford-ai-2021	507	17	F	f	NN
stanford-ai-2021	507	18	C	c	NN
stanford-ai-2021	507	19	O	o	NN
stanford-ai-2021	507	20	N	n	NN
stanford-ai-2021	507	21	T	t	NN
stanford-ai-2021	507	22	E	e	NN
stanford-ai-2021	507	23	N	n	NN
stanford-ai-2021	507	24	T	t	NN
stanford-ai-2021	507	25	S	s	NN
stanford-ai-2021	507	26	7	7	CD
stanford-ai-2021	507	27	2C	2c	NN
stanford-ai-2021	507	28	H	h	NN
stanford-ai-2021	507	29	A	a	NN
stanford-ai-2021	507	30	P	p	NN
stanford-ai-2021	507	31	T	t	NN
stanford-ai-2021	507	32	E	e	NN
stanford-ai-2021	507	33	R	r	NN
stanford-ai-2021	507	34	2	2	CD
stanford-ai-2021	507	35	P	p	NN
stanford-ai-2021	507	36	R	r	NN
stanford-ai-2021	507	37	E	e	NN
stanford-ai-2021	507	38	V	v	NN
stanford-ai-2021	507	39	I	i	NN
stanford-ai-2021	507	40	E	e	NN
stanford-ai-2021	507	41	W	W	NNP
stanford-ai-2021	507	42	Artificial	Artificial	NNP
stanford-ai-2021	507	43	Intelligence	Intelligence	NNP
stanford-ai-2021	507	44	Index	Index	NNP
stanford-ai-2021	507	45	Report	Report	NNP
stanford-ai-2021	507	46	2021	2021	CD
stanford-ai-2021	507	47	This	this	DT
stanford-ai-2021	507	48	section	section	NN
stanford-ai-2021	507	49	measures	measure	VBZ
stanford-ai-2021	507	50	progress	progress	NN
stanford-ai-2021	507	51	on	on	IN
stanford-ai-2021	507	52	symbolic	symbolic	JJ
stanford-ai-2021	507	53	(	(	-LRB-
stanford-ai-2021	507	54	or	or	CC
stanford-ai-2021	507	55	logical	logical	JJ
stanford-ai-2021	507	56	)	)	-RRB-
stanford-ai-2021	507	57	reasoning	reason	VBG
stanford-ai-2021	507	58	in	in	IN
stanford-ai-2021	507	59	AI	AI	NNP
stanford-ai-2021	507	60	,	,	,
stanford-ai-2021	507	61	which	which	WDT
stanford-ai-2021	507	62	is	be	VBZ
stanford-ai-2021	507	63	the	the	DT
stanford-ai-2021	507	64	process	process	NN
stanford-ai-2021	507	65	of	of	IN
stanford-ai-2021	507	66	drawing	draw	VBG
stanford-ai-2021	507	67	conclusions	conclusion	NNS
stanford-ai-2021	507	68	from	from	IN
stanford-ai-2021	507	69	sets	set	NNS
stanford-ai-2021	507	70	of	of	IN
stanford-ai-2021	507	71	assumptions	assumption	NNS
stanford-ai-2021	507	72	.	.	.
stanford-ai-2021	508	1	We	-PRON-	PRP
stanford-ai-2021	508	2	consider	consider	VBP
stanford-ai-2021	508	3	two	two	CD
stanford-ai-2021	508	4	major	major	JJ
stanford-ai-2021	508	5	reasoning	reasoning	NN
stanford-ai-2021	508	6	problems	problem	NNS
stanford-ai-2021	508	7	,	,	,
stanford-ai-2021	508	8	Boolean	Boolean	NNP
stanford-ai-2021	508	9	Satisfiability	Satisfiability	NNP
stanford-ai-2021	508	10	(	(	-LRB-
stanford-ai-2021	508	11	SAT	SAT	NNP
stanford-ai-2021	508	12	)	)	-RRB-
stanford-ai-2021	508	13	and	and	CC
stanford-ai-2021	508	14	Automated	Automated	NNP
stanford-ai-2021	508	15	Theorem	Theorem	NNP
stanford-ai-2021	508	16	Proving	Proving	NNP
stanford-ai-2021	508	17	(	(	-LRB-
stanford-ai-2021	508	18	ATP	ATP	NNP
stanford-ai-2021	508	19	)	)	-RRB-
stanford-ai-2021	508	20	.	.	.
stanford-ai-2021	509	1	Each	each	DT
stanford-ai-2021	509	2	has	have	VBZ
stanford-ai-2021	509	3	real	real	JJ
stanford-ai-2021	509	4	-	-	HYPH
stanford-ai-2021	509	5	world	world	NN
stanford-ai-2021	509	6	applications	application	NNS
stanford-ai-2021	509	7	(	(	-LRB-
stanford-ai-2021	509	8	e.g.	e.g.	RB
stanford-ai-2021	509	9	,	,	,
stanford-ai-2021	509	10	circuit	circuit	NN
stanford-ai-2021	509	11	design	design	NN
stanford-ai-2021	509	12	,	,	,
stanford-ai-2021	509	13	scheduling	scheduling	NN
stanford-ai-2021	509	14	,	,	,
stanford-ai-2021	509	15	software	software	NN
stanford-ai-2021	509	16	verification	verification	NN
stanford-ai-2021	509	17	,	,	,
stanford-ai-2021	509	18	etc	etc	FW
stanford-ai-2021	509	19	.	.	.
stanford-ai-2021	509	20	)	)	-RRB-
stanford-ai-2021	510	1	and	and	CC
stanford-ai-2021	510	2	poses	pose	VBZ
stanford-ai-2021	510	3	significant	significant	JJ
stanford-ai-2021	510	4	measurement	measurement	NN
stanford-ai-2021	510	5	challenges	challenge	NNS
stanford-ai-2021	510	6	.	.	.
stanford-ai-2021	511	1	The	the	DT
stanford-ai-2021	511	2	SAT	SAT	NNP
stanford-ai-2021	511	3	analysis	analysis	NN
stanford-ai-2021	511	4	shows	show	VBZ
stanford-ai-2021	511	5	how	how	WRB
stanford-ai-2021	511	6	to	to	TO
stanford-ai-2021	511	7	assign	assign	VB
stanford-ai-2021	511	8	credit	credit	NN
stanford-ai-2021	511	9	for	for	IN
stanford-ai-2021	511	10	the	the	DT
stanford-ai-2021	511	11	overall	overall	JJ
stanford-ai-2021	511	12	improvement	improvement	NN
stanford-ai-2021	511	13	in	in	IN
stanford-ai-2021	511	14	the	the	DT
stanford-ai-2021	511	15	field	field	NN
stanford-ai-2021	511	16	to	to	IN
stanford-ai-2021	511	17	individual	individual	JJ
stanford-ai-2021	511	18	systems	system	NNS
stanford-ai-2021	511	19	over	over	IN
stanford-ai-2021	511	20	time	time	NN
stanford-ai-2021	511	21	.	.	.
stanford-ai-2021	512	1	The	the	DT
stanford-ai-2021	512	2	ATP	ATP	NNP
stanford-ai-2021	512	3	analysis	analysis	NN
stanford-ai-2021	512	4	shows	show	VBZ
stanford-ai-2021	512	5	how	how	WRB
stanford-ai-2021	512	6	to	to	TO
stanford-ai-2021	512	7	measure	measure	VB
stanford-ai-2021	512	8	performance	performance	NN
stanford-ai-2021	512	9	given	give	VBN
stanford-ai-2021	512	10	an	an	DT
stanford-ai-2021	512	11	evolving	evolve	VBG
stanford-ai-2021	512	12	test	test	NN
stanford-ai-2021	512	13	set	set	NN
stanford-ai-2021	512	14	.	.	.
stanford-ai-2021	513	1	All	all	DT
stanford-ai-2021	513	2	analyses	analysis	NNS
stanford-ai-2021	513	3	below	below	RB
stanford-ai-2021	513	4	are	be	VBP
stanford-ai-2021	513	5	original	original	JJ
stanford-ai-2021	513	6	to	to	IN
stanford-ai-2021	513	7	this	this	DT
stanford-ai-2021	513	8	report	report	NN
stanford-ai-2021	513	9	.	.	.
stanford-ai-2021	514	1	Lars	Lars	NNP
stanford-ai-2021	514	2	Kotthoff	Kotthoff	NNP
stanford-ai-2021	514	3	wrote	write	VBD
stanford-ai-2021	514	4	the	the	DT
stanford-ai-2021	514	5	text	text	NN
stanford-ai-2021	514	6	and	and	CC
stanford-ai-2021	514	7	performed	perform	VBD
stanford-ai-2021	514	8	the	the	DT
stanford-ai-2021	514	9	analysis	analysis	NN
stanford-ai-2021	514	10	for	for	IN
stanford-ai-2021	514	11	the	the	DT
stanford-ai-2021	514	12	SAT	SAT	NNP
stanford-ai-2021	514	13	section	section	NN
stanford-ai-2021	514	14	.	.	.
stanford-ai-2021	515	1	Geoff	Geoff	NNP
stanford-ai-2021	515	2	Sutcliffe	Sutcliffe	NNP
stanford-ai-2021	515	3	,	,	,
stanford-ai-2021	515	4	Christian	Christian	NNP
stanford-ai-2021	515	5	Suttner	Suttner	NNP
stanford-ai-2021	515	6	,	,	,
stanford-ai-2021	515	7	and	and	CC
stanford-ai-2021	515	8	Raymond	Raymond	NNP
stanford-ai-2021	515	9	Perrault	Perrault	NNP
stanford-ai-2021	515	10	wrote	write	VBD
stanford-ai-2021	515	11	the	the	DT
stanford-ai-2021	515	12	text	text	NN
stanford-ai-2021	515	13	and	and	CC
stanford-ai-2021	515	14	performed	perform	VBD
stanford-ai-2021	515	15	the	the	DT
stanford-ai-2021	515	16	analysis	analysis	NN
stanford-ai-2021	515	17	for	for	IN
stanford-ai-2021	515	18	the	the	DT
stanford-ai-2021	515	19	ATP	ATP	NNP
stanford-ai-2021	515	20	section	section	NN
stanford-ai-2021	515	21	.	.	.
stanford-ai-2021	516	1	This	this	DT
stanford-ai-2021	516	2	work	work	NN
stanford-ai-2021	516	3	had	have	VBD
stanford-ai-2021	516	4	not	not	RB
stanford-ai-2021	516	5	been	be	VBN
stanford-ai-2021	516	6	published	publish	VBN
stanford-ai-2021	516	7	at	at	IN
stanford-ai-2021	516	8	the	the	DT
stanford-ai-2021	516	9	time	time	NN
stanford-ai-2021	516	10	of	of	IN
stanford-ai-2021	516	11	writing	writing	NN
stanford-ai-2021	516	12	;	;	:
stanford-ai-2021	516	13	consequently	consequently	RB
stanford-ai-2021	516	14	,	,	,
stanford-ai-2021	516	15	a	a	DT
stanford-ai-2021	516	16	more	more	RBR
stanford-ai-2021	516	17	academically	academically	RB
stanford-ai-2021	516	18	rigorous	rigorous	JJ
stanford-ai-2021	516	19	version	version	NN
stanford-ai-2021	516	20	of	of	IN
stanford-ai-2021	516	21	this	this	DT
stanford-ai-2021	516	22	section	section	NN
stanford-ai-2021	516	23	(	(	-LRB-
stanford-ai-2021	516	24	with	with	IN
stanford-ai-2021	516	25	references	reference	NNS
stanford-ai-2021	516	26	,	,	,
stanford-ai-2021	516	27	more	more	RBR
stanford-ai-2021	516	28	precise	precise	JJ
stanford-ai-2021	516	29	details	detail	NNS
stanford-ai-2021	516	30	,	,	,
stanford-ai-2021	516	31	and	and	CC
stanford-ai-2021	516	32	further	further	JJ
stanford-ai-2021	516	33	context	context	NN
stanford-ai-2021	516	34	)	)	-RRB-
stanford-ai-2021	516	35	is	be	VBZ
stanford-ai-2021	516	36	included	include	VBN
stanford-ai-2021	516	37	in	in	IN
stanford-ai-2021	516	38	the	the	DT
stanford-ai-2021	516	39	Appendix	Appendix	NNP
stanford-ai-2021	516	40	.	.	.
stanford-ai-2021	517	1	B	b	NN
stanford-ai-2021	517	2	O	o	NN
stanford-ai-2021	517	3	O	o	NN
stanford-ai-2021	517	4	L	l	NN
stanford-ai-2021	517	5	E	e	NN
stanford-ai-2021	517	6	A	a	NN
stanford-ai-2021	517	7	N	n	NN
stanford-ai-2021	517	8	SAT	sat	NN
stanford-ai-2021	517	9	I	-PRON-	PRP
stanford-ai-2021	517	10	S	s	VBP
stanford-ai-2021	517	11	F	f	NN
stanford-ai-2021	517	12	I	i	NN
stanford-ai-2021	517	13	A	a	NN
stanford-ai-2021	517	14	B	b	NN
stanford-ai-2021	517	15	I	i	NN
stanford-ai-2021	517	16	L	l	NN
stanford-ai-2021	517	17	I	i	NN
stanford-ai-2021	517	18	T	t	NN
stanford-ai-2021	517	19	Y	y	NN
stanford-ai-2021	517	20	P	p	NN
stanford-ai-2021	517	21	R	r	NN
stanford-ai-2021	517	22	O	o	NN
stanford-ai-2021	517	23	B	b	NN
stanford-ai-2021	517	24	L	l	NN
stanford-ai-2021	517	25	E	e	NN
stanford-ai-2021	517	26	M	M	NNP
stanford-ai-2021	517	27	Analysis	analysis	NN
stanford-ai-2021	517	28	and	and	CC
stanford-ai-2021	517	29	text	text	NN
stanford-ai-2021	517	30	by	by	IN
stanford-ai-2021	517	31	Lars	Lars	NNP
stanford-ai-2021	517	32	Kotthoff	Kotthoff	NNP
stanford-ai-2021	517	33	The	the	DT
stanford-ai-2021	517	34	SAT	SAT	NNP
stanford-ai-2021	517	35	problem	problem	NN
stanford-ai-2021	517	36	considers	consider	VBZ
stanford-ai-2021	517	37	whether	whether	IN
stanford-ai-2021	517	38	there	there	EX
stanford-ai-2021	517	39	is	be	VBZ
stanford-ai-2021	517	40	an	an	DT
stanford-ai-2021	517	41	assignment	assignment	NN
stanford-ai-2021	517	42	of	of	IN
stanford-ai-2021	517	43	values	value	NNS
stanford-ai-2021	517	44	to	to	IN
stanford-ai-2021	517	45	a	a	DT
stanford-ai-2021	517	46	set	set	NN
stanford-ai-2021	517	47	of	of	IN
stanford-ai-2021	517	48	Boolean	boolean	JJ
stanford-ai-2021	517	49	variables	variable	NNS
stanford-ai-2021	517	50	,	,	,
stanford-ai-2021	517	51	joined	join	VBN
stanford-ai-2021	517	52	by	by	IN
stanford-ai-2021	517	53	logical	logical	JJ
stanford-ai-2021	517	54	connectives	connective	NNS
stanford-ai-2021	517	55	,	,	,
stanford-ai-2021	517	56	that	that	WDT
stanford-ai-2021	517	57	makes	make	VBZ
stanford-ai-2021	517	58	the	the	DT
stanford-ai-2021	517	59	logical	logical	JJ
stanford-ai-2021	517	60	formula	formula	NN
stanford-ai-2021	517	61	it	-PRON-	PRP
stanford-ai-2021	517	62	represents	represent	VBZ
stanford-ai-2021	517	63	true	true	JJ
stanford-ai-2021	517	64	.	.	.
stanford-ai-2021	518	1	Many	many	JJ
stanford-ai-2021	518	2	real	real	JJ
stanford-ai-2021	518	3	-	-	HYPH
stanford-ai-2021	518	4	world	world	NN
stanford-ai-2021	518	5	problems	problem	NNS
stanford-ai-2021	518	6	,	,	,
stanford-ai-2021	518	7	such	such	JJ
stanford-ai-2021	518	8	as	as	IN
stanford-ai-2021	518	9	circuit	circuit	NN
stanford-ai-2021	518	10	design	design	NN
stanford-ai-2021	518	11	,	,	,
stanford-ai-2021	518	12	automated	automate	VBD
stanford-ai-2021	518	13	theorem	theorem	NN
stanford-ai-2021	518	14	proving	proving	NN
stanford-ai-2021	518	15	,	,	,
stanford-ai-2021	518	16	and	and	CC
stanford-ai-2021	518	17	scheduling	scheduling	NN
stanford-ai-2021	518	18	,	,	,
stanford-ai-2021	518	19	can	can	MD
stanford-ai-2021	518	20	be	be	VB
stanford-ai-2021	518	21	represented	represent	VBN
stanford-ai-2021	518	22	and	and	CC
stanford-ai-2021	518	23	solved	solve	VBN
stanford-ai-2021	518	24	efficiently	efficiently	RB
stanford-ai-2021	518	25	as	as	IN
stanford-ai-2021	518	26	SAT	SAT	NNP
stanford-ai-2021	518	27	problems	problem	NNS
stanford-ai-2021	518	28	.	.	.
stanford-ai-2021	519	1	The	the	DT
stanford-ai-2021	519	2	performance	performance	NN
stanford-ai-2021	519	3	of	of	IN
stanford-ai-2021	519	4	the	the	DT
stanford-ai-2021	519	5	top-	top-	NNS
stanford-ai-2021	519	6	,	,	,
stanford-ai-2021	519	7	median-	median-	JJ
stanford-ai-2021	519	8	,	,	,
stanford-ai-2021	519	9	and	and	CC
stanford-ai-2021	519	10	bottom	bottom	NN
stanford-ai-2021	519	11	-	-	HYPH
stanford-ai-2021	519	12	ranked	rank	VBN
stanford-ai-2021	519	13	SAT	SAT	NNP
stanford-ai-2021	519	14	solvers	solver	NNS
stanford-ai-2021	519	15	was	be	VBD
stanford-ai-2021	519	16	examined	examine	VBN
stanford-ai-2021	519	17	from	from	IN
stanford-ai-2021	519	18	each	each	DT
stanford-ai-2021	519	19	of	of	IN
stanford-ai-2021	519	20	the	the	DT
stanford-ai-2021	519	21	last	last	JJ
stanford-ai-2021	519	22	five	five	CD
stanford-ai-2021	519	23	years	year	NNS
stanford-ai-2021	519	24	(	(	-LRB-
stanford-ai-2021	519	25	2016–2020	2016–2020	CD
stanford-ai-2021	519	26	)	)	-RRB-
stanford-ai-2021	519	27	of	of	IN
stanford-ai-2021	519	28	the	the	DT
stanford-ai-2021	519	29	SAT	SAT	NNP
stanford-ai-2021	519	30	Competition	Competition	NNP
stanford-ai-2021	519	31	,	,	,
stanford-ai-2021	519	32	which	which	WDT
stanford-ai-2021	519	33	has	have	VBZ
stanford-ai-2021	519	34	been	be	VBN
stanford-ai-2021	519	35	running	run	VBG
stanford-ai-2021	519	36	for	for	IN
stanford-ai-2021	519	37	almost	almost	RB
stanford-ai-2021	519	38	20	20	CD
stanford-ai-2021	519	39	years	year	NNS
stanford-ai-2021	519	40	,	,	,
stanford-ai-2021	519	41	to	to	TO
stanford-ai-2021	519	42	measure	measure	VB
stanford-ai-2021	519	43	a	a	DT
stanford-ai-2021	519	44	snapshot	snapshot	NN
stanford-ai-2021	519	45	of	of	IN
stanford-ai-2021	519	46	state	state	NN
stanford-ai-2021	519	47	-	-	HYPH
stanford-ai-2021	519	48	of	of	IN
stanford-ai-2021	519	49	-	-	HYPH
stanford-ai-2021	519	50	the	the	DT
stanford-ai-2021	519	51	-	-	HYPH
stanford-ai-2021	519	52	art	art	NN
stanford-ai-2021	519	53	performance	performance	NN
stanford-ai-2021	519	54	.	.	.
stanford-ai-2021	520	1	In	in	IN
stanford-ai-2021	520	2	particular	particular	JJ
stanford-ai-2021	520	3	,	,	,
stanford-ai-2021	520	4	all	all	DT
stanford-ai-2021	520	5	15	15	CD
stanford-ai-2021	520	6	solvers	solver	NNS
stanford-ai-2021	520	7	were	be	VBD
stanford-ai-2021	520	8	run	run	VBN
stanford-ai-2021	520	9	on	on	IN
stanford-ai-2021	520	10	all	all	DT
stanford-ai-2021	520	11	400	400	CD
stanford-ai-2021	520	12	SAT	SAT	NNP
stanford-ai-2021	520	13	instances	instance	NNS
stanford-ai-2021	520	14	from	from	IN
stanford-ai-2021	520	15	the	the	DT
stanford-ai-2021	520	16	main	main	JJ
stanford-ai-2021	520	17	track	track	NN
stanford-ai-2021	520	18	of	of	IN
stanford-ai-2021	520	19	the	the	DT
stanford-ai-2021	520	20	2020	2020	CD
stanford-ai-2021	520	21	competition	competition	NN
stanford-ai-2021	520	22	and	and	CC
stanford-ai-2021	520	23	the	the	DT
stanford-ai-2021	520	24	time	time	NN
stanford-ai-2021	520	25	(	(	-LRB-
stanford-ai-2021	520	26	in	in	IN
stanford-ai-2021	520	27	CPU	CPU	NNP
stanford-ai-2021	520	28	seconds	second	NNS
stanford-ai-2021	520	29	)	)	-RRB-
stanford-ai-2021	520	30	it	-PRON-	PRP
stanford-ai-2021	520	31	took	take	VBD
stanford-ai-2021	520	32	to	to	TO
stanford-ai-2021	520	33	solve	solve	VB
stanford-ai-2021	520	34	all	all	DT
stanford-ai-2021	520	35	instances	instance	NNS
stanford-ai-2021	520	36	was	be	VBD
stanford-ai-2021	520	37	measured.5	measured.5	NNP
stanford-ai-2021	520	38	Critically	Critically	NNP
stanford-ai-2021	520	39	,	,	,
stanford-ai-2021	520	40	each	each	DT
stanford-ai-2021	520	41	solver	solver	NN
stanford-ai-2021	520	42	was	be	VBD
stanford-ai-2021	520	43	run	run	VBN
stanford-ai-2021	520	44	on	on	IN
stanford-ai-2021	520	45	the	the	DT
stanford-ai-2021	520	46	same	same	JJ
stanford-ai-2021	520	47	hardware	hardware	NN
stanford-ai-2021	520	48	,	,	,
stanford-ai-2021	520	49	such	such	JJ
stanford-ai-2021	520	50	that	that	IN
stanford-ai-2021	520	51	comparisons	comparison	NNS
stanford-ai-2021	520	52	across	across	IN
stanford-ai-2021	520	53	years	year	NNS
stanford-ai-2021	520	54	would	would	MD
stanford-ai-2021	520	55	not	not	RB
stanford-ai-2021	520	56	be	be	VB
stanford-ai-2021	520	57	confounded	confound	VBN
stanford-ai-2021	520	58	by	by	IN
stanford-ai-2021	520	59	improvements	improvement	NNS
stanford-ai-2021	520	60	in	in	IN
stanford-ai-2021	520	61	hardware	hardware	NN
stanford-ai-2021	520	62	efficiency	efficiency	NN
stanford-ai-2021	520	63	over	over	IN
stanford-ai-2021	520	64	time	time	NN
stanford-ai-2021	520	65	.	.	.
stanford-ai-2021	521	1	While	while	IN
stanford-ai-2021	521	2	performance	performance	NN
stanford-ai-2021	521	3	of	of	IN
stanford-ai-2021	521	4	the	the	DT
stanford-ai-2021	521	5	best	good	JJS
stanford-ai-2021	521	6	solvers	solver	NNS
stanford-ai-2021	521	7	from	from	IN
stanford-ai-2021	521	8	2016	2016	CD
stanford-ai-2021	521	9	to	to	IN
stanford-ai-2021	521	10	2018	2018	CD
stanford-ai-2021	521	11	did	do	VBD
stanford-ai-2021	521	12	not	not	RB
stanford-ai-2021	521	13	change	change	VB
stanford-ai-2021	521	14	significantly	significantly	RB
stanford-ai-2021	521	15	,	,	,
stanford-ai-2021	521	16	large	large	JJ
stanford-ai-2021	521	17	improvements	improvement	NNS
stanford-ai-2021	521	18	are	be	VBP
stanford-ai-2021	521	19	evident	evident	JJ
stanford-ai-2021	521	20	in	in	IN
stanford-ai-2021	521	21	2019	2019	CD
stanford-ai-2021	521	22	and	and	CC
stanford-ai-2021	521	23	2020	2020	CD
stanford-ai-2021	521	24	(	(	-LRB-
stanford-ai-2021	521	25	Figure	Figure	NNP
stanford-ai-2021	521	26	2.6.1	2.6.1	CD
stanford-ai-2021	521	27	)	)	-RRB-
stanford-ai-2021	521	28	.	.	.
stanford-ai-2021	522	1	These	these	DT
stanford-ai-2021	522	2	improvements	improvement	NNS
stanford-ai-2021	522	3	affect	affect	VBP
stanford-ai-2021	522	4	not	not	RB
stanford-ai-2021	522	5	only	only	RB
stanford-ai-2021	522	6	the	the	DT
stanford-ai-2021	522	7	best	good	JJS
stanford-ai-2021	522	8	solvers	solver	NNS
stanford-ai-2021	522	9	but	but	CC
stanford-ai-2021	522	10	also	also	RB
stanford-ai-2021	522	11	their	-PRON-	PRP$
stanford-ai-2021	522	12	competitors	competitor	NNS
stanford-ai-2021	522	13	.	.	.
stanford-ai-2021	523	1	The	the	DT
stanford-ai-2021	523	2	performance	performance	NN
stanford-ai-2021	523	3	of	of	IN
stanford-ai-2021	523	4	the	the	DT
stanford-ai-2021	523	5	median	median	JJ
stanford-ai-2021	523	6	-	-	HYPH
stanford-ai-2021	523	7	ranked	ranked	JJ
stanford-ai-2021	523	8	solver	solver	NN
stanford-ai-2021	523	9	in	in	IN
stanford-ai-2021	523	10	2019	2019	CD
stanford-ai-2021	523	11	is	be	VBZ
stanford-ai-2021	523	12	better	well	JJR
stanford-ai-2021	523	13	than	than	IN
stanford-ai-2021	523	14	that	that	DT
stanford-ai-2021	523	15	of	of	IN
stanford-ai-2021	523	16	the	the	DT
stanford-ai-2021	523	17	top	top	RB
stanford-ai-2021	523	18	-	-	HYPH
stanford-ai-2021	523	19	ranked	rank	VBN
stanford-ai-2021	523	20	solvers	solver	NNS
stanford-ai-2021	523	21	in	in	IN
stanford-ai-2021	523	22	all	all	DT
stanford-ai-2021	523	23	previous	previous	JJ
stanford-ai-2021	523	24	years	year	NNS
stanford-ai-2021	523	25	,	,	,
stanford-ai-2021	523	26	and	and	CC
stanford-ai-2021	523	27	the	the	DT
stanford-ai-2021	523	28	performance	performance	NN
stanford-ai-2021	523	29	of	of	IN
stanford-ai-2021	523	30	the	the	DT
stanford-ai-2021	523	31	median-	median-	JJ
stanford-ai-2021	523	32	ranked	rank	VBN
stanford-ai-2021	523	33	solver	solver	NN
stanford-ai-2021	523	34	in	in	IN
stanford-ai-2021	523	35	2020	2020	CD
stanford-ai-2021	523	36	is	be	VBZ
stanford-ai-2021	523	37	almost	almost	RB
stanford-ai-2021	523	38	on	on	IN
stanford-ai-2021	523	39	par	par	NN
stanford-ai-2021	523	40	with	with	IN
stanford-ai-2021	523	41	the	the	DT
stanford-ai-2021	523	42	top	top	RB
stanford-ai-2021	523	43	-	-	HYPH
stanford-ai-2021	523	44	ranked	ranked	JJ
stanford-ai-2021	523	45	solver	solver	NN
stanford-ai-2021	523	46	in	in	IN
stanford-ai-2021	523	47	2019	2019	CD
stanford-ai-2021	523	48	.	.	.
stanford-ai-2021	524	1	Performance	performance	NN
stanford-ai-2021	524	2	improvements	improvement	NNS
stanford-ai-2021	524	3	in	in	IN
stanford-ai-2021	524	4	SAT	SAT	NNP
stanford-ai-2021	524	5	—	—	:
stanford-ai-2021	524	6	and	and	CC
stanford-ai-2021	524	7	more	more	RBR
stanford-ai-2021	524	8	generally	generally	RB
stanford-ai-2021	524	9	,	,	,
stanford-ai-2021	524	10	hard	hard	JJ
stanford-ai-2021	524	11	computational	computational	JJ
stanford-ai-2021	524	12	AI	AI	NNP
stanford-ai-2021	524	13	problems	problem	NNS
stanford-ai-2021	524	14	—	—	:
stanford-ai-2021	524	15	come	come	VB
stanford-ai-2021	524	16	primarily	primarily	RB
stanford-ai-2021	524	17	from	from	IN
stanford-ai-2021	524	18	two	two	CD
stanford-ai-2021	524	19	areas	area	NNS
stanford-ai-2021	524	20	of	of	IN
stanford-ai-2021	524	21	algorithmic	algorithmic	JJ
stanford-ai-2021	524	22	improvements	improvement	NNS
stanford-ai-2021	524	23	:	:	:
stanford-ai-2021	524	24	novel	novel	JJ
stanford-ai-2021	524	25	techniques	technique	NNS
stanford-ai-2021	524	26	and	and	CC
stanford-ai-2021	524	27	more	more	RBR
stanford-ai-2021	524	28	efficient	efficient	JJ
stanford-ai-2021	524	29	implementations	implementation	NNS
stanford-ai-2021	524	30	of	of	IN
stanford-ai-2021	524	31	existing	exist	VBG
stanford-ai-2021	524	32	techniques	technique	NNS
stanford-ai-2021	524	33	.	.	.
stanford-ai-2021	525	1	Typically	typically	RB
stanford-ai-2021	525	2	,	,	,
stanford-ai-2021	525	3	performance	performance	NN
stanford-ai-2021	525	4	improvements	improvement	NNS
stanford-ai-2021	525	5	arise	arise	VBP
stanford-ai-2021	525	6	primarily	primarily	RB
stanford-ai-2021	525	7	from	from	IN
stanford-ai-2021	525	8	novel	novel	JJ
stanford-ai-2021	525	9	techniques	technique	NNS
stanford-ai-2021	525	10	.	.	.
stanford-ai-2021	526	1	However	however	RB
stanford-ai-2021	526	2	,	,	,
stanford-ai-2021	526	3	more	more	RBR
stanford-ai-2021	526	4	efficient	efficient	JJ
stanford-ai-2021	526	5	implementations	implementation	NNS
stanford-ai-2021	526	6	(	(	-LRB-
stanford-ai-2021	526	7	which	which	WDT
stanford-ai-2021	526	8	can	can	MD
stanford-ai-2021	526	9	arise	arise	VB
stanford-ai-2021	526	10	with	with	IN
stanford-ai-2021	526	11	performance	performance	NN
stanford-ai-2021	526	12	improvements	improvement	NNS
stanford-ai-2021	526	13	in	in	IN
stanford-ai-2021	526	14	hardware	hardware	NN
stanford-ai-2021	526	15	over	over	IN
stanford-ai-2021	526	16	time	time	NN
stanford-ai-2021	526	17	)	)	-RRB-
stanford-ai-2021	526	18	can	can	MD
stanford-ai-2021	526	19	also	also	RB
stanford-ai-2021	526	20	increase	increase	VB
stanford-ai-2021	526	21	performance	performance	NN
stanford-ai-2021	526	22	.	.	.
stanford-ai-2021	527	1	Therefore	therefore	RB
stanford-ai-2021	527	2	,	,	,
stanford-ai-2021	527	3	it	-PRON-	PRP
stanford-ai-2021	527	4	is	be	VBZ
stanford-ai-2021	527	5	difficult	difficult	JJ
stanford-ai-2021	527	6	to	to	TO
stanford-ai-2021	527	7	assess	assess	VB
stanford-ai-2021	527	8	whether	whether	IN
stanford-ai-2021	527	9	performance	performance	NN
stanford-ai-2021	527	10	improvements	improvement	NNS
stanford-ai-2021	527	11	arise	arise	VBP
stanford-ai-2021	527	12	primarily	primarily	RB
stanford-ai-2021	527	13	from	from	IN
stanford-ai-2021	527	14	novel	novel	JJ
stanford-ai-2021	527	15	techniques	technique	NNS
stanford-ai-2021	527	16	or	or	CC
stanford-ai-2021	527	17	more	more	RBR
stanford-ai-2021	527	18	efficient	efficient	JJ
stanford-ai-2021	527	19	implementations	implementation	NNS
stanford-ai-2021	527	20	.	.	.
stanford-ai-2021	528	1	To	to	TO
stanford-ai-2021	528	2	address	address	VB
stanford-ai-2021	528	3	this	this	DT
stanford-ai-2021	528	4	problem	problem	NN
stanford-ai-2021	528	5	,	,	,
stanford-ai-2021	528	6	the	the	DT
stanford-ai-2021	528	7	temporal	temporal	JJ
stanford-ai-2021	528	8	Shapley	Shapley	NNP
stanford-ai-2021	528	9	value	value	NN
stanford-ai-2021	528	10	,	,	,
stanford-ai-2021	528	11	which	which	WDT
stanford-ai-2021	528	12	is	be	VBZ
stanford-ai-2021	528	13	the	the	DT
stanford-ai-2021	528	14	contribution	contribution	NN
stanford-ai-2021	528	15	of	of	IN
stanford-ai-2021	528	16	an	an	DT
stanford-ai-2021	528	17	individual	individual	JJ
stanford-ai-2021	528	18	system	system	NN
stanford-ai-2021	528	19	to	to	IN
stanford-ai-2021	528	20	state	state	NN
stanford-ai-2021	528	21	-	-	HYPH
stanford-ai-2021	528	22	of	of	IN
stanford-ai-2021	528	23	-	-	HYPH
stanford-ai-2021	528	24	the	the	DT
stanford-ai-2021	528	25	-	-	HYPH
stanford-ai-2021	528	26	art	art	NN
stanford-ai-2021	528	27	performance	performance	NN
stanford-ai-2021	528	28	over	over	IN
stanford-ai-2021	528	29	time	time	NN
stanford-ai-2021	528	30	,	,	,
stanford-ai-2021	528	31	was	be	VBD
stanford-ai-2021	528	32	measured	measure	VBN
stanford-ai-2021	528	33	(	(	-LRB-
stanford-ai-2021	528	34	see	see	VB
stanford-ai-2021	528	35	the	the	DT
stanford-ai-2021	528	36	Appendix	Appendix	NNP
stanford-ai-2021	528	37	for	for	IN
stanford-ai-2021	528	38	more	more	JJR
stanford-ai-2021	528	39	details	detail	NNS
stanford-ai-2021	528	40	)	)	-RRB-
stanford-ai-2021	528	41	.	.	.
stanford-ai-2021	529	1	Figure	figure	NN
stanford-ai-2021	529	2	2.6.2	2.6.2	CD
stanford-ai-2021	529	3	shows	show	VBZ
stanford-ai-2021	529	4	the	the	DT
stanford-ai-2021	529	5	temporal	temporal	JJ
stanford-ai-2021	529	6	Shapley	Shapley	NNP
stanford-ai-2021	529	7	value	value	NN
stanford-ai-2021	529	8	contributions	contribution	NNS
stanford-ai-2021	529	9	of	of	IN
stanford-ai-2021	529	10	each	each	DT
stanford-ai-2021	529	11	solver	solver	NN
stanford-ai-2021	529	12	for	for	IN
stanford-ai-2021	529	13	the	the	DT
stanford-ai-2021	529	14	different	different	JJ
stanford-ai-2021	529	15	competition	competition	NN
stanford-ai-2021	529	16	years	year	NNS
stanford-ai-2021	529	17	.	.	.
stanford-ai-2021	530	1	Note	note	VB
stanford-ai-2021	530	2	that	that	IN
stanford-ai-2021	530	3	the	the	DT
stanford-ai-2021	530	4	contributions	contribution	NNS
stanford-ai-2021	530	5	of	of	IN
stanford-ai-2021	530	6	the	the	DT
stanford-ai-2021	530	7	solvers	solver	NNS
stanford-ai-2021	530	8	in	in	IN
stanford-ai-2021	530	9	2016	2016	CD
stanford-ai-2021	530	10	are	be	VBP
stanford-ai-2021	530	11	highest	high	JJS
stanford-ai-2021	530	12	because	because	IN
stanford-ai-2021	530	13	there	there	EX
stanford-ai-2021	530	14	is	be	VBZ
stanford-ai-2021	530	15	no	no	DT
stanford-ai-2021	530	16	previous	previous	JJ
stanford-ai-2021	530	17	state	state	NN
stanford-ai-2021	530	18	-	-	HYPH
stanford-ai-2021	530	19	of	of	IN
stanford-ai-2021	530	20	-	-	HYPH
stanford-ai-2021	530	21	the	the	DT
stanford-ai-2021	530	22	-	-	HYPH
stanford-ai-2021	530	23	art	art	NN
stanford-ai-2021	530	24	to	to	TO
stanford-ai-2021	530	25	compare	compare	VB
stanford-ai-2021	530	26	them	-PRON-	PRP
stanford-ai-2021	530	27	with	with	IN
stanford-ai-2021	530	28	in	in	IN
stanford-ai-2021	530	29	our	-PRON-	PRP$
stanford-ai-2021	530	30	evaluation	evaluation	NN
stanford-ai-2021	530	31	and	and	CC
stanford-ai-2021	530	32	that	that	IN
stanford-ai-2021	530	33	their	-PRON-	PRP$
stanford-ai-2021	530	34	contribution	contribution	NN
stanford-ai-2021	530	35	is	be	VBZ
stanford-ai-2021	530	36	not	not	RB
stanford-ai-2021	530	37	discounted	discount	VBN
stanford-ai-2021	530	38	.	.	.
stanford-ai-2021	531	1	2.6	2.6	CD
stanford-ai-2021	531	2	REASONING	reasoning	NN
stanford-ai-2021	531	3	2	2	CD
stanford-ai-2021	531	4	.	.	.
stanford-ai-2021	532	1	6	6	CD
stanford-ai-2021	532	2	R	r	NN
stanford-ai-2021	532	3	E	e	NN
stanford-ai-2021	532	4	A	a	NN
stanford-ai-2021	532	5	S	s	NN
stanford-ai-2021	532	6	O	o	NN
stanford-ai-2021	532	7	N	n	NN
stanford-ai-2021	532	8	I	i	NN
stanford-ai-2021	532	9	N	n	NN
stanford-ai-2021	532	10	G	g	NN
stanford-ai-2021	532	11	C	c	NN
stanford-ai-2021	532	12	H	h	NN
stanford-ai-2021	532	13	A	a	NN
stanford-ai-2021	532	14	P	p	NN
stanford-ai-2021	532	15	T	t	NN
stanford-ai-2021	532	16	E	e	NN
stanford-ai-2021	532	17	R	r	NN
stanford-ai-2021	532	18	2	2	CD
stanford-ai-2021	532	19	:	:	:
stanford-ai-2021	532	20	T	t	NN
stanford-ai-2021	532	21	E	e	NN
stanford-ai-2021	532	22	C	c	NN
stanford-ai-2021	532	23	H	h	NN
stanford-ai-2021	532	24	N	n	NN
stanford-ai-2021	532	25	I	i	NN
stanford-ai-2021	532	26	C	c	NN
stanford-ai-2021	532	27	A	a	NN
stanford-ai-2021	532	28	L	l	NN
stanford-ai-2021	532	29	P	p	NN
stanford-ai-2021	532	30	E	e	NN
stanford-ai-2021	532	31	R	r	NN
stanford-ai-2021	532	32	F	f	NN
stanford-ai-2021	532	33	O	o	NN
stanford-ai-2021	532	34	R	r	NN
stanford-ai-2021	532	35	M	m	NN
stanford-ai-2021	532	36	A	A	NNP
stanford-ai-2021	532	37	N	N	NNP
stanford-ai-2021	532	38	C	c	NN
stanford-ai-2021	532	39	E	e	NN
stanford-ai-2021	532	40	5	5	CD
stanford-ai-2021	532	41	Acknowledgments	acknowledgment	NNS
stanford-ai-2021	532	42	:	:	:
stanford-ai-2021	532	43	The	the	DT
stanford-ai-2021	532	44	Advanced	Advanced	NNP
stanford-ai-2021	532	45	Research	Research	NNP
stanford-ai-2021	532	46	Computing	Computing	NNP
stanford-ai-2021	532	47	Center	Center	NNP
stanford-ai-2021	532	48	at	at	IN
stanford-ai-2021	532	49	the	the	DT
stanford-ai-2021	532	50	University	University	NNP
stanford-ai-2021	532	51	of	of	IN
stanford-ai-2021	532	52	Wyoming	Wyoming	NNP
stanford-ai-2021	532	53	provided	provide	VBD
stanford-ai-2021	532	54	resources	resource	NNS
stanford-ai-2021	532	55	for	for	IN
stanford-ai-2021	532	56	gathering	gather	VBG
stanford-ai-2021	532	57	the	the	DT
stanford-ai-2021	532	58	computational	computational	JJ
stanford-ai-2021	532	59	data	datum	NNS
stanford-ai-2021	532	60	.	.	.
stanford-ai-2021	533	1	Austin	Austin	NNP
stanford-ai-2021	533	2	Stephen	Stephen	NNP
stanford-ai-2021	533	3	performed	perform	VBD
stanford-ai-2021	533	4	the	the	DT
stanford-ai-2021	533	5	computational	computational	JJ
stanford-ai-2021	533	6	experiments	experiment	NNS
stanford-ai-2021	533	7	.	.	.
stanford-ai-2021	534	1	http://www.satcompetition.org/	http://www.satcompetition.org/	NN
stanford-ai-2021	534	2	TA	TA	NNP
stanford-ai-2021	534	3	B	B	NNP
stanford-ai-2021	534	4	L	l	NN
stanford-ai-2021	534	5	E	e	NN
stanford-ai-2021	534	6	O	o	NN
stanford-ai-2021	534	7	F	f	NN
stanford-ai-2021	534	8	C	c	NN
stanford-ai-2021	534	9	O	o	NN
stanford-ai-2021	534	10	N	n	NN
stanford-ai-2021	534	11	T	t	NN
stanford-ai-2021	534	12	E	e	NN
stanford-ai-2021	534	13	N	n	NN
stanford-ai-2021	534	14	T	t	NN
stanford-ai-2021	534	15	S	s	NN
stanford-ai-2021	534	16	7	7	CD
stanford-ai-2021	534	17	3C	3c	NN
stanford-ai-2021	534	18	H	H	NNP
stanford-ai-2021	534	19	A	a	NN
stanford-ai-2021	534	20	P	p	NN
stanford-ai-2021	534	21	T	t	NN
stanford-ai-2021	534	22	E	e	NN
stanford-ai-2021	534	23	R	r	NN
stanford-ai-2021	534	24	2	2	CD
stanford-ai-2021	534	25	P	p	NN
stanford-ai-2021	534	26	R	r	NN
stanford-ai-2021	534	27	E	e	NN
stanford-ai-2021	534	28	V	v	NN
stanford-ai-2021	534	29	I	i	NN
stanford-ai-2021	534	30	E	e	NN
stanford-ai-2021	534	31	W	W	NNP
stanford-ai-2021	534	32	Artificial	Artificial	NNP
stanford-ai-2021	534	33	Intelligence	Intelligence	NNP
stanford-ai-2021	534	34	Index	Index	NNP
stanford-ai-2021	534	35	Report	Report	NNP
stanford-ai-2021	534	36	2021	2021	CD
stanford-ai-2021	534	37	2016	2016	CD
stanford-ai-2021	534	38	2017	2017	CD
stanford-ai-2021	534	39	2018	2018	CD
stanford-ai-2021	534	40	2019	2019	CD
stanford-ai-2021	534	41	2020	2020	CD
stanford-ai-2021	534	42	7.00e+05	7.00e+05	CD
stanford-ai-2021	534	43	8.00e+05	8.00e+05	CD
stanford-ai-2021	534	44	1.00e+06	1.00e+06	CD
stanford-ai-2021	534	45	1.20e+06	1.20e+06	CD
stanford-ai-2021	534	46	1.50e+06	1.50e+06	CD
stanford-ai-2021	534	47	1.75e+06	1.75e+06	CD
stanford-ai-2021	534	48	2.00e+06	2.00e+06	CD
stanford-ai-2021	534	49	T	t	NN
stanford-ai-2021	534	50	o	o	NN
stanford-ai-2021	534	51	ta	ta	NNP
stanford-ai-2021	534	52	l	l	NN
stanford-ai-2021	534	53	T	t	NN
stanford-ai-2021	534	54	i	-PRON-	PRP
stanford-ai-2021	534	55	m	be	VBP
stanford-ai-2021	534	56	e	e	NN
stanford-ai-2021	534	57	(	(	-LRB-
stanford-ai-2021	534	58	C	c	NN
stanford-ai-2021	534	59	P	p	NN
stanford-ai-2021	534	60	U	U	NNP
stanford-ai-2021	534	61	s	s	NN
stanford-ai-2021	534	62	)	)	-RRB-
stanford-ai-2021	534	63	smallsat	smallsat	VBD
stanford-ai-2021	534	64	glu_vc	glu_vc	NNP
stanford-ai-2021	534	65	YalSAT	YalSAT	NNP
stanford-ai-2021	534	66	03r	03r	NNS
stanford-ai-2021	534	67	YalSAT	YalSAT	NNP
stanford-ai-2021	534	68	PauSat	PauSat	NNP
stanford-ai-2021	534	69	MapleLCMDistChronoBT	MapleLCMDistChronoBT	NNP
stanford-ai-2021	534	70	MapleLCMDiscChronoBT	MapleLCMDiscChronoBT	NNP
stanford-ai-2021	534	71	-	-	HYPH
stanford-ai-2021	534	72	DL	DL	NNP
stanford-ai-2021	534	73	-	-	HYPH
stanford-ai-2021	534	74	v3	v3	NNP
stanford-ai-2021	534	75	MapleCOMSPS_DRUP	MapleCOMSPS_DRUP	NNP
stanford-ai-2021	534	76	Maple_mix	maple_mix	NN
stanford-ai-2021	534	77	Maple_LCM_Dist	Maple_LCM_Dist	NNP
stanford-ai-2021	534	78	Kissat	Kissat	NNP
stanford-ai-2021	534	79	-	-	HYPH
stanford-ai-2021	534	80	sc2020-sat	sc2020-sat	NNP
stanford-ai-2021	534	81	glue_alt	glue_alt	NN
stanford-ai-2021	534	82	expMC_VSIDS_LRB_Switch_2500	expmc_vsids_lrb_switch_2500	CD
stanford-ai-2021	534	83	CCAnrSim	CCAnrSim	NNP
stanford-ai-2021	534	84	Candy	Candy	NNP
stanford-ai-2021	534	85	TOTAL	TOTAL	NNP
stanford-ai-2021	534	86	TIME	time	NN
stanford-ai-2021	534	87	to	to	TO
stanford-ai-2021	534	88	SOLVE	SOLVE	NNP
stanford-ai-2021	534	89	ALL	all	DT
stanford-ai-2021	534	90	400	400	CD
stanford-ai-2021	534	91	INSTANCES	instances	NN
stanford-ai-2021	534	92	for	for	IN
stanford-ai-2021	534	93	EACH	each	NN
stanford-ai-2021	534	94	SOLVER	SOLVER	NNS
stanford-ai-2021	534	95	and	and	CC
stanford-ai-2021	534	96	YEAR	YEAR	NNP
stanford-ai-2021	534	97	(	(	-LRB-
stanford-ai-2021	534	98	LOWER	LOWER	NNP
stanford-ai-2021	534	99	IS	be	VBZ
stanford-ai-2021	534	100	BETTER	BETTER	NNP
stanford-ai-2021	534	101	)	)	-RRB-
stanford-ai-2021	534	102	,	,	,
stanford-ai-2021	534	103	2016	2016	CD
stanford-ai-2021	534	104	-	-	SYM
stanford-ai-2021	534	105	20	20	CD
stanford-ai-2021	534	106	Source	source	NN
stanford-ai-2021	534	107	:	:	:
stanford-ai-2021	534	108	Kotthoff	Kotthoff	NNP
stanford-ai-2021	534	109	,	,	,
stanford-ai-2021	534	110	2020	2020	CD
stanford-ai-2021	534	111	|	|	NNP
stanford-ai-2021	534	112	Chart	Chart	NNP
stanford-ai-2021	534	113	:	:	:
stanford-ai-2021	534	114	2021	2021	CD
stanford-ai-2021	534	115	AI	AI	NNP
stanford-ai-2021	534	116	Index	Index	NNP
stanford-ai-2021	534	117	Report	Report	NNP
stanford-ai-2021	534	118	2016	2016	CD
stanford-ai-2021	534	119	2017	2017	CD
stanford-ai-2021	534	120	2018	2018	CD
stanford-ai-2021	534	121	2019	2019	CD
stanford-ai-2021	534	122	2020	2020	CD
stanford-ai-2021	534	123	1.00e+02	1.00e+02	CD
stanford-ai-2021	534	124	1.00e+03	1.00e+03	CD
stanford-ai-2021	534	125	1.00e+04	1.00e+04	CD
stanford-ai-2021	534	126	1.00e+05	1.00e+05	CD
stanford-ai-2021	534	127	1.00e+06	1.00e+06	CD
stanford-ai-2021	534	128	T	t	NN
stanford-ai-2021	534	129	em	-PRON-	NN
stanford-ai-2021	534	130	p	p	NN
stanford-ai-2021	534	131	o	o	XX
stanford-ai-2021	534	132	ra	ra	NNP
stanford-ai-2021	534	133	l	l	NN
stanford-ai-2021	534	134	S	s	NN
stanford-ai-2021	534	135	h	h	NN
stanford-ai-2021	534	136	ap	ap	NNP
stanford-ai-2021	534	137	le	le	NNP
stanford-ai-2021	534	138	y	y	NNP
stanford-ai-2021	534	139	V	V	NNP
stanford-ai-2021	534	140	al	al	NNP
stanford-ai-2021	534	141	u	u	NNP
stanford-ai-2021	534	142	e	e	NNP
stanford-ai-2021	534	143	glu_vc	glu_vc	NNP
stanford-ai-2021	534	144	expMC_VSIDS_LRB_Switch_2500	expmc_vsids_lrb_switch_2500	CD
stanford-ai-2021	534	145	YalSAT	YalSAT	NNP
stanford-ai-2021	534	146	03r	03r	NNS
stanford-ai-2021	534	147	YalSAT	YalSAT	NNP
stanford-ai-2021	534	148	smallsat	smallsat	VBD
stanford-ai-2021	534	149	PauSat	PauSat	NNP
stanford-ai-2021	534	150	MapleLCMDistChronoBT	MapleLCMDistChronoBT	NNP
stanford-ai-2021	534	151	MapleLCMDiscChronoBT	MapleLCMDiscChronoBT	NNP
stanford-ai-2021	534	152	-	-	HYPH
stanford-ai-2021	534	153	DL	DL	NNP
stanford-ai-2021	534	154	-	-	HYPH
stanford-ai-2021	534	155	v3	v3	NNP
stanford-ai-2021	534	156	MapleCOMSPS_DRUP	MapleCOMSPS_DRUP	NNP
stanford-ai-2021	534	157	Maple_mix	maple_mix	NN
stanford-ai-2021	534	158	Maple_LCM_Dist	Maple_LCM_Dist	NNP
stanford-ai-2021	534	159	Kissat	Kissat	NNP
stanford-ai-2021	534	160	-	-	HYPH
stanford-ai-2021	534	161	sc2020-sat	sc2020-sat	NNP
stanford-ai-2021	534	162	glue_alt	glue_alt	NN
stanford-ai-2021	534	163	CCAnrSim	CCAnrSim	NNP
stanford-ai-2021	534	164	Candy	candy	NN
stanford-ai-2021	534	165	TEMPORAL	temporal	JJ
stanford-ai-2021	534	166	SHAPLEY	shapley	NN
stanford-ai-2021	534	167	VALUE	value	NN
stanford-ai-2021	534	168	CONTRIBUTIONS	contributions	NN
stanford-ai-2021	534	169	of	of	IN
stanford-ai-2021	534	170	INDIVIDUAL	INDIVIDUAL	NNP
stanford-ai-2021	534	171	SOLVERS	solver	NNS
stanford-ai-2021	534	172	to	to	IN
stanford-ai-2021	534	173	the	the	DT
stanford-ai-2021	534	174	STATE	STATE	NNP
stanford-ai-2021	534	175	of	of	IN
stanford-ai-2021	534	176	the	the	DT
stanford-ai-2021	534	177	ART	ART	NNP
stanford-ai-2021	534	178	OVER	OVER	NNP
stanford-ai-2021	534	179	TIME	TIME	NNP
stanford-ai-2021	534	180	(	(	-LRB-
stanford-ai-2021	534	181	HIGHER	high	JJR
stanford-ai-2021	534	182	IS	be	VBZ
stanford-ai-2021	534	183	BETTER	BETTER	NNP
stanford-ai-2021	534	184	)	)	-RRB-
stanford-ai-2021	534	185	,	,	,
stanford-ai-2021	534	186	2016	2016	CD
stanford-ai-2021	534	187	-	-	SYM
stanford-ai-2021	534	188	20	20	CD
stanford-ai-2021	534	189	Source	source	NN
stanford-ai-2021	534	190	:	:	:
stanford-ai-2021	534	191	Kotthoff	Kotthoff	NNP
stanford-ai-2021	534	192	,	,	,
stanford-ai-2021	534	193	2020	2020	CD
stanford-ai-2021	534	194	|	|	NNP
stanford-ai-2021	534	195	Chart	Chart	NNP
stanford-ai-2021	534	196	:	:	:
stanford-ai-2021	534	197	2021	2021	CD
stanford-ai-2021	534	198	AI	AI	NNP
stanford-ai-2021	534	199	Index	Index	NNP
stanford-ai-2021	534	200	Report	Report	NNP
stanford-ai-2021	534	201	Figure	Figure	NNP
stanford-ai-2021	534	202	2.6.1	2.6.1	NNP
stanford-ai-2021	534	203	Figure	figure	NN
stanford-ai-2021	534	204	2.6.2	2.6.2	CD
stanford-ai-2021	534	205	2	2	CD
stanford-ai-2021	534	206	.	.	.
stanford-ai-2021	535	1	6	6	CD
stanford-ai-2021	535	2	R	r	NN
stanford-ai-2021	535	3	E	e	NN
stanford-ai-2021	535	4	A	a	NN
stanford-ai-2021	535	5	S	s	NN
stanford-ai-2021	535	6	O	o	NN
stanford-ai-2021	535	7	N	n	NN
stanford-ai-2021	535	8	I	i	NN
stanford-ai-2021	535	9	N	n	NN
stanford-ai-2021	535	10	G	g	NN
stanford-ai-2021	535	11	C	c	NN
stanford-ai-2021	535	12	H	h	NN
stanford-ai-2021	535	13	A	a	NN
stanford-ai-2021	535	14	P	p	NN
stanford-ai-2021	535	15	T	t	NN
stanford-ai-2021	535	16	E	e	NN
stanford-ai-2021	535	17	R	r	NN
stanford-ai-2021	535	18	2	2	CD
stanford-ai-2021	535	19	:	:	:
stanford-ai-2021	535	20	T	t	NN
stanford-ai-2021	535	21	E	e	NN
stanford-ai-2021	535	22	C	c	NN
stanford-ai-2021	535	23	H	h	NN
stanford-ai-2021	535	24	N	n	NN
stanford-ai-2021	535	25	I	i	NN
stanford-ai-2021	535	26	C	c	NN
stanford-ai-2021	535	27	A	a	NN
stanford-ai-2021	535	28	L	l	NN
stanford-ai-2021	535	29	P	p	NN
stanford-ai-2021	535	30	E	e	NN
stanford-ai-2021	535	31	R	r	NN
stanford-ai-2021	535	32	F	f	NN
stanford-ai-2021	535	33	O	o	NN
stanford-ai-2021	535	34	R	r	NN
stanford-ai-2021	535	35	M	m	NN
stanford-ai-2021	535	36	A	A	NNP
stanford-ai-2021	535	37	N	n	NN
stanford-ai-2021	535	38	C	c	NN
stanford-ai-2021	535	39	E	e	NN
stanford-ai-2021	535	40	TA	ta	NN
stanford-ai-2021	535	41	B	b	NN
stanford-ai-2021	535	42	L	l	NN
stanford-ai-2021	535	43	E	e	NN
stanford-ai-2021	535	44	O	o	NN
stanford-ai-2021	535	45	F	f	NN
stanford-ai-2021	535	46	C	c	NN
stanford-ai-2021	535	47	O	o	NN
stanford-ai-2021	535	48	N	n	NN
stanford-ai-2021	535	49	T	t	NN
stanford-ai-2021	535	50	E	e	NN
stanford-ai-2021	535	51	N	n	NN
stanford-ai-2021	535	52	T	t	NN
stanford-ai-2021	535	53	S	s	NN
stanford-ai-2021	535	54	74C	74c	CD
stanford-ai-2021	535	55	H	h	NN
stanford-ai-2021	535	56	A	a	NN
stanford-ai-2021	535	57	P	p	NN
stanford-ai-2021	535	58	T	t	NN
stanford-ai-2021	535	59	E	e	NN
stanford-ai-2021	535	60	R	r	NN
stanford-ai-2021	535	61	2	2	CD
stanford-ai-2021	535	62	P	p	NN
stanford-ai-2021	535	63	R	r	NN
stanford-ai-2021	535	64	E	e	NN
stanford-ai-2021	535	65	V	v	NN
stanford-ai-2021	535	66	I	i	NN
stanford-ai-2021	535	67	E	e	NN
stanford-ai-2021	535	68	W	W	NNP
stanford-ai-2021	535	69	Artificial	Artificial	NNP
stanford-ai-2021	535	70	Intelligence	Intelligence	NNP
stanford-ai-2021	535	71	Index	Index	NNP
stanford-ai-2021	535	72	Report	Report	NNP
stanford-ai-2021	535	73	2021	2021	CD
stanford-ai-2021	535	74	According	accord	VBG
stanford-ai-2021	535	75	to	to	IN
stanford-ai-2021	535	76	the	the	DT
stanford-ai-2021	535	77	temporal	temporal	JJ
stanford-ai-2021	535	78	Shapley	Shapley	NNP
stanford-ai-2021	535	79	value	value	NN
stanford-ai-2021	535	80	,	,	,
stanford-ai-2021	535	81	in	in	IN
stanford-ai-2021	535	82	2020	2020	CD
stanford-ai-2021	535	83	the	the	DT
stanford-ai-2021	535	84	best	good	JJS
stanford-ai-2021	535	85	solver	solver	NN
stanford-ai-2021	535	86	contributes	contribute	VBZ
stanford-ai-2021	535	87	significantly	significantly	RB
stanford-ai-2021	535	88	more	more	RBR
stanford-ai-2021	535	89	than	than	IN
stanford-ai-2021	535	90	the	the	DT
stanford-ai-2021	535	91	median-	median-	JJ
stanford-ai-2021	535	92	and	and	CC
stanford-ai-2021	535	93	bottom	bottom	NN
stanford-ai-2021	535	94	-	-	HYPH
stanford-ai-2021	535	95	ranked	ranked	JJ
stanford-ai-2021	535	96	solvers	solver	NNS
stanford-ai-2021	535	97	do	do	VBP
stanford-ai-2021	535	98	.	.	.
stanford-ai-2021	536	1	The	the	DT
stanford-ai-2021	536	2	2020	2020	CD
stanford-ai-2021	536	3	winner	winner	NN
stanford-ai-2021	536	4	,	,	,
stanford-ai-2021	536	5	Kissat	Kissat	NNP
stanford-ai-2021	536	6	,	,	,
stanford-ai-2021	536	7	has	have	VBZ
stanford-ai-2021	536	8	the	the	DT
stanford-ai-2021	536	9	highest	high	JJS
stanford-ai-2021	536	10	temporal	temporal	JJ
stanford-ai-2021	536	11	Shapley	Shapley	NNP
stanford-ai-2021	536	12	value	value	NN
stanford-ai-2021	536	13	of	of	IN
stanford-ai-2021	536	14	any	any	DT
stanford-ai-2021	536	15	solvers	solver	NNS
stanford-ai-2021	536	16	excluding	exclude	VBG
stanford-ai-2021	536	17	the	the	DT
stanford-ai-2021	536	18	first	first	JJ
stanford-ai-2021	536	19	year	year	NN
stanford-ai-2021	536	20	.	.	.
stanford-ai-2021	537	1	The	the	DT
stanford-ai-2021	537	2	changes	change	NNS
stanford-ai-2021	537	3	it	-PRON-	PRP
stanford-ai-2021	537	4	incorporates	incorporate	VBZ
stanford-ai-2021	537	5	,	,	,
stanford-ai-2021	537	6	compared	compare	VBN
stanford-ai-2021	537	7	with	with	IN
stanford-ai-2021	537	8	those	those	DT
stanford-ai-2021	537	9	of	of	IN
stanford-ai-2021	537	10	previous	previous	JJ
stanford-ai-2021	537	11	solvers	solver	NNS
stanford-ai-2021	537	12	,	,	,
stanford-ai-2021	537	13	are	be	VBP
stanford-ai-2021	537	14	almost	almost	RB
stanford-ai-2021	537	15	exclusively	exclusively	RB
stanford-ai-2021	537	16	more	more	RBR
stanford-ai-2021	537	17	efficient	efficient	JJ
stanford-ai-2021	537	18	data	data	NN
stanford-ai-2021	537	19	structures	structure	NNS
stanford-ai-2021	537	20	and	and	CC
stanford-ai-2021	537	21	algorithms	algorithm	NNS
stanford-ai-2021	537	22	;	;	:
stanford-ai-2021	537	23	Kissat	Kissat	NNP
stanford-ai-2021	537	24	thus	thus	RB
stanford-ai-2021	537	25	impressively	impressively	RB
stanford-ai-2021	537	26	demonstrates	demonstrate	VBZ
stanford-ai-2021	537	27	the	the	DT
stanford-ai-2021	537	28	impact	impact	NN
stanford-ai-2021	537	29	of	of	IN
stanford-ai-2021	537	30	good	good	JJ
stanford-ai-2021	537	31	engineering	engineering	NN
stanford-ai-2021	537	32	on	on	IN
stanford-ai-2021	537	33	the	the	DT
stanford-ai-2021	537	34	state	state	NN
stanford-ai-2021	537	35	-	-	HYPH
stanford-ai-2021	537	36	of	of	IN
stanford-ai-2021	537	37	-	-	HYPH
stanford-ai-2021	537	38	the	the	DT
stanford-ai-2021	537	39	-	-	HYPH
stanford-ai-2021	537	40	art	art	NN
stanford-ai-2021	537	41	performance	performance	NN
stanford-ai-2021	537	42	.	.	.
stanford-ai-2021	538	1	By	by	IN
stanford-ai-2021	538	2	contrast	contrast	NN
stanford-ai-2021	538	3	,	,	,
stanford-ai-2021	538	4	smallsat	smallsat	NNP
stanford-ai-2021	538	5	,	,	,
stanford-ai-2021	538	6	the	the	DT
stanford-ai-2021	538	7	solver	solver	NN
stanford-ai-2021	538	8	with	with	IN
stanford-ai-2021	538	9	the	the	DT
stanford-ai-2021	538	10	largest	large	JJS
stanford-ai-2021	538	11	temporal	temporal	JJ
stanford-ai-2021	538	12	Shapley	Shapley	NNP
stanford-ai-2021	538	13	value	value	NN
stanford-ai-2021	538	14	(	(	-LRB-
stanford-ai-2021	538	15	but	but	CC
stanford-ai-2021	538	16	not	not	RB
stanford-ai-2021	538	17	the	the	DT
stanford-ai-2021	538	18	winner	winner	NN
stanford-ai-2021	538	19	)	)	-RRB-
stanford-ai-2021	538	20	in	in	IN
stanford-ai-2021	538	21	2019	2019	CD
stanford-ai-2021	538	22	,	,	,
stanford-ai-2021	538	23	focuses	focus	VBZ
stanford-ai-2021	538	24	on	on	IN
stanford-ai-2021	538	25	improved	improved	JJ
stanford-ai-2021	538	26	heuristics	heuristic	NNS
stanford-ai-2021	538	27	instead	instead	RB
stanford-ai-2021	538	28	of	of	IN
stanford-ai-2021	538	29	a	a	DT
stanford-ai-2021	538	30	more	more	RBR
stanford-ai-2021	538	31	efficient	efficient	JJ
stanford-ai-2021	538	32	implementation	implementation	NN
stanford-ai-2021	538	33	.	.	.
stanford-ai-2021	539	1	The	the	DT
stanford-ai-2021	539	2	same	same	JJ
stanford-ai-2021	539	3	is	be	VBZ
stanford-ai-2021	539	4	true	true	JJ
stanford-ai-2021	539	5	of	of	IN
stanford-ai-2021	539	6	Candy	Candy	NNP
stanford-ai-2021	539	7	,	,	,
stanford-ai-2021	539	8	the	the	DT
stanford-ai-2021	539	9	solver	solver	NN
stanford-ai-2021	539	10	with	with	IN
stanford-ai-2021	539	11	the	the	DT
stanford-ai-2021	539	12	largest	large	JJS
stanford-ai-2021	539	13	temporal	temporal	JJ
stanford-ai-2021	539	14	Shapley	Shapley	NNP
stanford-ai-2021	539	15	value	value	NN
stanford-ai-2021	539	16	in	in	IN
stanford-ai-2021	539	17	2017	2017	CD
stanford-ai-2021	539	18	,	,	,
stanford-ai-2021	539	19	whose	whose	WP$
stanford-ai-2021	539	20	main	main	JJ
stanford-ai-2021	539	21	novelty	novelty	NN
stanford-ai-2021	539	22	is	be	VBZ
stanford-ai-2021	539	23	to	to	TO
stanford-ai-2021	539	24	analyze	analyze	VB
stanford-ai-2021	539	25	the	the	DT
stanford-ai-2021	539	26	structure	structure	NN
stanford-ai-2021	539	27	of	of	IN
stanford-ai-2021	539	28	a	a	DT
stanford-ai-2021	539	29	SAT	SAT	NNP
stanford-ai-2021	539	30	instance	instance	NN
stanford-ai-2021	539	31	and	and	CC
stanford-ai-2021	539	32	apply	apply	VB
stanford-ai-2021	539	33	heuristics	heuristic	NNS
stanford-ai-2021	539	34	based	base	VBN
stanford-ai-2021	539	35	on	on	IN
stanford-ai-2021	539	36	this	this	DT
stanford-ai-2021	539	37	analysis	analysis	NN
stanford-ai-2021	539	38	.	.	.
stanford-ai-2021	540	1	Interestingly	interestingly	RB
stanford-ai-2021	540	2	,	,	,
stanford-ai-2021	540	3	neither	neither	DT
stanford-ai-2021	540	4	solver	solver	NN
stanford-ai-2021	540	5	ranked	rank	VBD
stanford-ai-2021	540	6	first	first	RB
stanford-ai-2021	540	7	in	in	IN
stanford-ai-2021	540	8	their	-PRON-	PRP$
stanford-ai-2021	540	9	respective	respective	JJ
stanford-ai-2021	540	10	years	year	NNS
stanford-ai-2021	540	11	;	;	:
stanford-ai-2021	540	12	both	both	DT
stanford-ai-2021	540	13	were	be	VBD
stanford-ai-2021	540	14	outperformed	outperform	VBN
stanford-ai-2021	540	15	by	by	IN
stanford-ai-2021	540	16	versions	version	NNS
stanford-ai-2021	540	17	of	of	IN
stanford-ai-2021	540	18	the	the	DT
stanford-ai-2021	540	19	Maple	Maple	NNP
stanford-ai-2021	540	20	solver	solver	NN
stanford-ai-2021	540	21	,	,	,
stanford-ai-2021	540	22	which	which	WDT
stanford-ai-2021	540	23	nevertheless	nevertheless	RB
stanford-ai-2021	540	24	contributes	contribute	VBZ
stanford-ai-2021	540	25	less	less	JJR
stanford-ai-2021	540	26	to	to	IN
stanford-ai-2021	540	27	the	the	DT
stanford-ai-2021	540	28	state	state	NN
stanford-ai-2021	540	29	of	of	IN
stanford-ai-2021	540	30	the	the	DT
stanford-ai-2021	540	31	art	art	NN
stanford-ai-2021	540	32	.	.	.
stanford-ai-2021	541	1	This	this	DT
stanford-ai-2021	541	2	indicates	indicate	VBZ
stanford-ai-2021	541	3	that	that	IN
stanford-ai-2021	541	4	incremental	incremental	JJ
stanford-ai-2021	541	5	improvements	improvement	NNS
stanford-ai-2021	541	6	,	,	,
stanford-ai-2021	541	7	while	while	IN
stanford-ai-2021	541	8	not	not	RB
stanford-ai-2021	541	9	necessarily	necessarily	RB
stanford-ai-2021	541	10	exciting	exciting	JJ
stanford-ai-2021	541	11	,	,	,
stanford-ai-2021	541	12	are	be	VBP
stanford-ai-2021	541	13	important	important	JJ
stanford-ai-2021	541	14	for	for	IN
stanford-ai-2021	541	15	good	good	JJ
stanford-ai-2021	541	16	performance	performance	NN
stanford-ai-2021	541	17	in	in	IN
stanford-ai-2021	541	18	practice	practice	NN
stanford-ai-2021	541	19	.	.	.
stanford-ai-2021	542	1	Based	base	VBN
stanford-ai-2021	542	2	on	on	IN
stanford-ai-2021	542	3	our	-PRON-	PRP$
stanford-ai-2021	542	4	limited	limited	JJ
stanford-ai-2021	542	5	analysis	analysis	NN
stanford-ai-2021	542	6	of	of	IN
stanford-ai-2021	542	7	the	the	DT
stanford-ai-2021	542	8	field	field	NN
stanford-ai-2021	542	9	,	,	,
stanford-ai-2021	542	10	novel	novel	JJ
stanford-ai-2021	542	11	techniques	technique	NNS
stanford-ai-2021	542	12	and	and	CC
stanford-ai-2021	542	13	more	more	RBR
stanford-ai-2021	542	14	efficient	efficient	JJ
stanford-ai-2021	542	15	implementations	implementation	NNS
stanford-ai-2021	542	16	have	have	VBP
stanford-ai-2021	542	17	made	make	VBN
stanford-ai-2021	542	18	equally	equally	RB
stanford-ai-2021	542	19	important	important	JJ
stanford-ai-2021	542	20	contributions	contribution	NNS
stanford-ai-2021	542	21	to	to	IN
stanford-ai-2021	542	22	the	the	DT
stanford-ai-2021	542	23	state	state	NN
stanford-ai-2021	542	24	of	of	IN
stanford-ai-2021	542	25	the	the	DT
stanford-ai-2021	542	26	art	art	NN
stanford-ai-2021	542	27	in	in	IN
stanford-ai-2021	542	28	SAT	SAT	NNP
stanford-ai-2021	542	29	solving	solve	VBG
stanford-ai-2021	542	30	.	.	.
stanford-ai-2021	543	1	Incremental	incremental	JJ
stanford-ai-2021	543	2	improvements	improvement	NNS
stanford-ai-2021	543	3	of	of	IN
stanford-ai-2021	543	4	established	establish	VBN
stanford-ai-2021	543	5	solvers	solver	NNS
stanford-ai-2021	543	6	are	be	VBP
stanford-ai-2021	543	7	as	as	RB
stanford-ai-2021	543	8	likely	likely	JJ
stanford-ai-2021	543	9	to	to	TO
stanford-ai-2021	543	10	result	result	VB
stanford-ai-2021	543	11	in	in	IN
stanford-ai-2021	543	12	top	top	JJ
stanford-ai-2021	543	13	performance	performance	NN
stanford-ai-2021	543	14	as	as	IN
stanford-ai-2021	543	15	more	more	RBR
stanford-ai-2021	543	16	substantial	substantial	JJ
stanford-ai-2021	543	17	improvements	improvement	NNS
stanford-ai-2021	543	18	of	of	IN
stanford-ai-2021	543	19	solvers	solver	NNS
stanford-ai-2021	543	20	without	without	IN
stanford-ai-2021	543	21	a	a	DT
stanford-ai-2021	543	22	long	long	JJ
stanford-ai-2021	543	23	track	track	NN
stanford-ai-2021	543	24	record	record	NN
stanford-ai-2021	543	25	.	.	.
stanford-ai-2021	544	1	AU	AU	NNP
stanford-ai-2021	544	2	T	t	NN
stanford-ai-2021	544	3	O	o	NN
stanford-ai-2021	544	4	M	m	NN
stanford-ai-2021	544	5	AT	at	NN
stanford-ai-2021	544	6	E	e	NN
stanford-ai-2021	544	7	D	d	NN
stanford-ai-2021	544	8	T	t	NN
stanford-ai-2021	544	9	H	h	NN
stanford-ai-2021	544	10	E	e	NN
stanford-ai-2021	544	11	O	o	NN
stanford-ai-2021	544	12	R	r	NN
stanford-ai-2021	544	13	E	e	NN
stanford-ai-2021	544	14	M	m	NN
stanford-ai-2021	544	15	P	p	NN
stanford-ai-2021	544	16	R	r	NN
stanford-ai-2021	544	17	OV	ov	NN
stanford-ai-2021	544	18	I	i	NN
stanford-ai-2021	544	19	N	n	CD
stanford-ai-2021	544	20	G	g	NN
stanford-ai-2021	544	21	(	(	-LRB-
stanford-ai-2021	544	22	AT	AT	NNP
stanford-ai-2021	544	23	P	P	NNP
stanford-ai-2021	544	24	)	)	-RRB-
stanford-ai-2021	544	25	Analysis	Analysis	NNP
stanford-ai-2021	544	26	and	and	CC
stanford-ai-2021	544	27	text	text	NN
stanford-ai-2021	544	28	by	by	IN
stanford-ai-2021	544	29	Geoff	Geoff	NNP
stanford-ai-2021	544	30	Sutcliffe	Sutcliffe	NNP
stanford-ai-2021	544	31	,	,	,
stanford-ai-2021	544	32	Christian	Christian	NNP
stanford-ai-2021	544	33	Suttner	Suttner	NNP
stanford-ai-2021	544	34	,	,	,
stanford-ai-2021	544	35	and	and	CC
stanford-ai-2021	544	36	Raymond	Raymond	NNP
stanford-ai-2021	544	37	Perrault	Perrault	NNP
stanford-ai-2021	544	38	Automated	Automated	NNP
stanford-ai-2021	544	39	Theorem	Theorem	NNP
stanford-ai-2021	544	40	Proving	Proving	NNP
stanford-ai-2021	544	41	(	(	-LRB-
stanford-ai-2021	544	42	ATP	ATP	NNP
stanford-ai-2021	544	43	)	)	-RRB-
stanford-ai-2021	544	44	concerns	concern	VBZ
stanford-ai-2021	544	45	the	the	DT
stanford-ai-2021	544	46	development	development	NN
stanford-ai-2021	544	47	and	and	CC
stanford-ai-2021	544	48	use	use	NN
stanford-ai-2021	544	49	of	of	IN
stanford-ai-2021	544	50	systems	system	NNS
stanford-ai-2021	544	51	that	that	WDT
stanford-ai-2021	544	52	automate	automate	VBP
stanford-ai-2021	544	53	sound	sound	NN
stanford-ai-2021	544	54	reasoning	reasoning	NN
stanford-ai-2021	544	55	,	,	,
stanford-ai-2021	544	56	or	or	CC
stanford-ai-2021	544	57	the	the	DT
stanford-ai-2021	544	58	derivation	derivation	NN
stanford-ai-2021	544	59	of	of	IN
stanford-ai-2021	544	60	conclusions	conclusion	NNS
stanford-ai-2021	544	61	that	that	WDT
stanford-ai-2021	544	62	follow	follow	VBP
stanford-ai-2021	544	63	inevitably	inevitably	RB
stanford-ai-2021	544	64	from	from	IN
stanford-ai-2021	544	65	facts	fact	NNS
stanford-ai-2021	544	66	.	.	.
stanford-ai-2021	545	1	ATP	atp	NN
stanford-ai-2021	545	2	systems	system	NNS
stanford-ai-2021	545	3	are	be	VBP
stanford-ai-2021	545	4	at	at	IN
stanford-ai-2021	545	5	the	the	DT
stanford-ai-2021	545	6	heart	heart	NN
stanford-ai-2021	545	7	of	of	IN
stanford-ai-2021	545	8	many	many	JJ
stanford-ai-2021	545	9	computational	computational	JJ
stanford-ai-2021	545	10	tasks	task	NNS
stanford-ai-2021	545	11	,	,	,
stanford-ai-2021	545	12	including	include	VBG
stanford-ai-2021	545	13	software	software	NN
stanford-ai-2021	545	14	verification	verification	NN
stanford-ai-2021	545	15	.	.	.
stanford-ai-2021	546	1	The	the	DT
stanford-ai-2021	546	2	TPTP	TPTP	NNP
stanford-ai-2021	546	3	problem	problem	NN
stanford-ai-2021	546	4	library	library	NN
stanford-ai-2021	546	5	was	be	VBD
stanford-ai-2021	546	6	used	use	VBN
stanford-ai-2021	546	7	to	to	TO
stanford-ai-2021	546	8	evaluate	evaluate	VB
stanford-ai-2021	546	9	the	the	DT
stanford-ai-2021	546	10	performance	performance	NN
stanford-ai-2021	546	11	of	of	IN
stanford-ai-2021	546	12	ATP	ATP	NNP
stanford-ai-2021	546	13	algorithms	algorithm	NNS
stanford-ai-2021	546	14	from	from	IN
stanford-ai-2021	546	15	1997	1997	CD
stanford-ai-2021	546	16	to	to	IN
stanford-ai-2021	546	17	2020	2020	CD
stanford-ai-2021	546	18	and	and	CC
stanford-ai-2021	546	19	to	to	TO
stanford-ai-2021	546	20	measure	measure	VB
stanford-ai-2021	546	21	the	the	DT
stanford-ai-2021	546	22	fraction	fraction	NN
stanford-ai-2021	546	23	of	of	IN
stanford-ai-2021	546	24	problems	problem	NNS
stanford-ai-2021	546	25	solved	solve	VBN
stanford-ai-2021	546	26	by	by	IN
stanford-ai-2021	546	27	any	any	DT
stanford-ai-2021	546	28	system	system	NN
stanford-ai-2021	546	29	over	over	IN
stanford-ai-2021	546	30	time	time	NN
stanford-ai-2021	546	31	(	(	-LRB-
stanford-ai-2021	546	32	see	see	VB
stanford-ai-2021	546	33	the	the	DT
stanford-ai-2021	546	34	Appendix	Appendix	NNP
stanford-ai-2021	546	35	for	for	IN
stanford-ai-2021	546	36	more	more	JJR
stanford-ai-2021	546	37	details	detail	NNS
stanford-ai-2021	546	38	)	)	-RRB-
stanford-ai-2021	546	39	.	.	.
stanford-ai-2021	547	1	The	the	DT
stanford-ai-2021	547	2	analysis	analysis	NN
stanford-ai-2021	547	3	extends	extend	VBZ
stanford-ai-2021	547	4	to	to	IN
stanford-ai-2021	547	5	the	the	DT
stanford-ai-2021	547	6	whole	whole	JJ
stanford-ai-2021	547	7	TPTP	TPTP	NNP
stanford-ai-2021	547	8	(	(	-LRB-
stanford-ai-2021	547	9	over	over	IN
stanford-ai-2021	547	10	23,000	23,000	CD
stanford-ai-2021	547	11	problems	problem	NNS
stanford-ai-2021	547	12	)	)	-RRB-
stanford-ai-2021	547	13	in	in	IN
stanford-ai-2021	547	14	addition	addition	NN
stanford-ai-2021	547	15	to	to	IN
stanford-ai-2021	547	16	four	four	CD
stanford-ai-2021	547	17	salient	salient	NN
stanford-ai-2021	547	18	subsets	subset	NNS
stanford-ai-2021	547	19	(	(	-LRB-
stanford-ai-2021	547	20	each	each	DT
stanford-ai-2021	547	21	ranging	range	VBG
stanford-ai-2021	547	22	between	between	IN
stanford-ai-2021	547	23	500	500	CD
stanford-ai-2021	547	24	and	and	CC
stanford-ai-2021	547	25	5,500	5,500	CD
stanford-ai-2021	547	26	problems)—clause	problems)—clause	CD
stanford-ai-2021	547	27	normal	normal	JJ
stanford-ai-2021	547	28	form	form	NN
stanford-ai-2021	547	29	(	(	-LRB-
stanford-ai-2021	547	30	CNF	CNF	NNP
stanford-ai-2021	547	31	)	)	-RRB-
stanford-ai-2021	547	32	,	,	,
stanford-ai-2021	547	33	first	first	JJ
stanford-ai-2021	547	34	-	-	HYPH
stanford-ai-2021	547	35	order	order	NN
stanford-ai-2021	547	36	form	form	NN
stanford-ai-2021	547	37	(	(	-LRB-
stanford-ai-2021	547	38	FOF	FOF	NNP
stanford-ai-2021	547	39	)	)	-RRB-
stanford-ai-2021	547	40	,	,	,
stanford-ai-2021	547	41	monomorphic	monomorphic	JJ
stanford-ai-2021	547	42	typed	type	VBN
stanford-ai-2021	547	43	first	first	JJ
stanford-ai-2021	547	44	-	-	HYPH
stanford-ai-2021	547	45	order	order	NN
stanford-ai-2021	547	46	form	form	NN
stanford-ai-2021	547	47	(	(	-LRB-
stanford-ai-2021	547	48	TF0	TF0	NNP
stanford-ai-2021	547	49	)	)	-RRB-
stanford-ai-2021	547	50	with	with	IN
stanford-ai-2021	547	51	arithmetic	arithmetic	JJ
stanford-ai-2021	547	52	,	,	,
stanford-ai-2021	547	53	and	and	CC
stanford-ai-2021	547	54	monomorphic	monomorphic	JJ
stanford-ai-2021	547	55	typed	typed	JJ
stanford-ai-2021	547	56	higher	high	JJR
stanford-ai-2021	547	57	-	-	HYPH
stanford-ai-2021	547	58	order	order	NN
stanford-ai-2021	547	59	form	form	NN
stanford-ai-2021	547	60	(	(	-LRB-
stanford-ai-2021	547	61	TH0	TH0	NNP
stanford-ai-2021	547	62	)	)	-RRB-
stanford-ai-2021	547	63	theorems	theorem	VBZ
stanford-ai-2021	547	64	—	—	:
stanford-ai-2021	547	65	all	all	DT
stanford-ai-2021	547	66	including	include	VBG
stanford-ai-2021	547	67	the	the	DT
stanford-ai-2021	547	68	use	use	NN
stanford-ai-2021	547	69	of	of	IN
stanford-ai-2021	547	70	the	the	DT
stanford-ai-2021	547	71	equality	equality	NN
stanford-ai-2021	547	72	operator	operator	NN
stanford-ai-2021	547	73	.	.	.
stanford-ai-2021	548	1	Figure	figure	NN
stanford-ai-2021	548	2	2.6.3	2.6.3	NN
stanford-ai-2021	548	3	shows	show	VBZ
stanford-ai-2021	548	4	that	that	IN
stanford-ai-2021	548	5	the	the	DT
stanford-ai-2021	548	6	fraction	fraction	NN
stanford-ai-2021	548	7	of	of	IN
stanford-ai-2021	548	8	problems	problem	NNS
stanford-ai-2021	548	9	solved	solve	VBD
stanford-ai-2021	548	10	climbs	climb	NNS
stanford-ai-2021	548	11	consistently	consistently	RB
stanford-ai-2021	548	12	,	,	,
stanford-ai-2021	548	13	indicating	indicate	VBG
stanford-ai-2021	548	14	progress	progress	NN
stanford-ai-2021	548	15	in	in	IN
stanford-ai-2021	548	16	the	the	DT
stanford-ai-2021	548	17	field	field	NN
stanford-ai-2021	548	18	.	.	.
stanford-ai-2021	549	1	The	the	DT
stanford-ai-2021	549	2	noticeable	noticeable	JJ
stanford-ai-2021	549	3	progress	progress	NN
stanford-ai-2021	549	4	from	from	IN
stanford-ai-2021	549	5	2008	2008	CD
stanford-ai-2021	549	6	to	to	IN
stanford-ai-2021	549	7	2013	2013	CD
stanford-ai-2021	549	8	included	include	VBD
stanford-ai-2021	549	9	strong	strong	JJ
stanford-ai-2021	549	10	progress	progress	NN
stanford-ai-2021	549	11	in	in	IN
stanford-ai-2021	549	12	the	the	DT
stanford-ai-2021	549	13	FOF	FOF	NNP
stanford-ai-2021	549	14	,	,	,
stanford-ai-2021	549	15	TF0	TF0	NNP
stanford-ai-2021	549	16	,	,	,
stanford-ai-2021	549	17	and	and	CC
stanford-ai-2021	549	18	TH0	TH0	NNP
stanford-ai-2021	549	19	subsets	subset	VBZ
stanford-ai-2021	549	20	.	.	.
stanford-ai-2021	550	1	In	in	IN
stanford-ai-2021	550	2	FOF	FOF	NNP
stanford-ai-2021	550	3	,	,	,
stanford-ai-2021	550	4	which	which	WDT
stanford-ai-2021	550	5	has	have	VBZ
stanford-ai-2021	550	6	been	be	VBN
stanford-ai-2021	550	7	used	use	VBN
stanford-ai-2021	550	8	in	in	IN
stanford-ai-2021	550	9	many	many	JJ
stanford-ai-2021	550	10	domains	domain	NNS
stanford-ai-2021	550	11	(	(	-LRB-
stanford-ai-2021	550	12	e.g.	e.g.	RB
stanford-ai-2021	550	13	,	,	,
stanford-ai-2021	550	14	mathematics	mathematic	NNS
stanford-ai-2021	550	15	,	,	,
stanford-ai-2021	550	16	real	real	JJ
stanford-ai-2021	550	17	-	-	HYPH
stanford-ai-2021	550	18	world	world	NN
stanford-ai-2021	550	19	knowledge	knowledge	NN
stanford-ai-2021	550	20	,	,	,
stanford-ai-2021	550	21	software	software	NN
stanford-ai-2021	550	22	verification	verification	NN
stanford-ai-2021	550	23	)	)	-RRB-
stanford-ai-2021	550	24	,	,	,
stanford-ai-2021	550	25	there	there	EX
stanford-ai-2021	550	26	were	be	VBD
stanford-ai-2021	550	27	significant	significant	JJ
stanford-ai-2021	550	28	improvements	improvement	NNS
stanford-ai-2021	550	29	in	in	IN
stanford-ai-2021	550	30	the	the	DT
stanford-ai-2021	550	31	Vampire	Vampire	NNP
stanford-ai-2021	550	32	,	,	,
stanford-ai-2021	550	33	E	e	NN
stanford-ai-2021	550	34	,	,	,
stanford-ai-2021	550	35	and	and	CC
stanford-ai-2021	550	36	iProver	iProver	NNP
stanford-ai-2021	550	37	systems	system	NNS
stanford-ai-2021	550	38	.	.	.
stanford-ai-2021	551	1	In	in	IN
stanford-ai-2021	551	2	TF0	TF0	NNP
stanford-ai-2021	551	3	(	(	-LRB-
stanford-ai-2021	551	4	primarily	primarily	RB
stanford-ai-2021	551	5	used	use	VBN
stanford-ai-2021	551	6	for	for	IN
stanford-ai-2021	551	7	solving	solve	VBG
stanford-ai-2021	551	8	problems	problem	NNS
stanford-ai-2021	551	9	in	in	IN
stanford-ai-2021	551	10	mathematics	mathematic	NNS
stanford-ai-2021	551	11	and	and	CC
stanford-ai-2021	551	12	computer	computer	NN
stanford-ai-2021	551	13	science	science	NN
stanford-ai-2021	551	14	)	)	-RRB-
stanford-ai-2021	551	15	and	and	CC
stanford-ai-2021	551	16	TH0	TH0	NNP
stanford-ai-2021	551	17	(	(	-LRB-
stanford-ai-2021	551	18	useful	useful	JJ
stanford-ai-2021	551	19	in	in	IN
stanford-ai-2021	551	20	subtle	subtle	JJ
stanford-ai-2021	551	21	and	and	CC
stanford-ai-2021	551	22	complex	complex	JJ
stanford-ai-2021	551	23	topics	topic	NNS
stanford-ai-2021	551	24	such	such	JJ
stanford-ai-2021	551	25	as	as	IN
stanford-ai-2021	551	26	philosophy	philosophy	NN
stanford-ai-2021	551	27	and	and	CC
stanford-ai-2021	551	28	logic	logic	NN
stanford-ai-2021	551	29	)	)	-RRB-
stanford-ai-2021	551	30	,	,	,
stanford-ai-2021	551	31	there	there	EX
stanford-ai-2021	551	32	was	be	VBD
stanford-ai-2021	551	33	rapid	rapid	JJ
stanford-ai-2021	551	34	initial	initial	JJ
stanford-ai-2021	551	35	progress	progress	NN
stanford-ai-2021	551	36	as	as	IN
stanford-ai-2021	551	37	systems	system	NNS
stanford-ai-2021	551	38	developed	develop	VBN
stanford-ai-2021	551	39	techniques	technique	NNS
stanford-ai-2021	551	40	that	that	WDT
stanford-ai-2021	551	41	solved	solve	VBD
stanford-ai-2021	551	42	“	"	``
stanford-ai-2021	551	43	low	low	RB
stanford-ai-2021	551	44	-	-	HYPH
stanford-ai-2021	551	45	hanging	hang	VBG
stanford-ai-2021	551	46	fruit	fruit	NN
stanford-ai-2021	551	47	”	"	''
stanford-ai-2021	551	48	problems	problem	NNS
stanford-ai-2021	551	49	.	.	.
stanford-ai-2021	552	1	In	in	IN
stanford-ai-2021	552	2	2014–2015	2014–2015	CD
stanford-ai-2021	552	3	,	,	,
stanford-ai-2021	552	4	there	there	EX
stanford-ai-2021	552	5	was	be	VBD
stanford-ai-2021	552	6	another	another	DT
stanford-ai-2021	552	7	burst	burst	NN
stanford-ai-2021	552	8	of	of	IN
stanford-ai-2021	552	9	progress	progress	NN
stanford-ai-2021	552	10	in	in	IN
stanford-ai-2021	552	11	TF0	TF0	NNP
stanford-ai-2021	552	12	,	,	,
stanford-ai-2021	552	13	as	as	IN
stanford-ai-2021	552	14	the	the	DT
stanford-ai-2021	552	15	Vampire	Vampire	NNP
stanford-ai-2021	552	16	system	system	NN
stanford-ai-2021	552	17	became	become	VBD
stanford-ai-2021	552	18	capable	capable	JJ
stanford-ai-2021	552	19	of	of	IN
stanford-ai-2021	552	20	processing	process	VBG
stanford-ai-2021	552	21	TF0	TF0	NNP
stanford-ai-2021	552	22	problems	problem	NNS
stanford-ai-2021	552	23	.	.	.
stanford-ai-2021	553	1	It	-PRON-	PRP
stanford-ai-2021	553	2	is	be	VBZ
stanford-ai-2021	553	3	noteworthy	noteworthy	JJ
stanford-ai-2021	553	4	that	that	IN
stanford-ai-2021	553	5	,	,	,
stanford-ai-2021	553	6	since	since	IN
stanford-ai-2021	553	7	2015	2015	CD
stanford-ai-2021	553	8	,	,	,
stanford-ai-2021	553	9	progress	progress	NN
stanford-ai-2021	553	10	has	have	VBZ
stanford-ai-2021	553	11	continued	continue	VBN
stanford-ai-2021	553	12	but	but	CC
stanford-ai-2021	553	13	slowed	slow	VBN
stanford-ai-2021	553	14	,	,	,
stanford-ai-2021	553	15	with	with	IN
stanford-ai-2021	553	16	no	no	DT
stanford-ai-2021	553	17	indication	indication	NN
stanford-ai-2021	553	18	of	of	IN
stanford-ai-2021	553	19	rapid	rapid	JJ
stanford-ai-2021	553	20	advances	advance	NNS
stanford-ai-2021	553	21	or	or	CC
stanford-ai-2021	553	22	breakthroughs	breakthrough	NNS
stanford-ai-2021	553	23	in	in	IN
stanford-ai-2021	553	24	the	the	DT
stanford-ai-2021	553	25	last	last	JJ
stanford-ai-2021	553	26	few	few	JJ
stanford-ai-2021	553	27	years	year	NNS
stanford-ai-2021	553	28	.	.	.
stanford-ai-2021	554	1	2	2	LS
stanford-ai-2021	554	2	.	.	.
stanford-ai-2021	555	1	6	6	CD
stanford-ai-2021	555	2	R	r	NN
stanford-ai-2021	555	3	E	e	NN
stanford-ai-2021	555	4	A	a	NN
stanford-ai-2021	555	5	S	s	NN
stanford-ai-2021	555	6	O	o	NN
stanford-ai-2021	555	7	N	n	NN
stanford-ai-2021	555	8	I	i	NN
stanford-ai-2021	555	9	N	n	NN
stanford-ai-2021	555	10	G	g	NN
stanford-ai-2021	555	11	C	c	NN
stanford-ai-2021	555	12	H	h	NN
stanford-ai-2021	555	13	A	a	NN
stanford-ai-2021	555	14	P	p	NN
stanford-ai-2021	555	15	T	t	NN
stanford-ai-2021	555	16	E	e	NN
stanford-ai-2021	555	17	R	r	NN
stanford-ai-2021	555	18	2	2	CD
stanford-ai-2021	555	19	:	:	:
stanford-ai-2021	555	20	T	t	NN
stanford-ai-2021	555	21	E	e	NN
stanford-ai-2021	555	22	C	c	NN
stanford-ai-2021	555	23	H	h	NN
stanford-ai-2021	555	24	N	n	NN
stanford-ai-2021	555	25	I	i	NN
stanford-ai-2021	555	26	C	c	NN
stanford-ai-2021	555	27	A	a	NN
stanford-ai-2021	555	28	L	l	NN
stanford-ai-2021	555	29	P	p	NN
stanford-ai-2021	555	30	E	e	NN
stanford-ai-2021	555	31	R	r	NN
stanford-ai-2021	555	32	F	f	NN
stanford-ai-2021	555	33	O	o	NN
stanford-ai-2021	555	34	R	r	NN
stanford-ai-2021	555	35	M	m	NN
stanford-ai-2021	555	36	A	A	NNP
stanford-ai-2021	555	37	N	n	NN
stanford-ai-2021	555	38	C	c	NN
stanford-ai-2021	555	39	E	e	NN
stanford-ai-2021	555	40	http://www.tptp.org/	http://www.tptp.org/	NN
stanford-ai-2021	555	41	TA	TA	NNP
stanford-ai-2021	555	42	B	b	NN
stanford-ai-2021	555	43	L	l	NN
stanford-ai-2021	555	44	E	e	NN
stanford-ai-2021	555	45	O	o	NN
stanford-ai-2021	555	46	F	f	NN
stanford-ai-2021	555	47	C	c	NN
stanford-ai-2021	555	48	O	o	NN
stanford-ai-2021	555	49	N	n	NN
stanford-ai-2021	555	50	T	t	NN
stanford-ai-2021	555	51	E	e	NN
stanford-ai-2021	555	52	N	n	NN
stanford-ai-2021	555	53	T	t	NN
stanford-ai-2021	555	54	S	s	NN
stanford-ai-2021	555	55	75C	75c	NN
stanford-ai-2021	555	56	H	h	NN
stanford-ai-2021	555	57	A	a	NN
stanford-ai-2021	555	58	P	p	NN
stanford-ai-2021	555	59	T	t	NN
stanford-ai-2021	555	60	E	e	NN
stanford-ai-2021	555	61	R	r	NN
stanford-ai-2021	555	62	2	2	CD
stanford-ai-2021	555	63	P	p	NN
stanford-ai-2021	555	64	R	r	NN
stanford-ai-2021	555	65	E	e	NN
stanford-ai-2021	555	66	V	v	NN
stanford-ai-2021	555	67	I	i	NN
stanford-ai-2021	555	68	E	e	NN
stanford-ai-2021	555	69	W	W	NNP
stanford-ai-2021	555	70	Artificial	Artificial	NNP
stanford-ai-2021	555	71	Intelligence	Intelligence	NNP
stanford-ai-2021	555	72	Index	Index	NNP
stanford-ai-2021	555	73	Report	Report	NNP
stanford-ai-2021	555	74	2021	2021	CD
stanford-ai-2021	555	75	While	while	IN
stanford-ai-2021	555	76	this	this	DT
stanford-ai-2021	555	77	analysis	analysis	NN
stanford-ai-2021	555	78	demonstrates	demonstrate	VBZ
stanford-ai-2021	555	79	progress	progress	NN
stanford-ai-2021	555	80	in	in	IN
stanford-ai-2021	555	81	ATP	ATP	NNP
stanford-ai-2021	555	82	,	,	,
stanford-ai-2021	555	83	there	there	EX
stanford-ai-2021	555	84	is	be	VBZ
stanford-ai-2021	555	85	obviously	obviously	RB
stanford-ai-2021	555	86	room	room	NN
stanford-ai-2021	555	87	for	for	IN
stanford-ai-2021	555	88	much	much	RB
stanford-ai-2021	555	89	more	more	JJR
stanford-ai-2021	555	90	.	.	.
stanford-ai-2021	556	1	Two	two	CD
stanford-ai-2021	556	2	keys	key	NNS
stanford-ai-2021	556	3	to	to	TO
stanford-ai-2021	556	4	solve	solve	VB
stanford-ai-2021	556	5	ATP	atp	NN
stanford-ai-2021	556	6	problems	problem	NNS
stanford-ai-2021	556	7	are	be	VBP
stanford-ai-2021	556	8	axiom	axiom	JJ
stanford-ai-2021	556	9	selection	selection	NN
stanford-ai-2021	556	10	(	(	-LRB-
stanford-ai-2021	556	11	given	give	VBN
stanford-ai-2021	556	12	a	a	DT
stanford-ai-2021	556	13	large	large	JJ
stanford-ai-2021	556	14	set	set	NN
stanford-ai-2021	556	15	of	of	IN
stanford-ai-2021	556	16	axioms	axiom	NNS
stanford-ai-2021	556	17	,	,	,
stanford-ai-2021	556	18	only	only	RB
stanford-ai-2021	556	19	some	some	DT
stanford-ai-2021	556	20	of	of	IN
stanford-ai-2021	556	21	which	which	WDT
stanford-ai-2021	556	22	are	be	VBP
stanford-ai-2021	556	23	needed	need	VBN
stanford-ai-2021	556	24	for	for	IN
stanford-ai-2021	556	25	a	a	DT
stanford-ai-2021	556	26	proof	proof	NN
stanford-ai-2021	556	27	of	of	IN
stanford-ai-2021	556	28	the	the	DT
stanford-ai-2021	556	29	conjecture	conjecture	NN
stanford-ai-2021	556	30	,	,	,
stanford-ai-2021	556	31	how	how	WRB
stanford-ai-2021	556	32	to	to	TO
stanford-ai-2021	556	33	select	select	VB
stanford-ai-2021	556	34	an	an	DT
stanford-ai-2021	556	35	adequate	adequate	JJ
stanford-ai-2021	556	36	subset	subset	NN
stanford-ai-2021	556	37	of	of	IN
stanford-ai-2021	556	38	the	the	DT
stanford-ai-2021	556	39	axioms	axiom	NNS
stanford-ai-2021	556	40	)	)	-RRB-
stanford-ai-2021	556	41	;	;	:
stanford-ai-2021	556	42	and	and	CC
stanford-ai-2021	556	43	search	search	NN
stanford-ai-2021	556	44	choice	choice	NN
stanford-ai-2021	556	45	(	(	-LRB-
stanford-ai-2021	556	46	at	at	IN
stanford-ai-2021	556	47	each	each	DT
stanford-ai-2021	556	48	stage	stage	NN
stanford-ai-2021	556	49	of	of	IN
stanford-ai-2021	556	50	an	an	DT
stanford-ai-2021	556	51	ATP	atp	NN
stanford-ai-2021	556	52	system	system	NN
stanford-ai-2021	556	53	’s	’s	POS
stanford-ai-2021	556	54	search	search	NN
stanford-ai-2021	556	55	for	for	IN
stanford-ai-2021	556	56	a	a	DT
stanford-ai-2021	556	57	solution	solution	NN
stanford-ai-2021	556	58	,	,	,
stanford-ai-2021	556	59	which	which	WDT
stanford-ai-2021	556	60	logical	logical	JJ
stanford-ai-2021	556	61	formula(e	formula(e	NNP
stanford-ai-2021	556	62	)	)	-RRB-
stanford-ai-2021	556	63	should	should	MD
stanford-ai-2021	556	64	be	be	VB
stanford-ai-2021	556	65	selected	select	VBN
stanford-ai-2021	556	66	for	for	IN
stanford-ai-2021	556	67	attention	attention	NN
stanford-ai-2021	556	68	)	)	-RRB-
stanford-ai-2021	556	69	.	.	.
stanford-ai-2021	557	1	The	the	DT
stanford-ai-2021	557	2	latter	latter	JJ
stanford-ai-2021	557	3	issue	issue	NN
stanford-ai-2021	557	4	has	have	VBZ
stanford-ai-2021	557	5	been	be	VBN
stanford-ai-2021	557	6	at	at	IN
stanford-ai-2021	557	7	the	the	DT
stanford-ai-2021	557	8	forefront	forefront	NN
stanford-ai-2021	557	9	of	of	IN
stanford-ai-2021	557	10	ATP	atp	NN
stanford-ai-2021	557	11	research	research	NN
stanford-ai-2021	557	12	since	since	IN
stanford-ai-2021	557	13	its	-PRON-	PRP$
stanford-ai-2021	557	14	inception	inception	NN
stanford-ai-2021	557	15	in	in	IN
stanford-ai-2021	557	16	the	the	DT
stanford-ai-2021	557	17	1960s	1960	NNS
stanford-ai-2021	557	18	,	,	,
stanford-ai-2021	557	19	while	while	IN
stanford-ai-2021	557	20	the	the	DT
stanford-ai-2021	557	21	former	former	NN
stanford-ai-2021	557	22	has	have	VBZ
stanford-ai-2021	557	23	become	become	VBN
stanford-ai-2021	557	24	increasingly	increasingly	RB
stanford-ai-2021	557	25	important	important	JJ
stanford-ai-2021	557	26	as	as	IN
stanford-ai-2021	557	27	large	large	JJ
stanford-ai-2021	557	28	bodies	body	NNS
stanford-ai-2021	557	29	of	of	IN
stanford-ai-2021	557	30	knowledge	knowledge	NN
stanford-ai-2021	557	31	are	be	VBP
stanford-ai-2021	557	32	encoded	encode	VBN
stanford-ai-2021	557	33	for	for	IN
stanford-ai-2021	557	34	ATP	ATP	NNP
stanford-ai-2021	557	35	.	.	.
stanford-ai-2021	558	1	In	in	IN
stanford-ai-2021	558	2	the	the	DT
stanford-ai-2021	558	3	last	last	JJ
stanford-ai-2021	558	4	decade	decade	NN
stanford-ai-2021	558	5	,	,	,
stanford-ai-2021	558	6	there	there	EX
stanford-ai-2021	558	7	has	have	VBZ
stanford-ai-2021	558	8	been	be	VBN
stanford-ai-2021	558	9	growing	grow	VBG
stanford-ai-2021	558	10	use	use	NN
stanford-ai-2021	558	11	of	of	IN
stanford-ai-2021	558	12	machine	machine	NN
stanford-ai-2021	558	13	learning	learning	NN
stanford-ai-2021	558	14	approaches	approach	NNS
stanford-ai-2021	558	15	to	to	IN
stanford-ai-2021	558	16	addressing	address	VBG
stanford-ai-2021	558	17	these	these	DT
stanford-ai-2021	558	18	two	two	CD
stanford-ai-2021	558	19	key	key	JJ
stanford-ai-2021	558	20	challenges	challenge	NNS
stanford-ai-2021	558	21	(	(	-LRB-
stanford-ai-2021	558	22	e.g.	e.g.	RB
stanford-ai-2021	558	23	,	,	,
stanford-ai-2021	558	24	in	in	IN
stanford-ai-2021	558	25	the	the	DT
stanford-ai-2021	558	26	MaLARea	MaLARea	NNP
stanford-ai-2021	558	27	and	and	CC
stanford-ai-2021	558	28	Enigma	Enigma	NNP
stanford-ai-2021	558	29	ATP	ATP	NNP
stanford-ai-2021	558	30	systems	system	NNS
stanford-ai-2021	558	31	)	)	-RRB-
stanford-ai-2021	558	32	.	.	.
stanford-ai-2021	559	1	Recent	recent	JJ
stanford-ai-2021	559	2	results	result	NNS
stanford-ai-2021	559	3	from	from	IN
stanford-ai-2021	559	4	the	the	DT
stanford-ai-2021	559	5	CADE	CADE	NNP
stanford-ai-2021	559	6	ATP	ATP	NNP
stanford-ai-2021	559	7	System	System	NNP
stanford-ai-2021	559	8	Competition	Competition	NNP
stanford-ai-2021	559	9	(	(	-LRB-
stanford-ai-2021	559	10	CASC	CASC	NNP
stanford-ai-2021	559	11	)	)	-RRB-
stanford-ai-2021	559	12	have	have	VBP
stanford-ai-2021	559	13	shown	show	VBN
stanford-ai-2021	559	14	that	that	IN
stanford-ai-2021	559	15	the	the	DT
stanford-ai-2021	559	16	emergence	emergence	NN
stanford-ai-2021	559	17	of	of	IN
stanford-ai-2021	559	18	machine	machine	NN
stanford-ai-2021	559	19	learning	learning	NN
stanford-ai-2021	559	20	is	be	VBZ
stanford-ai-2021	559	21	a	a	DT
stanford-ai-2021	559	22	potential	potential	JJ
stanford-ai-2021	559	23	game	game	NN
stanford-ai-2021	559	24	-	-	HYPH
stanford-ai-2021	559	25	changer	changer	NN
stanford-ai-2021	559	26	for	for	IN
stanford-ai-2021	559	27	ATP	ATP	NNP
stanford-ai-2021	559	28	.	.	.
stanford-ai-2021	560	1	2	2	LS
stanford-ai-2021	560	2	.	.	.
stanford-ai-2021	561	1	6	6	CD
stanford-ai-2021	561	2	R	r	NN
stanford-ai-2021	561	3	E	e	NN
stanford-ai-2021	561	4	A	a	NN
stanford-ai-2021	561	5	S	s	NN
stanford-ai-2021	561	6	O	o	NN
stanford-ai-2021	561	7	N	n	NN
stanford-ai-2021	561	8	I	i	NN
stanford-ai-2021	561	9	N	n	NN
stanford-ai-2021	561	10	G	g	NN
stanford-ai-2021	561	11	C	c	NN
stanford-ai-2021	561	12	H	h	NN
stanford-ai-2021	561	13	A	a	NN
stanford-ai-2021	561	14	P	p	NN
stanford-ai-2021	561	15	T	t	NN
stanford-ai-2021	561	16	E	e	NN
stanford-ai-2021	561	17	R	r	NN
stanford-ai-2021	561	18	2	2	CD
stanford-ai-2021	561	19	:	:	:
stanford-ai-2021	561	20	T	t	NN
stanford-ai-2021	561	21	E	e	NN
stanford-ai-2021	561	22	C	c	NN
stanford-ai-2021	561	23	H	h	NN
stanford-ai-2021	561	24	N	n	NN
stanford-ai-2021	561	25	I	i	NN
stanford-ai-2021	561	26	C	c	NN
stanford-ai-2021	561	27	A	a	NN
stanford-ai-2021	561	28	L	l	NN
stanford-ai-2021	561	29	P	p	NN
stanford-ai-2021	561	30	E	e	NN
stanford-ai-2021	561	31	R	r	NN
stanford-ai-2021	561	32	F	f	NN
stanford-ai-2021	561	33	O	o	NN
stanford-ai-2021	561	34	R	r	NN
stanford-ai-2021	561	35	M	m	NN
stanford-ai-2021	561	36	A	A	NNP
stanford-ai-2021	561	37	N	N	NNP
stanford-ai-2021	561	38	C	c	NN
stanford-ai-2021	561	39	E	e	NN
stanford-ai-2021	561	40	19	19	CD
stanford-ai-2021	561	41	9	9	CD
stanford-ai-2021	561	42	7	7	CD
stanford-ai-2021	561	43	19	19	CD
stanford-ai-2021	561	44	9	9	CD
stanford-ai-2021	561	45	8	8	CD
stanford-ai-2021	561	46	19	19	CD
stanford-ai-2021	561	47	9	9	CD
stanford-ai-2021	561	48	9	9	CD
stanford-ai-2021	561	49	20	20	CD
stanford-ai-2021	561	50	0	0	CD
stanford-ai-2021	561	51	0	0	CD
stanford-ai-2021	561	52	20	20	CD
stanford-ai-2021	561	53	0	0	CD
stanford-ai-2021	561	54	1	1	CD
stanford-ai-2021	561	55	20	20	CD
stanford-ai-2021	561	56	0	0	CD
stanford-ai-2021	561	57	2	2	CD
stanford-ai-2021	561	58	20	20	CD
stanford-ai-2021	561	59	0	0	CD
stanford-ai-2021	561	60	3	3	CD
stanford-ai-2021	561	61	20	20	CD
stanford-ai-2021	561	62	0	0	CD
stanford-ai-2021	561	63	4	4	CD
stanford-ai-2021	561	64	20	20	CD
stanford-ai-2021	561	65	0	0	CD
stanford-ai-2021	561	66	5	5	CD
stanford-ai-2021	561	67	20	20	CD
stanford-ai-2021	561	68	0	0	CD
stanford-ai-2021	561	69	6	6	CD
stanford-ai-2021	561	70	20	20	CD
stanford-ai-2021	561	71	0	0	CD
stanford-ai-2021	561	72	7	7	CD
stanford-ai-2021	561	73	20	20	CD
stanford-ai-2021	561	74	0	0	CD
stanford-ai-2021	561	75	8	8	CD
stanford-ai-2021	561	76	20	20	CD
stanford-ai-2021	561	77	0	0	CD
stanford-ai-2021	561	78	9	9	CD
stanford-ai-2021	561	79	20	20	CD
stanford-ai-2021	561	80	10	10	CD
stanford-ai-2021	561	81	20	20	CD
stanford-ai-2021	561	82	11	11	CD
stanford-ai-2021	561	83	20	20	CD
stanford-ai-2021	561	84	12	12	CD
stanford-ai-2021	561	85	20	20	CD
stanford-ai-2021	561	86	13	13	CD
stanford-ai-2021	561	87	20	20	CD
stanford-ai-2021	561	88	14	14	CD
stanford-ai-2021	561	89	20	20	CD
stanford-ai-2021	561	90	15	15	CD
stanford-ai-2021	561	91	20	20	CD
stanford-ai-2021	561	92	16	16	CD
stanford-ai-2021	561	93	20	20	CD
stanford-ai-2021	561	94	17	17	CD
stanford-ai-2021	561	95	20	20	CD
stanford-ai-2021	561	96	18	18	CD
stanford-ai-2021	561	97	20	20	CD
stanford-ai-2021	561	98	19	19	CD
stanford-ai-2021	561	99	20	20	CD
stanford-ai-2021	561	100	20	20	CD
stanford-ai-2021	561	101	20	20	CD
stanford-ai-2021	561	102	21	21	CD
stanford-ai-2021	561	103	20	20	CD
stanford-ai-2021	561	104	22	22	CD
stanford-ai-2021	561	105	20	20	CD
stanford-ai-2021	561	106	23	23	CD
stanford-ai-2021	561	107	20	20	CD
stanford-ai-2021	561	108	24	24	CD
stanford-ai-2021	561	109	0	0	CD
stanford-ai-2021	561	110	%	%	NN
stanford-ai-2021	561	111	20	20	CD
stanford-ai-2021	561	112	%	%	NN
stanford-ai-2021	561	113	40	40	CD
stanford-ai-2021	561	114	%	%	NN
stanford-ai-2021	561	115	60	60	CD
stanford-ai-2021	561	116	%	%	NN
stanford-ai-2021	561	117	80	80	CD
stanford-ai-2021	561	118	%	%	NN
stanford-ai-2021	561	119	%	%	NN
stanford-ai-2021	561	120	o	o	NN
stanford-ai-2021	561	121	f	f	NN
stanford-ai-2021	561	122	P	p	NN
stanford-ai-2021	561	123	ro	ro	IN
stanford-ai-2021	561	124	b	b	NNP
stanford-ai-2021	561	125	le	le	NNP
stanford-ai-2021	561	126	m	m	NNP
stanford-ai-2021	561	127	s	s	NNP
stanford-ai-2021	561	128	S	S	NNP
stanford-ai-2021	561	129	o	o	NNP
stanford-ai-2021	561	130	lv	lv	NNP
stanford-ai-2021	561	131	ed	ed	NNP
stanford-ai-2021	561	132	64.0	64.0	CD
stanford-ai-2021	561	133	%	%	NN
stanford-ai-2021	561	134	Th0	th0	CD
stanford-ai-2021	561	135	Thm	Thm	NNP
stanford-ai-2021	561	136	Equ	Equ	NNP
stanford-ai-2021	561	137	Nar	Nar	NNP
stanford-ai-2021	561	138	71.4	71.4	CD
stanford-ai-2021	561	139	%	%	NN
stanford-ai-2021	561	140	Tf0	tf0	NN
stanford-ai-2021	561	141	Thm	Thm	NNP
stanford-ai-2021	561	142	Equ	Equ	NNP
stanford-ai-2021	561	143	Ari	Ari	NNP
stanford-ai-2021	561	144	61.1	61.1	CD
stanford-ai-2021	561	145	%	%	NN
stanford-ai-2021	561	146	Fof	Fof	NNP
stanford-ai-2021	561	147	Thm	Thm	NNP
stanford-ai-2021	561	148	Rfo	Rfo	NNP
stanford-ai-2021	561	149	Seq	Seq	NNP
stanford-ai-2021	561	150	57.8	57.8	CD
stanford-ai-2021	561	151	%	%	NN
stanford-ai-2021	561	152	Cnf	Cnf	NNP
stanford-ai-2021	561	153	Uns	Uns	NNP
stanford-ai-2021	561	154	Rfo	Rfo	NNP
stanford-ai-2021	561	155	Seq	Seq	NNP
stanford-ai-2021	561	156	Nhn	Nhn	NNP
stanford-ai-2021	561	157	49.2	49.2	CD
stanford-ai-2021	561	158	%	%	NN
stanford-ai-2021	561	159	All	all	DT
stanford-ai-2021	561	160	PERCENTAGE	percentage	NN
stanford-ai-2021	561	161	of	of	IN
stanford-ai-2021	561	162	PROBLEMS	PROBLEMS	NNP
stanford-ai-2021	561	163	SOLVED	solve	VBN
stanford-ai-2021	561	164	,	,	,
stanford-ai-2021	561	165	1997	1997	CD
stanford-ai-2021	561	166	-	-	SYM
stanford-ai-2021	561	167	2020	2020	CD
stanford-ai-2021	561	168	Source	source	NN
stanford-ai-2021	561	169	:	:	:
stanford-ai-2021	561	170	Sutcliffe	Sutcliffe	NNP
stanford-ai-2021	561	171	,	,	,
stanford-ai-2021	561	172	Suttner	Suttner	NNP
stanford-ai-2021	561	173	&	&	CC
stanford-ai-2021	561	174	Perrault	Perrault	NNP
stanford-ai-2021	561	175	,	,	,
stanford-ai-2021	561	176	2020	2020	CD
stanford-ai-2021	561	177	|	|	CD
stanford-ai-2021	561	178	Chart	Chart	NNP
stanford-ai-2021	561	179	:	:	:
stanford-ai-2021	561	180	2021	2021	CD
stanford-ai-2021	561	181	AI	AI	NNP
stanford-ai-2021	561	182	Index	Index	NNP
stanford-ai-2021	561	183	Report	Report	NNP
stanford-ai-2021	561	184	Figure	Figure	NNP
stanford-ai-2021	561	185	2.6.3	2.6.3	CD
stanford-ai-2021	561	186	http://www.tptp.org/CASC	http://www.tptp.org/casc	VB
stanford-ai-2021	561	187	http://www.tptp.org/CASC	http://www.tptp.org/casc	VB
stanford-ai-2021	561	188	TA	TA	NNP
stanford-ai-2021	561	189	B	B	NNP
stanford-ai-2021	561	190	L	l	NN
stanford-ai-2021	561	191	E	e	NN
stanford-ai-2021	561	192	O	o	NN
stanford-ai-2021	561	193	F	f	NN
stanford-ai-2021	561	194	C	c	NN
stanford-ai-2021	561	195	O	o	NN
stanford-ai-2021	561	196	N	n	NN
stanford-ai-2021	561	197	T	t	NN
stanford-ai-2021	561	198	E	e	NN
stanford-ai-2021	561	199	N	n	NN
stanford-ai-2021	561	200	T	t	NN
stanford-ai-2021	561	201	S	s	NN
stanford-ai-2021	561	202	76C	76c	NN
stanford-ai-2021	561	203	H	h	NN
stanford-ai-2021	561	204	A	a	NN
stanford-ai-2021	561	205	P	p	NN
stanford-ai-2021	561	206	T	t	NN
stanford-ai-2021	561	207	E	e	NN
stanford-ai-2021	561	208	R	r	NN
stanford-ai-2021	561	209	2	2	CD
stanford-ai-2021	561	210	P	p	NN
stanford-ai-2021	561	211	R	r	NN
stanford-ai-2021	561	212	E	e	NN
stanford-ai-2021	561	213	V	v	NN
stanford-ai-2021	561	214	I	i	NN
stanford-ai-2021	561	215	E	e	NN
stanford-ai-2021	561	216	W	W	NNP
stanford-ai-2021	561	217	Artificial	Artificial	NNP
stanford-ai-2021	561	218	Intelligence	Intelligence	NNP
stanford-ai-2021	561	219	Index	Index	NNP
stanford-ai-2021	561	220	Report	Report	NNP
stanford-ai-2021	561	221	2021	2021	CD
stanford-ai-2021	561	222	2.7	2.7	CD
stanford-ai-2021	561	223	HEALTHCARE	HEALTHCARE	NNS
stanford-ai-2021	561	224	AND	and	CC
stanford-ai-2021	561	225	BIOLOGY	biology	NN
stanford-ai-2021	561	226	Standard	Standard	NNP
stanford-ai-2021	561	227	500k	500k	NNPS
stanford-ai-2021	561	228	BenchmarkHuman	BenchmarkHuman	NNP
stanford-ai-2021	561	229	Prediction	Prediction	NNP
stanford-ai-2021	561	230	Benchmark	Benchmark	NNP
stanford-ai-2021	561	231	0	0	CD
stanford-ai-2021	561	232	%	%	NN
stanford-ai-2021	561	233	25	25	CD
stanford-ai-2021	561	234	%	%	NN
stanford-ai-2021	561	235	50	50	CD
stanford-ai-2021	561	236	%	%	NN
stanford-ai-2021	561	237	75	75	CD
stanford-ai-2021	561	238	%	%	NN
stanford-ai-2021	561	239	100	100	CD
stanford-ai-2021	561	240	%	%	NN
stanford-ai-2021	561	241	T	t	NN
stanford-ai-2021	561	242	o	o	NN
stanford-ai-2021	561	243	p	p	NN
stanford-ai-2021	561	244	-1	-1	.
stanford-ai-2021	561	245	A	a	DT
stanford-ai-2021	561	246	cc	cc	NN
stanford-ai-2021	561	247	u	u	NNP
stanford-ai-2021	561	248	ra	ra	NNP
stanford-ai-2021	561	249	cy	cy	NNP
stanford-ai-2021	561	250	76.5	76.5	CD
stanford-ai-2021	561	251	%	%	NN
stanford-ai-2021	561	252	Best	good	JJS
stanford-ai-2021	561	253	Human76.5	human76.5	CD
stanford-ai-2021	561	254	%	%	NN
stanford-ai-2021	561	255	Best	good	JJS
stanford-ai-2021	561	256	Human76.5	human76.5	CD
stanford-ai-2021	561	257	%	%	NN
stanford-ai-2021	561	258	Best	good	JJS
stanford-ai-2021	561	259	Human76.5	human76.5	CD
stanford-ai-2021	561	260	%	%	NN
stanford-ai-2021	561	261	Best	good	JJS
stanford-ai-2021	561	262	Human76.5	human76.5	CD
stanford-ai-2021	561	263	%	%	NN
stanford-ai-2021	561	264	Best	good	JJS
stanford-ai-2021	561	265	Human	Human	NNP
stanford-ai-2021	561	266	GNN	GNN	NNP
stanford-ai-2021	561	267	-	-	HYPH
stanford-ai-2021	561	268	based	base	VBN
stanford-ai-2021	561	269	|	|	NNP
stanford-ai-2021	561	270	Graph	Graph	NNP
stanford-ai-2021	561	271	Edits	Edits	NNPS
stanford-ai-2021	561	272	GNN	GNN	NNP
stanford-ai-2021	561	273	-	-	HYPH
stanford-ai-2021	561	274	based	base	VBN
stanford-ai-2021	561	275	|	|	NNP
stanford-ai-2021	561	276	Graph	Graph	NNP
stanford-ai-2021	561	277	Edits	Edits	NNPS
stanford-ai-2021	561	278	Seq2seq	Seq2seq	NNP
stanford-ai-2021	561	279	with	with	IN
stanford-ai-2021	561	280	attn	attn	NNP
stanford-ai-2021	561	281	|	|	NNP
stanford-ai-2021	561	282	SMILES	SMILES	NNP
stanford-ai-2021	561	283	Transformer	transformer	NN
stanford-ai-2021	561	284	|	|	NNP
stanford-ai-2021	561	285	SMILES	SMILES	NNP
stanford-ai-2021	561	286	Transformer	transformer	NN
stanford-ai-2021	561	287	|	|	HYPH
stanford-ai-2021	561	288	SMILES	smiles	VB
stanford-ai-2021	561	289	CHEMICAL	chemical	NN
stanford-ai-2021	561	290	SYNTHESIS	synthesi	NNS
stanford-ai-2021	561	291	PLANS	PLANS	NNP
stanford-ai-2021	561	292	BENCHMARK	BENCHMARK	NNP
stanford-ai-2021	561	293	:	:	:
stanford-ai-2021	561	294	TOP-1	top-1	NN
stanford-ai-2021	561	295	TEST	test	NN
stanford-ai-2021	561	296	ACCURACY	ACCURACY	NNP
stanford-ai-2021	561	297	Source	source	NN
stanford-ai-2021	561	298	:	:	:
stanford-ai-2021	561	299	Schwaller	Schwaller	NNP
stanford-ai-2021	561	300	,	,	,
stanford-ai-2021	561	301	2020	2020	CD
stanford-ai-2021	561	302	|	|	CD
stanford-ai-2021	561	303	Chart	Chart	NNP
stanford-ai-2021	561	304	:	:	:
stanford-ai-2021	561	305	2021	2021	CD
stanford-ai-2021	561	306	AI	AI	NNP
stanford-ai-2021	561	307	Index	Index	NNP
stanford-ai-2021	561	308	Report	Report	NNP
stanford-ai-2021	561	309	12/2017	12/2017	CD
stanford-ai-2021	561	310	06/2018	06/2018	NNP
stanford-ai-2021	561	311	11/2018	11/2018	CD
stanford-ai-2021	561	312	08/2019	08/2019	NNP
stanford-ai-2021	561	313	11/2020	11/2020	CD
stanford-ai-2021	561	314	Human	Human	NNP
stanford-ai-2021	561	315	Prediction	Prediction	NNP
stanford-ai-2021	561	316	Benchmark	Benchmark	NNP
stanford-ai-2021	561	317	Standard	Standard	NNP
stanford-ai-2021	561	318	500k	500k	NNP
stanford-ai-2021	561	319	Benchmark	Benchmark	NNP
stanford-ai-2021	561	320	In	in	IN
stanford-ai-2021	561	321	collaboration	collaboration	NN
stanford-ai-2021	561	322	with	with	IN
stanford-ai-2021	561	323	the	the	DT
stanford-ai-2021	561	324	“	"	``
stanford-ai-2021	561	325	State	State	NNP
stanford-ai-2021	561	326	of	of	IN
stanford-ai-2021	561	327	AI	AI	NNP
stanford-ai-2021	561	328	Report	Report	NNP
stanford-ai-2021	561	329	”	"	''
stanford-ai-2021	561	330	M	M	NNP
stanford-ai-2021	561	331	O	o	NN
stanford-ai-2021	561	332	L	l	NN
stanford-ai-2021	561	333	E	e	NN
stanford-ai-2021	561	334	C	c	NN
stanford-ai-2021	561	335	U	u	NN
stanford-ai-2021	561	336	L	l	NN
stanford-ai-2021	561	337	A	A	NNP
stanford-ai-2021	561	338	R	R	NNP
stanford-ai-2021	561	339	SY	sy	NN
stanford-ai-2021	561	340	N	N	NNP
stanford-ai-2021	561	341	T	t	NN
stanford-ai-2021	561	342	H	h	NN
stanford-ai-2021	561	343	E	e	NN
stanford-ai-2021	561	344	S	s	NN
stanford-ai-2021	561	345	I	i	NN
stanford-ai-2021	561	346	S	s	NN
stanford-ai-2021	561	347	Text	Text	NNP
stanford-ai-2021	561	348	by	by	IN
stanford-ai-2021	561	349	Nathan	Nathan	NNP
stanford-ai-2021	561	350	Benaich	Benaich	NNP
stanford-ai-2021	561	351	and	and	CC
stanford-ai-2021	561	352	Philippe	Philippe	NNP
stanford-ai-2021	561	353	Schwaller	Schwaller	NNP
stanford-ai-2021	561	354	Over	over	IN
stanford-ai-2021	561	355	the	the	DT
stanford-ai-2021	561	356	last	last	JJ
stanford-ai-2021	561	357	25	25	CD
stanford-ai-2021	561	358	years	year	NNS
stanford-ai-2021	561	359	,	,	,
stanford-ai-2021	561	360	the	the	DT
stanford-ai-2021	561	361	pharmaceutical	pharmaceutical	NN
stanford-ai-2021	561	362	industry	industry	NN
stanford-ai-2021	561	363	has	have	VBZ
stanford-ai-2021	561	364	shifted	shift	VBN
stanford-ai-2021	561	365	from	from	IN
stanford-ai-2021	561	366	developing	develop	VBG
stanford-ai-2021	561	367	drugs	drug	NNS
stanford-ai-2021	561	368	from	from	IN
stanford-ai-2021	561	369	natural	natural	JJ
stanford-ai-2021	561	370	sources	source	NNS
stanford-ai-2021	561	371	(	(	-LRB-
stanford-ai-2021	561	372	e.g.	e.g.	RB
stanford-ai-2021	561	373	,	,	,
stanford-ai-2021	561	374	plants	plant	NNS
stanford-ai-2021	561	375	)	)	-RRB-
stanford-ai-2021	561	376	to	to	IN
stanford-ai-2021	561	377	conducting	conduct	VBG
stanford-ai-2021	561	378	large	large	JJ
stanford-ai-2021	561	379	-	-	HYPH
stanford-ai-2021	561	380	scale	scale	NN
stanford-ai-2021	561	381	screens	screen	NNS
stanford-ai-2021	561	382	with	with	IN
stanford-ai-2021	561	383	chemically	chemically	RB
stanford-ai-2021	561	384	synthesized	synthesize	VBN
stanford-ai-2021	561	385	molecules	molecule	NNS
stanford-ai-2021	561	386	.	.	.
stanford-ai-2021	562	1	Machine	machine	NN
stanford-ai-2021	562	2	learning	learning	NN
stanford-ai-2021	562	3	allows	allow	VBZ
stanford-ai-2021	562	4	scientists	scientist	NNS
stanford-ai-2021	562	5	to	to	TO
stanford-ai-2021	562	6	determine	determine	VB
stanford-ai-2021	562	7	what	what	WDT
stanford-ai-2021	562	8	potential	potential	JJ
stanford-ai-2021	562	9	drugs	drug	NNS
stanford-ai-2021	562	10	are	be	VBP
stanford-ai-2021	562	11	worth	worth	JJ
stanford-ai-2021	562	12	evaluating	evaluate	VBG
stanford-ai-2021	562	13	in	in	IN
stanford-ai-2021	562	14	the	the	DT
stanford-ai-2021	562	15	lab	lab	NN
stanford-ai-2021	562	16	and	and	CC
stanford-ai-2021	562	17	the	the	DT
stanford-ai-2021	562	18	most	most	RBS
stanford-ai-2021	562	19	effective	effective	JJ
stanford-ai-2021	562	20	way	way	NN
stanford-ai-2021	562	21	of	of	IN
stanford-ai-2021	562	22	synthesizing	synthesize	VBG
stanford-ai-2021	562	23	them	-PRON-	PRP
stanford-ai-2021	562	24	.	.	.
stanford-ai-2021	563	1	Various	various	JJ
stanford-ai-2021	563	2	ML	ML	NNP
stanford-ai-2021	563	3	models	model	NNS
stanford-ai-2021	563	4	can	can	MD
stanford-ai-2021	563	5	learn	learn	VB
stanford-ai-2021	563	6	representations	representation	NNS
stanford-ai-2021	563	7	of	of	IN
stanford-ai-2021	563	8	chemical	chemical	JJ
stanford-ai-2021	563	9	molecules	molecule	NNS
stanford-ai-2021	563	10	for	for	IN
stanford-ai-2021	563	11	the	the	DT
stanford-ai-2021	563	12	purposes	purpose	NNS
stanford-ai-2021	563	13	of	of	IN
stanford-ai-2021	563	14	chemical	chemical	JJ
stanford-ai-2021	563	15	synthesis	synthesis	NN
stanford-ai-2021	563	16	planning	planning	NN
stanford-ai-2021	563	17	.	.	.
stanford-ai-2021	564	1	A	a	DT
stanford-ai-2021	564	2	way	way	NN
stanford-ai-2021	564	3	to	to	TO
stanford-ai-2021	564	4	approach	approach	VB
stanford-ai-2021	564	5	chemical	chemical	NN
stanford-ai-2021	564	6	synthesis	synthesis	NN
stanford-ai-2021	564	7	planning	planning	NN
stanford-ai-2021	564	8	is	be	VBZ
stanford-ai-2021	564	9	to	to	TO
stanford-ai-2021	564	10	represent	represent	VB
stanford-ai-2021	564	11	chemical	chemical	NN
stanford-ai-2021	564	12	reactions	reaction	NNS
stanford-ai-2021	564	13	with	with	IN
stanford-ai-2021	564	14	a	a	DT
stanford-ai-2021	564	15	text	text	NN
stanford-ai-2021	564	16	notation	notation	NN
stanford-ai-2021	564	17	and	and	CC
stanford-ai-2021	564	18	cast	cast	VBD
stanford-ai-2021	564	19	the	the	DT
stanford-ai-2021	564	20	task	task	NN
stanford-ai-2021	564	21	as	as	IN
stanford-ai-2021	564	22	a	a	DT
stanford-ai-2021	564	23	machine	machine	NN
stanford-ai-2021	564	24	translation	translation	NN
stanford-ai-2021	564	25	problem	problem	NN
stanford-ai-2021	564	26	.	.	.
stanford-ai-2021	565	1	Recent	recent	JJ
stanford-ai-2021	565	2	work	work	NN
stanford-ai-2021	565	3	since	since	IN
stanford-ai-2021	565	4	2018	2018	CD
stanford-ai-2021	565	5	makes	make	VBZ
stanford-ai-2021	565	6	use	use	NN
stanford-ai-2021	565	7	of	of	IN
stanford-ai-2021	565	8	the	the	DT
stanford-ai-2021	565	9	transformer	transformer	NN
stanford-ai-2021	565	10	architecture	architecture	NN
stanford-ai-2021	565	11	trained	train	VBN
stanford-ai-2021	565	12	on	on	IN
stanford-ai-2021	565	13	large	large	JJ
stanford-ai-2021	565	14	datasets	dataset	NNS
stanford-ai-2021	565	15	of	of	IN
stanford-ai-2021	565	16	single	single	JJ
stanford-ai-2021	565	17	-	-	HYPH
stanford-ai-2021	565	18	step	step	NN
stanford-ai-2021	565	19	reactions	reaction	NNS
stanford-ai-2021	565	20	.	.	.
stanford-ai-2021	566	1	Later	late	JJR
stanford-ai-2021	566	2	work	work	NN
stanford-ai-2021	566	3	in	in	IN
stanford-ai-2021	566	4	2020	2020	CD
stanford-ai-2021	566	5	approached	approach	VBD
stanford-ai-2021	566	6	model	model	NN
stanford-ai-2021	566	7	forward	forward	NNP
stanford-ai-2021	566	8	prediction	prediction	NN
stanford-ai-2021	566	9	and	and	CC
stanford-ai-2021	566	10	retrosynthesis	retrosynthesis	NN
stanford-ai-2021	566	11	as	as	IN
stanford-ai-2021	566	12	a	a	DT
stanford-ai-2021	566	13	sequence	sequence	NN
stanford-ai-2021	566	14	of	of	IN
stanford-ai-2021	566	15	graph	graph	NN
stanford-ai-2021	566	16	edits	edit	NNS
stanford-ai-2021	566	17	,	,	,
stanford-ai-2021	566	18	where	where	WRB
stanford-ai-2021	566	19	the	the	DT
stanford-ai-2021	566	20	predicted	predict	VBN
stanford-ai-2021	566	21	molecules	molecule	NNS
stanford-ai-2021	566	22	were	be	VBD
stanford-ai-2021	566	23	built	build	VBN
stanford-ai-2021	566	24	from	from	IN
stanford-ai-2021	566	25	scratch	scratch	NN
stanford-ai-2021	566	26	.	.	.
stanford-ai-2021	567	1	Notably	notably	RB
stanford-ai-2021	567	2	,	,	,
stanford-ai-2021	567	3	these	these	DT
stanford-ai-2021	567	4	approaches	approach	NNS
stanford-ai-2021	567	5	offer	offer	VBP
stanford-ai-2021	567	6	an	an	DT
stanford-ai-2021	567	7	avenue	avenue	NN
stanford-ai-2021	567	8	to	to	TO
stanford-ai-2021	567	9	rapidly	rapidly	RB
stanford-ai-2021	567	10	sweep	sweep	VB
stanford-ai-2021	567	11	through	through	IN
stanford-ai-2021	567	12	a	a	DT
stanford-ai-2021	567	13	list	list	NN
stanford-ai-2021	567	14	of	of	IN
stanford-ai-2021	567	15	candidate	candidate	NN
stanford-ai-2021	567	16	drug	drug	NN
stanford-ai-2021	567	17	-	-	HYPH
stanford-ai-2021	567	18	like	like	JJ
stanford-ai-2021	567	19	molecules	molecule	NNS
stanford-ai-2021	567	20	in	in	IN
stanford-ai-2021	567	21	silico	silico	NN
stanford-ai-2021	567	22	and	and	CC
stanford-ai-2021	567	23	output	output	NN
stanford-ai-2021	567	24	synthesizability	synthesizability	NN
stanford-ai-2021	567	25	scores	score	NNS
stanford-ai-2021	567	26	and	and	CC
stanford-ai-2021	567	27	synthesis	synthesis	NN
stanford-ai-2021	567	28	plans	plan	NNS
stanford-ai-2021	567	29	.	.	.
stanford-ai-2021	568	1	This	this	DT
stanford-ai-2021	568	2	enables	enable	VBZ
stanford-ai-2021	568	3	medicinal	medicinal	JJ
stanford-ai-2021	568	4	chemists	chemist	NNS
stanford-ai-2021	568	5	to	to	TO
stanford-ai-2021	568	6	prioritize	prioritize	VB
stanford-ai-2021	568	7	candidates	candidate	NNS
stanford-ai-2021	568	8	for	for	IN
stanford-ai-2021	568	9	empirical	empirical	JJ
stanford-ai-2021	568	10	validation	validation	NN
stanford-ai-2021	568	11	and	and	CC
stanford-ai-2021	568	12	could	could	MD
stanford-ai-2021	568	13	ultimately	ultimately	RB
stanford-ai-2021	568	14	let	let	VB
stanford-ai-2021	568	15	the	the	DT
stanford-ai-2021	568	16	pharmaceutical	pharmaceutical	NN
stanford-ai-2021	568	17	industry	industry	NN
stanford-ai-2021	568	18	mine	mine	NN
stanford-ai-2021	568	19	the	the	DT
stanford-ai-2021	568	20	vast	vast	JJ
stanford-ai-2021	568	21	chemical	chemical	NN
stanford-ai-2021	568	22	space	space	NN
stanford-ai-2021	568	23	to	to	IN
stanford-ai-2021	568	24	unearth	unearth	JJ
stanford-ai-2021	568	25	novel	novel	JJ
stanford-ai-2021	568	26	drugs	drug	NNS
stanford-ai-2021	568	27	to	to	TO
stanford-ai-2021	568	28	benefit	benefit	VB
stanford-ai-2021	568	29	patients	patient	NNS
stanford-ai-2021	568	30	.	.	.
stanford-ai-2021	569	1	Test	Test	NNP
stanford-ai-2021	569	2	Set	Set	NNP
stanford-ai-2021	569	3	Accuracy	accuracy	NN
stanford-ai-2021	569	4	for	for	IN
stanford-ai-2021	569	5	Forward	Forward	NNP
stanford-ai-2021	569	6	Chemical	Chemical	NNP
stanford-ai-2021	569	7	Synthesis	Synthesis	NNP
stanford-ai-2021	569	8	Planning	Planning	NNP
stanford-ai-2021	569	9	Figure	Figure	NNP
stanford-ai-2021	569	10	2.7.1	2.7.1	CD
stanford-ai-2021	569	11	shows	show	VBZ
stanford-ai-2021	569	12	the	the	DT
stanford-ai-2021	569	13	top-1	top-1	``
stanford-ai-2021	569	14	accuracy	accuracy	NN
stanford-ai-2021	569	15	of	of	IN
stanford-ai-2021	569	16	models	model	NNS
stanford-ai-2021	569	17	benchmarked	benchmarke	VBN
stanford-ai-2021	569	18	on	on	IN
stanford-ai-2021	569	19	a	a	DT
stanford-ai-2021	569	20	freely	freely	RB
stanford-ai-2021	569	21	available	available	JJ
stanford-ai-2021	569	22	dataset	dataset	NN
stanford-ai-2021	569	23	of	of	IN
stanford-ai-2021	569	24	one	one	CD
stanford-ai-2021	569	25	million	million	CD
stanford-ai-2021	569	26	reactions	reaction	NNS
stanford-ai-2021	569	27	in	in	IN
stanford-ai-2021	569	28	the	the	DT
stanford-ai-2021	569	29	U.S.	U.S.	NNP
stanford-ai-2021	569	30	patents.6	patents.6	NNP
stanford-ai-2021	569	31	Top-1	Top-1	NNP
stanford-ai-2021	569	32	accuracy	accuracy	NN
stanford-ai-2021	569	33	means	mean	VBZ
stanford-ai-2021	569	34	that	that	IN
stanford-ai-2021	569	35	the	the	DT
stanford-ai-2021	569	36	product	product	NN
stanford-ai-2021	569	37	predicted	predict	VBN
stanford-ai-2021	569	38	by	by	IN
stanford-ai-2021	569	39	the	the	DT
stanford-ai-2021	569	40	model	model	NN
stanford-ai-2021	569	41	with	with	IN
stanford-ai-2021	569	42	the	the	DT
stanford-ai-2021	569	43	highest	high	JJS
stanford-ai-2021	569	44	likelihood	likelihood	NN
stanford-ai-2021	569	45	corresponds	correspond	VBZ
stanford-ai-2021	569	46	to	to	IN
stanford-ai-2021	569	47	the	the	DT
stanford-ai-2021	569	48	one	one	NN
stanford-ai-2021	569	49	that	that	WDT
stanford-ai-2021	569	50	was	be	VBD
stanford-ai-2021	569	51	reported	report	VBN
stanford-ai-2021	569	52	in	in	IN
stanford-ai-2021	569	53	the	the	DT
stanford-ai-2021	569	54	ground	ground	NN
stanford-ai-2021	569	55	truth	truth	NN
stanford-ai-2021	569	56	.	.	.
stanford-ai-2021	570	1	Data	datum	NNS
stanford-ai-2021	570	2	suggests	suggest	VBZ
stanford-ai-2021	570	3	that	that	IN
stanford-ai-2021	570	4	progress	progress	NN
stanford-ai-2021	570	5	in	in	IN
stanford-ai-2021	570	6	chemical	chemical	JJ
stanford-ai-2021	570	7	synthesis	synthesis	NN
stanford-ai-2021	570	8	planning	planning	NN
stanford-ai-2021	570	9	has	have	VBZ
stanford-ai-2021	570	10	seen	see	VBN
stanford-ai-2021	570	11	steady	steady	JJ
stanford-ai-2021	570	12	growth	growth	NN
stanford-ai-2021	570	13	in	in	IN
stanford-ai-2021	570	14	the	the	DT
stanford-ai-2021	570	15	last	last	JJ
stanford-ai-2021	570	16	three	three	CD
stanford-ai-2021	570	17	years	year	NNS
stanford-ai-2021	570	18	,	,	,
stanford-ai-2021	570	19	as	as	IN
stanford-ai-2021	570	20	the	the	DT
stanford-ai-2021	570	21	accuracy	accuracy	NN
stanford-ai-2021	570	22	grew	grow	VBD
stanford-ai-2021	570	23	by	by	IN
stanford-ai-2021	570	24	15.6	15.6	CD
stanford-ai-2021	570	25	%	%	NN
stanford-ai-2021	570	26	in	in	IN
stanford-ai-2021	570	27	2020	2020	CD
stanford-ai-2021	570	28	from	from	IN
stanford-ai-2021	570	29	2017	2017	CD
stanford-ai-2021	570	30	.	.	.
stanford-ai-2021	571	1	The	the	DT
stanford-ai-2021	571	2	latest	late	JJS
stanford-ai-2021	571	3	molecular	molecular	JJ
stanford-ai-2021	571	4	transformer	transformer	NN
stanford-ai-2021	571	5	scored	score	VBD
stanford-ai-2021	571	6	92	92	CD
stanford-ai-2021	571	7	%	%	NN
stanford-ai-2021	571	8	on	on	IN
stanford-ai-2021	571	9	top-1	top-1	:
stanford-ai-2021	571	10	accuracy	accuracy	NN
stanford-ai-2021	571	11	in	in	IN
stanford-ai-2021	571	12	November	November	NNP
stanford-ai-2021	571	13	2020	2020	CD
stanford-ai-2021	571	14	.	.	.
stanford-ai-2021	572	1	2	2	LS
stanford-ai-2021	572	2	.7	.7	NN
stanford-ai-2021	572	3	H	h	NN
stanford-ai-2021	572	4	E	e	NN
stanford-ai-2021	572	5	A	a	NN
stanford-ai-2021	572	6	LT	lt	NN
stanford-ai-2021	572	7	H	h	NN
stanford-ai-2021	572	8	C	c	NN
stanford-ai-2021	572	9	A	a	NN
stanford-ai-2021	572	10	R	r	NN
stanford-ai-2021	572	11	E	e	NN
stanford-ai-2021	572	12	A	a	NN
stanford-ai-2021	572	13	N	n	NN
stanford-ai-2021	572	14	D	d	NN
stanford-ai-2021	572	15	B	b	NN
stanford-ai-2021	572	16	I	i	NN
stanford-ai-2021	572	17	O	o	NN
stanford-ai-2021	572	18	L	l	NN
stanford-ai-2021	572	19	O	o	NN
stanford-ai-2021	572	20	G	g	NN
stanford-ai-2021	572	21	Y	y	NN
stanford-ai-2021	572	22	C	c	NN
stanford-ai-2021	572	23	H	h	NN
stanford-ai-2021	572	24	A	a	NN
stanford-ai-2021	572	25	P	p	NN
stanford-ai-2021	572	26	T	t	NN
stanford-ai-2021	572	27	E	e	NN
stanford-ai-2021	572	28	R	r	NN
stanford-ai-2021	572	29	2	2	CD
stanford-ai-2021	572	30	:	:	:
stanford-ai-2021	572	31	T	t	NN
stanford-ai-2021	572	32	E	e	NN
stanford-ai-2021	572	33	C	c	NN
stanford-ai-2021	572	34	H	h	NN
stanford-ai-2021	572	35	N	n	NN
stanford-ai-2021	572	36	I	i	NN
stanford-ai-2021	572	37	C	c	NN
stanford-ai-2021	572	38	A	a	NN
stanford-ai-2021	572	39	L	l	NN
stanford-ai-2021	572	40	P	p	NN
stanford-ai-2021	572	41	E	e	NN
stanford-ai-2021	572	42	R	r	NN
stanford-ai-2021	572	43	F	f	NN
stanford-ai-2021	572	44	O	o	NN
stanford-ai-2021	572	45	R	r	NN
stanford-ai-2021	572	46	M	m	NN
stanford-ai-2021	572	47	A	a	NN
stanford-ai-2021	572	48	N	n	NN
stanford-ai-2021	572	49	C	c	NN
stanford-ai-2021	572	50	E	e	NN
stanford-ai-2021	572	51	Figure	figure	NN
stanford-ai-2021	572	52	2.7.1	2.7.1	CD
stanford-ai-2021	572	53	6	6	CD
stanford-ai-2021	572	54	Acknowledgment	Acknowledgment	NNP
stanford-ai-2021	572	55	:	:	:
stanford-ai-2021	572	56	Philippe	Philippe	NNP
stanford-ai-2021	572	57	Schwaller	Schwaller	NNP
stanford-ai-2021	572	58	at	at	IN
stanford-ai-2021	572	59	IBM	IBM	NNP
stanford-ai-2021	572	60	Research	Research	NNP
stanford-ai-2021	572	61	–	–	:
stanford-ai-2021	572	62	Europe	Europe	NNP
stanford-ai-2021	572	63	and	and	CC
stanford-ai-2021	572	64	the	the	DT
stanford-ai-2021	572	65	University	University	NNP
stanford-ai-2021	572	66	of	of	IN
stanford-ai-2021	572	67	Bern	Bern	NNP
stanford-ai-2021	572	68	provided	provide	VBD
stanford-ai-2021	572	69	instructions	instruction	NNS
stanford-ai-2021	572	70	and	and	CC
stanford-ai-2021	572	71	resources	resource	NNS
stanford-ai-2021	572	72	for	for	IN
stanford-ai-2021	572	73	gathering	gather	VBG
stanford-ai-2021	572	74	and	and	CC
stanford-ai-2021	572	75	analyzing	analyze	VBG
stanford-ai-2021	572	76	the	the	DT
stanford-ai-2021	572	77	data	datum	NNS
stanford-ai-2021	572	78	.	.	.
stanford-ai-2021	573	1	https://www.stateof.ai/	https://www.stateof.ai/	NNP
stanford-ai-2021	573	2	TA	TA	NNP
stanford-ai-2021	573	3	B	B	NNP
stanford-ai-2021	573	4	L	l	NN
stanford-ai-2021	573	5	E	e	NN
stanford-ai-2021	573	6	O	o	NN
stanford-ai-2021	573	7	F	f	NN
stanford-ai-2021	573	8	C	c	NN
stanford-ai-2021	573	9	O	o	NN
stanford-ai-2021	573	10	N	n	NN
stanford-ai-2021	573	11	T	t	NN
stanford-ai-2021	573	12	E	e	NN
stanford-ai-2021	573	13	N	n	NN
stanford-ai-2021	573	14	T	t	NN
stanford-ai-2021	573	15	S	s	NN
stanford-ai-2021	573	16	7	7	CD
stanford-ai-2021	573	17	7C	7c	NN
stanford-ai-2021	573	18	H	h	NN
stanford-ai-2021	573	19	A	A	NNP
stanford-ai-2021	573	20	P	p	NN
stanford-ai-2021	573	21	T	t	NN
stanford-ai-2021	573	22	E	e	NN
stanford-ai-2021	573	23	R	r	NN
stanford-ai-2021	573	24	2	2	CD
stanford-ai-2021	573	25	P	p	NN
stanford-ai-2021	573	26	R	r	NN
stanford-ai-2021	573	27	E	e	NN
stanford-ai-2021	573	28	V	v	NN
stanford-ai-2021	573	29	I	i	NN
stanford-ai-2021	573	30	E	e	NN
stanford-ai-2021	573	31	W	W	NNP
stanford-ai-2021	573	32	Artificial	Artificial	NNP
stanford-ai-2021	573	33	Intelligence	Intelligence	NNP
stanford-ai-2021	573	34	Index	Index	NNP
stanford-ai-2021	573	35	Report	Report	NNP
stanford-ai-2021	573	36	2021	2021	CD
stanford-ai-2021	573	37	2	2	CD
stanford-ai-2021	573	38	.7	.7	NN
stanford-ai-2021	573	39	H	h	NN
stanford-ai-2021	573	40	E	e	NN
stanford-ai-2021	573	41	A	a	NN
stanford-ai-2021	573	42	LT	lt	NN
stanford-ai-2021	573	43	H	h	NN
stanford-ai-2021	573	44	C	c	NN
stanford-ai-2021	573	45	A	a	NN
stanford-ai-2021	573	46	R	r	NN
stanford-ai-2021	573	47	E	e	NN
stanford-ai-2021	573	48	A	a	NN
stanford-ai-2021	573	49	N	n	NN
stanford-ai-2021	573	50	D	d	NN
stanford-ai-2021	573	51	B	b	NN
stanford-ai-2021	573	52	I	i	NN
stanford-ai-2021	573	53	O	o	NN
stanford-ai-2021	573	54	L	l	NN
stanford-ai-2021	573	55	O	o	NN
stanford-ai-2021	573	56	G	g	NN
stanford-ai-2021	573	57	Y	y	NN
stanford-ai-2021	573	58	C	c	NN
stanford-ai-2021	573	59	H	h	NN
stanford-ai-2021	573	60	A	a	NN
stanford-ai-2021	573	61	P	p	NN
stanford-ai-2021	573	62	T	t	NN
stanford-ai-2021	573	63	E	e	NN
stanford-ai-2021	573	64	R	r	NN
stanford-ai-2021	573	65	2	2	CD
stanford-ai-2021	573	66	:	:	:
stanford-ai-2021	573	67	T	t	NN
stanford-ai-2021	573	68	E	e	NN
stanford-ai-2021	573	69	C	c	NN
stanford-ai-2021	573	70	H	h	NN
stanford-ai-2021	573	71	N	n	NN
stanford-ai-2021	573	72	I	i	NN
stanford-ai-2021	573	73	C	c	NN
stanford-ai-2021	573	74	A	a	NN
stanford-ai-2021	573	75	L	l	NN
stanford-ai-2021	573	76	P	p	NN
stanford-ai-2021	573	77	E	e	NN
stanford-ai-2021	573	78	R	r	NN
stanford-ai-2021	573	79	F	f	NN
stanford-ai-2021	573	80	O	o	NN
stanford-ai-2021	573	81	R	r	NN
stanford-ai-2021	573	82	M	m	NN
stanford-ai-2021	573	83	A	A	NNP
stanford-ai-2021	573	84	N	n	NN
stanford-ai-2021	573	85	C	c	NN
stanford-ai-2021	573	86	E	e	NN
stanford-ai-2021	573	87	03/2020	03/2020	NN
stanford-ai-2021	573	88	04/2020	04/2020	CD
stanford-ai-2021	573	89	05/2020	05/2020	CD
stanford-ai-2021	573	90	06/2020	06/2020	CD
stanford-ai-2021	573	91	07/2020	07/2020	CD
stanford-ai-2021	573	92	08/2020	08/2020	NNP
stanford-ai-2021	573	93	09/2020	09/2020	NNP
stanford-ai-2021	573	94	10/2020	10/2020	CD
stanford-ai-2021	573	95	11/2020	11/2020	CD
stanford-ai-2021	573	96	12/2020	12/2020	CD
stanford-ai-2021	573	97	0	0	CD
stanford-ai-2021	573	98	5,000	5,000	CD
stanford-ai-2021	573	99	10,000	10,000	CD
stanford-ai-2021	573	100	15,000	15,000	CD
stanford-ai-2021	573	101	T	t	NN
stanford-ai-2021	573	102	o	o	NN
stanford-ai-2021	573	103	ta	ta	NNP
stanford-ai-2021	573	104	l	l	NN
stanford-ai-2021	573	105	N	N	NNP
stanford-ai-2021	573	106	u	u	NNP
stanford-ai-2021	573	107	m	m	NNP
stanford-ai-2021	573	108	b	b	NNP
stanford-ai-2021	573	109	er	er	UH
stanford-ai-2021	573	110	o	o	XX
stanford-ai-2021	573	111	f	f	NNP
stanford-ai-2021	573	112	M	m	NN
stanford-ai-2021	573	113	o	o	NN
stanford-ai-2021	573	114	o	o	NN
stanford-ai-2021	573	115	n	n	CC
stanford-ai-2021	573	116	sh	sh	NNP
stanford-ai-2021	573	117	o	o	NNP
stanford-ai-2021	573	118	t	t	NNP
stanford-ai-2021	573	119	S	S	NNP
stanford-ai-2021	573	120	u	u	NNP
stanford-ai-2021	573	121	b	b	NNP
stanford-ai-2021	573	122	m	m	NNP
stanford-ai-2021	573	123	is	be	VBZ
stanford-ai-2021	573	124	si	si	NNP
stanford-ai-2021	573	125	o	o	NN
stanford-ai-2021	573	126	n	n	NN
stanford-ai-2021	573	127	s	s	NNP
stanford-ai-2021	573	128	15,545	15,545	CD
stanford-ai-2021	573	129	POSTERA	POSTERA	NNS
stanford-ai-2021	573	130	:	:	:
stanford-ai-2021	573	131	TOTAL	total	JJ
stanford-ai-2021	573	132	NUMBER	number	NN
stanford-ai-2021	573	133	of	of	IN
stanford-ai-2021	573	134	MOONSHOT	MOONSHOT	NNP
stanford-ai-2021	573	135	SUBMISSIONS	SUBMISSIONS	NNP
stanford-ai-2021	573	136	Source	Source	NNP
stanford-ai-2021	573	137	:	:	:
stanford-ai-2021	573	138	PostEra	PostEra	NNP
stanford-ai-2021	573	139	,	,	,
stanford-ai-2021	573	140	2020	2020	CD
stanford-ai-2021	573	141	|	|	CD
stanford-ai-2021	573	142	Chart	Chart	NNP
stanford-ai-2021	573	143	:	:	:
stanford-ai-2021	573	144	2021	2021	CD
stanford-ai-2021	573	145	AI	AI	NNP
stanford-ai-2021	573	146	Index	Index	NNP
stanford-ai-2021	573	147	Report	Report	NNP
stanford-ai-2021	573	148	C	C	NNP
stanford-ai-2021	573	149	OV	OV	NNP
stanford-ai-2021	573	150	I	i	NN
stanford-ai-2021	573	151	D	d	NN
stanford-ai-2021	573	152	-1	-1	NN
stanford-ai-2021	573	153	9	9	CD
stanford-ai-2021	573	154	A	a	NN
stanford-ai-2021	573	155	N	n	NN
stanford-ai-2021	573	156	D	d	NN
stanford-ai-2021	573	157	D	d	NN
stanford-ai-2021	573	158	R	r	NN
stanford-ai-2021	573	159	U	u	NN
stanford-ai-2021	573	160	G	g	NN
stanford-ai-2021	573	161	D	d	NN
stanford-ai-2021	573	162	I	i	NN
stanford-ai-2021	573	163	S	s	NN
stanford-ai-2021	573	164	C	c	NN
stanford-ai-2021	573	165	OV	ov	NN
stanford-ai-2021	573	166	E	e	NN
stanford-ai-2021	573	167	R	r	NN
stanford-ai-2021	573	168	Y	Y	NNP
stanford-ai-2021	573	169	AI	ai	NN
stanford-ai-2021	573	170	-	-	HYPH
stanford-ai-2021	573	171	powered	power	VBN
stanford-ai-2021	573	172	drug	drug	NN
stanford-ai-2021	573	173	discovery	discovery	NN
stanford-ai-2021	573	174	has	have	VBZ
stanford-ai-2021	573	175	gone	go	VBN
stanford-ai-2021	573	176	open	open	JJ
stanford-ai-2021	573	177	source	source	NN
stanford-ai-2021	573	178	to	to	TO
stanford-ai-2021	573	179	combat	combat	VB
stanford-ai-2021	573	180	the	the	DT
stanford-ai-2021	573	181	COVID-19	covid-19	JJ
stanford-ai-2021	573	182	pandemic	pandemic	NN
stanford-ai-2021	573	183	.	.	.
stanford-ai-2021	574	1	COVID	COVID	NNP
stanford-ai-2021	574	2	Moonshot	Moonshot	NNP
stanford-ai-2021	574	3	is	be	VBZ
stanford-ai-2021	574	4	a	a	DT
stanford-ai-2021	574	5	crowdsourced	crowdsource	VBN
stanford-ai-2021	574	6	initiative	initiative	NN
stanford-ai-2021	574	7	joined	join	VBN
stanford-ai-2021	574	8	by	by	RB
stanford-ai-2021	574	9	over	over	IN
stanford-ai-2021	574	10	500	500	CD
stanford-ai-2021	574	11	international	international	JJ
stanford-ai-2021	574	12	scientists	scientist	NNS
stanford-ai-2021	574	13	to	to	TO
stanford-ai-2021	574	14	accelerate	accelerate	VB
stanford-ai-2021	574	15	the	the	DT
stanford-ai-2021	574	16	development	development	NN
stanford-ai-2021	574	17	of	of	IN
stanford-ai-2021	574	18	a	a	DT
stanford-ai-2021	574	19	COVID-19	COVID-19	NNP
stanford-ai-2021	574	20	antiviral	antiviral	NN
stanford-ai-2021	574	21	.	.	.
stanford-ai-2021	575	1	The	the	DT
stanford-ai-2021	575	2	consortium	consortium	NN
stanford-ai-2021	575	3	of	of	IN
stanford-ai-2021	575	4	scientists	scientist	NNS
stanford-ai-2021	575	5	submits	submit	VBZ
stanford-ai-2021	575	6	their	-PRON-	PRP$
stanford-ai-2021	575	7	molecular	molecular	JJ
stanford-ai-2021	575	8	designs	design	NNS
stanford-ai-2021	575	9	pro	pro	FW
stanford-ai-2021	575	10	bono	bono	FW
stanford-ai-2021	575	11	,	,	,
stanford-ai-2021	575	12	with	with	IN
stanford-ai-2021	575	13	no	no	DT
stanford-ai-2021	575	14	claims	claim	NNS
stanford-ai-2021	575	15	.	.	.
stanford-ai-2021	576	1	PostEra	PostEra	NNP
stanford-ai-2021	576	2	,	,	,
stanford-ai-2021	576	3	an	an	DT
stanford-ai-2021	576	4	AI	AI	NNP
stanford-ai-2021	576	5	startup	startup	NN
stanford-ai-2021	576	6	,	,	,
stanford-ai-2021	576	7	uses	use	VBZ
stanford-ai-2021	576	8	machine	machine	NN
stanford-ai-2021	576	9	learning	learning	NN
stanford-ai-2021	576	10	and	and	CC
stanford-ai-2021	576	11	computational	computational	JJ
stanford-ai-2021	576	12	tools	tool	NNS
stanford-ai-2021	576	13	to	to	TO
stanford-ai-2021	576	14	assess	assess	VB
stanford-ai-2021	576	15	how	how	WRB
stanford-ai-2021	576	16	easily	easily	RB
stanford-ai-2021	576	17	compounds	compound	NNS
stanford-ai-2021	576	18	can	can	MD
stanford-ai-2021	576	19	be	be	VB
stanford-ai-2021	576	20	made	make	VBN
stanford-ai-2021	576	21	using	use	VBG
stanford-ai-2021	576	22	the	the	DT
stanford-ai-2021	576	23	submissions	submission	NNS
stanford-ai-2021	576	24	from	from	IN
stanford-ai-2021	576	25	the	the	DT
stanford-ai-2021	576	26	scientists	scientist	NNS
stanford-ai-2021	576	27	and	and	CC
stanford-ai-2021	576	28	generates	generate	VBZ
stanford-ai-2021	576	29	synthetic	synthetic	JJ
stanford-ai-2021	576	30	routes	route	NNS
stanford-ai-2021	576	31	.	.	.
stanford-ai-2021	577	1	After	after	IN
stanford-ai-2021	577	2	the	the	DT
stanford-ai-2021	577	3	first	first	JJ
stanford-ai-2021	577	4	week	week	NN
stanford-ai-2021	577	5	,	,	,
stanford-ai-2021	577	6	Moonshot	Moonshot	NNP
stanford-ai-2021	577	7	received	receive	VBD
stanford-ai-2021	577	8	over	over	IN
stanford-ai-2021	577	9	2,000	2,000	CD
stanford-ai-2021	577	10	submissions	submission	NNS
stanford-ai-2021	577	11	,	,	,
stanford-ai-2021	577	12	and	and	CC
stanford-ai-2021	577	13	PostEra	PostEra	NNP
stanford-ai-2021	577	14	designed	design	VBD
stanford-ai-2021	577	15	synthetic	synthetic	JJ
stanford-ai-2021	577	16	routes	route	NNS
stanford-ai-2021	577	17	in	in	IN
stanford-ai-2021	577	18	under	under	IN
stanford-ai-2021	577	19	48	48	CD
stanford-ai-2021	577	20	hours	hour	NNS
stanford-ai-2021	577	21	.	.	.
stanford-ai-2021	578	1	Human	human	JJ
stanford-ai-2021	578	2	chemists	chemist	NNS
stanford-ai-2021	578	3	would	would	MD
stanford-ai-2021	578	4	have	have	VB
stanford-ai-2021	578	5	taken	take	VBN
stanford-ai-2021	578	6	three	three	CD
stanford-ai-2021	578	7	to	to	TO
stanford-ai-2021	578	8	four	four	CD
stanford-ai-2021	578	9	weeks	week	NNS
stanford-ai-2021	578	10	to	to	TO
stanford-ai-2021	578	11	accomplish	accomplish	VB
stanford-ai-2021	578	12	the	the	DT
stanford-ai-2021	578	13	same	same	JJ
stanford-ai-2021	578	14	task	task	NN
stanford-ai-2021	578	15	.	.	.
stanford-ai-2021	579	1	Figure	figure	NN
stanford-ai-2021	579	2	2.7.2	2.7.2	CD
stanford-ai-2021	579	3	shows	show	VBZ
stanford-ai-2021	579	4	the	the	DT
stanford-ai-2021	579	5	accumulated	accumulate	VBN
stanford-ai-2021	579	6	number	number	NN
stanford-ai-2021	579	7	of	of	IN
stanford-ai-2021	579	8	submissions	submission	NNS
stanford-ai-2021	579	9	by	by	IN
stanford-ai-2021	579	10	scientists	scientist	NNS
stanford-ai-2021	579	11	over	over	IN
stanford-ai-2021	579	12	time	time	NN
stanford-ai-2021	579	13	.	.	.
stanford-ai-2021	580	1	Moonshot	Moonshot	NNP
stanford-ai-2021	580	2	received	receive	VBD
stanford-ai-2021	580	3	over	over	IN
stanford-ai-2021	580	4	10,000	10,000	CD
stanford-ai-2021	580	5	submissions	submission	NNS
stanford-ai-2021	580	6	from	from	IN
stanford-ai-2021	580	7	365	365	CD
stanford-ai-2021	580	8	contributors	contributor	NNS
stanford-ai-2021	580	9	around	around	IN
stanford-ai-2021	580	10	the	the	DT
stanford-ai-2021	580	11	world	world	NN
stanford-ai-2021	580	12	in	in	IN
stanford-ai-2021	580	13	just	just	RB
stanford-ai-2021	580	14	four	four	CD
stanford-ai-2021	580	15	months	month	NNS
stanford-ai-2021	580	16	.	.	.
stanford-ai-2021	581	1	Toward	toward	IN
stanford-ai-2021	581	2	the	the	DT
stanford-ai-2021	581	3	end	end	NN
stanford-ai-2021	581	4	of	of	IN
stanford-ai-2021	581	5	August	August	NNP
stanford-ai-2021	581	6	2020	2020	CD
stanford-ai-2021	581	7	,	,	,
stanford-ai-2021	581	8	the	the	DT
stanford-ai-2021	581	9	crowdsourcing	crowdsourcing	NN
stanford-ai-2021	581	10	had	have	VBD
stanford-ai-2021	581	11	served	serve	VBN
stanford-ai-2021	581	12	its	-PRON-	PRP$
stanford-ai-2021	581	13	purpose	purpose	NN
stanford-ai-2021	581	14	,	,	,
stanford-ai-2021	581	15	and	and	CC
stanford-ai-2021	581	16	the	the	DT
stanford-ai-2021	581	17	emphasis	emphasis	NN
stanford-ai-2021	581	18	moved	move	VBD
stanford-ai-2021	581	19	to	to	TO
stanford-ai-2021	581	20	optimize	optimize	VB
stanford-ai-2021	581	21	the	the	DT
stanford-ai-2021	581	22	lead	lead	JJ
stanford-ai-2021	581	23	compounds	compound	NNS
stanford-ai-2021	581	24	and	and	CC
stanford-ai-2021	581	25	set	set	VBD
stanford-ai-2021	581	26	up	up	RP
stanford-ai-2021	581	27	for	for	IN
stanford-ai-2021	581	28	animal	animal	NN
stanford-ai-2021	581	29	testing	testing	NN
stanford-ai-2021	581	30	.	.	.
stanford-ai-2021	582	1	As	as	IN
stanford-ai-2021	582	2	of	of	IN
stanford-ai-2021	582	3	February	February	NNP
stanford-ai-2021	582	4	2021	2021	CD
stanford-ai-2021	582	5	,	,	,
stanford-ai-2021	582	6	Moonshot	Moonshot	NNP
stanford-ai-2021	582	7	aims	aim	VBZ
stanford-ai-2021	582	8	to	to	TO
stanford-ai-2021	582	9	nominate	nominate	VB
stanford-ai-2021	582	10	a	a	DT
stanford-ai-2021	582	11	clinical	clinical	JJ
stanford-ai-2021	582	12	candidate	candidate	NN
stanford-ai-2021	582	13	by	by	IN
stanford-ai-2021	582	14	the	the	DT
stanford-ai-2021	582	15	end	end	NN
stanford-ai-2021	582	16	of	of	IN
stanford-ai-2021	582	17	March	March	NNP
stanford-ai-2021	582	18	.	.	.
stanford-ai-2021	583	1	Figure	figure	NN
stanford-ai-2021	583	2	2.7.2	2.7.2	CD
stanford-ai-2021	583	3	https://covid.postera.ai/covid	https://covid.postera.ai/covid	JJ
stanford-ai-2021	583	4	https://postera.ai/	https://postera.ai/	NNP
stanford-ai-2021	583	5	TA	TA	NNP
stanford-ai-2021	583	6	B	b	NN
stanford-ai-2021	583	7	L	l	NN
stanford-ai-2021	583	8	E	e	NN
stanford-ai-2021	583	9	O	o	NN
stanford-ai-2021	583	10	F	f	NN
stanford-ai-2021	583	11	C	c	NN
stanford-ai-2021	583	12	O	o	NN
stanford-ai-2021	583	13	N	n	NN
stanford-ai-2021	583	14	T	t	NN
stanford-ai-2021	583	15	E	e	NN
stanford-ai-2021	583	16	N	n	NN
stanford-ai-2021	583	17	T	t	NN
stanford-ai-2021	583	18	S	s	NN
stanford-ai-2021	583	19	7	7	CD
stanford-ai-2021	583	20	8C	8c	NN
stanford-ai-2021	583	21	H	h	NN
stanford-ai-2021	583	22	A	a	NN
stanford-ai-2021	583	23	P	p	NN
stanford-ai-2021	583	24	T	t	NN
stanford-ai-2021	583	25	E	e	NN
stanford-ai-2021	583	26	R	r	NN
stanford-ai-2021	583	27	2	2	CD
stanford-ai-2021	583	28	P	p	NN
stanford-ai-2021	583	29	R	r	NN
stanford-ai-2021	583	30	E	e	NN
stanford-ai-2021	583	31	V	v	NN
stanford-ai-2021	583	32	I	i	NN
stanford-ai-2021	583	33	E	e	NN
stanford-ai-2021	583	34	W	W	NNP
stanford-ai-2021	583	35	Artificial	Artificial	NNP
stanford-ai-2021	583	36	Intelligence	Intelligence	NNP
stanford-ai-2021	583	37	Index	Index	NNP
stanford-ai-2021	583	38	Report	Report	NNP
stanford-ai-2021	583	39	2021	2021	CD
stanford-ai-2021	583	40	2	2	CD
stanford-ai-2021	583	41	.7	.7	NN
stanford-ai-2021	583	42	H	h	NN
stanford-ai-2021	583	43	E	e	NN
stanford-ai-2021	583	44	A	a	NN
stanford-ai-2021	583	45	LT	lt	NN
stanford-ai-2021	583	46	H	h	NN
stanford-ai-2021	583	47	C	c	NN
stanford-ai-2021	583	48	A	a	NN
stanford-ai-2021	583	49	R	r	NN
stanford-ai-2021	583	50	E	e	NN
stanford-ai-2021	583	51	A	a	NN
stanford-ai-2021	583	52	N	n	NN
stanford-ai-2021	583	53	D	d	NN
stanford-ai-2021	583	54	B	b	NN
stanford-ai-2021	583	55	I	i	NN
stanford-ai-2021	583	56	O	o	NN
stanford-ai-2021	583	57	L	l	NN
stanford-ai-2021	583	58	O	o	NN
stanford-ai-2021	583	59	G	g	NN
stanford-ai-2021	583	60	Y	y	NN
stanford-ai-2021	583	61	C	c	NN
stanford-ai-2021	583	62	H	h	NN
stanford-ai-2021	583	63	A	a	NN
stanford-ai-2021	583	64	P	p	NN
stanford-ai-2021	583	65	T	t	NN
stanford-ai-2021	583	66	E	e	NN
stanford-ai-2021	583	67	R	r	NN
stanford-ai-2021	583	68	2	2	CD
stanford-ai-2021	583	69	:	:	:
stanford-ai-2021	583	70	T	t	NN
stanford-ai-2021	583	71	E	e	NN
stanford-ai-2021	583	72	C	c	NN
stanford-ai-2021	583	73	H	h	NN
stanford-ai-2021	583	74	N	n	NN
stanford-ai-2021	583	75	I	i	NN
stanford-ai-2021	583	76	C	c	NN
stanford-ai-2021	583	77	A	a	NN
stanford-ai-2021	583	78	L	l	NN
stanford-ai-2021	583	79	P	p	NN
stanford-ai-2021	583	80	E	e	NN
stanford-ai-2021	583	81	R	r	NN
stanford-ai-2021	583	82	F	f	NN
stanford-ai-2021	583	83	O	o	NN
stanford-ai-2021	583	84	R	r	NN
stanford-ai-2021	583	85	M	m	NN
stanford-ai-2021	583	86	A	A	NNP
stanford-ai-2021	583	87	N	n	NN
stanford-ai-2021	583	88	C	c	NN
stanford-ai-2021	583	89	E	e	NN
stanford-ai-2021	583	90	CASP7	casp7	NN
stanford-ai-2021	583	91	(	(	-LRB-
stanford-ai-2021	583	92	2006	2006	CD
stanford-ai-2021	583	93	)	)	-RRB-
stanford-ai-2021	583	94	CASP8	CASP8	VBN
stanford-ai-2021	583	95	(	(	-LRB-
stanford-ai-2021	583	96	2008	2008	CD
stanford-ai-2021	583	97	)	)	-RRB-
stanford-ai-2021	583	98	CASP9	CASP9	NNP
stanford-ai-2021	583	99	(	(	-LRB-
stanford-ai-2021	583	100	2010	2010	CD
stanford-ai-2021	583	101	)	)	-RRB-
stanford-ai-2021	583	102	CASP10	CASP10	NNP
stanford-ai-2021	583	103	(	(	-LRB-
stanford-ai-2021	583	104	2012	2012	CD
stanford-ai-2021	583	105	)	)	-RRB-
stanford-ai-2021	583	106	CASP11	casp11	NN
stanford-ai-2021	583	107	(	(	-LRB-
stanford-ai-2021	583	108	2014	2014	CD
stanford-ai-2021	583	109	)	)	-RRB-
stanford-ai-2021	583	110	CASP12	casp12	NN
stanford-ai-2021	583	111	(	(	-LRB-
stanford-ai-2021	583	112	2016	2016	CD
stanford-ai-2021	583	113	)	)	-RRB-
stanford-ai-2021	583	114	CASP13	CASP13	NNP
stanford-ai-2021	583	115	(	(	-LRB-
stanford-ai-2021	583	116	2018	2018	CD
stanford-ai-2021	583	117	)	)	-RRB-
stanford-ai-2021	583	118	CASP14	casp14	NN
stanford-ai-2021	583	119	(	(	-LRB-
stanford-ai-2021	583	120	2020	2020	CD
stanford-ai-2021	583	121	)	)	-RRB-
stanford-ai-2021	583	122	0	0	CD
stanford-ai-2021	583	123	20	20	CD
stanford-ai-2021	583	124	40	40	CD
stanford-ai-2021	583	125	60	60	CD
stanford-ai-2021	583	126	80	80	CD
stanford-ai-2021	583	127	100	100	CD
stanford-ai-2021	583	128	G	g	NN
stanford-ai-2021	583	129	lo	lo	IN
stanford-ai-2021	583	130	b	b	NNP
stanford-ai-2021	583	131	al	al	NNP
stanford-ai-2021	583	132	D	D	NNP
stanford-ai-2021	583	133	is	be	VBZ
stanford-ai-2021	583	134	ta	ta	NNP
stanford-ai-2021	583	135	n	n	NNP
stanford-ai-2021	583	136	ce	ce	NNP
stanford-ai-2021	583	137	T	t	NN
stanford-ai-2021	583	138	es	es	IN
stanford-ai-2021	583	139	t	t	NN
stanford-ai-2021	583	140	(	(	-LRB-
stanford-ai-2021	583	141	G	g	NN
stanford-ai-2021	583	142	D	D	NNP
stanford-ai-2021	583	143	T	t	NN
stanford-ai-2021	583	144	_	_	NNP
stanford-ai-2021	583	145	T	T	NNP
stanford-ai-2021	583	146	S	s	NN
stanford-ai-2021	583	147	)	)	-RRB-
stanford-ai-2021	583	148	ALPHAFOLD	alphafold	NN
stanford-ai-2021	583	149	ALPHAFOLD	alphafold	NN
stanford-ai-2021	583	150	2	2	CD
stanford-ai-2021	583	151	CASP	CASP	NNS
stanford-ai-2021	583	152	:	:	:
stanford-ai-2021	583	153	MEDIAN	MEDIAN	NNP
stanford-ai-2021	583	154	ACCURACY	ACCURACY	NNS
stanford-ai-2021	583	155	of	of	IN
stanford-ai-2021	583	156	PREDICTIONS	predictions	NN
stanford-ai-2021	583	157	in	in	IN
stanford-ai-2021	583	158	FREE	FREE	NNP
stanford-ai-2021	583	159	-	-	HYPH
stanford-ai-2021	583	160	MODELING	modeling	NN
stanford-ai-2021	583	161	by	by	IN
stanford-ai-2021	583	162	THE	the	DT
stanford-ai-2021	583	163	BEST	BEST	NNP
stanford-ai-2021	583	164	TEAM	TEAM	NNP
stanford-ai-2021	583	165	,	,	,
stanford-ai-2021	583	166	2006	2006	CD
stanford-ai-2021	583	167	-	-	SYM
stanford-ai-2021	583	168	20	20	CD
stanford-ai-2021	583	169	Source	source	NN
stanford-ai-2021	583	170	:	:	:
stanford-ai-2021	583	171	DeepMind	DeepMind	NNP
stanford-ai-2021	583	172	,	,	,
stanford-ai-2021	583	173	2020	2020	CD
stanford-ai-2021	583	174	|	|	CD
stanford-ai-2021	583	175	Chart	Chart	NNP
stanford-ai-2021	583	176	:	:	:
stanford-ai-2021	583	177	2021	2021	CD
stanford-ai-2021	583	178	AI	AI	NNP
stanford-ai-2021	583	179	Index	Index	NNP
stanford-ai-2021	583	180	Report	Report	NNP
stanford-ai-2021	583	181	A	A	NNP
stanford-ai-2021	583	182	L	L	NNP
stanford-ai-2021	583	183	P	p	NN
stanford-ai-2021	583	184	H	h	NN
stanford-ai-2021	583	185	A	a	NN
stanford-ai-2021	583	186	F	f	NN
stanford-ai-2021	583	187	O	o	NN
stanford-ai-2021	583	188	L	l	NN
stanford-ai-2021	583	189	D	d	NN
stanford-ai-2021	583	190	A	a	NN
stanford-ai-2021	583	191	N	n	NN
stanford-ai-2021	583	192	D	d	NN
stanford-ai-2021	583	193	P	p	NN
stanford-ai-2021	583	194	R	r	NN
stanford-ai-2021	583	195	O	o	NN
stanford-ai-2021	583	196	T	t	NN
stanford-ai-2021	583	197	E	e	NN
stanford-ai-2021	583	198	I	i	NN
stanford-ai-2021	583	199	N	n	CC
stanford-ai-2021	583	200	F	f	NN
stanford-ai-2021	583	201	O	o	NN
stanford-ai-2021	583	202	L	l	NN
stanford-ai-2021	583	203	D	d	NN
stanford-ai-2021	583	204	I	i	NN
stanford-ai-2021	583	205	N	n	NN
stanford-ai-2021	583	206	G	g	NN
stanford-ai-2021	583	207	The	the	DT
stanford-ai-2021	583	208	protein	protein	NN
stanford-ai-2021	583	209	folding	fold	VBG
stanford-ai-2021	583	210	problem	problem	NN
stanford-ai-2021	583	211	,	,	,
stanford-ai-2021	583	212	a	a	DT
stanford-ai-2021	583	213	grand	grand	JJ
stanford-ai-2021	583	214	challenge	challenge	NN
stanford-ai-2021	583	215	in	in	IN
stanford-ai-2021	583	216	structural	structural	JJ
stanford-ai-2021	583	217	biology	biology	NN
stanford-ai-2021	583	218	,	,	,
stanford-ai-2021	583	219	considers	consider	VBZ
stanford-ai-2021	583	220	how	how	WRB
stanford-ai-2021	583	221	to	to	TO
stanford-ai-2021	583	222	determine	determine	VB
stanford-ai-2021	583	223	the	the	DT
stanford-ai-2021	583	224	three-	three-	NNP
stanford-ai-2021	583	225	dimensional	dimensional	JJ
stanford-ai-2021	583	226	structure	structure	NN
stanford-ai-2021	583	227	of	of	IN
stanford-ai-2021	583	228	proteins	protein	NNS
stanford-ai-2021	583	229	(	(	-LRB-
stanford-ai-2021	583	230	essential	essential	JJ
stanford-ai-2021	583	231	components	component	NNS
stanford-ai-2021	583	232	of	of	IN
stanford-ai-2021	583	233	life	life	NN
stanford-ai-2021	583	234	)	)	-RRB-
stanford-ai-2021	583	235	from	from	IN
stanford-ai-2021	583	236	their	-PRON-	PRP$
stanford-ai-2021	583	237	one	one	CD
stanford-ai-2021	583	238	-	-	HYPH
stanford-ai-2021	583	239	dimensional	dimensional	JJ
stanford-ai-2021	583	240	representations	representation	NNS
stanford-ai-2021	583	241	(	(	-LRB-
stanford-ai-2021	583	242	sequences	sequence	NNS
stanford-ai-2021	583	243	of	of	IN
stanford-ai-2021	583	244	amino	amino	NN
stanford-ai-2021	583	245	acids7	acids7	NN
stanford-ai-2021	583	246	)	)	-RRB-
stanford-ai-2021	583	247	.	.	.
stanford-ai-2021	584	1	A	a	DT
stanford-ai-2021	584	2	solution	solution	NN
stanford-ai-2021	584	3	to	to	IN
stanford-ai-2021	584	4	this	this	DT
stanford-ai-2021	584	5	problem	problem	NN
stanford-ai-2021	584	6	can	can	MD
stanford-ai-2021	584	7	have	have	VB
stanford-ai-2021	584	8	wide	wide	JJ
stanford-ai-2021	584	9	ranging	ranging	NN
stanford-ai-2021	584	10	applications	application	NNS
stanford-ai-2021	584	11	—	—	:
stanford-ai-2021	584	12	from	from	IN
stanford-ai-2021	584	13	better	well	RBR
stanford-ai-2021	584	14	understanding	understand	VBG
stanford-ai-2021	584	15	the	the	DT
stanford-ai-2021	584	16	cellular	cellular	JJ
stanford-ai-2021	584	17	basis	basis	NN
stanford-ai-2021	584	18	of	of	IN
stanford-ai-2021	584	19	life	life	NN
stanford-ai-2021	584	20	,	,	,
stanford-ai-2021	584	21	to	to	IN
stanford-ai-2021	584	22	fueling	fuel	VBG
stanford-ai-2021	584	23	drug	drug	NN
stanford-ai-2021	584	24	discovery	discovery	NN
stanford-ai-2021	584	25	,	,	,
stanford-ai-2021	584	26	to	to	IN
stanford-ai-2021	584	27	curing	cure	VBG
stanford-ai-2021	584	28	diseases	disease	NNS
stanford-ai-2021	584	29	,	,	,
stanford-ai-2021	584	30	to	to	IN
stanford-ai-2021	584	31	engineering	engineer	VBG
stanford-ai-2021	584	32	de	de	NNP
stanford-ai-2021	584	33	-	-	JJ
stanford-ai-2021	584	34	novo	novo	NNP
stanford-ai-2021	584	35	proteins	protein	NNS
stanford-ai-2021	584	36	for	for	IN
stanford-ai-2021	584	37	industrial	industrial	JJ
stanford-ai-2021	584	38	tasks	task	NNS
stanford-ai-2021	584	39	,	,	,
stanford-ai-2021	584	40	and	and	CC
stanford-ai-2021	584	41	more	more	JJR
stanford-ai-2021	584	42	.	.	.
stanford-ai-2021	585	1	In	in	IN
stanford-ai-2021	585	2	recent	recent	JJ
stanford-ai-2021	585	3	years	year	NNS
stanford-ai-2021	585	4	,	,	,
stanford-ai-2021	585	5	machine	machine	NN
stanford-ai-2021	585	6	learning	learning	NN
stanford-ai-2021	585	7	-	-	HYPH
stanford-ai-2021	585	8	based	base	VBN
stanford-ai-2021	585	9	approaches	approach	NNS
stanford-ai-2021	585	10	have	have	VBP
stanford-ai-2021	585	11	started	start	VBN
stanford-ai-2021	585	12	to	to	TO
stanford-ai-2021	585	13	make	make	VB
stanford-ai-2021	585	14	a	a	DT
stanford-ai-2021	585	15	meaningful	meaningful	JJ
stanford-ai-2021	585	16	difference	difference	NN
stanford-ai-2021	585	17	on	on	IN
stanford-ai-2021	585	18	the	the	DT
stanford-ai-2021	585	19	protein	protein	NN
stanford-ai-2021	585	20	folding	fold	VBG
stanford-ai-2021	585	21	problem	problem	NN
stanford-ai-2021	585	22	.	.	.
stanford-ai-2021	586	1	Most	most	RBS
stanford-ai-2021	586	2	notably	notably	RB
stanford-ai-2021	586	3	,	,	,
stanford-ai-2021	586	4	DeepMind	DeepMind	NNP
stanford-ai-2021	586	5	’s	’s	POS
stanford-ai-2021	586	6	AlphaFold	AlphaFold	NNP
stanford-ai-2021	586	7	debuted	debut	VBD
stanford-ai-2021	586	8	in	in	IN
stanford-ai-2021	586	9	2018	2018	CD
stanford-ai-2021	586	10	at	at	IN
stanford-ai-2021	586	11	the	the	DT
stanford-ai-2021	586	12	Critical	Critical	NNP
stanford-ai-2021	586	13	Assessment	Assessment	NNP
stanford-ai-2021	586	14	of	of	IN
stanford-ai-2021	586	15	Protein	Protein	NNP
stanford-ai-2021	586	16	Structure	Structure	NNP
stanford-ai-2021	586	17	(	(	-LRB-
stanford-ai-2021	586	18	CASP	CASP	NNP
stanford-ai-2021	586	19	)	)	-RRB-
stanford-ai-2021	586	20	competition	competition	NN
stanford-ai-2021	586	21	,	,	,
stanford-ai-2021	586	22	a	a	DT
stanford-ai-2021	586	23	biennial	biennial	JJ
stanford-ai-2021	586	24	competition	competition	NN
stanford-ai-2021	586	25	to	to	TO
stanford-ai-2021	586	26	foster	foster	VB
stanford-ai-2021	586	27	and	and	CC
stanford-ai-2021	586	28	measure	measure	VB
stanford-ai-2021	586	29	progress	progress	NN
stanford-ai-2021	586	30	on	on	IN
stanford-ai-2021	586	31	protein	protein	NN
stanford-ai-2021	586	32	folding	folding	NN
stanford-ai-2021	586	33	.	.	.
stanford-ai-2021	587	1	At	at	IN
stanford-ai-2021	587	2	CASP	CASP	NNP
stanford-ai-2021	587	3	,	,	,
stanford-ai-2021	587	4	competing	compete	VBG
stanford-ai-2021	587	5	teams	team	NNS
stanford-ai-2021	587	6	are	be	VBP
stanford-ai-2021	587	7	given	give	VBN
stanford-ai-2021	587	8	amino	amino	NN
stanford-ai-2021	587	9	acid	acid	NN
stanford-ai-2021	587	10	sequences	sequence	NNS
stanford-ai-2021	587	11	and	and	CC
stanford-ai-2021	587	12	tasked	task	VBD
stanford-ai-2021	587	13	to	to	TO
stanford-ai-2021	587	14	predict	predict	VB
stanford-ai-2021	587	15	the	the	DT
stanford-ai-2021	587	16	three	three	CD
stanford-ai-2021	587	17	-	-	HYPH
stanford-ai-2021	587	18	dimensional	dimensional	JJ
stanford-ai-2021	587	19	structures	structure	NNS
stanford-ai-2021	587	20	of	of	IN
stanford-ai-2021	587	21	the	the	DT
stanford-ai-2021	587	22	corresponding	correspond	VBG
stanford-ai-2021	587	23	proteins	protein	NNS
stanford-ai-2021	587	24	,	,	,
stanford-ai-2021	587	25	the	the	DT
stanford-ai-2021	587	26	latter	latter	JJ
stanford-ai-2021	587	27	of	of	IN
stanford-ai-2021	587	28	which	which	WDT
stanford-ai-2021	587	29	are	be	VBP
stanford-ai-2021	587	30	determined	determine	VBN
stanford-ai-2021	587	31	through	through	IN
stanford-ai-2021	587	32	laborious	laborious	JJ
stanford-ai-2021	587	33	and	and	CC
stanford-ai-2021	587	34	expensive	expensive	JJ
stanford-ai-2021	587	35	experimental	experimental	JJ
stanford-ai-2021	587	36	methods	method	NNS
stanford-ai-2021	587	37	(	(	-LRB-
stanford-ai-2021	587	38	e.g.	e.g.	RB
stanford-ai-2021	587	39	,	,	,
stanford-ai-2021	587	40	nuclear	nuclear	JJ
stanford-ai-2021	587	41	magnetic	magnetic	JJ
stanford-ai-2021	587	42	resonance	resonance	NN
stanford-ai-2021	587	43	spectroscopy	spectroscopy	NN
stanford-ai-2021	587	44	,	,	,
stanford-ai-2021	587	45	X	x	NN
stanford-ai-2021	587	46	-	-	NN
stanford-ai-2021	587	47	ray	ray	NN
stanford-ai-2021	587	48	crystallography	crystallography	NN
stanford-ai-2021	587	49	,	,	,
stanford-ai-2021	587	50	cryo	cryo	NN
stanford-ai-2021	587	51	-	-	HYPH
stanford-ai-2021	587	52	electron	electron	NN
stanford-ai-2021	587	53	microscopy	microscopy	NN
stanford-ai-2021	587	54	,	,	,
stanford-ai-2021	587	55	etc	etc	FW
stanford-ai-2021	587	56	.	.	.
stanford-ai-2021	587	57	)	)	-RRB-
stanford-ai-2021	588	1	and	and	CC
stanford-ai-2021	588	2	unknown	unknown	JJ
stanford-ai-2021	588	3	to	to	IN
stanford-ai-2021	588	4	the	the	DT
stanford-ai-2021	588	5	competitors	competitor	NNS
stanford-ai-2021	588	6	.	.	.
stanford-ai-2021	589	1	Performance	performance	NN
stanford-ai-2021	589	2	on	on	IN
stanford-ai-2021	589	3	CASP	CASP	NNP
stanford-ai-2021	589	4	is	be	VBZ
stanford-ai-2021	589	5	commonly	commonly	RB
stanford-ai-2021	589	6	measured	measure	VBN
stanford-ai-2021	589	7	by	by	IN
stanford-ai-2021	589	8	the	the	DT
stanford-ai-2021	589	9	Global	Global	NNP
stanford-ai-2021	589	10	Distance	Distance	NNP
stanford-ai-2021	589	11	Test	Test	NNP
stanford-ai-2021	589	12	(	(	-LRB-
stanford-ai-2021	589	13	GDT	GDT	NNP
stanford-ai-2021	589	14	)	)	-RRB-
stanford-ai-2021	589	15	score	score	NN
stanford-ai-2021	589	16	,	,	,
stanford-ai-2021	589	17	a	a	DT
stanford-ai-2021	589	18	number	number	NN
stanford-ai-2021	589	19	between	between	IN
stanford-ai-2021	589	20	0	0	CD
stanford-ai-2021	589	21	and	and	CC
stanford-ai-2021	589	22	100	100	CD
stanford-ai-2021	589	23	,	,	,
stanford-ai-2021	589	24	which	which	WDT
stanford-ai-2021	589	25	measures	measure	VBZ
stanford-ai-2021	589	26	the	the	DT
stanford-ai-2021	589	27	similarity	similarity	NN
stanford-ai-2021	589	28	between	between	IN
stanford-ai-2021	589	29	two	two	CD
stanford-ai-2021	589	30	protein	protein	NN
stanford-ai-2021	589	31	structures	structure	NNS
stanford-ai-2021	589	32	.	.	.
stanford-ai-2021	590	1	A	a	DT
stanford-ai-2021	590	2	higher	high	JJR
stanford-ai-2021	590	3	GDT	GDT	NNP
stanford-ai-2021	590	4	score	score	NN
stanford-ai-2021	590	5	is	be	VBZ
stanford-ai-2021	590	6	better	well	JJR
stanford-ai-2021	590	7	.	.	.
stanford-ai-2021	591	1	Figure	Figure	NNP
stanford-ai-2021	591	2	2.7.3	2.7.3	CD
stanford-ai-2021	591	3	,	,	,
stanford-ai-2021	591	4	adapted	adapt	VBN
stanford-ai-2021	591	5	from	from	IN
stanford-ai-2021	591	6	the	the	DT
stanford-ai-2021	591	7	DeepMind	DeepMind	NNP
stanford-ai-2021	591	8	blog	blog	NN
stanford-ai-2021	591	9	post	post	NN
stanford-ai-2021	591	10	,	,	,
stanford-ai-2021	591	11	shows	show	VBZ
stanford-ai-2021	591	12	the	the	DT
stanford-ai-2021	591	13	median	median	JJ
stanford-ai-2021	591	14	GDT	GDT	NNP
stanford-ai-2021	591	15	scores	score	NNS
stanford-ai-2021	591	16	of	of	IN
stanford-ai-2021	591	17	the	the	DT
stanford-ai-2021	591	18	best	good	JJS
stanford-ai-2021	591	19	team	team	NN
stanford-ai-2021	591	20	on	on	IN
stanford-ai-2021	591	21	some	some	DT
stanford-ai-2021	591	22	of	of	IN
stanford-ai-2021	591	23	the	the	DT
stanford-ai-2021	591	24	harder	hard	JJR
stanford-ai-2021	591	25	types	type	NNS
stanford-ai-2021	591	26	of	of	IN
stanford-ai-2021	591	27	proteins	protein	NNS
stanford-ai-2021	591	28	to	to	TO
stanford-ai-2021	591	29	predict	predict	VB
stanford-ai-2021	591	30	(	(	-LRB-
stanford-ai-2021	591	31	the	the	DT
stanford-ai-2021	591	32	‘	'	``
stanford-ai-2021	591	33	free-	free-	NNP
stanford-ai-2021	591	34	modelling	modelling	NN
stanford-ai-2021	591	35	’	'	''
stanford-ai-2021	591	36	category	category	NN
stanford-ai-2021	591	37	of	of	IN
stanford-ai-2021	591	38	proteins	protein	NNS
stanford-ai-2021	591	39	)	)	-RRB-
stanford-ai-2021	591	40	at	at	IN
stanford-ai-2021	591	41	CASP	CASP	NNP
stanford-ai-2021	591	42	over	over	IN
stanford-ai-2021	591	43	the	the	DT
stanford-ai-2021	591	44	last	last	JJ
stanford-ai-2021	591	45	14	14	CD
stanford-ai-2021	591	46	years	year	NNS
stanford-ai-2021	591	47	.	.	.
stanford-ai-2021	592	1	In	in	IN
stanford-ai-2021	592	2	the	the	DT
stanford-ai-2021	592	3	past	past	NN
stanford-ai-2021	592	4	,	,	,
stanford-ai-2021	592	5	winning	win	VBG
stanford-ai-2021	592	6	algorithms	algorithm	NNS
stanford-ai-2021	592	7	were	be	VBD
stanford-ai-2021	592	8	typically	typically	RB
stanford-ai-2021	592	9	based	base	VBN
stanford-ai-2021	592	10	on	on	IN
stanford-ai-2021	592	11	physics	physics	NN
stanford-ai-2021	592	12	based	base	VBN
stanford-ai-2021	592	13	models	model	NNS
stanford-ai-2021	592	14	;	;	:
stanford-ai-2021	592	15	however	however	RB
stanford-ai-2021	592	16	,	,	,
stanford-ai-2021	592	17	in	in	IN
stanford-ai-2021	592	18	the	the	DT
stanford-ai-2021	592	19	last	last	JJ
stanford-ai-2021	592	20	two	two	CD
stanford-ai-2021	592	21	competitions	competition	NNS
stanford-ai-2021	592	22	,	,	,
stanford-ai-2021	592	23	Deepmind	Deepmind	NNP
stanford-ai-2021	592	24	’s	’s	POS
stanford-ai-2021	592	25	AlphaFold	AlphaFold	NNP
stanford-ai-2021	592	26	and	and	CC
stanford-ai-2021	592	27	AlphaFold	AlphaFold	NNP
stanford-ai-2021	592	28	2	2	CD
stanford-ai-2021	592	29	algorithms	algorithm	NNS
stanford-ai-2021	592	30	achieved	achieve	VBD
stanford-ai-2021	592	31	winning	win	VBG
stanford-ai-2021	592	32	scores	score	NNS
stanford-ai-2021	592	33	through	through	IN
stanford-ai-2021	592	34	the	the	DT
stanford-ai-2021	592	35	partial	partial	JJ
stanford-ai-2021	592	36	incorporation	incorporation	NN
stanford-ai-2021	592	37	of	of	IN
stanford-ai-2021	592	38	deep	deep	JJ
stanford-ai-2021	592	39	learning	learning	NN
stanford-ai-2021	592	40	techniques	technique	NNS
stanford-ai-2021	592	41	.	.	.
stanford-ai-2021	593	1	Figure	figure	NN
stanford-ai-2021	593	2	2.7.3	2.7.3	CD
stanford-ai-2021	593	3	7	7	CD
stanford-ai-2021	593	4	Currently	currently	RB
stanford-ai-2021	593	5	most	most	JJS
stanford-ai-2021	593	6	protein	protein	NN
stanford-ai-2021	593	7	folding	fold	VBG
stanford-ai-2021	593	8	algorithms	algorithms	NNP
stanford-ai-2021	593	9	leverage	leverage	NN
stanford-ai-2021	593	10	multiple	multiple	JJ
stanford-ai-2021	593	11	sequence	sequence	NN
stanford-ai-2021	593	12	alignments	alignment	NNS
stanford-ai-2021	593	13	—	—	:
stanford-ai-2021	593	14	many	many	JJ
stanford-ai-2021	593	15	copies	copy	NNS
stanford-ai-2021	593	16	of	of	IN
stanford-ai-2021	593	17	a	a	DT
stanford-ai-2021	593	18	protein	protein	NN
stanford-ai-2021	593	19	sequence	sequence	NN
stanford-ai-2021	593	20	representing	represent	VBG
stanford-ai-2021	593	21	the	the	DT
stanford-ai-2021	593	22	same	same	JJ
stanford-ai-2021	593	23	protein	protein	NN
stanford-ai-2021	593	24	across	across	IN
stanford-ai-2021	593	25	evolution	evolution	NN
stanford-ai-2021	593	26	—	—	:
stanford-ai-2021	593	27	rather	rather	RB
stanford-ai-2021	593	28	than	than	IN
stanford-ai-2021	593	29	just	just	RB
stanford-ai-2021	593	30	a	a	DT
stanford-ai-2021	593	31	single	single	JJ
stanford-ai-2021	593	32	sequence	sequence	NN
stanford-ai-2021	593	33	.	.	.
stanford-ai-2021	594	1	https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology	VB
stanford-ai-2021	594	2	TA	TA	NNP
stanford-ai-2021	594	3	B	b	NN
stanford-ai-2021	594	4	L	l	NN
stanford-ai-2021	594	5	E	e	NN
stanford-ai-2021	594	6	O	o	NN
stanford-ai-2021	594	7	F	f	NN
stanford-ai-2021	594	8	C	c	NN
stanford-ai-2021	594	9	O	o	NN
stanford-ai-2021	594	10	N	n	NN
stanford-ai-2021	594	11	T	t	NN
stanford-ai-2021	594	12	E	e	NN
stanford-ai-2021	594	13	N	n	NN
stanford-ai-2021	594	14	T	t	NN
stanford-ai-2021	594	15	S	s	NN
stanford-ai-2021	594	16	7	7	CD
stanford-ai-2021	594	17	9C	9c	NN
stanford-ai-2021	594	18	H	h	NN
stanford-ai-2021	594	19	A	a	NN
stanford-ai-2021	594	20	P	p	NN
stanford-ai-2021	594	21	T	t	NN
stanford-ai-2021	594	22	E	e	NN
stanford-ai-2021	594	23	R	r	NN
stanford-ai-2021	594	24	2	2	CD
stanford-ai-2021	594	25	P	p	NN
stanford-ai-2021	594	26	R	r	NN
stanford-ai-2021	594	27	E	e	NN
stanford-ai-2021	594	28	V	v	NN
stanford-ai-2021	594	29	I	i	NN
stanford-ai-2021	594	30	E	e	NN
stanford-ai-2021	594	31	W	W	NNP
stanford-ai-2021	594	32	Artificial	Artificial	NNP
stanford-ai-2021	594	33	Intelligence	Intelligence	NNP
stanford-ai-2021	594	34	Index	Index	NNP
stanford-ai-2021	594	35	Report	Report	NNP
stanford-ai-2021	594	36	2021	2021	CD
stanford-ai-2021	594	37	EXPERT	EXPERT	NNP
stanford-ai-2021	594	38	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	594	39	This	this	DT
stanford-ai-2021	594	40	year	year	NN
stanford-ai-2021	594	41	,	,	,
stanford-ai-2021	594	42	the	the	DT
stanford-ai-2021	594	43	AI	AI	NNP
stanford-ai-2021	594	44	Index	Index	NNP
stanford-ai-2021	594	45	asked	ask	VBD
stanford-ai-2021	594	46	AI	AI	NNP
stanford-ai-2021	594	47	experts	expert	NNS
stanford-ai-2021	594	48	to	to	TO
stanford-ai-2021	594	49	share	share	VB
stanford-ai-2021	594	50	their	-PRON-	PRP$
stanford-ai-2021	594	51	thoughts	thought	NNS
stanford-ai-2021	594	52	on	on	IN
stanford-ai-2021	594	53	the	the	DT
stanford-ai-2021	594	54	most	most	RBS
stanford-ai-2021	594	55	significant	significant	JJ
stanford-ai-2021	594	56	technical	technical	JJ
stanford-ai-2021	594	57	AI	AI	NNP
stanford-ai-2021	594	58	breakthroughs	breakthrough	NNS
stanford-ai-2021	594	59	in	in	IN
stanford-ai-2021	594	60	2020	2020	CD
stanford-ai-2021	594	61	.	.	.
stanford-ai-2021	595	1	Here	here	RB
stanford-ai-2021	595	2	’s	’	VBZ
stanford-ai-2021	595	3	a	a	DT
stanford-ai-2021	595	4	summary	summary	NN
stanford-ai-2021	595	5	of	of	IN
stanford-ai-2021	595	6	their	-PRON-	PRP$
stanford-ai-2021	595	7	responses	response	NNS
stanford-ai-2021	595	8	,	,	,
stanford-ai-2021	595	9	along	along	IN
stanford-ai-2021	595	10	with	with	IN
stanford-ai-2021	595	11	a	a	DT
stanford-ai-2021	595	12	couple	couple	NN
stanford-ai-2021	595	13	of	of	IN
stanford-ai-2021	595	14	individual	individual	JJ
stanford-ai-2021	595	15	highlights	highlight	NNS
stanford-ai-2021	595	16	.	.	.
stanford-ai-2021	596	1	What	what	WP
stanford-ai-2021	596	2	was	be	VBD
stanford-ai-2021	596	3	the	the	DT
stanford-ai-2021	596	4	single	single	JJ
stanford-ai-2021	596	5	most	most	RBS
stanford-ai-2021	596	6	impressive	impressive	JJ
stanford-ai-2021	596	7	AI	AI	NNP
stanford-ai-2021	596	8	advancement	advancement	NN
stanford-ai-2021	596	9	in	in	IN
stanford-ai-2021	596	10	2020	2020	CD
stanford-ai-2021	596	11	?	?	.
stanford-ai-2021	597	1	•	•	VB
stanford-ai-2021	597	2	The	the	DT
stanford-ai-2021	597	3	two	two	CD
stanford-ai-2021	597	4	most	most	RBS
stanford-ai-2021	597	5	mentioned	mention	VBN
stanford-ai-2021	597	6	systems	system	NNS
stanford-ai-2021	597	7	by	by	IN
stanford-ai-2021	597	8	a	a	DT
stanford-ai-2021	597	9	significant	significant	JJ
stanford-ai-2021	597	10	margin	margin	NN
stanford-ai-2021	597	11	were	be	VBD
stanford-ai-2021	597	12	AlphaFold	AlphaFold	NNP
stanford-ai-2021	597	13	(	(	-LRB-
stanford-ai-2021	597	14	DeepMind	DeepMind	NNP
stanford-ai-2021	597	15	)	)	-RRB-
stanford-ai-2021	597	16	,	,	,
stanford-ai-2021	597	17	a	a	DT
stanford-ai-2021	597	18	model	model	NN
stanford-ai-2021	597	19	for	for	IN
stanford-ai-2021	597	20	molecular	molecular	JJ
stanford-ai-2021	597	21	assay	assay	NN
stanford-ai-2021	597	22	,	,	,
stanford-ai-2021	597	23	and	and	CC
stanford-ai-2021	597	24	GPT-3	GPT-3	NNP
stanford-ai-2021	597	25	(	(	-LRB-
stanford-ai-2021	597	26	OpenAI	OpenAI	NNP
stanford-ai-2021	597	27	)	)	-RRB-
stanford-ai-2021	597	28	,	,	,
stanford-ai-2021	597	29	a	a	DT
stanford-ai-2021	597	30	generative	generative	JJ
stanford-ai-2021	597	31	text	text	NN
stanford-ai-2021	597	32	model	model	NN
stanford-ai-2021	597	33	.	.	.
stanford-ai-2021	598	1	What	what	WDT
stanford-ai-2021	598	2	single	single	JJ
stanford-ai-2021	598	3	trend	trend	NN
stanford-ai-2021	598	4	will	will	MD
stanford-ai-2021	598	5	define	define	VB
stanford-ai-2021	598	6	AI	AI	NNP
stanford-ai-2021	598	7	in	in	IN
stanford-ai-2021	598	8	2021	2021	CD
stanford-ai-2021	598	9	?	?	.
stanford-ai-2021	599	1	•	•	NN
stanford-ai-2021	599	2	Experts	expert	NNS
stanford-ai-2021	599	3	predict	predict	VBP
stanford-ai-2021	599	4	that	that	IN
stanford-ai-2021	599	5	more	more	JJR
stanford-ai-2021	599	6	advances	advance	NNS
stanford-ai-2021	599	7	will	will	MD
stanford-ai-2021	599	8	be	be	VB
stanford-ai-2021	599	9	built	build	VBN
stanford-ai-2021	599	10	by	by	IN
stanford-ai-2021	599	11	using	use	VBG
stanford-ai-2021	599	12	pretrained	pretrained	JJ
stanford-ai-2021	599	13	models	model	NNS
stanford-ai-2021	599	14	.	.	.
stanford-ai-2021	600	1	For	for	IN
stanford-ai-2021	600	2	instance	instance	NN
stanford-ai-2021	600	3	,	,	,
stanford-ai-2021	600	4	GPT-3	GPT-3	NNP
stanford-ai-2021	600	5	is	be	VBZ
stanford-ai-2021	600	6	a	a	DT
stanford-ai-2021	600	7	large	large	JJ
stanford-ai-2021	600	8	NLP	NLP	NNP
stanford-ai-2021	600	9	model	model	NN
stanford-ai-2021	600	10	that	that	WDT
stanford-ai-2021	600	11	can	can	MD
stanford-ai-2021	600	12	subsequently	subsequently	RB
stanford-ai-2021	600	13	be	be	VB
stanford-ai-2021	600	14	fine	fine	RB
stanford-ai-2021	600	15	-	-	HYPH
stanford-ai-2021	600	16	tuned	tune	VBN
stanford-ai-2021	600	17	for	for	IN
stanford-ai-2021	600	18	excellent	excellent	JJ
stanford-ai-2021	600	19	performance	performance	NN
stanford-ai-2021	600	20	on	on	IN
stanford-ai-2021	600	21	specific	specific	JJ
stanford-ai-2021	600	22	,	,	,
stanford-ai-2021	600	23	narrow	narrow	JJ
stanford-ai-2021	600	24	tasks	task	NNS
stanford-ai-2021	600	25	.	.	.
stanford-ai-2021	601	1	Similarly	similarly	RB
stanford-ai-2021	601	2	,	,	,
stanford-ai-2021	601	3	2020	2020	CD
stanford-ai-2021	601	4	saw	see	VBD
stanford-ai-2021	601	5	various	various	JJ
stanford-ai-2021	601	6	computer	computer	NN
stanford-ai-2021	601	7	vision	vision	NN
stanford-ai-2021	601	8	advancements	advancement	NNS
stanford-ai-2021	601	9	built	build	VBN
stanford-ai-2021	601	10	on	on	IN
stanford-ai-2021	601	11	top	top	NN
stanford-ai-2021	601	12	of	of	IN
stanford-ai-2021	601	13	models	model	NNS
stanford-ai-2021	601	14	pretrained	pretraine	VBN
stanford-ai-2021	601	15	on	on	IN
stanford-ai-2021	601	16	very	very	RB
stanford-ai-2021	601	17	large	large	JJ
stanford-ai-2021	601	18	image	image	NN
stanford-ai-2021	601	19	datasets	dataset	NNS
stanford-ai-2021	601	20	.	.	.
stanford-ai-2021	602	1	What	what	WDT
stanford-ai-2021	602	2	aspect	aspect	NN
stanford-ai-2021	602	3	of	of	IN
stanford-ai-2021	602	4	AI	AI	NNP
stanford-ai-2021	602	5	technical	technical	JJ
stanford-ai-2021	602	6	progress	progress	NN
stanford-ai-2021	602	7	,	,	,
stanford-ai-2021	602	8	deployment	deployment	NN
stanford-ai-2021	602	9	,	,	,
stanford-ai-2021	602	10	and	and	CC
stanford-ai-2021	602	11	development	development	NN
stanford-ai-2021	602	12	are	be	VBP
stanford-ai-2021	602	13	you	-PRON-	PRP
stanford-ai-2021	602	14	most	most	RBS
stanford-ai-2021	602	15	excited	excited	JJ
stanford-ai-2021	602	16	to	to	TO
stanford-ai-2021	602	17	see	see	VB
stanford-ai-2021	602	18	in	in	IN
stanford-ai-2021	602	19	2021	2021	CD
stanford-ai-2021	602	20	?	?	.
stanford-ai-2021	603	1	•	•	VB
stanford-ai-2021	603	2	“	"	``
stanford-ai-2021	603	3	It	-PRON-	PRP
stanford-ai-2021	603	4	’s	’	VBZ
stanford-ai-2021	603	5	interesting	interesting	JJ
stanford-ai-2021	603	6	to	to	TO
stanford-ai-2021	603	7	note	note	VB
stanford-ai-2021	603	8	the	the	DT
stanford-ai-2021	603	9	dominance	dominance	NN
stanford-ai-2021	603	10	of	of	IN
stanford-ai-2021	603	11	the	the	DT
stanford-ai-2021	603	12	Transformers	Transformers	NNP
stanford-ai-2021	603	13	architecture	architecture	NN
stanford-ai-2021	603	14	,	,	,
stanford-ai-2021	603	15	which	which	WDT
stanford-ai-2021	603	16	started	start	VBD
stanford-ai-2021	603	17	for	for	IN
stanford-ai-2021	603	18	machine	machine	NN
stanford-ai-2021	603	19	translation	translation	NN
stanford-ai-2021	603	20	but	but	CC
stanford-ai-2021	603	21	has	have	VBZ
stanford-ai-2021	603	22	become	become	VBN
stanford-ai-2021	603	23	the	the	DT
stanford-ai-2021	603	24	de	de	FW
stanford-ai-2021	603	25	facto	facto	FW
stanford-ai-2021	603	26	neural	neural	JJ
stanford-ai-2021	603	27	network	network	NN
stanford-ai-2021	603	28	architecture	architecture	NN
stanford-ai-2021	603	29	.	.	.
stanford-ai-2021	604	1	More	more	RBR
stanford-ai-2021	604	2	broadly	broadly	RB
stanford-ai-2021	604	3	,	,	,
stanford-ai-2021	604	4	whereas	whereas	IN
stanford-ai-2021	604	5	NLP	NLP	NNP
stanford-ai-2021	604	6	trailed	trail	VBD
stanford-ai-2021	604	7	vision	vision	NN
stanford-ai-2021	604	8	in	in	IN
stanford-ai-2021	604	9	terms	term	NNS
stanford-ai-2021	604	10	of	of	IN
stanford-ai-2021	604	11	adoption	adoption	NN
stanford-ai-2021	604	12	of	of	IN
stanford-ai-2021	604	13	deep	deep	JJ
stanford-ai-2021	604	14	learning	learning	NN
stanford-ai-2021	604	15	,	,	,
stanford-ai-2021	604	16	now	now	RB
stanford-ai-2021	604	17	it	-PRON-	PRP
stanford-ai-2021	604	18	seems	seem	VBZ
stanford-ai-2021	604	19	like	like	IN
stanford-ai-2021	604	20	advances	advance	NNS
stanford-ai-2021	604	21	in	in	IN
stanford-ai-2021	604	22	NLP	NLP	NNP
stanford-ai-2021	604	23	are	be	VBP
stanford-ai-2021	604	24	also	also	RB
stanford-ai-2021	604	25	driving	drive	VBG
stanford-ai-2021	604	26	vision	vision	NN
stanford-ai-2021	604	27	.	.	.
stanford-ai-2021	604	28	”	"	''
stanford-ai-2021	604	29	—	—	:
stanford-ai-2021	604	30	Percy	Percy	NNP
stanford-ai-2021	604	31	Liang	Liang	NNP
stanford-ai-2021	604	32	,	,	,
stanford-ai-2021	604	33	Stanford	Stanford	NNP
stanford-ai-2021	604	34	University	University	NNP
stanford-ai-2021	604	35	•	•	NNP
stanford-ai-2021	604	36	“	"	``
stanford-ai-2021	604	37	The	the	DT
stanford-ai-2021	604	38	incredible	incredible	JJ
stanford-ai-2021	604	39	recent	recent	JJ
stanford-ai-2021	604	40	advancements	advancement	NNS
stanford-ai-2021	604	41	in	in	IN
stanford-ai-2021	604	42	language	language	NN
stanford-ai-2021	604	43	generation	generation	NN
stanford-ai-2021	604	44	have	have	VBP
stanford-ai-2021	604	45	had	have	VBN
stanford-ai-2021	604	46	a	a	DT
stanford-ai-2021	604	47	profound	profound	JJ
stanford-ai-2021	604	48	effect	effect	NN
stanford-ai-2021	604	49	on	on	IN
stanford-ai-2021	604	50	the	the	DT
stanford-ai-2021	604	51	fields	field	NNS
stanford-ai-2021	604	52	of	of	IN
stanford-ai-2021	604	53	NLP	NLP	NNP
stanford-ai-2021	604	54	and	and	CC
stanford-ai-2021	604	55	machine	machine	NN
stanford-ai-2021	604	56	learning	learning	NN
stanford-ai-2021	604	57	,	,	,
stanford-ai-2021	604	58	rendering	render	VBG
stanford-ai-2021	604	59	formerly	formerly	RB
stanford-ai-2021	604	60	difficult	difficult	JJ
stanford-ai-2021	604	61	research	research	NN
stanford-ai-2021	604	62	challenges	challenge	NNS
stanford-ai-2021	604	63	and	and	CC
stanford-ai-2021	604	64	datasets	dataset	NNS
stanford-ai-2021	604	65	suddenly	suddenly	RB
stanford-ai-2021	604	66	useless	useless	JJ
stanford-ai-2021	604	67	while	while	IN
stanford-ai-2021	604	68	simultaneously	simultaneously	RB
stanford-ai-2021	604	69	encouraging	encourage	VBG
stanford-ai-2021	604	70	new	new	JJ
stanford-ai-2021	604	71	research	research	NN
stanford-ai-2021	604	72	efforts	effort	NNS
stanford-ai-2021	604	73	into	into	IN
stanford-ai-2021	604	74	the	the	DT
stanford-ai-2021	604	75	fascinating	fascinating	JJ
stanford-ai-2021	604	76	emergent	emergent	JJ
stanford-ai-2021	604	77	capabilities	capability	NNS
stanford-ai-2021	604	78	(	(	-LRB-
stanford-ai-2021	604	79	and	and	CC
stanford-ai-2021	604	80	important	important	JJ
stanford-ai-2021	604	81	failings	failing	NNS
stanford-ai-2021	604	82	)	)	-RRB-
stanford-ai-2021	604	83	of	of	IN
stanford-ai-2021	604	84	these	these	DT
stanford-ai-2021	604	85	complex	complex	JJ
stanford-ai-2021	604	86	new	new	JJ
stanford-ai-2021	604	87	models	model	NNS
stanford-ai-2021	604	88	.	.	.
stanford-ai-2021	604	89	”	"	''
stanford-ai-2021	604	90	—	—	:
stanford-ai-2021	604	91	Carissa	Carissa	NNP
stanford-ai-2021	604	92	Schoenick	Schoenick	NNP
stanford-ai-2021	604	93	,	,	,
stanford-ai-2021	604	94	Allen	Allen	NNP
stanford-ai-2021	604	95	Institute	Institute	NNP
stanford-ai-2021	604	96	of	of	IN
stanford-ai-2021	604	97	AI	AI	NNP
stanford-ai-2021	604	98	Research	Research	NNP
stanford-ai-2021	604	99	E	E	NNP
stanford-ai-2021	604	100	X	x	NN
stanford-ai-2021	604	101	P	p	NN
stanford-ai-2021	604	102	E	e	NN
stanford-ai-2021	604	103	R	r	NN
stanford-ai-2021	604	104	T	t	NN
stanford-ai-2021	604	105	H	h	NN
stanford-ai-2021	604	106	I	i	NN
stanford-ai-2021	604	107	G	g	NN
stanford-ai-2021	604	108	H	h	NN
stanford-ai-2021	604	109	L	l	NN
stanford-ai-2021	604	110	I	i	NN
stanford-ai-2021	604	111	G	g	NN
stanford-ai-2021	604	112	H	h	NN
stanford-ai-2021	604	113	T	t	NN
stanford-ai-2021	604	114	S	s	NN
stanford-ai-2021	604	115	C	c	NN
stanford-ai-2021	604	116	H	h	NN
stanford-ai-2021	604	117	A	a	NN
stanford-ai-2021	604	118	P	p	NN
stanford-ai-2021	604	119	T	t	NN
stanford-ai-2021	604	120	E	e	NN
stanford-ai-2021	604	121	R	r	NN
stanford-ai-2021	604	122	2	2	CD
stanford-ai-2021	604	123	:	:	:
stanford-ai-2021	604	124	T	t	NN
stanford-ai-2021	604	125	E	e	NN
stanford-ai-2021	604	126	C	c	NN
stanford-ai-2021	604	127	H	h	NN
stanford-ai-2021	604	128	N	n	NN
stanford-ai-2021	604	129	I	i	NN
stanford-ai-2021	604	130	C	c	NN
stanford-ai-2021	604	131	A	a	NN
stanford-ai-2021	604	132	L	l	NN
stanford-ai-2021	604	133	P	p	NN
stanford-ai-2021	604	134	E	e	NN
stanford-ai-2021	604	135	R	r	NN
stanford-ai-2021	604	136	F	f	NN
stanford-ai-2021	604	137	O	o	NN
stanford-ai-2021	604	138	R	r	NN
stanford-ai-2021	604	139	M	m	NN
stanford-ai-2021	604	140	A	A	NNP
stanford-ai-2021	604	141	N	n	NN
stanford-ai-2021	604	142	C	c	NN
stanford-ai-2021	604	143	E	e	NN
stanford-ai-2021	604	144	TA	ta	NN
stanford-ai-2021	604	145	B	b	NN
stanford-ai-2021	604	146	L	l	NN
stanford-ai-2021	604	147	E	e	NN
stanford-ai-2021	604	148	O	o	NN
stanford-ai-2021	604	149	F	f	NN
stanford-ai-2021	604	150	C	c	NN
stanford-ai-2021	604	151	O	o	NN
stanford-ai-2021	604	152	N	n	NN
stanford-ai-2021	604	153	T	t	NN
stanford-ai-2021	604	154	E	e	NN
stanford-ai-2021	604	155	N	n	NN
stanford-ai-2021	604	156	T	t	NN
stanford-ai-2021	604	157	S	s	NN
stanford-ai-2021	604	158	8	8	CD
stanford-ai-2021	604	159	0C	0c	NN
stanford-ai-2021	604	160	H	h	NN
stanford-ai-2021	604	161	A	a	NN
stanford-ai-2021	604	162	P	p	NN
stanford-ai-2021	604	163	T	t	NN
stanford-ai-2021	604	164	E	e	NN
stanford-ai-2021	604	165	R	r	NN
stanford-ai-2021	604	166	3	3	CD
stanford-ai-2021	604	167	P	p	NN
stanford-ai-2021	604	168	R	r	NN
stanford-ai-2021	604	169	E	e	NN
stanford-ai-2021	604	170	V	v	NN
stanford-ai-2021	604	171	I	i	NN
stanford-ai-2021	604	172	E	e	NN
stanford-ai-2021	604	173	W	W	NNP
stanford-ai-2021	604	174	Artificial	Artificial	NNP
stanford-ai-2021	604	175	Intelligence	Intelligence	NNP
stanford-ai-2021	604	176	Index	Index	NNP
stanford-ai-2021	604	177	Report	Report	NNP
stanford-ai-2021	604	178	2021	2021	CD
stanford-ai-2021	604	179	CHAPTER	chapter	NN
stanford-ai-2021	604	180	3	3	CD
stanford-ai-2021	604	181	:	:	:
stanford-ai-2021	604	182	The	the	DT
stanford-ai-2021	604	183	Economy	Economy	NNP
stanford-ai-2021	604	184	Artificial	Artificial	NNP
stanford-ai-2021	604	185	Intelligence	Intelligence	NNP
stanford-ai-2021	604	186	Index	Index	NNP
stanford-ai-2021	604	187	Report	Report	NNP
stanford-ai-2021	604	188	2021	2021	CD
stanford-ai-2021	604	189	TA	TA	NNP
stanford-ai-2021	604	190	B	B	NNP
stanford-ai-2021	604	191	L	l	NN
stanford-ai-2021	604	192	E	e	NN
stanford-ai-2021	604	193	O	o	NN
stanford-ai-2021	604	194	F	f	NN
stanford-ai-2021	604	195	C	c	NN
stanford-ai-2021	604	196	O	o	NN
stanford-ai-2021	604	197	N	n	NN
stanford-ai-2021	604	198	T	t	NN
stanford-ai-2021	604	199	E	e	NN
stanford-ai-2021	604	200	N	n	NN
stanford-ai-2021	604	201	T	t	NN
stanford-ai-2021	604	202	S	s	NN
stanford-ai-2021	604	203	8	8	CD
stanford-ai-2021	604	204	1C	1c	NN
stanford-ai-2021	604	205	H	h	NN
stanford-ai-2021	604	206	A	a	NN
stanford-ai-2021	604	207	P	p	NN
stanford-ai-2021	604	208	T	t	NN
stanford-ai-2021	604	209	E	e	NN
stanford-ai-2021	604	210	R	r	NN
stanford-ai-2021	604	211	3	3	CD
stanford-ai-2021	604	212	P	p	NN
stanford-ai-2021	604	213	R	r	NN
stanford-ai-2021	604	214	E	e	NN
stanford-ai-2021	604	215	V	v	NN
stanford-ai-2021	604	216	I	i	NN
stanford-ai-2021	604	217	E	e	NN
stanford-ai-2021	604	218	W	W	NNP
stanford-ai-2021	604	219	Artificial	Artificial	NNP
stanford-ai-2021	604	220	Intelligence	Intelligence	NNP
stanford-ai-2021	604	221	Index	Index	NNP
stanford-ai-2021	604	222	Report	Report	NNP
stanford-ai-2021	604	223	2021	2021	CD
stanford-ai-2021	604	224	C	c	NN
stanford-ai-2021	604	225	H	h	NN
stanford-ai-2021	604	226	A	a	NN
stanford-ai-2021	604	227	P	p	NN
stanford-ai-2021	604	228	T	t	NN
stanford-ai-2021	604	229	E	e	NN
stanford-ai-2021	604	230	R	r	NN
stanford-ai-2021	604	231	3	3	CD
stanford-ai-2021	604	232	:	:	:
stanford-ai-2021	604	233	T	t	NN
stanford-ai-2021	604	234	H	h	NN
stanford-ai-2021	604	235	E	e	NN
stanford-ai-2021	604	236	E	e	NN
stanford-ai-2021	604	237	C	c	NN
stanford-ai-2021	604	238	O	o	NN
stanford-ai-2021	604	239	N	n	NN
stanford-ai-2021	604	240	O	o	NN
stanford-ai-2021	604	241	M	m	NN
stanford-ai-2021	604	242	Y	Y	NNP
stanford-ai-2021	604	243	Overview	Overview	NNP
stanford-ai-2021	604	244	82	82	CD
stanford-ai-2021	604	245	Chapter	chapter	NN
stanford-ai-2021	604	246	Highlights	highlight	NNS
stanford-ai-2021	604	247	83	83	CD
stanford-ai-2021	604	248	3.1	3.1	CD
stanford-ai-2021	604	249	JOBS	job	NNS
stanford-ai-2021	604	250	84	84	CD
stanford-ai-2021	604	251	AI	ai	NN
stanford-ai-2021	604	252	Hiring	Hiring	NNP
stanford-ai-2021	604	253	84	84	CD
stanford-ai-2021	604	254	AI	AI	NNP
stanford-ai-2021	604	255	Labor	Labor	NNP
stanford-ai-2021	604	256	Demand	Demand	NNP
stanford-ai-2021	604	257	86	86	CD
stanford-ai-2021	604	258	Global	global	JJ
stanford-ai-2021	604	259	AI	AI	NNP
stanford-ai-2021	604	260	Labor	Labor	NNP
stanford-ai-2021	604	261	Demand	Demand	NNP
stanford-ai-2021	604	262	86	86	CD
stanford-ai-2021	604	263	U.S.	U.S.	NNP
stanford-ai-2021	604	264	AI	AI	NNP
stanford-ai-2021	604	265	Labor	labor	NN
stanford-ai-2021	604	266	Demand	Demand	NNP
stanford-ai-2021	604	267	:	:	:
stanford-ai-2021	604	268	By	by	IN
stanford-ai-2021	604	269	Skill	Skill	NNP
stanford-ai-2021	604	270	Cluster	Cluster	NNP
stanford-ai-2021	604	271	87	87	CD
stanford-ai-2021	604	272	U.S.	U.S.	NNP
stanford-ai-2021	604	273	Labor	Labor	NNP
stanford-ai-2021	604	274	Demand	demand	NN
stanford-ai-2021	604	275	:	:	:
stanford-ai-2021	604	276	By	by	IN
stanford-ai-2021	604	277	Industry	Industry	NNP
stanford-ai-2021	604	278	88	88	CD
stanford-ai-2021	604	279	U.S.	U.S.	NNP
stanford-ai-2021	604	280	Labor	Labor	NNP
stanford-ai-2021	604	281	Demand	Demand	NNP
stanford-ai-2021	604	282	:	:	:
stanford-ai-2021	604	283	By	by	IN
stanford-ai-2021	604	284	State	state	NN
stanford-ai-2021	604	285	90	90	CD
stanford-ai-2021	604	286	AI	AI	NNP
stanford-ai-2021	604	287	Skill	Skill	NNP
stanford-ai-2021	604	288	Penetration	Penetration	NNP
stanford-ai-2021	604	289	91	91	CD
stanford-ai-2021	604	290	Global	Global	NNP
stanford-ai-2021	604	291	Comparison	comparison	NN
stanford-ai-2021	604	292	91	91	CD
stanford-ai-2021	604	293	Global	global	JJ
stanford-ai-2021	604	294	Comparison	comparison	NN
stanford-ai-2021	604	295	:	:	:
stanford-ai-2021	604	296	By	by	IN
stanford-ai-2021	604	297	Industry	Industry	NNP
stanford-ai-2021	604	298	92	92	CD
stanford-ai-2021	604	299	3.2	3.2	CD
stanford-ai-2021	604	300	INVESTMENT	investment	NN
stanford-ai-2021	604	301	93	93	CD
stanford-ai-2021	604	302	Corporate	Corporate	NNP
stanford-ai-2021	604	303	Investment	investment	NN
stanford-ai-2021	604	304	93	93	CD
stanford-ai-2021	604	305	Startup	Startup	NNP
stanford-ai-2021	604	306	Activity	Activity	NNP
stanford-ai-2021	604	307	94	94	CD
stanford-ai-2021	604	308	Global	Global	NNP
stanford-ai-2021	604	309	Trend	Trend	NNP
stanford-ai-2021	604	310	94	94	CD
stanford-ai-2021	604	311	Regional	Regional	NNP
stanford-ai-2021	604	312	Comparison	comparison	NN
stanford-ai-2021	604	313	95	95	CD
stanford-ai-2021	604	314	Focus	Focus	NNP
stanford-ai-2021	604	315	Area	Area	NNP
stanford-ai-2021	604	316	Analysis	Analysis	NNP
stanford-ai-2021	604	317	97	97	CD
stanford-ai-2021	604	318	3.3	3.3	CD
stanford-ai-2021	604	319	CORPORATE	corporate	JJ
stanford-ai-2021	604	320	ACTIVITY	activity	NN
stanford-ai-2021	604	321	98	98	CD
stanford-ai-2021	604	322	Industry	Industry	NNP
stanford-ai-2021	604	323	Adoption	Adoption	NNP
stanford-ai-2021	604	324	98	98	CD
stanford-ai-2021	604	325	Global	Global	NNP
stanford-ai-2021	604	326	Adoption	Adoption	NNP
stanford-ai-2021	604	327	of	of	IN
stanford-ai-2021	604	328	AI	AI	NNP
stanford-ai-2021	604	329	98	98	CD
stanford-ai-2021	604	330	AI	AI	NNP
stanford-ai-2021	604	331	Adoption	adoption	NN
stanford-ai-2021	604	332	by	by	IN
stanford-ai-2021	604	333	Industry	Industry	NNP
stanford-ai-2021	604	334	and	and	CC
stanford-ai-2021	604	335	Function	Function	NNP
stanford-ai-2021	604	336	99	99	CD
stanford-ai-2021	604	337	Type	Type	NNP
stanford-ai-2021	604	338	of	of	IN
stanford-ai-2021	604	339	AI	AI	NNP
stanford-ai-2021	604	340	Capabilities	Capabilities	NNPS
stanford-ai-2021	604	341	Adopted	adopt	VBD
stanford-ai-2021	604	342	99	99	CD
stanford-ai-2021	604	343	Consideration	consideration	NN
stanford-ai-2021	604	344	and	and	CC
stanford-ai-2021	604	345	Mitigation	Mitigation	NNP
stanford-ai-2021	604	346	of	of	IN
stanford-ai-2021	604	347	Risks	risk	NNS
stanford-ai-2021	604	348	from	from	IN
stanford-ai-2021	604	349	Adopting	adopt	VBG
stanford-ai-2021	604	350	AI	AI	NNP
stanford-ai-2021	604	351	101	101	CD
stanford-ai-2021	604	352	The	the	DT
stanford-ai-2021	604	353	Effect	Effect	NNP
stanford-ai-2021	604	354	of	of	IN
stanford-ai-2021	604	355	COVID-19	covid-19	JJ
stanford-ai-2021	604	356	103	103	CD
stanford-ai-2021	604	357	Industrial	Industrial	NNP
stanford-ai-2021	604	358	Robot	Robot	NNP
stanford-ai-2021	604	359	Installations	Installations	NNPS
stanford-ai-2021	604	360	104	104	NNP
stanford-ai-2021	604	361	Global	Global	NNP
stanford-ai-2021	604	362	Trend	Trend	NNP
stanford-ai-2021	604	363	104	104	CD
stanford-ai-2021	604	364	Regional	regional	JJ
stanford-ai-2021	604	365	Comparison	comparison	NN
stanford-ai-2021	604	366	105	105	CD
stanford-ai-2021	604	367	Earnings	Earnings	NNPS
stanford-ai-2021	604	368	Calls	call	VBZ
stanford-ai-2021	604	369	106	106	CD
stanford-ai-2021	604	370	Chapter	chapter	NN
stanford-ai-2021	604	371	Preview	Preview	NNP
stanford-ai-2021	604	372	CHAPTER	CHAPTER	NNP
stanford-ai-2021	604	373	3	3	CD
stanford-ai-2021	604	374	:	:	:
stanford-ai-2021	604	375	ACCESS	ACCESS	NNP
stanford-ai-2021	604	376	THE	the	DT
stanford-ai-2021	604	377	PUBLIC	PUBLIC	NNP
stanford-ai-2021	604	378	DATA	datum	NNS
stanford-ai-2021	604	379	https://drive.google.com/drive/folders/1LUBMFoGssJN3sgtUTKf9IyfM447AM3Ik?usp=sharing	https://drive.google.com/drive/folders/1lubmfogssjn3sgtutkf9iyfm447am3ik?usp=share	VBG
stanford-ai-2021	604	380	TA	TA	NNP
stanford-ai-2021	604	381	B	B	NNP
stanford-ai-2021	604	382	L	l	NN
stanford-ai-2021	604	383	E	e	NN
stanford-ai-2021	604	384	O	o	NN
stanford-ai-2021	604	385	F	f	NN
stanford-ai-2021	604	386	C	c	NN
stanford-ai-2021	604	387	O	o	NN
stanford-ai-2021	604	388	N	n	NN
stanford-ai-2021	604	389	T	t	NN
stanford-ai-2021	604	390	E	e	NN
stanford-ai-2021	604	391	N	n	NN
stanford-ai-2021	604	392	T	t	NN
stanford-ai-2021	604	393	S	s	NN
stanford-ai-2021	604	394	8	8	CD
stanford-ai-2021	604	395	2C	2c	NN
stanford-ai-2021	604	396	H	h	NN
stanford-ai-2021	604	397	A	a	NN
stanford-ai-2021	604	398	P	p	NN
stanford-ai-2021	604	399	T	t	NN
stanford-ai-2021	604	400	E	e	NN
stanford-ai-2021	604	401	R	r	NN
stanford-ai-2021	604	402	3	3	CD
stanford-ai-2021	604	403	P	p	NN
stanford-ai-2021	604	404	R	r	NN
stanford-ai-2021	604	405	E	e	NN
stanford-ai-2021	604	406	V	v	NN
stanford-ai-2021	604	407	I	i	NN
stanford-ai-2021	604	408	E	e	NN
stanford-ai-2021	604	409	W	W	NNP
stanford-ai-2021	604	410	Artificial	Artificial	NNP
stanford-ai-2021	604	411	Intelligence	Intelligence	NNP
stanford-ai-2021	604	412	Index	Index	NNP
stanford-ai-2021	604	413	Report	Report	NNP
stanford-ai-2021	604	414	2021	2021	CD
stanford-ai-2021	604	415	Overview	Overview	NNP
stanford-ai-2021	604	416	O	o	NN
stanford-ai-2021	604	417	V	v	NN
stanford-ai-2021	604	418	E	e	NN
stanford-ai-2021	604	419	R	r	NN
stanford-ai-2021	604	420	V	v	NN
stanford-ai-2021	604	421	I	i	NN
stanford-ai-2021	604	422	E	e	NN
stanford-ai-2021	604	423	W	w	NN
stanford-ai-2021	604	424	The	the	DT
stanford-ai-2021	604	425	rise	rise	NN
stanford-ai-2021	604	426	of	of	IN
stanford-ai-2021	604	427	artificial	artificial	JJ
stanford-ai-2021	604	428	intelligence	intelligence	NN
stanford-ai-2021	604	429	(	(	-LRB-
stanford-ai-2021	604	430	AI	AI	NNP
stanford-ai-2021	604	431	)	)	-RRB-
stanford-ai-2021	604	432	inevitably	inevitably	RB
stanford-ai-2021	604	433	raises	raise	VBZ
stanford-ai-2021	604	434	the	the	DT
stanford-ai-2021	604	435	question	question	NN
stanford-ai-2021	604	436	of	of	IN
stanford-ai-2021	604	437	how	how	WRB
stanford-ai-2021	604	438	much	much	JJ
stanford-ai-2021	604	439	the	the	DT
stanford-ai-2021	604	440	technologies	technology	NNS
stanford-ai-2021	604	441	will	will	MD
stanford-ai-2021	604	442	impact	impact	VB
stanford-ai-2021	604	443	businesses	business	NNS
stanford-ai-2021	604	444	,	,	,
stanford-ai-2021	604	445	labor	labor	NN
stanford-ai-2021	604	446	,	,	,
stanford-ai-2021	604	447	and	and	CC
stanford-ai-2021	604	448	the	the	DT
stanford-ai-2021	604	449	economy	economy	NN
stanford-ai-2021	604	450	more	more	RBR
stanford-ai-2021	604	451	generally	generally	RB
stanford-ai-2021	604	452	.	.	.
stanford-ai-2021	605	1	Considering	consider	VBG
stanford-ai-2021	605	2	the	the	DT
stanford-ai-2021	605	3	recent	recent	JJ
stanford-ai-2021	605	4	progress	progress	NN
stanford-ai-2021	605	5	and	and	CC
stanford-ai-2021	605	6	numerous	numerous	JJ
stanford-ai-2021	605	7	breakthroughs	breakthrough	NNS
stanford-ai-2021	605	8	in	in	IN
stanford-ai-2021	605	9	AI	AI	NNP
stanford-ai-2021	605	10	,	,	,
stanford-ai-2021	605	11	the	the	DT
stanford-ai-2021	605	12	field	field	NN
stanford-ai-2021	605	13	offers	offer	VBZ
stanford-ai-2021	605	14	substantial	substantial	JJ
stanford-ai-2021	605	15	benefits	benefit	NNS
stanford-ai-2021	605	16	and	and	CC
stanford-ai-2021	605	17	opportunities	opportunity	NNS
stanford-ai-2021	605	18	for	for	IN
stanford-ai-2021	605	19	businesses	business	NNS
stanford-ai-2021	605	20	,	,	,
stanford-ai-2021	605	21	from	from	IN
stanford-ai-2021	605	22	increasing	increase	VBG
stanford-ai-2021	605	23	productivity	productivity	NN
stanford-ai-2021	605	24	gains	gain	NNS
stanford-ai-2021	605	25	with	with	IN
stanford-ai-2021	605	26	automation	automation	NN
stanford-ai-2021	605	27	to	to	IN
stanford-ai-2021	605	28	tailoring	tailor	VBG
stanford-ai-2021	605	29	products	product	NNS
stanford-ai-2021	605	30	to	to	IN
stanford-ai-2021	605	31	consumers	consumer	NNS
stanford-ai-2021	605	32	using	use	VBG
stanford-ai-2021	605	33	algorithms	algorithm	NNS
stanford-ai-2021	605	34	,	,	,
stanford-ai-2021	605	35	analyzing	analyze	VBG
stanford-ai-2021	605	36	data	datum	NNS
stanford-ai-2021	605	37	at	at	IN
stanford-ai-2021	605	38	scale	scale	NN
stanford-ai-2021	605	39	,	,	,
stanford-ai-2021	605	40	and	and	CC
stanford-ai-2021	605	41	more	more	JJR
stanford-ai-2021	605	42	.	.	.
stanford-ai-2021	606	1	However	however	RB
stanford-ai-2021	606	2	,	,	,
stanford-ai-2021	606	3	the	the	DT
stanford-ai-2021	606	4	boost	boost	NN
stanford-ai-2021	606	5	in	in	IN
stanford-ai-2021	606	6	efficiency	efficiency	NN
stanford-ai-2021	606	7	and	and	CC
stanford-ai-2021	606	8	productivity	productivity	NN
stanford-ai-2021	606	9	promised	promise	VBN
stanford-ai-2021	606	10	by	by	IN
stanford-ai-2021	606	11	AI	AI	NNP
stanford-ai-2021	606	12	also	also	RB
stanford-ai-2021	606	13	presents	present	VBZ
stanford-ai-2021	606	14	great	great	JJ
stanford-ai-2021	606	15	challenges	challenge	NNS
stanford-ai-2021	606	16	:	:	:
stanford-ai-2021	606	17	Companies	company	NNS
stanford-ai-2021	606	18	must	must	MD
stanford-ai-2021	606	19	scramble	scramble	VB
stanford-ai-2021	606	20	to	to	TO
stanford-ai-2021	606	21	find	find	VB
stanford-ai-2021	606	22	and	and	CC
stanford-ai-2021	606	23	retain	retain	VB
stanford-ai-2021	606	24	skilled	skilled	JJ
stanford-ai-2021	606	25	talent	talent	NN
stanford-ai-2021	606	26	to	to	TO
stanford-ai-2021	606	27	meet	meet	VB
stanford-ai-2021	606	28	their	-PRON-	PRP$
stanford-ai-2021	606	29	production	production	NN
stanford-ai-2021	606	30	needs	need	NNS
stanford-ai-2021	606	31	while	while	IN
stanford-ai-2021	606	32	being	be	VBG
stanford-ai-2021	606	33	mindful	mindful	JJ
stanford-ai-2021	606	34	about	about	IN
stanford-ai-2021	606	35	implementing	implement	VBG
stanford-ai-2021	606	36	measures	measure	NNS
stanford-ai-2021	606	37	to	to	TO
stanford-ai-2021	606	38	mitigate	mitigate	VB
stanford-ai-2021	606	39	the	the	DT
stanford-ai-2021	606	40	risks	risk	NNS
stanford-ai-2021	606	41	of	of	IN
stanford-ai-2021	606	42	using	use	VBG
stanford-ai-2021	606	43	AI	AI	NNP
stanford-ai-2021	606	44	.	.	.
stanford-ai-2021	607	1	Moreover	moreover	RB
stanford-ai-2021	607	2	,	,	,
stanford-ai-2021	607	3	the	the	DT
stanford-ai-2021	607	4	COVID-19	covid-19	JJ
stanford-ai-2021	607	5	pandemic	pandemic	NN
stanford-ai-2021	607	6	has	have	VBZ
stanford-ai-2021	607	7	caused	cause	VBN
stanford-ai-2021	607	8	chaos	chaos	NN
stanford-ai-2021	607	9	and	and	CC
stanford-ai-2021	607	10	continued	continue	VBN
stanford-ai-2021	607	11	uncertainty	uncertainty	NN
stanford-ai-2021	607	12	for	for	IN
stanford-ai-2021	607	13	the	the	DT
stanford-ai-2021	607	14	global	global	JJ
stanford-ai-2021	607	15	economy	economy	NN
stanford-ai-2021	607	16	.	.	.
stanford-ai-2021	608	1	How	how	WRB
stanford-ai-2021	608	2	have	have	VBP
stanford-ai-2021	608	3	private	private	JJ
stanford-ai-2021	608	4	companies	company	NNS
stanford-ai-2021	608	5	relied	rely	VBN
stanford-ai-2021	608	6	on	on	RP
stanford-ai-2021	608	7	and	and	CC
stanford-ai-2021	608	8	scaled	scale	VBN
stanford-ai-2021	608	9	AI	AI	NNP
stanford-ai-2021	608	10	technologies	technology	NNS
stanford-ai-2021	608	11	to	to	TO
stanford-ai-2021	608	12	help	help	VB
stanford-ai-2021	608	13	their	-PRON-	PRP$
stanford-ai-2021	608	14	business	business	NN
stanford-ai-2021	608	15	navigate	navigate	NN
stanford-ai-2021	608	16	through	through	IN
stanford-ai-2021	608	17	this	this	DT
stanford-ai-2021	608	18	most	most	RBS
stanford-ai-2021	608	19	difficult	difficult	JJ
stanford-ai-2021	608	20	time	time	NN
stanford-ai-2021	608	21	?	?	.
stanford-ai-2021	609	1	This	this	DT
stanford-ai-2021	609	2	chapter	chapter	NN
stanford-ai-2021	609	3	looks	look	VBZ
stanford-ai-2021	609	4	at	at	IN
stanford-ai-2021	609	5	the	the	DT
stanford-ai-2021	609	6	increasingly	increasingly	RB
stanford-ai-2021	609	7	intertwined	intertwine	VBN
stanford-ai-2021	609	8	relationship	relationship	NN
stanford-ai-2021	609	9	between	between	IN
stanford-ai-2021	609	10	AI	AI	NNP
stanford-ai-2021	609	11	and	and	CC
stanford-ai-2021	609	12	the	the	DT
stanford-ai-2021	609	13	global	global	JJ
stanford-ai-2021	609	14	economy	economy	NN
stanford-ai-2021	609	15	from	from	IN
stanford-ai-2021	609	16	the	the	DT
stanford-ai-2021	609	17	perspective	perspective	NN
stanford-ai-2021	609	18	of	of	IN
stanford-ai-2021	609	19	jobs	job	NNS
stanford-ai-2021	609	20	,	,	,
stanford-ai-2021	609	21	investment	investment	NN
stanford-ai-2021	609	22	,	,	,
stanford-ai-2021	609	23	and	and	CC
stanford-ai-2021	609	24	corporate	corporate	JJ
stanford-ai-2021	609	25	activity	activity	NN
stanford-ai-2021	609	26	.	.	.
stanford-ai-2021	610	1	It	-PRON-	PRP
stanford-ai-2021	610	2	first	first	RB
stanford-ai-2021	610	3	analyzes	analyze	VBZ
stanford-ai-2021	610	4	the	the	DT
stanford-ai-2021	610	5	worldwide	worldwide	JJ
stanford-ai-2021	610	6	demand	demand	NN
stanford-ai-2021	610	7	for	for	IN
stanford-ai-2021	610	8	AI	AI	NNP
stanford-ai-2021	610	9	talent	talent	NN
stanford-ai-2021	610	10	using	use	VBG
stanford-ai-2021	610	11	data	datum	NNS
stanford-ai-2021	610	12	on	on	IN
stanford-ai-2021	610	13	hiring	hire	VBG
stanford-ai-2021	610	14	rates	rate	NNS
stanford-ai-2021	610	15	and	and	CC
stanford-ai-2021	610	16	skill	skill	NN
stanford-ai-2021	610	17	penetration	penetration	NN
stanford-ai-2021	610	18	rates	rate	NNS
stanford-ai-2021	610	19	from	from	IN
stanford-ai-2021	610	20	LinkedIn	LinkedIn	NNP
stanford-ai-2021	610	21	as	as	RB
stanford-ai-2021	610	22	well	well	RB
stanford-ai-2021	610	23	as	as	IN
stanford-ai-2021	610	24	AI	AI	NNP
stanford-ai-2021	610	25	job	job	NN
stanford-ai-2021	610	26	postings	posting	NNS
stanford-ai-2021	610	27	from	from	IN
stanford-ai-2021	610	28	Burning	burn	VBG
stanford-ai-2021	610	29	Glass	Glass	NNP
stanford-ai-2021	610	30	Technologies	Technologies	NNPS
stanford-ai-2021	610	31	.	.	.
stanford-ai-2021	611	1	It	-PRON-	PRP
stanford-ai-2021	611	2	then	then	RB
stanford-ai-2021	611	3	looks	look	VBZ
stanford-ai-2021	611	4	at	at	IN
stanford-ai-2021	611	5	trends	trend	NNS
stanford-ai-2021	611	6	in	in	IN
stanford-ai-2021	611	7	private	private	JJ
stanford-ai-2021	611	8	AI	AI	NNP
stanford-ai-2021	611	9	investment	investment	NN
stanford-ai-2021	611	10	using	use	VBG
stanford-ai-2021	611	11	statistics	statistic	NNS
stanford-ai-2021	611	12	from	from	IN
stanford-ai-2021	611	13	S&P	S&P	NNP
stanford-ai-2021	611	14	Capital	Capital	NNP
stanford-ai-2021	611	15	IQ	IQ	NNP
stanford-ai-2021	611	16	(	(	-LRB-
stanford-ai-2021	611	17	CapIQ	CapIQ	NNP
stanford-ai-2021	611	18	)	)	-RRB-
stanford-ai-2021	611	19	,	,	,
stanford-ai-2021	611	20	Crunchbase	Crunchbase	NNP
stanford-ai-2021	611	21	,	,	,
stanford-ai-2021	611	22	and	and	CC
stanford-ai-2021	611	23	Quid	Quid	NNP
stanford-ai-2021	611	24	.	.	.
stanford-ai-2021	612	1	The	the	DT
stanford-ai-2021	612	2	third	third	JJ
stanford-ai-2021	612	3	,	,	,
stanford-ai-2021	612	4	final	final	JJ
stanford-ai-2021	612	5	section	section	NN
stanford-ai-2021	612	6	analyzes	analyze	VBZ
stanford-ai-2021	612	7	trends	trend	NNS
stanford-ai-2021	612	8	in	in	IN
stanford-ai-2021	612	9	the	the	DT
stanford-ai-2021	612	10	adoption	adoption	NN
stanford-ai-2021	612	11	of	of	IN
stanford-ai-2021	612	12	AI	AI	NNP
stanford-ai-2021	612	13	capabilities	capabilitie	VBZ
stanford-ai-2021	612	14	across	across	IN
stanford-ai-2021	612	15	companies	company	NNS
stanford-ai-2021	612	16	,	,	,
stanford-ai-2021	612	17	trends	trend	NNS
stanford-ai-2021	612	18	in	in	IN
stanford-ai-2021	612	19	robot	robot	NN
stanford-ai-2021	612	20	installations	installation	NNS
stanford-ai-2021	612	21	across	across	IN
stanford-ai-2021	612	22	countries	country	NNS
stanford-ai-2021	612	23	,	,	,
stanford-ai-2021	612	24	and	and	CC
stanford-ai-2021	612	25	mentions	mention	NNS
stanford-ai-2021	612	26	of	of	IN
stanford-ai-2021	612	27	AI	AI	NNP
stanford-ai-2021	612	28	in	in	IN
stanford-ai-2021	612	29	corporate	corporate	JJ
stanford-ai-2021	612	30	earnings	earning	NNS
stanford-ai-2021	612	31	,	,	,
stanford-ai-2021	612	32	drawing	draw	VBG
stanford-ai-2021	612	33	from	from	IN
stanford-ai-2021	612	34	McKinsey	McKinsey	NNP
stanford-ai-2021	612	35	’s	’s	POS
stanford-ai-2021	612	36	Global	Global	NNP
stanford-ai-2021	612	37	Survey	Survey	NNP
stanford-ai-2021	612	38	on	on	IN
stanford-ai-2021	612	39	AI	AI	NNP
stanford-ai-2021	612	40	,	,	,
stanford-ai-2021	612	41	the	the	DT
stanford-ai-2021	612	42	International	International	NNP
stanford-ai-2021	612	43	Federation	Federation	NNP
stanford-ai-2021	612	44	of	of	IN
stanford-ai-2021	612	45	Robotics	Robotics	NNP
stanford-ai-2021	612	46	(	(	-LRB-
stanford-ai-2021	612	47	IFR	IFR	NNP
stanford-ai-2021	612	48	)	)	-RRB-
stanford-ai-2021	612	49	,	,	,
stanford-ai-2021	612	50	and	and	CC
stanford-ai-2021	612	51	Prattle	Prattle	NNP
stanford-ai-2021	612	52	,	,	,
stanford-ai-2021	612	53	respectively	respectively	RB
stanford-ai-2021	612	54	.	.	.
stanford-ai-2021	613	1	C	c	NN
stanford-ai-2021	613	2	H	h	NN
stanford-ai-2021	613	3	A	a	NN
stanford-ai-2021	613	4	P	p	NN
stanford-ai-2021	613	5	T	t	NN
stanford-ai-2021	613	6	E	e	NN
stanford-ai-2021	613	7	R	r	NN
stanford-ai-2021	613	8	3	3	CD
stanford-ai-2021	613	9	:	:	:
stanford-ai-2021	613	10	T	t	NN
stanford-ai-2021	613	11	H	h	NN
stanford-ai-2021	613	12	E	e	NN
stanford-ai-2021	613	13	E	e	NN
stanford-ai-2021	613	14	C	c	NN
stanford-ai-2021	613	15	O	o	NN
stanford-ai-2021	613	16	N	n	NN
stanford-ai-2021	613	17	O	o	NN
stanford-ai-2021	613	18	M	m	NN
stanford-ai-2021	613	19	Y	y	NN
stanford-ai-2021	613	20	TA	ta	NN
stanford-ai-2021	613	21	B	b	NN
stanford-ai-2021	613	22	L	l	NN
stanford-ai-2021	613	23	E	e	NN
stanford-ai-2021	613	24	O	o	NN
stanford-ai-2021	613	25	F	f	NN
stanford-ai-2021	613	26	C	c	NN
stanford-ai-2021	613	27	O	o	NN
stanford-ai-2021	613	28	N	n	NN
stanford-ai-2021	613	29	T	t	NN
stanford-ai-2021	613	30	E	e	NN
stanford-ai-2021	613	31	N	n	NN
stanford-ai-2021	613	32	T	t	NN
stanford-ai-2021	613	33	S	s	NN
stanford-ai-2021	613	34	8	8	CD
stanford-ai-2021	613	35	3C	3c	NN
stanford-ai-2021	613	36	H	h	NN
stanford-ai-2021	613	37	A	a	NN
stanford-ai-2021	613	38	P	p	NN
stanford-ai-2021	613	39	T	t	NN
stanford-ai-2021	613	40	E	e	NN
stanford-ai-2021	613	41	R	r	NN
stanford-ai-2021	613	42	3	3	CD
stanford-ai-2021	613	43	P	p	NN
stanford-ai-2021	613	44	R	r	NN
stanford-ai-2021	613	45	E	e	NN
stanford-ai-2021	613	46	V	v	NN
stanford-ai-2021	613	47	I	i	NN
stanford-ai-2021	613	48	E	e	NN
stanford-ai-2021	613	49	W	W	NNP
stanford-ai-2021	613	50	Artificial	Artificial	NNP
stanford-ai-2021	613	51	Intelligence	Intelligence	NNP
stanford-ai-2021	613	52	Index	Index	NNP
stanford-ai-2021	613	53	Report	Report	NNP
stanford-ai-2021	613	54	2021	2021	CD
stanford-ai-2021	613	55	C	c	NN
stanford-ai-2021	613	56	H	h	NN
stanford-ai-2021	613	57	A	a	NN
stanford-ai-2021	613	58	P	p	NN
stanford-ai-2021	613	59	T	t	NN
stanford-ai-2021	613	60	E	e	NN
stanford-ai-2021	613	61	R	r	NN
stanford-ai-2021	613	62	H	h	NN
stanford-ai-2021	613	63	I	i	NN
stanford-ai-2021	613	64	G	g	NN
stanford-ai-2021	613	65	H	h	NN
stanford-ai-2021	613	66	L	l	NN
stanford-ai-2021	613	67	I	i	NN
stanford-ai-2021	613	68	G	g	NN
stanford-ai-2021	613	69	H	h	NN
stanford-ai-2021	613	70	T	t	NN
stanford-ai-2021	613	71	S	s	NN
stanford-ai-2021	613	72	C	c	NN
stanford-ai-2021	613	73	H	h	NN
stanford-ai-2021	613	74	A	a	NN
stanford-ai-2021	613	75	P	p	NN
stanford-ai-2021	613	76	T	t	NN
stanford-ai-2021	613	77	E	e	NN
stanford-ai-2021	613	78	R	r	NN
stanford-ai-2021	613	79	3	3	CD
stanford-ai-2021	613	80	:	:	:
stanford-ai-2021	613	81	T	t	NN
stanford-ai-2021	613	82	H	h	NN
stanford-ai-2021	613	83	E	e	NN
stanford-ai-2021	613	84	E	e	NN
stanford-ai-2021	613	85	C	c	NN
stanford-ai-2021	613	86	O	o	NN
stanford-ai-2021	613	87	N	n	NN
stanford-ai-2021	613	88	O	o	NN
stanford-ai-2021	613	89	M	m	NN
stanford-ai-2021	613	90	Y	Y	NNP
stanford-ai-2021	613	91	CHAPTER	chapter	NN
stanford-ai-2021	613	92	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	613	93	•	•	VB
stanford-ai-2021	613	94	“	"	``
stanford-ai-2021	613	95	Drugs	drug	NNS
stanford-ai-2021	613	96	,	,	,
stanford-ai-2021	613	97	Cancer	Cancer	NNP
stanford-ai-2021	613	98	,	,	,
stanford-ai-2021	613	99	Molecular	Molecular	NNP
stanford-ai-2021	613	100	,	,	,
stanford-ai-2021	613	101	Drug	Drug	NNP
stanford-ai-2021	613	102	Discovery	Discovery	NNP
stanford-ai-2021	613	103	”	"	''
stanford-ai-2021	613	104	received	receive	VBD
stanford-ai-2021	613	105	the	the	DT
stanford-ai-2021	613	106	greatest	great	JJS
stanford-ai-2021	613	107	amount	amount	NN
stanford-ai-2021	613	108	of	of	IN
stanford-ai-2021	613	109	private	private	JJ
stanford-ai-2021	613	110	AI	AI	NNP
stanford-ai-2021	613	111	investment	investment	NN
stanford-ai-2021	613	112	in	in	IN
stanford-ai-2021	613	113	2020	2020	CD
stanford-ai-2021	613	114	,	,	,
stanford-ai-2021	613	115	with	with	IN
stanford-ai-2021	613	116	more	more	JJR
stanford-ai-2021	613	117	than	than	IN
stanford-ai-2021	613	118	USD	usd	NN
stanford-ai-2021	613	119	13.8	13.8	CD
stanford-ai-2021	613	120	billion	billion	CD
stanford-ai-2021	613	121	,	,	,
stanford-ai-2021	613	122	4.5	4.5	CD
stanford-ai-2021	613	123	times	time	NNS
stanford-ai-2021	613	124	higher	high	JJR
stanford-ai-2021	613	125	than	than	IN
stanford-ai-2021	613	126	2019	2019	CD
stanford-ai-2021	613	127	.	.	.
stanford-ai-2021	614	1	•	•	NNP
stanford-ai-2021	614	2	Brazil	Brazil	NNP
stanford-ai-2021	614	3	,	,	,
stanford-ai-2021	614	4	India	India	NNP
stanford-ai-2021	614	5	,	,	,
stanford-ai-2021	614	6	Canada	Canada	NNP
stanford-ai-2021	614	7	,	,	,
stanford-ai-2021	614	8	Singapore	Singapore	NNP
stanford-ai-2021	614	9	,	,	,
stanford-ai-2021	614	10	and	and	CC
stanford-ai-2021	614	11	South	South	NNP
stanford-ai-2021	614	12	Africa	Africa	NNP
stanford-ai-2021	614	13	are	be	VBP
stanford-ai-2021	614	14	the	the	DT
stanford-ai-2021	614	15	countries	country	NNS
stanford-ai-2021	614	16	with	with	IN
stanford-ai-2021	614	17	the	the	DT
stanford-ai-2021	614	18	highest	high	JJS
stanford-ai-2021	614	19	growth	growth	NN
stanford-ai-2021	614	20	in	in	IN
stanford-ai-2021	614	21	AI	AI	NNP
stanford-ai-2021	614	22	hiring	hire	VBG
stanford-ai-2021	614	23	from	from	IN
stanford-ai-2021	614	24	2016	2016	CD
stanford-ai-2021	614	25	to	to	IN
stanford-ai-2021	614	26	2020	2020	CD
stanford-ai-2021	614	27	.	.	.
stanford-ai-2021	615	1	Despite	despite	IN
stanford-ai-2021	615	2	the	the	DT
stanford-ai-2021	615	3	COVID-19	covid-19	JJ
stanford-ai-2021	615	4	pandemic	pandemic	NN
stanford-ai-2021	615	5	,	,	,
stanford-ai-2021	615	6	the	the	DT
stanford-ai-2021	615	7	AI	AI	NNP
stanford-ai-2021	615	8	hiring	hiring	NN
stanford-ai-2021	615	9	continued	continue	VBD
stanford-ai-2021	615	10	to	to	TO
stanford-ai-2021	615	11	grow	grow	VB
stanford-ai-2021	615	12	across	across	IN
stanford-ai-2021	615	13	sample	sample	NN
stanford-ai-2021	615	14	countries	country	NNS
stanford-ai-2021	615	15	in	in	IN
stanford-ai-2021	615	16	2020	2020	CD
stanford-ai-2021	615	17	.	.	.
stanford-ai-2021	616	1	•	•	VB
stanford-ai-2021	616	2	More	more	RBR
stanford-ai-2021	616	3	private	private	JJ
stanford-ai-2021	616	4	investment	investment	NN
stanford-ai-2021	616	5	in	in	IN
stanford-ai-2021	616	6	AI	AI	NNP
stanford-ai-2021	616	7	is	be	VBZ
stanford-ai-2021	616	8	being	be	VBG
stanford-ai-2021	616	9	funneled	funnel	VBN
stanford-ai-2021	616	10	into	into	IN
stanford-ai-2021	616	11	fewer	few	JJR
stanford-ai-2021	616	12	startups	startup	NNS
stanford-ai-2021	616	13	.	.	.
stanford-ai-2021	617	1	Despite	despite	IN
stanford-ai-2021	617	2	the	the	DT
stanford-ai-2021	617	3	pandemic	pandemic	NN
stanford-ai-2021	617	4	,	,	,
stanford-ai-2021	617	5	2020	2020	CD
stanford-ai-2021	617	6	saw	see	VBD
stanford-ai-2021	617	7	a	a	DT
stanford-ai-2021	617	8	9.3	9.3	CD
stanford-ai-2021	617	9	%	%	NN
stanford-ai-2021	617	10	increase	increase	NN
stanford-ai-2021	617	11	in	in	IN
stanford-ai-2021	617	12	the	the	DT
stanford-ai-2021	617	13	amount	amount	NN
stanford-ai-2021	617	14	of	of	IN
stanford-ai-2021	617	15	private	private	JJ
stanford-ai-2021	617	16	AI	AI	NNP
stanford-ai-2021	617	17	investment	investment	NN
stanford-ai-2021	617	18	from	from	IN
stanford-ai-2021	617	19	2019—a	2019—a	CD
stanford-ai-2021	617	20	higher	high	JJR
stanford-ai-2021	617	21	percentage	percentage	NN
stanford-ai-2021	617	22	increase	increase	NN
stanford-ai-2021	617	23	than	than	IN
stanford-ai-2021	617	24	in	in	IN
stanford-ai-2021	617	25	2019	2019	CD
stanford-ai-2021	617	26	(	(	-LRB-
stanford-ai-2021	617	27	5.7	5.7	CD
stanford-ai-2021	617	28	%	%	NN
stanford-ai-2021	617	29	)	)	-RRB-
stanford-ai-2021	617	30	,	,	,
stanford-ai-2021	617	31	though	though	IN
stanford-ai-2021	617	32	the	the	DT
stanford-ai-2021	617	33	number	number	NN
stanford-ai-2021	617	34	of	of	IN
stanford-ai-2021	617	35	newly	newly	RB
stanford-ai-2021	617	36	funded	fund	VBN
stanford-ai-2021	617	37	companies	company	NNS
stanford-ai-2021	617	38	decreased	decrease	VBD
stanford-ai-2021	617	39	for	for	IN
stanford-ai-2021	617	40	the	the	DT
stanford-ai-2021	617	41	third	third	JJ
stanford-ai-2021	617	42	year	year	NN
stanford-ai-2021	617	43	in	in	IN
stanford-ai-2021	617	44	a	a	DT
stanford-ai-2021	617	45	row	row	NN
stanford-ai-2021	617	46	.	.	.
stanford-ai-2021	618	1	•	•	VB
stanford-ai-2021	618	2	Despite	despite	IN
stanford-ai-2021	618	3	growing	grow	VBG
stanford-ai-2021	618	4	calls	call	NNS
stanford-ai-2021	618	5	to	to	TO
stanford-ai-2021	618	6	address	address	VB
stanford-ai-2021	618	7	ethical	ethical	JJ
stanford-ai-2021	618	8	concerns	concern	NNS
stanford-ai-2021	618	9	associated	associate	VBN
stanford-ai-2021	618	10	with	with	IN
stanford-ai-2021	618	11	using	use	VBG
stanford-ai-2021	618	12	AI	AI	NNP
stanford-ai-2021	618	13	,	,	,
stanford-ai-2021	618	14	efforts	effort	NNS
stanford-ai-2021	618	15	to	to	TO
stanford-ai-2021	618	16	address	address	VB
stanford-ai-2021	618	17	these	these	DT
stanford-ai-2021	618	18	concerns	concern	NNS
stanford-ai-2021	618	19	in	in	IN
stanford-ai-2021	618	20	the	the	DT
stanford-ai-2021	618	21	industry	industry	NN
stanford-ai-2021	618	22	are	be	VBP
stanford-ai-2021	618	23	limited	limited	JJ
stanford-ai-2021	618	24	,	,	,
stanford-ai-2021	618	25	according	accord	VBG
stanford-ai-2021	618	26	to	to	IN
stanford-ai-2021	618	27	a	a	DT
stanford-ai-2021	618	28	McKinsey	McKinsey	NNP
stanford-ai-2021	618	29	survey	survey	NN
stanford-ai-2021	618	30	.	.	.
stanford-ai-2021	619	1	For	for	IN
stanford-ai-2021	619	2	example	example	NN
stanford-ai-2021	619	3	,	,	,
stanford-ai-2021	619	4	issues	issue	NNS
stanford-ai-2021	619	5	such	such	JJ
stanford-ai-2021	619	6	as	as	IN
stanford-ai-2021	619	7	equity	equity	NN
stanford-ai-2021	619	8	and	and	CC
stanford-ai-2021	619	9	fairness	fairness	NN
stanford-ai-2021	619	10	in	in	IN
stanford-ai-2021	619	11	AI	AI	NNP
stanford-ai-2021	619	12	continue	continue	VBP
stanford-ai-2021	619	13	to	to	TO
stanford-ai-2021	619	14	receive	receive	VB
stanford-ai-2021	619	15	comparatively	comparatively	RB
stanford-ai-2021	619	16	little	little	JJ
stanford-ai-2021	619	17	attention	attention	NN
stanford-ai-2021	619	18	from	from	IN
stanford-ai-2021	619	19	companies	company	NNS
stanford-ai-2021	619	20	.	.	.
stanford-ai-2021	620	1	Moreover	moreover	RB
stanford-ai-2021	620	2	,	,	,
stanford-ai-2021	620	3	fewer	few	JJR
stanford-ai-2021	620	4	companies	company	NNS
stanford-ai-2021	620	5	in	in	IN
stanford-ai-2021	620	6	2020	2020	CD
stanford-ai-2021	620	7	view	view	NN
stanford-ai-2021	620	8	personal	personal	JJ
stanford-ai-2021	620	9	or	or	CC
stanford-ai-2021	620	10	individual	individual	JJ
stanford-ai-2021	620	11	privacy	privacy	NN
stanford-ai-2021	620	12	risks	risk	NNS
stanford-ai-2021	620	13	as	as	IN
stanford-ai-2021	620	14	relevant	relevant	JJ
stanford-ai-2021	620	15	,	,	,
stanford-ai-2021	620	16	compared	compare	VBN
stanford-ai-2021	620	17	with	with	IN
stanford-ai-2021	620	18	in	in	IN
stanford-ai-2021	620	19	2019	2019	CD
stanford-ai-2021	620	20	,	,	,
stanford-ai-2021	620	21	and	and	CC
stanford-ai-2021	620	22	there	there	EX
stanford-ai-2021	620	23	was	be	VBD
stanford-ai-2021	620	24	no	no	DT
stanford-ai-2021	620	25	change	change	NN
stanford-ai-2021	620	26	in	in	IN
stanford-ai-2021	620	27	the	the	DT
stanford-ai-2021	620	28	percentage	percentage	NN
stanford-ai-2021	620	29	of	of	IN
stanford-ai-2021	620	30	respondents	respondent	NNS
stanford-ai-2021	620	31	whose	whose	WP$
stanford-ai-2021	620	32	companies	company	NNS
stanford-ai-2021	620	33	are	be	VBP
stanford-ai-2021	620	34	taking	take	VBG
stanford-ai-2021	620	35	steps	step	NNS
stanford-ai-2021	620	36	to	to	TO
stanford-ai-2021	620	37	mitigate	mitigate	VB
stanford-ai-2021	620	38	these	these	DT
stanford-ai-2021	620	39	particular	particular	JJ
stanford-ai-2021	620	40	risks	risk	NNS
stanford-ai-2021	620	41	.	.	.
stanford-ai-2021	621	1	•	•	VB
stanford-ai-2021	621	2	Despite	despite	IN
stanford-ai-2021	621	3	the	the	DT
stanford-ai-2021	621	4	economic	economic	JJ
stanford-ai-2021	621	5	downturn	downturn	NN
stanford-ai-2021	621	6	caused	cause	VBN
stanford-ai-2021	621	7	by	by	IN
stanford-ai-2021	621	8	the	the	DT
stanford-ai-2021	621	9	pandemic	pandemic	NN
stanford-ai-2021	621	10	,	,	,
stanford-ai-2021	621	11	half	half	PDT
stanford-ai-2021	621	12	the	the	DT
stanford-ai-2021	621	13	respondents	respondent	NNS
stanford-ai-2021	621	14	in	in	IN
stanford-ai-2021	621	15	a	a	DT
stanford-ai-2021	621	16	McKinsey	McKinsey	NNP
stanford-ai-2021	621	17	survey	survey	NN
stanford-ai-2021	621	18	said	say	VBD
stanford-ai-2021	621	19	that	that	IN
stanford-ai-2021	621	20	the	the	DT
stanford-ai-2021	621	21	coronavirus	coronavirus	NN
stanford-ai-2021	621	22	had	have	VBD
stanford-ai-2021	621	23	no	no	DT
stanford-ai-2021	621	24	effect	effect	NN
stanford-ai-2021	621	25	on	on	IN
stanford-ai-2021	621	26	their	-PRON-	PRP$
stanford-ai-2021	621	27	investment	investment	NN
stanford-ai-2021	621	28	in	in	IN
stanford-ai-2021	621	29	AI	AI	NNP
stanford-ai-2021	621	30	,	,	,
stanford-ai-2021	621	31	while	while	IN
stanford-ai-2021	621	32	27	27	CD
stanford-ai-2021	621	33	%	%	NN
stanford-ai-2021	621	34	actually	actually	RB
stanford-ai-2021	621	35	reported	report	VBD
stanford-ai-2021	621	36	increasing	increase	VBG
stanford-ai-2021	621	37	their	-PRON-	PRP$
stanford-ai-2021	621	38	investment	investment	NN
stanford-ai-2021	621	39	.	.	.
stanford-ai-2021	622	1	Less	Less	JJR
stanford-ai-2021	622	2	than	than	IN
stanford-ai-2021	622	3	a	a	DT
stanford-ai-2021	622	4	fourth	fourth	JJ
stanford-ai-2021	622	5	of	of	IN
stanford-ai-2021	622	6	businesses	business	NNS
stanford-ai-2021	622	7	decreased	decrease	VBD
stanford-ai-2021	622	8	their	-PRON-	PRP$
stanford-ai-2021	622	9	investment	investment	NN
stanford-ai-2021	622	10	in	in	IN
stanford-ai-2021	622	11	AI	AI	NNP
stanford-ai-2021	622	12	.	.	.
stanford-ai-2021	623	1	•	•	VB
stanford-ai-2021	623	2	The	the	DT
stanford-ai-2021	623	3	United	United	NNP
stanford-ai-2021	623	4	States	States	NNP
stanford-ai-2021	623	5	recorded	record	VBD
stanford-ai-2021	623	6	a	a	DT
stanford-ai-2021	623	7	decrease	decrease	NN
stanford-ai-2021	623	8	in	in	IN
stanford-ai-2021	623	9	its	-PRON-	PRP$
stanford-ai-2021	623	10	share	share	NN
stanford-ai-2021	623	11	of	of	IN
stanford-ai-2021	623	12	AI	AI	NNP
stanford-ai-2021	623	13	job	job	NN
stanford-ai-2021	623	14	postings	posting	NNS
stanford-ai-2021	623	15	from	from	IN
stanford-ai-2021	623	16	2019	2019	CD
stanford-ai-2021	623	17	to	to	IN
stanford-ai-2021	623	18	2020	2020	CD
stanford-ai-2021	623	19	—	—	:
stanford-ai-2021	623	20	the	the	DT
stanford-ai-2021	623	21	first	first	JJ
stanford-ai-2021	623	22	drop	drop	NN
stanford-ai-2021	623	23	in	in	IN
stanford-ai-2021	623	24	six	six	CD
stanford-ai-2021	623	25	years	year	NNS
stanford-ai-2021	623	26	.	.	.
stanford-ai-2021	624	1	The	the	DT
stanford-ai-2021	624	2	total	total	JJ
stanford-ai-2021	624	3	number	number	NN
stanford-ai-2021	624	4	of	of	IN
stanford-ai-2021	624	5	AI	AI	NNP
stanford-ai-2021	624	6	jobs	job	NNS
stanford-ai-2021	624	7	posted	post	VBN
stanford-ai-2021	624	8	in	in	IN
stanford-ai-2021	624	9	the	the	DT
stanford-ai-2021	624	10	United	United	NNP
stanford-ai-2021	624	11	States	States	NNP
stanford-ai-2021	624	12	also	also	RB
stanford-ai-2021	624	13	decreased	decrease	VBD
stanford-ai-2021	624	14	by	by	IN
stanford-ai-2021	624	15	8.2	8.2	CD
stanford-ai-2021	624	16	%	%	NN
stanford-ai-2021	624	17	,	,	,
stanford-ai-2021	624	18	from	from	IN
stanford-ai-2021	624	19	325,724	325,724	CD
stanford-ai-2021	624	20	in	in	IN
stanford-ai-2021	624	21	2019	2019	CD
stanford-ai-2021	624	22	to	to	IN
stanford-ai-2021	624	23	300,999	300,999	CD
stanford-ai-2021	624	24	in	in	IN
stanford-ai-2021	624	25	2020	2020	CD
stanford-ai-2021	624	26	.	.	.
stanford-ai-2021	625	1	TA	TA	NNP
stanford-ai-2021	625	2	B	B	NNP
stanford-ai-2021	625	3	L	l	NN
stanford-ai-2021	625	4	E	e	NN
stanford-ai-2021	625	5	O	o	NN
stanford-ai-2021	625	6	F	f	NN
stanford-ai-2021	625	7	C	c	NN
stanford-ai-2021	625	8	O	o	NN
stanford-ai-2021	625	9	N	n	NN
stanford-ai-2021	625	10	T	t	NN
stanford-ai-2021	625	11	E	e	NN
stanford-ai-2021	625	12	N	n	NN
stanford-ai-2021	625	13	T	t	NN
stanford-ai-2021	625	14	S	s	NN
stanford-ai-2021	625	15	8	8	CD
stanford-ai-2021	625	16	4C	4c	NN
stanford-ai-2021	625	17	H	h	NN
stanford-ai-2021	625	18	A	a	NN
stanford-ai-2021	625	19	P	p	NN
stanford-ai-2021	625	20	T	t	NN
stanford-ai-2021	625	21	E	e	NN
stanford-ai-2021	625	22	R	r	NN
stanford-ai-2021	625	23	3	3	CD
stanford-ai-2021	625	24	P	p	NN
stanford-ai-2021	625	25	R	r	NN
stanford-ai-2021	625	26	E	e	NN
stanford-ai-2021	625	27	V	v	NN
stanford-ai-2021	625	28	I	i	NN
stanford-ai-2021	625	29	E	e	NN
stanford-ai-2021	625	30	W	W	NNP
stanford-ai-2021	625	31	Artificial	Artificial	NNP
stanford-ai-2021	625	32	Intelligence	Intelligence	NNP
stanford-ai-2021	625	33	Index	Index	NNP
stanford-ai-2021	625	34	Report	Report	NNP
stanford-ai-2021	625	35	2021	2021	CD
stanford-ai-2021	625	36	0	0	CD
stanford-ai-2021	625	37	1	1	CD
stanford-ai-2021	625	38	2	2	CD
stanford-ai-2021	625	39	3	3	CD
stanford-ai-2021	625	40	AI	AI	NNP
stanford-ai-2021	625	41	Hiring	Hiring	NNP
stanford-ai-2021	625	42	Index	Index	NNP
stanford-ai-2021	625	43	Brazil	Brazil	NNP
stanford-ai-2021	625	44	India	India	NNP
stanford-ai-2021	625	45	Canada	Canada	NNP
stanford-ai-2021	625	46	Singapore	Singapore	NNP
stanford-ai-2021	625	47	South	South	NNP
stanford-ai-2021	625	48	Africa	Africa	NNP
stanford-ai-2021	625	49	Germany	Germany	NNP
stanford-ai-2021	625	50	Australia	Australia	NNP
stanford-ai-2021	625	51	United	United	NNP
stanford-ai-2021	625	52	States	States	NNP
stanford-ai-2021	625	53	Argentina	Argentina	NNP
stanford-ai-2021	625	54	United	United	NNP
stanford-ai-2021	625	55	Kingdom	Kingdom	NNP
stanford-ai-2021	625	56	Turkey	Turkey	NNP
stanford-ai-2021	625	57	Italy	Italy	NNP
stanford-ai-2021	625	58	France	France	NNP
stanford-ai-2021	625	59	China	China	NNP
stanford-ai-2021	625	60	AI	AI	NNP
stanford-ai-2021	625	61	HIRING	hiring	NN
stanford-ai-2021	625	62	INDEX	INDEX	VBN
stanford-ai-2021	625	63	by	by	IN
stanford-ai-2021	625	64	COUNTRY	COUNTRY	NNS
stanford-ai-2021	625	65	,	,	,
stanford-ai-2021	625	66	2020	2020	CD
stanford-ai-2021	625	67	Source	source	NN
stanford-ai-2021	625	68	:	:	:
stanford-ai-2021	625	69	LinkedIn	linkedin	CD
stanford-ai-2021	625	70	,	,	,
stanford-ai-2021	625	71	2020	2020	CD
stanford-ai-2021	625	72	|	|	CD
stanford-ai-2021	625	73	Chart	Chart	NNP
stanford-ai-2021	625	74	:	:	:
stanford-ai-2021	625	75	2021	2021	CD
stanford-ai-2021	625	76	AI	AI	NNP
stanford-ai-2021	625	77	Index	Index	NNP
stanford-ai-2021	625	78	Report	Report	NNP
stanford-ai-2021	625	79	Attracting	attract	VBG
stanford-ai-2021	625	80	and	and	CC
stanford-ai-2021	625	81	retaining	retain	VBG
stanford-ai-2021	625	82	skilled	skilled	JJ
stanford-ai-2021	625	83	AI	AI	NNP
stanford-ai-2021	625	84	talent	talent	NN
stanford-ai-2021	625	85	is	be	VBZ
stanford-ai-2021	625	86	challenging	challenge	VBG
stanford-ai-2021	625	87	.	.	.
stanford-ai-2021	626	1	This	this	DT
stanford-ai-2021	626	2	section	section	NN
stanford-ai-2021	626	3	examines	examine	VBZ
stanford-ai-2021	626	4	the	the	DT
stanford-ai-2021	626	5	latest	late	JJS
stanford-ai-2021	626	6	trend	trend	NN
stanford-ai-2021	626	7	in	in	IN
stanford-ai-2021	626	8	AI	AI	NNP
stanford-ai-2021	626	9	hiring	hire	VBG
stanford-ai-2021	626	10	,	,	,
stanford-ai-2021	626	11	labor	labor	NN
stanford-ai-2021	626	12	demand	demand	NN
stanford-ai-2021	626	13	,	,	,
stanford-ai-2021	626	14	and	and	CC
stanford-ai-2021	626	15	skill	skill	NN
stanford-ai-2021	626	16	penetration	penetration	NN
stanford-ai-2021	626	17	,	,	,
stanford-ai-2021	626	18	with	with	IN
stanford-ai-2021	626	19	data	datum	NNS
stanford-ai-2021	626	20	from	from	IN
stanford-ai-2021	626	21	LinkedIn	LinkedIn	NNP
stanford-ai-2021	626	22	and	and	CC
stanford-ai-2021	626	23	Burning	Burning	NNP
stanford-ai-2021	626	24	Glass	Glass	NNP
stanford-ai-2021	626	25	.	.	.
stanford-ai-2021	627	1	C	c	NN
stanford-ai-2021	627	2	H	h	NN
stanford-ai-2021	627	3	A	a	NN
stanford-ai-2021	627	4	P	p	NN
stanford-ai-2021	627	5	T	t	NN
stanford-ai-2021	627	6	E	e	NN
stanford-ai-2021	627	7	R	r	NN
stanford-ai-2021	627	8	3	3	CD
stanford-ai-2021	627	9	:	:	:
stanford-ai-2021	627	10	T	t	NN
stanford-ai-2021	627	11	H	h	NN
stanford-ai-2021	627	12	E	e	NN
stanford-ai-2021	627	13	E	e	NN
stanford-ai-2021	627	14	C	c	NN
stanford-ai-2021	627	15	O	o	NN
stanford-ai-2021	627	16	N	n	NN
stanford-ai-2021	627	17	O	o	NN
stanford-ai-2021	627	18	M	m	NN
stanford-ai-2021	627	19	Y	y	NN
stanford-ai-2021	627	20	A	a	NN
stanford-ai-2021	627	21	I	i	NN
stanford-ai-2021	627	22	H	h	NN
stanford-ai-2021	627	23	I	i	NN
stanford-ai-2021	627	24	R	r	NN
stanford-ai-2021	627	25	I	i	NN
stanford-ai-2021	627	26	N	n	CC
stanford-ai-2021	627	27	G	g	NN
stanford-ai-2021	627	28	How	how	WRB
stanford-ai-2021	627	29	rapidly	rapidly	RB
stanford-ai-2021	627	30	is	be	VBZ
stanford-ai-2021	627	31	the	the	DT
stanford-ai-2021	627	32	growth	growth	NN
stanford-ai-2021	627	33	of	of	IN
stanford-ai-2021	627	34	AI	AI	NNP
stanford-ai-2021	627	35	jobs	job	NNS
stanford-ai-2021	627	36	in	in	IN
stanford-ai-2021	627	37	different	different	JJ
stanford-ai-2021	627	38	countries	country	NNS
stanford-ai-2021	627	39	?	?	.
stanford-ai-2021	628	1	This	this	DT
stanford-ai-2021	628	2	section	section	NN
stanford-ai-2021	628	3	first	first	RB
stanford-ai-2021	628	4	looks	look	VBZ
stanford-ai-2021	628	5	at	at	IN
stanford-ai-2021	628	6	LinkedIn	LinkedIn	NNP
stanford-ai-2021	628	7	data	datum	NNS
stanford-ai-2021	628	8	that	that	WDT
stanford-ai-2021	628	9	gives	give	VBZ
stanford-ai-2021	628	10	the	the	DT
stanford-ai-2021	628	11	AI	ai	NN
stanford-ai-2021	628	12	hiring	hire	VBG
stanford-ai-2021	628	13	rate	rate	NN
stanford-ai-2021	628	14	for	for	IN
stanford-ai-2021	628	15	different	different	JJ
stanford-ai-2021	628	16	countries	country	NNS
stanford-ai-2021	628	17	.	.	.
stanford-ai-2021	629	1	The	the	DT
stanford-ai-2021	629	2	AI	AI	NNP
stanford-ai-2021	629	3	hiring	hiring	NN
stanford-ai-2021	629	4	rate	rate	NN
stanford-ai-2021	629	5	is	be	VBZ
stanford-ai-2021	629	6	calculated	calculate	VBN
stanford-ai-2021	629	7	as	as	IN
stanford-ai-2021	629	8	the	the	DT
stanford-ai-2021	629	9	number	number	NN
stanford-ai-2021	629	10	of	of	IN
stanford-ai-2021	629	11	LinkedIn	LinkedIn	NNP
stanford-ai-2021	629	12	members	member	NNS
stanford-ai-2021	629	13	who	who	WP
stanford-ai-2021	629	14	include	include	VBP
stanford-ai-2021	629	15	AI	AI	NNP
stanford-ai-2021	629	16	skills	skill	VBZ
stanford-ai-2021	629	17	on	on	IN
stanford-ai-2021	629	18	their	-PRON-	PRP$
stanford-ai-2021	629	19	profile	profile	NN
stanford-ai-2021	629	20	or	or	CC
stanford-ai-2021	629	21	work	work	VB
stanford-ai-2021	629	22	in	in	IN
stanford-ai-2021	629	23	AI	AI	NNP
stanford-ai-2021	629	24	-	-	HYPH
stanford-ai-2021	629	25	related	relate	VBN
stanford-ai-2021	629	26	occupations	occupation	NNS
stanford-ai-2021	629	27	and	and	CC
stanford-ai-2021	629	28	who	who	WP
stanford-ai-2021	629	29	added	add	VBD
stanford-ai-2021	629	30	a	a	DT
stanford-ai-2021	629	31	new	new	JJ
stanford-ai-2021	629	32	employer	employer	NN
stanford-ai-2021	629	33	in	in	IN
stanford-ai-2021	629	34	the	the	DT
stanford-ai-2021	629	35	same	same	JJ
stanford-ai-2021	629	36	month	month	NN
stanford-ai-2021	629	37	their	-PRON-	PRP$
stanford-ai-2021	629	38	new	new	JJ
stanford-ai-2021	629	39	job	job	NN
stanford-ai-2021	629	40	began	begin	VBD
stanford-ai-2021	629	41	,	,	,
stanford-ai-2021	629	42	divided	divide	VBN
stanford-ai-2021	629	43	by	by	IN
stanford-ai-2021	629	44	the	the	DT
stanford-ai-2021	629	45	total	total	JJ
stanford-ai-2021	629	46	number	number	NN
stanford-ai-2021	629	47	of	of	IN
stanford-ai-2021	629	48	LinkedIn	LinkedIn	NNP
stanford-ai-2021	629	49	members	member	NNS
stanford-ai-2021	629	50	in	in	IN
stanford-ai-2021	629	51	the	the	DT
stanford-ai-2021	629	52	country	country	NN
stanford-ai-2021	629	53	.	.	.
stanford-ai-2021	630	1	This	this	DT
stanford-ai-2021	630	2	rate	rate	NN
stanford-ai-2021	630	3	is	be	VBZ
stanford-ai-2021	630	4	then	then	RB
stanford-ai-2021	630	5	indexed	index	VBN
stanford-ai-2021	630	6	to	to	IN
stanford-ai-2021	630	7	the	the	DT
stanford-ai-2021	630	8	average	average	JJ
stanford-ai-2021	630	9	month	month	NN
stanford-ai-2021	630	10	in	in	IN
stanford-ai-2021	630	11	2016	2016	CD
stanford-ai-2021	630	12	;	;	:
stanford-ai-2021	630	13	for	for	IN
stanford-ai-2021	630	14	example	example	NN
stanford-ai-2021	630	15	,	,	,
stanford-ai-2021	630	16	an	an	DT
stanford-ai-2021	630	17	index	index	NN
stanford-ai-2021	630	18	of	of	IN
stanford-ai-2021	630	19	1.05	1.05	CD
stanford-ai-2021	630	20	in	in	IN
stanford-ai-2021	630	21	December	December	NNP
stanford-ai-2021	630	22	2020	2020	CD
stanford-ai-2021	630	23	points	point	NNS
stanford-ai-2021	630	24	to	to	IN
stanford-ai-2021	630	25	a	a	DT
stanford-ai-2021	630	26	hiring	hiring	NN
stanford-ai-2021	630	27	rate	rate	NN
stanford-ai-2021	630	28	that	that	WDT
stanford-ai-2021	630	29	is	be	VBZ
stanford-ai-2021	630	30	5	5	CD
stanford-ai-2021	630	31	%	%	NN
stanford-ai-2021	630	32	higher	high	JJR
stanford-ai-2021	630	33	than	than	IN
stanford-ai-2021	630	34	the	the	DT
stanford-ai-2021	630	35	average	average	JJ
stanford-ai-2021	630	36	month	month	NN
stanford-ai-2021	630	37	in	in	IN
stanford-ai-2021	630	38	2016	2016	CD
stanford-ai-2021	630	39	.	.	.
stanford-ai-2021	631	1	LinkedIn	LinkedIn	NNP
stanford-ai-2021	631	2	makes	make	VBZ
stanford-ai-2021	631	3	month-	month-	NN
stanford-ai-2021	631	4	to	to	IN
stanford-ai-2021	631	5	-	-	HYPH
stanford-ai-2021	631	6	month	month	NN
stanford-ai-2021	631	7	comparisons	comparison	NNS
stanford-ai-2021	631	8	to	to	TO
stanford-ai-2021	631	9	account	account	VB
stanford-ai-2021	631	10	for	for	IN
stanford-ai-2021	631	11	any	any	DT
stanford-ai-2021	631	12	potential	potential	JJ
stanford-ai-2021	631	13	lags	lag	NNS
stanford-ai-2021	631	14	in	in	IN
stanford-ai-2021	631	15	members	member	NNS
stanford-ai-2021	631	16	updating	update	VBG
stanford-ai-2021	631	17	their	-PRON-	PRP$
stanford-ai-2021	631	18	profiles	profile	NNS
stanford-ai-2021	631	19	.	.	.
stanford-ai-2021	632	1	The	the	DT
stanford-ai-2021	632	2	index	index	NN
stanford-ai-2021	632	3	for	for	IN
stanford-ai-2021	632	4	a	a	DT
stanford-ai-2021	632	5	year	year	NN
stanford-ai-2021	632	6	is	be	VBZ
stanford-ai-2021	632	7	the	the	DT
stanford-ai-2021	632	8	average	average	JJ
stanford-ai-2021	632	9	index	index	NN
stanford-ai-2021	632	10	over	over	IN
stanford-ai-2021	632	11	all	all	DT
stanford-ai-2021	632	12	months	month	NNS
stanford-ai-2021	632	13	within	within	IN
stanford-ai-2021	632	14	that	that	DT
stanford-ai-2021	632	15	year	year	NN
stanford-ai-2021	632	16	.	.	.
stanford-ai-2021	633	1	This	this	DT
stanford-ai-2021	633	2	data	data	NN
stanford-ai-2021	633	3	suggests	suggest	VBZ
stanford-ai-2021	633	4	that	that	IN
stanford-ai-2021	633	5	the	the	DT
stanford-ai-2021	633	6	hiring	hiring	NN
stanford-ai-2021	633	7	rate	rate	NN
stanford-ai-2021	633	8	has	have	VBZ
stanford-ai-2021	633	9	been	be	VBN
stanford-ai-2021	633	10	increasing	increase	VBG
stanford-ai-2021	633	11	across	across	IN
stanford-ai-2021	633	12	all	all	DT
stanford-ai-2021	633	13	sample	sample	NN
stanford-ai-2021	633	14	countries	country	NNS
stanford-ai-2021	633	15	in	in	IN
stanford-ai-2021	633	16	2020	2020	CD
stanford-ai-2021	633	17	.	.	.
stanford-ai-2021	634	1	Brazil	Brazil	NNP
stanford-ai-2021	634	2	,	,	,
stanford-ai-2021	634	3	India	India	NNP
stanford-ai-2021	634	4	,	,	,
stanford-ai-2021	634	5	Canada	Canada	NNP
stanford-ai-2021	634	6	,	,	,
stanford-ai-2021	634	7	Singapore	Singapore	NNP
stanford-ai-2021	634	8	,	,	,
stanford-ai-2021	634	9	and	and	CC
stanford-ai-2021	634	10	South	South	NNP
stanford-ai-2021	634	11	Africa	Africa	NNP
stanford-ai-2021	634	12	are	be	VBP
stanford-ai-2021	634	13	the	the	DT
stanford-ai-2021	634	14	countries	country	NNS
stanford-ai-2021	634	15	with	with	IN
stanford-ai-2021	634	16	the	the	DT
stanford-ai-2021	634	17	highest	high	JJS
stanford-ai-2021	634	18	growth	growth	NN
stanford-ai-2021	634	19	in	in	IN
stanford-ai-2021	634	20	AI	AI	NNP
stanford-ai-2021	634	21	hiring	hire	VBG
stanford-ai-2021	634	22	from	from	IN
stanford-ai-2021	634	23	2016	2016	CD
stanford-ai-2021	634	24	to	to	IN
stanford-ai-2021	634	25	2020	2020	CD
stanford-ai-2021	634	26	(	(	-LRB-
stanford-ai-2021	634	27	Figure	Figure	NNP
stanford-ai-2021	634	28	3.1.1	3.1.1	CD
stanford-ai-2021	634	29	)	)	-RRB-
stanford-ai-2021	634	30	.	.	.
stanford-ai-2021	635	1	Across	across	IN
stanford-ai-2021	635	2	the	the	DT
stanford-ai-2021	635	3	14	14	CD
stanford-ai-2021	635	4	countries	country	NNS
stanford-ai-2021	635	5	analyzed	analyze	VBD
stanford-ai-2021	635	6	,	,	,
stanford-ai-2021	635	7	the	the	DT
stanford-ai-2021	635	8	AI	AI	NNP
stanford-ai-2021	635	9	hiring	hire	VBG
stanford-ai-2021	635	10	rate	rate	NN
stanford-ai-2021	635	11	in	in	IN
stanford-ai-2021	635	12	2020	2020	CD
stanford-ai-2021	635	13	was	be	VBD
stanford-ai-2021	635	14	2.2	2.2	CD
stanford-ai-2021	635	15	times	time	NNS
stanford-ai-2021	635	16	higher	high	JJR
stanford-ai-2021	635	17	,	,	,
stanford-ai-2021	635	18	on	on	IN
stanford-ai-2021	635	19	average	average	JJ
stanford-ai-2021	635	20	,	,	,
stanford-ai-2021	635	21	than	than	IN
stanford-ai-2021	635	22	that	that	DT
stanford-ai-2021	635	23	in	in	IN
stanford-ai-2021	635	24	2016	2016	CD
stanford-ai-2021	635	25	.	.	.
stanford-ai-2021	636	1	For	for	IN
stanford-ai-2021	636	2	the	the	DT
stanford-ai-2021	636	3	top	top	JJ
stanford-ai-2021	636	4	country	country	NN
stanford-ai-2021	636	5	,	,	,
stanford-ai-2021	636	6	Brazil	Brazil	NNP
stanford-ai-2021	636	7	,	,	,
stanford-ai-2021	636	8	the	the	DT
stanford-ai-2021	636	9	hiring	hire	VBG
stanford-ai-2021	636	10	index	index	NN
stanford-ai-2021	636	11	grew	grow	VBD
stanford-ai-2021	636	12	by	by	IN
stanford-ai-2021	636	13	more	more	JJR
stanford-ai-2021	636	14	than	than	IN
stanford-ai-2021	636	15	3.5	3.5	CD
stanford-ai-2021	636	16	times	time	NNS
stanford-ai-2021	636	17	.	.	.
stanford-ai-2021	637	1	Moreover	moreover	RB
stanford-ai-2021	637	2	,	,	,
stanford-ai-2021	637	3	despite	despite	IN
stanford-ai-2021	637	4	the	the	DT
stanford-ai-2021	637	5	COVID-19	covid-19	JJ
stanford-ai-2021	637	6	pandemic	pandemic	NN
stanford-ai-2021	637	7	,	,	,
stanford-ai-2021	637	8	AI	AI	NNP
stanford-ai-2021	637	9	hiring	hire	VBG
stanford-ai-2021	637	10	continued	continue	VBD
stanford-ai-2021	637	11	its	-PRON-	PRP$
stanford-ai-2021	637	12	growth	growth	NN
stanford-ai-2021	637	13	across	across	IN
stanford-ai-2021	637	14	the	the	DT
stanford-ai-2021	637	15	14	14	CD
stanford-ai-2021	637	16	sampled	sample	VBN
stanford-ai-2021	637	17	countries	country	NNS
stanford-ai-2021	637	18	in	in	IN
stanford-ai-2021	637	19	2020	2020	CD
stanford-ai-2021	637	20	(	(	-LRB-
stanford-ai-2021	637	21	Figure	Figure	NNP
stanford-ai-2021	637	22	3.1.2	3.1.2	NNP
stanford-ai-2021	637	23	)	)	-RRB-
stanford-ai-2021	637	24	.	.	.
stanford-ai-2021	638	1	For	for	IN
stanford-ai-2021	638	2	more	more	JJR
stanford-ai-2021	638	3	explorations	exploration	NNS
stanford-ai-2021	638	4	of	of	IN
stanford-ai-2021	638	5	cross	cross	JJ
stanford-ai-2021	638	6	-	-	JJ
stanford-ai-2021	638	7	country	country	NN
stanford-ai-2021	638	8	comparisons	comparison	NNS
stanford-ai-2021	638	9	,	,	,
stanford-ai-2021	638	10	see	see	VB
stanford-ai-2021	638	11	the	the	DT
stanford-ai-2021	638	12	AI	AI	NNP
stanford-ai-2021	638	13	Index	Index	NNP
stanford-ai-2021	638	14	Global	Global	NNP
stanford-ai-2021	638	15	AI	AI	NNP
stanford-ai-2021	638	16	Vibrancy	Vibrancy	NNP
stanford-ai-2021	638	17	Tool	Tool	NNP
stanford-ai-2021	638	18	.	.	.
stanford-ai-2021	639	1	3.1	3.1	CD
stanford-ai-2021	639	2	JOBS	job	NNS
stanford-ai-2021	639	3	3	3	CD
stanford-ai-2021	639	4	.1	.1	NN
stanford-ai-2021	639	5	J	J	NNP
stanford-ai-2021	639	6	O	O	NNP
stanford-ai-2021	639	7	B	B	NNP
stanford-ai-2021	639	8	S	S	NNP
stanford-ai-2021	639	9	Figure	Figure	NNP
stanford-ai-2021	639	10	3.1.1	3.1.1	NN
stanford-ai-2021	639	11	1	1	CD
stanford-ai-2021	639	12	Countries	country	NNS
stanford-ai-2021	639	13	included	include	VBN
stanford-ai-2021	639	14	are	be	VBP
stanford-ai-2021	639	15	a	a	DT
stanford-ai-2021	639	16	sample	sample	NN
stanford-ai-2021	639	17	of	of	IN
stanford-ai-2021	639	18	eligible	eligible	JJ
stanford-ai-2021	639	19	countries	country	NNS
stanford-ai-2021	639	20	with	with	IN
stanford-ai-2021	639	21	at	at	RB
stanford-ai-2021	639	22	least	least	RBS
stanford-ai-2021	639	23	40	40	CD
stanford-ai-2021	639	24	%	%	NN
stanford-ai-2021	639	25	labor	labor	NN
stanford-ai-2021	639	26	force	force	NN
stanford-ai-2021	639	27	coverage	coverage	NN
stanford-ai-2021	639	28	by	by	IN
stanford-ai-2021	639	29	LinkedIn	LinkedIn	NNP
stanford-ai-2021	639	30	and	and	CC
stanford-ai-2021	639	31	at	at	RB
stanford-ai-2021	639	32	least	least	RBS
stanford-ai-2021	639	33	10	10	CD
stanford-ai-2021	639	34	AI	AI	NNP
stanford-ai-2021	639	35	hires	hire	VBZ
stanford-ai-2021	639	36	in	in	IN
stanford-ai-2021	639	37	any	any	DT
stanford-ai-2021	639	38	given	give	VBN
stanford-ai-2021	639	39	month	month	NN
stanford-ai-2021	639	40	.	.	.
stanford-ai-2021	640	1	China	China	NNP
stanford-ai-2021	640	2	and	and	CC
stanford-ai-2021	640	3	India	India	NNP
stanford-ai-2021	640	4	were	be	VBD
stanford-ai-2021	640	5	also	also	RB
stanford-ai-2021	640	6	included	include	VBN
stanford-ai-2021	640	7	in	in	IN
stanford-ai-2021	640	8	this	this	DT
stanford-ai-2021	640	9	sample	sample	NN
stanford-ai-2021	640	10	because	because	IN
stanford-ai-2021	640	11	of	of	IN
stanford-ai-2021	640	12	their	-PRON-	PRP$
stanford-ai-2021	640	13	increasing	increase	VBG
stanford-ai-2021	640	14	importance	importance	NN
stanford-ai-2021	640	15	in	in	IN
stanford-ai-2021	640	16	the	the	DT
stanford-ai-2021	640	17	global	global	JJ
stanford-ai-2021	640	18	economy	economy	NN
stanford-ai-2021	640	19	,	,	,
stanford-ai-2021	640	20	but	but	CC
stanford-ai-2021	640	21	LinkedIn	linkedin	JJ
stanford-ai-2021	640	22	coverage	coverage	NN
stanford-ai-2021	640	23	in	in	IN
stanford-ai-2021	640	24	these	these	DT
stanford-ai-2021	640	25	countries	country	NNS
stanford-ai-2021	640	26	does	do	VBZ
stanford-ai-2021	640	27	not	not	RB
stanford-ai-2021	640	28	reach	reach	VB
stanford-ai-2021	640	29	40	40	CD
stanford-ai-2021	640	30	%	%	NN
stanford-ai-2021	640	31	of	of	IN
stanford-ai-2021	640	32	the	the	DT
stanford-ai-2021	640	33	workforce	workforce	NN
stanford-ai-2021	640	34	.	.	.
stanford-ai-2021	641	1	Insights	insight	NNS
stanford-ai-2021	641	2	for	for	IN
stanford-ai-2021	641	3	these	these	DT
stanford-ai-2021	641	4	countries	country	NNS
stanford-ai-2021	641	5	may	may	MD
stanford-ai-2021	641	6	not	not	RB
stanford-ai-2021	641	7	provide	provide	VB
stanford-ai-2021	641	8	as	as	IN
stanford-ai-2021	641	9	full	full	JJ
stanford-ai-2021	641	10	a	a	DT
stanford-ai-2021	641	11	picture	picture	NN
stanford-ai-2021	641	12	as	as	IN
stanford-ai-2021	641	13	in	in	IN
stanford-ai-2021	641	14	other	other	JJ
stanford-ai-2021	641	15	countries	country	NNS
stanford-ai-2021	641	16	,	,	,
stanford-ai-2021	641	17	and	and	CC
stanford-ai-2021	641	18	should	should	MD
stanford-ai-2021	641	19	be	be	VB
stanford-ai-2021	641	20	interpreted	interpret	VBN
stanford-ai-2021	641	21	accordingly	accordingly	RB
stanford-ai-2021	641	22	.	.	.
stanford-ai-2021	642	1	TA	TA	NNP
stanford-ai-2021	642	2	B	B	NNP
stanford-ai-2021	642	3	L	l	NN
stanford-ai-2021	642	4	E	e	NN
stanford-ai-2021	642	5	O	o	NN
stanford-ai-2021	642	6	F	f	NN
stanford-ai-2021	642	7	C	c	NN
stanford-ai-2021	642	8	O	o	NN
stanford-ai-2021	642	9	N	n	NN
stanford-ai-2021	642	10	T	t	NN
stanford-ai-2021	642	11	E	e	NN
stanford-ai-2021	642	12	N	n	NN
stanford-ai-2021	642	13	T	t	NN
stanford-ai-2021	642	14	S	s	NN
stanford-ai-2021	642	15	8	8	CD
stanford-ai-2021	642	16	5C	5c	NN
stanford-ai-2021	642	17	H	h	NN
stanford-ai-2021	642	18	A	a	NN
stanford-ai-2021	642	19	P	p	NN
stanford-ai-2021	642	20	T	t	NN
stanford-ai-2021	642	21	E	e	NN
stanford-ai-2021	642	22	R	r	NN
stanford-ai-2021	642	23	3	3	CD
stanford-ai-2021	642	24	P	p	NN
stanford-ai-2021	642	25	R	r	NN
stanford-ai-2021	642	26	E	e	NN
stanford-ai-2021	642	27	V	v	NN
stanford-ai-2021	642	28	I	i	NN
stanford-ai-2021	642	29	E	e	NN
stanford-ai-2021	642	30	W	W	NNP
stanford-ai-2021	642	31	Artificial	Artificial	NNP
stanford-ai-2021	642	32	Intelligence	Intelligence	NNP
stanford-ai-2021	642	33	Index	Index	NNP
stanford-ai-2021	642	34	Report	Report	NNP
stanford-ai-2021	642	35	2021	2021	CD
stanford-ai-2021	642	36	C	c	NN
stanford-ai-2021	642	37	H	h	NN
stanford-ai-2021	642	38	A	a	NN
stanford-ai-2021	642	39	P	p	NN
stanford-ai-2021	642	40	T	t	NN
stanford-ai-2021	642	41	E	e	NN
stanford-ai-2021	642	42	R	r	NN
stanford-ai-2021	642	43	3	3	CD
stanford-ai-2021	642	44	:	:	:
stanford-ai-2021	642	45	T	t	NN
stanford-ai-2021	642	46	H	h	NN
stanford-ai-2021	642	47	E	e	NN
stanford-ai-2021	642	48	E	e	NN
stanford-ai-2021	642	49	C	c	NN
stanford-ai-2021	642	50	O	o	NN
stanford-ai-2021	642	51	N	n	NN
stanford-ai-2021	642	52	O	o	NN
stanford-ai-2021	642	53	M	m	NN
stanford-ai-2021	642	54	Y	y	NN
stanford-ai-2021	642	55	3	3	CD
stanford-ai-2021	642	56	.1	.1	NN
stanford-ai-2021	642	57	J	J	NNP
stanford-ai-2021	642	58	O	O	NNP
stanford-ai-2021	642	59	B	B	NNP
stanford-ai-2021	642	60	S	S	NNP
stanford-ai-2021	642	61	0	0	CD
stanford-ai-2021	642	62	1	1	CD
stanford-ai-2021	642	63	2	2	CD
stanford-ai-2021	642	64	3	3	CD
stanford-ai-2021	642	65	0	0	CD
stanford-ai-2021	642	66	1	1	CD
stanford-ai-2021	642	67	2	2	CD
stanford-ai-2021	642	68	3	3	CD
stanford-ai-2021	642	69	0	0	CD
stanford-ai-2021	642	70	1	1	CD
stanford-ai-2021	642	71	2	2	CD
stanford-ai-2021	642	72	3	3	CD
stanford-ai-2021	642	73	0	0	CD
stanford-ai-2021	642	74	1	1	CD
stanford-ai-2021	642	75	2	2	CD
stanford-ai-2021	642	76	3	3	CD
stanford-ai-2021	642	77	3.4	3.4	CD
stanford-ai-2021	642	78	Brazil	Brazil	NNP
stanford-ai-2021	642	79	2.8	2.8	CD
stanford-ai-2021	642	80	India	India	NNP
stanford-ai-2021	642	81	2.7	2.7	CD
stanford-ai-2021	642	82	Canada	Canada	NNP
stanford-ai-2021	642	83	2.5	2.5	CD
stanford-ai-2021	642	84	Singapore	Singapore	NNP
stanford-ai-2021	642	85	2.3	2.3	CD
stanford-ai-2021	642	86	South	South	NNP
stanford-ai-2021	642	87	Africa	Africa	NNP
stanford-ai-2021	642	88	2.2	2.2	CD
stanford-ai-2021	642	89	Germany	Germany	NNP
stanford-ai-2021	642	90	2.1	2.1	CD
stanford-ai-2021	642	91	Australia	Australia	NNP
stanford-ai-2021	642	92	2.1	2.1	CD
stanford-ai-2021	642	93	United	United	NNP
stanford-ai-2021	642	94	States	States	NNP
stanford-ai-2021	642	95	2.0	2.0	CD
stanford-ai-2021	642	96	Argentina	Argentina	NNP
stanford-ai-2021	642	97	1.8	1.8	CD
stanford-ai-2021	642	98	United	United	NNP
stanford-ai-2021	642	99	Kingdom	Kingdom	NNP
stanford-ai-2021	642	100	1.8	1.8	CD
stanford-ai-2021	642	101	Turkey	Turkey	NNP
stanford-ai-2021	642	102	1.7	1.7	CD
stanford-ai-2021	642	103	Italy	Italy	NNP
stanford-ai-2021	642	104	1.6	1.6	CD
stanford-ai-2021	642	105	France	France	NNP
stanford-ai-2021	642	106	1.3	1.3	CD
stanford-ai-2021	642	107	China	China	NNP
stanford-ai-2021	642	108	A	A	NNP
stanford-ai-2021	642	109	I	i	NN
stanford-ai-2021	642	110	H	h	NN
stanford-ai-2021	642	111	ir	ir	NN
stanford-ai-2021	642	112	in	in	IN
stanford-ai-2021	642	113	g	g	NNP
stanford-ai-2021	642	114	In	in	IN
stanford-ai-2021	642	115	d	d	NNP
stanford-ai-2021	642	116	e	e	NNP
stanford-ai-2021	642	117	x	x	NN
stanford-ai-2021	642	118	AI	ai	NN
stanford-ai-2021	642	119	HIRING	hiring	NN
stanford-ai-2021	642	120	INDEX	INDEX	VBN
stanford-ai-2021	642	121	by	by	IN
stanford-ai-2021	642	122	COUNTRY	COUNTRY	NNS
stanford-ai-2021	642	123	,	,	,
stanford-ai-2021	642	124	2016	2016	CD
stanford-ai-2021	642	125	-	-	SYM
stanford-ai-2021	642	126	20	20	CD
stanford-ai-2021	642	127	Source	source	NN
stanford-ai-2021	642	128	:	:	:
stanford-ai-2021	642	129	LinkedIn	linkedin	CD
stanford-ai-2021	642	130	,	,	,
stanford-ai-2021	642	131	2020	2020	CD
stanford-ai-2021	642	132	|	|	CD
stanford-ai-2021	642	133	Chart	Chart	NNP
stanford-ai-2021	642	134	:	:	:
stanford-ai-2021	642	135	2021	2021	CD
stanford-ai-2021	642	136	AI	AI	NNP
stanford-ai-2021	642	137	Index	Index	NNP
stanford-ai-2021	642	138	Report	Report	NNP
stanford-ai-2021	642	139	2016	2016	CD
stanford-ai-2021	642	140	2020	2020	CD
stanford-ai-2021	642	141	2016	2016	CD
stanford-ai-2021	642	142	2020	2020	CD
stanford-ai-2021	642	143	2016	2016	CD
stanford-ai-2021	642	144	2020	2020	CD
stanford-ai-2021	642	145	2016	2016	CD
stanford-ai-2021	642	146	2020	2020	CD
stanford-ai-2021	642	147	Figure	figure	NN
stanford-ai-2021	642	148	3.1.2	3.1.2	CD
stanford-ai-2021	642	149	TA	TA	NNP
stanford-ai-2021	642	150	B	b	NN
stanford-ai-2021	642	151	L	l	NN
stanford-ai-2021	642	152	E	e	NN
stanford-ai-2021	642	153	O	o	NN
stanford-ai-2021	642	154	F	f	NN
stanford-ai-2021	642	155	C	c	NN
stanford-ai-2021	642	156	O	o	NN
stanford-ai-2021	642	157	N	n	NN
stanford-ai-2021	642	158	T	t	NN
stanford-ai-2021	642	159	E	e	NN
stanford-ai-2021	642	160	N	n	NN
stanford-ai-2021	642	161	T	t	NN
stanford-ai-2021	642	162	S	s	NN
stanford-ai-2021	642	163	8	8	CD
stanford-ai-2021	642	164	6C	6c	NN
stanford-ai-2021	642	165	H	h	NN
stanford-ai-2021	642	166	A	a	NN
stanford-ai-2021	642	167	P	p	NN
stanford-ai-2021	642	168	T	t	NN
stanford-ai-2021	642	169	E	e	NN
stanford-ai-2021	642	170	R	r	NN
stanford-ai-2021	642	171	3	3	CD
stanford-ai-2021	642	172	P	p	NN
stanford-ai-2021	642	173	R	r	NN
stanford-ai-2021	642	174	E	e	NN
stanford-ai-2021	642	175	V	v	NN
stanford-ai-2021	642	176	I	i	NN
stanford-ai-2021	642	177	E	e	NN
stanford-ai-2021	642	178	W	W	NNP
stanford-ai-2021	642	179	Artificial	Artificial	NNP
stanford-ai-2021	642	180	Intelligence	Intelligence	NNP
stanford-ai-2021	642	181	Index	Index	NNP
stanford-ai-2021	642	182	Report	Report	NNP
stanford-ai-2021	642	183	2021	2021	CD
stanford-ai-2021	642	184	C	c	NN
stanford-ai-2021	642	185	H	h	NN
stanford-ai-2021	642	186	A	a	NN
stanford-ai-2021	642	187	P	p	NN
stanford-ai-2021	642	188	T	t	NN
stanford-ai-2021	642	189	E	e	NN
stanford-ai-2021	642	190	R	r	NN
stanford-ai-2021	642	191	3	3	CD
stanford-ai-2021	642	192	:	:	:
stanford-ai-2021	642	193	T	t	NN
stanford-ai-2021	642	194	H	h	NN
stanford-ai-2021	642	195	E	e	NN
stanford-ai-2021	642	196	E	e	NN
stanford-ai-2021	642	197	C	c	NN
stanford-ai-2021	642	198	O	o	NN
stanford-ai-2021	642	199	N	n	NN
stanford-ai-2021	642	200	O	o	NN
stanford-ai-2021	642	201	M	m	NN
stanford-ai-2021	642	202	Y	y	NN
stanford-ai-2021	642	203	3	3	CD
stanford-ai-2021	642	204	.1	.1	NN
stanford-ai-2021	642	205	J	J	NNP
stanford-ai-2021	642	206	O	O	NNP
stanford-ai-2021	642	207	B	B	NNP
stanford-ai-2021	642	208	S	s	NN
stanford-ai-2021	642	209	2013	2013	CD
stanford-ai-2021	642	210	2014	2014	CD
stanford-ai-2021	642	211	2015	2015	CD
stanford-ai-2021	642	212	2016	2016	CD
stanford-ai-2021	642	213	2017	2017	CD
stanford-ai-2021	642	214	2018	2018	CD
stanford-ai-2021	642	215	2019	2019	CD
stanford-ai-2021	642	216	2020	2020	CD
stanford-ai-2021	642	217	2021	2021	CD
stanford-ai-2021	642	218	0.0	0.0	CD
stanford-ai-2021	642	219	%	%	NN
stanford-ai-2021	642	220	0.5	0.5	CD
stanford-ai-2021	642	221	%	%	NN
stanford-ai-2021	642	222	1.0	1.0	CD
stanford-ai-2021	642	223	%	%	NN
stanford-ai-2021	642	224	1.5	1.5	CD
stanford-ai-2021	642	225	%	%	NN
stanford-ai-2021	642	226	2.0	2.0	CD
stanford-ai-2021	642	227	%	%	NN
stanford-ai-2021	642	228	2.5	2.5	CD
stanford-ai-2021	642	229	%	%	NN
stanford-ai-2021	642	230	A	a	DT
stanford-ai-2021	642	231	I	i	NN
stanford-ai-2021	642	232	J	j	NN
stanford-ai-2021	642	233	o	o	NN
stanford-ai-2021	642	234	b	b	NN
stanford-ai-2021	642	235	P	P	NNP
stanford-ai-2021	642	236	o	o	NN
stanford-ai-2021	642	237	st	st	NN
stanford-ai-2021	642	238	in	in	IN
stanford-ai-2021	642	239	g	g	NNP
stanford-ai-2021	642	240	s	s	NNP
stanford-ai-2021	642	241	(	(	-LRB-
stanford-ai-2021	642	242	%	%	NN
stanford-ai-2021	642	243	o	o	NN
stanford-ai-2021	642	244	f	f	NNP
stanford-ai-2021	642	245	A	a	NN
stanford-ai-2021	642	246	ll	will	NN
stanford-ai-2021	642	247	Jo	Jo	NNP
stanford-ai-2021	642	248	b	b	NNP
stanford-ai-2021	642	249	P	P	NNP
stanford-ai-2021	642	250	o	o	NN
stanford-ai-2021	642	251	st	st	NNP
stanford-ai-2021	642	252	in	in	IN
stanford-ai-2021	642	253	g	g	NNP
stanford-ai-2021	642	254	s	s	NNP
stanford-ai-2021	642	255	)	)	-RRB-
stanford-ai-2021	642	256	0.8	0.8	CD
stanford-ai-2021	642	257	%	%	NN
stanford-ai-2021	642	258	United	United	NNP
stanford-ai-2021	642	259	States	States	NNP
stanford-ai-2021	642	260	0.8	0.8	CD
stanford-ai-2021	642	261	%	%	NN
stanford-ai-2021	642	262	United	United	NNP
stanford-ai-2021	642	263	Kingdom	Kingdom	NNP
stanford-ai-2021	642	264	2.4	2.4	CD
stanford-ai-2021	642	265	%	%	NN
stanford-ai-2021	642	266	Singapore	Singapore	NNP
stanford-ai-2021	642	267	0.2	0.2	CD
stanford-ai-2021	642	268	%	%	NN
stanford-ai-2021	642	269	New	New	NNP
stanford-ai-2021	642	270	Zealand	Zealand	NNP
stanford-ai-2021	642	271	0.7	0.7	CD
stanford-ai-2021	642	272	%	%	NN
stanford-ai-2021	642	273	Canada	Canada	NNP
stanford-ai-2021	642	274	0.5	0.5	CD
stanford-ai-2021	642	275	%	%	NN
stanford-ai-2021	642	276	Australia	Australia	NNP
stanford-ai-2021	642	277	AI	AI	NNP
stanford-ai-2021	642	278	JOB	job	NN
stanford-ai-2021	642	279	POSTINGS	POSTINGS	NNP
stanford-ai-2021	642	280	(	(	-LRB-
stanford-ai-2021	642	281	%	%	NN
stanford-ai-2021	642	282	of	of	IN
stanford-ai-2021	642	283	ALL	all	DT
stanford-ai-2021	642	284	JOB	JOB	NNP
stanford-ai-2021	642	285	POSTINGS	posting	NNS
stanford-ai-2021	642	286	)	)	-RRB-
stanford-ai-2021	642	287	by	by	IN
stanford-ai-2021	642	288	COUNTRY	COUNTRY	NNS
stanford-ai-2021	642	289	,	,	,
stanford-ai-2021	642	290	2013	2013	CD
stanford-ai-2021	642	291	-	-	SYM
stanford-ai-2021	642	292	20	20	CD
stanford-ai-2021	642	293	Source	source	NN
stanford-ai-2021	642	294	:	:	:
stanford-ai-2021	642	295	Burning	burn	VBG
stanford-ai-2021	642	296	Glass	Glass	NNP
stanford-ai-2021	642	297	,	,	,
stanford-ai-2021	642	298	2020	2020	CD
stanford-ai-2021	642	299	|	|	CD
stanford-ai-2021	642	300	Chart	Chart	NNP
stanford-ai-2021	642	301	:	:	:
stanford-ai-2021	642	302	2021	2021	CD
stanford-ai-2021	642	303	AI	AI	NNP
stanford-ai-2021	642	304	Index	Index	NNP
stanford-ai-2021	642	305	Report	Report	NNP
stanford-ai-2021	642	306	Figure	Figure	NNP
stanford-ai-2021	642	307	3.1.3	3.1.3	NNP
stanford-ai-2021	642	308	A	A	NNP
stanford-ai-2021	642	309	I	i	NN
stanford-ai-2021	642	310	L	l	NN
stanford-ai-2021	642	311	A	a	NN
stanford-ai-2021	642	312	B	b	NN
stanford-ai-2021	642	313	O	o	NN
stanford-ai-2021	642	314	R	r	NN
stanford-ai-2021	642	315	D	d	NN
stanford-ai-2021	642	316	E	e	NN
stanford-ai-2021	642	317	M	m	NN
stanford-ai-2021	642	318	A	a	NN
stanford-ai-2021	642	319	N	n	NN
stanford-ai-2021	642	320	D	d	NN
stanford-ai-2021	642	321	This	this	DT
stanford-ai-2021	642	322	section	section	NN
stanford-ai-2021	642	323	analyzes	analyze	VBZ
stanford-ai-2021	642	324	the	the	DT
stanford-ai-2021	642	325	AI	AI	NNP
stanford-ai-2021	642	326	labor	labor	NN
stanford-ai-2021	642	327	demand	demand	NN
stanford-ai-2021	642	328	based	base	VBN
stanford-ai-2021	642	329	on	on	IN
stanford-ai-2021	642	330	data	datum	NNS
stanford-ai-2021	642	331	from	from	IN
stanford-ai-2021	642	332	Burning	Burning	NNP
stanford-ai-2021	642	333	Glass	Glass	NNP
stanford-ai-2021	642	334	,	,	,
stanford-ai-2021	642	335	an	an	DT
stanford-ai-2021	642	336	analytics	analytic	NNS
stanford-ai-2021	642	337	firm	firm	NN
stanford-ai-2021	642	338	that	that	WDT
stanford-ai-2021	642	339	collects	collect	VBZ
stanford-ai-2021	642	340	postings	posting	NNS
stanford-ai-2021	642	341	from	from	IN
stanford-ai-2021	642	342	over	over	IN
stanford-ai-2021	642	343	45,000	45,000	CD
stanford-ai-2021	642	344	online	online	JJ
stanford-ai-2021	642	345	job	job	NN
stanford-ai-2021	642	346	sites	site	NNS
stanford-ai-2021	642	347	.	.	.
stanford-ai-2021	643	1	To	to	TO
stanford-ai-2021	643	2	develop	develop	VB
stanford-ai-2021	643	3	a	a	DT
stanford-ai-2021	643	4	comprehensive	comprehensive	JJ
stanford-ai-2021	643	5	,	,	,
stanford-ai-2021	643	6	real	real	JJ
stanford-ai-2021	643	7	-	-	HYPH
stanford-ai-2021	643	8	time	time	NN
stanford-ai-2021	643	9	portrait	portrait	NN
stanford-ai-2021	643	10	of	of	IN
stanford-ai-2021	643	11	labor	labor	NN
stanford-ai-2021	643	12	market	market	NN
stanford-ai-2021	643	13	demand	demand	NN
stanford-ai-2021	643	14	,	,	,
stanford-ai-2021	643	15	Burning	burn	VBG
stanford-ai-2021	643	16	Glass	Glass	NNP
stanford-ai-2021	643	17	aggregated	aggregate	VBD
stanford-ai-2021	643	18	job	job	NN
stanford-ai-2021	643	19	postings	posting	NNS
stanford-ai-2021	643	20	,	,	,
stanford-ai-2021	643	21	removed	remove	VBN
stanford-ai-2021	643	22	duplicates	duplicate	NNS
stanford-ai-2021	643	23	,	,	,
stanford-ai-2021	643	24	and	and	CC
stanford-ai-2021	643	25	extracted	extract	VBN
stanford-ai-2021	643	26	data	datum	NNS
stanford-ai-2021	643	27	from	from	IN
stanford-ai-2021	643	28	job	job	NN
stanford-ai-2021	643	29	posting	posting	NN
stanford-ai-2021	643	30	text	text	NN
stanford-ai-2021	643	31	.	.	.
stanford-ai-2021	644	1	Note	note	VB
stanford-ai-2021	644	2	that	that	IN
stanford-ai-2021	644	3	Burning	Burning	NNP
stanford-ai-2021	644	4	Glass	Glass	NNP
stanford-ai-2021	644	5	updated	update	VBD
stanford-ai-2021	644	6	the	the	DT
stanford-ai-2021	644	7	data	data	NN
stanford-ai-2021	644	8	coverage	coverage	NN
stanford-ai-2021	644	9	in	in	IN
stanford-ai-2021	644	10	2020	2020	CD
stanford-ai-2021	644	11	with	with	IN
stanford-ai-2021	644	12	more	more	JJR
stanford-ai-2021	644	13	job	job	NN
stanford-ai-2021	644	14	sites	site	NNS
stanford-ai-2021	644	15	;	;	:
stanford-ai-2021	644	16	as	as	IN
stanford-ai-2021	644	17	a	a	DT
stanford-ai-2021	644	18	result	result	NN
stanford-ai-2021	644	19	,	,	,
stanford-ai-2021	644	20	the	the	DT
stanford-ai-2021	644	21	numbers	number	NNS
stanford-ai-2021	644	22	in	in	IN
stanford-ai-2021	644	23	this	this	DT
stanford-ai-2021	644	24	report	report	NN
stanford-ai-2021	644	25	should	should	MD
stanford-ai-2021	644	26	not	not	RB
stanford-ai-2021	644	27	be	be	VB
stanford-ai-2021	644	28	directly	directly	RB
stanford-ai-2021	644	29	compared	compare	VBN
stanford-ai-2021	644	30	with	with	IN
stanford-ai-2021	644	31	data	datum	NNS
stanford-ai-2021	644	32	in	in	IN
stanford-ai-2021	644	33	the	the	DT
stanford-ai-2021	644	34	2019	2019	CD
stanford-ai-2021	644	35	report	report	NN
stanford-ai-2021	644	36	.	.	.
stanford-ai-2021	645	1	Global	global	JJ
stanford-ai-2021	645	2	AI	ai	NN
stanford-ai-2021	645	3	Labor	labor	NN
stanford-ai-2021	645	4	Demand	demand	NN
stanford-ai-2021	645	5	Demand	demand	NN
stanford-ai-2021	645	6	for	for	IN
stanford-ai-2021	645	7	AI	AI	NNP
stanford-ai-2021	645	8	labor	labor	NN
stanford-ai-2021	645	9	in	in	IN
stanford-ai-2021	645	10	six	six	CD
stanford-ai-2021	645	11	countries	country	NNS
stanford-ai-2021	645	12	covered	cover	VBN
stanford-ai-2021	645	13	by	by	IN
stanford-ai-2021	645	14	Burning	burn	VBG
stanford-ai-2021	645	15	Glass	Glass	NNP
stanford-ai-2021	645	16	data	datum	NNS
stanford-ai-2021	645	17	—	—	:
stanford-ai-2021	645	18	the	the	DT
stanford-ai-2021	645	19	United	United	NNP
stanford-ai-2021	645	20	States	States	NNP
stanford-ai-2021	645	21	,	,	,
stanford-ai-2021	645	22	the	the	DT
stanford-ai-2021	645	23	United	United	NNP
stanford-ai-2021	645	24	Kingdom	Kingdom	NNP
stanford-ai-2021	645	25	,	,	,
stanford-ai-2021	645	26	Canada	Canada	NNP
stanford-ai-2021	645	27	,	,	,
stanford-ai-2021	645	28	Australia	Australia	NNP
stanford-ai-2021	645	29	,	,	,
stanford-ai-2021	645	30	New	New	NNP
stanford-ai-2021	645	31	Zealand	Zealand	NNP
stanford-ai-2021	645	32	,	,	,
stanford-ai-2021	645	33	and	and	CC
stanford-ai-2021	645	34	Singapore	Singapore	NNP
stanford-ai-2021	645	35	—	—	:
stanford-ai-2021	645	36	has	have	VBZ
stanford-ai-2021	645	37	grown	grow	VBN
stanford-ai-2021	645	38	significantly	significantly	RB
stanford-ai-2021	645	39	in	in	IN
stanford-ai-2021	645	40	the	the	DT
stanford-ai-2021	645	41	last	last	JJ
stanford-ai-2021	645	42	seven	seven	CD
stanford-ai-2021	645	43	years	year	NNS
stanford-ai-2021	645	44	(	(	-LRB-
stanford-ai-2021	645	45	Figure	Figure	NNP
stanford-ai-2021	645	46	3.1.3	3.1.3	CD
stanford-ai-2021	645	47	)	)	-RRB-
stanford-ai-2021	645	48	.	.	.
stanford-ai-2021	646	1	On	on	IN
stanford-ai-2021	646	2	average	average	JJ
stanford-ai-2021	646	3	,	,	,
stanford-ai-2021	646	4	the	the	DT
stanford-ai-2021	646	5	share	share	NN
stanford-ai-2021	646	6	of	of	IN
stanford-ai-2021	646	7	AI	AI	NNP
stanford-ai-2021	646	8	job	job	NN
stanford-ai-2021	646	9	postings	posting	NNS
stanford-ai-2021	646	10	among	among	IN
stanford-ai-2021	646	11	all	all	DT
stanford-ai-2021	646	12	job	job	NN
stanford-ai-2021	646	13	postings	posting	NNS
stanford-ai-2021	646	14	in	in	IN
stanford-ai-2021	646	15	2020	2020	CD
stanford-ai-2021	646	16	is	be	VBZ
stanford-ai-2021	646	17	more	more	JJR
stanford-ai-2021	646	18	than	than	IN
stanford-ai-2021	646	19	five	five	CD
stanford-ai-2021	646	20	times	time	NNS
stanford-ai-2021	646	21	larger	large	JJR
stanford-ai-2021	646	22	than	than	IN
stanford-ai-2021	646	23	in	in	IN
stanford-ai-2021	646	24	2013	2013	CD
stanford-ai-2021	646	25	.	.	.
stanford-ai-2021	647	1	Of	of	IN
stanford-ai-2021	647	2	the	the	DT
stanford-ai-2021	647	3	six	six	CD
stanford-ai-2021	647	4	countries	country	NNS
stanford-ai-2021	647	5	,	,	,
stanford-ai-2021	647	6	Singapore	Singapore	NNP
stanford-ai-2021	647	7	exhibits	exhibit	VBZ
stanford-ai-2021	647	8	the	the	DT
stanford-ai-2021	647	9	largest	large	JJS
stanford-ai-2021	647	10	growth	growth	NN
stanford-ai-2021	647	11	,	,	,
stanford-ai-2021	647	12	as	as	IN
stanford-ai-2021	647	13	its	-PRON-	PRP$
stanford-ai-2021	647	14	percentage	percentage	NN
stanford-ai-2021	647	15	of	of	IN
stanford-ai-2021	647	16	AI	AI	NNP
stanford-ai-2021	647	17	job	job	NN
stanford-ai-2021	647	18	postings	posting	NNS
stanford-ai-2021	647	19	across	across	IN
stanford-ai-2021	647	20	all	all	DT
stanford-ai-2021	647	21	job	job	NN
stanford-ai-2021	647	22	roles	role	NNS
stanford-ai-2021	647	23	in	in	IN
stanford-ai-2021	647	24	2020	2020	CD
stanford-ai-2021	647	25	is	be	VBZ
stanford-ai-2021	647	26	13.5	13.5	CD
stanford-ai-2021	647	27	times	time	NNS
stanford-ai-2021	647	28	larger	large	JJR
stanford-ai-2021	647	29	than	than	IN
stanford-ai-2021	647	30	in	in	IN
stanford-ai-2021	647	31	2013	2013	CD
stanford-ai-2021	647	32	.	.	.
stanford-ai-2021	648	1	The	the	DT
stanford-ai-2021	648	2	United	United	NNP
stanford-ai-2021	648	3	States	States	NNP
stanford-ai-2021	648	4	is	be	VBZ
stanford-ai-2021	648	5	the	the	DT
stanford-ai-2021	648	6	only	only	JJ
stanford-ai-2021	648	7	country	country	NN
stanford-ai-2021	648	8	among	among	IN
stanford-ai-2021	648	9	the	the	DT
stanford-ai-2021	648	10	six	six	CD
stanford-ai-2021	648	11	that	that	WDT
stanford-ai-2021	648	12	recorded	record	VBD
stanford-ai-2021	648	13	a	a	DT
stanford-ai-2021	648	14	decrease	decrease	NN
stanford-ai-2021	648	15	in	in	IN
stanford-ai-2021	648	16	its	-PRON-	PRP$
stanford-ai-2021	648	17	share	share	NN
stanford-ai-2021	648	18	of	of	IN
stanford-ai-2021	648	19	AI	AI	NNP
stanford-ai-2021	648	20	job	job	NN
stanford-ai-2021	648	21	postings	posting	NNS
stanford-ai-2021	648	22	from	from	IN
stanford-ai-2021	648	23	2019	2019	CD
stanford-ai-2021	648	24	to	to	IN
stanford-ai-2021	648	25	2020—the	2020—the	CD
stanford-ai-2021	648	26	first	first	JJ
stanford-ai-2021	648	27	drop	drop	NN
stanford-ai-2021	648	28	in	in	IN
stanford-ai-2021	648	29	six	six	CD
stanford-ai-2021	648	30	years	year	NNS
stanford-ai-2021	648	31	.	.	.
stanford-ai-2021	649	1	This	this	DT
stanford-ai-2021	649	2	may	may	MD
stanford-ai-2021	649	3	be	be	VB
stanford-ai-2021	649	4	due	due	IN
stanford-ai-2021	649	5	to	to	IN
stanford-ai-2021	649	6	the	the	DT
stanford-ai-2021	649	7	coronavirus	coronavirus	NN
stanford-ai-2021	649	8	pandemic	pandemic	NN
stanford-ai-2021	649	9	or	or	CC
stanford-ai-2021	649	10	the	the	DT
stanford-ai-2021	649	11	country	country	NN
stanford-ai-2021	649	12	’s	’s	,
stanford-ai-2021	649	13	relatively	relatively	RB
stanford-ai-2021	649	14	more	more	RBR
stanford-ai-2021	649	15	mature	mature	JJ
stanford-ai-2021	649	16	AI	AI	NNP
stanford-ai-2021	649	17	labor	labor	NN
stanford-ai-2021	649	18	market	market	NN
stanford-ai-2021	649	19	.	.	.
stanford-ai-2021	650	1	The	the	DT
stanford-ai-2021	650	2	total	total	JJ
stanford-ai-2021	650	3	number	number	NN
stanford-ai-2021	650	4	of	of	IN
stanford-ai-2021	650	5	AI	AI	NNP
stanford-ai-2021	650	6	jobs	job	NNS
stanford-ai-2021	650	7	posted	post	VBN
stanford-ai-2021	650	8	in	in	IN
stanford-ai-2021	650	9	the	the	DT
stanford-ai-2021	650	10	United	United	NNP
stanford-ai-2021	650	11	States	States	NNP
stanford-ai-2021	650	12	also	also	RB
stanford-ai-2021	650	13	decreased	decrease	VBD
stanford-ai-2021	650	14	by	by	IN
stanford-ai-2021	650	15	8.2	8.2	CD
stanford-ai-2021	650	16	%	%	NN
stanford-ai-2021	650	17	,	,	,
stanford-ai-2021	650	18	from	from	IN
stanford-ai-2021	650	19	325,724	325,724	CD
stanford-ai-2021	650	20	in	in	IN
stanford-ai-2021	650	21	2019	2019	CD
stanford-ai-2021	650	22	to	to	IN
stanford-ai-2021	650	23	300,999	300,999	CD
stanford-ai-2021	650	24	in	in	IN
stanford-ai-2021	650	25	2020	2020	CD
stanford-ai-2021	650	26	.	.	.
stanford-ai-2021	651	1	TA	TA	NNP
stanford-ai-2021	651	2	B	B	NNP
stanford-ai-2021	651	3	L	l	NN
stanford-ai-2021	651	4	E	e	NN
stanford-ai-2021	651	5	O	o	NN
stanford-ai-2021	651	6	F	f	NN
stanford-ai-2021	651	7	C	c	NN
stanford-ai-2021	651	8	O	o	NN
stanford-ai-2021	651	9	N	n	NN
stanford-ai-2021	651	10	T	t	NN
stanford-ai-2021	651	11	E	e	NN
stanford-ai-2021	651	12	N	n	NN
stanford-ai-2021	651	13	T	t	NN
stanford-ai-2021	651	14	S	s	NN
stanford-ai-2021	651	15	8	8	CD
stanford-ai-2021	651	16	7C	7c	NN
stanford-ai-2021	651	17	H	h	NN
stanford-ai-2021	651	18	A	a	NN
stanford-ai-2021	651	19	P	p	NN
stanford-ai-2021	651	20	T	t	NN
stanford-ai-2021	651	21	E	e	NN
stanford-ai-2021	651	22	R	r	NN
stanford-ai-2021	651	23	3	3	CD
stanford-ai-2021	651	24	P	p	NN
stanford-ai-2021	651	25	R	r	NN
stanford-ai-2021	651	26	E	e	NN
stanford-ai-2021	651	27	V	v	NN
stanford-ai-2021	651	28	I	i	NN
stanford-ai-2021	651	29	E	e	NN
stanford-ai-2021	651	30	W	W	NNP
stanford-ai-2021	651	31	Artificial	Artificial	NNP
stanford-ai-2021	651	32	Intelligence	Intelligence	NNP
stanford-ai-2021	651	33	Index	Index	NNP
stanford-ai-2021	651	34	Report	Report	NNP
stanford-ai-2021	651	35	2021	2021	CD
stanford-ai-2021	651	36	C	c	NN
stanford-ai-2021	651	37	H	h	NN
stanford-ai-2021	651	38	A	a	NN
stanford-ai-2021	651	39	P	p	NN
stanford-ai-2021	651	40	T	t	NN
stanford-ai-2021	651	41	E	e	NN
stanford-ai-2021	651	42	R	r	NN
stanford-ai-2021	651	43	3	3	CD
stanford-ai-2021	651	44	:	:	:
stanford-ai-2021	651	45	T	t	NN
stanford-ai-2021	651	46	H	h	NN
stanford-ai-2021	651	47	E	e	NN
stanford-ai-2021	651	48	E	e	NN
stanford-ai-2021	651	49	C	c	NN
stanford-ai-2021	651	50	O	o	NN
stanford-ai-2021	651	51	N	n	NN
stanford-ai-2021	651	52	O	o	NN
stanford-ai-2021	651	53	M	m	NN
stanford-ai-2021	651	54	Y	y	NN
stanford-ai-2021	651	55	3	3	CD
stanford-ai-2021	651	56	.1	.1	NN
stanford-ai-2021	651	57	J	J	NNP
stanford-ai-2021	651	58	O	O	NNP
stanford-ai-2021	651	59	B	B	NNP
stanford-ai-2021	651	60	S	s	NN
stanford-ai-2021	651	61	2013	2013	CD
stanford-ai-2021	651	62	2014	2014	CD
stanford-ai-2021	651	63	2015	2015	CD
stanford-ai-2021	651	64	2016	2016	CD
stanford-ai-2021	651	65	2017	2017	CD
stanford-ai-2021	651	66	2018	2018	CD
stanford-ai-2021	651	67	2019	2019	CD
stanford-ai-2021	651	68	2020	2020	CD
stanford-ai-2021	651	69	2021	2021	CD
stanford-ai-2021	651	70	2022	2022	CD
stanford-ai-2021	651	71	0.0	0.0	CD
stanford-ai-2021	651	72	%	%	NN
stanford-ai-2021	651	73	0.1	0.1	CD
stanford-ai-2021	651	74	%	%	NN
stanford-ai-2021	651	75	0.2	0.2	CD
stanford-ai-2021	651	76	%	%	NN
stanford-ai-2021	651	77	0.3	0.3	CD
stanford-ai-2021	651	78	%	%	NN
stanford-ai-2021	651	79	0.4	0.4	CD
stanford-ai-2021	651	80	%	%	NN
stanford-ai-2021	651	81	0.5	0.5	CD
stanford-ai-2021	651	82	%	%	NN
stanford-ai-2021	651	83	A	a	NN
stanford-ai-2021	651	84	I	i	NN
stanford-ai-2021	651	85	J	j	NN
stanford-ai-2021	651	86	o	o	NN
stanford-ai-2021	651	87	b	b	NN
stanford-ai-2021	651	88	P	P	NNP
stanford-ai-2021	651	89	o	o	NN
stanford-ai-2021	651	90	st	st	NN
stanford-ai-2021	651	91	in	in	IN
stanford-ai-2021	651	92	g	g	NNP
stanford-ai-2021	651	93	s	s	NNP
stanford-ai-2021	651	94	(	(	-LRB-
stanford-ai-2021	651	95	%	%	NN
stanford-ai-2021	651	96	o	o	NN
stanford-ai-2021	651	97	f	f	NNP
stanford-ai-2021	651	98	A	a	NN
stanford-ai-2021	651	99	ll	will	NN
stanford-ai-2021	651	100	Jo	Jo	NNP
stanford-ai-2021	651	101	b	b	NNP
stanford-ai-2021	651	102	P	P	NNP
stanford-ai-2021	651	103	o	o	NN
stanford-ai-2021	651	104	st	st	NNP
stanford-ai-2021	651	105	in	in	IN
stanford-ai-2021	651	106	g	g	NNP
stanford-ai-2021	651	107	s	s	NNP
stanford-ai-2021	651	108	)	)	-RRB-
stanford-ai-2021	651	109	0.1	0.1	CD
stanford-ai-2021	651	110	%	%	NN
stanford-ai-2021	651	111	Visual	visual	JJ
stanford-ai-2021	651	112	Image	Image	NNP
stanford-ai-2021	651	113	Recognition	Recognition	NNP
stanford-ai-2021	651	114	0.1	0.1	CD
stanford-ai-2021	651	115	%	%	NN
stanford-ai-2021	651	116	Robotics	robotic	NNS
stanford-ai-2021	651	117	0.1	0.1	CD
stanford-ai-2021	651	118	%	%	NN
stanford-ai-2021	651	119	Neural	Neural	NNP
stanford-ai-2021	651	120	Networks	Networks	NNP
stanford-ai-2021	651	121	0.1	0.1	CD
stanford-ai-2021	651	122	%	%	NN
stanford-ai-2021	651	123	Natural	Natural	NNP
stanford-ai-2021	651	124	Language	Language	NNP
stanford-ai-2021	651	125	Processing	Processing	NNP
stanford-ai-2021	651	126	0.5	0.5	CD
stanford-ai-2021	651	127	%	%	NN
stanford-ai-2021	651	128	Machine	Machine	NNP
stanford-ai-2021	651	129	Learning	Learning	NNP
stanford-ai-2021	651	130	0.1	0.1	CD
stanford-ai-2021	651	131	%	%	NN
stanford-ai-2021	651	132	Autonomous	Autonomous	NNP
stanford-ai-2021	651	133	Driving	drive	VBG
stanford-ai-2021	651	134	0.3	0.3	CD
stanford-ai-2021	651	135	%	%	NN
stanford-ai-2021	651	136	Artificial	Artificial	NNP
stanford-ai-2021	651	137	Intelligence	Intelligence	NNP
stanford-ai-2021	651	138	AI	AI	NNP
stanford-ai-2021	651	139	JOB	JOB	NNP
stanford-ai-2021	651	140	POSTINGS	POSTINGS	NNP
stanford-ai-2021	651	141	(	(	-LRB-
stanford-ai-2021	651	142	%	%	NN
stanford-ai-2021	651	143	of	of	IN
stanford-ai-2021	651	144	ALL	all	DT
stanford-ai-2021	651	145	JOB	JOB	NNP
stanford-ai-2021	651	146	POSTINGS	POSTINGS	NNP
stanford-ai-2021	651	147	)	)	-RRB-
stanford-ai-2021	651	148	in	in	IN
stanford-ai-2021	651	149	the	the	DT
stanford-ai-2021	651	150	UNITED	UNITED	NNP
stanford-ai-2021	651	151	STATES	STATES	NNP
stanford-ai-2021	651	152	by	by	IN
stanford-ai-2021	651	153	SKILL	SKILL	NNP
stanford-ai-2021	651	154	CLUSTER	CLUSTER	NNP
stanford-ai-2021	651	155	,	,	,
stanford-ai-2021	651	156	2013	2013	CD
stanford-ai-2021	651	157	-	-	SYM
stanford-ai-2021	651	158	20	20	CD
stanford-ai-2021	651	159	Source	source	NN
stanford-ai-2021	651	160	:	:	:
stanford-ai-2021	651	161	Burning	burn	VBG
stanford-ai-2021	651	162	Glass	Glass	NNP
stanford-ai-2021	651	163	,	,	,
stanford-ai-2021	651	164	2020	2020	CD
stanford-ai-2021	651	165	|	|	CD
stanford-ai-2021	651	166	Chart	Chart	NNP
stanford-ai-2021	651	167	:	:	:
stanford-ai-2021	651	168	2021	2021	CD
stanford-ai-2021	651	169	AI	AI	NNP
stanford-ai-2021	651	170	Index	Index	NNP
stanford-ai-2021	651	171	Report	Report	NNP
stanford-ai-2021	651	172	Figure	Figure	NNP
stanford-ai-2021	651	173	3.1.4	3.1.4	NNP
stanford-ai-2021	651	174	U.S.	U.S.	NNP
stanford-ai-2021	651	175	AI	AI	NNP
stanford-ai-2021	651	176	Labor	Labor	NNP
stanford-ai-2021	651	177	Demand	Demand	NNP
stanford-ai-2021	651	178	:	:	:
stanford-ai-2021	651	179	By	by	IN
stanford-ai-2021	651	180	Skill	Skill	NNP
stanford-ai-2021	651	181	Cluster	Cluster	NNP
stanford-ai-2021	651	182	Taking	take	VBG
stanford-ai-2021	651	183	a	a	DT
stanford-ai-2021	651	184	closer	close	JJR
stanford-ai-2021	651	185	look	look	NN
stanford-ai-2021	651	186	at	at	IN
stanford-ai-2021	651	187	the	the	DT
stanford-ai-2021	651	188	AI	AI	NNP
stanford-ai-2021	651	189	labor	labor	NN
stanford-ai-2021	651	190	demand	demand	NN
stanford-ai-2021	651	191	in	in	IN
stanford-ai-2021	651	192	the	the	DT
stanford-ai-2021	651	193	United	United	NNP
stanford-ai-2021	651	194	States	States	NNP
stanford-ai-2021	651	195	between	between	IN
stanford-ai-2021	651	196	2013	2013	CD
stanford-ai-2021	651	197	and	and	CC
stanford-ai-2021	651	198	2020	2020	CD
stanford-ai-2021	651	199	,	,	,
stanford-ai-2021	651	200	Figure	Figure	NNP
stanford-ai-2021	651	201	3.1.4	3.1.4	NN
stanford-ai-2021	651	202	breaks	break	VBZ
stanford-ai-2021	651	203	down	down	RP
stanford-ai-2021	651	204	demand	demand	NN
stanford-ai-2021	651	205	during	during	IN
stanford-ai-2021	651	206	that	that	DT
stanford-ai-2021	651	207	period	period	NN
stanford-ai-2021	651	208	year	year	NN
stanford-ai-2021	651	209	by	by	IN
stanford-ai-2021	651	210	year	year	NN
stanford-ai-2021	651	211	according	accord	VBG
stanford-ai-2021	651	212	to	to	IN
stanford-ai-2021	651	213	skill	skill	NN
stanford-ai-2021	651	214	cluster	cluster	NN
stanford-ai-2021	651	215	.	.	.
stanford-ai-2021	652	1	Each	each	DT
stanford-ai-2021	652	2	skill	skill	NN
stanford-ai-2021	652	3	cluster	cluster	NN
stanford-ai-2021	652	4	consists	consist	VBZ
stanford-ai-2021	652	5	of	of	IN
stanford-ai-2021	652	6	a	a	DT
stanford-ai-2021	652	7	list	list	NN
stanford-ai-2021	652	8	of	of	IN
stanford-ai-2021	652	9	AI	ai	NN
stanford-ai-2021	652	10	-	-	HYPH
stanford-ai-2021	652	11	related	relate	VBN
stanford-ai-2021	652	12	skills	skill	NNS
stanford-ai-2021	652	13	;	;	:
stanford-ai-2021	652	14	for	for	IN
stanford-ai-2021	652	15	example	example	NN
stanford-ai-2021	652	16	,	,	,
stanford-ai-2021	652	17	the	the	DT
stanford-ai-2021	652	18	neural	neural	NNP
stanford-ai-2021	652	19	network	network	NNP
stanford-ai-2021	652	20	skill	skill	NNP
stanford-ai-2021	652	21	cluster	cluster	NN
stanford-ai-2021	652	22	includes	include	VBZ
stanford-ai-2021	652	23	skills	skill	NNS
stanford-ai-2021	652	24	like	like	IN
stanford-ai-2021	652	25	deep	deep	JJ
stanford-ai-2021	652	26	learning	learning	NN
stanford-ai-2021	652	27	and	and	CC
stanford-ai-2021	652	28	convolutional	convolutional	JJ
stanford-ai-2021	652	29	neural	neural	JJ
stanford-ai-2021	652	30	network	network	NN
stanford-ai-2021	652	31	.	.	.
stanford-ai-2021	653	1	The	the	DT
stanford-ai-2021	653	2	Economy	Economy	NNP
stanford-ai-2021	653	3	chapter	chapter	NN
stanford-ai-2021	653	4	appendix	appendix	NNP
stanford-ai-2021	653	5	provides	provide	VBZ
stanford-ai-2021	653	6	a	a	DT
stanford-ai-2021	653	7	complete	complete	JJ
stanford-ai-2021	653	8	list	list	NN
stanford-ai-2021	653	9	of	of	IN
stanford-ai-2021	653	10	AI	AI	NNP
stanford-ai-2021	653	11	skills	skill	VBZ
stanford-ai-2021	653	12	under	under	IN
stanford-ai-2021	653	13	each	each	DT
stanford-ai-2021	653	14	skill	skill	NN
stanford-ai-2021	653	15	cluster	cluster	NN
stanford-ai-2021	653	16	.	.	.
stanford-ai-2021	654	1	Between	between	IN
stanford-ai-2021	654	2	2013	2013	CD
stanford-ai-2021	654	3	and	and	CC
stanford-ai-2021	654	4	2020	2020	CD
stanford-ai-2021	654	5	,	,	,
stanford-ai-2021	654	6	AI	AI	NNP
stanford-ai-2021	654	7	jobs	job	NNS
stanford-ai-2021	654	8	related	relate	VBN
stanford-ai-2021	654	9	to	to	IN
stanford-ai-2021	654	10	machine	machine	NN
stanford-ai-2021	654	11	learning	learning	NN
stanford-ai-2021	654	12	and	and	CC
stanford-ai-2021	654	13	artificial	artificial	JJ
stanford-ai-2021	654	14	intelligence	intelligence	NN
stanford-ai-2021	654	15	experienced	experience	VBD
stanford-ai-2021	654	16	the	the	DT
stanford-ai-2021	654	17	fastest	fast	JJS
stanford-ai-2021	654	18	growth	growth	NN
stanford-ai-2021	654	19	in	in	IN
stanford-ai-2021	654	20	online	online	JJ
stanford-ai-2021	654	21	AI	AI	NNP
stanford-ai-2021	654	22	job	job	NN
stanford-ai-2021	654	23	postings	posting	NNS
stanford-ai-2021	654	24	in	in	IN
stanford-ai-2021	654	25	the	the	DT
stanford-ai-2021	654	26	United	United	NNP
stanford-ai-2021	654	27	States	States	NNP
stanford-ai-2021	654	28	,	,	,
stanford-ai-2021	654	29	increasing	increase	VBG
stanford-ai-2021	654	30	from	from	IN
stanford-ai-2021	654	31	0.1	0.1	CD
stanford-ai-2021	654	32	%	%	NN
stanford-ai-2021	654	33	of	of	IN
stanford-ai-2021	654	34	total	total	JJ
stanford-ai-2021	654	35	jobs	job	NNS
stanford-ai-2021	654	36	to	to	IN
stanford-ai-2021	654	37	0.5	0.5	CD
stanford-ai-2021	654	38	%	%	NN
stanford-ai-2021	654	39	and	and	CC
stanford-ai-2021	654	40	0.03	0.03	CD
stanford-ai-2021	654	41	%	%	NN
stanford-ai-2021	654	42	to	to	TO
stanford-ai-2021	654	43	0.3	0.3	CD
stanford-ai-2021	654	44	%	%	NN
stanford-ai-2021	654	45	,	,	,
stanford-ai-2021	654	46	respectively	respectively	RB
stanford-ai-2021	654	47	.	.	.
stanford-ai-2021	655	1	As	as	IN
stanford-ai-2021	655	2	noted	note	VBN
stanford-ai-2021	655	3	earlier	early	RBR
stanford-ai-2021	655	4	,	,	,
stanford-ai-2021	655	5	2020	2020	CD
stanford-ai-2021	655	6	shows	show	VBZ
stanford-ai-2021	655	7	a	a	DT
stanford-ai-2021	655	8	decrease	decrease	NN
stanford-ai-2021	655	9	in	in	IN
stanford-ai-2021	655	10	the	the	DT
stanford-ai-2021	655	11	share	share	NN
stanford-ai-2021	655	12	of	of	IN
stanford-ai-2021	655	13	AI	AI	NNP
stanford-ai-2021	655	14	jobs	job	NNS
stanford-ai-2021	655	15	among	among	IN
stanford-ai-2021	655	16	overall	overall	JJ
stanford-ai-2021	655	17	job	job	NN
stanford-ai-2021	655	18	postings	posting	NNS
stanford-ai-2021	655	19	across	across	IN
stanford-ai-2021	655	20	all	all	DT
stanford-ai-2021	655	21	skill	skill	NN
stanford-ai-2021	655	22	clusters	cluster	NNS
stanford-ai-2021	655	23	.	.	.
stanford-ai-2021	656	1	Between	between	IN
stanford-ai-2021	656	2	2013	2013	CD
stanford-ai-2021	656	3	and	and	CC
stanford-ai-2021	656	4	2020	2020	CD
stanford-ai-2021	656	5	,	,	,
stanford-ai-2021	656	6	AI	AI	NNP
stanford-ai-2021	656	7	jobs	job	NNS
stanford-ai-2021	656	8	related	relate	VBN
stanford-ai-2021	656	9	to	to	IN
stanford-ai-2021	656	10	machine	machine	NN
stanford-ai-2021	656	11	learning	learning	NN
stanford-ai-2021	656	12	and	and	CC
stanford-ai-2021	656	13	artificial	artificial	JJ
stanford-ai-2021	656	14	intelligence	intelligence	NN
stanford-ai-2021	656	15	experienced	experience	VBD
stanford-ai-2021	656	16	the	the	DT
stanford-ai-2021	656	17	fastest	fast	JJS
stanford-ai-2021	656	18	growth	growth	NN
stanford-ai-2021	656	19	in	in	IN
stanford-ai-2021	656	20	online	online	JJ
stanford-ai-2021	656	21	AI	AI	NNP
stanford-ai-2021	656	22	job	job	NN
stanford-ai-2021	656	23	postings	posting	NNS
stanford-ai-2021	656	24	in	in	IN
stanford-ai-2021	656	25	the	the	DT
stanford-ai-2021	656	26	United	United	NNP
stanford-ai-2021	656	27	States	States	NNP
stanford-ai-2021	656	28	,	,	,
stanford-ai-2021	656	29	increasing	increase	VBG
stanford-ai-2021	656	30	from	from	IN
stanford-ai-2021	656	31	0.1	0.1	CD
stanford-ai-2021	656	32	%	%	NN
stanford-ai-2021	656	33	of	of	IN
stanford-ai-2021	656	34	total	total	JJ
stanford-ai-2021	656	35	jobs	job	NNS
stanford-ai-2021	656	36	to	to	IN
stanford-ai-2021	656	37	0.5	0.5	CD
stanford-ai-2021	656	38	%	%	NN
stanford-ai-2021	656	39	and	and	CC
stanford-ai-2021	656	40	0.03	0.03	CD
stanford-ai-2021	656	41	%	%	NN
stanford-ai-2021	656	42	to	to	TO
stanford-ai-2021	656	43	0.3	0.3	CD
stanford-ai-2021	656	44	%	%	NN
stanford-ai-2021	656	45	,	,	,
stanford-ai-2021	656	46	respectively	respectively	RB
stanford-ai-2021	656	47	.	.	.
stanford-ai-2021	657	1	TA	TA	NNP
stanford-ai-2021	657	2	B	B	NNP
stanford-ai-2021	657	3	L	l	NN
stanford-ai-2021	657	4	E	e	NN
stanford-ai-2021	657	5	O	o	NN
stanford-ai-2021	657	6	F	f	NN
stanford-ai-2021	657	7	C	c	NN
stanford-ai-2021	657	8	O	o	NN
stanford-ai-2021	657	9	N	n	NN
stanford-ai-2021	657	10	T	t	NN
stanford-ai-2021	657	11	E	e	NN
stanford-ai-2021	657	12	N	n	NN
stanford-ai-2021	657	13	T	t	NN
stanford-ai-2021	657	14	S	s	NN
stanford-ai-2021	657	15	8	8	CD
stanford-ai-2021	657	16	8C	8c	CD
stanford-ai-2021	657	17	H	h	NN
stanford-ai-2021	657	18	A	a	NN
stanford-ai-2021	657	19	P	p	NN
stanford-ai-2021	657	20	T	t	NN
stanford-ai-2021	657	21	E	e	NN
stanford-ai-2021	657	22	R	r	NN
stanford-ai-2021	657	23	3	3	CD
stanford-ai-2021	657	24	P	p	NN
stanford-ai-2021	657	25	R	r	NN
stanford-ai-2021	657	26	E	e	NN
stanford-ai-2021	657	27	V	v	NN
stanford-ai-2021	657	28	I	i	NN
stanford-ai-2021	657	29	E	e	NN
stanford-ai-2021	657	30	W	W	NNP
stanford-ai-2021	657	31	Artificial	Artificial	NNP
stanford-ai-2021	657	32	Intelligence	Intelligence	NNP
stanford-ai-2021	657	33	Index	Index	NNP
stanford-ai-2021	657	34	Report	Report	NNP
stanford-ai-2021	657	35	2021	2021	CD
stanford-ai-2021	657	36	C	c	NN
stanford-ai-2021	657	37	H	h	NN
stanford-ai-2021	657	38	A	a	NN
stanford-ai-2021	657	39	P	p	NN
stanford-ai-2021	657	40	T	t	NN
stanford-ai-2021	657	41	E	e	NN
stanford-ai-2021	657	42	R	r	NN
stanford-ai-2021	657	43	3	3	CD
stanford-ai-2021	657	44	:	:	:
stanford-ai-2021	657	45	T	t	NN
stanford-ai-2021	657	46	H	h	NN
stanford-ai-2021	657	47	E	e	NN
stanford-ai-2021	657	48	E	e	NN
stanford-ai-2021	657	49	C	c	NN
stanford-ai-2021	657	50	O	o	NN
stanford-ai-2021	657	51	N	n	NN
stanford-ai-2021	657	52	O	o	NN
stanford-ai-2021	657	53	M	m	NN
stanford-ai-2021	657	54	Y	Y	NNP
stanford-ai-2021	657	55	U.S.	U.S.	NNP
stanford-ai-2021	657	56	Labor	Labor	NNP
stanford-ai-2021	657	57	Demand	demand	NN
stanford-ai-2021	657	58	:	:	:
stanford-ai-2021	657	59	By	by	IN
stanford-ai-2021	657	60	Industry	Industry	NNP
stanford-ai-2021	657	61	To	to	TO
stanford-ai-2021	657	62	dive	dive	VB
stanford-ai-2021	657	63	deeper	deeply	RBR
stanford-ai-2021	657	64	into	into	IN
stanford-ai-2021	657	65	how	how	WRB
stanford-ai-2021	657	66	AI	AI	NNP
stanford-ai-2021	657	67	job	job	NN
stanford-ai-2021	657	68	demand	demand	NN
stanford-ai-2021	657	69	in	in	IN
stanford-ai-2021	657	70	the	the	DT
stanford-ai-2021	657	71	U.S.	U.S.	NNP
stanford-ai-2021	657	72	labor	labor	NN
stanford-ai-2021	657	73	market	market	NN
stanford-ai-2021	657	74	varies	vary	VBZ
stanford-ai-2021	657	75	across	across	IN
stanford-ai-2021	657	76	industries	industry	NNS
stanford-ai-2021	657	77	,	,	,
stanford-ai-2021	657	78	this	this	DT
stanford-ai-2021	657	79	section	section	NN
stanford-ai-2021	657	80	looks	look	VBZ
stanford-ai-2021	657	81	at	at	IN
stanford-ai-2021	657	82	the	the	DT
stanford-ai-2021	657	83	share	share	NN
stanford-ai-2021	657	84	of	of	IN
stanford-ai-2021	657	85	AI	AI	NNP
stanford-ai-2021	657	86	job	job	NN
stanford-ai-2021	657	87	postings	posting	NNS
stanford-ai-2021	657	88	across	across	IN
stanford-ai-2021	657	89	all	all	DT
stanford-ai-2021	657	90	jobs	job	NNS
stanford-ai-2021	657	91	posted	post	VBN
stanford-ai-2021	657	92	in	in	IN
stanford-ai-2021	657	93	the	the	DT
stanford-ai-2021	657	94	United	United	NNP
stanford-ai-2021	657	95	States	States	NNP
stanford-ai-2021	657	96	by	by	IN
stanford-ai-2021	657	97	industry	industry	NN
stanford-ai-2021	657	98	in	in	IN
stanford-ai-2021	657	99	2020	2020	CD
stanford-ai-2021	657	100	(	(	-LRB-
stanford-ai-2021	657	101	Figure	figure	NN
stanford-ai-2021	657	102	3.1.5	3.1.5	CD
stanford-ai-2021	657	103	)	)	-RRB-
stanford-ai-2021	657	104	as	as	RB
stanford-ai-2021	657	105	well	well	RB
stanford-ai-2021	657	106	as	as	IN
stanford-ai-2021	657	107	the	the	DT
stanford-ai-2021	657	108	trend	trend	NN
stanford-ai-2021	657	109	in	in	IN
stanford-ai-2021	657	110	the	the	DT
stanford-ai-2021	657	111	past	past	JJ
stanford-ai-2021	657	112	10	10	CD
stanford-ai-2021	657	113	years	year	NNS
stanford-ai-2021	657	114	(	(	-LRB-
stanford-ai-2021	657	115	Figure	figure	NN
stanford-ai-2021	657	116	3.1.6	3.1.6	CD
stanford-ai-2021	657	117	)	)	-RRB-
stanford-ai-2021	657	118	.	.	.
stanford-ai-2021	658	1	In	in	IN
stanford-ai-2021	658	2	2020	2020	CD
stanford-ai-2021	658	3	,	,	,
stanford-ai-2021	658	4	industries	industry	NNS
stanford-ai-2021	658	5	focused	focus	VBD
stanford-ai-2021	658	6	on	on	IN
stanford-ai-2021	658	7	information	information	NN
stanford-ai-2021	658	8	(	(	-LRB-
stanford-ai-2021	658	9	2.8	2.8	CD
stanford-ai-2021	658	10	%	%	NN
stanford-ai-2021	658	11	)	)	-RRB-
stanford-ai-2021	658	12	;	;	:
stanford-ai-2021	658	13	professional	professional	JJ
stanford-ai-2021	658	14	,	,	,
stanford-ai-2021	658	15	scientific	scientific	JJ
stanford-ai-2021	658	16	,	,	,
stanford-ai-2021	658	17	and	and	CC
stanford-ai-2021	658	18	technical	technical	JJ
stanford-ai-2021	658	19	services	service	NNS
stanford-ai-2021	658	20	(	(	-LRB-
stanford-ai-2021	658	21	2.5	2.5	CD
stanford-ai-2021	658	22	%	%	NN
stanford-ai-2021	658	23	)	)	-RRB-
stanford-ai-2021	658	24	;	;	:
stanford-ai-2021	658	25	and	and	CC
stanford-ai-2021	658	26	agriculture	agriculture	NN
stanford-ai-2021	658	27	,	,	,
stanford-ai-2021	658	28	forestry	forestry	NN
stanford-ai-2021	658	29	,	,	,
stanford-ai-2021	658	30	fishing	fishing	NN
stanford-ai-2021	658	31	,	,	,
stanford-ai-2021	658	32	and	and	CC
stanford-ai-2021	658	33	hunting	hunting	NN
stanford-ai-2021	658	34	(	(	-LRB-
stanford-ai-2021	658	35	2.1	2.1	CD
stanford-ai-2021	658	36	%	%	NN
stanford-ai-2021	658	37	)	)	-RRB-
stanford-ai-2021	658	38	had	have	VBD
stanford-ai-2021	658	39	the	the	DT
stanford-ai-2021	658	40	highest	high	JJS
stanford-ai-2021	658	41	share	share	NN
stanford-ai-2021	658	42	of	of	IN
stanford-ai-2021	658	43	AI	AI	NNP
stanford-ai-2021	658	44	job	job	NN
stanford-ai-2021	658	45	postings	posting	NNS
stanford-ai-2021	658	46	among	among	IN
stanford-ai-2021	658	47	all	all	DT
stanford-ai-2021	658	48	job	job	NN
stanford-ai-2021	658	49	postings	posting	NNS
stanford-ai-2021	658	50	in	in	IN
stanford-ai-2021	658	51	the	the	DT
stanford-ai-2021	658	52	United	United	NNP
stanford-ai-2021	658	53	States	States	NNP
stanford-ai-2021	658	54	.	.	.
stanford-ai-2021	659	1	While	while	IN
stanford-ai-2021	659	2	the	the	DT
stanford-ai-2021	659	3	first	first	JJ
stanford-ai-2021	659	4	two	two	CD
stanford-ai-2021	659	5	have	have	VBP
stanford-ai-2021	659	6	always	always	RB
stanford-ai-2021	659	7	dominated	dominate	VBN
stanford-ai-2021	659	8	demand	demand	NN
stanford-ai-2021	659	9	for	for	IN
stanford-ai-2021	659	10	AI	AI	NNP
stanford-ai-2021	659	11	jobs	job	NNS
stanford-ai-2021	659	12	,	,	,
stanford-ai-2021	659	13	the	the	DT
stanford-ai-2021	659	14	agriculture	agriculture	NN
stanford-ai-2021	659	15	,	,	,
stanford-ai-2021	659	16	forestry	forestry	NN
stanford-ai-2021	659	17	,	,	,
stanford-ai-2021	659	18	fishing	fishing	NN
stanford-ai-2021	659	19	,	,	,
stanford-ai-2021	659	20	and	and	CC
stanford-ai-2021	659	21	hunting	hunt	VBG
stanford-ai-2021	659	22	industry	industry	NN
stanford-ai-2021	659	23	saw	see	VBD
stanford-ai-2021	659	24	the	the	DT
stanford-ai-2021	659	25	biggest	big	JJS
stanford-ai-2021	659	26	jump	jump	NN
stanford-ai-2021	659	27	—	—	:
stanford-ai-2021	659	28	by	by	IN
stanford-ai-2021	659	29	almost	almost	RB
stanford-ai-2021	659	30	1	1	CD
stanford-ai-2021	659	31	percentage	percentage	NN
stanford-ai-2021	659	32	point	point	NN
stanford-ai-2021	659	33	—	—	:
stanford-ai-2021	659	34	in	in	IN
stanford-ai-2021	659	35	the	the	DT
stanford-ai-2021	659	36	share	share	NN
stanford-ai-2021	659	37	of	of	IN
stanford-ai-2021	659	38	AI	AI	NNP
stanford-ai-2021	659	39	jobs	job	NNS
stanford-ai-2021	659	40	from	from	IN
stanford-ai-2021	659	41	2019	2019	CD
stanford-ai-2021	659	42	to	to	IN
stanford-ai-2021	659	43	2020	2020	CD
stanford-ai-2021	659	44	.	.	.
stanford-ai-2021	660	1	3	3	LS
stanford-ai-2021	660	2	.1	.1	NN
stanford-ai-2021	660	3	J	J	NNP
stanford-ai-2021	660	4	O	O	NNP
stanford-ai-2021	660	5	B	B	NNP
stanford-ai-2021	660	6	S	S	NNP
stanford-ai-2021	660	7	0.0	0.0	CD
stanford-ai-2021	660	8	%	%	NN
stanford-ai-2021	660	9	0.5	0.5	CD
stanford-ai-2021	660	10	%	%	NN
stanford-ai-2021	660	11	1.0	1.0	CD
stanford-ai-2021	660	12	%	%	NN
stanford-ai-2021	660	13	1.5	1.5	CD
stanford-ai-2021	660	14	%	%	NN
stanford-ai-2021	660	15	2.0	2.0	CD
stanford-ai-2021	660	16	%	%	NN
stanford-ai-2021	660	17	2.5	2.5	CD
stanford-ai-2021	660	18	%	%	NN
stanford-ai-2021	660	19	AI	AI	NNP
stanford-ai-2021	660	20	Job	Job	NNP
stanford-ai-2021	660	21	Postings	Postings	NNP
stanford-ai-2021	660	22	(	(	-LRB-
stanford-ai-2021	660	23	%	%	NN
stanford-ai-2021	660	24	of	of	IN
stanford-ai-2021	660	25	All	all	DT
stanford-ai-2021	660	26	Job	Job	NNP
stanford-ai-2021	660	27	Postings	Postings	NNP
stanford-ai-2021	660	28	)	)	-RRB-
stanford-ai-2021	660	29	Information	Information	NNP
stanford-ai-2021	660	30	Professional	Professional	NNP
stanford-ai-2021	660	31	,	,	,
stanford-ai-2021	660	32	Scientific	Scientific	NNP
stanford-ai-2021	660	33	,	,	,
stanford-ai-2021	660	34	Tech	Tech	NNP
stanford-ai-2021	660	35	Services	Services	NNPS
stanford-ai-2021	660	36	Agriculture	Agriculture	NNP
stanford-ai-2021	660	37	,	,	,
stanford-ai-2021	660	38	Forestry	Forestry	NNP
stanford-ai-2021	660	39	,	,	,
stanford-ai-2021	660	40	Fishing	Fishing	NNP
stanford-ai-2021	660	41	,	,	,
stanford-ai-2021	660	42	Hunting	Hunting	NNP
stanford-ai-2021	660	43	Manufacturing	Manufacturing	NNP
stanford-ai-2021	660	44	Finance	Finance	NNP
stanford-ai-2021	660	45	and	and	CC
stanford-ai-2021	660	46	Insurance	Insurance	NNP
stanford-ai-2021	660	47	Public	Public	NNP
stanford-ai-2021	660	48	Administration	Administration	NNP
stanford-ai-2021	660	49	Mining	Mining	NNP
stanford-ai-2021	660	50	,	,	,
stanford-ai-2021	660	51	Quarrying	Quarrying	NNP
stanford-ai-2021	660	52	,	,	,
stanford-ai-2021	660	53	Oil	Oil	NNP
stanford-ai-2021	660	54	/	/	SYM
stanford-ai-2021	660	55	Gas	Gas	NNP
stanford-ai-2021	660	56	Extraction	Extraction	NNP
stanford-ai-2021	660	57	Management	Management	NNP
stanford-ai-2021	660	58	of	of	IN
stanford-ai-2021	660	59	Companies	Companies	NNPS
stanford-ai-2021	660	60	/	/	SYM
stanford-ai-2021	660	61	Enterprises	Enterprises	NNP
stanford-ai-2021	660	62	Educational	Educational	NNP
stanford-ai-2021	660	63	Services	Services	NNPS
stanford-ai-2021	660	64	Wholesale	Wholesale	NNP
stanford-ai-2021	660	65	Trade	Trade	NNP
stanford-ai-2021	660	66	Utilities	Utilities	NNP
stanford-ai-2021	660	67	Real	Real	NNP
stanford-ai-2021	660	68	Estate	Estate	NNP
stanford-ai-2021	660	69	and	and	CC
stanford-ai-2021	660	70	Rental	Rental	NNP
stanford-ai-2021	660	71	and	and	CC
stanford-ai-2021	660	72	Leasing	Leasing	NNP
stanford-ai-2021	660	73	Other	Other	NNP
stanford-ai-2021	660	74	Services	Services	NNPS
stanford-ai-2021	660	75	Retail	Retail	NNP
stanford-ai-2021	660	76	Trade	Trade	NNP
stanford-ai-2021	660	77	Transportation	Transportation	NNP
stanford-ai-2021	660	78	and	and	CC
stanford-ai-2021	660	79	Warehousing	Warehousing	NNP
stanford-ai-2021	660	80	Health	Health	NNP
stanford-ai-2021	660	81	Care	Care	NNP
stanford-ai-2021	660	82	and	and	CC
stanford-ai-2021	660	83	Social	Social	NNP
stanford-ai-2021	660	84	Assistance	Assistance	NNP
stanford-ai-2021	660	85	Construction	Construction	NNP
stanford-ai-2021	660	86	Arts	Arts	NNPS
stanford-ai-2021	660	87	,	,	,
stanford-ai-2021	660	88	Entertainment	Entertainment	NNP
stanford-ai-2021	660	89	,	,	,
stanford-ai-2021	660	90	and	and	CC
stanford-ai-2021	660	91	Recreation	Recreation	NNP
stanford-ai-2021	660	92	Accommodation	Accommodation	NNP
stanford-ai-2021	660	93	and	and	CC
stanford-ai-2021	660	94	Food	Food	NNP
stanford-ai-2021	660	95	Services	Services	NNPS
stanford-ai-2021	660	96	AI	AI	NNP
stanford-ai-2021	660	97	JOB	job	NN
stanford-ai-2021	660	98	POSTINGS	POSTINGS	NNP
stanford-ai-2021	660	99	(	(	-LRB-
stanford-ai-2021	660	100	%	%	NN
stanford-ai-2021	660	101	of	of	IN
stanford-ai-2021	660	102	ALL	all	DT
stanford-ai-2021	660	103	JOB	JOB	NNP
stanford-ai-2021	660	104	POSTINGS	POSTINGS	NNP
stanford-ai-2021	660	105	)	)	-RRB-
stanford-ai-2021	660	106	in	in	IN
stanford-ai-2021	660	107	the	the	DT
stanford-ai-2021	660	108	UNITED	UNITED	NNP
stanford-ai-2021	660	109	STATES	STATES	NNP
stanford-ai-2021	660	110	by	by	IN
stanford-ai-2021	660	111	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	660	112	,	,	,
stanford-ai-2021	660	113	2020	2020	CD
stanford-ai-2021	660	114	Source	source	NN
stanford-ai-2021	660	115	:	:	:
stanford-ai-2021	660	116	Burning	burn	VBG
stanford-ai-2021	660	117	Glass	Glass	NNP
stanford-ai-2021	660	118	,	,	,
stanford-ai-2021	660	119	2020	2020	CD
stanford-ai-2021	660	120	|	|	CD
stanford-ai-2021	660	121	Chart	Chart	NNP
stanford-ai-2021	660	122	:	:	:
stanford-ai-2021	660	123	2021	2021	CD
stanford-ai-2021	660	124	AI	AI	NNP
stanford-ai-2021	660	125	Index	Index	NNP
stanford-ai-2021	660	126	Report	Report	NNP
stanford-ai-2021	660	127	Figure	Figure	NNP
stanford-ai-2021	660	128	3.1.5	3.1.5	VBN
stanford-ai-2021	660	129	In	in	IN
stanford-ai-2021	660	130	2020	2020	CD
stanford-ai-2021	660	131	,	,	,
stanford-ai-2021	660	132	industries	industry	NNS
stanford-ai-2021	660	133	focused	focus	VBD
stanford-ai-2021	660	134	on	on	IN
stanford-ai-2021	660	135	information	information	NN
stanford-ai-2021	660	136	(	(	-LRB-
stanford-ai-2021	660	137	2.8	2.8	CD
stanford-ai-2021	660	138	%	%	NN
stanford-ai-2021	660	139	)	)	-RRB-
stanford-ai-2021	660	140	;	;	:
stanford-ai-2021	660	141	professional	professional	JJ
stanford-ai-2021	660	142	,	,	,
stanford-ai-2021	660	143	scientific	scientific	JJ
stanford-ai-2021	660	144	,	,	,
stanford-ai-2021	660	145	and	and	CC
stanford-ai-2021	660	146	technical	technical	JJ
stanford-ai-2021	660	147	services	service	NNS
stanford-ai-2021	660	148	(	(	-LRB-
stanford-ai-2021	660	149	2.5	2.5	CD
stanford-ai-2021	660	150	%	%	NN
stanford-ai-2021	660	151	)	)	-RRB-
stanford-ai-2021	660	152	;	;	:
stanford-ai-2021	660	153	and	and	CC
stanford-ai-2021	660	154	agriculture	agriculture	NN
stanford-ai-2021	660	155	,	,	,
stanford-ai-2021	660	156	forestry	forestry	NN
stanford-ai-2021	660	157	,	,	,
stanford-ai-2021	660	158	fishing	fishing	NN
stanford-ai-2021	660	159	,	,	,
stanford-ai-2021	660	160	and	and	CC
stanford-ai-2021	660	161	hunting	hunting	NN
stanford-ai-2021	660	162	(	(	-LRB-
stanford-ai-2021	660	163	2.1	2.1	CD
stanford-ai-2021	660	164	%	%	NN
stanford-ai-2021	660	165	)	)	-RRB-
stanford-ai-2021	660	166	had	have	VBD
stanford-ai-2021	660	167	the	the	DT
stanford-ai-2021	660	168	highest	high	JJS
stanford-ai-2021	660	169	share	share	NN
stanford-ai-2021	660	170	of	of	IN
stanford-ai-2021	660	171	AI	AI	NNP
stanford-ai-2021	660	172	job	job	NN
stanford-ai-2021	660	173	postings	posting	NNS
stanford-ai-2021	660	174	among	among	IN
stanford-ai-2021	660	175	all	all	DT
stanford-ai-2021	660	176	job	job	NN
stanford-ai-2021	660	177	postings	posting	NNS
stanford-ai-2021	660	178	in	in	IN
stanford-ai-2021	660	179	the	the	DT
stanford-ai-2021	660	180	United	United	NNP
stanford-ai-2021	660	181	States	States	NNP
stanford-ai-2021	660	182	.	.	.
stanford-ai-2021	661	1	TA	TA	NNP
stanford-ai-2021	661	2	B	B	NNP
stanford-ai-2021	661	3	L	l	NN
stanford-ai-2021	661	4	E	e	NN
stanford-ai-2021	661	5	O	o	NN
stanford-ai-2021	661	6	F	f	NN
stanford-ai-2021	661	7	C	c	NN
stanford-ai-2021	661	8	O	o	NN
stanford-ai-2021	661	9	N	n	NN
stanford-ai-2021	661	10	T	t	NN
stanford-ai-2021	661	11	E	e	NN
stanford-ai-2021	661	12	N	n	NN
stanford-ai-2021	661	13	T	t	NN
stanford-ai-2021	661	14	S	s	NN
stanford-ai-2021	661	15	8	8	CD
stanford-ai-2021	661	16	9C	9c	NN
stanford-ai-2021	661	17	H	h	NN
stanford-ai-2021	661	18	A	a	NN
stanford-ai-2021	661	19	P	p	NN
stanford-ai-2021	661	20	T	t	NN
stanford-ai-2021	661	21	E	e	NN
stanford-ai-2021	661	22	R	r	NN
stanford-ai-2021	661	23	3	3	CD
stanford-ai-2021	661	24	P	p	NN
stanford-ai-2021	661	25	R	r	NN
stanford-ai-2021	661	26	E	e	NN
stanford-ai-2021	661	27	V	v	NN
stanford-ai-2021	661	28	I	i	NN
stanford-ai-2021	661	29	E	e	NN
stanford-ai-2021	661	30	W	W	NNP
stanford-ai-2021	661	31	Artificial	Artificial	NNP
stanford-ai-2021	661	32	Intelligence	Intelligence	NNP
stanford-ai-2021	661	33	Index	Index	NNP
stanford-ai-2021	661	34	Report	Report	NNP
stanford-ai-2021	661	35	2021	2021	CD
stanford-ai-2021	661	36	A	A	NNP
stanford-ai-2021	661	37	I	i	NN
stanford-ai-2021	661	38	J	j	NN
stanford-ai-2021	661	39	o	o	NN
stanford-ai-2021	661	40	b	b	NN
stanford-ai-2021	661	41	P	P	NNP
stanford-ai-2021	661	42	o	o	NN
stanford-ai-2021	661	43	st	st	NN
stanford-ai-2021	661	44	in	in	IN
stanford-ai-2021	661	45	g	g	NNP
stanford-ai-2021	661	46	s	s	NNP
stanford-ai-2021	661	47	(	(	-LRB-
stanford-ai-2021	661	48	%	%	NN
stanford-ai-2021	661	49	o	o	NN
stanford-ai-2021	661	50	f	f	NNP
stanford-ai-2021	661	51	A	a	NN
stanford-ai-2021	661	52	ll	will	NN
stanford-ai-2021	661	53	Jo	Jo	NNP
stanford-ai-2021	661	54	b	b	NNP
stanford-ai-2021	661	55	P	P	NNP
stanford-ai-2021	661	56	o	o	NN
stanford-ai-2021	661	57	st	st	NNP
stanford-ai-2021	661	58	in	in	IN
stanford-ai-2021	661	59	g	g	NNP
stanford-ai-2021	661	60	s	s	NNP
stanford-ai-2021	661	61	)	)	-RRB-
stanford-ai-2021	661	62	0.0	0.0	CD
stanford-ai-2021	661	63	%	%	NN
stanford-ai-2021	661	64	1.0	1.0	CD
stanford-ai-2021	661	65	%	%	NN
stanford-ai-2021	661	66	2.0	2.0	CD
stanford-ai-2021	661	67	%	%	NN
stanford-ai-2021	661	68	3.0	3.0	CD
stanford-ai-2021	661	69	%	%	NN
stanford-ai-2021	661	70	0.0	0.0	CD
stanford-ai-2021	661	71	%	%	NN
stanford-ai-2021	661	72	1.0	1.0	CD
stanford-ai-2021	661	73	%	%	NN
stanford-ai-2021	661	74	2.0	2.0	CD
stanford-ai-2021	661	75	%	%	NN
stanford-ai-2021	661	76	3.0	3.0	CD
stanford-ai-2021	661	77	%	%	NN
stanford-ai-2021	661	78	0.0	0.0	CD
stanford-ai-2021	661	79	%	%	NN
stanford-ai-2021	661	80	1.0	1.0	CD
stanford-ai-2021	661	81	%	%	NN
stanford-ai-2021	661	82	2.0	2.0	CD
stanford-ai-2021	661	83	%	%	NN
stanford-ai-2021	661	84	3.0	3.0	CD
stanford-ai-2021	661	85	%	%	NN
stanford-ai-2021	661	86	0.0	0.0	CD
stanford-ai-2021	661	87	%	%	NN
stanford-ai-2021	661	88	1.0	1.0	CD
stanford-ai-2021	661	89	%	%	NN
stanford-ai-2021	661	90	2.0	2.0	CD
stanford-ai-2021	661	91	%	%	NN
stanford-ai-2021	661	92	3.0	3.0	CD
stanford-ai-2021	661	93	%	%	NN
stanford-ai-2021	661	94	0.0	0.0	CD
stanford-ai-2021	661	95	%	%	NN
stanford-ai-2021	661	96	1.0	1.0	CD
stanford-ai-2021	661	97	%	%	NN
stanford-ai-2021	661	98	2.0	2.0	CD
stanford-ai-2021	661	99	%	%	NN
stanford-ai-2021	661	100	3.0	3.0	CD
stanford-ai-2021	661	101	%	%	NN
stanford-ai-2021	661	102	2.8	2.8	CD
stanford-ai-2021	661	103	%	%	NN
stanford-ai-2021	661	104	Information	Information	NNP
stanford-ai-2021	661	105	2.5	2.5	CD
stanford-ai-2021	661	106	%	%	NN
stanford-ai-2021	661	107	Professional	Professional	NNP
stanford-ai-2021	661	108	,	,	,
stanford-ai-2021	661	109	Scientific	Scientific	NNP
stanford-ai-2021	661	110	,	,	,
stanford-ai-2021	661	111	Tech	Tech	NNP
stanford-ai-2021	661	112	Services	Services	NNP
stanford-ai-2021	661	113	2.1	2.1	CD
stanford-ai-2021	661	114	%	%	NN
stanford-ai-2021	661	115	Agriculture	Agriculture	NNP
stanford-ai-2021	661	116	,	,	,
stanford-ai-2021	661	117	Forestry	Forestry	NNP
stanford-ai-2021	661	118	,	,	,
stanford-ai-2021	661	119	Fishing	Fishing	NNP
stanford-ai-2021	661	120	,	,	,
stanford-ai-2021	661	121	Hunting	hunt	VBG
stanford-ai-2021	661	122	1.8	1.8	CD
stanford-ai-2021	661	123	%	%	NN
stanford-ai-2021	661	124	Manufacturing	manufacture	VBG
stanford-ai-2021	661	125	1.4	1.4	CD
stanford-ai-2021	661	126	%	%	NN
stanford-ai-2021	661	127	Finance	Finance	NNP
stanford-ai-2021	661	128	and	and	CC
stanford-ai-2021	661	129	Insurance	Insurance	NNP
stanford-ai-2021	661	130	0.9	0.9	CD
stanford-ai-2021	661	131	%	%	NN
stanford-ai-2021	661	132	Public	Public	NNP
stanford-ai-2021	661	133	Administration	Administration	NNP
stanford-ai-2021	661	134	0.8	0.8	CD
stanford-ai-2021	661	135	%	%	NN
stanford-ai-2021	661	136	Mining	mining	NN
stanford-ai-2021	661	137	,	,	,
stanford-ai-2021	661	138	Quarrying	quarrying	NN
stanford-ai-2021	661	139	,	,	,
stanford-ai-2021	661	140	Oil	Oil	NNP
stanford-ai-2021	661	141	/	/	SYM
stanford-ai-2021	661	142	Gas	Gas	NNP
stanford-ai-2021	661	143	Extraction	Extraction	NNP
stanford-ai-2021	661	144	0.8	0.8	CD
stanford-ai-2021	661	145	%	%	NN
stanford-ai-2021	661	146	Management	Management	NNP
stanford-ai-2021	661	147	of	of	IN
stanford-ai-2021	661	148	Companies	Companies	NNP
stanford-ai-2021	661	149	/	/	SYM
stanford-ai-2021	661	150	Enterprises	Enterprises	NNP
stanford-ai-2021	661	151	0.8	0.8	CD
stanford-ai-2021	661	152	%	%	NN
stanford-ai-2021	661	153	Educational	Educational	NNP
stanford-ai-2021	661	154	Services	Services	NNPS
stanford-ai-2021	661	155	0.7	0.7	CD
stanford-ai-2021	661	156	%	%	NN
stanford-ai-2021	661	157	Wholesale	Wholesale	NNP
stanford-ai-2021	661	158	Trade	Trade	NNP
stanford-ai-2021	661	159	0.6	0.6	CD
stanford-ai-2021	661	160	%	%	NN
stanford-ai-2021	661	161	Utilities	Utilities	NNP
stanford-ai-2021	661	162	0.5	0.5	CD
stanford-ai-2021	661	163	%	%	NN
stanford-ai-2021	661	164	Other	Other	NNP
stanford-ai-2021	661	165	Services	service	NNS
stanford-ai-2021	661	166	0.5	0.5	CD
stanford-ai-2021	661	167	%	%	NN
stanford-ai-2021	661	168	Real	Real	NNP
stanford-ai-2021	661	169	Estate	Estate	NNP
stanford-ai-2021	661	170	and	and	CC
stanford-ai-2021	661	171	Rental	Rental	NNP
stanford-ai-2021	661	172	and	and	CC
stanford-ai-2021	661	173	Leasing	Leasing	NNP
stanford-ai-2021	661	174	0.4	0.4	CD
stanford-ai-2021	661	175	%	%	NN
stanford-ai-2021	661	176	Retail	Retail	NNP
stanford-ai-2021	661	177	Trade	Trade	NNP
stanford-ai-2021	661	178	0.2	0.2	CD
stanford-ai-2021	661	179	%	%	NN
stanford-ai-2021	661	180	Arts	Arts	NNPS
stanford-ai-2021	661	181	,	,	,
stanford-ai-2021	661	182	Entertainment	Entertainment	NNP
stanford-ai-2021	661	183	,	,	,
stanford-ai-2021	661	184	and	and	CC
stanford-ai-2021	661	185	Recreation	recreation	NN
stanford-ai-2021	661	186	0.2	0.2	CD
stanford-ai-2021	661	187	%	%	NN
stanford-ai-2021	661	188	Construction	construction	NN
stanford-ai-2021	661	189	0.2	0.2	CD
stanford-ai-2021	661	190	%	%	NN
stanford-ai-2021	661	191	Transportation	Transportation	NNP
stanford-ai-2021	661	192	and	and	CC
stanford-ai-2021	661	193	Warehousing	warehouse	VBG
stanford-ai-2021	661	194	0.2	0.2	CD
stanford-ai-2021	661	195	%	%	NN
stanford-ai-2021	661	196	Health	Health	NNP
stanford-ai-2021	661	197	Care	Care	NNP
stanford-ai-2021	661	198	and	and	CC
stanford-ai-2021	661	199	Social	Social	NNP
stanford-ai-2021	661	200	Assistance	assistance	NN
stanford-ai-2021	661	201	0.1	0.1	CD
stanford-ai-2021	661	202	%	%	NN
stanford-ai-2021	661	203	Accommodation	Accommodation	NNP
stanford-ai-2021	661	204	and	and	CC
stanford-ai-2021	661	205	Food	Food	NNP
stanford-ai-2021	661	206	Services	Services	NNPS
stanford-ai-2021	661	207	AI	AI	NNP
stanford-ai-2021	661	208	JOB	job	NN
stanford-ai-2021	661	209	POSTINGS	POSTINGS	NNP
stanford-ai-2021	661	210	(	(	-LRB-
stanford-ai-2021	661	211	%	%	NN
stanford-ai-2021	661	212	of	of	IN
stanford-ai-2021	661	213	ALL	all	DT
stanford-ai-2021	661	214	JOB	JOB	NNP
stanford-ai-2021	661	215	POSTINGS	POSTINGS	NNP
stanford-ai-2021	661	216	)	)	-RRB-
stanford-ai-2021	661	217	in	in	IN
stanford-ai-2021	661	218	the	the	DT
stanford-ai-2021	661	219	UNITED	UNITED	NNP
stanford-ai-2021	661	220	STATES	STATES	NNP
stanford-ai-2021	661	221	by	by	IN
stanford-ai-2021	661	222	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	661	223	,	,	,
stanford-ai-2021	661	224	2013	2013	CD
stanford-ai-2021	661	225	-	-	SYM
stanford-ai-2021	661	226	20	20	CD
stanford-ai-2021	661	227	Source	source	NN
stanford-ai-2021	661	228	:	:	:
stanford-ai-2021	661	229	Burning	burn	VBG
stanford-ai-2021	661	230	Glass	Glass	NNP
stanford-ai-2021	661	231	,	,	,
stanford-ai-2021	661	232	2020	2020	CD
stanford-ai-2021	661	233	|	|	CD
stanford-ai-2021	661	234	Chart	Chart	NNP
stanford-ai-2021	661	235	:	:	:
stanford-ai-2021	661	236	2021	2021	CD
stanford-ai-2021	661	237	AI	AI	NNP
stanford-ai-2021	661	238	Index	Index	NNP
stanford-ai-2021	661	239	Report	Report	NNP
stanford-ai-2021	661	240	2013	2013	CD
stanford-ai-2021	661	241	2020	2020	CD
stanford-ai-2021	661	242	2013	2013	CD
stanford-ai-2021	661	243	2020	2020	CD
stanford-ai-2021	661	244	2013	2013	CD
stanford-ai-2021	661	245	2020	2020	CD
stanford-ai-2021	661	246	2013	2013	CD
stanford-ai-2021	661	247	2020	2020	CD
stanford-ai-2021	661	248	Figure	figure	NN
stanford-ai-2021	661	249	3.1.6	3.1.6	NN
stanford-ai-2021	661	250	C	c	NN
stanford-ai-2021	661	251	H	h	NN
stanford-ai-2021	661	252	A	a	NN
stanford-ai-2021	661	253	P	p	NN
stanford-ai-2021	661	254	T	t	NN
stanford-ai-2021	661	255	E	e	NN
stanford-ai-2021	661	256	R	r	NN
stanford-ai-2021	661	257	3	3	CD
stanford-ai-2021	661	258	:	:	:
stanford-ai-2021	661	259	T	t	NN
stanford-ai-2021	661	260	H	h	NN
stanford-ai-2021	661	261	E	e	NN
stanford-ai-2021	661	262	E	e	NN
stanford-ai-2021	661	263	C	c	NN
stanford-ai-2021	661	264	O	o	NN
stanford-ai-2021	661	265	N	n	NN
stanford-ai-2021	661	266	O	o	NN
stanford-ai-2021	661	267	M	m	NN
stanford-ai-2021	661	268	Y	y	NN
stanford-ai-2021	661	269	3	3	CD
stanford-ai-2021	661	270	.1	.1	NN
stanford-ai-2021	661	271	J	J	NNP
stanford-ai-2021	661	272	O	O	NNP
stanford-ai-2021	661	273	B	B	NNP
stanford-ai-2021	661	274	S	s	NN
stanford-ai-2021	661	275	TA	TA	NNP
stanford-ai-2021	661	276	B	b	NN
stanford-ai-2021	661	277	L	l	NN
stanford-ai-2021	661	278	E	e	NN
stanford-ai-2021	661	279	O	o	NN
stanford-ai-2021	661	280	F	f	NN
stanford-ai-2021	661	281	C	c	NN
stanford-ai-2021	661	282	O	o	NN
stanford-ai-2021	661	283	N	n	NN
stanford-ai-2021	661	284	T	t	NN
stanford-ai-2021	661	285	E	e	NN
stanford-ai-2021	661	286	N	n	NN
stanford-ai-2021	661	287	T	t	NN
stanford-ai-2021	661	288	S	s	NN
stanford-ai-2021	661	289	9	9	CD
stanford-ai-2021	661	290	0C	0c	NN
stanford-ai-2021	661	291	H	h	NN
stanford-ai-2021	661	292	A	a	NN
stanford-ai-2021	661	293	P	p	NN
stanford-ai-2021	661	294	T	t	NN
stanford-ai-2021	661	295	E	e	NN
stanford-ai-2021	661	296	R	r	NN
stanford-ai-2021	661	297	3	3	CD
stanford-ai-2021	661	298	P	p	NN
stanford-ai-2021	661	299	R	r	NN
stanford-ai-2021	661	300	E	e	NN
stanford-ai-2021	661	301	V	v	NN
stanford-ai-2021	661	302	I	i	NN
stanford-ai-2021	661	303	E	e	NN
stanford-ai-2021	661	304	W	W	NNP
stanford-ai-2021	661	305	Artificial	Artificial	NNP
stanford-ai-2021	661	306	Intelligence	Intelligence	NNP
stanford-ai-2021	661	307	Index	Index	NNP
stanford-ai-2021	661	308	Report	Report	NNP
stanford-ai-2021	661	309	2021	2021	CD
stanford-ai-2021	661	310	100	100	CD
stanford-ai-2021	661	311	200	200	CD
stanford-ai-2021	661	312	500	500	CD
stanford-ai-2021	661	313	1,000	1,000	CD
stanford-ai-2021	661	314	2,000	2,000	CD
stanford-ai-2021	661	315	5,000	5,000	CD
stanford-ai-2021	661	316	10,000	10,000	CD
stanford-ai-2021	661	317	20,000	20,000	CD
stanford-ai-2021	661	318	50,000	50,000	CD
stanford-ai-2021	661	319	100,000	100,000	CD
stanford-ai-2021	661	320	Number	number	NN
stanford-ai-2021	661	321	of	of	IN
stanford-ai-2021	661	322	AI	AI	NNP
stanford-ai-2021	661	323	Job	Job	NNP
stanford-ai-2021	661	324	Postings	Postings	NNP
stanford-ai-2021	661	325	(	(	-LRB-
stanford-ai-2021	661	326	Log	Log	NNP
stanford-ai-2021	661	327	Scale	Scale	NNP
stanford-ai-2021	661	328	)	)	-RRB-
stanford-ai-2021	661	329	0.0	0.0	CD
stanford-ai-2021	661	330	%	%	NN
stanford-ai-2021	661	331	0.5	0.5	CD
stanford-ai-2021	661	332	%	%	NN
stanford-ai-2021	661	333	1.0	1.0	CD
stanford-ai-2021	661	334	%	%	NN
stanford-ai-2021	661	335	1.5	1.5	CD
stanford-ai-2021	661	336	%	%	NN
stanford-ai-2021	661	337	2.0	2.0	CD
stanford-ai-2021	661	338	%	%	NN
stanford-ai-2021	661	339	A	a	NN
stanford-ai-2021	661	340	I	i	NN
stanford-ai-2021	661	341	J	j	NN
stanford-ai-2021	661	342	o	o	NN
stanford-ai-2021	661	343	b	b	NN
stanford-ai-2021	661	344	P	P	NNP
stanford-ai-2021	661	345	o	o	NN
stanford-ai-2021	661	346	st	st	NN
stanford-ai-2021	661	347	in	in	IN
stanford-ai-2021	661	348	g	g	NNP
stanford-ai-2021	661	349	s	s	NNP
stanford-ai-2021	661	350	(	(	-LRB-
stanford-ai-2021	661	351	%	%	NN
stanford-ai-2021	661	352	o	o	NN
stanford-ai-2021	661	353	f	f	NNP
stanford-ai-2021	661	354	A	a	NN
stanford-ai-2021	661	355	ll	will	NN
stanford-ai-2021	661	356	Jo	Jo	NNP
stanford-ai-2021	661	357	b	b	NNP
stanford-ai-2021	661	358	P	P	NNP
stanford-ai-2021	661	359	o	o	NN
stanford-ai-2021	661	360	st	st	NNP
stanford-ai-2021	661	361	in	in	IN
stanford-ai-2021	661	362	g	g	NNP
stanford-ai-2021	661	363	s	s	NNP
stanford-ai-2021	661	364	)	)	-RRB-
stanford-ai-2021	661	365	Alabama	Alabama	NNP
stanford-ai-2021	661	366	Alaska	Alaska	NNP
stanford-ai-2021	661	367	Arizona	Arizona	NNP
stanford-ai-2021	661	368	Arkansas	Arkansas	NNP
stanford-ai-2021	661	369	California	California	NNP
stanford-ai-2021	661	370	Connecticut	Connecticut	NNP
stanford-ai-2021	661	371	Delaware	Delaware	NNP
stanford-ai-2021	661	372	District	District	NNP
stanford-ai-2021	661	373	of	of	IN
stanford-ai-2021	661	374	Columbia	Columbia	NNP
stanford-ai-2021	661	375	Florida	Florida	NNP
stanford-ai-2021	661	376	Hawaii	Hawaii	NNP
stanford-ai-2021	661	377	Idaho	Idaho	NNP
stanford-ai-2021	661	378	Illinois	Illinois	NNP
stanford-ai-2021	661	379	Indiana	Indiana	NNP
stanford-ai-2021	661	380	Louisiana	Louisiana	NNP
stanford-ai-2021	661	381	Maine	Maine	NNP
stanford-ai-2021	661	382	Maryland	Maryland	NNP
stanford-ai-2021	661	383	Massachusetts	Massachusetts	NNP
stanford-ai-2021	661	384	Michigan	Michigan	NNP
stanford-ai-2021	661	385	Missouri	Missouri	NNP
stanford-ai-2021	661	386	Montana	Montana	NNP
stanford-ai-2021	661	387	New	New	NNP
stanford-ai-2021	661	388	Jersey	Jersey	NNP
stanford-ai-2021	661	389	New	New	NNP
stanford-ai-2021	661	390	Mexico	Mexico	NNP
stanford-ai-2021	661	391	New	New	NNP
stanford-ai-2021	661	392	York	York	NNP
stanford-ai-2021	661	393	North	North	NNP
stanford-ai-2021	661	394	Carolina	Carolina	NNP
stanford-ai-2021	661	395	OhioOregon	OhioOregon	NNP
stanford-ai-2021	661	396	PennsylvaniaSouth	PennsylvaniaSouth	NNP
stanford-ai-2021	661	397	Dakota	Dakota	NNP
stanford-ai-2021	661	398	Texas	Texas	NNP
stanford-ai-2021	661	399	Vermont	Vermont	NNP
stanford-ai-2021	661	400	Virginia	Virginia	NNP
stanford-ai-2021	661	401	Washington	Washington	NNP
stanford-ai-2021	661	402	Wisconsin	Wisconsin	NNP
stanford-ai-2021	661	403	Wyoming	Wyoming	NNP
stanford-ai-2021	661	404	AI	AI	NNP
stanford-ai-2021	661	405	JOB	job	NN
stanford-ai-2021	661	406	POSTINGS	posting	NNS
stanford-ai-2021	661	407	(	(	-LRB-
stanford-ai-2021	661	408	TOTAL	total	NN
stanford-ai-2021	661	409	and	and	CC
stanford-ai-2021	661	410	%	%	NN
stanford-ai-2021	661	411	of	of	IN
stanford-ai-2021	661	412	ALL	all	DT
stanford-ai-2021	661	413	JOB	JOB	NNP
stanford-ai-2021	661	414	POSTINGS	posting	NNS
stanford-ai-2021	661	415	)	)	-RRB-
stanford-ai-2021	661	416	by	by	IN
stanford-ai-2021	661	417	U.S.	U.S.	NNP
stanford-ai-2021	661	418	STATE	STATE	NNP
stanford-ai-2021	661	419	and	and	CC
stanford-ai-2021	661	420	DISTRICT	DISTRICT	NNP
stanford-ai-2021	661	421	,	,	,
stanford-ai-2021	661	422	2020	2020	CD
stanford-ai-2021	661	423	Source	source	NN
stanford-ai-2021	661	424	:	:	:
stanford-ai-2021	661	425	Burning	burn	VBG
stanford-ai-2021	661	426	Glass	Glass	NNP
stanford-ai-2021	661	427	,	,	,
stanford-ai-2021	661	428	2020	2020	CD
stanford-ai-2021	661	429	|	|	CD
stanford-ai-2021	661	430	Chart	Chart	NNP
stanford-ai-2021	661	431	:	:	:
stanford-ai-2021	661	432	2021	2021	CD
stanford-ai-2021	661	433	AI	AI	NNP
stanford-ai-2021	661	434	Index	Index	NNP
stanford-ai-2021	661	435	Report	Report	NNP
stanford-ai-2021	661	436	U.S.	U.S.	NNP
stanford-ai-2021	661	437	Labor	Labor	NNP
stanford-ai-2021	661	438	Demand	Demand	NNP
stanford-ai-2021	661	439	:	:	:
stanford-ai-2021	661	440	By	by	IN
stanford-ai-2021	661	441	State	State	NNP
stanford-ai-2021	661	442	As	as	IN
stanford-ai-2021	661	443	the	the	DT
stanford-ai-2021	661	444	competition	competition	NN
stanford-ai-2021	661	445	for	for	IN
stanford-ai-2021	661	446	AI	AI	NNP
stanford-ai-2021	661	447	talent	talent	NN
stanford-ai-2021	661	448	intensifies	intensifie	NNS
stanford-ai-2021	661	449	,	,	,
stanford-ai-2021	661	450	where	where	WRB
stanford-ai-2021	661	451	are	be	VBP
stanford-ai-2021	661	452	companies	company	NNS
stanford-ai-2021	661	453	seeking	seek	VBG
stanford-ai-2021	661	454	employees	employee	NNS
stanford-ai-2021	661	455	with	with	IN
stanford-ai-2021	661	456	machine	machine	NN
stanford-ai-2021	661	457	learning	learning	NN
stanford-ai-2021	661	458	,	,	,
stanford-ai-2021	661	459	data	data	NN
stanford-ai-2021	661	460	science	science	NN
stanford-ai-2021	661	461	,	,	,
stanford-ai-2021	661	462	and	and	CC
stanford-ai-2021	661	463	other	other	JJ
stanford-ai-2021	661	464	AI	ai	NN
stanford-ai-2021	661	465	-	-	HYPH
stanford-ai-2021	661	466	related	relate	VBN
stanford-ai-2021	661	467	skills	skill	NNS
stanford-ai-2021	661	468	within	within	IN
stanford-ai-2021	661	469	the	the	DT
stanford-ai-2021	661	470	United	United	NNP
stanford-ai-2021	661	471	States	States	NNP
stanford-ai-2021	661	472	?	?	.
stanford-ai-2021	662	1	Figure	figure	NN
stanford-ai-2021	662	2	3.1.7	3.1.7	NN
stanford-ai-2021	662	3	examines	examine	VBZ
stanford-ai-2021	662	4	the	the	DT
stanford-ai-2021	662	5	labor	labor	NN
stanford-ai-2021	662	6	demand	demand	NN
stanford-ai-2021	662	7	by	by	IN
stanford-ai-2021	662	8	U.S.	U.S.	NNP
stanford-ai-2021	662	9	state	state	NN
stanford-ai-2021	662	10	in	in	IN
stanford-ai-2021	662	11	2020	2020	CD
stanford-ai-2021	662	12	,	,	,
stanford-ai-2021	662	13	plotting	plot	VBG
stanford-ai-2021	662	14	the	the	DT
stanford-ai-2021	662	15	share	share	NN
stanford-ai-2021	662	16	of	of	IN
stanford-ai-2021	662	17	AI	AI	NNP
stanford-ai-2021	662	18	job	job	NN
stanford-ai-2021	662	19	postings	posting	NNS
stanford-ai-2021	662	20	across	across	IN
stanford-ai-2021	662	21	all	all	DT
stanford-ai-2021	662	22	job	job	NN
stanford-ai-2021	662	23	postings	posting	NNS
stanford-ai-2021	662	24	on	on	IN
stanford-ai-2021	662	25	the	the	DT
stanford-ai-2021	662	26	y	y	NN
stanford-ai-2021	662	27	-	-	HYPH
stanford-ai-2021	662	28	axis	axis	NNP
stanford-ai-2021	662	29	and	and	CC
stanford-ai-2021	662	30	the	the	DT
stanford-ai-2021	662	31	total	total	JJ
stanford-ai-2021	662	32	number	number	NN
stanford-ai-2021	662	33	of	of	IN
stanford-ai-2021	662	34	AI	AI	NNP
stanford-ai-2021	662	35	jobs	job	NNS
stanford-ai-2021	662	36	posted	post	VBN
stanford-ai-2021	662	37	on	on	IN
stanford-ai-2021	662	38	a	a	DT
stanford-ai-2021	662	39	log	log	NN
stanford-ai-2021	662	40	scale	scale	NN
stanford-ai-2021	662	41	on	on	IN
stanford-ai-2021	662	42	the	the	DT
stanford-ai-2021	662	43	x	x	NN
stanford-ai-2021	662	44	-	-	NN
stanford-ai-2021	662	45	axis	axis	NN
stanford-ai-2021	662	46	.	.	.
stanford-ai-2021	663	1	The	the	DT
stanford-ai-2021	663	2	chart	chart	NN
stanford-ai-2021	663	3	shows	show	VBZ
stanford-ai-2021	663	4	that	that	IN
stanford-ai-2021	663	5	the	the	DT
stanford-ai-2021	663	6	District	District	NNP
stanford-ai-2021	663	7	of	of	IN
stanford-ai-2021	663	8	Columbia	Columbia	NNP
stanford-ai-2021	663	9	has	have	VBZ
stanford-ai-2021	663	10	the	the	DT
stanford-ai-2021	663	11	highest	high	JJS
stanford-ai-2021	663	12	share	share	NN
stanford-ai-2021	663	13	of	of	IN
stanford-ai-2021	663	14	AI	AI	NNP
stanford-ai-2021	663	15	jobs	job	NNS
stanford-ai-2021	663	16	posted	post	VBN
stanford-ai-2021	663	17	(	(	-LRB-
stanford-ai-2021	663	18	1.88	1.88	CD
stanford-ai-2021	663	19	%	%	NN
stanford-ai-2021	663	20	)	)	-RRB-
stanford-ai-2021	663	21	,	,	,
stanford-ai-2021	663	22	overtaking	overtake	VBG
stanford-ai-2021	663	23	Washington	Washington	NNP
stanford-ai-2021	663	24	state	state	NN
stanford-ai-2021	663	25	in	in	IN
stanford-ai-2021	663	26	2019	2019	CD
stanford-ai-2021	663	27	;	;	:
stanford-ai-2021	663	28	and	and	CC
stanford-ai-2021	663	29	California	California	NNP
stanford-ai-2021	663	30	remains	remain	VBZ
stanford-ai-2021	663	31	the	the	DT
stanford-ai-2021	663	32	state	state	NN
stanford-ai-2021	663	33	with	with	IN
stanford-ai-2021	663	34	the	the	DT
stanford-ai-2021	663	35	highest	high	JJS
stanford-ai-2021	663	36	number	number	NN
stanford-ai-2021	663	37	of	of	IN
stanford-ai-2021	663	38	AI	AI	NNP
stanford-ai-2021	663	39	job	job	NN
stanford-ai-2021	663	40	postings	posting	NNS
stanford-ai-2021	663	41	(	(	-LRB-
stanford-ai-2021	663	42	63,433	63,433	CD
stanford-ai-2021	663	43	)	)	-RRB-
stanford-ai-2021	663	44	.	.	.
stanford-ai-2021	664	1	In	in	IN
stanford-ai-2021	664	2	addition	addition	NN
stanford-ai-2021	664	3	to	to	IN
stanford-ai-2021	664	4	Washington	Washington	NNP
stanford-ai-2021	664	5	,	,	,
stanford-ai-2021	664	6	D.C.	D.C.	NNP
stanford-ai-2021	664	7	,	,	,
stanford-ai-2021	664	8	six	six	CD
stanford-ai-2021	664	9	states	state	NNS
stanford-ai-2021	664	10	registered	register	VBD
stanford-ai-2021	664	11	over	over	IN
stanford-ai-2021	664	12	1	1	CD
stanford-ai-2021	664	13	%	%	NN
stanford-ai-2021	664	14	of	of	IN
stanford-ai-2021	664	15	AI	AI	NNP
stanford-ai-2021	664	16	job	job	NN
stanford-ai-2021	664	17	postings	posting	NNS
stanford-ai-2021	664	18	among	among	IN
stanford-ai-2021	664	19	all	all	DT
stanford-ai-2021	664	20	job	job	NN
stanford-ai-2021	664	21	postings	posting	NNS
stanford-ai-2021	664	22	—	—	:
stanford-ai-2021	664	23	Washington	Washington	NNP
stanford-ai-2021	664	24	,	,	,
stanford-ai-2021	664	25	Virginia	Virginia	NNP
stanford-ai-2021	664	26	,	,	,
stanford-ai-2021	664	27	Massachusetts	Massachusetts	NNP
stanford-ai-2021	664	28	,	,	,
stanford-ai-2021	664	29	California	California	NNP
stanford-ai-2021	664	30	,	,	,
stanford-ai-2021	664	31	New	New	NNP
stanford-ai-2021	664	32	York	York	NNP
stanford-ai-2021	664	33	,	,	,
stanford-ai-2021	664	34	and	and	CC
stanford-ai-2021	664	35	Maryland	Maryland	NNP
stanford-ai-2021	664	36	—	—	:
stanford-ai-2021	664	37	compared	compare	VBN
stanford-ai-2021	664	38	with	with	IN
stanford-ai-2021	664	39	five	five	CD
stanford-ai-2021	664	40	last	last	JJ
stanford-ai-2021	664	41	year	year	NN
stanford-ai-2021	664	42	.	.	.
stanford-ai-2021	665	1	California	California	NNP
stanford-ai-2021	665	2	also	also	RB
stanford-ai-2021	665	3	has	have	VBZ
stanford-ai-2021	665	4	more	more	JJR
stanford-ai-2021	665	5	AI	AI	NNP
stanford-ai-2021	665	6	job	job	NN
stanford-ai-2021	665	7	postings	posting	NNS
stanford-ai-2021	665	8	than	than	IN
stanford-ai-2021	665	9	the	the	DT
stanford-ai-2021	665	10	next	next	JJ
stanford-ai-2021	665	11	three	three	CD
stanford-ai-2021	665	12	states	state	NNS
stanford-ai-2021	665	13	combined	combine	VBN
stanford-ai-2021	665	14	,	,	,
stanford-ai-2021	665	15	which	which	WDT
stanford-ai-2021	665	16	are	be	VBP
stanford-ai-2021	665	17	Texas	Texas	NNP
stanford-ai-2021	665	18	(	(	-LRB-
stanford-ai-2021	665	19	22,539	22,539	CD
stanford-ai-2021	665	20	)	)	-RRB-
stanford-ai-2021	665	21	,	,	,
stanford-ai-2021	665	22	New	New	NNP
stanford-ai-2021	665	23	York	York	NNP
stanford-ai-2021	665	24	(	(	-LRB-
stanford-ai-2021	665	25	18,580	18,580	CD
stanford-ai-2021	665	26	)	)	-RRB-
stanford-ai-2021	665	27	,	,	,
stanford-ai-2021	665	28	and	and	CC
stanford-ai-2021	665	29	Virginia	Virginia	NNP
stanford-ai-2021	665	30	(	(	-LRB-
stanford-ai-2021	665	31	17,718	17,718	CD
stanford-ai-2021	665	32	)	)	-RRB-
stanford-ai-2021	665	33	.	.	.
stanford-ai-2021	666	1	C	c	NN
stanford-ai-2021	666	2	H	h	NN
stanford-ai-2021	666	3	A	a	NN
stanford-ai-2021	666	4	P	p	NN
stanford-ai-2021	666	5	T	t	NN
stanford-ai-2021	666	6	E	e	NN
stanford-ai-2021	666	7	R	r	NN
stanford-ai-2021	666	8	3	3	CD
stanford-ai-2021	666	9	:	:	:
stanford-ai-2021	666	10	T	t	NN
stanford-ai-2021	666	11	H	h	NN
stanford-ai-2021	666	12	E	e	NN
stanford-ai-2021	666	13	E	e	NN
stanford-ai-2021	666	14	C	c	NN
stanford-ai-2021	666	15	O	o	NN
stanford-ai-2021	666	16	N	n	NN
stanford-ai-2021	666	17	O	o	NN
stanford-ai-2021	666	18	M	m	NN
stanford-ai-2021	666	19	Y	y	NN
stanford-ai-2021	666	20	3	3	CD
stanford-ai-2021	666	21	.1	.1	NN
stanford-ai-2021	666	22	J	j	NN
stanford-ai-2021	666	23	O	O	NNP
stanford-ai-2021	666	24	B	B	NNP
stanford-ai-2021	666	25	S	S	NNP
stanford-ai-2021	666	26	Figure	figure	NN
stanford-ai-2021	666	27	3.1.7	3.1.7	NN
stanford-ai-2021	666	28	TA	TA	NNP
stanford-ai-2021	666	29	B	b	NN
stanford-ai-2021	666	30	L	l	NN
stanford-ai-2021	666	31	E	e	NN
stanford-ai-2021	666	32	O	o	NN
stanford-ai-2021	666	33	F	f	NN
stanford-ai-2021	666	34	C	c	NN
stanford-ai-2021	666	35	O	o	NN
stanford-ai-2021	666	36	N	n	NN
stanford-ai-2021	666	37	T	t	NN
stanford-ai-2021	666	38	E	e	NN
stanford-ai-2021	666	39	N	n	NN
stanford-ai-2021	666	40	T	t	NN
stanford-ai-2021	666	41	S	s	NN
stanford-ai-2021	666	42	91C	91c	NN
stanford-ai-2021	666	43	H	h	NN
stanford-ai-2021	666	44	A	a	NN
stanford-ai-2021	666	45	P	p	NN
stanford-ai-2021	666	46	T	t	NN
stanford-ai-2021	666	47	E	e	NN
stanford-ai-2021	666	48	R	r	NN
stanford-ai-2021	666	49	3	3	CD
stanford-ai-2021	666	50	P	p	NN
stanford-ai-2021	666	51	R	r	NN
stanford-ai-2021	666	52	E	e	NN
stanford-ai-2021	666	53	V	v	NN
stanford-ai-2021	666	54	I	i	NN
stanford-ai-2021	666	55	E	e	NN
stanford-ai-2021	666	56	W	W	NNP
stanford-ai-2021	666	57	Artificial	Artificial	NNP
stanford-ai-2021	666	58	Intelligence	Intelligence	NNP
stanford-ai-2021	666	59	Index	Index	NNP
stanford-ai-2021	666	60	Report	Report	NNP
stanford-ai-2021	666	61	2021	2021	CD
stanford-ai-2021	666	62	C	c	NN
stanford-ai-2021	666	63	H	h	NN
stanford-ai-2021	666	64	A	a	NN
stanford-ai-2021	666	65	P	p	NN
stanford-ai-2021	666	66	T	t	NN
stanford-ai-2021	666	67	E	e	NN
stanford-ai-2021	666	68	R	r	NN
stanford-ai-2021	666	69	3	3	CD
stanford-ai-2021	666	70	:	:	:
stanford-ai-2021	666	71	T	t	NN
stanford-ai-2021	666	72	H	h	NN
stanford-ai-2021	666	73	E	e	NN
stanford-ai-2021	666	74	E	e	NN
stanford-ai-2021	666	75	C	c	NN
stanford-ai-2021	666	76	O	o	NN
stanford-ai-2021	666	77	N	n	NN
stanford-ai-2021	666	78	O	o	NN
stanford-ai-2021	666	79	M	m	NN
stanford-ai-2021	666	80	Y	y	NN
stanford-ai-2021	666	81	3	3	CD
stanford-ai-2021	666	82	.1	.1	NN
stanford-ai-2021	666	83	J	J	NNP
stanford-ai-2021	666	84	O	O	NNP
stanford-ai-2021	666	85	B	B	NNP
stanford-ai-2021	666	86	S	S	NNP
stanford-ai-2021	666	87	0	0	CD
stanford-ai-2021	666	88	1	1	CD
stanford-ai-2021	666	89	2	2	CD
stanford-ai-2021	666	90	3	3	CD
stanford-ai-2021	666	91	Relative	relative	JJ
stanford-ai-2021	666	92	AI	AI	NNP
stanford-ai-2021	666	93	Skill	Skill	NNP
stanford-ai-2021	666	94	Penetration	Penetration	NNP
stanford-ai-2021	666	95	Rate	Rate	NNP
stanford-ai-2021	666	96	India	India	NNP
stanford-ai-2021	666	97	United	United	NNP
stanford-ai-2021	666	98	States	States	NNP
stanford-ai-2021	666	99	China	China	NNP
stanford-ai-2021	666	100	Germany	Germany	NNP
stanford-ai-2021	666	101	Canada	Canada	NNP
stanford-ai-2021	666	102	South	South	NNP
stanford-ai-2021	666	103	Korea	Korea	NNP
stanford-ai-2021	666	104	Singapore	Singapore	NNP
stanford-ai-2021	666	105	United	United	NNP
stanford-ai-2021	666	106	Kingdom	Kingdom	NNP
stanford-ai-2021	666	107	France	France	NNP
stanford-ai-2021	666	108	Australia	Australia	NNP
stanford-ai-2021	666	109	Brazil	Brazil	NNP
stanford-ai-2021	666	110	Italy	Italy	NNP
stanford-ai-2021	666	111	South	South	NNP
stanford-ai-2021	666	112	Africa	Africa	NNP
stanford-ai-2021	666	113	RELATIVE	RELATIVE	NNP
stanford-ai-2021	666	114	AI	AI	NNP
stanford-ai-2021	666	115	SKILL	SKILL	VBN
stanford-ai-2021	666	116	PENETRATION	penetration	NN
stanford-ai-2021	666	117	RATE	rate	NN
stanford-ai-2021	666	118	by	by	IN
stanford-ai-2021	666	119	COUNTRY	COUNTRY	NNS
stanford-ai-2021	666	120	,	,	,
stanford-ai-2021	666	121	2015	2015	CD
stanford-ai-2021	666	122	-	-	SYM
stanford-ai-2021	666	123	20	20	CD
stanford-ai-2021	666	124	Source	source	NN
stanford-ai-2021	666	125	:	:	:
stanford-ai-2021	666	126	LinkedIn	linkedin	CD
stanford-ai-2021	666	127	,	,	,
stanford-ai-2021	666	128	2020	2020	CD
stanford-ai-2021	666	129	|	|	CD
stanford-ai-2021	666	130	Chart	Chart	NNP
stanford-ai-2021	666	131	:	:	:
stanford-ai-2021	666	132	2021	2021	CD
stanford-ai-2021	666	133	AI	AI	NNP
stanford-ai-2021	666	134	Index	Index	NNP
stanford-ai-2021	666	135	Report	Report	NNP
stanford-ai-2021	666	136	Figure	Figure	NNP
stanford-ai-2021	666	137	3.1.8	3.1.8	NNP
stanford-ai-2021	666	138	A	a	DT
stanford-ai-2021	666	139	I	i	NN
stanford-ai-2021	666	140	S	s	NN
stanford-ai-2021	666	141	K	k	NN
stanford-ai-2021	666	142	I	i	NN
stanford-ai-2021	666	143	L	l	NN
stanford-ai-2021	666	144	L	l	NN
stanford-ai-2021	666	145	P	p	NN
stanford-ai-2021	666	146	E	e	NN
stanford-ai-2021	666	147	N	n	NN
stanford-ai-2021	666	148	E	e	NN
stanford-ai-2021	666	149	T	t	NN
stanford-ai-2021	666	150	R	r	NN
stanford-ai-2021	666	151	AT	at	IN
stanford-ai-2021	666	152	I	i	NN
stanford-ai-2021	666	153	O	o	NN
stanford-ai-2021	666	154	N	n	NN
stanford-ai-2021	666	155	How	how	WRB
stanford-ai-2021	666	156	prevalent	prevalent	JJ
stanford-ai-2021	666	157	are	be	VBP
stanford-ai-2021	666	158	AI	AI	NNP
stanford-ai-2021	666	159	skills	skill	NNS
stanford-ai-2021	666	160	across	across	IN
stanford-ai-2021	666	161	occupations	occupation	NNS
stanford-ai-2021	666	162	?	?	.
stanford-ai-2021	667	1	The	the	DT
stanford-ai-2021	667	2	AI	AI	NNP
stanford-ai-2021	667	3	skill	skill	NN
stanford-ai-2021	667	4	penetration	penetration	NN
stanford-ai-2021	667	5	metric	metric	NN
stanford-ai-2021	667	6	shows	show	VBZ
stanford-ai-2021	667	7	the	the	DT
stanford-ai-2021	667	8	average	average	JJ
stanford-ai-2021	667	9	share	share	NN
stanford-ai-2021	667	10	of	of	IN
stanford-ai-2021	667	11	AI	AI	NNP
stanford-ai-2021	667	12	skills	skill	VBZ
stanford-ai-2021	667	13	among	among	IN
stanford-ai-2021	667	14	the	the	DT
stanford-ai-2021	667	15	top	top	JJ
stanford-ai-2021	667	16	50	50	CD
stanford-ai-2021	667	17	skills	skill	NNS
stanford-ai-2021	667	18	in	in	IN
stanford-ai-2021	667	19	each	each	DT
stanford-ai-2021	667	20	occupation	occupation	NN
stanford-ai-2021	667	21	,	,	,
stanford-ai-2021	667	22	using	use	VBG
stanford-ai-2021	667	23	LinkedIn	LinkedIn	NNP
stanford-ai-2021	667	24	data	datum	NNS
stanford-ai-2021	667	25	that	that	WDT
stanford-ai-2021	667	26	includes	include	VBZ
stanford-ai-2021	667	27	skills	skill	NNS
stanford-ai-2021	667	28	listed	list	VBN
stanford-ai-2021	667	29	on	on	IN
stanford-ai-2021	667	30	a	a	DT
stanford-ai-2021	667	31	member	member	NN
stanford-ai-2021	667	32	’s	’s	POS
stanford-ai-2021	667	33	profile	profile	NN
stanford-ai-2021	667	34	,	,	,
stanford-ai-2021	667	35	positions	position	NNS
stanford-ai-2021	667	36	held	hold	VBD
stanford-ai-2021	667	37	,	,	,
stanford-ai-2021	667	38	and	and	CC
stanford-ai-2021	667	39	the	the	DT
stanford-ai-2021	667	40	locations	location	NNS
stanford-ai-2021	667	41	of	of	IN
stanford-ai-2021	667	42	the	the	DT
stanford-ai-2021	667	43	positions	position	NNS
stanford-ai-2021	667	44	.	.	.
stanford-ai-2021	668	1	Global	global	JJ
stanford-ai-2021	668	2	Comparison	Comparison	NNP
stanford-ai-2021	668	3	For	for	IN
stanford-ai-2021	668	4	cross	cross	JJ
stanford-ai-2021	668	5	-	-	JJ
stanford-ai-2021	668	6	country	country	JJ
stanford-ai-2021	668	7	comparison	comparison	NN
stanford-ai-2021	668	8	,	,	,
stanford-ai-2021	668	9	the	the	DT
stanford-ai-2021	668	10	relative	relative	JJ
stanford-ai-2021	668	11	penetration	penetration	NN
stanford-ai-2021	668	12	rate	rate	NN
stanford-ai-2021	668	13	of	of	IN
stanford-ai-2021	668	14	AI	AI	NNP
stanford-ai-2021	668	15	skills	skill	NNS
stanford-ai-2021	668	16	is	be	VBZ
stanford-ai-2021	668	17	measured	measure	VBN
stanford-ai-2021	668	18	as	as	IN
stanford-ai-2021	668	19	the	the	DT
stanford-ai-2021	668	20	sum	sum	NN
stanford-ai-2021	668	21	of	of	IN
stanford-ai-2021	668	22	the	the	DT
stanford-ai-2021	668	23	penetration	penetration	NN
stanford-ai-2021	668	24	of	of	IN
stanford-ai-2021	668	25	each	each	DT
stanford-ai-2021	668	26	AI	AI	NNP
stanford-ai-2021	668	27	skill	skill	NN
stanford-ai-2021	668	28	across	across	IN
stanford-ai-2021	668	29	occupations	occupation	NNS
stanford-ai-2021	668	30	in	in	IN
stanford-ai-2021	668	31	a	a	DT
stanford-ai-2021	668	32	given	give	VBN
stanford-ai-2021	668	33	country	country	NN
stanford-ai-2021	668	34	,	,	,
stanford-ai-2021	668	35	divided	divide	VBN
stanford-ai-2021	668	36	by	by	IN
stanford-ai-2021	668	37	the	the	DT
stanford-ai-2021	668	38	average	average	JJ
stanford-ai-2021	668	39	global	global	JJ
stanford-ai-2021	668	40	penetration	penetration	NN
stanford-ai-2021	668	41	of	of	IN
stanford-ai-2021	668	42	AI	AI	NNP
stanford-ai-2021	668	43	skills	skill	VBZ
stanford-ai-2021	668	44	across	across	IN
stanford-ai-2021	668	45	the	the	DT
stanford-ai-2021	668	46	same	same	JJ
stanford-ai-2021	668	47	occupations	occupation	NNS
stanford-ai-2021	668	48	.	.	.
stanford-ai-2021	669	1	For	for	IN
stanford-ai-2021	669	2	example	example	NN
stanford-ai-2021	669	3	,	,	,
stanford-ai-2021	669	4	a	a	DT
stanford-ai-2021	669	5	relative	relative	JJ
stanford-ai-2021	669	6	penetration	penetration	NN
stanford-ai-2021	669	7	rate	rate	NN
stanford-ai-2021	669	8	of	of	IN
stanford-ai-2021	669	9	2	2	CD
stanford-ai-2021	669	10	means	mean	NNS
stanford-ai-2021	669	11	that	that	IN
stanford-ai-2021	669	12	the	the	DT
stanford-ai-2021	669	13	average	average	JJ
stanford-ai-2021	669	14	penetration	penetration	NN
stanford-ai-2021	669	15	of	of	IN
stanford-ai-2021	669	16	AI	AI	NNP
stanford-ai-2021	669	17	skills	skill	VBZ
stanford-ai-2021	669	18	in	in	IN
stanford-ai-2021	669	19	that	that	DT
stanford-ai-2021	669	20	country	country	NN
stanford-ai-2021	669	21	is	be	VBZ
stanford-ai-2021	669	22	2	2	CD
stanford-ai-2021	669	23	times	time	NNS
stanford-ai-2021	669	24	the	the	DT
stanford-ai-2021	669	25	global	global	JJ
stanford-ai-2021	669	26	average	average	NN
stanford-ai-2021	669	27	across	across	IN
stanford-ai-2021	669	28	the	the	DT
stanford-ai-2021	669	29	same	same	JJ
stanford-ai-2021	669	30	set	set	NN
stanford-ai-2021	669	31	of	of	IN
stanford-ai-2021	669	32	occupations	occupation	NNS
stanford-ai-2021	669	33	.	.	.
stanford-ai-2021	670	1	Among	among	IN
stanford-ai-2021	670	2	the	the	DT
stanford-ai-2021	670	3	sample	sample	NN
stanford-ai-2021	670	4	countries	country	NNS
stanford-ai-2021	670	5	shown	show	VBN
stanford-ai-2021	670	6	in	in	IN
stanford-ai-2021	670	7	Figure	Figure	NNP
stanford-ai-2021	670	8	3.1.8	3.1.8	CD
stanford-ai-2021	670	9	,	,	,
stanford-ai-2021	670	10	the	the	DT
stanford-ai-2021	670	11	aggregated	aggregate	VBN
stanford-ai-2021	670	12	data	datum	NNS
stanford-ai-2021	670	13	from	from	IN
stanford-ai-2021	670	14	2015	2015	CD
stanford-ai-2021	670	15	to	to	IN
stanford-ai-2021	670	16	2020	2020	CD
stanford-ai-2021	670	17	shows	show	NNS
stanford-ai-2021	670	18	that	that	IN
stanford-ai-2021	670	19	India	India	NNP
stanford-ai-2021	670	20	(	(	-LRB-
stanford-ai-2021	670	21	2.83	2.83	CD
stanford-ai-2021	670	22	times	time	NNS
stanford-ai-2021	670	23	the	the	DT
stanford-ai-2021	670	24	global	global	JJ
stanford-ai-2021	670	25	average	average	NN
stanford-ai-2021	670	26	)	)	-RRB-
stanford-ai-2021	670	27	has	have	VBZ
stanford-ai-2021	670	28	the	the	DT
stanford-ai-2021	670	29	highest	high	JJS
stanford-ai-2021	670	30	relative	relative	JJ
stanford-ai-2021	670	31	AI	AI	NNP
stanford-ai-2021	670	32	skill	skill	NN
stanford-ai-2021	670	33	penetration	penetration	NN
stanford-ai-2021	670	34	rate	rate	NN
stanford-ai-2021	670	35	,	,	,
stanford-ai-2021	670	36	followed	follow	VBN
stanford-ai-2021	670	37	by	by	IN
stanford-ai-2021	670	38	the	the	DT
stanford-ai-2021	670	39	United	United	NNP
stanford-ai-2021	670	40	States	States	NNP
stanford-ai-2021	670	41	(	(	-LRB-
stanford-ai-2021	670	42	1.99	1.99	CD
stanford-ai-2021	670	43	times	time	NNS
stanford-ai-2021	670	44	the	the	DT
stanford-ai-2021	670	45	global	global	JJ
stanford-ai-2021	670	46	average	average	NN
stanford-ai-2021	670	47	)	)	-RRB-
stanford-ai-2021	670	48	,	,	,
stanford-ai-2021	670	49	China	China	NNP
stanford-ai-2021	670	50	(	(	-LRB-
stanford-ai-2021	670	51	1.40	1.40	CD
stanford-ai-2021	670	52	times	time	NNS
stanford-ai-2021	670	53	the	the	DT
stanford-ai-2021	670	54	global	global	JJ
stanford-ai-2021	670	55	average	average	NN
stanford-ai-2021	670	56	)	)	-RRB-
stanford-ai-2021	670	57	,	,	,
stanford-ai-2021	670	58	Germany	Germany	NNP
stanford-ai-2021	670	59	(	(	-LRB-
stanford-ai-2021	670	60	1.27	1.27	CD
stanford-ai-2021	670	61	times	time	NNS
stanford-ai-2021	670	62	the	the	DT
stanford-ai-2021	670	63	global	global	JJ
stanford-ai-2021	670	64	average	average	NN
stanford-ai-2021	670	65	)	)	-RRB-
stanford-ai-2021	670	66	,	,	,
stanford-ai-2021	670	67	and	and	CC
stanford-ai-2021	670	68	Canada	Canada	NNP
stanford-ai-2021	670	69	(	(	-LRB-
stanford-ai-2021	670	70	1.13	1.13	CD
stanford-ai-2021	670	71	times	time	NNS
stanford-ai-2021	670	72	the	the	DT
stanford-ai-2021	670	73	global	global	JJ
stanford-ai-2021	670	74	average).2	average).2	NNP
stanford-ai-2021	670	75	2	2	CD
stanford-ai-2021	670	76	Countries	Countries	NNPS
stanford-ai-2021	670	77	included	include	VBN
stanford-ai-2021	670	78	are	be	VBP
stanford-ai-2021	670	79	a	a	DT
stanford-ai-2021	670	80	select	select	JJ
stanford-ai-2021	670	81	sample	sample	NN
stanford-ai-2021	670	82	of	of	IN
stanford-ai-2021	670	83	eligible	eligible	JJ
stanford-ai-2021	670	84	countries	country	NNS
stanford-ai-2021	670	85	with	with	IN
stanford-ai-2021	670	86	at	at	RB
stanford-ai-2021	670	87	least	least	RBS
stanford-ai-2021	670	88	40	40	CD
stanford-ai-2021	670	89	%	%	NN
stanford-ai-2021	670	90	labor	labor	NN
stanford-ai-2021	670	91	force	force	NN
stanford-ai-2021	670	92	coverage	coverage	NN
stanford-ai-2021	670	93	by	by	IN
stanford-ai-2021	670	94	LinkedIn	LinkedIn	NNP
stanford-ai-2021	670	95	and	and	CC
stanford-ai-2021	670	96	at	at	RB
stanford-ai-2021	670	97	least	least	RBS
stanford-ai-2021	670	98	10	10	CD
stanford-ai-2021	670	99	AI	AI	NNP
stanford-ai-2021	670	100	hires	hire	VBZ
stanford-ai-2021	670	101	in	in	IN
stanford-ai-2021	670	102	any	any	DT
stanford-ai-2021	670	103	given	give	VBN
stanford-ai-2021	670	104	month	month	NN
stanford-ai-2021	670	105	.	.	.
stanford-ai-2021	671	1	China	China	NNP
stanford-ai-2021	671	2	and	and	CC
stanford-ai-2021	671	3	India	India	NNP
stanford-ai-2021	671	4	were	be	VBD
stanford-ai-2021	671	5	included	include	VBN
stanford-ai-2021	671	6	in	in	IN
stanford-ai-2021	671	7	this	this	DT
stanford-ai-2021	671	8	sample	sample	NN
stanford-ai-2021	671	9	because	because	IN
stanford-ai-2021	671	10	of	of	IN
stanford-ai-2021	671	11	their	-PRON-	PRP$
stanford-ai-2021	671	12	increasing	increase	VBG
stanford-ai-2021	671	13	importance	importance	NN
stanford-ai-2021	671	14	in	in	IN
stanford-ai-2021	671	15	the	the	DT
stanford-ai-2021	671	16	global	global	JJ
stanford-ai-2021	671	17	economy	economy	NN
stanford-ai-2021	671	18	,	,	,
stanford-ai-2021	671	19	but	but	CC
stanford-ai-2021	671	20	LinkedIn	linkedin	JJ
stanford-ai-2021	671	21	coverage	coverage	NN
stanford-ai-2021	671	22	in	in	IN
stanford-ai-2021	671	23	these	these	DT
stanford-ai-2021	671	24	countries	country	NNS
stanford-ai-2021	671	25	does	do	VBZ
stanford-ai-2021	671	26	not	not	RB
stanford-ai-2021	671	27	reach	reach	VB
stanford-ai-2021	671	28	40	40	CD
stanford-ai-2021	671	29	%	%	NN
stanford-ai-2021	671	30	of	of	IN
stanford-ai-2021	671	31	the	the	DT
stanford-ai-2021	671	32	workforce	workforce	NN
stanford-ai-2021	671	33	.	.	.
stanford-ai-2021	672	1	Insights	insight	NNS
stanford-ai-2021	672	2	for	for	IN
stanford-ai-2021	672	3	these	these	DT
stanford-ai-2021	672	4	countries	country	NNS
stanford-ai-2021	672	5	may	may	MD
stanford-ai-2021	672	6	not	not	RB
stanford-ai-2021	672	7	provide	provide	VB
stanford-ai-2021	672	8	as	as	IN
stanford-ai-2021	672	9	full	full	JJ
stanford-ai-2021	672	10	a	a	DT
stanford-ai-2021	672	11	picture	picture	NN
stanford-ai-2021	672	12	as	as	IN
stanford-ai-2021	672	13	other	other	JJ
stanford-ai-2021	672	14	countries	country	NNS
stanford-ai-2021	672	15	,	,	,
stanford-ai-2021	672	16	and	and	CC
stanford-ai-2021	672	17	should	should	MD
stanford-ai-2021	672	18	be	be	VB
stanford-ai-2021	672	19	interpreted	interpret	VBN
stanford-ai-2021	672	20	accordingly	accordingly	RB
stanford-ai-2021	672	21	.	.	.
stanford-ai-2021	673	1	TA	TA	NNP
stanford-ai-2021	673	2	B	B	NNP
stanford-ai-2021	673	3	L	l	NN
stanford-ai-2021	673	4	E	e	NN
stanford-ai-2021	673	5	O	o	NN
stanford-ai-2021	673	6	F	f	NN
stanford-ai-2021	673	7	C	c	NN
stanford-ai-2021	673	8	O	o	NN
stanford-ai-2021	673	9	N	n	NN
stanford-ai-2021	673	10	T	t	NN
stanford-ai-2021	673	11	E	e	NN
stanford-ai-2021	673	12	N	n	NN
stanford-ai-2021	673	13	T	t	NN
stanford-ai-2021	673	14	S	s	NN
stanford-ai-2021	673	15	9	9	CD
stanford-ai-2021	673	16	2C	2c	NN
stanford-ai-2021	673	17	H	h	NN
stanford-ai-2021	673	18	A	a	NN
stanford-ai-2021	673	19	P	p	NN
stanford-ai-2021	673	20	T	t	NN
stanford-ai-2021	673	21	E	e	NN
stanford-ai-2021	673	22	R	r	NN
stanford-ai-2021	673	23	3	3	CD
stanford-ai-2021	673	24	P	p	NN
stanford-ai-2021	673	25	R	r	NN
stanford-ai-2021	673	26	E	e	NN
stanford-ai-2021	673	27	V	v	NN
stanford-ai-2021	673	28	I	i	NN
stanford-ai-2021	673	29	E	e	NN
stanford-ai-2021	673	30	W	W	NNP
stanford-ai-2021	673	31	Artificial	Artificial	NNP
stanford-ai-2021	673	32	Intelligence	Intelligence	NNP
stanford-ai-2021	673	33	Index	Index	NNP
stanford-ai-2021	673	34	Report	Report	NNP
stanford-ai-2021	673	35	2021	2021	CD
stanford-ai-2021	673	36	C	c	NN
stanford-ai-2021	673	37	H	h	NN
stanford-ai-2021	673	38	A	a	NN
stanford-ai-2021	673	39	P	p	NN
stanford-ai-2021	673	40	T	t	NN
stanford-ai-2021	673	41	E	e	NN
stanford-ai-2021	673	42	R	r	NN
stanford-ai-2021	673	43	3	3	CD
stanford-ai-2021	673	44	:	:	:
stanford-ai-2021	673	45	T	t	NN
stanford-ai-2021	673	46	H	h	NN
stanford-ai-2021	673	47	E	e	NN
stanford-ai-2021	673	48	E	e	NN
stanford-ai-2021	673	49	C	c	NN
stanford-ai-2021	673	50	O	o	NN
stanford-ai-2021	673	51	N	n	NN
stanford-ai-2021	673	52	O	o	NN
stanford-ai-2021	673	53	M	m	NN
stanford-ai-2021	673	54	Y	Y	NNP
stanford-ai-2021	673	55	Global	global	JJ
stanford-ai-2021	673	56	Comparison	comparison	NN
stanford-ai-2021	673	57	:	:	:
stanford-ai-2021	673	58	By	by	IN
stanford-ai-2021	673	59	Industry	Industry	NNP
stanford-ai-2021	673	60	To	to	TO
stanford-ai-2021	673	61	provide	provide	VB
stanford-ai-2021	673	62	an	an	DT
stanford-ai-2021	673	63	in	in	IN
stanford-ai-2021	673	64	-	-	HYPH
stanford-ai-2021	673	65	depth	depth	NN
stanford-ai-2021	673	66	sectoral	sectoral	JJ
stanford-ai-2021	673	67	decomposition	decomposition	NN
stanford-ai-2021	673	68	of	of	IN
stanford-ai-2021	673	69	AI	AI	NNP
stanford-ai-2021	673	70	skill	skill	NN
stanford-ai-2021	673	71	penetration	penetration	NN
stanford-ai-2021	673	72	across	across	IN
stanford-ai-2021	673	73	industries	industry	NNS
stanford-ai-2021	673	74	and	and	CC
stanford-ai-2021	673	75	sample	sample	NN
stanford-ai-2021	673	76	countries	country	NNS
stanford-ai-2021	673	77	,	,	,
stanford-ai-2021	673	78	Figure	Figure	NNP
stanford-ai-2021	673	79	3.1.9	3.1.9	NNP
stanford-ai-2021	673	80	includes	include	VBZ
stanford-ai-2021	673	81	the	the	DT
stanford-ai-2021	673	82	aggregated	aggregated	JJ
stanford-ai-2021	673	83	data	datum	NNS
stanford-ai-2021	673	84	of	of	IN
stanford-ai-2021	673	85	the	the	DT
stanford-ai-2021	673	86	top	top	JJ
stanford-ai-2021	673	87	five	five	CD
stanford-ai-2021	673	88	industries	industry	NNS
stanford-ai-2021	673	89	with	with	IN
stanford-ai-2021	673	90	the	the	DT
stanford-ai-2021	673	91	highest	high	JJS
stanford-ai-2021	673	92	AI	AI	NNP
stanford-ai-2021	673	93	skill	skill	NN
stanford-ai-2021	673	94	penetration	penetration	NN
stanford-ai-2021	673	95	globally	globally	RB
stanford-ai-2021	673	96	in	in	IN
stanford-ai-2021	673	97	the	the	DT
stanford-ai-2021	673	98	last	last	JJ
stanford-ai-2021	673	99	five	five	CD
stanford-ai-2021	673	100	years	year	NNS
stanford-ai-2021	673	101	:	:	:
stanford-ai-2021	673	102	education	education	NN
stanford-ai-2021	673	103	,	,	,
stanford-ai-2021	673	104	finance	finance	NN
stanford-ai-2021	673	105	,	,	,
stanford-ai-2021	673	106	hardware	hardware	NN
stanford-ai-2021	673	107	and	and	CC
stanford-ai-2021	673	108	networking	networking	NN
stanford-ai-2021	673	109	,	,	,
stanford-ai-2021	673	110	manufacturing	manufacturing	NN
stanford-ai-2021	673	111	,	,	,
stanford-ai-2021	673	112	and	and	CC
stanford-ai-2021	673	113	software	software	NN
stanford-ai-2021	673	114	and	and	CC
stanford-ai-2021	673	115	IT.3	IT.3	NNP
stanford-ai-2021	673	116	India	India	NNP
stanford-ai-2021	673	117	has	have	VBZ
stanford-ai-2021	673	118	the	the	DT
stanford-ai-2021	673	119	highest	high	JJS
stanford-ai-2021	673	120	relative	relative	JJ
stanford-ai-2021	673	121	AI	AI	NNP
stanford-ai-2021	673	122	skill	skill	NN
stanford-ai-2021	673	123	penetration	penetration	NN
stanford-ai-2021	673	124	across	across	IN
stanford-ai-2021	673	125	all	all	DT
stanford-ai-2021	673	126	five	five	CD
stanford-ai-2021	673	127	industries	industry	NNS
stanford-ai-2021	673	128	,	,	,
stanford-ai-2021	673	129	while	while	IN
stanford-ai-2021	673	130	the	the	DT
stanford-ai-2021	673	131	United	United	NNP
stanford-ai-2021	673	132	States	States	NNP
stanford-ai-2021	673	133	and	and	CC
stanford-ai-2021	673	134	China	China	NNP
stanford-ai-2021	673	135	frequently	frequently	RB
stanford-ai-2021	673	136	appear	appear	VBP
stanford-ai-2021	673	137	high	high	JJ
stanford-ai-2021	673	138	up	up	RB
stanford-ai-2021	673	139	on	on	IN
stanford-ai-2021	673	140	the	the	DT
stanford-ai-2021	673	141	list	list	NN
stanford-ai-2021	673	142	.	.	.
stanford-ai-2021	674	1	Other	other	JJ
stanford-ai-2021	674	2	pockets	pocket	NNS
stanford-ai-2021	674	3	of	of	IN
stanford-ai-2021	674	4	specialization	specialization	NN
stanford-ai-2021	674	5	worth	worth	JJ
stanford-ai-2021	674	6	highlighting	highlight	VBG
stanford-ai-2021	674	7	with	with	IN
stanford-ai-2021	674	8	relative	relative	JJ
stanford-ai-2021	674	9	skill	skill	NN
stanford-ai-2021	674	10	penetration	penetration	NN
stanford-ai-2021	674	11	rates	rate	NNS
stanford-ai-2021	674	12	of	of	IN
stanford-ai-2021	674	13	more	more	JJR
stanford-ai-2021	674	14	than	than	IN
stanford-ai-2021	674	15	1	1	CD
stanford-ai-2021	674	16	include	include	VBP
stanford-ai-2021	674	17	Germany	Germany	NNP
stanford-ai-2021	674	18	in	in	IN
stanford-ai-2021	674	19	hardware	hardware	NN
stanford-ai-2021	674	20	and	and	CC
stanford-ai-2021	674	21	networking	networking	NN
stanford-ai-2021	674	22	as	as	RB
stanford-ai-2021	674	23	well	well	RB
stanford-ai-2021	674	24	as	as	IN
stanford-ai-2021	674	25	manufacturing	manufacturing	NN
stanford-ai-2021	674	26	;	;	:
stanford-ai-2021	674	27	and	and	CC
stanford-ai-2021	674	28	Israel	Israel	NNP
stanford-ai-2021	674	29	in	in	IN
stanford-ai-2021	674	30	manufacturing	manufacturing	NN
stanford-ai-2021	674	31	and	and	CC
stanford-ai-2021	674	32	education	education	NN
stanford-ai-2021	674	33	.	.	.
stanford-ai-2021	675	1	3	3	LS
stanford-ai-2021	675	2	.1	.1	NN
stanford-ai-2021	675	3	J	J	NNP
stanford-ai-2021	675	4	O	O	NNP
stanford-ai-2021	675	5	B	B	NNP
stanford-ai-2021	675	6	S	S	NNP
stanford-ai-2021	675	7	Relative	Relative	NNP
stanford-ai-2021	675	8	AI	AI	NNP
stanford-ai-2021	675	9	Skill	Skill	NNP
stanford-ai-2021	675	10	Penetration	Penetration	NNP
stanford-ai-2021	675	11	Rate	Rate	NNP
stanford-ai-2021	675	12	RELATIVE	relative	NN
stanford-ai-2021	675	13	AI	ai	NN
stanford-ai-2021	675	14	SKILL	SKILL	VBN
stanford-ai-2021	675	15	PENETRATION	penetration	NN
stanford-ai-2021	675	16	RATE	rate	NN
stanford-ai-2021	675	17	by	by	IN
stanford-ai-2021	675	18	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	675	19	,	,	,
stanford-ai-2021	675	20	2015	2015	CD
stanford-ai-2021	675	21	-	-	SYM
stanford-ai-2021	675	22	20	20	CD
stanford-ai-2021	675	23	Source	source	NN
stanford-ai-2021	675	24	:	:	:
stanford-ai-2021	675	25	LinkedIn	linkedin	CD
stanford-ai-2021	675	26	,	,	,
stanford-ai-2021	675	27	2020	2020	CD
stanford-ai-2021	675	28	|	|	CD
stanford-ai-2021	675	29	Chart	Chart	NNP
stanford-ai-2021	675	30	:	:	:
stanford-ai-2021	675	31	2021	2021	CD
stanford-ai-2021	675	32	AI	AI	NNP
stanford-ai-2021	675	33	Index	Index	NNP
stanford-ai-2021	675	34	Report	Report	NNP
stanford-ai-2021	675	35	Education	Education	NNP
stanford-ai-2021	675	36	0	0	CD
stanford-ai-2021	675	37	1	1	CD
stanford-ai-2021	675	38	2	2	CD
stanford-ai-2021	675	39	3	3	CD
stanford-ai-2021	675	40	India	India	NNP
stanford-ai-2021	675	41	United	United	NNP
stanford-ai-2021	675	42	States	States	NNP
stanford-ai-2021	675	43	South	South	NNP
stanford-ai-2021	675	44	Korea	Korea	NNP
stanford-ai-2021	675	45	Israel	Israel	NNP
stanford-ai-2021	675	46	Switzerland	Switzerland	NNP
stanford-ai-2021	675	47	Germany	Germany	NNP
stanford-ai-2021	675	48	China	China	NNP
stanford-ai-2021	675	49	Finance	Finance	NNP
stanford-ai-2021	675	50	0	0	CD
stanford-ai-2021	675	51	1	1	CD
stanford-ai-2021	675	52	2	2	CD
stanford-ai-2021	675	53	3	3	CD
stanford-ai-2021	675	54	India	India	NNP
stanford-ai-2021	675	55	United	United	NNP
stanford-ai-2021	675	56	States	States	NNP
stanford-ai-2021	675	57	Canada	Canada	NNP
stanford-ai-2021	675	58	Germany	Germany	NNP
stanford-ai-2021	675	59	United	United	NNP
stanford-ai-2021	675	60	Kingdom	Kingdom	NNP
stanford-ai-2021	675	61	South	South	NNP
stanford-ai-2021	675	62	Africa	Africa	NNP
stanford-ai-2021	675	63	Netherlands	Netherlands	NNP
stanford-ai-2021	675	64	Hardware	Hardware	NNP
stanford-ai-2021	675	65	&	&	CC
stanford-ai-2021	675	66	Networking	Networking	NNP
stanford-ai-2021	675	67	0	0	CD
stanford-ai-2021	675	68	1	1	CD
stanford-ai-2021	675	69	2	2	CD
stanford-ai-2021	675	70	3	3	CD
stanford-ai-2021	675	71	India	India	NNP
stanford-ai-2021	675	72	United	United	NNP
stanford-ai-2021	675	73	States	States	NNP
stanford-ai-2021	675	74	Germany	Germany	NNP
stanford-ai-2021	675	75	China	China	NNP
stanford-ai-2021	675	76	Israel	Israel	NNP
stanford-ai-2021	675	77	France	France	NNP
stanford-ai-2021	675	78	Singapore	Singapore	NNP
stanford-ai-2021	675	79	Manufacturing	Manufacturing	NNP
stanford-ai-2021	675	80	0	0	CD
stanford-ai-2021	675	81	1	1	CD
stanford-ai-2021	675	82	2	2	CD
stanford-ai-2021	675	83	3	3	CD
stanford-ai-2021	675	84	India	India	NNP
stanford-ai-2021	675	85	United	United	NNP
stanford-ai-2021	675	86	States	States	NNP
stanford-ai-2021	675	87	Germany	Germany	NNP
stanford-ai-2021	675	88	Israel	Israel	NNP
stanford-ai-2021	675	89	United	United	NNP
stanford-ai-2021	675	90	Kingdom	Kingdom	NNP
stanford-ai-2021	675	91	Spain	Spain	NNP
stanford-ai-2021	675	92	China	China	NNP
stanford-ai-2021	675	93	Software	Software	NNP
stanford-ai-2021	675	94	&	&	CC
stanford-ai-2021	675	95	IT	IT	NNP
stanford-ai-2021	675	96	Services	Services	NNP
stanford-ai-2021	675	97	0	0	NFP
stanford-ai-2021	675	98	1	1	CD
stanford-ai-2021	675	99	2	2	CD
stanford-ai-2021	675	100	3	3	CD
stanford-ai-2021	675	101	India	India	NNP
stanford-ai-2021	675	102	United	United	NNP
stanford-ai-2021	675	103	States	States	NNP
stanford-ai-2021	675	104	China	China	NNP
stanford-ai-2021	675	105	South	South	NNP
stanford-ai-2021	675	106	Korea	Korea	NNP
stanford-ai-2021	675	107	Germany	Germany	NNP
stanford-ai-2021	675	108	Canada	Canada	NNP
stanford-ai-2021	675	109	Israel	Israel	NNP
stanford-ai-2021	675	110	Figure	Figure	NNP
stanford-ai-2021	675	111	3.1.9	3.1.9	NNP
stanford-ai-2021	675	112	3	3	CD
stanford-ai-2021	675	113	Countries	Countries	NNPS
stanford-ai-2021	675	114	included	include	VBN
stanford-ai-2021	675	115	are	be	VBP
stanford-ai-2021	675	116	a	a	DT
stanford-ai-2021	675	117	select	select	JJ
stanford-ai-2021	675	118	sample	sample	NN
stanford-ai-2021	675	119	of	of	IN
stanford-ai-2021	675	120	eligible	eligible	JJ
stanford-ai-2021	675	121	countries	country	NNS
stanford-ai-2021	675	122	with	with	IN
stanford-ai-2021	675	123	at	at	RB
stanford-ai-2021	675	124	least	least	RBS
stanford-ai-2021	675	125	40	40	CD
stanford-ai-2021	675	126	%	%	NN
stanford-ai-2021	675	127	labor	labor	NN
stanford-ai-2021	675	128	force	force	NN
stanford-ai-2021	675	129	coverage	coverage	NN
stanford-ai-2021	675	130	by	by	IN
stanford-ai-2021	675	131	LinkedIn	LinkedIn	NNP
stanford-ai-2021	675	132	and	and	CC
stanford-ai-2021	675	133	at	at	RB
stanford-ai-2021	675	134	least	least	RBS
stanford-ai-2021	675	135	10	10	CD
stanford-ai-2021	675	136	AI	AI	NNP
stanford-ai-2021	675	137	hires	hire	VBZ
stanford-ai-2021	675	138	in	in	IN
stanford-ai-2021	675	139	any	any	DT
stanford-ai-2021	675	140	given	give	VBN
stanford-ai-2021	675	141	month	month	NN
stanford-ai-2021	675	142	.	.	.
stanford-ai-2021	676	1	China	China	NNP
stanford-ai-2021	676	2	and	and	CC
stanford-ai-2021	676	3	India	India	NNP
stanford-ai-2021	676	4	were	be	VBD
stanford-ai-2021	676	5	included	include	VBN
stanford-ai-2021	676	6	in	in	IN
stanford-ai-2021	676	7	this	this	DT
stanford-ai-2021	676	8	sample	sample	NN
stanford-ai-2021	676	9	because	because	IN
stanford-ai-2021	676	10	of	of	IN
stanford-ai-2021	676	11	their	-PRON-	PRP$
stanford-ai-2021	676	12	increasing	increase	VBG
stanford-ai-2021	676	13	importance	importance	NN
stanford-ai-2021	676	14	in	in	IN
stanford-ai-2021	676	15	the	the	DT
stanford-ai-2021	676	16	global	global	JJ
stanford-ai-2021	676	17	economy	economy	NN
stanford-ai-2021	676	18	,	,	,
stanford-ai-2021	676	19	but	but	CC
stanford-ai-2021	676	20	LinkedIn	linkedin	JJ
stanford-ai-2021	676	21	coverage	coverage	NN
stanford-ai-2021	676	22	in	in	IN
stanford-ai-2021	676	23	these	these	DT
stanford-ai-2021	676	24	countries	country	NNS
stanford-ai-2021	676	25	does	do	VBZ
stanford-ai-2021	676	26	not	not	RB
stanford-ai-2021	676	27	reach	reach	VB
stanford-ai-2021	676	28	40	40	CD
stanford-ai-2021	676	29	%	%	NN
stanford-ai-2021	676	30	of	of	IN
stanford-ai-2021	676	31	the	the	DT
stanford-ai-2021	676	32	workforce	workforce	NN
stanford-ai-2021	676	33	.	.	.
stanford-ai-2021	677	1	Insights	insight	NNS
stanford-ai-2021	677	2	for	for	IN
stanford-ai-2021	677	3	these	these	DT
stanford-ai-2021	677	4	countries	country	NNS
stanford-ai-2021	677	5	may	may	MD
stanford-ai-2021	677	6	not	not	RB
stanford-ai-2021	677	7	provide	provide	VB
stanford-ai-2021	677	8	as	as	IN
stanford-ai-2021	677	9	full	full	JJ
stanford-ai-2021	677	10	a	a	DT
stanford-ai-2021	677	11	picture	picture	NN
stanford-ai-2021	677	12	as	as	IN
stanford-ai-2021	677	13	other	other	JJ
stanford-ai-2021	677	14	countries	country	NNS
stanford-ai-2021	677	15	,	,	,
stanford-ai-2021	677	16	and	and	CC
stanford-ai-2021	677	17	should	should	MD
stanford-ai-2021	677	18	be	be	VB
stanford-ai-2021	677	19	interpreted	interpret	VBN
stanford-ai-2021	677	20	accordingly	accordingly	RB
stanford-ai-2021	677	21	.	.	.
stanford-ai-2021	678	1	TA	TA	NNP
stanford-ai-2021	678	2	B	B	NNP
stanford-ai-2021	678	3	L	l	NN
stanford-ai-2021	678	4	E	e	NN
stanford-ai-2021	678	5	O	o	NN
stanford-ai-2021	678	6	F	f	NN
stanford-ai-2021	678	7	C	c	NN
stanford-ai-2021	678	8	O	o	NN
stanford-ai-2021	678	9	N	n	NN
stanford-ai-2021	678	10	T	t	NN
stanford-ai-2021	678	11	E	e	NN
stanford-ai-2021	678	12	N	n	NN
stanford-ai-2021	678	13	T	t	NN
stanford-ai-2021	678	14	S	s	NN
stanford-ai-2021	678	15	9	9	CD
stanford-ai-2021	678	16	3C	3c	NN
stanford-ai-2021	678	17	H	h	NN
stanford-ai-2021	678	18	A	a	NN
stanford-ai-2021	678	19	P	p	NN
stanford-ai-2021	678	20	T	t	NN
stanford-ai-2021	678	21	E	e	NN
stanford-ai-2021	678	22	R	r	NN
stanford-ai-2021	678	23	3	3	CD
stanford-ai-2021	678	24	P	p	NN
stanford-ai-2021	678	25	R	r	NN
stanford-ai-2021	678	26	E	e	NN
stanford-ai-2021	678	27	V	v	NN
stanford-ai-2021	678	28	I	i	NN
stanford-ai-2021	678	29	E	e	NN
stanford-ai-2021	678	30	W	W	NNP
stanford-ai-2021	678	31	Artificial	Artificial	NNP
stanford-ai-2021	678	32	Intelligence	Intelligence	NNP
stanford-ai-2021	678	33	Index	Index	NNP
stanford-ai-2021	678	34	Report	Report	NNP
stanford-ai-2021	678	35	2021	2021	CD
stanford-ai-2021	678	36	This	this	DT
stanford-ai-2021	678	37	section	section	NN
stanford-ai-2021	678	38	explores	explore	VBZ
stanford-ai-2021	678	39	the	the	DT
stanford-ai-2021	678	40	investment	investment	NN
stanford-ai-2021	678	41	activity	activity	NN
stanford-ai-2021	678	42	of	of	IN
stanford-ai-2021	678	43	private	private	JJ
stanford-ai-2021	678	44	companies	company	NNS
stanford-ai-2021	678	45	by	by	IN
stanford-ai-2021	678	46	NetBase	NetBase	NNP
stanford-ai-2021	678	47	Quid	Quid	NNP
stanford-ai-2021	678	48	based	base	VBN
stanford-ai-2021	678	49	on	on	IN
stanford-ai-2021	678	50	data	datum	NNS
stanford-ai-2021	678	51	from	from	IN
stanford-ai-2021	678	52	CapIQ	CapIQ	NNP
stanford-ai-2021	678	53	and	and	CC
stanford-ai-2021	678	54	Crunchbase	Crunchbase	NNP
stanford-ai-2021	678	55	.	.	.
stanford-ai-2021	679	1	Specifically	specifically	RB
stanford-ai-2021	679	2	,	,	,
stanford-ai-2021	679	3	it	-PRON-	PRP
stanford-ai-2021	679	4	looks	look	VBZ
stanford-ai-2021	679	5	at	at	IN
stanford-ai-2021	679	6	the	the	DT
stanford-ai-2021	679	7	latest	late	JJS
stanford-ai-2021	679	8	trends	trend	NNS
stanford-ai-2021	679	9	in	in	IN
stanford-ai-2021	679	10	corporate	corporate	JJ
stanford-ai-2021	679	11	AI	AI	NNP
stanford-ai-2021	679	12	investment	investment	NN
stanford-ai-2021	679	13	,	,	,
stanford-ai-2021	679	14	such	such	JJ
stanford-ai-2021	679	15	as	as	IN
stanford-ai-2021	679	16	private	private	JJ
stanford-ai-2021	679	17	investment	investment	NN
stanford-ai-2021	679	18	,	,	,
stanford-ai-2021	679	19	public	public	JJ
stanford-ai-2021	679	20	offerings	offering	NNS
stanford-ai-2021	679	21	,	,	,
stanford-ai-2021	679	22	mergers	merger	NNS
stanford-ai-2021	679	23	and	and	CC
stanford-ai-2021	679	24	acquisitions	acquisition	NNS
stanford-ai-2021	679	25	(	(	-LRB-
stanford-ai-2021	679	26	M&A	M&A	NNP
stanford-ai-2021	679	27	)	)	-RRB-
stanford-ai-2021	679	28	,	,	,
stanford-ai-2021	679	29	and	and	CC
stanford-ai-2021	679	30	minority	minority	NN
stanford-ai-2021	679	31	stakes	stake	NNS
stanford-ai-2021	679	32	related	relate	VBN
stanford-ai-2021	679	33	to	to	IN
stanford-ai-2021	679	34	AI	AI	NNP
stanford-ai-2021	679	35	.	.	.
stanford-ai-2021	680	1	The	the	DT
stanford-ai-2021	680	2	section	section	NN
stanford-ai-2021	680	3	then	then	RB
stanford-ai-2021	680	4	focuses	focus	VBZ
stanford-ai-2021	680	5	on	on	IN
stanford-ai-2021	680	6	the	the	DT
stanford-ai-2021	680	7	private	private	JJ
stanford-ai-2021	680	8	investment	investment	NN
stanford-ai-2021	680	9	in	in	IN
stanford-ai-2021	680	10	AI	AI	NNP
stanford-ai-2021	680	11	,	,	,
stanford-ai-2021	680	12	or	or	CC
stanford-ai-2021	680	13	how	how	WRB
stanford-ai-2021	680	14	much	much	JJ
stanford-ai-2021	680	15	private	private	JJ
stanford-ai-2021	680	16	funding	funding	NN
stanford-ai-2021	680	17	goes	go	VBZ
stanford-ai-2021	680	18	into	into	IN
stanford-ai-2021	680	19	AI	AI	NNP
stanford-ai-2021	680	20	startups	startup	NNS
stanford-ai-2021	680	21	and	and	CC
stanford-ai-2021	680	22	which	which	WDT
stanford-ai-2021	680	23	sectors	sector	NNS
stanford-ai-2021	680	24	are	be	VBP
stanford-ai-2021	680	25	attracting	attract	VBG
stanford-ai-2021	680	26	significant	significant	JJ
stanford-ai-2021	680	27	investment	investment	NN
stanford-ai-2021	680	28	and	and	CC
stanford-ai-2021	680	29	in	in	IN
stanford-ai-2021	680	30	which	which	WDT
stanford-ai-2021	680	31	countries	country	NNS
stanford-ai-2021	680	32	.	.	.
stanford-ai-2021	681	1	C	c	NN
stanford-ai-2021	681	2	H	h	NN
stanford-ai-2021	681	3	A	a	NN
stanford-ai-2021	681	4	P	p	NN
stanford-ai-2021	681	5	T	t	NN
stanford-ai-2021	681	6	E	e	NN
stanford-ai-2021	681	7	R	r	NN
stanford-ai-2021	681	8	3	3	CD
stanford-ai-2021	681	9	:	:	:
stanford-ai-2021	681	10	T	t	NN
stanford-ai-2021	681	11	H	h	NN
stanford-ai-2021	681	12	E	e	NN
stanford-ai-2021	681	13	E	e	NN
stanford-ai-2021	681	14	C	c	NN
stanford-ai-2021	681	15	O	o	NN
stanford-ai-2021	681	16	N	n	NN
stanford-ai-2021	681	17	O	o	NN
stanford-ai-2021	681	18	M	m	NN
stanford-ai-2021	681	19	Y	y	NN
stanford-ai-2021	681	20	C	c	NN
stanford-ai-2021	681	21	O	o	NN
stanford-ai-2021	681	22	R	r	NN
stanford-ai-2021	681	23	P	p	NN
stanford-ai-2021	681	24	O	o	NN
stanford-ai-2021	681	25	R	r	NN
stanford-ai-2021	681	26	AT	at	NN
stanford-ai-2021	681	27	E	e	NN
stanford-ai-2021	681	28	I	i	NN
stanford-ai-2021	681	29	N	n	NN
stanford-ai-2021	681	30	V	v	NN
stanford-ai-2021	681	31	E	e	NN
stanford-ai-2021	681	32	S	s	NN
stanford-ai-2021	681	33	T	t	NN
stanford-ai-2021	681	34	M	m	NN
stanford-ai-2021	681	35	E	e	NN
stanford-ai-2021	681	36	N	n	NN
stanford-ai-2021	681	37	T	t	NN
stanford-ai-2021	681	38	The	the	DT
stanford-ai-2021	681	39	total	total	JJ
stanford-ai-2021	681	40	global	global	JJ
stanford-ai-2021	681	41	investment	investment	NN
stanford-ai-2021	681	42	in	in	IN
stanford-ai-2021	681	43	AI	AI	NNP
stanford-ai-2021	681	44	,	,	,
stanford-ai-2021	681	45	including	include	VBG
stanford-ai-2021	681	46	private	private	JJ
stanford-ai-2021	681	47	investment	investment	NN
stanford-ai-2021	681	48	,	,	,
stanford-ai-2021	681	49	public	public	JJ
stanford-ai-2021	681	50	offerings	offering	NNS
stanford-ai-2021	681	51	,	,	,
stanford-ai-2021	681	52	M&A	M&A	NNP
stanford-ai-2021	681	53	,	,	,
stanford-ai-2021	681	54	and	and	CC
stanford-ai-2021	681	55	minority	minority	NN
stanford-ai-2021	681	56	stakes	stake	NNS
stanford-ai-2021	681	57	,	,	,
stanford-ai-2021	681	58	increased	increase	VBD
stanford-ai-2021	681	59	by	by	IN
stanford-ai-2021	681	60	40	40	CD
stanford-ai-2021	681	61	%	%	NN
stanford-ai-2021	681	62	in	in	IN
stanford-ai-2021	681	63	2020	2020	CD
stanford-ai-2021	681	64	relative	relative	JJ
stanford-ai-2021	681	65	to	to	IN
stanford-ai-2021	681	66	2019	2019	CD
stanford-ai-2021	681	67	for	for	IN
stanford-ai-2021	681	68	a	a	DT
stanford-ai-2021	681	69	total	total	NN
stanford-ai-2021	681	70	of	of	IN
stanford-ai-2021	681	71	USD	usd	NN
stanford-ai-2021	681	72	67.9	67.9	CD
stanford-ai-2021	681	73	billion	billion	CD
stanford-ai-2021	681	74	(	(	-LRB-
stanford-ai-2021	681	75	Figure	Figure	NNP
stanford-ai-2021	681	76	3.2.1	3.2.1	CD
stanford-ai-2021	681	77	)	)	-RRB-
stanford-ai-2021	681	78	.	.	.
stanford-ai-2021	682	1	Given	give	VBN
stanford-ai-2021	682	2	the	the	DT
stanford-ai-2021	682	3	pandemic	pandemic	NN
stanford-ai-2021	682	4	,	,	,
stanford-ai-2021	682	5	many	many	JJ
stanford-ai-2021	682	6	small	small	JJ
stanford-ai-2021	682	7	businesses	business	NNS
stanford-ai-2021	682	8	have	have	VBP
stanford-ai-2021	682	9	suffered	suffer	VBN
stanford-ai-2021	682	10	disproportionately	disproportionately	RB
stanford-ai-2021	682	11	.	.	.
stanford-ai-2021	683	1	As	as	IN
stanford-ai-2021	683	2	a	a	DT
stanford-ai-2021	683	3	result	result	NN
stanford-ai-2021	683	4	,	,	,
stanford-ai-2021	683	5	industry	industry	NN
stanford-ai-2021	683	6	consolidation	consolidation	NN
stanford-ai-2021	683	7	and	and	CC
stanford-ai-2021	683	8	increased	increase	VBN
stanford-ai-2021	683	9	M&A	M&A	NNP
stanford-ai-2021	683	10	activity	activity	NN
stanford-ai-2021	683	11	in	in	IN
stanford-ai-2021	683	12	2020	2020	CD
stanford-ai-2021	683	13	are	be	VBP
stanford-ai-2021	683	14	driving	drive	VBG
stanford-ai-2021	683	15	up	up	RP
stanford-ai-2021	683	16	the	the	DT
stanford-ai-2021	683	17	total	total	JJ
stanford-ai-2021	683	18	corporate	corporate	JJ
stanford-ai-2021	683	19	investment	investment	NN
stanford-ai-2021	683	20	in	in	IN
stanford-ai-2021	683	21	AI	AI	NNP
stanford-ai-2021	683	22	.	.	.
stanford-ai-2021	684	1	M&A	M&A	NNP
stanford-ai-2021	684	2	made	make	VBD
stanford-ai-2021	684	3	up	up	RP
stanford-ai-2021	684	4	the	the	DT
stanford-ai-2021	684	5	majority	majority	NN
stanford-ai-2021	684	6	of	of	IN
stanford-ai-2021	684	7	the	the	DT
stanford-ai-2021	684	8	total	total	JJ
stanford-ai-2021	684	9	investment	investment	NN
stanford-ai-2021	684	10	amount	amount	NN
stanford-ai-2021	684	11	in	in	IN
stanford-ai-2021	684	12	2020	2020	CD
stanford-ai-2021	684	13	,	,	,
stanford-ai-2021	684	14	increasing	increase	VBG
stanford-ai-2021	684	15	by	by	IN
stanford-ai-2021	684	16	121.7	121.7	CD
stanford-ai-2021	684	17	%	%	NN
stanford-ai-2021	684	18	relative	relative	JJ
stanford-ai-2021	684	19	to	to	IN
stanford-ai-2021	684	20	2019	2019	CD
stanford-ai-2021	684	21	.	.	.
stanford-ai-2021	685	1	Several	several	JJ
stanford-ai-2021	685	2	high	high	JJ
stanford-ai-2021	685	3	-	-	HYPH
stanford-ai-2021	685	4	profile	profile	NN
stanford-ai-2021	685	5	acquisitions	acquisition	NNS
stanford-ai-2021	685	6	related	relate	VBN
stanford-ai-2021	685	7	to	to	IN
stanford-ai-2021	685	8	AI	AI	NNP
stanford-ai-2021	685	9	took	take	VBD
stanford-ai-2021	685	10	place	place	NN
stanford-ai-2021	685	11	in	in	IN
stanford-ai-2021	685	12	2020	2020	CD
stanford-ai-2021	685	13	,	,	,
stanford-ai-2021	685	14	including	include	VBG
stanford-ai-2021	685	15	NVIDIA	NVIDIA	NNP
stanford-ai-2021	685	16	’s	’s	POS
stanford-ai-2021	685	17	acquisition	acquisition	NN
stanford-ai-2021	685	18	of	of	IN
stanford-ai-2021	685	19	Mellanox	Mellanox	NNP
stanford-ai-2021	685	20	Technologies	Technologies	NNPS
stanford-ai-2021	685	21	and	and	CC
stanford-ai-2021	685	22	Capgemini	Capgemini	NNP
stanford-ai-2021	685	23	’s	’s	POS
stanford-ai-2021	685	24	of	of	IN
stanford-ai-2021	685	25	Altran	Altran	NNP
stanford-ai-2021	685	26	Technologies	Technologies	NNP
stanford-ai-2021	685	27	.	.	.
stanford-ai-2021	686	1	3.2	3.2	CD
stanford-ai-2021	686	2	INVESTMENT	INVESTMENT	NNP
stanford-ai-2021	686	3	3	3	CD
stanford-ai-2021	686	4	.	.	.
stanford-ai-2021	687	1	2	2	LS
stanford-ai-2021	687	2	I	i	NN
stanford-ai-2021	687	3	N	n	NN
stanford-ai-2021	687	4	V	v	NN
stanford-ai-2021	687	5	E	e	NN
stanford-ai-2021	687	6	S	s	NN
stanford-ai-2021	687	7	T	t	NN
stanford-ai-2021	687	8	M	m	NN
stanford-ai-2021	687	9	E	e	NN
stanford-ai-2021	687	10	N	N	NNP
stanford-ai-2021	687	11	T	t	NN
stanford-ai-2021	687	12	2015	2015	CD
stanford-ai-2021	687	13	2016	2016	CD
stanford-ai-2021	687	14	2017	2017	CD
stanford-ai-2021	687	15	2018	2018	CD
stanford-ai-2021	687	16	2019	2019	CD
stanford-ai-2021	687	17	2020	2020	CD
stanford-ai-2021	687	18	0	0	CD
stanford-ai-2021	687	19	10,000	10,000	CD
stanford-ai-2021	687	20	20,000	20,000	CD
stanford-ai-2021	687	21	30,000	30,000	CD
stanford-ai-2021	687	22	40,000	40,000	CD
stanford-ai-2021	687	23	50,000	50,000	CD
stanford-ai-2021	687	24	60,000	60,000	CD
stanford-ai-2021	687	25	70,000	70,000	CD
stanford-ai-2021	687	26	T	t	NN
stanford-ai-2021	687	27	o	o	NN
stanford-ai-2021	687	28	ta	ta	NNP
stanford-ai-2021	687	29	l	l	NN
stanford-ai-2021	687	30	I	I	NNP
stanford-ai-2021	687	31	n	n	CC
stanford-ai-2021	687	32	ve	ve	NNP
stanford-ai-2021	687	33	st	st	NNP
stanford-ai-2021	687	34	m	m	NNP
stanford-ai-2021	687	35	en	en	NNP
stanford-ai-2021	687	36	t	t	NNP
stanford-ai-2021	687	37	(	(	-LRB-
stanford-ai-2021	687	38	i	i	NN
stanford-ai-2021	687	39	n	n	CC
stanford-ai-2021	687	40	M	M	NNP
stanford-ai-2021	687	41	ill	ill	NNP
stanford-ai-2021	687	42	io	io	IN
stanford-ai-2021	687	43	n	n	NNP
stanford-ai-2021	687	44	s	s	NNP
stanford-ai-2021	687	45	o	o	NNP
stanford-ai-2021	687	46	f	f	NNP
stanford-ai-2021	687	47	U	u	NN
stanford-ai-2021	687	48	.S	.S	.
stanford-ai-2021	687	49	.	.	.
stanford-ai-2021	688	1	D	D	NNP
stanford-ai-2021	688	2	o	o	NN
stanford-ai-2021	688	3	lla	lla	NN
stanford-ai-2021	688	4	rs	rs	NN
stanford-ai-2021	688	5	)	)	-RRB-
stanford-ai-2021	688	6	44,075	44,075	CD
stanford-ai-2021	688	7	67,854	67,854	CD
stanford-ai-2021	688	8	48,851	48,851	CD
stanford-ai-2021	688	9	17,699	17,699	CD
stanford-ai-2021	688	10	43,811	43,811	CD
stanford-ai-2021	688	11	12,751	12,751	CD
stanford-ai-2021	688	12	23,002	23,002	CD
stanford-ai-2021	688	13	38,659	38,659	CD
stanford-ai-2021	688	14	42,238	42,238	CD
stanford-ai-2021	688	15	36,576	36,576	CD
stanford-ai-2021	688	16	19,849	19,849	CD
stanford-ai-2021	688	17	13,097	13,097	CD
stanford-ai-2021	688	18	18,932	18,932	CD
stanford-ai-2021	688	19	4,493	4,493	CD
stanford-ai-2021	688	20	4,328	4,328	CD
stanford-ai-2021	688	21	4,140	4,140	CD
stanford-ai-2021	688	22	7,952	7,952	CD
stanford-ai-2021	688	23	8,541	8,541	CD
stanford-ai-2021	688	24	GLOBAL	GLOBAL	NNP
stanford-ai-2021	688	25	CORPORATE	corporate	JJ
stanford-ai-2021	688	26	INVESTMENT	investment	NN
stanford-ai-2021	688	27	in	in	IN
stanford-ai-2021	688	28	AI	AI	NNP
stanford-ai-2021	688	29	by	by	IN
stanford-ai-2021	688	30	INVESTMENT	investment	NN
stanford-ai-2021	688	31	ACTIVITY	ACTIVITY	NNS
stanford-ai-2021	688	32	,	,	,
stanford-ai-2021	688	33	2015	2015	CD
stanford-ai-2021	688	34	-	-	SYM
stanford-ai-2021	688	35	20	20	CD
stanford-ai-2021	688	36	Source	source	NN
stanford-ai-2021	688	37	:	:	:
stanford-ai-2021	688	38	CapIQ	CapIQ	NNP
stanford-ai-2021	688	39	,	,	,
stanford-ai-2021	688	40	Crunchbase	Crunchbase	NNP
stanford-ai-2021	688	41	,	,	,
stanford-ai-2021	688	42	and	and	CC
stanford-ai-2021	688	43	NetBase	NetBase	NNP
stanford-ai-2021	688	44	Quid	Quid	NNP
stanford-ai-2021	688	45	,	,	,
stanford-ai-2021	688	46	2020	2020	CD
stanford-ai-2021	688	47	|	|	CD
stanford-ai-2021	688	48	Chart	Chart	NNP
stanford-ai-2021	688	49	:	:	:
stanford-ai-2021	688	50	2021	2021	CD
stanford-ai-2021	688	51	AI	AI	NNP
stanford-ai-2021	688	52	Index	Index	NNP
stanford-ai-2021	688	53	Report	Report	NNP
stanford-ai-2021	688	54	Private	Private	NNP
stanford-ai-2021	688	55	Investment	Investment	NNP
stanford-ai-2021	688	56	Public	Public	NNP
stanford-ai-2021	688	57	O	O	NNP
stanford-ai-2021	688	58	ering	ere	VBG
stanford-ai-2021	688	59	Merger	Merger	NNP
stanford-ai-2021	688	60	/	/	SYM
stanford-ai-2021	688	61	Acquisition	Acquisition	NNP
stanford-ai-2021	688	62	Minority	Minority	NNP
stanford-ai-2021	688	63	Stake	Stake	NNP
stanford-ai-2021	688	64	Figure	Figure	NNP
stanford-ai-2021	688	65	3.2.1	3.2.1	NN
stanford-ai-2021	688	66	TA	TA	NNP
stanford-ai-2021	688	67	B	b	NN
stanford-ai-2021	688	68	L	l	NN
stanford-ai-2021	688	69	E	e	NN
stanford-ai-2021	688	70	O	o	NN
stanford-ai-2021	688	71	F	f	NN
stanford-ai-2021	688	72	C	c	NN
stanford-ai-2021	688	73	O	o	NN
stanford-ai-2021	688	74	N	n	NN
stanford-ai-2021	688	75	T	t	NN
stanford-ai-2021	688	76	E	e	NN
stanford-ai-2021	688	77	N	n	NN
stanford-ai-2021	688	78	T	t	NN
stanford-ai-2021	688	79	S	s	NN
stanford-ai-2021	688	80	9	9	CD
stanford-ai-2021	688	81	4C	4c	NN
stanford-ai-2021	688	82	H	h	NN
stanford-ai-2021	688	83	A	a	NN
stanford-ai-2021	688	84	P	p	NN
stanford-ai-2021	688	85	T	t	NN
stanford-ai-2021	688	86	E	e	NN
stanford-ai-2021	688	87	R	r	NN
stanford-ai-2021	688	88	3	3	CD
stanford-ai-2021	688	89	P	p	NN
stanford-ai-2021	688	90	R	r	NN
stanford-ai-2021	688	91	E	e	NN
stanford-ai-2021	688	92	V	v	NN
stanford-ai-2021	688	93	I	i	NN
stanford-ai-2021	688	94	E	e	NN
stanford-ai-2021	688	95	W	W	NNP
stanford-ai-2021	688	96	Artificial	Artificial	NNP
stanford-ai-2021	688	97	Intelligence	Intelligence	NNP
stanford-ai-2021	688	98	Index	Index	NNP
stanford-ai-2021	688	99	Report	Report	NNP
stanford-ai-2021	688	100	2021	2021	CD
stanford-ai-2021	688	101	C	c	NN
stanford-ai-2021	688	102	H	h	NN
stanford-ai-2021	688	103	A	a	NN
stanford-ai-2021	688	104	P	p	NN
stanford-ai-2021	688	105	T	t	NN
stanford-ai-2021	688	106	E	e	NN
stanford-ai-2021	688	107	R	r	NN
stanford-ai-2021	688	108	3	3	CD
stanford-ai-2021	688	109	:	:	:
stanford-ai-2021	688	110	T	t	NN
stanford-ai-2021	688	111	H	h	NN
stanford-ai-2021	688	112	E	e	NN
stanford-ai-2021	688	113	E	e	NN
stanford-ai-2021	688	114	C	c	NN
stanford-ai-2021	688	115	O	o	NN
stanford-ai-2021	688	116	N	n	NN
stanford-ai-2021	688	117	O	o	NN
stanford-ai-2021	688	118	M	m	NN
stanford-ai-2021	688	119	Y	y	NN
stanford-ai-2021	688	120	S	s	NN
stanford-ai-2021	688	121	TA	ta	NN
stanford-ai-2021	688	122	R	r	NN
stanford-ai-2021	688	123	T	t	NN
stanford-ai-2021	688	124	U	u	NN
stanford-ai-2021	688	125	P	p	NN
stanford-ai-2021	688	126	AC	ac	NN
stanford-ai-2021	688	127	T	t	NN
stanford-ai-2021	688	128	I	i	NN
stanford-ai-2021	688	129	V	v	NN
stanford-ai-2021	688	130	I	i	NN
stanford-ai-2021	688	131	T	t	NN
stanford-ai-2021	688	132	Y	y	NN
stanford-ai-2021	688	133	The	the	DT
stanford-ai-2021	688	134	following	following	JJ
stanford-ai-2021	688	135	section	section	NN
stanford-ai-2021	688	136	analyzed	analyze	VBD
stanford-ai-2021	688	137	the	the	DT
stanford-ai-2021	688	138	trend	trend	NN
stanford-ai-2021	688	139	of	of	IN
stanford-ai-2021	688	140	private	private	JJ
stanford-ai-2021	688	141	investment	investment	NN
stanford-ai-2021	688	142	in	in	IN
stanford-ai-2021	688	143	AI	AI	NNP
stanford-ai-2021	688	144	startups	startup	NNS
stanford-ai-2021	688	145	that	that	WDT
stanford-ai-2021	688	146	have	have	VBP
stanford-ai-2021	688	147	received	receive	VBN
stanford-ai-2021	688	148	investments	investment	NNS
stanford-ai-2021	688	149	of	of	IN
stanford-ai-2021	688	150	over	over	IN
stanford-ai-2021	688	151	USD	usd	NN
stanford-ai-2021	688	152	400,000	400,000	CD
stanford-ai-2021	688	153	in	in	IN
stanford-ai-2021	688	154	the	the	DT
stanford-ai-2021	688	155	last	last	JJ
stanford-ai-2021	688	156	10	10	CD
stanford-ai-2021	688	157	years	year	NNS
stanford-ai-2021	688	158	.	.	.
stanford-ai-2021	689	1	While	while	IN
stanford-ai-2021	689	2	the	the	DT
stanford-ai-2021	689	3	amount	amount	NN
stanford-ai-2021	689	4	of	of	IN
stanford-ai-2021	689	5	private	private	JJ
stanford-ai-2021	689	6	investment	investment	NN
stanford-ai-2021	689	7	in	in	IN
stanford-ai-2021	689	8	AI	AI	NNP
stanford-ai-2021	689	9	has	have	VBZ
stanford-ai-2021	689	10	soared	soar	VBN
stanford-ai-2021	689	11	dramatically	dramatically	RB
stanford-ai-2021	689	12	in	in	IN
stanford-ai-2021	689	13	recent	recent	JJ
stanford-ai-2021	689	14	years	year	NNS
stanford-ai-2021	689	15	,	,	,
stanford-ai-2021	689	16	the	the	DT
stanford-ai-2021	689	17	rate	rate	NN
stanford-ai-2021	689	18	of	of	IN
stanford-ai-2021	689	19	growth	growth	NN
stanford-ai-2021	689	20	has	have	VBZ
stanford-ai-2021	689	21	slowed	slow	VBN
stanford-ai-2021	689	22	.	.	.
stanford-ai-2021	690	1	Global	global	JJ
stanford-ai-2021	690	2	Trend	trend	NN
stanford-ai-2021	690	3	More	more	RBR
stanford-ai-2021	690	4	private	private	JJ
stanford-ai-2021	690	5	investment	investment	NN
stanford-ai-2021	690	6	in	in	IN
stanford-ai-2021	690	7	AI	AI	NNP
stanford-ai-2021	690	8	is	be	VBZ
stanford-ai-2021	690	9	being	be	VBG
stanford-ai-2021	690	10	funneled	funnel	VBN
stanford-ai-2021	690	11	into	into	IN
stanford-ai-2021	690	12	fewer	few	JJR
stanford-ai-2021	690	13	startups	startup	NNS
stanford-ai-2021	690	14	.	.	.
stanford-ai-2021	691	1	Despite	despite	IN
stanford-ai-2021	691	2	the	the	DT
stanford-ai-2021	691	3	pandemic	pandemic	NN
stanford-ai-2021	691	4	,	,	,
stanford-ai-2021	691	5	2020	2020	CD
stanford-ai-2021	691	6	saw	see	VBD
stanford-ai-2021	691	7	a	a	DT
stanford-ai-2021	691	8	9.3	9.3	CD
stanford-ai-2021	691	9	%	%	NN
stanford-ai-2021	691	10	increase	increase	NN
stanford-ai-2021	691	11	in	in	IN
stanford-ai-2021	691	12	the	the	DT
stanford-ai-2021	691	13	amount	amount	NN
stanford-ai-2021	691	14	of	of	IN
stanford-ai-2021	691	15	private	private	JJ
stanford-ai-2021	691	16	AI	AI	NNP
stanford-ai-2021	691	17	investment	investment	NN
stanford-ai-2021	691	18	from	from	IN
stanford-ai-2021	691	19	2019—a	2019—a	CD
stanford-ai-2021	691	20	higher	high	JJR
stanford-ai-2021	691	21	percentage	percentage	NN
stanford-ai-2021	691	22	than	than	IN
stanford-ai-2021	691	23	the	the	DT
stanford-ai-2021	691	24	5.7	5.7	CD
stanford-ai-2021	691	25	%	%	NN
stanford-ai-2021	691	26	increase	increase	NN
stanford-ai-2021	691	27	in	in	IN
stanford-ai-2021	691	28	2019	2019	CD
stanford-ai-2021	691	29	(	(	-LRB-
stanford-ai-2021	691	30	Figure	Figure	NNP
stanford-ai-2021	691	31	3.2.2	3.2.2	NNP
stanford-ai-2021	691	32	)	)	-RRB-
stanford-ai-2021	691	33	,	,	,
stanford-ai-2021	691	34	though	though	IN
stanford-ai-2021	691	35	the	the	DT
stanford-ai-2021	691	36	number	number	NN
stanford-ai-2021	691	37	of	of	IN
stanford-ai-2021	691	38	companies	company	NNS
stanford-ai-2021	691	39	funded	fund	VBN
stanford-ai-2021	691	40	decreased	decrease	VBD
stanford-ai-2021	691	41	for	for	IN
stanford-ai-2021	691	42	the	the	DT
stanford-ai-2021	691	43	third	third	JJ
stanford-ai-2021	691	44	year	year	NN
stanford-ai-2021	691	45	in	in	IN
stanford-ai-2021	691	46	a	a	DT
stanford-ai-2021	691	47	row	row	NN
stanford-ai-2021	691	48	(	(	-LRB-
stanford-ai-2021	691	49	Figure	Figure	NNP
stanford-ai-2021	691	50	3.2.3	3.2.3	NN
stanford-ai-2021	691	51	)	)	-RRB-
stanford-ai-2021	691	52	.	.	.
stanford-ai-2021	692	1	While	while	IN
stanford-ai-2021	692	2	there	there	EX
stanford-ai-2021	692	3	was	be	VBD
stanford-ai-2021	692	4	a	a	DT
stanford-ai-2021	692	5	record	record	NN
stanford-ai-2021	692	6	high	high	NN
stanford-ai-2021	692	7	of	of	IN
stanford-ai-2021	692	8	more	more	JJR
stanford-ai-2021	692	9	than	than	IN
stanford-ai-2021	692	10	USD	USD	NNP
stanford-ai-2021	692	11	40	40	CD
stanford-ai-2021	692	12	billion	billion	CD
stanford-ai-2021	692	13	in	in	IN
stanford-ai-2021	692	14	private	private	JJ
stanford-ai-2021	692	15	investment	investment	NN
stanford-ai-2021	692	16	in	in	IN
stanford-ai-2021	692	17	2020	2020	CD
stanford-ai-2021	692	18	,	,	,
stanford-ai-2021	692	19	that	that	WDT
stanford-ai-2021	692	20	represents	represent	VBZ
stanford-ai-2021	692	21	only	only	RB
stanford-ai-2021	692	22	a	a	DT
stanford-ai-2021	692	23	9.3	9.3	CD
stanford-ai-2021	692	24	%	%	NN
stanford-ai-2021	692	25	increase	increase	NN
stanford-ai-2021	692	26	from	from	IN
stanford-ai-2021	692	27	2019—compared	2019—compared	CD
stanford-ai-2021	692	28	with	with	IN
stanford-ai-2021	692	29	the	the	DT
stanford-ai-2021	692	30	largest	large	JJS
stanford-ai-2021	692	31	increase	increase	NN
stanford-ai-2021	692	32	of	of	IN
stanford-ai-2021	692	33	59.0	59.0	CD
stanford-ai-2021	692	34	%	%	NN
stanford-ai-2021	692	35	,	,	,
stanford-ai-2021	692	36	observed	observe	VBN
stanford-ai-2021	692	37	between	between	IN
stanford-ai-2021	692	38	2017	2017	CD
stanford-ai-2021	692	39	and	and	CC
stanford-ai-2021	692	40	2018	2018	CD
stanford-ai-2021	692	41	.	.	.
stanford-ai-2021	693	1	Moreover	moreover	RB
stanford-ai-2021	693	2	,	,	,
stanford-ai-2021	693	3	the	the	DT
stanford-ai-2021	693	4	number	number	NN
stanford-ai-2021	693	5	of	of	IN
stanford-ai-2021	693	6	funded	fund	VBN
stanford-ai-2021	693	7	AI	AI	NNP
stanford-ai-2021	693	8	startups	startup	NNS
stanford-ai-2021	693	9	continued	continue	VBD
stanford-ai-2021	693	10	a	a	DT
stanford-ai-2021	693	11	sharp	sharp	JJ
stanford-ai-2021	693	12	decline	decline	NN
stanford-ai-2021	693	13	from	from	IN
stanford-ai-2021	693	14	its	-PRON-	PRP$
stanford-ai-2021	693	15	2017	2017	CD
stanford-ai-2021	693	16	peak	peak	NN
stanford-ai-2021	693	17	.	.	.
stanford-ai-2021	694	1	3	3	LS
stanford-ai-2021	694	2	.	.	.
stanford-ai-2021	695	1	2	2	LS
stanford-ai-2021	695	2	I	i	NN
stanford-ai-2021	695	3	N	n	NN
stanford-ai-2021	695	4	V	v	NN
stanford-ai-2021	695	5	E	e	NN
stanford-ai-2021	695	6	S	s	NN
stanford-ai-2021	695	7	T	t	NN
stanford-ai-2021	695	8	M	m	NN
stanford-ai-2021	695	9	E	e	NN
stanford-ai-2021	695	10	N	N	NNP
stanford-ai-2021	695	11	T	t	NN
stanford-ai-2021	695	12	20	20	CD
stanford-ai-2021	695	13	15	15	CD
stanford-ai-2021	695	14	20	20	CD
stanford-ai-2021	695	15	16	16	CD
stanford-ai-2021	695	16	20	20	CD
stanford-ai-2021	695	17	17	17	CD
stanford-ai-2021	695	18	20	20	CD
stanford-ai-2021	695	19	18	18	CD
stanford-ai-2021	695	20	20	20	CD
stanford-ai-2021	695	21	19	19	CD
stanford-ai-2021	695	22	20	20	CD
stanford-ai-2021	695	23	20	20	CD
stanford-ai-2021	695	24	0	0	CD
stanford-ai-2021	695	25	10,000	10,000	CD
stanford-ai-2021	695	26	20,000	20,000	CD
stanford-ai-2021	695	27	30,000	30,000	CD
stanford-ai-2021	695	28	40,000	40,000	CD
stanford-ai-2021	695	29	T	t	NN
stanford-ai-2021	695	30	o	o	NN
stanford-ai-2021	695	31	ta	ta	NN
stanford-ai-2021	695	32	l	l	NN
stanford-ai-2021	695	33	I	I	NNP
stanford-ai-2021	695	34	n	n	CC
stanford-ai-2021	695	35	ve	ve	NNP
stanford-ai-2021	695	36	st	st	NNP
stanford-ai-2021	695	37	m	m	NNP
stanford-ai-2021	695	38	en	en	NNP
stanford-ai-2021	695	39	t	t	NNP
stanford-ai-2021	695	40	(	(	-LRB-
stanford-ai-2021	695	41	i	i	NN
stanford-ai-2021	695	42	n	n	CC
stanford-ai-2021	695	43	M	M	NNP
stanford-ai-2021	695	44	ill	ill	NNP
stanford-ai-2021	695	45	io	io	IN
stanford-ai-2021	695	46	n	n	NNP
stanford-ai-2021	695	47	s	s	NNP
stanford-ai-2021	695	48	o	o	NNP
stanford-ai-2021	695	49	f	f	NNP
stanford-ai-2021	695	50	U	u	NN
stanford-ai-2021	695	51	.S	.S	.
stanford-ai-2021	695	52	.	.	.
stanford-ai-2021	696	1	D	D	NNP
stanford-ai-2021	696	2	o	o	NN
stanford-ai-2021	696	3	lla	lla	NN
stanford-ai-2021	696	4	rs	rs	NN
stanford-ai-2021	696	5	)	)	-RRB-
stanford-ai-2021	696	6	PRIVATE	private	JJ
stanford-ai-2021	696	7	INVESTMENT	investment	NN
stanford-ai-2021	696	8	in	in	IN
stanford-ai-2021	696	9	FUNDED	FUNDED	NNP
stanford-ai-2021	696	10	AI	ai	NN
stanford-ai-2021	696	11	COMPANIES	company	NNS
stanford-ai-2021	696	12	,	,	,
stanford-ai-2021	696	13	2015	2015	CD
stanford-ai-2021	696	14	-	-	SYM
stanford-ai-2021	696	15	20	20	CD
stanford-ai-2021	696	16	Source	source	NN
stanford-ai-2021	696	17	:	:	:
stanford-ai-2021	696	18	CapIQ	CapIQ	NNP
stanford-ai-2021	696	19	,	,	,
stanford-ai-2021	696	20	Crunchbase	Crunchbase	NNP
stanford-ai-2021	696	21	,	,	,
stanford-ai-2021	696	22	and	and	CC
stanford-ai-2021	696	23	NetBase	NetBase	NNP
stanford-ai-2021	696	24	Quid	Quid	NNP
stanford-ai-2021	696	25	,	,	,
stanford-ai-2021	696	26	2020	2020	CD
stanford-ai-2021	696	27	|	|	CD
stanford-ai-2021	696	28	Chart	Chart	NNP
stanford-ai-2021	696	29	:	:	:
stanford-ai-2021	696	30	2021	2021	CD
stanford-ai-2021	696	31	AI	AI	NNP
stanford-ai-2021	696	32	Index	Index	NNP
stanford-ai-2021	696	33	Report	Report	NNP
stanford-ai-2021	696	34	Figure	Figure	NNP
stanford-ai-2021	696	35	3.2.2	3.2.2	CD
stanford-ai-2021	696	36	2015	2015	CD
stanford-ai-2021	696	37	2016	2016	CD
stanford-ai-2021	696	38	2017	2017	CD
stanford-ai-2021	696	39	2018	2018	CD
stanford-ai-2021	696	40	2019	2019	CD
stanford-ai-2021	696	41	2020	2020	CD
stanford-ai-2021	696	42	0	0	CD
stanford-ai-2021	696	43	1,000	1,000	CD
stanford-ai-2021	696	44	2,000	2,000	CD
stanford-ai-2021	696	45	3,000	3,000	CD
stanford-ai-2021	696	46	4,000	4,000	CD
stanford-ai-2021	696	47	N	n	CD
stanford-ai-2021	696	48	u	u	NNP
stanford-ai-2021	696	49	m	m	NNP
stanford-ai-2021	696	50	b	b	NNP
stanford-ai-2021	696	51	er	er	UH
stanford-ai-2021	696	52	o	o	XX
stanford-ai-2021	696	53	f	f	NNP
stanford-ai-2021	696	54	C	C	NNP
stanford-ai-2021	696	55	o	o	NN
stanford-ai-2021	696	56	m	m	NNP
stanford-ai-2021	696	57	p	p	NNP
stanford-ai-2021	696	58	an	an	DT
stanford-ai-2021	696	59	ie	ie	NN
stanford-ai-2021	696	60	s	s	NN
stanford-ai-2021	696	61	NUMBER	NUMBER	NNP
stanford-ai-2021	696	62	OF	of	IN
stanford-ai-2021	696	63	NEWLY	newly	JJ
stanford-ai-2021	696	64	FUNDED	fund	VBN
stanford-ai-2021	696	65	AI	ai	NN
stanford-ai-2021	696	66	COMPANIES	company	NNS
stanford-ai-2021	696	67	in	in	IN
stanford-ai-2021	696	68	the	the	DT
stanford-ai-2021	696	69	WORLD	world	NN
stanford-ai-2021	696	70	,	,	,
stanford-ai-2021	696	71	2015	2015	CD
stanford-ai-2021	696	72	-	-	SYM
stanford-ai-2021	696	73	20	20	CD
stanford-ai-2021	696	74	Source	source	NN
stanford-ai-2021	696	75	:	:	:
stanford-ai-2021	696	76	CapIQ	CapIQ	NNP
stanford-ai-2021	696	77	,	,	,
stanford-ai-2021	696	78	Crunchbase	Crunchbase	NNP
stanford-ai-2021	696	79	,	,	,
stanford-ai-2021	696	80	and	and	CC
stanford-ai-2021	696	81	NetBase	NetBase	NNP
stanford-ai-2021	696	82	Quid	Quid	NNP
stanford-ai-2021	696	83	,	,	,
stanford-ai-2021	696	84	2020	2020	CD
stanford-ai-2021	696	85	|	|	CD
stanford-ai-2021	696	86	Chart	Chart	NNP
stanford-ai-2021	696	87	:	:	:
stanford-ai-2021	696	88	2021	2021	CD
stanford-ai-2021	696	89	AI	AI	NNP
stanford-ai-2021	696	90	Index	Index	NNP
stanford-ai-2021	696	91	Report	Report	NNP
stanford-ai-2021	696	92	Figure	Figure	NNP
stanford-ai-2021	696	93	3.2.3	3.2.3	NNP
stanford-ai-2021	696	94	TA	TA	NNP
stanford-ai-2021	696	95	B	b	NN
stanford-ai-2021	696	96	L	l	NN
stanford-ai-2021	696	97	E	e	NN
stanford-ai-2021	696	98	O	o	NN
stanford-ai-2021	696	99	F	f	NN
stanford-ai-2021	696	100	C	c	NN
stanford-ai-2021	696	101	O	o	NN
stanford-ai-2021	696	102	N	n	NN
stanford-ai-2021	696	103	T	t	NN
stanford-ai-2021	696	104	E	e	NN
stanford-ai-2021	696	105	N	n	NN
stanford-ai-2021	696	106	T	t	NN
stanford-ai-2021	696	107	S	s	NN
stanford-ai-2021	696	108	9	9	CD
stanford-ai-2021	696	109	5C	5c	NN
stanford-ai-2021	696	110	H	h	NN
stanford-ai-2021	696	111	A	a	NN
stanford-ai-2021	696	112	P	p	NN
stanford-ai-2021	696	113	T	t	NN
stanford-ai-2021	696	114	E	e	NN
stanford-ai-2021	696	115	R	r	NN
stanford-ai-2021	696	116	3	3	CD
stanford-ai-2021	696	117	P	p	NN
stanford-ai-2021	696	118	R	r	NN
stanford-ai-2021	696	119	E	e	NN
stanford-ai-2021	696	120	V	v	NN
stanford-ai-2021	696	121	I	i	NN
stanford-ai-2021	696	122	E	e	NN
stanford-ai-2021	696	123	W	W	NNP
stanford-ai-2021	696	124	Artificial	Artificial	NNP
stanford-ai-2021	696	125	Intelligence	Intelligence	NNP
stanford-ai-2021	696	126	Index	Index	NNP
stanford-ai-2021	696	127	Report	Report	NNP
stanford-ai-2021	696	128	2021	2021	CD
stanford-ai-2021	696	129	0	0	CD
stanford-ai-2021	696	130	5,000	5,000	CD
stanford-ai-2021	696	131	10,000	10,000	CD
stanford-ai-2021	696	132	15,000	15,000	CD
stanford-ai-2021	696	133	20,000	20,000	CD
stanford-ai-2021	696	134	25,000	25,000	CD
stanford-ai-2021	696	135	Total	Total	NNP
stanford-ai-2021	696	136	Investment	Investment	NNP
stanford-ai-2021	696	137	(	(	-LRB-
stanford-ai-2021	696	138	in	in	IN
stanford-ai-2021	696	139	Millions	million	NNS
stanford-ai-2021	696	140	of	of	IN
stanford-ai-2021	696	141	U.S.	U.S.	NNP
stanford-ai-2021	697	1	Dollars	dollar	NNS
stanford-ai-2021	697	2	)	)	-RRB-
stanford-ai-2021	697	3	United	United	NNP
stanford-ai-2021	697	4	States	States	NNP
stanford-ai-2021	697	5	China	China	NNP
stanford-ai-2021	697	6	United	United	NNP
stanford-ai-2021	697	7	Kingdom	Kingdom	NNP
stanford-ai-2021	697	8	Israel	Israel	NNP
stanford-ai-2021	697	9	Canada	Canada	NNP
stanford-ai-2021	697	10	Germany	Germany	NNP
stanford-ai-2021	697	11	France	France	NNP
stanford-ai-2021	697	12	India	India	NNP
stanford-ai-2021	697	13	Japan	Japan	NNP
stanford-ai-2021	697	14	Singapore	Singapore	NNP
stanford-ai-2021	697	15	Australia	Australia	NNP
stanford-ai-2021	697	16	PRIVATE	private	JJ
stanford-ai-2021	697	17	INVESTMENT	INVESTMENT	NNP
stanford-ai-2021	697	18	in	in	IN
stanford-ai-2021	697	19	AI	AI	NNP
stanford-ai-2021	697	20	by	by	IN
stanford-ai-2021	697	21	COUNTRY	COUNTRY	NNS
stanford-ai-2021	697	22	,	,	,
stanford-ai-2021	697	23	2020	2020	CD
stanford-ai-2021	697	24	Source	source	NN
stanford-ai-2021	697	25	:	:	:
stanford-ai-2021	697	26	CapIQ	CapIQ	NNP
stanford-ai-2021	697	27	,	,	,
stanford-ai-2021	697	28	Crunchbase	Crunchbase	NNP
stanford-ai-2021	697	29	,	,	,
stanford-ai-2021	697	30	and	and	CC
stanford-ai-2021	697	31	NetBase	NetBase	NNP
stanford-ai-2021	697	32	Quid	Quid	NNP
stanford-ai-2021	697	33	,	,	,
stanford-ai-2021	697	34	2020	2020	CD
stanford-ai-2021	697	35	|	|	CD
stanford-ai-2021	697	36	Chart	Chart	NNP
stanford-ai-2021	697	37	:	:	:
stanford-ai-2021	697	38	2021	2021	CD
stanford-ai-2021	697	39	AI	AI	NNP
stanford-ai-2021	697	40	Index	Index	NNP
stanford-ai-2021	697	41	Report	Report	NNP
stanford-ai-2021	697	42	C	C	NNP
stanford-ai-2021	697	43	H	h	NN
stanford-ai-2021	697	44	A	a	NN
stanford-ai-2021	697	45	P	p	NN
stanford-ai-2021	697	46	T	t	NN
stanford-ai-2021	697	47	E	e	NN
stanford-ai-2021	697	48	R	r	NN
stanford-ai-2021	697	49	3	3	CD
stanford-ai-2021	697	50	:	:	:
stanford-ai-2021	697	51	T	t	NN
stanford-ai-2021	697	52	H	h	NN
stanford-ai-2021	697	53	E	e	NN
stanford-ai-2021	697	54	E	e	NN
stanford-ai-2021	697	55	C	c	NN
stanford-ai-2021	697	56	O	o	NN
stanford-ai-2021	697	57	N	n	NN
stanford-ai-2021	697	58	O	o	NN
stanford-ai-2021	697	59	M	m	NN
stanford-ai-2021	697	60	Y	Y	NNP
stanford-ai-2021	697	61	Regional	Regional	NNP
stanford-ai-2021	697	62	Comparison	Comparison	NNP
stanford-ai-2021	697	63	As	as	IN
stanford-ai-2021	697	64	shown	show	VBN
stanford-ai-2021	697	65	in	in	IN
stanford-ai-2021	697	66	Figure	Figure	NNP
stanford-ai-2021	697	67	3.2.4	3.2.4	NN
stanford-ai-2021	697	68	,	,	,
stanford-ai-2021	697	69	the	the	DT
stanford-ai-2021	697	70	United	United	NNP
stanford-ai-2021	697	71	States	States	NNP
stanford-ai-2021	697	72	remains	remain	VBZ
stanford-ai-2021	697	73	the	the	DT
stanford-ai-2021	697	74	leading	lead	VBG
stanford-ai-2021	697	75	destination	destination	NN
stanford-ai-2021	697	76	for	for	IN
stanford-ai-2021	697	77	private	private	JJ
stanford-ai-2021	697	78	investment	investment	NN
stanford-ai-2021	697	79	,	,	,
stanford-ai-2021	697	80	with	with	IN
stanford-ai-2021	697	81	over	over	IN
stanford-ai-2021	697	82	USD	usd	$
stanford-ai-2021	697	83	23.6	23.6	CD
stanford-ai-2021	697	84	billion	billion	CD
stanford-ai-2021	697	85	in	in	IN
stanford-ai-2021	697	86	funding	funding	NN
stanford-ai-2021	697	87	in	in	IN
stanford-ai-2021	697	88	2020	2020	CD
stanford-ai-2021	697	89	,	,	,
stanford-ai-2021	697	90	followed	follow	VBN
stanford-ai-2021	697	91	by	by	IN
stanford-ai-2021	697	92	China	China	NNP
stanford-ai-2021	697	93	(	(	-LRB-
stanford-ai-2021	697	94	USD	usd	NN
stanford-ai-2021	697	95	9.9	9.9	CD
stanford-ai-2021	697	96	billion	billion	CD
stanford-ai-2021	697	97	)	)	-RRB-
stanford-ai-2021	697	98	and	and	CC
stanford-ai-2021	697	99	the	the	DT
stanford-ai-2021	697	100	United	United	NNP
stanford-ai-2021	697	101	Kingdom	Kingdom	NNP
stanford-ai-2021	697	102	(	(	-LRB-
stanford-ai-2021	697	103	USD	usd	NN
stanford-ai-2021	697	104	1.9	1.9	CD
stanford-ai-2021	697	105	billion	billion	CD
stanford-ai-2021	697	106	)	)	-RRB-
stanford-ai-2021	697	107	.	.	.
stanford-ai-2021	698	1	A	a	DT
stanford-ai-2021	698	2	closer	close	JJR
stanford-ai-2021	698	3	examination	examination	NN
stanford-ai-2021	698	4	of	of	IN
stanford-ai-2021	698	5	the	the	DT
stanford-ai-2021	698	6	three	three	CD
stanford-ai-2021	698	7	contenders	contender	NNS
stanford-ai-2021	698	8	leading	lead	VBG
stanford-ai-2021	698	9	the	the	DT
stanford-ai-2021	698	10	AI	AI	NNP
stanford-ai-2021	698	11	race	race	NN
stanford-ai-2021	698	12	—	—	:
stanford-ai-2021	698	13	the	the	DT
stanford-ai-2021	698	14	United	United	NNP
stanford-ai-2021	698	15	States	States	NNP
stanford-ai-2021	698	16	,	,	,
stanford-ai-2021	698	17	China	China	NNP
stanford-ai-2021	698	18	,	,	,
stanford-ai-2021	698	19	and	and	CC
stanford-ai-2021	698	20	the	the	DT
stanford-ai-2021	698	21	European	European	NNP
stanford-ai-2021	698	22	Union	Union	NNP
stanford-ai-2021	698	23	—	—	:
stanford-ai-2021	698	24	further	further	RB
stanford-ai-2021	698	25	validates	validate	VBZ
stanford-ai-2021	698	26	the	the	DT
stanford-ai-2021	698	27	United	United	NNP
stanford-ai-2021	698	28	States	States	NNP
stanford-ai-2021	698	29	’	’	POS
stanford-ai-2021	698	30	dominant	dominant	JJ
stanford-ai-2021	698	31	position	position	NN
stanford-ai-2021	698	32	in	in	IN
stanford-ai-2021	698	33	private	private	JJ
stanford-ai-2021	698	34	AI	AI	NNP
stanford-ai-2021	698	35	investment	investment	NN
stanford-ai-2021	698	36	.	.	.
stanford-ai-2021	699	1	While	while	IN
stanford-ai-2021	699	2	China	China	NNP
stanford-ai-2021	699	3	saw	see	VBD
stanford-ai-2021	699	4	an	an	DT
stanford-ai-2021	699	5	exceptionally	exceptionally	RB
stanford-ai-2021	699	6	high	high	JJ
stanford-ai-2021	699	7	amount	amount	NN
stanford-ai-2021	699	8	of	of	IN
stanford-ai-2021	699	9	private	private	JJ
stanford-ai-2021	699	10	AI	AI	NNP
stanford-ai-2021	699	11	investment	investment	NN
stanford-ai-2021	699	12	in	in	IN
stanford-ai-2021	699	13	2018	2018	CD
stanford-ai-2021	699	14	,	,	,
stanford-ai-2021	699	15	its	-PRON-	PRP$
stanford-ai-2021	699	16	investment	investment	NN
stanford-ai-2021	699	17	level	level	NN
stanford-ai-2021	699	18	in	in	IN
stanford-ai-2021	699	19	2020	2020	CD
stanford-ai-2021	699	20	is	be	VBZ
stanford-ai-2021	699	21	less	less	JJR
stanford-ai-2021	699	22	than	than	IN
stanford-ai-2021	699	23	half	half	PDT
stanford-ai-2021	699	24	that	that	DT
stanford-ai-2021	699	25	of	of	IN
stanford-ai-2021	699	26	the	the	DT
stanford-ai-2021	699	27	United	United	NNP
stanford-ai-2021	699	28	States	States	NNP
stanford-ai-2021	699	29	(	(	-LRB-
stanford-ai-2021	699	30	Figure	Figure	NNP
stanford-ai-2021	699	31	3.2.5	3.2.5	NNP
stanford-ai-2021	699	32	)	)	-RRB-
stanford-ai-2021	699	33	.	.	.
stanford-ai-2021	700	1	It	-PRON-	PRP
stanford-ai-2021	700	2	is	be	VBZ
stanford-ai-2021	700	3	important	important	JJ
stanford-ai-2021	700	4	to	to	TO
stanford-ai-2021	700	5	note	note	VB
stanford-ai-2021	700	6	,	,	,
stanford-ai-2021	700	7	however	however	RB
stanford-ai-2021	700	8	,	,	,
stanford-ai-2021	700	9	that	that	IN
stanford-ai-2021	700	10	China	China	NNP
stanford-ai-2021	700	11	has	have	VBZ
stanford-ai-2021	700	12	strong	strong	JJ
stanford-ai-2021	700	13	public	public	JJ
stanford-ai-2021	700	14	investments	investment	NNS
stanford-ai-2021	700	15	in	in	IN
stanford-ai-2021	700	16	AI	AI	NNP
stanford-ai-2021	700	17	.	.	.
stanford-ai-2021	701	1	Both	both	CC
stanford-ai-2021	701	2	the	the	DT
stanford-ai-2021	701	3	central	central	JJ
stanford-ai-2021	701	4	and	and	CC
stanford-ai-2021	701	5	local	local	JJ
stanford-ai-2021	701	6	governments	government	NNS
stanford-ai-2021	701	7	in	in	IN
stanford-ai-2021	701	8	China	China	NNP
stanford-ai-2021	701	9	are	be	VBP
stanford-ai-2021	701	10	spending	spend	VBG
stanford-ai-2021	701	11	heavily	heavily	RB
stanford-ai-2021	701	12	on	on	IN
stanford-ai-2021	701	13	AI	AI	NNP
stanford-ai-2021	701	14	R&D.4	R&D.4	NNP
stanford-ai-2021	701	15	3	3	CD
stanford-ai-2021	701	16	.	.	.
stanford-ai-2021	702	1	2	2	LS
stanford-ai-2021	702	2	I	i	NN
stanford-ai-2021	702	3	N	n	NN
stanford-ai-2021	702	4	V	v	NN
stanford-ai-2021	702	5	E	e	NN
stanford-ai-2021	702	6	S	s	NN
stanford-ai-2021	702	7	T	t	NN
stanford-ai-2021	702	8	M	m	NN
stanford-ai-2021	702	9	E	e	NN
stanford-ai-2021	702	10	N	N	NNP
stanford-ai-2021	702	11	T	t	NN
stanford-ai-2021	702	12	Figure	figure	NN
stanford-ai-2021	702	13	3.2.4	3.2.4	NN
stanford-ai-2021	702	14	4	4	CD
stanford-ai-2021	702	15	See	see	VB
stanford-ai-2021	702	16	“	"	``
stanford-ai-2021	702	17	A	A	NNP
stanford-ai-2021	702	18	Brief	brief	JJ
stanford-ai-2021	702	19	Examination	examination	NN
stanford-ai-2021	702	20	of	of	IN
stanford-ai-2021	702	21	Chinese	chinese	JJ
stanford-ai-2021	702	22	Government	Government	NNP
stanford-ai-2021	702	23	Expenditures	Expenditures	NNPS
stanford-ai-2021	702	24	on	on	IN
stanford-ai-2021	702	25	Artificial	Artificial	NNP
stanford-ai-2021	702	26	Intelligence	Intelligence	NNP
stanford-ai-2021	702	27	R&D	R&D	NNP
stanford-ai-2021	702	28	”	"	''
stanford-ai-2021	702	29	(	(	-LRB-
stanford-ai-2021	702	30	2020	2020	CD
stanford-ai-2021	702	31	)	)	-RRB-
stanford-ai-2021	702	32	by	by	IN
stanford-ai-2021	702	33	the	the	DT
stanford-ai-2021	702	34	Institute	Institute	NNP
stanford-ai-2021	702	35	for	for	IN
stanford-ai-2021	702	36	Defense	Defense	NNP
stanford-ai-2021	702	37	Analyses	Analyses	NNP
stanford-ai-2021	702	38	for	for	IN
stanford-ai-2021	702	39	more	more	JJR
stanford-ai-2021	702	40	details	detail	NNS
stanford-ai-2021	702	41	.	.	.
stanford-ai-2021	703	1	https://www.ida.org/-/media/feature/publications/a/ab/a-brief-examination-of-chinese-government-expenditures-on-artificial-intelligence-r-and-d/d-12068.ashx	https://www.ida.org/-/media/feature/publications/a/ab/a-brief-examination-of-chinese-government-expenditures-on-artificial-intelligence-r-and-d/d-12068.ashx	NNP
stanford-ai-2021	703	2	TA	TA	NNP
stanford-ai-2021	703	3	B	b	NN
stanford-ai-2021	703	4	L	l	NN
stanford-ai-2021	703	5	E	e	NN
stanford-ai-2021	703	6	O	o	NN
stanford-ai-2021	703	7	F	f	NN
stanford-ai-2021	703	8	C	c	NN
stanford-ai-2021	703	9	O	o	NN
stanford-ai-2021	703	10	N	n	NN
stanford-ai-2021	703	11	T	t	NN
stanford-ai-2021	703	12	E	e	NN
stanford-ai-2021	703	13	N	n	NN
stanford-ai-2021	703	14	T	t	NN
stanford-ai-2021	703	15	S	s	NN
stanford-ai-2021	703	16	9	9	CD
stanford-ai-2021	703	17	6C	6c	NN
stanford-ai-2021	703	18	H	h	NN
stanford-ai-2021	703	19	A	a	NN
stanford-ai-2021	703	20	P	p	NN
stanford-ai-2021	703	21	T	t	NN
stanford-ai-2021	703	22	E	e	NN
stanford-ai-2021	703	23	R	r	NN
stanford-ai-2021	703	24	3	3	CD
stanford-ai-2021	703	25	P	p	NN
stanford-ai-2021	703	26	R	r	NN
stanford-ai-2021	703	27	E	e	NN
stanford-ai-2021	703	28	V	v	NN
stanford-ai-2021	703	29	I	i	NN
stanford-ai-2021	703	30	E	e	NN
stanford-ai-2021	703	31	W	W	NNP
stanford-ai-2021	703	32	Artificial	Artificial	NNP
stanford-ai-2021	703	33	Intelligence	Intelligence	NNP
stanford-ai-2021	703	34	Index	Index	NNP
stanford-ai-2021	703	35	Report	Report	NNP
stanford-ai-2021	703	36	2021	2021	CD
stanford-ai-2021	703	37	2015	2015	CD
stanford-ai-2021	703	38	2016	2016	CD
stanford-ai-2021	703	39	2017	2017	CD
stanford-ai-2021	703	40	2018	2018	CD
stanford-ai-2021	703	41	2019	2019	CD
stanford-ai-2021	703	42	2020	2020	CD
stanford-ai-2021	703	43	0	0	CD
stanford-ai-2021	703	44	5,000	5,000	CD
stanford-ai-2021	703	45	10,000	10,000	CD
stanford-ai-2021	703	46	15,000	15,000	CD
stanford-ai-2021	703	47	20,000	20,000	CD
stanford-ai-2021	703	48	25,000	25,000	CD
stanford-ai-2021	703	49	T	t	NN
stanford-ai-2021	703	50	o	o	NN
stanford-ai-2021	703	51	ta	ta	NNP
stanford-ai-2021	703	52	l	l	NN
stanford-ai-2021	703	53	I	I	NNP
stanford-ai-2021	703	54	n	n	CC
stanford-ai-2021	703	55	ve	ve	NNP
stanford-ai-2021	703	56	st	st	NNP
stanford-ai-2021	703	57	m	m	NNP
stanford-ai-2021	703	58	en	en	NNP
stanford-ai-2021	703	59	t	t	NNP
stanford-ai-2021	703	60	(	(	-LRB-
stanford-ai-2021	703	61	i	i	NN
stanford-ai-2021	703	62	n	n	CC
stanford-ai-2021	703	63	M	M	NNP
stanford-ai-2021	703	64	ill	ill	NNP
stanford-ai-2021	703	65	io	io	IN
stanford-ai-2021	703	66	n	n	NNP
stanford-ai-2021	703	67	s	s	NNP
stanford-ai-2021	703	68	o	o	NNP
stanford-ai-2021	703	69	f	f	NNP
stanford-ai-2021	703	70	U	u	NN
stanford-ai-2021	703	71	.S	.S	.
stanford-ai-2021	703	72	.	.	.
stanford-ai-2021	704	1	D	D	NNP
stanford-ai-2021	704	2	o	o	NN
stanford-ai-2021	704	3	lla	lla	NN
stanford-ai-2021	704	4	rs	rs	NN
stanford-ai-2021	704	5	)	)	-RRB-
stanford-ai-2021	704	6	9,933	9,933	CD
stanford-ai-2021	704	7	China	China	NNP
stanford-ai-2021	704	8	23,597	23,597	CD
stanford-ai-2021	704	9	US	US	NNP
stanford-ai-2021	704	10	6,662	6,662	CD
stanford-ai-2021	704	11	Rest	rest	NN
stanford-ai-2021	704	12	of	of	IN
stanford-ai-2021	704	13	the	the	DT
stanford-ai-2021	704	14	World	World	NNP
stanford-ai-2021	704	15	2,044	2,044	CD
stanford-ai-2021	704	16	EU	EU	NNP
stanford-ai-2021	704	17	PRIVATE	private	JJ
stanford-ai-2021	704	18	INVESTMENT	investment	NN
stanford-ai-2021	704	19	in	in	IN
stanford-ai-2021	704	20	AI	AI	NNP
stanford-ai-2021	704	21	by	by	IN
stanford-ai-2021	704	22	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	704	23	AREA	AREA	NNP
stanford-ai-2021	704	24	,	,	,
stanford-ai-2021	704	25	2015	2015	CD
stanford-ai-2021	704	26	-	-	SYM
stanford-ai-2021	704	27	20	20	CD
stanford-ai-2021	704	28	Source	source	NN
stanford-ai-2021	704	29	:	:	:
stanford-ai-2021	704	30	CAPIQ	CAPIQ	NNP
stanford-ai-2021	704	31	,	,	,
stanford-ai-2021	704	32	Crunchbase	Crunchbase	NNP
stanford-ai-2021	704	33	,	,	,
stanford-ai-2021	704	34	and	and	CC
stanford-ai-2021	704	35	NetBase	NetBase	NNP
stanford-ai-2021	704	36	Quid	Quid	NNP
stanford-ai-2021	704	37	,	,	,
stanford-ai-2021	704	38	2020	2020	CD
stanford-ai-2021	704	39	|	|	CD
stanford-ai-2021	704	40	Chart	Chart	NNP
stanford-ai-2021	704	41	:	:	:
stanford-ai-2021	704	42	2021	2021	CD
stanford-ai-2021	704	43	AI	AI	NNP
stanford-ai-2021	704	44	Index	Index	NNP
stanford-ai-2021	704	45	Report	Report	NNP
stanford-ai-2021	704	46	C	C	NNP
stanford-ai-2021	704	47	H	h	NN
stanford-ai-2021	704	48	A	a	NN
stanford-ai-2021	704	49	P	p	NN
stanford-ai-2021	704	50	T	t	NN
stanford-ai-2021	704	51	E	e	NN
stanford-ai-2021	704	52	R	r	NN
stanford-ai-2021	704	53	3	3	CD
stanford-ai-2021	704	54	:	:	:
stanford-ai-2021	704	55	T	t	NN
stanford-ai-2021	704	56	H	h	NN
stanford-ai-2021	704	57	E	e	NN
stanford-ai-2021	704	58	E	e	NN
stanford-ai-2021	704	59	C	c	NN
stanford-ai-2021	704	60	O	o	NN
stanford-ai-2021	704	61	N	n	NN
stanford-ai-2021	704	62	O	o	NN
stanford-ai-2021	704	63	M	m	NN
stanford-ai-2021	704	64	Y	y	NN
stanford-ai-2021	704	65	3	3	CD
stanford-ai-2021	704	66	.	.	.
stanford-ai-2021	705	1	2	2	LS
stanford-ai-2021	705	2	I	i	NN
stanford-ai-2021	705	3	N	n	NN
stanford-ai-2021	705	4	V	v	NN
stanford-ai-2021	705	5	E	e	NN
stanford-ai-2021	705	6	S	s	NN
stanford-ai-2021	705	7	T	t	NN
stanford-ai-2021	705	8	M	m	NN
stanford-ai-2021	705	9	E	e	NN
stanford-ai-2021	705	10	N	N	NNP
stanford-ai-2021	705	11	T	t	NN
stanford-ai-2021	705	12	Figure	figure	NN
stanford-ai-2021	705	13	3.2.5	3.2.5	NN
stanford-ai-2021	705	14	TA	TA	NNP
stanford-ai-2021	705	15	B	B	NNP
stanford-ai-2021	705	16	L	l	NN
stanford-ai-2021	705	17	E	e	NN
stanford-ai-2021	705	18	O	o	NN
stanford-ai-2021	705	19	F	f	NN
stanford-ai-2021	705	20	C	c	NN
stanford-ai-2021	705	21	O	o	NN
stanford-ai-2021	705	22	N	n	NN
stanford-ai-2021	705	23	T	t	NN
stanford-ai-2021	705	24	E	e	NN
stanford-ai-2021	705	25	N	n	NN
stanford-ai-2021	705	26	T	t	NN
stanford-ai-2021	705	27	S	s	NN
stanford-ai-2021	705	28	9	9	CD
stanford-ai-2021	705	29	7C	7c	NN
stanford-ai-2021	705	30	H	h	NN
stanford-ai-2021	705	31	A	a	NN
stanford-ai-2021	705	32	P	p	NN
stanford-ai-2021	705	33	T	t	NN
stanford-ai-2021	705	34	E	e	NN
stanford-ai-2021	705	35	R	r	NN
stanford-ai-2021	705	36	3	3	CD
stanford-ai-2021	705	37	P	p	NN
stanford-ai-2021	705	38	R	r	NN
stanford-ai-2021	705	39	E	e	NN
stanford-ai-2021	705	40	V	v	NN
stanford-ai-2021	705	41	I	i	NN
stanford-ai-2021	705	42	E	e	NN
stanford-ai-2021	705	43	W	W	NNP
stanford-ai-2021	705	44	Artificial	Artificial	NNP
stanford-ai-2021	705	45	Intelligence	Intelligence	NNP
stanford-ai-2021	705	46	Index	Index	NNP
stanford-ai-2021	705	47	Report	Report	NNP
stanford-ai-2021	705	48	2021	2021	CD
stanford-ai-2021	705	49	0	0	CD
stanford-ai-2021	705	50	5,000	5,000	CD
stanford-ai-2021	705	51	10,000	10,000	CD
stanford-ai-2021	705	52	15,000	15,000	CD
stanford-ai-2021	705	53	Total	Total	NNP
stanford-ai-2021	705	54	Investment	Investment	NNP
stanford-ai-2021	705	55	(	(	-LRB-
stanford-ai-2021	705	56	in	in	IN
stanford-ai-2021	705	57	Millions	million	NNS
stanford-ai-2021	705	58	of	of	IN
stanford-ai-2021	705	59	U.S.	U.S.	NNP
stanford-ai-2021	706	1	Dollars	dollar	NNS
stanford-ai-2021	706	2	)	)	-RRB-
stanford-ai-2021	706	3	Drugs	drug	NNS
stanford-ai-2021	706	4	,	,	,
stanford-ai-2021	706	5	Cancer	Cancer	NNP
stanford-ai-2021	706	6	,	,	,
stanford-ai-2021	706	7	Molecular	Molecular	NNP
stanford-ai-2021	706	8	,	,	,
stanford-ai-2021	706	9	Drug	Drug	NNP
stanford-ai-2021	706	10	Discovery	Discovery	NNP
stanford-ai-2021	706	11	Autonomous	Autonomous	NNP
stanford-ai-2021	706	12	Vehicles	Vehicles	NNPS
stanford-ai-2021	706	13	,	,	,
stanford-ai-2021	706	14	Fleet	Fleet	NNP
stanford-ai-2021	706	15	,	,	,
stanford-ai-2021	706	16	Autonomous	autonomous	JJ
stanford-ai-2021	706	17	driving	driving	NN
stanford-ai-2021	706	18	,	,	,
stanford-ai-2021	706	19	Road	Road	NNP
stanford-ai-2021	706	20	Students	Students	NNPS
stanford-ai-2021	706	21	,	,	,
stanford-ai-2021	706	22	Courses	Courses	NNPS
stanford-ai-2021	706	23	,	,	,
stanford-ai-2021	706	24	Edtech	Edtech	NNP
stanford-ai-2021	706	25	,	,	,
stanford-ai-2021	706	26	English	english	JJ
stanford-ai-2021	706	27	language	language	NN
stanford-ai-2021	706	28	Open	Open	NNP
stanford-ai-2021	706	29	Source	Source	NNP
stanford-ai-2021	706	30	,	,	,
stanford-ai-2021	706	31	Compute	Compute	NNP
stanford-ai-2021	706	32	,	,	,
stanford-ai-2021	706	33	Hadoop	Hadoop	NNP
stanford-ai-2021	706	34	,	,	,
stanford-ai-2021	706	35	Devops	Devops	NNP
stanford-ai-2021	706	36	Speech	Speech	NNP
stanford-ai-2021	706	37	Recognition	Recognition	NNP
stanford-ai-2021	706	38	,	,	,
stanford-ai-2021	706	39	Computer	computer	NN
stanford-ai-2021	706	40	interaction	interaction	NN
stanford-ai-2021	706	41	,	,	,
stanford-ai-2021	706	42	Dialogue	Dialogue	NNP
stanford-ai-2021	706	43	,	,	,
stanford-ai-2021	706	44	Machine	machine	NN
stanford-ai-2021	706	45	translation	translation	NN
stanford-ai-2021	706	46	Money	Money	NNP
stanford-ai-2021	706	47	Laundering	Laundering	NNP
stanford-ai-2021	706	48	,	,	,
stanford-ai-2021	706	49	Anti	Anti	NNP
stanford-ai-2021	706	50	-	-	NN
stanford-ai-2021	706	51	fraud	fraud	NN
stanford-ai-2021	706	52	,	,	,
stanford-ai-2021	706	53	Fraud	Fraud	NNP
stanford-ai-2021	706	54	Detection	Detection	NNP
stanford-ai-2021	706	55	,	,	,
stanford-ai-2021	706	56	Fraud	Fraud	NNP
stanford-ai-2021	706	57	Prevention	Prevention	NNP
stanford-ai-2021	706	58	Fashion	Fashion	NNP
stanford-ai-2021	706	59	,	,	,
stanford-ai-2021	706	60	Shopping	Shopping	NNP
stanford-ai-2021	706	61	Experience	Experience	NNP
stanford-ai-2021	706	62	,	,	,
stanford-ai-2021	706	63	Beauty	Beauty	NNP
stanford-ai-2021	706	64	,	,	,
stanford-ai-2021	706	65	Visual	Visual	NNP
stanford-ai-2021	706	66	Search	Search	NNP
stanford-ai-2021	706	67	Games	Games	NNPS
stanford-ai-2021	706	68	,	,	,
stanford-ai-2021	706	69	Fans	Fans	NNPS
stanford-ai-2021	706	70	,	,	,
stanford-ai-2021	706	71	Gaming	Gaming	NNP
stanford-ai-2021	706	72	,	,	,
stanford-ai-2021	706	73	Football	Football	NNP
stanford-ai-2021	706	74	Semiconductor	Semiconductor	NNP
stanford-ai-2021	706	75	,	,	,
stanford-ai-2021	706	76	Chip	Chip	NNP
stanford-ai-2021	706	77	,	,	,
stanford-ai-2021	706	78	Data	Data	NNP
stanford-ai-2021	706	79	Centers	Centers	NNPS
stanford-ai-2021	706	80	,	,	,
stanford-ai-2021	706	81	Processor	Processor	NNP
stanford-ai-2021	706	82	Bank	Bank	NNP
stanford-ai-2021	706	83	,	,	,
stanford-ai-2021	706	84	Card	Card	NNP
stanford-ai-2021	706	85	,	,	,
stanford-ai-2021	706	86	Credit	Credit	NNP
stanford-ai-2021	706	87	Cards	Cards	NNP
stanford-ai-2021	706	88	,	,	,
stanford-ai-2021	706	89	Gift	Gift	NNP
stanford-ai-2021	706	90	GLOBAL	GLOBAL	NNP
stanford-ai-2021	706	91	PRIVATE	private	JJ
stanford-ai-2021	706	92	INVESTMENT	investment	NN
stanford-ai-2021	706	93	in	in	IN
stanford-ai-2021	706	94	AI	AI	NNP
stanford-ai-2021	706	95	by	by	IN
stanford-ai-2021	706	96	FOCUS	FOCUS	NNP
stanford-ai-2021	706	97	AREA	AREA	NNP
stanford-ai-2021	706	98	,	,	,
stanford-ai-2021	706	99	2019	2019	CD
stanford-ai-2021	706	100	vs	vs	IN
stanford-ai-2021	706	101	2020	2020	CD
stanford-ai-2021	706	102	Source	source	NN
stanford-ai-2021	706	103	:	:	:
stanford-ai-2021	706	104	CapIQ	CapIQ	NNP
stanford-ai-2021	706	105	,	,	,
stanford-ai-2021	706	106	Crunchbase	Crunchbase	NNP
stanford-ai-2021	706	107	,	,	,
stanford-ai-2021	706	108	and	and	CC
stanford-ai-2021	706	109	NetBase	NetBase	NNP
stanford-ai-2021	706	110	Quid	Quid	NNP
stanford-ai-2021	706	111	,	,	,
stanford-ai-2021	706	112	2020	2020	CD
stanford-ai-2021	706	113	|	|	CD
stanford-ai-2021	706	114	Chart	Chart	NNP
stanford-ai-2021	706	115	:	:	:
stanford-ai-2021	706	116	2021	2021	CD
stanford-ai-2021	706	117	AI	AI	NNP
stanford-ai-2021	706	118	Index	Index	NNP
stanford-ai-2021	706	119	Report	Report	NNP
stanford-ai-2021	706	120	2019	2019	CD
stanford-ai-2021	706	121	2020	2020	CD
stanford-ai-2021	706	122	C	c	NN
stanford-ai-2021	706	123	H	h	NN
stanford-ai-2021	706	124	A	a	NN
stanford-ai-2021	706	125	P	p	NN
stanford-ai-2021	706	126	T	t	NN
stanford-ai-2021	706	127	E	e	NN
stanford-ai-2021	706	128	R	r	NN
stanford-ai-2021	706	129	3	3	CD
stanford-ai-2021	706	130	:	:	:
stanford-ai-2021	706	131	T	t	NN
stanford-ai-2021	706	132	H	h	NN
stanford-ai-2021	706	133	E	e	NN
stanford-ai-2021	706	134	E	e	NN
stanford-ai-2021	706	135	C	c	NN
stanford-ai-2021	706	136	O	o	NN
stanford-ai-2021	706	137	N	n	NN
stanford-ai-2021	706	138	O	o	NN
stanford-ai-2021	706	139	M	m	NN
stanford-ai-2021	706	140	Y	Y	NNP
stanford-ai-2021	706	141	Focus	Focus	NNP
stanford-ai-2021	706	142	Area	Area	NNP
stanford-ai-2021	706	143	Analysis	Analysis	NNP
stanford-ai-2021	706	144	Figure	Figure	NNP
stanford-ai-2021	706	145	3.2.6	3.2.6	NNP
stanford-ai-2021	706	146	shows	show	VBZ
stanford-ai-2021	706	147	the	the	DT
stanford-ai-2021	706	148	ranking	ranking	NN
stanford-ai-2021	706	149	of	of	IN
stanford-ai-2021	706	150	the	the	DT
stanford-ai-2021	706	151	top	top	JJ
stanford-ai-2021	706	152	10	10	CD
stanford-ai-2021	706	153	focus	focus	NN
stanford-ai-2021	706	154	areas	area	NNS
stanford-ai-2021	706	155	that	that	WDT
stanford-ai-2021	706	156	receive	receive	VBP
stanford-ai-2021	706	157	the	the	DT
stanford-ai-2021	706	158	greatest	great	JJS
stanford-ai-2021	706	159	amount	amount	NN
stanford-ai-2021	706	160	of	of	IN
stanford-ai-2021	706	161	private	private	JJ
stanford-ai-2021	706	162	investment	investment	NN
stanford-ai-2021	706	163	in	in	IN
stanford-ai-2021	706	164	2020	2020	CD
stanford-ai-2021	706	165	as	as	RB
stanford-ai-2021	706	166	well	well	RB
stanford-ai-2021	706	167	as	as	IN
stanford-ai-2021	706	168	their	-PRON-	PRP$
stanford-ai-2021	706	169	respective	respective	JJ
stanford-ai-2021	706	170	investment	investment	NN
stanford-ai-2021	706	171	amount	amount	NN
stanford-ai-2021	706	172	in	in	IN
stanford-ai-2021	706	173	2019	2019	CD
stanford-ai-2021	706	174	.	.	.
stanford-ai-2021	707	1	The	the	DT
stanford-ai-2021	707	2	“	"	``
stanford-ai-2021	707	3	Drugs	Drugs	NNP
stanford-ai-2021	707	4	,	,	,
stanford-ai-2021	707	5	Cancer	Cancer	NNP
stanford-ai-2021	707	6	,	,	,
stanford-ai-2021	707	7	Molecular	Molecular	NNP
stanford-ai-2021	707	8	,	,	,
stanford-ai-2021	707	9	Drug	Drug	NNP
stanford-ai-2021	707	10	Discovery	Discovery	NNP
stanford-ai-2021	707	11	”	"	''
stanford-ai-2021	707	12	area	area	NN
stanford-ai-2021	707	13	tops	top	VBZ
stanford-ai-2021	707	14	the	the	DT
stanford-ai-2021	707	15	list	list	NN
stanford-ai-2021	707	16	,	,	,
stanford-ai-2021	707	17	with	with	IN
stanford-ai-2021	707	18	more	more	JJR
stanford-ai-2021	707	19	than	than	IN
stanford-ai-2021	707	20	USD	usd	NN
stanford-ai-2021	707	21	13.8	13.8	CD
stanford-ai-2021	707	22	billion	billion	CD
stanford-ai-2021	707	23	in	in	IN
stanford-ai-2021	707	24	private	private	JJ
stanford-ai-2021	707	25	AI	AI	NNP
stanford-ai-2021	707	26	investment—4.5	investment—4.5	JJ
stanford-ai-2021	707	27	times	time	NNS
stanford-ai-2021	707	28	higher	high	JJR
stanford-ai-2021	707	29	than	than	IN
stanford-ai-2021	707	30	2019	2019	CD
stanford-ai-2021	707	31	—	—	:
stanford-ai-2021	707	32	followed	follow	VBN
stanford-ai-2021	707	33	by	by	IN
stanford-ai-2021	707	34	“	"	``
stanford-ai-2021	707	35	Autonomous	Autonomous	NNP
stanford-ai-2021	707	36	Vehicles	Vehicles	NNPS
stanford-ai-2021	707	37	,	,	,
stanford-ai-2021	707	38	Fleet	Fleet	NNP
stanford-ai-2021	707	39	,	,	,
stanford-ai-2021	707	40	Autonomous	Autonomous	NNP
stanford-ai-2021	707	41	Driving	Driving	NNP
stanford-ai-2021	707	42	,	,	,
stanford-ai-2021	707	43	Road	Road	NNP
stanford-ai-2021	707	44	”	"	''
stanford-ai-2021	707	45	(	(	-LRB-
stanford-ai-2021	707	46	USD	usd	NN
stanford-ai-2021	707	47	4.5	4.5	CD
stanford-ai-2021	707	48	billion	billion	CD
stanford-ai-2021	707	49	)	)	-RRB-
stanford-ai-2021	707	50	,	,	,
stanford-ai-2021	707	51	and	and	CC
stanford-ai-2021	707	52	“	"	``
stanford-ai-2021	707	53	Students	student	NNS
stanford-ai-2021	707	54	,	,	,
stanford-ai-2021	707	55	Courses	Courses	NNPS
stanford-ai-2021	707	56	,	,	,
stanford-ai-2021	707	57	Edtech	Edtech	NNP
stanford-ai-2021	707	58	,	,	,
stanford-ai-2021	707	59	English	English	NNP
stanford-ai-2021	707	60	Language	Language	NNP
stanford-ai-2021	707	61	”	"	''
stanford-ai-2021	707	62	(	(	-LRB-
stanford-ai-2021	707	63	USD	usd	NN
stanford-ai-2021	707	64	4.1	4.1	CD
stanford-ai-2021	707	65	billion	billion	CD
stanford-ai-2021	707	66	)	)	-RRB-
stanford-ai-2021	707	67	.	.	.
stanford-ai-2021	708	1	In	in	IN
stanford-ai-2021	708	2	addition	addition	NN
stanford-ai-2021	708	3	to	to	IN
stanford-ai-2021	708	4	Drugs	Drugs	NNP
stanford-ai-2021	708	5	,	,	,
stanford-ai-2021	708	6	Cancer	Cancer	NNP
stanford-ai-2021	708	7	,	,	,
stanford-ai-2021	708	8	Molecular	Molecular	NNP
stanford-ai-2021	708	9	,	,	,
stanford-ai-2021	708	10	Drug	Drug	NNP
stanford-ai-2021	708	11	Discovery	Discovery	NNP
stanford-ai-2021	708	12	,	,	,
stanford-ai-2021	708	13	”	"	''
stanford-ai-2021	708	14	both	both	CC
stanford-ai-2021	708	15	“	"	``
stanford-ai-2021	708	16	Games	Games	NNPS
stanford-ai-2021	708	17	,	,	,
stanford-ai-2021	708	18	Fans	Fans	NNPS
stanford-ai-2021	708	19	,	,	,
stanford-ai-2021	708	20	Gaming	Gaming	NNP
stanford-ai-2021	708	21	,	,	,
stanford-ai-2021	708	22	Football	Football	NNP
stanford-ai-2021	708	23	”	"	''
stanford-ai-2021	708	24	and	and	CC
stanford-ai-2021	708	25	“	"	``
stanford-ai-2021	708	26	Students	student	NNS
stanford-ai-2021	708	27	,	,	,
stanford-ai-2021	708	28	Courses	Courses	NNPS
stanford-ai-2021	708	29	,	,	,
stanford-ai-2021	708	30	Edtech	Edtech	NNP
stanford-ai-2021	708	31	,	,	,
stanford-ai-2021	708	32	English	English	NNP
stanford-ai-2021	708	33	Language	Language	NNP
stanford-ai-2021	708	34	”	"	''
stanford-ai-2021	708	35	saw	see	VBD
stanford-ai-2021	708	36	a	a	DT
stanford-ai-2021	708	37	significant	significant	JJ
stanford-ai-2021	708	38	increase	increase	NN
stanford-ai-2021	708	39	in	in	IN
stanford-ai-2021	708	40	the	the	DT
stanford-ai-2021	708	41	amount	amount	NN
stanford-ai-2021	708	42	of	of	IN
stanford-ai-2021	708	43	private	private	JJ
stanford-ai-2021	708	44	AI	AI	NNP
stanford-ai-2021	708	45	investment	investment	NN
stanford-ai-2021	708	46	from	from	IN
stanford-ai-2021	708	47	2019	2019	CD
stanford-ai-2021	708	48	to	to	IN
stanford-ai-2021	708	49	2020	2020	CD
stanford-ai-2021	708	50	.	.	.
stanford-ai-2021	709	1	The	the	DT
stanford-ai-2021	709	2	former	former	JJ
stanford-ai-2021	709	3	is	be	VBZ
stanford-ai-2021	709	4	largely	largely	RB
stanford-ai-2021	709	5	driven	drive	VBN
stanford-ai-2021	709	6	by	by	IN
stanford-ai-2021	709	7	several	several	JJ
stanford-ai-2021	709	8	financing	financing	NN
stanford-ai-2021	709	9	rounds	round	NNS
stanford-ai-2021	709	10	to	to	IN
stanford-ai-2021	709	11	gaming	gaming	NN
stanford-ai-2021	709	12	and	and	CC
stanford-ai-2021	709	13	sports	sport	NNS
stanford-ai-2021	709	14	startups	startup	NNS
stanford-ai-2021	709	15	in	in	IN
stanford-ai-2021	709	16	the	the	DT
stanford-ai-2021	709	17	United	United	NNP
stanford-ai-2021	709	18	States	States	NNP
stanford-ai-2021	709	19	and	and	CC
stanford-ai-2021	709	20	South	South	NNP
stanford-ai-2021	709	21	Korea	Korea	NNP
stanford-ai-2021	709	22	,	,	,
stanford-ai-2021	709	23	while	while	IN
stanford-ai-2021	709	24	the	the	DT
stanford-ai-2021	709	25	latter	latter	NN
stanford-ai-2021	709	26	is	be	VBZ
stanford-ai-2021	709	27	boosted	boost	VBN
stanford-ai-2021	709	28	by	by	IN
stanford-ai-2021	709	29	investments	investment	NNS
stanford-ai-2021	709	30	in	in	IN
stanford-ai-2021	709	31	an	an	DT
stanford-ai-2021	709	32	online	online	JJ
stanford-ai-2021	709	33	education	education	NN
stanford-ai-2021	709	34	platform	platform	NN
stanford-ai-2021	709	35	in	in	IN
stanford-ai-2021	709	36	China	China	NNP
stanford-ai-2021	709	37	.	.	.
stanford-ai-2021	710	1	3	3	LS
stanford-ai-2021	710	2	.	.	.
stanford-ai-2021	711	1	2	2	LS
stanford-ai-2021	711	2	I	i	NN
stanford-ai-2021	711	3	N	n	NN
stanford-ai-2021	711	4	V	v	NN
stanford-ai-2021	711	5	E	e	NN
stanford-ai-2021	711	6	S	s	NN
stanford-ai-2021	711	7	T	t	NN
stanford-ai-2021	711	8	M	m	NN
stanford-ai-2021	711	9	E	e	NN
stanford-ai-2021	711	10	N	N	NNP
stanford-ai-2021	711	11	T	t	NN
stanford-ai-2021	711	12	Figure	figure	NN
stanford-ai-2021	711	13	3.2.6	3.2.6	JJ
stanford-ai-2021	711	14	https://techcrunch.com/2020/05/22/statespace-the-platform-that-trains-gamers-raises-15-million/	https://techcrunch.com/2020/05/22/statespace-the-platform-that-trains-gamers-raises-15-million/	NNP
stanford-ai-2021	711	15	https://www.sportbusiness.com/news/kakao-vx-raises-money-for-virtual-golf-business/	https://www.sportbusiness.com/news/kakao-vx-raises-money-for-virtual-golf-business/	NN
stanford-ai-2021	711	16	https://www.prnewswire.com/news-releases/yuanfudao-raises-us2-2-billion-in-new-financing-valuing-the-company-at-us15-5-billion-becoming-the-most-valued-ed-tech-company-worldwide-301157837.html	https://www.prnewswire.com/news-releases/yuanfudao-raises-us2-2-billion-in-new-financing-valuing-the-company-at-us15-5-billion-becoming-the-most-valued-ed-tech-company-worldwide-301157837.html	.
stanford-ai-2021	711	17	TA	TA	NNP
stanford-ai-2021	711	18	B	b	NN
stanford-ai-2021	711	19	L	l	NN
stanford-ai-2021	711	20	E	e	NN
stanford-ai-2021	711	21	O	o	NN
stanford-ai-2021	711	22	F	f	NN
stanford-ai-2021	711	23	C	c	NN
stanford-ai-2021	711	24	O	o	NN
stanford-ai-2021	711	25	N	n	NN
stanford-ai-2021	711	26	T	t	NN
stanford-ai-2021	711	27	E	e	NN
stanford-ai-2021	711	28	N	n	NN
stanford-ai-2021	711	29	T	t	NN
stanford-ai-2021	711	30	S	s	NN
stanford-ai-2021	711	31	9	9	CD
stanford-ai-2021	711	32	8C	8c	CD
stanford-ai-2021	711	33	H	h	NN
stanford-ai-2021	711	34	A	a	NN
stanford-ai-2021	711	35	P	p	NN
stanford-ai-2021	711	36	T	t	NN
stanford-ai-2021	711	37	E	e	NN
stanford-ai-2021	711	38	R	r	NN
stanford-ai-2021	711	39	3	3	CD
stanford-ai-2021	711	40	P	p	NN
stanford-ai-2021	711	41	R	r	NN
stanford-ai-2021	711	42	E	e	NN
stanford-ai-2021	711	43	V	v	NN
stanford-ai-2021	711	44	I	i	NN
stanford-ai-2021	711	45	E	e	NN
stanford-ai-2021	711	46	W	W	NNP
stanford-ai-2021	711	47	Artificial	Artificial	NNP
stanford-ai-2021	711	48	Intelligence	Intelligence	NNP
stanford-ai-2021	711	49	Index	Index	NNP
stanford-ai-2021	711	50	Report	Report	NNP
stanford-ai-2021	711	51	2021	2021	CD
stanford-ai-2021	711	52	This	this	DT
stanford-ai-2021	711	53	section	section	NN
stanford-ai-2021	711	54	reviews	review	VBZ
stanford-ai-2021	711	55	how	how	WRB
stanford-ai-2021	711	56	corporations	corporation	NNS
stanford-ai-2021	711	57	have	have	VBP
stanford-ai-2021	711	58	capitalized	capitalize	VBN
stanford-ai-2021	711	59	on	on	IN
stanford-ai-2021	711	60	the	the	DT
stanford-ai-2021	711	61	advances	advance	NNS
stanford-ai-2021	711	62	in	in	IN
stanford-ai-2021	711	63	AI	AI	NNP
stanford-ai-2021	711	64	,	,	,
stanford-ai-2021	711	65	using	use	VBG
stanford-ai-2021	711	66	AI	ai	NN
stanford-ai-2021	711	67	and	and	CC
stanford-ai-2021	711	68	automation	automation	NN
stanford-ai-2021	711	69	to	to	IN
stanford-ai-2021	711	70	their	-PRON-	PRP$
stanford-ai-2021	711	71	advantage	advantage	NN
stanford-ai-2021	711	72	and	and	CC
stanford-ai-2021	711	73	generating	generate	VBG
stanford-ai-2021	711	74	value	value	NN
stanford-ai-2021	711	75	at	at	IN
stanford-ai-2021	711	76	scale	scale	NN
stanford-ai-2021	711	77	.	.	.
stanford-ai-2021	712	1	While	while	IN
stanford-ai-2021	712	2	the	the	DT
stanford-ai-2021	712	3	number	number	NN
stanford-ai-2021	712	4	of	of	IN
stanford-ai-2021	712	5	corporations	corporation	NNS
stanford-ai-2021	712	6	starting	start	VBG
stanford-ai-2021	712	7	to	to	TO
stanford-ai-2021	712	8	deploy	deploy	VB
stanford-ai-2021	712	9	AI	AI	NNP
stanford-ai-2021	712	10	technologies	technology	NNS
stanford-ai-2021	712	11	has	have	VBZ
stanford-ai-2021	712	12	surged	surge	VBN
stanford-ai-2021	712	13	in	in	IN
stanford-ai-2021	712	14	recent	recent	JJ
stanford-ai-2021	712	15	years	year	NNS
stanford-ai-2021	712	16	,	,	,
stanford-ai-2021	712	17	the	the	DT
stanford-ai-2021	712	18	economic	economic	JJ
stanford-ai-2021	712	19	turmoil	turmoil	NN
stanford-ai-2021	712	20	and	and	CC
stanford-ai-2021	712	21	impact	impact	NN
stanford-ai-2021	712	22	of	of	IN
stanford-ai-2021	712	23	COVID-19	covid-19	NN
stanford-ai-2021	712	24	in	in	IN
stanford-ai-2021	712	25	2020	2020	CD
stanford-ai-2021	712	26	have	have	VBP
stanford-ai-2021	712	27	slowed	slow	VBN
stanford-ai-2021	712	28	that	that	IN
stanford-ai-2021	712	29	rate	rate	NN
stanford-ai-2021	712	30	of	of	IN
stanford-ai-2021	712	31	adoption	adoption	NN
stanford-ai-2021	712	32	.	.	.
stanford-ai-2021	713	1	The	the	DT
stanford-ai-2021	713	2	latest	late	JJS
stanford-ai-2021	713	3	trends	trend	NNS
stanford-ai-2021	713	4	in	in	IN
stanford-ai-2021	713	5	corporate	corporate	JJ
stanford-ai-2021	713	6	AI	AI	NNP
stanford-ai-2021	713	7	activities	activity	NNS
stanford-ai-2021	713	8	are	be	VBP
stanford-ai-2021	713	9	examined	examine	VBN
stanford-ai-2021	713	10	through	through	IN
stanford-ai-2021	713	11	data	datum	NNS
stanford-ai-2021	713	12	on	on	IN
stanford-ai-2021	713	13	the	the	DT
stanford-ai-2021	713	14	adoption	adoption	NN
stanford-ai-2021	713	15	of	of	IN
stanford-ai-2021	713	16	AI	AI	NNP
stanford-ai-2021	713	17	capabilities	capability	NNS
stanford-ai-2021	713	18	by	by	IN
stanford-ai-2021	713	19	McKinsey	McKinsey	NNP
stanford-ai-2021	713	20	’s	’s	POS
stanford-ai-2021	713	21	Global	Global	NNP
stanford-ai-2021	713	22	Survey	Survey	NNP
stanford-ai-2021	713	23	on	on	IN
stanford-ai-2021	713	24	AI	AI	NNP
stanford-ai-2021	713	25	,	,	,
stanford-ai-2021	713	26	trends	trend	NNS
stanford-ai-2021	713	27	in	in	IN
stanford-ai-2021	713	28	robot	robot	NN
stanford-ai-2021	713	29	installations	installation	NNS
stanford-ai-2021	713	30	across	across	IN
stanford-ai-2021	713	31	the	the	DT
stanford-ai-2021	713	32	globe	globe	NN
stanford-ai-2021	713	33	by	by	IN
stanford-ai-2021	713	34	the	the	DT
stanford-ai-2021	713	35	International	International	NNP
stanford-ai-2021	713	36	Federation	Federation	NNP
stanford-ai-2021	713	37	of	of	IN
stanford-ai-2021	713	38	Robotics	Robotics	NNP
stanford-ai-2021	713	39	(	(	-LRB-
stanford-ai-2021	713	40	IFR	IFR	NNP
stanford-ai-2021	713	41	)	)	-RRB-
stanford-ai-2021	713	42	,	,	,
stanford-ai-2021	713	43	and	and	CC
stanford-ai-2021	713	44	mentions	mention	NNS
stanford-ai-2021	713	45	of	of	IN
stanford-ai-2021	713	46	AI	AI	NNP
stanford-ai-2021	713	47	in	in	IN
stanford-ai-2021	713	48	corporate	corporate	JJ
stanford-ai-2021	713	49	earnings	earning	NNS
stanford-ai-2021	713	50	calls	call	NNS
stanford-ai-2021	713	51	by	by	IN
stanford-ai-2021	713	52	Prattle	Prattle	NNP
stanford-ai-2021	713	53	.	.	.
stanford-ai-2021	714	1	C	c	NN
stanford-ai-2021	714	2	H	h	NN
stanford-ai-2021	714	3	A	a	NN
stanford-ai-2021	714	4	P	p	NN
stanford-ai-2021	714	5	T	t	NN
stanford-ai-2021	714	6	E	e	NN
stanford-ai-2021	714	7	R	r	NN
stanford-ai-2021	714	8	3	3	CD
stanford-ai-2021	714	9	:	:	:
stanford-ai-2021	714	10	T	t	NN
stanford-ai-2021	714	11	H	h	NN
stanford-ai-2021	714	12	E	e	NN
stanford-ai-2021	714	13	E	e	NN
stanford-ai-2021	714	14	C	c	NN
stanford-ai-2021	714	15	O	o	NN
stanford-ai-2021	714	16	N	n	NN
stanford-ai-2021	714	17	O	o	NN
stanford-ai-2021	714	18	M	m	NN
stanford-ai-2021	714	19	Y	y	NN
stanford-ai-2021	714	20	I	i	NN
stanford-ai-2021	714	21	N	n	NN
stanford-ai-2021	714	22	D	d	NN
stanford-ai-2021	714	23	U	u	NN
stanford-ai-2021	714	24	S	s	NN
stanford-ai-2021	714	25	T	t	NN
stanford-ai-2021	714	26	R	r	NN
stanford-ai-2021	714	27	Y	y	NN
stanford-ai-2021	714	28	A	a	NN
stanford-ai-2021	714	29	D	d	NN
stanford-ai-2021	714	30	O	o	NN
stanford-ai-2021	714	31	P	p	NN
stanford-ai-2021	714	32	T	t	NN
stanford-ai-2021	714	33	I	i	NN
stanford-ai-2021	714	34	O	o	NN
stanford-ai-2021	714	35	N	n	NN
stanford-ai-2021	714	36	This	this	DT
stanford-ai-2021	714	37	section	section	NN
stanford-ai-2021	714	38	shares	share	VBZ
stanford-ai-2021	714	39	the	the	DT
stanford-ai-2021	714	40	results	result	NNS
stanford-ai-2021	714	41	of	of	IN
stanford-ai-2021	714	42	a	a	DT
stanford-ai-2021	714	43	McKinsey	McKinsey	NNP
stanford-ai-2021	714	44	&	&	CC
stanford-ai-2021	714	45	Company	Company	NNP
stanford-ai-2021	714	46	survey	survey	NN
stanford-ai-2021	714	47	of	of	IN
stanford-ai-2021	714	48	2,395	2,395	CD
stanford-ai-2021	714	49	respondents	respondent	NNS
stanford-ai-2021	714	50	:	:	:
stanford-ai-2021	714	51	individuals	individual	NNS
stanford-ai-2021	714	52	representing	represent	VBG
stanford-ai-2021	714	53	companies	company	NNS
stanford-ai-2021	714	54	from	from	IN
stanford-ai-2021	714	55	a	a	DT
stanford-ai-2021	714	56	range	range	NN
stanford-ai-2021	714	57	of	of	IN
stanford-ai-2021	714	58	regions	region	NNS
stanford-ai-2021	714	59	,	,	,
stanford-ai-2021	714	60	industries	industry	NNS
stanford-ai-2021	714	61	,	,	,
stanford-ai-2021	714	62	sizes	size	NNS
stanford-ai-2021	714	63	,	,	,
stanford-ai-2021	714	64	functional	functional	JJ
stanford-ai-2021	714	65	specialties	specialty	NNS
stanford-ai-2021	714	66	,	,	,
stanford-ai-2021	714	67	and	and	CC
stanford-ai-2021	714	68	tenures	tenure	NNS
stanford-ai-2021	714	69	.	.	.
stanford-ai-2021	715	1	McKinsey	McKinsey	NNP
stanford-ai-2021	715	2	&	&	CC
stanford-ai-2021	715	3	Company	Company	NNP
stanford-ai-2021	715	4	’s	’s	POS
stanford-ai-2021	715	5	“	"	``
stanford-ai-2021	715	6	The	the	DT
stanford-ai-2021	715	7	State	State	NNP
stanford-ai-2021	715	8	of	of	IN
stanford-ai-2021	715	9	AI	AI	NNP
stanford-ai-2021	715	10	in	in	IN
stanford-ai-2021	715	11	2020	2020	CD
stanford-ai-2021	715	12	”	"	''
stanford-ai-2021	715	13	report	report	NN
stanford-ai-2021	715	14	contains	contain	VBZ
stanford-ai-2021	715	15	the	the	DT
stanford-ai-2021	715	16	full	full	JJ
stanford-ai-2021	715	17	results	result	NNS
stanford-ai-2021	715	18	of	of	IN
stanford-ai-2021	715	19	this	this	DT
stanford-ai-2021	715	20	survey	survey	NN
stanford-ai-2021	715	21	,	,	,
stanford-ai-2021	715	22	including	include	VBG
stanford-ai-2021	715	23	insights	insight	NNS
stanford-ai-2021	715	24	on	on	IN
stanford-ai-2021	715	25	how	how	WRB
stanford-ai-2021	715	26	different	different	JJ
stanford-ai-2021	715	27	companies	company	NNS
stanford-ai-2021	715	28	have	have	VBP
stanford-ai-2021	715	29	adopted	adopt	VBN
stanford-ai-2021	715	30	AI	AI	NNP
stanford-ai-2021	715	31	across	across	IN
stanford-ai-2021	715	32	functions	function	NNS
stanford-ai-2021	715	33	,	,	,
stanford-ai-2021	715	34	core	core	VB
stanford-ai-2021	715	35	best	good	JJS
stanford-ai-2021	715	36	practices	practice	NNS
stanford-ai-2021	715	37	shared	share	VBN
stanford-ai-2021	715	38	among	among	IN
stanford-ai-2021	715	39	the	the	DT
stanford-ai-2021	715	40	companies	company	NNS
stanford-ai-2021	715	41	that	that	WDT
stanford-ai-2021	715	42	are	be	VBP
stanford-ai-2021	715	43	generating	generate	VBG
stanford-ai-2021	715	44	the	the	DT
stanford-ai-2021	715	45	greatest	great	JJS
stanford-ai-2021	715	46	value	value	NN
stanford-ai-2021	715	47	from	from	IN
stanford-ai-2021	715	48	AI	AI	NNP
stanford-ai-2021	715	49	,	,	,
stanford-ai-2021	715	50	and	and	CC
stanford-ai-2021	715	51	the	the	DT
stanford-ai-2021	715	52	impacts	impact	NNS
stanford-ai-2021	715	53	of	of	IN
stanford-ai-2021	715	54	the	the	DT
stanford-ai-2021	715	55	COVID-19	covid-19	JJ
stanford-ai-2021	715	56	pandemic	pandemic	NN
stanford-ai-2021	715	57	on	on	IN
stanford-ai-2021	715	58	these	these	DT
stanford-ai-2021	715	59	companies	company	NNS
stanford-ai-2021	715	60	’	’	POS
stanford-ai-2021	715	61	AI	AI	NNP
stanford-ai-2021	715	62	investment	investment	NN
stanford-ai-2021	715	63	plans	plan	NNS
stanford-ai-2021	715	64	.	.	.
stanford-ai-2021	716	1	Global	Global	NNP
stanford-ai-2021	716	2	Adoption	Adoption	NNP
stanford-ai-2021	716	3	of	of	IN
stanford-ai-2021	716	4	AI	AI	NNP
stanford-ai-2021	716	5	The	the	DT
stanford-ai-2021	716	6	2020	2020	CD
stanford-ai-2021	716	7	survey	survey	NN
stanford-ai-2021	716	8	results	result	NNS
stanford-ai-2021	716	9	suggest	suggest	VBP
stanford-ai-2021	716	10	no	no	DT
stanford-ai-2021	716	11	increase	increase	NN
stanford-ai-2021	716	12	in	in	IN
stanford-ai-2021	716	13	AI	AI	NNP
stanford-ai-2021	716	14	adoption	adoption	NN
stanford-ai-2021	716	15	relative	relative	JJ
stanford-ai-2021	716	16	to	to	IN
stanford-ai-2021	716	17	2019	2019	CD
stanford-ai-2021	716	18	.	.	.
stanford-ai-2021	717	1	Over	over	IN
stanford-ai-2021	717	2	50	50	CD
stanford-ai-2021	717	3	%	%	NN
stanford-ai-2021	717	4	of	of	IN
stanford-ai-2021	717	5	respondents	respondent	NNS
stanford-ai-2021	717	6	say	say	VBP
stanford-ai-2021	717	7	that	that	IN
stanford-ai-2021	717	8	their	-PRON-	PRP$
stanford-ai-2021	717	9	organizations	organization	NNS
stanford-ai-2021	717	10	have	have	VBP
stanford-ai-2021	717	11	adopted	adopt	VBN
stanford-ai-2021	717	12	AI	AI	NNP
stanford-ai-2021	717	13	in	in	IN
stanford-ai-2021	717	14	at	at	RB
stanford-ai-2021	717	15	least	least	RBS
stanford-ai-2021	717	16	one	one	CD
stanford-ai-2021	717	17	business	business	NN
stanford-ai-2021	717	18	function	function	NN
stanford-ai-2021	717	19	(	(	-LRB-
stanford-ai-2021	717	20	Figure	Figure	NNP
stanford-ai-2021	717	21	3.3.1	3.3.1	NNP
stanford-ai-2021	717	22	)	)	-RRB-
stanford-ai-2021	717	23	.	.	.
stanford-ai-2021	718	1	In	in	IN
stanford-ai-2021	718	2	2019	2019	CD
stanford-ai-2021	718	3	,	,	,
stanford-ai-2021	718	4	58	58	CD
stanford-ai-2021	718	5	%	%	NN
stanford-ai-2021	718	6	of	of	IN
stanford-ai-2021	718	7	respondents	respondent	NNS
stanford-ai-2021	718	8	said	say	VBD
stanford-ai-2021	718	9	their	-PRON-	PRP$
stanford-ai-2021	718	10	companies	company	NNS
stanford-ai-2021	718	11	adopted	adopt	VBD
stanford-ai-2021	718	12	AI	AI	NNP
stanford-ai-2021	718	13	in	in	IN
stanford-ai-2021	718	14	at	at	RB
stanford-ai-2021	718	15	least	least	RBS
stanford-ai-2021	718	16	one	one	CD
stanford-ai-2021	718	17	function	function	NN
stanford-ai-2021	718	18	,	,	,
stanford-ai-2021	718	19	although	although	IN
stanford-ai-2021	718	20	the	the	DT
stanford-ai-2021	718	21	2019	2019	CD
stanford-ai-2021	718	22	survey	survey	NN
stanford-ai-2021	718	23	asked	ask	VBD
stanford-ai-2021	718	24	about	about	IN
stanford-ai-2021	718	25	companies	company	NNS
stanford-ai-2021	718	26	’	’	POS
stanford-ai-2021	718	27	AI	AI	NNP
stanford-ai-2021	718	28	adoption	adoption	NN
stanford-ai-2021	718	29	differently	differently	RB
stanford-ai-2021	718	30	.	.	.
stanford-ai-2021	719	1	In	in	IN
stanford-ai-2021	719	2	2020	2020	CD
stanford-ai-2021	719	3	,	,	,
stanford-ai-2021	719	4	companies	company	NNS
stanford-ai-2021	719	5	in	in	IN
stanford-ai-2021	719	6	developed	developed	JJ
stanford-ai-2021	719	7	Asia	Asia	NNP
stanford-ai-2021	719	8	-	-	HYPH
stanford-ai-2021	719	9	Pacific	Pacific	NNP
stanford-ai-2021	719	10	countries	country	NNS
stanford-ai-2021	719	11	led	lead	VBD
stanford-ai-2021	719	12	in	in	IN
stanford-ai-2021	719	13	AI	AI	NNP
stanford-ai-2021	719	14	adoptions	adoption	NNS
stanford-ai-2021	719	15	,	,	,
stanford-ai-2021	719	16	followed	follow	VBN
stanford-ai-2021	719	17	by	by	IN
stanford-ai-2021	719	18	those	those	DT
stanford-ai-2021	719	19	in	in	IN
stanford-ai-2021	719	20	India	India	NNP
stanford-ai-2021	719	21	and	and	CC
stanford-ai-2021	719	22	North	North	NNP
stanford-ai-2021	719	23	America	America	NNP
stanford-ai-2021	719	24	.	.	.
stanford-ai-2021	720	1	While	while	IN
stanford-ai-2021	720	2	AI	AI	NNP
stanford-ai-2021	720	3	adoption	adoption	NN
stanford-ai-2021	720	4	was	be	VBD
stanford-ai-2021	720	5	about	about	RB
stanford-ai-2021	720	6	equal	equal	JJ
stanford-ai-2021	720	7	across	across	IN
stanford-ai-2021	720	8	regions	region	NNS
stanford-ai-2021	720	9	in	in	IN
stanford-ai-2021	720	10	2019	2019	CD
stanford-ai-2021	720	11	,	,	,
stanford-ai-2021	720	12	this	this	DT
stanford-ai-2021	720	13	year	year	NN
stanford-ai-2021	720	14	’s	’s	POS
stanford-ai-2021	720	15	respondents	respondent	NNS
stanford-ai-2021	720	16	working	work	VBG
stanford-ai-2021	720	17	for	for	IN
stanford-ai-2021	720	18	companies	company	NNS
stanford-ai-2021	720	19	in	in	IN
stanford-ai-2021	720	20	Latin	Latin	NNP
stanford-ai-2021	720	21	America	America	NNP
stanford-ai-2021	720	22	and	and	CC
stanford-ai-2021	720	23	in	in	IN
stanford-ai-2021	720	24	other	other	JJ
stanford-ai-2021	720	25	developing	develop	VBG
stanford-ai-2021	720	26	countries	country	NNS
stanford-ai-2021	720	27	are	be	VBP
stanford-ai-2021	720	28	much	much	RB
stanford-ai-2021	720	29	less	less	RBR
stanford-ai-2021	720	30	likely	likely	JJ
stanford-ai-2021	720	31	to	to	TO
stanford-ai-2021	720	32	report	report	VB
stanford-ai-2021	720	33	adopting	adopt	VBG
stanford-ai-2021	720	34	AI	AI	NNP
stanford-ai-2021	720	35	in	in	IN
stanford-ai-2021	720	36	at	at	RB
stanford-ai-2021	720	37	least	least	RBS
stanford-ai-2021	720	38	one	one	CD
stanford-ai-2021	720	39	business	business	NN
stanford-ai-2021	720	40	function	function	NN
stanford-ai-2021	720	41	.	.	.
stanford-ai-2021	721	1	3.3	3.3	CD
stanford-ai-2021	721	2	CORPORATE	corporate	JJ
stanford-ai-2021	721	3	ACTIVITY	activity	NN
stanford-ai-2021	721	4	3	3	CD
stanford-ai-2021	721	5	.	.	.
stanford-ai-2021	722	1	3	3	CD
stanford-ai-2021	722	2	C	c	NN
stanford-ai-2021	722	3	O	o	NN
stanford-ai-2021	722	4	R	r	NN
stanford-ai-2021	722	5	P	p	NN
stanford-ai-2021	722	6	O	o	NN
stanford-ai-2021	722	7	R	r	NN
stanford-ai-2021	722	8	AT	at	NN
stanford-ai-2021	722	9	E	e	NN
stanford-ai-2021	722	10	AC	ac	NN
stanford-ai-2021	722	11	T	t	NN
stanford-ai-2021	722	12	I	i	NN
stanford-ai-2021	722	13	V	v	NN
stanford-ai-2021	722	14	I	i	NN
stanford-ai-2021	722	15	T	t	NN
stanford-ai-2021	722	16	Y	y	NN
stanford-ai-2021	722	17	0	0	CD
stanford-ai-2021	722	18	%	%	NN
stanford-ai-2021	722	19	10	10	CD
stanford-ai-2021	722	20	%	%	NN
stanford-ai-2021	722	21	20	20	CD
stanford-ai-2021	722	22	%	%	NN
stanford-ai-2021	722	23	30	30	CD
stanford-ai-2021	722	24	%	%	NN
stanford-ai-2021	722	25	40	40	CD
stanford-ai-2021	722	26	%	%	NN
stanford-ai-2021	722	27	50	50	CD
stanford-ai-2021	722	28	%	%	NN
stanford-ai-2021	722	29	60	60	CD
stanford-ai-2021	722	30	%	%	NN
stanford-ai-2021	722	31	%	%	NN
stanford-ai-2021	722	32	of	of	IN
stanford-ai-2021	722	33	Respondents	Respondents	NNPS
stanford-ai-2021	722	34	Developed	Developed	NNP
stanford-ai-2021	722	35	Asia	Asia	NNP
stanford-ai-2021	722	36	-	-	HYPH
stanford-ai-2021	722	37	Pacific	Pacific	NNP
stanford-ai-2021	722	38	India	India	NNP
stanford-ai-2021	722	39	North	North	NNP
stanford-ai-2021	722	40	America	America	NNP
stanford-ai-2021	722	41	Europe	Europe	NNP
stanford-ai-2021	722	42	Developing	Developing	NNP
stanford-ai-2021	722	43	Markets	Markets	NNPS
stanford-ai-2021	722	44	(	(	-LRB-
stanford-ai-2021	722	45	incl	incl	VBZ
stanford-ai-2021	722	46	.	.	.
stanford-ai-2021	723	1	China	China	NNP
stanford-ai-2021	723	2	,	,	,
stanford-ai-2021	723	3	MENA	MENA	NNP
stanford-ai-2021	723	4	)	)	-RRB-
stanford-ai-2021	723	5	Latin	Latin	NNP
stanford-ai-2021	723	6	America	America	NNP
stanford-ai-2021	723	7	A	A	NNP
stanford-ai-2021	723	8	ll	will	MD
stanford-ai-2021	723	9	G	G	NNP
stanford-ai-2021	723	10	eo	eo	NNP
stanford-ai-2021	723	11	g	g	NNP
stanford-ai-2021	723	12	rap	rap	NN
stanford-ai-2021	723	13	h	h	NN
stanford-ai-2021	723	14	ies	ie	NNS
stanford-ai-2021	723	15	AI	AI	NNP
stanford-ai-2021	723	16	ADOPTION	ADOPTION	VBN
stanford-ai-2021	723	17	by	by	IN
stanford-ai-2021	723	18	ORGANIZATIONS	ORGANIZATIONS	NNP
stanford-ai-2021	723	19	GLOBALLY	GLOBALLY	NNP
stanford-ai-2021	723	20	,	,	,
stanford-ai-2021	723	21	2020	2020	CD
stanford-ai-2021	723	22	Source	source	NN
stanford-ai-2021	723	23	:	:	:
stanford-ai-2021	723	24	McKinsey	McKinsey	NNP
stanford-ai-2021	723	25	&	&	CC
stanford-ai-2021	723	26	Company	Company	NNP
stanford-ai-2021	723	27	,	,	,
stanford-ai-2021	723	28	2020	2020	CD
stanford-ai-2021	723	29	|	|	NNP
stanford-ai-2021	723	30	Chart	Chart	NNP
stanford-ai-2021	723	31	:	:	:
stanford-ai-2021	723	32	2021	2021	CD
stanford-ai-2021	723	33	AI	AI	NNP
stanford-ai-2021	723	34	Index	Index	NNP
stanford-ai-2021	723	35	Report	Report	NNP
stanford-ai-2021	723	36	Figure	Figure	NNP
stanford-ai-2021	723	37	3.3.1	3.3.1	NNP
stanford-ai-2021	723	38	https://www.mckinsey.com/Business-Functions/McKinsey-Analytics/Our-Insights/Global-survey-The-state-of-AI-in-2020	https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/global-survey-the-state-of-ai-in-2020	NN
stanford-ai-2021	723	39	TA	TA	NNP
stanford-ai-2021	723	40	B	b	NN
stanford-ai-2021	723	41	L	l	NN
stanford-ai-2021	723	42	E	e	NN
stanford-ai-2021	723	43	O	o	NN
stanford-ai-2021	723	44	F	f	NN
stanford-ai-2021	723	45	C	c	NN
stanford-ai-2021	723	46	O	o	NN
stanford-ai-2021	723	47	N	n	NN
stanford-ai-2021	723	48	T	t	NN
stanford-ai-2021	723	49	E	e	NN
stanford-ai-2021	723	50	N	n	NN
stanford-ai-2021	723	51	T	t	NN
stanford-ai-2021	723	52	S	s	NN
stanford-ai-2021	723	53	9	9	CD
stanford-ai-2021	723	54	9C	9c	NN
stanford-ai-2021	723	55	H	h	NN
stanford-ai-2021	723	56	A	a	NN
stanford-ai-2021	723	57	P	p	NN
stanford-ai-2021	723	58	T	t	NN
stanford-ai-2021	723	59	E	e	NN
stanford-ai-2021	723	60	R	r	NN
stanford-ai-2021	723	61	3	3	CD
stanford-ai-2021	723	62	P	p	NN
stanford-ai-2021	723	63	R	r	NN
stanford-ai-2021	723	64	E	e	NN
stanford-ai-2021	723	65	V	v	NN
stanford-ai-2021	723	66	I	i	NN
stanford-ai-2021	723	67	E	e	NN
stanford-ai-2021	723	68	W	W	NNP
stanford-ai-2021	723	69	Artificial	Artificial	NNP
stanford-ai-2021	723	70	Intelligence	Intelligence	NNP
stanford-ai-2021	723	71	Index	Index	NNP
stanford-ai-2021	723	72	Report	Report	NNP
stanford-ai-2021	723	73	2021	2021	CD
stanford-ai-2021	723	74	C	c	NN
stanford-ai-2021	723	75	H	h	NN
stanford-ai-2021	723	76	A	a	NN
stanford-ai-2021	723	77	P	p	NN
stanford-ai-2021	723	78	T	t	NN
stanford-ai-2021	723	79	E	e	NN
stanford-ai-2021	723	80	R	r	NN
stanford-ai-2021	723	81	3	3	CD
stanford-ai-2021	723	82	:	:	:
stanford-ai-2021	723	83	T	t	NN
stanford-ai-2021	723	84	H	h	NN
stanford-ai-2021	723	85	E	e	NN
stanford-ai-2021	723	86	E	e	NN
stanford-ai-2021	723	87	C	c	NN
stanford-ai-2021	723	88	O	o	NN
stanford-ai-2021	723	89	N	n	NN
stanford-ai-2021	723	90	O	o	NN
stanford-ai-2021	723	91	M	m	NN
stanford-ai-2021	723	92	Y	y	NN
stanford-ai-2021	723	93	AI	ai	NN
stanford-ai-2021	723	94	Adoption	adoption	NN
stanford-ai-2021	723	95	by	by	IN
stanford-ai-2021	723	96	Industry	Industry	NNP
stanford-ai-2021	723	97	and	and	CC
stanford-ai-2021	723	98	Function	Function	NNP
stanford-ai-2021	723	99	Respondents	Respondents	NNPS
stanford-ai-2021	723	100	representing	represent	VBG
stanford-ai-2021	723	101	companies	company	NNS
stanford-ai-2021	723	102	in	in	IN
stanford-ai-2021	723	103	high	high	JJ
stanford-ai-2021	723	104	tech	tech	NN
stanford-ai-2021	723	105	and	and	CC
stanford-ai-2021	723	106	telecom	telecom	NN
stanford-ai-2021	723	107	were	be	VBD
stanford-ai-2021	723	108	most	most	RBS
stanford-ai-2021	723	109	likely	likely	JJ
stanford-ai-2021	723	110	to	to	TO
stanford-ai-2021	723	111	report	report	VB
stanford-ai-2021	723	112	AI	AI	NNP
stanford-ai-2021	723	113	adoption	adoption	NN
stanford-ai-2021	723	114	in	in	IN
stanford-ai-2021	723	115	2020	2020	CD
stanford-ai-2021	723	116	,	,	,
stanford-ai-2021	723	117	similar	similar	JJ
stanford-ai-2021	723	118	to	to	IN
stanford-ai-2021	723	119	the	the	DT
stanford-ai-2021	723	120	2019	2019	CD
stanford-ai-2021	723	121	results	result	NNS
stanford-ai-2021	723	122	,	,	,
stanford-ai-2021	723	123	followed	follow	VBN
stanford-ai-2021	723	124	in	in	IN
stanford-ai-2021	723	125	second	second	JJ
stanford-ai-2021	723	126	place	place	NN
stanford-ai-2021	723	127	by	by	IN
stanford-ai-2021	723	128	both	both	CC
stanford-ai-2021	723	129	financial	financial	JJ
stanford-ai-2021	723	130	services	service	NNS
stanford-ai-2021	723	131	and	and	CC
stanford-ai-2021	723	132	automotive	automotive	JJ
stanford-ai-2021	723	133	and	and	CC
stanford-ai-2021	723	134	assembly	assembly	NN
stanford-ai-2021	723	135	(	(	-LRB-
stanford-ai-2021	723	136	Figure	Figure	NNP
stanford-ai-2021	723	137	3.3.2	3.3.2	NNP
stanford-ai-2021	723	138	)	)	-RRB-
stanford-ai-2021	723	139	.	.	.
stanford-ai-2021	724	1	In	in	IN
stanford-ai-2021	724	2	another	another	DT
stanford-ai-2021	724	3	repeat	repeat	NN
stanford-ai-2021	724	4	from	from	IN
stanford-ai-2021	724	5	2019	2019	CD
stanford-ai-2021	724	6	(	(	-LRB-
stanford-ai-2021	724	7	and	and	CC
stanford-ai-2021	724	8	2018	2018	CD
stanford-ai-2021	724	9	)	)	-RRB-
stanford-ai-2021	724	10	,	,	,
stanford-ai-2021	724	11	the	the	DT
stanford-ai-2021	724	12	2020	2020	CD
stanford-ai-2021	724	13	survey	survey	NN
stanford-ai-2021	724	14	suggests	suggest	VBZ
stanford-ai-2021	724	15	that	that	IN
stanford-ai-2021	724	16	the	the	DT
stanford-ai-2021	724	17	functions	function	NNS
stanford-ai-2021	724	18	where	where	WRB
stanford-ai-2021	724	19	companies	company	NNS
stanford-ai-2021	724	20	are	be	VBP
stanford-ai-2021	724	21	most	most	RBS
stanford-ai-2021	724	22	likely	likely	JJ
stanford-ai-2021	724	23	to	to	TO
stanford-ai-2021	724	24	adopt	adopt	VB
stanford-ai-2021	724	25	AI	AI	NNP
stanford-ai-2021	724	26	vary	vary	VB
stanford-ai-2021	724	27	by	by	IN
stanford-ai-2021	724	28	industry	industry	NN
stanford-ai-2021	724	29	(	(	-LRB-
stanford-ai-2021	724	30	Figure	Figure	NNP
stanford-ai-2021	724	31	3.3.3	3.3.3	CD
stanford-ai-2021	724	32	)	)	-RRB-
stanford-ai-2021	724	33	.	.	.
stanford-ai-2021	725	1	For	for	IN
stanford-ai-2021	725	2	example	example	NN
stanford-ai-2021	725	3	,	,	,
stanford-ai-2021	725	4	respondents	respondent	NNS
stanford-ai-2021	725	5	in	in	IN
stanford-ai-2021	725	6	the	the	DT
stanford-ai-2021	725	7	automotive	automotive	JJ
stanford-ai-2021	725	8	and	and	CC
stanford-ai-2021	725	9	assembly	assembly	NN
stanford-ai-2021	725	10	industry	industry	NN
stanford-ai-2021	725	11	report	report	NN
stanford-ai-2021	725	12	greater	great	JJR
stanford-ai-2021	725	13	AI	AI	NNP
stanford-ai-2021	725	14	adoption	adoption	NN
stanford-ai-2021	725	15	for	for	IN
stanford-ai-2021	725	16	manufacturing-	manufacturing-	JJ
stanford-ai-2021	725	17	related	related	JJ
stanford-ai-2021	725	18	tasks	task	NNS
stanford-ai-2021	725	19	than	than	IN
stanford-ai-2021	725	20	any	any	DT
stanford-ai-2021	725	21	other	other	JJ
stanford-ai-2021	725	22	;	;	:
stanford-ai-2021	725	23	respondents	respondent	NNS
stanford-ai-2021	725	24	in	in	IN
stanford-ai-2021	725	25	financial	financial	JJ
stanford-ai-2021	725	26	services	service	NNS
stanford-ai-2021	725	27	report	report	NN
stanford-ai-2021	725	28	greater	great	JJR
stanford-ai-2021	725	29	AI	AI	NNP
stanford-ai-2021	725	30	adoption	adoption	NN
stanford-ai-2021	725	31	for	for	IN
stanford-ai-2021	725	32	risk	risk	NN
stanford-ai-2021	725	33	functions	function	NNS
stanford-ai-2021	725	34	;	;	,
stanford-ai-2021	725	35	and	and	CC
stanford-ai-2021	725	36	respondents	respondent	NNS
stanford-ai-2021	725	37	in	in	IN
stanford-ai-2021	725	38	high	high	JJ
stanford-ai-2021	725	39	tech	tech	NN
stanford-ai-2021	725	40	and	and	CC
stanford-ai-2021	725	41	telecom	telecom	NN
stanford-ai-2021	725	42	report	report	NN
stanford-ai-2021	725	43	greater	great	JJR
stanford-ai-2021	725	44	AI	AI	NNP
stanford-ai-2021	725	45	adoption	adoption	NN
stanford-ai-2021	725	46	for	for	IN
stanford-ai-2021	725	47	product	product	NN
stanford-ai-2021	725	48	and	and	CC
stanford-ai-2021	725	49	service	service	NN
stanford-ai-2021	725	50	development	development	NN
stanford-ai-2021	725	51	functions	function	NNS
stanford-ai-2021	725	52	.	.	.
stanford-ai-2021	726	1	Across	across	IN
stanford-ai-2021	726	2	industries	industry	NNS
stanford-ai-2021	726	3	,	,	,
stanford-ai-2021	726	4	companies	company	NNS
stanford-ai-2021	726	5	in	in	IN
stanford-ai-2021	726	6	2020	2020	CD
stanford-ai-2021	726	7	are	be	VBP
stanford-ai-2021	726	8	most	most	RBS
stanford-ai-2021	726	9	likely	likely	JJ
stanford-ai-2021	726	10	to	to	TO
stanford-ai-2021	726	11	report	report	VB
stanford-ai-2021	726	12	using	use	VBG
stanford-ai-2021	726	13	AI	AI	NNP
stanford-ai-2021	726	14	for	for	IN
stanford-ai-2021	726	15	service	service	NN
stanford-ai-2021	726	16	operations	operation	NNS
stanford-ai-2021	726	17	(	(	-LRB-
stanford-ai-2021	726	18	such	such	JJ
stanford-ai-2021	726	19	as	as	IN
stanford-ai-2021	726	20	field	field	NN
stanford-ai-2021	726	21	services	service	NNS
stanford-ai-2021	726	22	,	,	,
stanford-ai-2021	726	23	customer	customer	NN
stanford-ai-2021	726	24	care	care	NN
stanford-ai-2021	726	25	,	,	,
stanford-ai-2021	726	26	back	back	NN
stanford-ai-2021	726	27	office	office	NN
stanford-ai-2021	726	28	)	)	-RRB-
stanford-ai-2021	726	29	,	,	,
stanford-ai-2021	726	30	product	product	NN
stanford-ai-2021	726	31	and	and	CC
stanford-ai-2021	726	32	service	service	NN
stanford-ai-2021	726	33	development	development	NN
stanford-ai-2021	726	34	,	,	,
stanford-ai-2021	726	35	and	and	CC
stanford-ai-2021	726	36	marketing	marketing	NN
stanford-ai-2021	726	37	and	and	CC
stanford-ai-2021	726	38	sales	sale	NNS
stanford-ai-2021	726	39	,	,	,
stanford-ai-2021	726	40	similar	similar	JJ
stanford-ai-2021	726	41	to	to	IN
stanford-ai-2021	726	42	the	the	DT
stanford-ai-2021	726	43	survey	survey	NN
stanford-ai-2021	726	44	results	result	NNS
stanford-ai-2021	726	45	in	in	IN
stanford-ai-2021	726	46	2019	2019	CD
stanford-ai-2021	726	47	.	.	.
stanford-ai-2021	727	1	3	3	LS
stanford-ai-2021	727	2	.	.	.
stanford-ai-2021	728	1	3	3	CD
stanford-ai-2021	728	2	C	c	NN
stanford-ai-2021	728	3	O	o	NN
stanford-ai-2021	728	4	R	r	NN
stanford-ai-2021	728	5	P	p	NN
stanford-ai-2021	728	6	O	o	NN
stanford-ai-2021	728	7	R	r	NN
stanford-ai-2021	728	8	AT	at	NN
stanford-ai-2021	728	9	E	e	NN
stanford-ai-2021	728	10	AC	ac	NN
stanford-ai-2021	728	11	T	t	NN
stanford-ai-2021	728	12	I	i	NN
stanford-ai-2021	728	13	V	v	NN
stanford-ai-2021	728	14	I	i	NN
stanford-ai-2021	728	15	T	t	NN
stanford-ai-2021	728	16	Y	y	NN
stanford-ai-2021	728	17	0	0	CD
stanford-ai-2021	728	18	%	%	NN
stanford-ai-2021	728	19	10	10	CD
stanford-ai-2021	728	20	%	%	NN
stanford-ai-2021	728	21	20	20	CD
stanford-ai-2021	728	22	%	%	NN
stanford-ai-2021	728	23	30	30	CD
stanford-ai-2021	728	24	%	%	NN
stanford-ai-2021	728	25	40	40	CD
stanford-ai-2021	728	26	%	%	NN
stanford-ai-2021	728	27	50	50	CD
stanford-ai-2021	728	28	%	%	NN
stanford-ai-2021	728	29	60	60	CD
stanford-ai-2021	728	30	%	%	NN
stanford-ai-2021	728	31	70	70	CD
stanford-ai-2021	728	32	%	%	NN
stanford-ai-2021	728	33	%	%	NN
stanford-ai-2021	728	34	of	of	IN
stanford-ai-2021	728	35	Respondents	Respondents	NNP
stanford-ai-2021	728	36	High	high	JJ
stanford-ai-2021	728	37	tech	tech	NN
stanford-ai-2021	728	38	/	/	,
stanford-ai-2021	728	39	Telecom	Telecom	NNP
stanford-ai-2021	728	40	Automotive	Automotive	NNP
stanford-ai-2021	728	41	and	and	CC
stanford-ai-2021	728	42	Assembly	Assembly	NNP
stanford-ai-2021	728	43	Financial	Financial	NNP
stanford-ai-2021	728	44	Services	Services	NNPS
stanford-ai-2021	728	45	Business	Business	NNP
stanford-ai-2021	728	46	,	,	,
stanford-ai-2021	728	47	Legal	Legal	NNP
stanford-ai-2021	728	48	,	,	,
stanford-ai-2021	728	49	and	and	CC
stanford-ai-2021	728	50	Professional	Professional	NNP
stanford-ai-2021	728	51	Services	Services	NNPS
stanford-ai-2021	728	52	Healthcare	Healthcare	NNP
stanford-ai-2021	728	53	/	/	SYM
stanford-ai-2021	728	54	Pharma	Pharma	NNP
stanford-ai-2021	728	55	Consumer	Consumer	NNP
stanford-ai-2021	728	56	Goods	Goods	NNP
stanford-ai-2021	728	57	/	/	SYM
stanford-ai-2021	728	58	Retail	Retail	NNP
stanford-ai-2021	728	59	AI	AI	NNP
stanford-ai-2021	728	60	ADOPTION	ADOPTION	VBN
stanford-ai-2021	728	61	by	by	IN
stanford-ai-2021	728	62	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	728	63	,	,	,
stanford-ai-2021	728	64	2020	2020	CD
stanford-ai-2021	728	65	Source	source	NN
stanford-ai-2021	728	66	:	:	:
stanford-ai-2021	728	67	McKinsey	McKinsey	NNP
stanford-ai-2021	728	68	&	&	CC
stanford-ai-2021	728	69	Company	Company	NNP
stanford-ai-2021	728	70	,	,	,
stanford-ai-2021	728	71	2020	2020	CD
stanford-ai-2021	728	72	|	|	NNP
stanford-ai-2021	728	73	Chart	Chart	NNP
stanford-ai-2021	728	74	:	:	:
stanford-ai-2021	728	75	2021	2021	CD
stanford-ai-2021	728	76	AI	AI	NNP
stanford-ai-2021	728	77	Index	Index	NNP
stanford-ai-2021	728	78	Report	Report	NNP
stanford-ai-2021	728	79	Figure	Figure	NNP
stanford-ai-2021	728	80	3.3.2	3.3.2	NNP
stanford-ai-2021	728	81	Type	Type	NNP
stanford-ai-2021	728	82	of	of	IN
stanford-ai-2021	728	83	AI	AI	NNP
stanford-ai-2021	728	84	Capabilities	capability	NNS
stanford-ai-2021	728	85	Adopted	adopt	VBN
stanford-ai-2021	728	86	By	by	IN
stanford-ai-2021	728	87	industry	industry	NN
stanford-ai-2021	728	88	,	,	,
stanford-ai-2021	728	89	the	the	DT
stanford-ai-2021	728	90	type	type	NN
stanford-ai-2021	728	91	of	of	IN
stanford-ai-2021	728	92	AI	AI	NNP
stanford-ai-2021	728	93	capabilities	capability	NNS
stanford-ai-2021	728	94	adopted	adopt	VBD
stanford-ai-2021	728	95	varies	varie	NNS
stanford-ai-2021	728	96	(	(	-LRB-
stanford-ai-2021	728	97	Figure	Figure	NNP
stanford-ai-2021	728	98	3.3.4	3.3.4	NN
stanford-ai-2021	728	99	)	)	-RRB-
stanford-ai-2021	728	100	.	.	.
stanford-ai-2021	729	1	Across	across	IN
stanford-ai-2021	729	2	industries	industry	NNS
stanford-ai-2021	729	3	,	,	,
stanford-ai-2021	729	4	companies	company	NNS
stanford-ai-2021	729	5	in	in	IN
stanford-ai-2021	729	6	2020	2020	CD
stanford-ai-2021	729	7	were	be	VBD
stanford-ai-2021	729	8	most	most	RBS
stanford-ai-2021	729	9	likely	likely	JJ
stanford-ai-2021	729	10	to	to	TO
stanford-ai-2021	729	11	identify	identify	VB
stanford-ai-2021	729	12	other	other	JJ
stanford-ai-2021	729	13	machine	machine	NN
stanford-ai-2021	729	14	learning	learning	NN
stanford-ai-2021	729	15	techniques	technique	NNS
stanford-ai-2021	729	16	,	,	,
stanford-ai-2021	729	17	robotic	robotic	JJ
stanford-ai-2021	729	18	process	process	NN
stanford-ai-2021	729	19	automation	automation	NN
stanford-ai-2021	729	20	,	,	,
stanford-ai-2021	729	21	and	and	CC
stanford-ai-2021	729	22	computer	computer	NN
stanford-ai-2021	729	23	vision	vision	NN
stanford-ai-2021	729	24	as	as	IN
stanford-ai-2021	729	25	capabilities	capability	NNS
stanford-ai-2021	729	26	adopted	adopt	VBN
stanford-ai-2021	729	27	in	in	IN
stanford-ai-2021	729	28	at	at	RB
stanford-ai-2021	729	29	least	least	RBS
stanford-ai-2021	729	30	one	one	CD
stanford-ai-2021	729	31	business	business	NN
stanford-ai-2021	729	32	function	function	NN
stanford-ai-2021	729	33	.	.	.
stanford-ai-2021	730	1	Industries	industry	NNS
stanford-ai-2021	730	2	tend	tend	VBP
stanford-ai-2021	730	3	to	to	TO
stanford-ai-2021	730	4	adopt	adopt	VB
stanford-ai-2021	730	5	AI	AI	NNP
stanford-ai-2021	730	6	capabilities	capability	NNS
stanford-ai-2021	730	7	that	that	WDT
stanford-ai-2021	730	8	best	good	JJS
stanford-ai-2021	730	9	serve	serve	VBP
stanford-ai-2021	730	10	their	-PRON-	PRP$
stanford-ai-2021	730	11	core	core	NN
stanford-ai-2021	730	12	functions	function	NNS
stanford-ai-2021	730	13	.	.	.
stanford-ai-2021	731	1	For	for	IN
stanford-ai-2021	731	2	example	example	NN
stanford-ai-2021	731	3	,	,	,
stanford-ai-2021	731	4	physical	physical	JJ
stanford-ai-2021	731	5	robotics	robotic	NNS
stanford-ai-2021	731	6	,	,	,
stanford-ai-2021	731	7	as	as	RB
stanford-ai-2021	731	8	well	well	RB
stanford-ai-2021	731	9	as	as	IN
stanford-ai-2021	731	10	autonomous	autonomous	JJ
stanford-ai-2021	731	11	vehicles	vehicle	NNS
stanford-ai-2021	731	12	,	,	,
stanford-ai-2021	731	13	are	be	VBP
stanford-ai-2021	731	14	most	most	RBS
stanford-ai-2021	731	15	frequently	frequently	RB
stanford-ai-2021	731	16	adopted	adopt	VBN
stanford-ai-2021	731	17	by	by	IN
stanford-ai-2021	731	18	industries	industry	NNS
stanford-ai-2021	731	19	where	where	WRB
stanford-ai-2021	731	20	manufacturing	manufacturing	NN
stanford-ai-2021	731	21	and	and	CC
stanford-ai-2021	731	22	distribution	distribution	NN
stanford-ai-2021	731	23	play	play	VBP
stanford-ai-2021	731	24	a	a	DT
stanford-ai-2021	731	25	large	large	JJ
stanford-ai-2021	731	26	role	role	NN
stanford-ai-2021	731	27	—	—	:
stanford-ai-2021	731	28	such	such	JJ
stanford-ai-2021	731	29	as	as	IN
stanford-ai-2021	731	30	automotive	automotive	JJ
stanford-ai-2021	731	31	and	and	CC
stanford-ai-2021	731	32	assembly	assembly	NN
stanford-ai-2021	731	33	,	,	,
stanford-ai-2021	731	34	and	and	CC
stanford-ai-2021	731	35	consumer	consumer	NN
stanford-ai-2021	731	36	goods	good	NNS
stanford-ai-2021	731	37	and	and	CC
stanford-ai-2021	731	38	retail	retail	NN
stanford-ai-2021	731	39	.	.	.
stanford-ai-2021	732	1	Natural	natural	JJ
stanford-ai-2021	732	2	language	language	NN
stanford-ai-2021	732	3	processing	processing	NN
stanford-ai-2021	732	4	capabilities	capability	NNS
stanford-ai-2021	732	5	,	,	,
stanford-ai-2021	732	6	such	such	JJ
stanford-ai-2021	732	7	as	as	IN
stanford-ai-2021	732	8	text	text	NN
stanford-ai-2021	732	9	understanding	understanding	NN
stanford-ai-2021	732	10	,	,	,
stanford-ai-2021	732	11	speech	speech	NN
stanford-ai-2021	732	12	understanding	understanding	NN
stanford-ai-2021	732	13	,	,	,
stanford-ai-2021	732	14	and	and	CC
stanford-ai-2021	732	15	text	text	NN
stanford-ai-2021	732	16	generation	generation	NN
stanford-ai-2021	732	17	,	,	,
stanford-ai-2021	732	18	are	be	VBP
stanford-ai-2021	732	19	frequently	frequently	RB
stanford-ai-2021	732	20	adopted	adopt	VBN
stanford-ai-2021	732	21	by	by	IN
stanford-ai-2021	732	22	industries	industry	NNS
stanford-ai-2021	732	23	with	with	IN
stanford-ai-2021	732	24	high	high	JJ
stanford-ai-2021	732	25	volumes	volume	NNS
stanford-ai-2021	732	26	of	of	IN
stanford-ai-2021	732	27	customer	customer	NN
stanford-ai-2021	732	28	or	or	CC
stanford-ai-2021	732	29	operational	operational	JJ
stanford-ai-2021	732	30	data	datum	NNS
stanford-ai-2021	732	31	in	in	IN
stanford-ai-2021	732	32	text	text	NN
stanford-ai-2021	732	33	forms	form	NNS
stanford-ai-2021	732	34	;	;	:
stanford-ai-2021	732	35	these	these	DT
stanford-ai-2021	732	36	include	include	VBP
stanford-ai-2021	732	37	business	business	NN
stanford-ai-2021	732	38	,	,	,
stanford-ai-2021	732	39	legal	legal	JJ
stanford-ai-2021	732	40	,	,	,
stanford-ai-2021	732	41	and	and	CC
stanford-ai-2021	732	42	professional	professional	JJ
stanford-ai-2021	732	43	services	service	NNS
stanford-ai-2021	732	44	,	,	,
stanford-ai-2021	732	45	financial	financial	JJ
stanford-ai-2021	732	46	services	service	NNS
stanford-ai-2021	732	47	,	,	,
stanford-ai-2021	732	48	healthcare	healthcare	NN
stanford-ai-2021	732	49	,	,	,
stanford-ai-2021	732	50	and	and	CC
stanford-ai-2021	732	51	high	high	JJ
stanford-ai-2021	732	52	tech	tech	NN
stanford-ai-2021	732	53	and	and	CC
stanford-ai-2021	732	54	telecom	telecom	NN
stanford-ai-2021	732	55	.	.	.
stanford-ai-2021	733	1	TA	TA	NNP
stanford-ai-2021	733	2	B	B	NNP
stanford-ai-2021	733	3	L	l	NN
stanford-ai-2021	733	4	E	e	NN
stanford-ai-2021	733	5	O	o	NN
stanford-ai-2021	733	6	F	f	NN
stanford-ai-2021	733	7	C	c	NN
stanford-ai-2021	733	8	O	o	NN
stanford-ai-2021	733	9	N	n	NN
stanford-ai-2021	733	10	T	t	NN
stanford-ai-2021	733	11	E	e	NN
stanford-ai-2021	733	12	N	n	NN
stanford-ai-2021	733	13	T	t	NN
stanford-ai-2021	733	14	S	s	NN
stanford-ai-2021	733	15	1	1	CD
stanford-ai-2021	733	16	0	0	CD
stanford-ai-2021	733	17	0C	0c	NN
stanford-ai-2021	733	18	H	h	NN
stanford-ai-2021	733	19	A	a	NN
stanford-ai-2021	733	20	P	p	NN
stanford-ai-2021	733	21	T	t	NN
stanford-ai-2021	733	22	E	e	NN
stanford-ai-2021	733	23	R	r	NN
stanford-ai-2021	733	24	3	3	CD
stanford-ai-2021	733	25	P	p	NN
stanford-ai-2021	733	26	R	r	NN
stanford-ai-2021	733	27	E	e	NN
stanford-ai-2021	733	28	V	v	NN
stanford-ai-2021	733	29	I	i	NN
stanford-ai-2021	733	30	E	e	NN
stanford-ai-2021	733	31	W	W	NNP
stanford-ai-2021	733	32	Artificial	Artificial	NNP
stanford-ai-2021	733	33	Intelligence	Intelligence	NNP
stanford-ai-2021	733	34	Index	Index	NNP
stanford-ai-2021	733	35	Report	Report	NNP
stanford-ai-2021	733	36	2021	2021	CD
stanford-ai-2021	733	37	Industry	Industry	NNP
stanford-ai-2021	733	38	Human	Human	NNP
stanford-ai-2021	733	39	Resources	Resources	NNPS
stanford-ai-2021	733	40	Manufacturing	Manufacturing	NNP
stanford-ai-2021	733	41	Marketing	Marketing	NNP
stanford-ai-2021	733	42	And	and	CC
stanford-ai-2021	733	43	Sales	Sales	NNPS
stanford-ai-2021	733	44	Product	Product	NNP
stanford-ai-2021	733	45	and/or	and/or	CC
stanford-ai-2021	733	46	Service	Service	NNP
stanford-ai-2021	733	47	Development	Development	NNP
stanford-ai-2021	733	48	Risk	Risk	NNP
stanford-ai-2021	733	49	Service	Service	NNP
stanford-ai-2021	733	50	Operations	Operations	NNPS
stanford-ai-2021	733	51	Strategy	Strategy	NNP
stanford-ai-2021	733	52	and	and	CC
stanford-ai-2021	733	53	Corporate	Corporate	NNP
stanford-ai-2021	733	54	Finance	Finance	NNP
stanford-ai-2021	733	55	Supply	Supply	NNP
stanford-ai-2021	733	56	-	-	HYPH
stanford-ai-2021	733	57	Chain	Chain	NNP
stanford-ai-2021	733	58	Management	Management	NNP
stanford-ai-2021	733	59	All	All	NNP
stanford-ai-2021	733	60	Industries	Industries	NNPS
stanford-ai-2021	733	61	Automotive	Automotive	NNP
stanford-ai-2021	733	62	and	and	CC
stanford-ai-2021	733	63	Assembly	Assembly	NNP
stanford-ai-2021	733	64	Business	Business	NNP
stanford-ai-2021	733	65	,	,	,
stanford-ai-2021	733	66	Legal	Legal	NNP
stanford-ai-2021	733	67	,	,	,
stanford-ai-2021	733	68	and	and	CC
stanford-ai-2021	733	69	Professional	Professional	NNP
stanford-ai-2021	733	70	Services	Services	NNPS
stanford-ai-2021	733	71	Consumer	Consumer	NNP
stanford-ai-2021	733	72	Goods	Goods	NNP
stanford-ai-2021	733	73	/	/	SYM
stanford-ai-2021	733	74	Retail	Retail	NNP
stanford-ai-2021	733	75	Financial	Financial	NNP
stanford-ai-2021	733	76	Services	Services	NNPS
stanford-ai-2021	733	77	Healthcare	Healthcare	NNP
stanford-ai-2021	733	78	/	/	SYM
stanford-ai-2021	733	79	Pharma	Pharma	NNP
stanford-ai-2021	733	80	High	High	NNP
stanford-ai-2021	733	81	Tech	Tech	NNP
stanford-ai-2021	733	82	/	/	SYM
stanford-ai-2021	733	83	Telecom	Telecom	NNP
stanford-ai-2021	733	84	12	12	CD
stanford-ai-2021	733	85	%	%	NN
stanford-ai-2021	733	86	6	6	CD
stanford-ai-2021	733	87	%	%	NN
stanford-ai-2021	733	88	2	2	CD
stanford-ai-2021	733	89	%	%	NN
stanford-ai-2021	733	90	10	10	CD
stanford-ai-2021	733	91	%	%	NN
stanford-ai-2021	733	92	9	9	CD
stanford-ai-2021	733	93	%	%	NN
stanford-ai-2021	733	94	18	18	CD
stanford-ai-2021	733	95	%	%	NN
stanford-ai-2021	733	96	9	9	CD
stanford-ai-2021	733	97	%	%	NN
stanford-ai-2021	733	98	9	9	CD
stanford-ai-2021	733	99	%	%	NN
stanford-ai-2021	733	100	2	2	CD
stanford-ai-2021	733	101	%	%	NN
stanford-ai-2021	733	102	7	7	CD
stanford-ai-2021	733	103	%	%	NN
stanford-ai-2021	733	104	2	2	CD
stanford-ai-2021	733	105	%	%	NN
stanford-ai-2021	733	106	10	10	CD
stanford-ai-2021	733	107	%	%	NN
stanford-ai-2021	733	108	8	8	CD
stanford-ai-2021	733	109	%	%	NN
stanford-ai-2021	733	110	7	7	CD
stanford-ai-2021	733	111	%	%	NN
stanford-ai-2021	733	112	39	39	CD
stanford-ai-2021	733	113	%	%	NN
stanford-ai-2021	733	114	11	11	CD
stanford-ai-2021	733	115	%	%	NN
stanford-ai-2021	733	116	34	34	CD
stanford-ai-2021	733	117	%	%	NN
stanford-ai-2021	733	118	10	10	CD
stanford-ai-2021	733	119	%	%	NN
stanford-ai-2021	733	120	20	20	CD
stanford-ai-2021	733	121	%	%	NN
stanford-ai-2021	733	122	16	16	CD
stanford-ai-2021	733	123	%	%	NN
stanford-ai-2021	733	124	21	21	CD
stanford-ai-2021	733	125	%	%	NN
stanford-ai-2021	733	126	14	14	CD
stanford-ai-2021	733	127	%	%	NN
stanford-ai-2021	733	128	4	4	CD
stanford-ai-2021	733	129	%	%	NN
stanford-ai-2021	733	130	32	32	CD
stanford-ai-2021	733	131	%	%	NN
stanford-ai-2021	733	132	3	3	CD
stanford-ai-2021	733	133	%	%	NN
stanford-ai-2021	733	134	13	13	CD
stanford-ai-2021	733	135	%	%	NN
stanford-ai-2021	733	136	2	2	CD
stanford-ai-2021	733	137	%	%	NN
stanford-ai-2021	733	138	10	10	CD
stanford-ai-2021	733	139	%	%	NN
stanford-ai-2021	733	140	37	37	CD
stanford-ai-2021	733	141	%	%	NN
stanford-ai-2021	733	142	15	15	CD
stanford-ai-2021	733	143	%	%	NN
stanford-ai-2021	733	144	15	15	CD
stanford-ai-2021	733	145	%	%	NN
stanford-ai-2021	733	146	14	14	CD
stanford-ai-2021	733	147	%	%	NN
stanford-ai-2021	733	148	21	21	CD
stanford-ai-2021	733	149	%	%	NN
stanford-ai-2021	733	150	21	21	CD
stanford-ai-2021	733	151	%	%	NN
stanford-ai-2021	733	152	21	21	CD
stanford-ai-2021	733	153	%	%	NN
stanford-ai-2021	733	154	26	26	CD
stanford-ai-2021	733	155	%	%	NN
stanford-ai-2021	733	156	16	16	CD
stanford-ai-2021	733	157	%	%	NN
stanford-ai-2021	733	158	21	21	CD
stanford-ai-2021	733	159	%	%	NN
stanford-ai-2021	733	160	20	20	CD
stanford-ai-2021	733	161	%	%	NN
stanford-ai-2021	733	162	16	16	CD
stanford-ai-2021	733	163	%	%	NN
stanford-ai-2021	733	164	10	10	CD
stanford-ai-2021	733	165	%	%	NN
stanford-ai-2021	733	166	15	15	CD
stanford-ai-2021	733	167	%	%	NN
stanford-ai-2021	733	168	11	11	CD
stanford-ai-2021	733	169	%	%	NN
stanford-ai-2021	733	170	12	12	CD
stanford-ai-2021	733	171	%	%	NN
stanford-ai-2021	733	172	5	5	CD
stanford-ai-2021	733	173	%	%	NN
stanford-ai-2021	733	174	19	19	CD
stanford-ai-2021	733	175	%	%	NN
stanford-ai-2021	733	176	9	9	CD
stanford-ai-2021	733	177	%	%	NN
stanford-ai-2021	733	178	29	29	CD
stanford-ai-2021	733	179	%	%	NN
stanford-ai-2021	733	180	12	12	CD
stanford-ai-2021	733	181	%	%	NN
stanford-ai-2021	733	182	14	14	CD
stanford-ai-2021	733	183	%	%	NN
stanford-ai-2021	733	184	3	3	CD
stanford-ai-2021	733	185	%	%	NN
stanford-ai-2021	733	186	5	5	CD
stanford-ai-2021	733	187	%	%	NN
stanford-ai-2021	733	188	1	1	CD
stanford-ai-2021	733	189	%	%	NN
stanford-ai-2021	733	190	13	13	CD
stanford-ai-2021	733	191	%	%	NN
stanford-ai-2021	733	192	13	13	CD
stanford-ai-2021	733	193	%	%	NN
stanford-ai-2021	733	194	8	8	CD
stanford-ai-2021	733	195	%	%	NN
stanford-ai-2021	733	196	AI	ai	NN
stanford-ai-2021	733	197	ADOPTION	ADOPTION	VBN
stanford-ai-2021	733	198	by	by	IN
stanford-ai-2021	733	199	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	733	200	&	&	CC
stanford-ai-2021	733	201	FUNCTION	FUNCTION	NNP
stanford-ai-2021	733	202	,	,	,
stanford-ai-2021	733	203	2020	2020	CD
stanford-ai-2021	733	204	Source	source	NN
stanford-ai-2021	733	205	:	:	:
stanford-ai-2021	733	206	McKinsey	McKinsey	NNP
stanford-ai-2021	733	207	&	&	CC
stanford-ai-2021	733	208	Company	Company	NNP
stanford-ai-2021	733	209	,	,	,
stanford-ai-2021	733	210	2020	2020	CD
stanford-ai-2021	733	211	|	|	NNP
stanford-ai-2021	733	212	Chart	Chart	NNP
stanford-ai-2021	733	213	:	:	:
stanford-ai-2021	733	214	2021	2021	CD
stanford-ai-2021	733	215	AI	AI	NNP
stanford-ai-2021	733	216	Index	Index	NNP
stanford-ai-2021	733	217	Report	Report	NNP
stanford-ai-2021	733	218	%	%	NN
stanford-ai-2021	733	219	of	of	IN
stanford-ai-2021	733	220	Respondents	Respondents	NNP
stanford-ai-2021	733	221	Figure	Figure	NNP
stanford-ai-2021	733	222	3.3.3	3.3.3	NN
stanford-ai-2021	733	223	C	c	NN
stanford-ai-2021	733	224	H	h	NN
stanford-ai-2021	733	225	A	a	NN
stanford-ai-2021	733	226	P	p	NN
stanford-ai-2021	733	227	T	t	NN
stanford-ai-2021	733	228	E	e	NN
stanford-ai-2021	733	229	R	r	NN
stanford-ai-2021	733	230	3	3	CD
stanford-ai-2021	733	231	:	:	:
stanford-ai-2021	733	232	T	t	NN
stanford-ai-2021	733	233	H	h	NN
stanford-ai-2021	733	234	E	e	NN
stanford-ai-2021	733	235	E	e	NN
stanford-ai-2021	733	236	C	c	NN
stanford-ai-2021	733	237	O	o	NN
stanford-ai-2021	733	238	N	n	NN
stanford-ai-2021	733	239	O	o	NN
stanford-ai-2021	733	240	M	m	NN
stanford-ai-2021	733	241	Y	y	NN
stanford-ai-2021	733	242	3	3	CD
stanford-ai-2021	733	243	.	.	.
stanford-ai-2021	734	1	3	3	CD
stanford-ai-2021	734	2	C	c	NN
stanford-ai-2021	734	3	O	o	NN
stanford-ai-2021	734	4	R	r	NN
stanford-ai-2021	734	5	P	p	NN
stanford-ai-2021	734	6	O	o	NN
stanford-ai-2021	734	7	R	r	NN
stanford-ai-2021	734	8	AT	at	NN
stanford-ai-2021	734	9	E	e	NN
stanford-ai-2021	734	10	AC	ac	NN
stanford-ai-2021	734	11	T	t	NN
stanford-ai-2021	734	12	I	i	NN
stanford-ai-2021	734	13	V	v	NN
stanford-ai-2021	734	14	I	i	NN
stanford-ai-2021	734	15	T	t	NN
stanford-ai-2021	734	16	Y	Y	NNP
stanford-ai-2021	734	17	Industry	Industry	NNP
stanford-ai-2021	734	18	Autonomous	Autonomous	NNP
stanford-ai-2021	734	19	Vehicles	Vehicles	NNPS
stanford-ai-2021	734	20	Computer	Computer	NNP
stanford-ai-2021	734	21	Vision	Vision	NNP
stanford-ai-2021	734	22	Conversation	Conversation	NNP
stanford-ai-2021	734	23	al	al	NNP
stanford-ai-2021	734	24	Interfaces	Interfaces	NNP
stanford-ai-2021	734	25	Deep	Deep	NNP
stanford-ai-2021	734	26	Learning	Learning	NNP
stanford-ai-2021	734	27	NL	NL	NNP
stanford-ai-2021	734	28	Generation	Generation	NNP
stanford-ai-2021	734	29	NL	NL	NNP
stanford-ai-2021	734	30	Speech	Speech	NNP
stanford-ai-2021	734	31	U	U	NNP
stanford-ai-2021	734	32	nderstanding	nderstande	VBG
stanford-ai-2021	734	33	NL	NL	NNP
stanford-ai-2021	734	34	Text	Text	NNP
stanford-ai-2021	734	35	Unde	Unde	NNP
stanford-ai-2021	734	36	rstanding	rstande	VBG
stanford-ai-2021	734	37	Other	other	JJ
stanford-ai-2021	734	38	Machine	machine	NN
stanford-ai-2021	734	39	Learning	Learning	NNP
stanford-ai-2021	734	40	Techniques	Techniques	NNP
stanford-ai-2021	734	41	Physical	Physical	NNP
stanford-ai-2021	734	42	Robotics	Robotics	NNPS
stanford-ai-2021	734	43	Robotic	Robotic	NNP
stanford-ai-2021	734	44	Process	Process	NNP
stanford-ai-2021	734	45	Automation	Automation	NNP
stanford-ai-2021	734	46	All	all	DT
stanford-ai-2021	734	47	Industries	Industries	NNPS
stanford-ai-2021	734	48	Automotive	Automotive	NNP
stanford-ai-2021	734	49	and	and	CC
stanford-ai-2021	734	50	Assembly	Assembly	NNP
stanford-ai-2021	734	51	Business	Business	NNP
stanford-ai-2021	734	52	,	,	,
stanford-ai-2021	734	53	Legal	Legal	NNP
stanford-ai-2021	734	54	,	,	,
stanford-ai-2021	734	55	and	and	CC
stanford-ai-2021	734	56	Professional	Professional	NNP
stanford-ai-2021	734	57	Services	Services	NNPS
stanford-ai-2021	734	58	Consumer	Consumer	NNP
stanford-ai-2021	734	59	Goods	Goods	NNP
stanford-ai-2021	734	60	/	/	SYM
stanford-ai-2021	734	61	Retail	Retail	NNP
stanford-ai-2021	734	62	Financial	Financial	NNP
stanford-ai-2021	734	63	Services	Services	NNPS
stanford-ai-2021	734	64	Healthcare	Healthcare	NNP
stanford-ai-2021	734	65	/	/	SYM
stanford-ai-2021	734	66	Pharma	Pharma	NNP
stanford-ai-2021	734	67	High	High	NNP
stanford-ai-2021	734	68	Tech	Tech	NNP
stanford-ai-2021	734	69	/	/	SYM
stanford-ai-2021	734	70	Telecom	Telecom	NNP
stanford-ai-2021	734	71	34	34	CD
stanford-ai-2021	734	72	%	%	NN
stanford-ai-2021	734	73	18	18	CD
stanford-ai-2021	734	74	%	%	NN
stanford-ai-2021	734	75	37	37	CD
stanford-ai-2021	734	76	%	%	NN
stanford-ai-2021	734	77	14	14	CD
stanford-ai-2021	734	78	%	%	NN
stanford-ai-2021	734	79	13	13	CD
stanford-ai-2021	734	80	%	%	NN
stanford-ai-2021	734	81	33	33	CD
stanford-ai-2021	734	82	%	%	NN
stanford-ai-2021	734	83	22	22	CD
stanford-ai-2021	734	84	%	%	NN
stanford-ai-2021	734	85	14	14	CD
stanford-ai-2021	734	86	%	%	NN
stanford-ai-2021	734	87	10	10	CD
stanford-ai-2021	734	88	%	%	NN
stanford-ai-2021	734	89	8	8	CD
stanford-ai-2021	734	90	%	%	NN
stanford-ai-2021	734	91	23	23	CD
stanford-ai-2021	734	92	%	%	NN
stanford-ai-2021	734	93	11	11	CD
stanford-ai-2021	734	94	%	%	NN
stanford-ai-2021	734	95	31	31	CD
stanford-ai-2021	734	96	%	%	NN
stanford-ai-2021	734	97	13	13	CD
stanford-ai-2021	734	98	%	%	NN
stanford-ai-2021	734	99	37	37	CD
stanford-ai-2021	734	100	%	%	NN
stanford-ai-2021	734	101	19	19	CD
stanford-ai-2021	734	102	%	%	NN
stanford-ai-2021	734	103	32	32	CD
stanford-ai-2021	734	104	%	%	NN
stanford-ai-2021	734	105	12	12	CD
stanford-ai-2021	734	106	%	%	NN
stanford-ai-2021	734	107	25	25	CD
stanford-ai-2021	734	108	%	%	NN
stanford-ai-2021	734	109	27	27	CD
stanford-ai-2021	734	110	%	%	NN
stanford-ai-2021	734	111	23	23	CD
stanford-ai-2021	734	112	%	%	NN
stanford-ai-2021	734	113	33	33	CD
stanford-ai-2021	734	114	%	%	NN
stanford-ai-2021	734	115	15	15	CD
stanford-ai-2021	734	116	%	%	NN
stanford-ai-2021	734	117	26	26	CD
stanford-ai-2021	734	118	%	%	NN
stanford-ai-2021	734	119	9	9	CD
stanford-ai-2021	734	120	%	%	NN
stanford-ai-2021	734	121	18	18	CD
stanford-ai-2021	734	122	%	%	NN
stanford-ai-2021	734	123	19	19	CD
stanford-ai-2021	734	124	%	%	NN
stanford-ai-2021	734	125	13	13	CD
stanford-ai-2021	734	126	%	%	NN
stanford-ai-2021	734	127	25	25	CD
stanford-ai-2021	734	128	%	%	NN
stanford-ai-2021	734	129	11	11	CD
stanford-ai-2021	734	130	%	%	NN
stanford-ai-2021	734	131	19	19	CD
stanford-ai-2021	734	132	%	%	NN
stanford-ai-2021	734	133	6	6	CD
stanford-ai-2021	734	134	%	%	NN
stanford-ai-2021	734	135	15	15	CD
stanford-ai-2021	734	136	%	%	NN
stanford-ai-2021	734	137	14	14	CD
stanford-ai-2021	734	138	%	%	NN
stanford-ai-2021	734	139	12	12	CD
stanford-ai-2021	734	140	%	%	NN
stanford-ai-2021	734	141	18	18	CD
stanford-ai-2021	734	142	%	%	NN
stanford-ai-2021	734	143	12	12	CD
stanford-ai-2021	734	144	%	%	NN
stanford-ai-2021	734	145	18	18	CD
stanford-ai-2021	734	146	%	%	NN
stanford-ai-2021	734	147	6	6	CD
stanford-ai-2021	734	148	%	%	NN
stanford-ai-2021	734	149	14	14	CD
stanford-ai-2021	734	150	%	%	NN
stanford-ai-2021	734	151	12	12	CD
stanford-ai-2021	734	152	%	%	NN
stanford-ai-2021	734	153	11	11	CD
stanford-ai-2021	734	154	%	%	NN
stanford-ai-2021	734	155	30	30	CD
stanford-ai-2021	734	156	%	%	NN
stanford-ai-2021	734	157	14	14	CD
stanford-ai-2021	734	158	%	%	NN
stanford-ai-2021	734	159	19	19	CD
stanford-ai-2021	734	160	%	%	NN
stanford-ai-2021	734	161	6	6	CD
stanford-ai-2021	734	162	%	%	NN
stanford-ai-2021	734	163	19	19	CD
stanford-ai-2021	734	164	%	%	NN
stanford-ai-2021	734	165	19	19	CD
stanford-ai-2021	734	166	%	%	NN
stanford-ai-2021	734	167	16	16	CD
stanford-ai-2021	734	168	%	%	NN
stanford-ai-2021	734	169	32	32	CD
stanford-ai-2021	734	170	%	%	NN
stanford-ai-2021	734	171	10	10	CD
stanford-ai-2021	734	172	%	%	NN
stanford-ai-2021	734	173	24	24	CD
stanford-ai-2021	734	174	%	%	NN
stanford-ai-2021	734	175	9	9	CD
stanford-ai-2021	734	176	%	%	NN
stanford-ai-2021	734	177	17	17	CD
stanford-ai-2021	734	178	%	%	NN
stanford-ai-2021	734	179	16	16	CD
stanford-ai-2021	734	180	%	%	NN
stanford-ai-2021	734	181	15	15	CD
stanford-ai-2021	734	182	%	%	NN
stanford-ai-2021	734	183	34	34	CD
stanford-ai-2021	734	184	%	%	NN
stanford-ai-2021	734	185	15	15	CD
stanford-ai-2021	734	186	%	%	NN
stanford-ai-2021	734	187	18	18	CD
stanford-ai-2021	734	188	%	%	NN
stanford-ai-2021	734	189	10	10	CD
stanford-ai-2021	734	190	%	%	NN
stanford-ai-2021	734	191	13	13	CD
stanford-ai-2021	734	192	%	%	NN
stanford-ai-2021	734	193	33	33	CD
stanford-ai-2021	734	194	%	%	NN
stanford-ai-2021	734	195	18	18	CD
stanford-ai-2021	734	196	%	%	NN
stanford-ai-2021	734	197	9	9	CD
stanford-ai-2021	734	198	%	%	NN
stanford-ai-2021	734	199	1	1	CD
stanford-ai-2021	734	200	%	%	NN
stanford-ai-2021	734	201	6	6	CD
stanford-ai-2021	734	202	%	%	NN
stanford-ai-2021	734	203	13	13	CD
stanford-ai-2021	734	204	%	%	NN
stanford-ai-2021	734	205	7	7	CD
stanford-ai-2021	734	206	%	%	NN
stanford-ai-2021	734	207	20	20	CD
stanford-ai-2021	734	208	%	%	NN
stanford-ai-2021	734	209	7	7	CD
stanford-ai-2021	734	210	%	%	NN
stanford-ai-2021	734	211	AI	AI	NNP
stanford-ai-2021	734	212	CAPABILITIES	capabilitie	VBZ
stanford-ai-2021	734	213	EMBEDDED	embedded	NN
stanford-ai-2021	734	214	in	in	IN
stanford-ai-2021	734	215	STANDARD	STANDARD	NNP
stanford-ai-2021	734	216	BUSINESS	BUSINESS	NNP
stanford-ai-2021	734	217	PROCESSES	process	NNS
stanford-ai-2021	734	218	,	,	,
stanford-ai-2021	734	219	2020	2020	CD
stanford-ai-2021	734	220	Source	source	NN
stanford-ai-2021	734	221	:	:	:
stanford-ai-2021	734	222	McKinsey	McKinsey	NNP
stanford-ai-2021	734	223	&	&	CC
stanford-ai-2021	734	224	Company	Company	NNP
stanford-ai-2021	734	225	,	,	,
stanford-ai-2021	734	226	2020	2020	CD
stanford-ai-2021	734	227	|	|	NNP
stanford-ai-2021	734	228	Chart	Chart	NNP
stanford-ai-2021	734	229	:	:	:
stanford-ai-2021	734	230	2021	2021	CD
stanford-ai-2021	734	231	AI	AI	NNP
stanford-ai-2021	734	232	Index	Index	NNP
stanford-ai-2021	734	233	Report	Report	NNP
stanford-ai-2021	734	234	%	%	NN
stanford-ai-2021	734	235	of	of	IN
stanford-ai-2021	734	236	Respondents	Respondents	NNP
stanford-ai-2021	734	237	Figure	Figure	NNP
stanford-ai-2021	734	238	3.3.4	3.3.4	NN
stanford-ai-2021	734	239	TA	TA	NNP
stanford-ai-2021	734	240	B	b	NN
stanford-ai-2021	734	241	L	l	NN
stanford-ai-2021	734	242	E	e	NN
stanford-ai-2021	734	243	O	o	NN
stanford-ai-2021	734	244	F	f	NN
stanford-ai-2021	734	245	C	c	NN
stanford-ai-2021	734	246	O	o	NN
stanford-ai-2021	734	247	N	n	NN
stanford-ai-2021	734	248	T	t	NN
stanford-ai-2021	734	249	E	e	NN
stanford-ai-2021	734	250	N	n	NN
stanford-ai-2021	734	251	T	t	NN
stanford-ai-2021	734	252	S	s	NN
stanford-ai-2021	734	253	1	1	CD
stanford-ai-2021	734	254	01C	01c	NN
stanford-ai-2021	734	255	H	h	NN
stanford-ai-2021	734	256	A	a	NN
stanford-ai-2021	734	257	P	p	NN
stanford-ai-2021	734	258	T	t	NN
stanford-ai-2021	734	259	E	e	NN
stanford-ai-2021	734	260	R	r	NN
stanford-ai-2021	734	261	3	3	CD
stanford-ai-2021	734	262	P	p	NN
stanford-ai-2021	734	263	R	r	NN
stanford-ai-2021	734	264	E	e	NN
stanford-ai-2021	734	265	V	v	NN
stanford-ai-2021	734	266	I	i	NN
stanford-ai-2021	734	267	E	e	NN
stanford-ai-2021	734	268	W	W	NNP
stanford-ai-2021	734	269	Artificial	Artificial	NNP
stanford-ai-2021	734	270	Intelligence	Intelligence	NNP
stanford-ai-2021	734	271	Index	Index	NNP
stanford-ai-2021	734	272	Report	Report	NNP
stanford-ai-2021	734	273	2021	2021	CD
stanford-ai-2021	734	274	C	c	NN
stanford-ai-2021	734	275	H	h	NN
stanford-ai-2021	734	276	A	a	NN
stanford-ai-2021	734	277	P	p	NN
stanford-ai-2021	734	278	T	t	NN
stanford-ai-2021	734	279	E	e	NN
stanford-ai-2021	734	280	R	r	NN
stanford-ai-2021	734	281	3	3	CD
stanford-ai-2021	734	282	:	:	:
stanford-ai-2021	734	283	T	t	NN
stanford-ai-2021	734	284	H	h	NN
stanford-ai-2021	734	285	E	e	NN
stanford-ai-2021	734	286	E	e	NN
stanford-ai-2021	734	287	C	c	NN
stanford-ai-2021	734	288	O	o	NN
stanford-ai-2021	734	289	N	n	NN
stanford-ai-2021	734	290	O	o	NN
stanford-ai-2021	734	291	M	m	NN
stanford-ai-2021	734	292	Y	y	NN
stanford-ai-2021	734	293	3	3	CD
stanford-ai-2021	734	294	.	.	.
stanford-ai-2021	735	1	3	3	CD
stanford-ai-2021	735	2	C	c	NN
stanford-ai-2021	735	3	O	o	NN
stanford-ai-2021	735	4	R	r	NN
stanford-ai-2021	735	5	P	p	NN
stanford-ai-2021	735	6	O	o	NN
stanford-ai-2021	735	7	R	r	NN
stanford-ai-2021	735	8	AT	at	NN
stanford-ai-2021	735	9	E	e	NN
stanford-ai-2021	735	10	AC	ac	NN
stanford-ai-2021	735	11	T	t	NN
stanford-ai-2021	735	12	I	i	NN
stanford-ai-2021	735	13	V	v	NN
stanford-ai-2021	735	14	I	i	NN
stanford-ai-2021	735	15	T	t	NN
stanford-ai-2021	735	16	Y	Y	NNP
stanford-ai-2021	735	17	Consideration	consideration	NN
stanford-ai-2021	735	18	and	and	CC
stanford-ai-2021	735	19	Mitigation	Mitigation	NNP
stanford-ai-2021	735	20	of	of	IN
stanford-ai-2021	735	21	Risks	risk	NNS
stanford-ai-2021	735	22	from	from	IN
stanford-ai-2021	735	23	Adopting	adopt	VBG
stanford-ai-2021	735	24	AI	AI	NNP
stanford-ai-2021	735	25	Only	only	RB
stanford-ai-2021	735	26	a	a	DT
stanford-ai-2021	735	27	minority	minority	NN
stanford-ai-2021	735	28	of	of	IN
stanford-ai-2021	735	29	companies	company	NNS
stanford-ai-2021	735	30	acknowledge	acknowledge	VBP
stanford-ai-2021	735	31	the	the	DT
stanford-ai-2021	735	32	risks	risk	NNS
stanford-ai-2021	735	33	associated	associate	VBN
stanford-ai-2021	735	34	with	with	IN
stanford-ai-2021	735	35	AI	AI	NNP
stanford-ai-2021	735	36	,	,	,
stanford-ai-2021	735	37	and	and	CC
stanford-ai-2021	735	38	even	even	RB
stanford-ai-2021	735	39	fewer	few	JJR
stanford-ai-2021	735	40	report	report	NN
stanford-ai-2021	735	41	taking	take	VBG
stanford-ai-2021	735	42	steps	step	NNS
stanford-ai-2021	735	43	to	to	TO
stanford-ai-2021	735	44	mitigate	mitigate	VB
stanford-ai-2021	735	45	those	those	DT
stanford-ai-2021	735	46	risks	risk	NNS
stanford-ai-2021	735	47	(	(	-LRB-
stanford-ai-2021	735	48	Figure	figure	NN
stanford-ai-2021	735	49	3.3.5	3.3.5	NNP
stanford-ai-2021	735	50	and	and	CC
stanford-ai-2021	735	51	Figure	Figure	NNP
stanford-ai-2021	735	52	3.3.6	3.3.6	CD
stanford-ai-2021	735	53	)	)	-RRB-
stanford-ai-2021	735	54	.	.	.
stanford-ai-2021	736	1	Relative	relative	JJ
stanford-ai-2021	736	2	to	to	IN
stanford-ai-2021	736	3	2019	2019	CD
stanford-ai-2021	736	4	,	,	,
stanford-ai-2021	736	5	the	the	DT
stanford-ai-2021	736	6	share	share	NN
stanford-ai-2021	736	7	of	of	IN
stanford-ai-2021	736	8	survey	survey	NN
stanford-ai-2021	736	9	respondents	respondent	NNS
stanford-ai-2021	736	10	citing	cite	VBG
stanford-ai-2021	736	11	each	each	DT
stanford-ai-2021	736	12	risk	risk	NN
stanford-ai-2021	736	13	as	as	IN
stanford-ai-2021	736	14	relevant	relevant	JJ
stanford-ai-2021	736	15	has	have	VBZ
stanford-ai-2021	736	16	largely	largely	RB
stanford-ai-2021	736	17	remained	remain	VBN
stanford-ai-2021	736	18	flat	flat	JJ
stanford-ai-2021	736	19	;	;	:
stanford-ai-2021	736	20	that	that	RB
stanford-ai-2021	736	21	is	is	RB
stanford-ai-2021	736	22	,	,	,
stanford-ai-2021	736	23	most	most	JJS
stanford-ai-2021	736	24	changes	change	NNS
stanford-ai-2021	736	25	were	be	VBD
stanford-ai-2021	736	26	not	not	RB
stanford-ai-2021	736	27	statistically	statistically	RB
stanford-ai-2021	736	28	significant	significant	JJ
stanford-ai-2021	736	29	.	.	.
stanford-ai-2021	737	1	Cybersecurity	cybersecurity	NN
stanford-ai-2021	737	2	remains	remain	VBZ
stanford-ai-2021	737	3	the	the	DT
stanford-ai-2021	737	4	only	only	JJ
stanford-ai-2021	737	5	risk	risk	NN
stanford-ai-2021	737	6	a	a	DT
stanford-ai-2021	737	7	majority	majority	NN
stanford-ai-2021	737	8	of	of	IN
stanford-ai-2021	737	9	respondents	respondent	NNS
stanford-ai-2021	737	10	say	say	VBP
stanford-ai-2021	737	11	their	-PRON-	PRP$
stanford-ai-2021	737	12	organizations	organization	NNS
stanford-ai-2021	737	13	consider	consider	VBP
stanford-ai-2021	737	14	relevant	relevant	JJ
stanford-ai-2021	737	15	.	.	.
stanford-ai-2021	738	1	A	a	DT
stanford-ai-2021	738	2	number	number	NN
stanford-ai-2021	738	3	of	of	IN
stanford-ai-2021	738	4	less	less	JJR
stanford-ai-2021	738	5	commonly	commonly	RB
stanford-ai-2021	738	6	cited	cite	VBN
stanford-ai-2021	738	7	risks	risk	NNS
stanford-ai-2021	738	8	,	,	,
stanford-ai-2021	738	9	such	such	JJ
stanford-ai-2021	738	10	as	as	IN
stanford-ai-2021	738	11	national	national	JJ
stanford-ai-2021	738	12	security	security	NN
stanford-ai-2021	738	13	and	and	CC
stanford-ai-2021	738	14	political	political	JJ
stanford-ai-2021	738	15	stability	stability	NN
stanford-ai-2021	738	16	,	,	,
stanford-ai-2021	738	17	were	be	VBD
stanford-ai-2021	738	18	more	more	RBR
stanford-ai-2021	738	19	likely	likely	JJ
stanford-ai-2021	738	20	to	to	TO
stanford-ai-2021	738	21	be	be	VB
stanford-ai-2021	738	22	seen	see	VBN
stanford-ai-2021	738	23	as	as	IN
stanford-ai-2021	738	24	relevant	relevant	JJ
stanford-ai-2021	738	25	by	by	IN
stanford-ai-2021	738	26	companies	company	NNS
stanford-ai-2021	738	27	in	in	IN
stanford-ai-2021	738	28	2020	2020	CD
stanford-ai-2021	738	29	than	than	IN
stanford-ai-2021	738	30	in	in	IN
stanford-ai-2021	738	31	2019	2019	CD
stanford-ai-2021	738	32	.	.	.
stanford-ai-2021	739	1	Despite	despite	IN
stanford-ai-2021	739	2	growing	grow	VBG
stanford-ai-2021	739	3	calls	call	NNS
stanford-ai-2021	739	4	to	to	TO
stanford-ai-2021	739	5	attend	attend	VB
stanford-ai-2021	739	6	to	to	IN
stanford-ai-2021	739	7	ethical	ethical	JJ
stanford-ai-2021	739	8	concerns	concern	NNS
stanford-ai-2021	739	9	associated	associate	VBN
stanford-ai-2021	739	10	with	with	IN
stanford-ai-2021	739	11	the	the	DT
stanford-ai-2021	739	12	use	use	NN
stanford-ai-2021	739	13	of	of	IN
stanford-ai-2021	739	14	AI	AI	NNP
stanford-ai-2021	739	15	,	,	,
stanford-ai-2021	739	16	efforts	effort	NNS
stanford-ai-2021	739	17	to	to	TO
stanford-ai-2021	739	18	address	address	VB
stanford-ai-2021	739	19	these	these	DT
stanford-ai-2021	739	20	concerns	concern	NNS
stanford-ai-2021	739	21	in	in	IN
stanford-ai-2021	739	22	the	the	DT
stanford-ai-2021	739	23	industry	industry	NN
stanford-ai-2021	739	24	are	be	VBP
stanford-ai-2021	739	25	limited	limited	JJ
stanford-ai-2021	739	26	.	.	.
stanford-ai-2021	740	1	For	for	IN
stanford-ai-2021	740	2	example	example	NN
stanford-ai-2021	740	3	,	,	,
stanford-ai-2021	740	4	concerns	concern	NNS
stanford-ai-2021	740	5	such	such	JJ
stanford-ai-2021	740	6	as	as	IN
stanford-ai-2021	740	7	equity	equity	NN
stanford-ai-2021	740	8	and	and	CC
stanford-ai-2021	740	9	fairness	fairness	NN
stanford-ai-2021	740	10	in	in	IN
stanford-ai-2021	740	11	AI	AI	NNP
stanford-ai-2021	740	12	use	use	NN
stanford-ai-2021	740	13	continue	continue	VBP
stanford-ai-2021	740	14	to	to	TO
stanford-ai-2021	740	15	receive	receive	VB
stanford-ai-2021	740	16	comparatively	comparatively	RB
stanford-ai-2021	740	17	little	little	JJ
stanford-ai-2021	740	18	attention	attention	NN
stanford-ai-2021	740	19	from	from	IN
stanford-ai-2021	740	20	companies	company	NNS
stanford-ai-2021	740	21	.	.	.
stanford-ai-2021	741	1	Moreover	moreover	RB
stanford-ai-2021	741	2	,	,	,
stanford-ai-2021	741	3	fewer	few	JJR
stanford-ai-2021	741	4	companies	company	NNS
stanford-ai-2021	741	5	in	in	IN
stanford-ai-2021	741	6	2020	2020	CD
stanford-ai-2021	741	7	view	view	NN
stanford-ai-2021	741	8	personal	personal	JJ
stanford-ai-2021	741	9	or	or	CC
stanford-ai-2021	741	10	individual	individual	JJ
stanford-ai-2021	741	11	privacy	privacy	NN
stanford-ai-2021	741	12	as	as	IN
stanford-ai-2021	741	13	a	a	DT
stanford-ai-2021	741	14	risk	risk	NN
stanford-ai-2021	741	15	from	from	IN
stanford-ai-2021	741	16	adopting	adopt	VBG
stanford-ai-2021	741	17	AI	AI	NNP
stanford-ai-2021	741	18	compared	compare	VBN
stanford-ai-2021	741	19	with	with	IN
stanford-ai-2021	741	20	in	in	IN
stanford-ai-2021	741	21	2019	2019	CD
stanford-ai-2021	741	22	,	,	,
stanford-ai-2021	741	23	and	and	CC
stanford-ai-2021	741	24	there	there	EX
stanford-ai-2021	741	25	is	be	VBZ
stanford-ai-2021	741	26	no	no	DT
stanford-ai-2021	741	27	change	change	NN
stanford-ai-2021	741	28	in	in	IN
stanford-ai-2021	741	29	the	the	DT
stanford-ai-2021	741	30	percentage	percentage	NN
stanford-ai-2021	741	31	of	of	IN
stanford-ai-2021	741	32	respondents	respondent	NNS
stanford-ai-2021	741	33	whose	whose	WP$
stanford-ai-2021	741	34	companies	company	NNS
stanford-ai-2021	741	35	are	be	VBP
stanford-ai-2021	741	36	taking	take	VBG
stanford-ai-2021	741	37	steps	step	NNS
stanford-ai-2021	741	38	to	to	TO
stanford-ai-2021	741	39	mitigate	mitigate	VB
stanford-ai-2021	741	40	this	this	DT
stanford-ai-2021	741	41	particular	particular	JJ
stanford-ai-2021	741	42	risk	risk	NN
stanford-ai-2021	741	43	.	.	.
stanford-ai-2021	742	1	Relative	relative	JJ
stanford-ai-2021	742	2	to	to	IN
stanford-ai-2021	742	3	2019	2019	CD
stanford-ai-2021	742	4	,	,	,
stanford-ai-2021	742	5	the	the	DT
stanford-ai-2021	742	6	share	share	NN
stanford-ai-2021	742	7	of	of	IN
stanford-ai-2021	742	8	survey	survey	NN
stanford-ai-2021	742	9	respondents	respondent	NNS
stanford-ai-2021	742	10	citing	cite	VBG
stanford-ai-2021	742	11	each	each	DT
stanford-ai-2021	742	12	risk	risk	NN
stanford-ai-2021	742	13	as	as	IN
stanford-ai-2021	742	14	relevant	relevant	JJ
stanford-ai-2021	742	15	has	have	VBZ
stanford-ai-2021	742	16	largely	largely	RB
stanford-ai-2021	742	17	remained	remain	VBN
stanford-ai-2021	742	18	flat	flat	JJ
stanford-ai-2021	742	19	;	;	:
stanford-ai-2021	742	20	that	that	RB
stanford-ai-2021	742	21	is	is	RB
stanford-ai-2021	742	22	,	,	,
stanford-ai-2021	742	23	most	most	JJS
stanford-ai-2021	742	24	changes	change	NNS
stanford-ai-2021	742	25	were	be	VBD
stanford-ai-2021	742	26	not	not	RB
stanford-ai-2021	742	27	statistically	statistically	RB
stanford-ai-2021	742	28	significant	significant	JJ
stanford-ai-2021	742	29	.	.	.
stanford-ai-2021	743	1	Cybersecurity	cybersecurity	NN
stanford-ai-2021	743	2	remains	remain	VBZ
stanford-ai-2021	743	3	the	the	DT
stanford-ai-2021	743	4	only	only	JJ
stanford-ai-2021	743	5	risk	risk	NN
stanford-ai-2021	743	6	a	a	DT
stanford-ai-2021	743	7	majority	majority	NN
stanford-ai-2021	743	8	of	of	IN
stanford-ai-2021	743	9	respondents	respondent	NNS
stanford-ai-2021	743	10	say	say	VBP
stanford-ai-2021	743	11	their	-PRON-	PRP$
stanford-ai-2021	743	12	organizations	organization	NNS
stanford-ai-2021	743	13	consider	consider	VBP
stanford-ai-2021	743	14	relevant	relevant	JJ
stanford-ai-2021	743	15	.	.	.
stanford-ai-2021	744	1	TA	TA	NNP
stanford-ai-2021	744	2	B	B	NNP
stanford-ai-2021	744	3	L	l	NN
stanford-ai-2021	744	4	E	e	NN
stanford-ai-2021	744	5	O	o	NN
stanford-ai-2021	744	6	F	f	NN
stanford-ai-2021	744	7	C	c	NN
stanford-ai-2021	744	8	O	o	NN
stanford-ai-2021	744	9	N	n	NN
stanford-ai-2021	744	10	T	t	NN
stanford-ai-2021	744	11	E	e	NN
stanford-ai-2021	744	12	N	n	NN
stanford-ai-2021	744	13	T	t	NN
stanford-ai-2021	744	14	S	s	NN
stanford-ai-2021	744	15	1	1	CD
stanford-ai-2021	744	16	0	0	CD
stanford-ai-2021	744	17	2C	2c	CD
stanford-ai-2021	744	18	H	h	NN
stanford-ai-2021	744	19	A	a	NN
stanford-ai-2021	744	20	P	p	NN
stanford-ai-2021	744	21	T	t	NN
stanford-ai-2021	744	22	E	e	NN
stanford-ai-2021	744	23	R	r	NN
stanford-ai-2021	744	24	3	3	CD
stanford-ai-2021	744	25	P	p	NN
stanford-ai-2021	744	26	R	r	NN
stanford-ai-2021	744	27	E	e	NN
stanford-ai-2021	744	28	V	v	NN
stanford-ai-2021	744	29	I	i	NN
stanford-ai-2021	744	30	E	e	NN
stanford-ai-2021	744	31	W	W	NNP
stanford-ai-2021	744	32	Artificial	Artificial	NNP
stanford-ai-2021	744	33	Intelligence	Intelligence	NNP
stanford-ai-2021	744	34	Index	Index	NNP
stanford-ai-2021	744	35	Report	Report	NNP
stanford-ai-2021	744	36	2021	2021	CD
stanford-ai-2021	744	37	0	0	CD
stanford-ai-2021	744	38	%	%	NN
stanford-ai-2021	744	39	10	10	CD
stanford-ai-2021	744	40	%	%	NN
stanford-ai-2021	744	41	20	20	CD
stanford-ai-2021	744	42	%	%	NN
stanford-ai-2021	744	43	30	30	CD
stanford-ai-2021	744	44	%	%	NN
stanford-ai-2021	744	45	40	40	CD
stanford-ai-2021	744	46	%	%	NN
stanford-ai-2021	744	47	50	50	CD
stanford-ai-2021	744	48	%	%	NN
stanford-ai-2021	744	49	60	60	CD
stanford-ai-2021	744	50	%	%	NN
stanford-ai-2021	744	51	%	%	NN
stanford-ai-2021	744	52	of	of	IN
stanford-ai-2021	744	53	Respondents	Respondents	NNPS
stanford-ai-2021	744	54	Cybersecurity	Cybersecurity	NNP
stanford-ai-2021	744	55	Regulatory	Regulatory	NNP
stanford-ai-2021	744	56	Compliance	Compliance	NNP
stanford-ai-2021	744	57	Explainability	Explainability	NNP
stanford-ai-2021	744	58	Personal	Personal	NNP
stanford-ai-2021	744	59	/	/	SYM
stanford-ai-2021	744	60	Individual	Individual	NNP
stanford-ai-2021	744	61	Privacy	Privacy	NNP
stanford-ai-2021	744	62	Organizational	Organizational	NNP
stanford-ai-2021	744	63	Reputation	Reputation	NNP
stanford-ai-2021	744	64	Workforce	Workforce	NNP
stanford-ai-2021	744	65	/	/	SYM
stanford-ai-2021	744	66	Labor	Labor	NNP
stanford-ai-2021	744	67	Displacement	Displacement	NNP
stanford-ai-2021	744	68	Equity	Equity	NNP
stanford-ai-2021	744	69	And	and	CC
stanford-ai-2021	744	70	Fairness	Fairness	NNP
stanford-ai-2021	744	71	Physical	Physical	NNP
stanford-ai-2021	744	72	Safety	Safety	NNP
stanford-ai-2021	744	73	National	National	NNP
stanford-ai-2021	744	74	Security	Security	NNP
stanford-ai-2021	744	75	Political	Political	NNP
stanford-ai-2021	744	76	Stability	Stability	NNP
stanford-ai-2021	744	77	RISKS	RISKS	NNP
stanford-ai-2021	744	78	from	from	IN
stanford-ai-2021	744	79	ADOPTING	ADOPTING	NNP
stanford-ai-2021	744	80	AI	AI	NNP
stanford-ai-2021	744	81	THAT	that	IN
stanford-ai-2021	744	82	ORGANIZATIONS	ORGANIZATIONS	NNP
stanford-ai-2021	744	83	CONSIDER	CONSIDER	NNP
stanford-ai-2021	744	84	RELEVANT	relevant	RB
stanford-ai-2021	744	85	,	,	,
stanford-ai-2021	744	86	2020	2020	CD
stanford-ai-2021	744	87	Source	source	NN
stanford-ai-2021	744	88	:	:	:
stanford-ai-2021	744	89	McKinsey	McKinsey	NNP
stanford-ai-2021	744	90	&	&	CC
stanford-ai-2021	744	91	Company	Company	NNP
stanford-ai-2021	744	92	,	,	,
stanford-ai-2021	744	93	2020	2020	CD
stanford-ai-2021	744	94	|	|	NNP
stanford-ai-2021	744	95	Chart	Chart	NNP
stanford-ai-2021	744	96	:	:	:
stanford-ai-2021	744	97	2021	2021	CD
stanford-ai-2021	744	98	AI	AI	NNP
stanford-ai-2021	744	99	Index	Index	NNP
stanford-ai-2021	744	100	Report	Report	NNP
stanford-ai-2021	744	101	2019	2019	CD
stanford-ai-2021	744	102	2020	2020	CD
stanford-ai-2021	744	103	0	0	CD
stanford-ai-2021	744	104	%	%	NN
stanford-ai-2021	744	105	10	10	CD
stanford-ai-2021	744	106	%	%	NN
stanford-ai-2021	744	107	20	20	CD
stanford-ai-2021	744	108	%	%	NN
stanford-ai-2021	744	109	30	30	CD
stanford-ai-2021	744	110	%	%	NN
stanford-ai-2021	744	111	40	40	CD
stanford-ai-2021	744	112	%	%	NN
stanford-ai-2021	744	113	50	50	CD
stanford-ai-2021	744	114	%	%	NN
stanford-ai-2021	744	115	%	%	NN
stanford-ai-2021	744	116	of	of	IN
stanford-ai-2021	744	117	Respondents	Respondents	NNPS
stanford-ai-2021	744	118	Cybersecurity	Cybersecurity	NNP
stanford-ai-2021	744	119	Regulatory	Regulatory	NNP
stanford-ai-2021	744	120	Compliance	Compliance	NNP
stanford-ai-2021	744	121	Personal	Personal	NNP
stanford-ai-2021	744	122	/	/	SYM
stanford-ai-2021	744	123	Individual	Individual	NNP
stanford-ai-2021	744	124	Privacy	Privacy	NNP
stanford-ai-2021	744	125	Explainability	Explainability	NNP
stanford-ai-2021	744	126	Workforce	Workforce	NNP
stanford-ai-2021	744	127	/	/	SYM
stanford-ai-2021	744	128	Labor	Labor	NNP
stanford-ai-2021	744	129	Displacement	Displacement	NNP
stanford-ai-2021	744	130	Organizational	Organizational	NNP
stanford-ai-2021	744	131	Reputation	Reputation	NNP
stanford-ai-2021	744	132	Physical	Physical	NNP
stanford-ai-2021	744	133	Safety	Safety	NNP
stanford-ai-2021	744	134	Equity	Equity	NNP
stanford-ai-2021	744	135	And	and	CC
stanford-ai-2021	744	136	Fairness	Fairness	NNP
stanford-ai-2021	744	137	National	National	NNP
stanford-ai-2021	744	138	Security	Security	NNP
stanford-ai-2021	744	139	Political	Political	NNP
stanford-ai-2021	744	140	Stability	Stability	NNP
stanford-ai-2021	744	141	RISKS	RISKS	NNP
stanford-ai-2021	744	142	from	from	IN
stanford-ai-2021	744	143	ADOPTING	ADOPTING	NNP
stanford-ai-2021	744	144	AI	AI	NNP
stanford-ai-2021	744	145	THAT	that	IN
stanford-ai-2021	744	146	ORGANIZATIONS	ORGANIZATIONS	NNP
stanford-ai-2021	744	147	TAKE	take	VBP
stanford-ai-2021	744	148	STEPS	step	NNS
stanford-ai-2021	744	149	to	to	IN
stanford-ai-2021	744	150	MITGATE	MITGATE	NNP
stanford-ai-2021	744	151	,	,	,
stanford-ai-2021	744	152	2020	2020	CD
stanford-ai-2021	744	153	Source	source	NN
stanford-ai-2021	744	154	:	:	:
stanford-ai-2021	744	155	McKinsey	McKinsey	NNP
stanford-ai-2021	744	156	&	&	CC
stanford-ai-2021	744	157	Company	Company	NNP
stanford-ai-2021	744	158	,	,	,
stanford-ai-2021	744	159	2020	2020	CD
stanford-ai-2021	744	160	|	|	NNP
stanford-ai-2021	744	161	Chart	Chart	NNP
stanford-ai-2021	744	162	:	:	:
stanford-ai-2021	744	163	2021	2021	CD
stanford-ai-2021	744	164	AI	AI	NNP
stanford-ai-2021	744	165	Index	Index	NNP
stanford-ai-2021	744	166	Report	Report	NNP
stanford-ai-2021	744	167	2019	2019	CD
stanford-ai-2021	744	168	2020	2020	CD
stanford-ai-2021	744	169	Figure	Figure	NNP
stanford-ai-2021	744	170	3.3.5	3.3.5	NNP
stanford-ai-2021	744	171	Figure	Figure	NNP
stanford-ai-2021	744	172	3.3.6	3.3.6	NNP
stanford-ai-2021	744	173	C	c	NN
stanford-ai-2021	744	174	H	h	NN
stanford-ai-2021	744	175	A	a	NN
stanford-ai-2021	744	176	P	p	NN
stanford-ai-2021	744	177	T	t	NN
stanford-ai-2021	744	178	E	e	NN
stanford-ai-2021	744	179	R	r	NN
stanford-ai-2021	744	180	3	3	CD
stanford-ai-2021	744	181	:	:	:
stanford-ai-2021	744	182	T	t	NN
stanford-ai-2021	744	183	H	h	NN
stanford-ai-2021	744	184	E	e	NN
stanford-ai-2021	744	185	E	e	NN
stanford-ai-2021	744	186	C	c	NN
stanford-ai-2021	744	187	O	o	NN
stanford-ai-2021	744	188	N	n	NN
stanford-ai-2021	744	189	O	o	NN
stanford-ai-2021	744	190	M	m	NN
stanford-ai-2021	744	191	Y	y	NN
stanford-ai-2021	744	192	3	3	CD
stanford-ai-2021	744	193	.	.	.
stanford-ai-2021	745	1	3	3	CD
stanford-ai-2021	745	2	C	c	NN
stanford-ai-2021	745	3	O	o	NN
stanford-ai-2021	745	4	R	r	NN
stanford-ai-2021	745	5	P	p	NN
stanford-ai-2021	745	6	O	o	NN
stanford-ai-2021	745	7	R	r	NN
stanford-ai-2021	745	8	AT	at	NN
stanford-ai-2021	745	9	E	e	NN
stanford-ai-2021	745	10	AC	ac	NN
stanford-ai-2021	745	11	T	t	NN
stanford-ai-2021	745	12	I	i	NN
stanford-ai-2021	745	13	V	v	NN
stanford-ai-2021	745	14	I	i	NN
stanford-ai-2021	745	15	T	t	NN
stanford-ai-2021	745	16	Y	y	NN
stanford-ai-2021	745	17	TA	ta	NN
stanford-ai-2021	745	18	B	b	NN
stanford-ai-2021	745	19	L	l	NN
stanford-ai-2021	745	20	E	e	NN
stanford-ai-2021	745	21	O	o	NN
stanford-ai-2021	745	22	F	f	NN
stanford-ai-2021	745	23	C	c	NN
stanford-ai-2021	745	24	O	o	NN
stanford-ai-2021	745	25	N	n	NN
stanford-ai-2021	745	26	T	t	NN
stanford-ai-2021	745	27	E	e	NN
stanford-ai-2021	745	28	N	n	NN
stanford-ai-2021	745	29	T	t	NN
stanford-ai-2021	745	30	S	s	NN
stanford-ai-2021	745	31	1	1	CD
stanford-ai-2021	745	32	0	0	CD
stanford-ai-2021	745	33	3C	3c	NN
stanford-ai-2021	745	34	H	h	NN
stanford-ai-2021	745	35	A	a	NN
stanford-ai-2021	745	36	P	p	NN
stanford-ai-2021	745	37	T	t	NN
stanford-ai-2021	745	38	E	e	NN
stanford-ai-2021	745	39	R	r	NN
stanford-ai-2021	745	40	3	3	CD
stanford-ai-2021	745	41	P	p	NN
stanford-ai-2021	745	42	R	r	NN
stanford-ai-2021	745	43	E	e	NN
stanford-ai-2021	745	44	V	v	NN
stanford-ai-2021	745	45	I	i	NN
stanford-ai-2021	745	46	E	e	NN
stanford-ai-2021	745	47	W	W	NNP
stanford-ai-2021	745	48	Artificial	Artificial	NNP
stanford-ai-2021	745	49	Intelligence	Intelligence	NNP
stanford-ai-2021	745	50	Index	Index	NNP
stanford-ai-2021	745	51	Report	Report	NNP
stanford-ai-2021	745	52	2021	2021	CD
stanford-ai-2021	745	53	0	0	CD
stanford-ai-2021	745	54	%	%	NN
stanford-ai-2021	745	55	10	10	CD
stanford-ai-2021	745	56	%	%	NN
stanford-ai-2021	745	57	20	20	CD
stanford-ai-2021	745	58	%	%	NN
stanford-ai-2021	745	59	30	30	CD
stanford-ai-2021	745	60	%	%	NN
stanford-ai-2021	745	61	40	40	CD
stanford-ai-2021	745	62	%	%	NN
stanford-ai-2021	745	63	50	50	CD
stanford-ai-2021	745	64	%	%	NN
stanford-ai-2021	745	65	60	60	CD
stanford-ai-2021	745	66	%	%	NN
stanford-ai-2021	745	67	70	70	CD
stanford-ai-2021	745	68	%	%	NN
stanford-ai-2021	745	69	80	80	CD
stanford-ai-2021	745	70	%	%	NN
stanford-ai-2021	745	71	90	90	CD
stanford-ai-2021	745	72	%	%	NN
stanford-ai-2021	745	73	100	100	CD
stanford-ai-2021	745	74	%	%	NN
stanford-ai-2021	745	75	All	all	DT
stanford-ai-2021	745	76	Industries	Industries	NNPS
stanford-ai-2021	745	77	Automotive	Automotive	NNP
stanford-ai-2021	745	78	and	and	CC
stanford-ai-2021	745	79	Assembly	Assembly	NNP
stanford-ai-2021	745	80	Business	Business	NNP
stanford-ai-2021	745	81	,	,	,
stanford-ai-2021	745	82	Legal	Legal	NNP
stanford-ai-2021	745	83	,	,	,
stanford-ai-2021	745	84	and	and	CC
stanford-ai-2021	745	85	Professional	Professional	NNP
stanford-ai-2021	745	86	Services	Services	NNPS
stanford-ai-2021	745	87	Consumer	Consumer	NNP
stanford-ai-2021	745	88	Goods	Goods	NNP
stanford-ai-2021	745	89	/	/	SYM
stanford-ai-2021	745	90	Retail	Retail	NNP
stanford-ai-2021	745	91	Financial	Financial	NNP
stanford-ai-2021	745	92	Services	Services	NNPS
stanford-ai-2021	745	93	Healthcare	Healthcare	NNP
stanford-ai-2021	745	94	/	/	SYM
stanford-ai-2021	745	95	Pharma	Pharma	NNP
stanford-ai-2021	745	96	High	High	NNP
stanford-ai-2021	745	97	Tech	Tech	NNP
stanford-ai-2021	745	98	/	/	SYM
stanford-ai-2021	745	99	Telecom	Telecom	NNP
stanford-ai-2021	745	100	23	23	CD
stanford-ai-2021	745	101	%	%	NN
stanford-ai-2021	745	102	11	11	CD
stanford-ai-2021	745	103	%	%	NN
stanford-ai-2021	745	104	22	22	CD
stanford-ai-2021	745	105	%	%	NN
stanford-ai-2021	745	106	23	23	CD
stanford-ai-2021	745	107	%	%	NN
stanford-ai-2021	745	108	27	27	CD
stanford-ai-2021	745	109	%	%	NN
stanford-ai-2021	745	110	22	22	CD
stanford-ai-2021	745	111	%	%	NN
stanford-ai-2021	745	112	23	23	CD
stanford-ai-2021	745	113	%	%	NN
stanford-ai-2021	745	114	52	52	CD
stanford-ai-2021	745	115	%	%	NN
stanford-ai-2021	745	116	44	44	CD
stanford-ai-2021	745	117	%	%	NN
stanford-ai-2021	745	118	50	50	CD
stanford-ai-2021	745	119	%	%	NN
stanford-ai-2021	745	120	50	50	CD
stanford-ai-2021	745	121	%	%	NN
stanford-ai-2021	745	122	48	48	CD
stanford-ai-2021	745	123	%	%	NN
stanford-ai-2021	745	124	36	36	CD
stanford-ai-2021	745	125	%	%	NN
stanford-ai-2021	745	126	50	50	CD
stanford-ai-2021	745	127	%	%	NN
stanford-ai-2021	745	128	24	24	CD
stanford-ai-2021	745	129	%	%	NN
stanford-ai-2021	745	130	44	44	CD
stanford-ai-2021	745	131	%	%	NN
stanford-ai-2021	745	132	28	28	CD
stanford-ai-2021	745	133	%	%	NN
stanford-ai-2021	745	134	26	26	CD
stanford-ai-2021	745	135	%	%	NN
stanford-ai-2021	745	136	25	25	CD
stanford-ai-2021	745	137	%	%	NN
stanford-ai-2021	745	138	42	42	CD
stanford-ai-2021	745	139	%	%	NN
stanford-ai-2021	745	140	27	27	CD
stanford-ai-2021	745	141	%	%	NN
stanford-ai-2021	745	142	CHANGES	changes	NN
stanford-ai-2021	745	143	in	in	IN
stanford-ai-2021	745	144	AI	AI	NNP
stanford-ai-2021	745	145	INVESTMENTS	INVESTMENTS	NNP
stanford-ai-2021	745	146	AMID	amid	IN
stanford-ai-2021	745	147	the	the	DT
stanford-ai-2021	745	148	COVID-19	covid-19	JJ
stanford-ai-2021	745	149	PANDEMIC	PANDEMIC	NNP
stanford-ai-2021	745	150	Source	Source	NNP
stanford-ai-2021	745	151	:	:	:
stanford-ai-2021	745	152	McKinsey	McKinsey	NNP
stanford-ai-2021	745	153	&	&	CC
stanford-ai-2021	745	154	Company	Company	NNP
stanford-ai-2021	745	155	,	,	,
stanford-ai-2021	745	156	2020	2020	CD
stanford-ai-2021	745	157	|	|	NNP
stanford-ai-2021	745	158	Chart	Chart	NNP
stanford-ai-2021	745	159	:	:	:
stanford-ai-2021	745	160	2021	2021	CD
stanford-ai-2021	745	161	AI	AI	NNP
stanford-ai-2021	745	162	Index	Index	NNP
stanford-ai-2021	745	163	Report	Report	NNP
stanford-ai-2021	745	164	Decreased	decrease	VBD
stanford-ai-2021	745	165	No	no	DT
stanford-ai-2021	745	166	Effect	Effect	NNP
stanford-ai-2021	745	167	Increased	increase	VBN
stanford-ai-2021	745	168	Figure	figure	NN
stanford-ai-2021	745	169	3.3.7	3.3.7	NN
stanford-ai-2021	745	170	C	c	NN
stanford-ai-2021	745	171	H	h	NN
stanford-ai-2021	745	172	A	a	NN
stanford-ai-2021	745	173	P	p	NN
stanford-ai-2021	745	174	T	t	NN
stanford-ai-2021	745	175	E	e	NN
stanford-ai-2021	745	176	R	r	NN
stanford-ai-2021	745	177	3	3	CD
stanford-ai-2021	745	178	:	:	:
stanford-ai-2021	745	179	T	t	NN
stanford-ai-2021	745	180	H	h	NN
stanford-ai-2021	745	181	E	e	NN
stanford-ai-2021	745	182	E	e	NN
stanford-ai-2021	745	183	C	c	NN
stanford-ai-2021	745	184	O	o	NN
stanford-ai-2021	745	185	N	n	NN
stanford-ai-2021	745	186	O	o	NN
stanford-ai-2021	745	187	M	m	NN
stanford-ai-2021	745	188	Y	y	NN
stanford-ai-2021	745	189	3	3	CD
stanford-ai-2021	745	190	.	.	.
stanford-ai-2021	746	1	3	3	CD
stanford-ai-2021	746	2	C	c	NN
stanford-ai-2021	746	3	O	o	NN
stanford-ai-2021	746	4	R	r	NN
stanford-ai-2021	746	5	P	p	NN
stanford-ai-2021	746	6	O	o	NN
stanford-ai-2021	746	7	R	r	NN
stanford-ai-2021	746	8	AT	at	NN
stanford-ai-2021	746	9	E	e	NN
stanford-ai-2021	746	10	AC	ac	NN
stanford-ai-2021	746	11	T	t	NN
stanford-ai-2021	746	12	I	i	NN
stanford-ai-2021	746	13	V	v	NN
stanford-ai-2021	746	14	I	i	NN
stanford-ai-2021	746	15	T	t	NN
stanford-ai-2021	746	16	Y	y	NN
stanford-ai-2021	746	17	The	the	DT
stanford-ai-2021	746	18	Effect	effect	NN
stanford-ai-2021	746	19	of	of	IN
stanford-ai-2021	746	20	COVID-19	covid-19	NN
stanford-ai-2021	746	21	Despite	despite	IN
stanford-ai-2021	746	22	the	the	DT
stanford-ai-2021	746	23	economic	economic	JJ
stanford-ai-2021	746	24	downturn	downturn	NN
stanford-ai-2021	746	25	caused	cause	VBN
stanford-ai-2021	746	26	by	by	IN
stanford-ai-2021	746	27	the	the	DT
stanford-ai-2021	746	28	pandemic	pandemic	NN
stanford-ai-2021	746	29	,	,	,
stanford-ai-2021	746	30	half	half	NN
stanford-ai-2021	746	31	of	of	IN
stanford-ai-2021	746	32	respondents	respondent	NNS
stanford-ai-2021	746	33	said	say	VBD
stanford-ai-2021	746	34	the	the	DT
stanford-ai-2021	746	35	pandemic	pandemic	NN
stanford-ai-2021	746	36	had	have	VBD
stanford-ai-2021	746	37	no	no	DT
stanford-ai-2021	746	38	effect	effect	NN
stanford-ai-2021	746	39	on	on	IN
stanford-ai-2021	746	40	their	-PRON-	PRP$
stanford-ai-2021	746	41	investment	investment	NN
stanford-ai-2021	746	42	in	in	IN
stanford-ai-2021	746	43	AI	AI	NNP
stanford-ai-2021	746	44	,	,	,
stanford-ai-2021	746	45	while	while	IN
stanford-ai-2021	746	46	27	27	CD
stanford-ai-2021	746	47	%	%	NN
stanford-ai-2021	746	48	actually	actually	RB
stanford-ai-2021	746	49	reported	report	VBD
stanford-ai-2021	746	50	increasing	increase	VBG
stanford-ai-2021	746	51	their	-PRON-	PRP$
stanford-ai-2021	746	52	investment	investment	NN
stanford-ai-2021	746	53	.	.	.
stanford-ai-2021	747	1	Less	Less	JJR
stanford-ai-2021	747	2	than	than	IN
stanford-ai-2021	747	3	a	a	DT
stanford-ai-2021	747	4	fourth	fourth	JJ
stanford-ai-2021	747	5	of	of	IN
stanford-ai-2021	747	6	businesses	business	NNS
stanford-ai-2021	747	7	decreased	decrease	VBD
stanford-ai-2021	747	8	their	-PRON-	PRP$
stanford-ai-2021	747	9	investment	investment	NN
stanford-ai-2021	747	10	in	in	IN
stanford-ai-2021	747	11	AI	AI	NNP
stanford-ai-2021	747	12	(	(	-LRB-
stanford-ai-2021	747	13	Figure	figure	NN
stanford-ai-2021	747	14	3.3.7).5	3.3.7).5	CD
stanford-ai-2021	747	15	By	by	IN
stanford-ai-2021	747	16	industry	industry	NN
stanford-ai-2021	747	17	,	,	,
stanford-ai-2021	747	18	respondents	respondent	NNS
stanford-ai-2021	747	19	in	in	IN
stanford-ai-2021	747	20	healthcare	healthcare	NNP
stanford-ai-2021	747	21	and	and	CC
stanford-ai-2021	747	22	pharma	pharma	NNP
stanford-ai-2021	747	23	as	as	RB
stanford-ai-2021	747	24	well	well	RB
stanford-ai-2021	747	25	as	as	IN
stanford-ai-2021	747	26	automotive	automotive	JJ
stanford-ai-2021	747	27	and	and	CC
stanford-ai-2021	747	28	assembly	assembly	NN
stanford-ai-2021	747	29	were	be	VBD
stanford-ai-2021	747	30	the	the	DT
stanford-ai-2021	747	31	most	most	RBS
stanford-ai-2021	747	32	likely	likely	JJ
stanford-ai-2021	747	33	to	to	TO
stanford-ai-2021	747	34	report	report	VB
stanford-ai-2021	747	35	that	that	IN
stanford-ai-2021	747	36	their	-PRON-	PRP$
stanford-ai-2021	747	37	companies	company	NNS
stanford-ai-2021	747	38	had	have	VBD
stanford-ai-2021	747	39	increased	increase	VBN
stanford-ai-2021	747	40	investment	investment	NN
stanford-ai-2021	747	41	in	in	IN
stanford-ai-2021	747	42	AI	AI	NNP
stanford-ai-2021	747	43	.	.	.
stanford-ai-2021	748	1	5	5	CD
stanford-ai-2021	748	2	Figures	figure	NNS
stanford-ai-2021	748	3	may	may	MD
stanford-ai-2021	748	4	not	not	RB
stanford-ai-2021	748	5	sum	sum	VB
stanford-ai-2021	748	6	to	to	IN
stanford-ai-2021	748	7	100	100	CD
stanford-ai-2021	748	8	%	%	NN
stanford-ai-2021	748	9	because	because	IN
stanford-ai-2021	748	10	of	of	IN
stanford-ai-2021	748	11	rounding	round	VBG
stanford-ai-2021	748	12	.	.	.
stanford-ai-2021	749	1	Despite	despite	IN
stanford-ai-2021	749	2	the	the	DT
stanford-ai-2021	749	3	economic	economic	JJ
stanford-ai-2021	749	4	downturn	downturn	NN
stanford-ai-2021	749	5	caused	cause	VBN
stanford-ai-2021	749	6	by	by	IN
stanford-ai-2021	749	7	the	the	DT
stanford-ai-2021	749	8	pandemic	pandemic	NN
stanford-ai-2021	749	9	,	,	,
stanford-ai-2021	749	10	half	half	NN
stanford-ai-2021	749	11	of	of	IN
stanford-ai-2021	749	12	respondents	respondent	NNS
stanford-ai-2021	749	13	said	say	VBD
stanford-ai-2021	749	14	the	the	DT
stanford-ai-2021	749	15	pandemic	pandemic	NN
stanford-ai-2021	749	16	had	have	VBD
stanford-ai-2021	749	17	no	no	DT
stanford-ai-2021	749	18	effect	effect	NN
stanford-ai-2021	749	19	on	on	IN
stanford-ai-2021	749	20	their	-PRON-	PRP$
stanford-ai-2021	749	21	investment	investment	NN
stanford-ai-2021	749	22	in	in	IN
stanford-ai-2021	749	23	AI	AI	NNP
stanford-ai-2021	749	24	,	,	,
stanford-ai-2021	749	25	while	while	IN
stanford-ai-2021	749	26	27	27	CD
stanford-ai-2021	749	27	%	%	NN
stanford-ai-2021	749	28	actually	actually	RB
stanford-ai-2021	749	29	reported	report	VBD
stanford-ai-2021	749	30	increasing	increase	VBG
stanford-ai-2021	749	31	their	-PRON-	PRP$
stanford-ai-2021	749	32	investment	investment	NN
stanford-ai-2021	749	33	.	.	.
stanford-ai-2021	750	1	TA	TA	NNP
stanford-ai-2021	750	2	B	B	NNP
stanford-ai-2021	750	3	L	l	NN
stanford-ai-2021	750	4	E	e	NN
stanford-ai-2021	750	5	O	o	NN
stanford-ai-2021	750	6	F	f	NN
stanford-ai-2021	750	7	C	c	NN
stanford-ai-2021	750	8	O	o	NN
stanford-ai-2021	750	9	N	n	NN
stanford-ai-2021	750	10	T	t	NN
stanford-ai-2021	750	11	E	e	NN
stanford-ai-2021	750	12	N	n	NN
stanford-ai-2021	750	13	T	t	NN
stanford-ai-2021	750	14	S	s	NN
stanford-ai-2021	750	15	1	1	CD
stanford-ai-2021	750	16	0	0	CD
stanford-ai-2021	750	17	4C	4c	NN
stanford-ai-2021	750	18	H	h	NN
stanford-ai-2021	750	19	A	A	NNP
stanford-ai-2021	750	20	P	p	NN
stanford-ai-2021	750	21	T	t	NN
stanford-ai-2021	750	22	E	e	NN
stanford-ai-2021	750	23	R	r	NN
stanford-ai-2021	750	24	3	3	CD
stanford-ai-2021	750	25	P	p	NN
stanford-ai-2021	750	26	R	r	NN
stanford-ai-2021	750	27	E	e	NN
stanford-ai-2021	750	28	V	v	NN
stanford-ai-2021	750	29	I	i	NN
stanford-ai-2021	750	30	E	e	NN
stanford-ai-2021	750	31	W	W	NNP
stanford-ai-2021	750	32	Artificial	Artificial	NNP
stanford-ai-2021	750	33	Intelligence	Intelligence	NNP
stanford-ai-2021	750	34	Index	Index	NNP
stanford-ai-2021	750	35	Report	Report	NNP
stanford-ai-2021	750	36	2021	2021	CD
stanford-ai-2021	750	37	C	c	NN
stanford-ai-2021	750	38	H	h	NN
stanford-ai-2021	750	39	A	a	NN
stanford-ai-2021	750	40	P	p	NN
stanford-ai-2021	750	41	T	t	NN
stanford-ai-2021	750	42	E	e	NN
stanford-ai-2021	750	43	R	r	NN
stanford-ai-2021	750	44	3	3	CD
stanford-ai-2021	750	45	:	:	:
stanford-ai-2021	750	46	T	t	NN
stanford-ai-2021	750	47	H	h	NN
stanford-ai-2021	750	48	E	e	NN
stanford-ai-2021	750	49	E	e	NN
stanford-ai-2021	750	50	C	c	NN
stanford-ai-2021	750	51	O	o	NN
stanford-ai-2021	750	52	N	n	NN
stanford-ai-2021	750	53	O	o	NN
stanford-ai-2021	750	54	M	m	NN
stanford-ai-2021	750	55	Y	y	NN
stanford-ai-2021	750	56	I	i	NN
stanford-ai-2021	750	57	N	n	NN
stanford-ai-2021	750	58	D	d	NN
stanford-ai-2021	750	59	U	u	NN
stanford-ai-2021	750	60	S	s	NN
stanford-ai-2021	750	61	T	t	NN
stanford-ai-2021	750	62	R	r	NN
stanford-ai-2021	750	63	I	i	NN
stanford-ai-2021	750	64	A	a	NN
stanford-ai-2021	750	65	L	l	NN
stanford-ai-2021	750	66	R	r	NN
stanford-ai-2021	750	67	O	o	NN
stanford-ai-2021	750	68	B	b	NN
stanford-ai-2021	750	69	O	o	NN
stanford-ai-2021	750	70	T	t	NN
stanford-ai-2021	750	71	I	i	NN
stanford-ai-2021	750	72	N	n	NN
stanford-ai-2021	750	73	S	s	NN
stanford-ai-2021	750	74	TA	TA	NNP
stanford-ai-2021	750	75	L	l	NN
stanford-ai-2021	750	76	L	L	NNP
stanford-ai-2021	750	77	AT	at	IN
stanford-ai-2021	750	78	I	i	NN
stanford-ai-2021	750	79	O	o	NN
stanford-ai-2021	750	80	N	n	NN
stanford-ai-2021	750	81	S	s	NN
stanford-ai-2021	750	82	Right	right	RB
stanford-ai-2021	750	83	now	now	RB
stanford-ai-2021	750	84	,	,	,
stanford-ai-2021	750	85	AI	AI	NNP
stanford-ai-2021	750	86	is	be	VBZ
stanford-ai-2021	750	87	being	be	VBG
stanford-ai-2021	750	88	deployed	deploy	VBN
stanford-ai-2021	750	89	widely	widely	RB
stanford-ai-2021	750	90	onto	onto	IN
stanford-ai-2021	750	91	consumer	consumer	NN
stanford-ai-2021	750	92	devices	device	NNS
stanford-ai-2021	750	93	like	like	IN
stanford-ai-2021	750	94	smartphones	smartphone	NNS
stanford-ai-2021	750	95	and	and	CC
stanford-ai-2021	750	96	personal	personal	JJ
stanford-ai-2021	750	97	vehicles	vehicle	NNS
stanford-ai-2021	750	98	(	(	-LRB-
stanford-ai-2021	750	99	e.g.	e.g.	RB
stanford-ai-2021	750	100	,	,	,
stanford-ai-2021	750	101	self	self	NN
stanford-ai-2021	750	102	-	-	HYPH
stanford-ai-2021	750	103	driving	drive	VBG
stanford-ai-2021	750	104	technology	technology	NN
stanford-ai-2021	750	105	)	)	-RRB-
stanford-ai-2021	750	106	.	.	.
stanford-ai-2021	751	1	But	but	CC
stanford-ai-2021	751	2	relatively	relatively	RB
stanford-ai-2021	751	3	little	little	JJ
stanford-ai-2021	751	4	AI	ai	NN
stanford-ai-2021	751	5	is	be	VBZ
stanford-ai-2021	751	6	deployed	deploy	VBN
stanford-ai-2021	751	7	on	on	IN
stanford-ai-2021	751	8	actual	actual	JJ
stanford-ai-2021	751	9	robots.6	robots.6	NN
stanford-ai-2021	751	10	That	that	WDT
stanford-ai-2021	751	11	may	may	MD
stanford-ai-2021	751	12	change	change	VB
stanford-ai-2021	751	13	as	as	IN
stanford-ai-2021	751	14	researchers	researcher	NNS
stanford-ai-2021	751	15	develop	develop	VBP
stanford-ai-2021	751	16	software	software	NN
stanford-ai-2021	751	17	to	to	TO
stanford-ai-2021	751	18	integrate	integrate	VB
stanford-ai-2021	751	19	AI	AI	NNP
stanford-ai-2021	751	20	-	-	HYPH
stanford-ai-2021	751	21	based	base	VBN
stanford-ai-2021	751	22	approaches	approach	NNS
stanford-ai-2021	751	23	with	with	IN
stanford-ai-2021	751	24	contemporary	contemporary	JJ
stanford-ai-2021	751	25	robots	robot	NNS
stanford-ai-2021	751	26	.	.	.
stanford-ai-2021	752	1	For	for	IN
stanford-ai-2021	752	2	now	now	RB
stanford-ai-2021	752	3	,	,	,
stanford-ai-2021	752	4	it	-PRON-	PRP
stanford-ai-2021	752	5	is	be	VBZ
stanford-ai-2021	752	6	possible	possible	JJ
stanford-ai-2021	752	7	to	to	TO
stanford-ai-2021	752	8	measure	measure	VB
stanford-ai-2021	752	9	global	global	JJ
stanford-ai-2021	752	10	sales	sale	NNS
stanford-ai-2021	752	11	of	of	IN
stanford-ai-2021	752	12	industrial	industrial	JJ
stanford-ai-2021	752	13	robots	robot	NNS
stanford-ai-2021	752	14	to	to	TO
stanford-ai-2021	752	15	draw	draw	VB
stanford-ai-2021	752	16	conclusions	conclusion	NNS
stanford-ai-2021	752	17	about	about	IN
stanford-ai-2021	752	18	the	the	DT
stanford-ai-2021	752	19	amount	amount	NN
stanford-ai-2021	752	20	of	of	IN
stanford-ai-2021	752	21	AI	ai	NN
stanford-ai-2021	752	22	-	-	HYPH
stanford-ai-2021	752	23	ready	ready	JJ
stanford-ai-2021	752	24	infrastructure	infrastructure	NN
stanford-ai-2021	752	25	being	be	VBG
stanford-ai-2021	752	26	bought	buy	VBN
stanford-ai-2021	752	27	worldwide	worldwide	RB
stanford-ai-2021	752	28	.	.	.
stanford-ai-2021	753	1	While	while	IN
stanford-ai-2021	753	2	the	the	DT
stanford-ai-2021	753	3	COVID-	COVID-	NNP
stanford-ai-2021	753	4	19-induced	19-induced	CD
stanford-ai-2021	753	5	economic	economic	JJ
stanford-ai-2021	753	6	crisis	crisis	NN
stanford-ai-2021	753	7	will	will	MD
stanford-ai-2021	753	8	lead	lead	VB
stanford-ai-2021	753	9	to	to	IN
stanford-ai-2021	753	10	a	a	DT
stanford-ai-2021	753	11	decline	decline	NN
stanford-ai-2021	753	12	in	in	IN
stanford-ai-2021	753	13	robot	robot	NN
stanford-ai-2021	753	14	sales	sale	NNS
stanford-ai-2021	753	15	in	in	IN
stanford-ai-2021	753	16	the	the	DT
stanford-ai-2021	753	17	short	short	JJ
stanford-ai-2021	753	18	term	term	NN
stanford-ai-2021	753	19	,	,	,
stanford-ai-2021	753	20	the	the	DT
stanford-ai-2021	753	21	International	International	NNP
stanford-ai-2021	753	22	Federation	Federation	NNP
stanford-ai-2021	753	23	of	of	IN
stanford-ai-2021	753	24	Robotics	Robotics	NNP
stanford-ai-2021	753	25	(	(	-LRB-
stanford-ai-2021	753	26	IFR	IFR	NNP
stanford-ai-2021	753	27	)	)	-RRB-
stanford-ai-2021	753	28	expects	expect	VBZ
stanford-ai-2021	753	29	the	the	DT
stanford-ai-2021	753	30	pandemic	pandemic	NN
stanford-ai-2021	753	31	to	to	TO
stanford-ai-2021	753	32	generate	generate	VB
stanford-ai-2021	753	33	global	global	JJ
stanford-ai-2021	753	34	growth	growth	NN
stanford-ai-2021	753	35	opportunities	opportunity	NNS
stanford-ai-2021	753	36	for	for	IN
stanford-ai-2021	753	37	the	the	DT
stanford-ai-2021	753	38	robotics	robotic	NNS
stanford-ai-2021	753	39	industry	industry	NN
stanford-ai-2021	753	40	in	in	IN
stanford-ai-2021	753	41	the	the	DT
stanford-ai-2021	753	42	medium	medium	JJ
stanford-ai-2021	753	43	term	term	NN
stanford-ai-2021	753	44	.	.	.
stanford-ai-2021	754	1	Global	global	JJ
stanford-ai-2021	754	2	Trend	trend	NN
stanford-ai-2021	754	3	After	after	IN
stanford-ai-2021	754	4	six	six	CD
stanford-ai-2021	754	5	years	year	NNS
stanford-ai-2021	754	6	of	of	IN
stanford-ai-2021	754	7	growth	growth	NN
stanford-ai-2021	754	8	,	,	,
stanford-ai-2021	754	9	the	the	DT
stanford-ai-2021	754	10	number	number	NN
stanford-ai-2021	754	11	of	of	IN
stanford-ai-2021	754	12	new	new	JJ
stanford-ai-2021	754	13	industrial	industrial	JJ
stanford-ai-2021	754	14	robots	robot	NNS
stanford-ai-2021	754	15	installed	instal	VBN
stanford-ai-2021	754	16	worldwide	worldwide	RB
stanford-ai-2021	754	17	decreased	decrease	VBN
stanford-ai-2021	754	18	by	by	IN
stanford-ai-2021	754	19	12	12	CD
stanford-ai-2021	754	20	%	%	NN
stanford-ai-2021	754	21	,	,	,
stanford-ai-2021	754	22	from	from	IN
stanford-ai-2021	754	23	422,271	422,271	CD
stanford-ai-2021	754	24	units	unit	NNS
stanford-ai-2021	754	25	in	in	IN
stanford-ai-2021	754	26	2018	2018	CD
stanford-ai-2021	754	27	to	to	IN
stanford-ai-2021	754	28	373,240	373,240	CD
stanford-ai-2021	754	29	units	unit	NNS
stanford-ai-2021	754	30	in	in	IN
stanford-ai-2021	754	31	2019	2019	CD
stanford-ai-2021	754	32	(	(	-LRB-
stanford-ai-2021	754	33	Figure	Figure	NNP
stanford-ai-2021	754	34	3.3.8	3.3.8	NNP
stanford-ai-2021	754	35	)	)	-RRB-
stanford-ai-2021	754	36	.	.	.
stanford-ai-2021	755	1	The	the	DT
stanford-ai-2021	755	2	decline	decline	NN
stanford-ai-2021	755	3	is	be	VBZ
stanford-ai-2021	755	4	a	a	DT
stanford-ai-2021	755	5	product	product	NN
stanford-ai-2021	755	6	of	of	IN
stanford-ai-2021	755	7	trade	trade	NN
stanford-ai-2021	755	8	tensions	tension	NNS
stanford-ai-2021	755	9	between	between	IN
stanford-ai-2021	755	10	the	the	DT
stanford-ai-2021	755	11	United	United	NNP
stanford-ai-2021	755	12	States	States	NNP
stanford-ai-2021	755	13	and	and	CC
stanford-ai-2021	755	14	China	China	NNP
stanford-ai-2021	755	15	as	as	RB
stanford-ai-2021	755	16	well	well	RB
stanford-ai-2021	755	17	as	as	IN
stanford-ai-2021	755	18	challenges	challenge	NNS
stanford-ai-2021	755	19	faced	face	VBN
stanford-ai-2021	755	20	by	by	IN
stanford-ai-2021	755	21	the	the	DT
stanford-ai-2021	755	22	two	two	CD
stanford-ai-2021	755	23	primary	primary	JJ
stanford-ai-2021	755	24	customer	customer	NN
stanford-ai-2021	755	25	industries	industry	NNS
stanford-ai-2021	755	26	:	:	:
stanford-ai-2021	755	27	automotive	automotive	JJ
stanford-ai-2021	755	28	and	and	CC
stanford-ai-2021	755	29	electrical	electrical	JJ
stanford-ai-2021	755	30	/	/	SYM
stanford-ai-2021	755	31	electronics	electronic	NNS
stanford-ai-2021	755	32	.	.	.
stanford-ai-2021	756	1	With	with	IN
stanford-ai-2021	756	2	the	the	DT
stanford-ai-2021	756	3	automotive	automotive	JJ
stanford-ai-2021	756	4	industry	industry	NN
stanford-ai-2021	756	5	taking	take	VBG
stanford-ai-2021	756	6	the	the	DT
stanford-ai-2021	756	7	lead	lead	NN
stanford-ai-2021	756	8	(	(	-LRB-
stanford-ai-2021	756	9	28	28	CD
stanford-ai-2021	756	10	%	%	NN
stanford-ai-2021	756	11	of	of	IN
stanford-ai-2021	756	12	total	total	JJ
stanford-ai-2021	756	13	installations	installation	NNS
stanford-ai-2021	756	14	)	)	-RRB-
stanford-ai-2021	756	15	,	,	,
stanford-ai-2021	756	16	followed	follow	VBN
stanford-ai-2021	756	17	by	by	IN
stanford-ai-2021	756	18	electrical	electrical	JJ
stanford-ai-2021	756	19	/	/	SYM
stanford-ai-2021	756	20	electronics	electronic	NNS
stanford-ai-2021	756	21	(	(	-LRB-
stanford-ai-2021	756	22	24	24	CD
stanford-ai-2021	756	23	%	%	NN
stanford-ai-2021	756	24	)	)	-RRB-
stanford-ai-2021	756	25	,	,	,
stanford-ai-2021	756	26	metal	metal	NN
stanford-ai-2021	756	27	and	and	CC
stanford-ai-2021	756	28	machinery	machinery	NN
stanford-ai-2021	756	29	(	(	-LRB-
stanford-ai-2021	756	30	12	12	CD
stanford-ai-2021	756	31	%	%	NN
stanford-ai-2021	756	32	)	)	-RRB-
stanford-ai-2021	756	33	,	,	,
stanford-ai-2021	756	34	plastics	plastic	NNS
stanford-ai-2021	756	35	and	and	CC
stanford-ai-2021	756	36	chemical	chemical	NN
stanford-ai-2021	756	37	products	product	NNS
stanford-ai-2021	756	38	(	(	-LRB-
stanford-ai-2021	756	39	5	5	CD
stanford-ai-2021	756	40	%	%	NN
stanford-ai-2021	756	41	)	)	-RRB-
stanford-ai-2021	756	42	,	,	,
stanford-ai-2021	756	43	and	and	CC
stanford-ai-2021	756	44	food	food	NN
stanford-ai-2021	756	45	and	and	CC
stanford-ai-2021	756	46	beverages	beverage	NNS
stanford-ai-2021	756	47	(	(	-LRB-
stanford-ai-2021	756	48	3%).7	3%).7	CD
stanford-ai-2021	756	49	It	-PRON-	PRP
stanford-ai-2021	756	50	is	be	VBZ
stanford-ai-2021	756	51	important	important	JJ
stanford-ai-2021	756	52	to	to	TO
stanford-ai-2021	756	53	note	note	VB
stanford-ai-2021	756	54	that	that	IN
stanford-ai-2021	756	55	these	these	DT
stanford-ai-2021	756	56	metrics	metric	NNS
stanford-ai-2021	756	57	are	be	VBP
stanford-ai-2021	756	58	a	a	DT
stanford-ai-2021	756	59	measurement	measurement	NN
stanford-ai-2021	756	60	of	of	IN
stanford-ai-2021	756	61	installed	instal	VBN
stanford-ai-2021	756	62	infrastructure	infrastructure	NN
stanford-ai-2021	756	63	that	that	WDT
stanford-ai-2021	756	64	is	be	VBZ
stanford-ai-2021	756	65	susceptible	susceptible	JJ
stanford-ai-2021	756	66	to	to	IN
stanford-ai-2021	756	67	adopting	adopt	VBG
stanford-ai-2021	756	68	new	new	JJ
stanford-ai-2021	756	69	AI	AI	NNP
stanford-ai-2021	756	70	technologies	technology	NNS
stanford-ai-2021	756	71	and	and	CC
stanford-ai-2021	756	72	does	do	VBZ
stanford-ai-2021	756	73	not	not	RB
stanford-ai-2021	756	74	indicate	indicate	VB
stanford-ai-2021	756	75	whether	whether	IN
stanford-ai-2021	756	76	every	every	DT
stanford-ai-2021	756	77	new	new	JJ
stanford-ai-2021	756	78	robot	robot	NN
stanford-ai-2021	756	79	used	use	VBD
stanford-ai-2021	756	80	a	a	DT
stanford-ai-2021	756	81	significant	significant	JJ
stanford-ai-2021	756	82	amount	amount	NN
stanford-ai-2021	756	83	of	of	IN
stanford-ai-2021	756	84	AI	AI	NNP
stanford-ai-2021	756	85	.	.	.
stanford-ai-2021	757	1	3	3	LS
stanford-ai-2021	757	2	.	.	.
stanford-ai-2021	758	1	3	3	CD
stanford-ai-2021	758	2	C	c	NN
stanford-ai-2021	758	3	O	o	NN
stanford-ai-2021	758	4	R	r	NN
stanford-ai-2021	758	5	P	p	NN
stanford-ai-2021	758	6	O	o	NN
stanford-ai-2021	758	7	R	r	NN
stanford-ai-2021	758	8	AT	at	NN
stanford-ai-2021	758	9	E	e	NN
stanford-ai-2021	758	10	AC	ac	NN
stanford-ai-2021	758	11	T	t	NN
stanford-ai-2021	758	12	I	i	NN
stanford-ai-2021	758	13	V	v	NN
stanford-ai-2021	758	14	I	i	NN
stanford-ai-2021	758	15	T	t	NN
stanford-ai-2021	758	16	Y	y	NN
stanford-ai-2021	758	17	2012	2012	CD
stanford-ai-2021	758	18	2013	2013	CD
stanford-ai-2021	758	19	2014	2014	CD
stanford-ai-2021	758	20	2015	2015	CD
stanford-ai-2021	758	21	2016	2016	CD
stanford-ai-2021	758	22	2017	2017	CD
stanford-ai-2021	758	23	2018	2018	CD
stanford-ai-2021	758	24	2019	2019	CD
stanford-ai-2021	758	25	0	0	CD
stanford-ai-2021	758	26	100	100	CD
stanford-ai-2021	758	27	200	200	CD
stanford-ai-2021	758	28	300	300	CD
stanford-ai-2021	758	29	400	400	CD
stanford-ai-2021	758	30	N	n	CD
stanford-ai-2021	758	31	u	u	NNP
stanford-ai-2021	758	32	m	m	NNP
stanford-ai-2021	758	33	b	b	NNP
stanford-ai-2021	758	34	er	er	UH
stanford-ai-2021	758	35	o	o	XX
stanford-ai-2021	758	36	f	f	NNP
stanford-ai-2021	758	37	U	u	NN
stanford-ai-2021	758	38	n	n	CC
stanford-ai-2021	758	39	it	-PRON-	PRP
stanford-ai-2021	758	40	s	s	VBZ
stanford-ai-2021	758	41	(	(	-LRB-
stanford-ai-2021	758	42	i	i	NNP
stanford-ai-2021	758	43	n	n	CC
stanford-ai-2021	758	44	T	T	NNP
stanford-ai-2021	758	45	h	h	NNP
stanford-ai-2021	758	46	o	o	NN
stanford-ai-2021	758	47	u	u	NN
stanford-ai-2021	758	48	sa	sa	NNP
stanford-ai-2021	758	49	n	n	NNP
stanford-ai-2021	758	50	d	d	NNP
stanford-ai-2021	758	51	s	s	NNP
stanford-ai-2021	758	52	)	)	-RRB-
stanford-ai-2021	758	53	GLOBAL	GLOBAL	NNP
stanford-ai-2021	758	54	INDUSTRIAL	INDUSTRIAL	NNP
stanford-ai-2021	758	55	ROBOT	ROBOT	NNP
stanford-ai-2021	758	56	INSTALLATIONS	installations	NN
stanford-ai-2021	758	57	,	,	,
stanford-ai-2021	758	58	2012	2012	CD
stanford-ai-2021	758	59	-	-	SYM
stanford-ai-2021	758	60	19	19	CD
stanford-ai-2021	758	61	Source	source	NN
stanford-ai-2021	758	62	:	:	:
stanford-ai-2021	758	63	International	International	NNP
stanford-ai-2021	758	64	Federation	Federation	NNP
stanford-ai-2021	758	65	of	of	IN
stanford-ai-2021	758	66	Robotics	Robotics	NNPS
stanford-ai-2021	758	67	,	,	,
stanford-ai-2021	758	68	2020	2020	CD
stanford-ai-2021	758	69	|	|	CD
stanford-ai-2021	758	70	Chart	Chart	NNP
stanford-ai-2021	758	71	:	:	:
stanford-ai-2021	758	72	2021	2021	CD
stanford-ai-2021	758	73	AI	AI	NNP
stanford-ai-2021	758	74	Index	Index	NNP
stanford-ai-2021	758	75	Report	Report	NNP
stanford-ai-2021	758	76	Figure	Figure	NNP
stanford-ai-2021	758	77	3.3.8	3.3.8	NNP
stanford-ai-2021	758	78	6	6	CD
stanford-ai-2021	758	79	For	for	IN
stanford-ai-2021	758	80	more	more	JJR
stanford-ai-2021	758	81	insights	insight	NNS
stanford-ai-2021	758	82	on	on	IN
stanford-ai-2021	758	83	the	the	DT
stanford-ai-2021	758	84	adoption	adoption	NN
stanford-ai-2021	758	85	of	of	IN
stanford-ai-2021	758	86	AI	AI	NNP
stanford-ai-2021	758	87	and	and	CC
stanford-ai-2021	758	88	robots	robot	NNS
stanford-ai-2021	758	89	by	by	IN
stanford-ai-2021	758	90	the	the	DT
stanford-ai-2021	758	91	industry	industry	NN
stanford-ai-2021	758	92	,	,	,
stanford-ai-2021	758	93	read	read	VB
stanford-ai-2021	758	94	the	the	DT
stanford-ai-2021	758	95	National	National	NNP
stanford-ai-2021	758	96	Bureau	Bureau	NNP
stanford-ai-2021	758	97	of	of	IN
stanford-ai-2021	758	98	Economic	Economic	NNP
stanford-ai-2021	758	99	Research	Research	NNP
stanford-ai-2021	758	100	working	work	VBG
stanford-ai-2021	758	101	paper	paper	NN
stanford-ai-2021	758	102	based	base	VBN
stanford-ai-2021	758	103	on	on	IN
stanford-ai-2021	758	104	the	the	DT
stanford-ai-2021	758	105	2018	2018	CD
stanford-ai-2021	758	106	Annual	Annual	NNP
stanford-ai-2021	758	107	Business	Business	NNP
stanford-ai-2021	758	108	Survey	Survey	NNP
stanford-ai-2021	758	109	by	by	IN
stanford-ai-2021	758	110	the	the	DT
stanford-ai-2021	758	111	U.S.	U.S.	NNP
stanford-ai-2021	758	112	Census	Census	NNP
stanford-ai-2021	758	113	Bureau	Bureau	NNP
stanford-ai-2021	758	114	,	,	,
stanford-ai-2021	758	115	“	"	``
stanford-ai-2021	758	116	Advancing	Advancing	NNP
stanford-ai-2021	758	117	Technologies	Technologies	NNPS
stanford-ai-2021	758	118	Adoption	Adoption	NNP
stanford-ai-2021	758	119	and	and	CC
stanford-ai-2021	758	120	Use	Use	NNP
stanford-ai-2021	758	121	by	by	IN
stanford-ai-2021	758	122	U.S.	U.S.	NNP
stanford-ai-2021	758	123	Firms	firm	NNS
stanford-ai-2021	758	124	:	:	:
stanford-ai-2021	758	125	Evidence	evidence	NN
stanford-ai-2021	758	126	From	from	IN
stanford-ai-2021	758	127	the	the	DT
stanford-ai-2021	758	128	Annual	Annual	NNP
stanford-ai-2021	758	129	Business	Business	NNP
stanford-ai-2021	758	130	Survey	Survey	NNP
stanford-ai-2021	758	131	”	"	''
stanford-ai-2021	758	132	(	(	-LRB-
stanford-ai-2021	758	133	2020	2020	CD
stanford-ai-2021	758	134	)	)	-RRB-
stanford-ai-2021	758	135	.	.	.
stanford-ai-2021	759	1	7	7	CD
stanford-ai-2021	759	2	Note	note	NN
stanford-ai-2021	759	3	that	that	IN
stanford-ai-2021	759	4	there	there	EX
stanford-ai-2021	759	5	is	be	VBZ
stanford-ai-2021	759	6	no	no	DT
stanford-ai-2021	759	7	information	information	NN
stanford-ai-2021	759	8	on	on	IN
stanford-ai-2021	759	9	the	the	DT
stanford-ai-2021	759	10	customer	customer	NN
stanford-ai-2021	759	11	industry	industry	NN
stanford-ai-2021	759	12	for	for	IN
stanford-ai-2021	759	13	approximately	approximately	RB
stanford-ai-2021	759	14	20	20	CD
stanford-ai-2021	759	15	%	%	NN
stanford-ai-2021	759	16	of	of	IN
stanford-ai-2021	759	17	robots	robot	NNS
stanford-ai-2021	759	18	installed	instal	VBN
stanford-ai-2021	759	19	.	.	.
stanford-ai-2021	760	1	http://www.nber.org/papers/w28290	http://www.nber.org/papers/w28290	NNP
stanford-ai-2021	760	2	TA	TA	NNP
stanford-ai-2021	760	3	B	B	NNP
stanford-ai-2021	760	4	L	l	NN
stanford-ai-2021	760	5	E	e	NN
stanford-ai-2021	760	6	O	o	NN
stanford-ai-2021	760	7	F	f	NN
stanford-ai-2021	760	8	C	c	NN
stanford-ai-2021	760	9	O	o	NN
stanford-ai-2021	760	10	N	n	NN
stanford-ai-2021	760	11	T	t	NN
stanford-ai-2021	760	12	E	e	NN
stanford-ai-2021	760	13	N	n	NN
stanford-ai-2021	760	14	T	t	NN
stanford-ai-2021	760	15	S	s	NN
stanford-ai-2021	760	16	1	1	CD
stanford-ai-2021	760	17	0	0	CD
stanford-ai-2021	760	18	5C	5c	NN
stanford-ai-2021	760	19	H	h	NN
stanford-ai-2021	760	20	A	a	NN
stanford-ai-2021	760	21	P	p	NN
stanford-ai-2021	760	22	T	t	NN
stanford-ai-2021	760	23	E	e	NN
stanford-ai-2021	760	24	R	r	NN
stanford-ai-2021	760	25	3	3	CD
stanford-ai-2021	760	26	P	p	NN
stanford-ai-2021	760	27	R	r	NN
stanford-ai-2021	760	28	E	e	NN
stanford-ai-2021	760	29	V	v	NN
stanford-ai-2021	760	30	I	i	NN
stanford-ai-2021	760	31	E	e	NN
stanford-ai-2021	760	32	W	W	NNP
stanford-ai-2021	760	33	Artificial	Artificial	NNP
stanford-ai-2021	760	34	Intelligence	Intelligence	NNP
stanford-ai-2021	760	35	Index	Index	NNP
stanford-ai-2021	760	36	Report	Report	NNP
stanford-ai-2021	760	37	2021	2021	CD
stanford-ai-2021	760	38	C	c	NN
stanford-ai-2021	760	39	H	h	NN
stanford-ai-2021	760	40	A	a	NN
stanford-ai-2021	760	41	P	p	NN
stanford-ai-2021	760	42	T	t	NN
stanford-ai-2021	760	43	E	e	NN
stanford-ai-2021	760	44	R	r	NN
stanford-ai-2021	760	45	3	3	CD
stanford-ai-2021	760	46	:	:	:
stanford-ai-2021	760	47	T	t	NN
stanford-ai-2021	760	48	H	h	NN
stanford-ai-2021	760	49	E	e	NN
stanford-ai-2021	760	50	E	e	NN
stanford-ai-2021	760	51	C	c	NN
stanford-ai-2021	760	52	O	o	NN
stanford-ai-2021	760	53	N	n	NN
stanford-ai-2021	760	54	O	o	NN
stanford-ai-2021	760	55	M	m	NN
stanford-ai-2021	760	56	Y	Y	NNP
stanford-ai-2021	760	57	Regional	Regional	NNP
stanford-ai-2021	760	58	Comparison	Comparison	NNP
stanford-ai-2021	760	59	Asia	Asia	NNP
stanford-ai-2021	760	60	,	,	,
stanford-ai-2021	760	61	Europe	Europe	NNP
stanford-ai-2021	760	62	,	,	,
stanford-ai-2021	760	63	and	and	CC
stanford-ai-2021	760	64	North	North	NNP
stanford-ai-2021	760	65	America	America	NNP
stanford-ai-2021	760	66	—	—	:
stanford-ai-2021	760	67	three	three	CD
stanford-ai-2021	760	68	of	of	IN
stanford-ai-2021	760	69	the	the	DT
stanford-ai-2021	760	70	largest	large	JJS
stanford-ai-2021	760	71	industrial	industrial	JJ
stanford-ai-2021	760	72	robot	robot	NN
stanford-ai-2021	760	73	markets	market	NNS
stanford-ai-2021	760	74	—	—	:
stanford-ai-2021	760	75	all	all	DT
stanford-ai-2021	760	76	witnessed	witness	VBD
stanford-ai-2021	760	77	the	the	DT
stanford-ai-2021	760	78	end	end	NN
stanford-ai-2021	760	79	of	of	IN
stanford-ai-2021	760	80	a	a	DT
stanford-ai-2021	760	81	six-	six-	NN
stanford-ai-2021	760	82	year	year	NN
stanford-ai-2021	760	83	growth	growth	NN
stanford-ai-2021	760	84	period	period	NN
stanford-ai-2021	760	85	in	in	IN
stanford-ai-2021	760	86	robot	robot	NN
stanford-ai-2021	760	87	installations	installation	NNS
stanford-ai-2021	760	88	(	(	-LRB-
stanford-ai-2021	760	89	Figure	Figure	NNP
stanford-ai-2021	760	90	3.3.9	3.3.9	NNP
stanford-ai-2021	760	91	)	)	-RRB-
stanford-ai-2021	760	92	.	.	.
stanford-ai-2021	761	1	North	North	NNP
stanford-ai-2021	761	2	America	America	NNP
stanford-ai-2021	761	3	experienced	experience	VBD
stanford-ai-2021	761	4	the	the	DT
stanford-ai-2021	761	5	sharpest	sharp	JJS
stanford-ai-2021	761	6	decline	decline	NN
stanford-ai-2021	761	7	,	,	,
stanford-ai-2021	761	8	of	of	IN
stanford-ai-2021	761	9	16	16	CD
stanford-ai-2021	761	10	%	%	NN
stanford-ai-2021	761	11	,	,	,
stanford-ai-2021	761	12	in	in	IN
stanford-ai-2021	761	13	2019	2019	CD
stanford-ai-2021	761	14	,	,	,
stanford-ai-2021	761	15	compared	compare	VBN
stanford-ai-2021	761	16	with	with	IN
stanford-ai-2021	761	17	5	5	CD
stanford-ai-2021	761	18	%	%	NN
stanford-ai-2021	761	19	in	in	IN
stanford-ai-2021	761	20	Europe	Europe	NNP
stanford-ai-2021	761	21	and	and	CC
stanford-ai-2021	761	22	13	13	CD
stanford-ai-2021	761	23	%	%	NN
stanford-ai-2021	761	24	in	in	IN
stanford-ai-2021	761	25	Asia	Asia	NNP
stanford-ai-2021	761	26	.	.	.
stanford-ai-2021	762	1	Figure	figure	NN
stanford-ai-2021	762	2	3.3.10	3.3.10	CD
stanford-ai-2021	762	3	shows	show	VBZ
stanford-ai-2021	762	4	the	the	DT
stanford-ai-2021	762	5	number	number	NN
stanford-ai-2021	762	6	of	of	IN
stanford-ai-2021	762	7	installations	installation	NNS
stanford-ai-2021	762	8	in	in	IN
stanford-ai-2021	762	9	the	the	DT
stanford-ai-2021	762	10	five	five	CD
stanford-ai-2021	762	11	major	major	JJ
stanford-ai-2021	762	12	markets	market	NNS
stanford-ai-2021	762	13	for	for	IN
stanford-ai-2021	762	14	industrial	industrial	JJ
stanford-ai-2021	762	15	robot	robot	NN
stanford-ai-2021	762	16	markets	market	NNS
stanford-ai-2021	762	17	.	.	.
stanford-ai-2021	763	1	All	all	DT
stanford-ai-2021	763	2	five	five	CD
stanford-ai-2021	763	3	—	—	:
stanford-ai-2021	763	4	accounting	account	VBG
stanford-ai-2021	763	5	for	for	IN
stanford-ai-2021	763	6	73	73	CD
stanford-ai-2021	763	7	%	%	NN
stanford-ai-2021	763	8	of	of	IN
stanford-ai-2021	763	9	global	global	JJ
stanford-ai-2021	763	10	robot	robot	NN
stanford-ai-2021	763	11	installations	installation	NNS
stanford-ai-2021	763	12	—	—	:
stanford-ai-2021	763	13	saw	see	VBD
stanford-ai-2021	763	14	roughly	roughly	RB
stanford-ai-2021	763	15	the	the	DT
stanford-ai-2021	763	16	same	same	JJ
stanford-ai-2021	763	17	decline	decline	NN
stanford-ai-2021	763	18	,	,	,
stanford-ai-2021	763	19	except	except	IN
stanford-ai-2021	763	20	for	for	IN
stanford-ai-2021	763	21	Germany	Germany	NNP
stanford-ai-2021	763	22	,	,	,
stanford-ai-2021	763	23	which	which	WDT
stanford-ai-2021	763	24	saw	see	VBD
stanford-ai-2021	763	25	a	a	DT
stanford-ai-2021	763	26	slight	slight	JJ
stanford-ai-2021	763	27	bump	bump	NN
stanford-ai-2021	763	28	in	in	IN
stanford-ai-2021	763	29	installations	installation	NNS
stanford-ai-2021	763	30	between	between	IN
stanford-ai-2021	763	31	2018	2018	CD
stanford-ai-2021	763	32	and	and	CC
stanford-ai-2021	763	33	2019	2019	CD
stanford-ai-2021	763	34	.	.	.
stanford-ai-2021	764	1	Despite	despite	IN
stanford-ai-2021	764	2	the	the	DT
stanford-ai-2021	764	3	downward	downward	JJ
stanford-ai-2021	764	4	trend	trend	NN
stanford-ai-2021	764	5	in	in	IN
stanford-ai-2021	764	6	China	China	NNP
stanford-ai-2021	764	7	,	,	,
stanford-ai-2021	764	8	it	-PRON-	PRP
stanford-ai-2021	764	9	is	be	VBZ
stanford-ai-2021	764	10	worth	worth	JJ
stanford-ai-2021	764	11	noting	note	VBG
stanford-ai-2021	764	12	that	that	IN
stanford-ai-2021	764	13	the	the	DT
stanford-ai-2021	764	14	country	country	NN
stanford-ai-2021	764	15	had	have	VBD
stanford-ai-2021	764	16	more	more	RBR
stanford-ai-2021	764	17	industrial	industrial	JJ
stanford-ai-2021	764	18	robots	robot	NNS
stanford-ai-2021	764	19	in	in	IN
stanford-ai-2021	764	20	2019	2019	CD
stanford-ai-2021	764	21	than	than	IN
stanford-ai-2021	764	22	the	the	DT
stanford-ai-2021	764	23	other	other	JJ
stanford-ai-2021	764	24	four	four	CD
stanford-ai-2021	764	25	countries	country	NNS
stanford-ai-2021	764	26	combined	combine	VBN
stanford-ai-2021	764	27	.	.	.
stanford-ai-2021	765	1	3	3	LS
stanford-ai-2021	765	2	.	.	.
stanford-ai-2021	766	1	3	3	CD
stanford-ai-2021	766	2	C	c	NN
stanford-ai-2021	766	3	O	o	NN
stanford-ai-2021	766	4	R	r	NN
stanford-ai-2021	766	5	P	p	NN
stanford-ai-2021	766	6	O	o	NN
stanford-ai-2021	766	7	R	r	NN
stanford-ai-2021	766	8	AT	at	NN
stanford-ai-2021	766	9	E	e	NN
stanford-ai-2021	766	10	AC	ac	NN
stanford-ai-2021	766	11	T	t	NN
stanford-ai-2021	766	12	I	i	NN
stanford-ai-2021	766	13	V	v	NN
stanford-ai-2021	766	14	I	i	NN
stanford-ai-2021	766	15	T	t	NN
stanford-ai-2021	766	16	Y	y	NN
stanford-ai-2021	766	17	0	0	CD
stanford-ai-2021	766	18	100	100	CD
stanford-ai-2021	766	19	200	200	CD
stanford-ai-2021	766	20	300	300	CD
stanford-ai-2021	766	21	Number	Number	NNP
stanford-ai-2021	766	22	of	of	IN
stanford-ai-2021	766	23	Units	unit	NNS
stanford-ai-2021	766	24	(	(	-LRB-
stanford-ai-2021	766	25	in	in	IN
stanford-ai-2021	766	26	Thousands	Thousands	NNP
stanford-ai-2021	766	27	)	)	-RRB-
stanford-ai-2021	766	28	Asia	Asia	NNP
stanford-ai-2021	766	29	Europe	Europe	NNP
stanford-ai-2021	766	30	North	North	NNP
stanford-ai-2021	766	31	Amercia	Amercia	NNP
stanford-ai-2021	766	32	Others	Others	NNP
stanford-ai-2021	766	33	South	South	NNP
stanford-ai-2021	766	34	&	&	CC
stanford-ai-2021	766	35	Central	Central	NNP
stanford-ai-2021	766	36	America	America	NNP
stanford-ai-2021	766	37	Africa	Africa	NNP
stanford-ai-2021	766	38	NEW	NEW	NNP
stanford-ai-2021	766	39	INDUSTRIAL	INDUSTRIAL	NNP
stanford-ai-2021	766	40	ROBOT	robot	NN
stanford-ai-2021	766	41	INSTALLATIONS	installations	NN
stanford-ai-2021	766	42	by	by	IN
stanford-ai-2021	766	43	REGION	region	NN
stanford-ai-2021	766	44	,	,	,
stanford-ai-2021	766	45	2017	2017	CD
stanford-ai-2021	766	46	-	-	SYM
stanford-ai-2021	766	47	19	19	CD
stanford-ai-2021	766	48	Source	source	NN
stanford-ai-2021	766	49	:	:	:
stanford-ai-2021	766	50	International	International	NNP
stanford-ai-2021	766	51	Federation	Federation	NNP
stanford-ai-2021	766	52	of	of	IN
stanford-ai-2021	766	53	Robotics	Robotics	NNPS
stanford-ai-2021	766	54	,	,	,
stanford-ai-2021	766	55	2020	2020	CD
stanford-ai-2021	766	56	|	|	CD
stanford-ai-2021	766	57	Chart	Chart	NNP
stanford-ai-2021	766	58	:	:	:
stanford-ai-2021	766	59	2021	2021	CD
stanford-ai-2021	766	60	AI	AI	NNP
stanford-ai-2021	766	61	Index	Index	NNP
stanford-ai-2021	766	62	Report	Report	NNP
stanford-ai-2021	766	63	2017	2017	CD
stanford-ai-2021	766	64	2018	2018	CD
stanford-ai-2021	766	65	2019	2019	CD
stanford-ai-2021	766	66	Asia	Asia	NNP
stanford-ai-2021	766	67	,	,	,
stanford-ai-2021	766	68	Europe	Europe	NNP
stanford-ai-2021	766	69	,	,	,
stanford-ai-2021	766	70	and	and	CC
stanford-ai-2021	766	71	North	North	NNP
stanford-ai-2021	766	72	America	America	NNP
stanford-ai-2021	766	73	—	—	:
stanford-ai-2021	766	74	three	three	CD
stanford-ai-2021	766	75	of	of	IN
stanford-ai-2021	766	76	the	the	DT
stanford-ai-2021	766	77	largest	large	JJS
stanford-ai-2021	766	78	industrial	industrial	JJ
stanford-ai-2021	766	79	robot	robot	NN
stanford-ai-2021	766	80	markets	market	NNS
stanford-ai-2021	766	81	—	—	:
stanford-ai-2021	766	82	all	all	DT
stanford-ai-2021	766	83	witnessed	witness	VBD
stanford-ai-2021	766	84	the	the	DT
stanford-ai-2021	766	85	end	end	NN
stanford-ai-2021	766	86	of	of	IN
stanford-ai-2021	766	87	a	a	DT
stanford-ai-2021	766	88	six	six	CD
stanford-ai-2021	766	89	-	-	HYPH
stanford-ai-2021	766	90	year	year	NN
stanford-ai-2021	766	91	growth	growth	NN
stanford-ai-2021	766	92	period	period	NN
stanford-ai-2021	766	93	in	in	IN
stanford-ai-2021	766	94	robot	robot	NN
stanford-ai-2021	766	95	installations	installation	NNS
stanford-ai-2021	766	96	.	.	.
stanford-ai-2021	767	1	North	North	NNP
stanford-ai-2021	767	2	America	America	NNP
stanford-ai-2021	767	3	experienced	experience	VBD
stanford-ai-2021	767	4	the	the	DT
stanford-ai-2021	767	5	sharpest	sharp	JJS
stanford-ai-2021	767	6	decline	decline	NN
stanford-ai-2021	767	7	,	,	,
stanford-ai-2021	767	8	of	of	IN
stanford-ai-2021	767	9	16	16	CD
stanford-ai-2021	767	10	%	%	NN
stanford-ai-2021	767	11	,	,	,
stanford-ai-2021	767	12	in	in	IN
stanford-ai-2021	767	13	2019	2019	CD
stanford-ai-2021	767	14	,	,	,
stanford-ai-2021	767	15	compared	compare	VBN
stanford-ai-2021	767	16	with	with	IN
stanford-ai-2021	767	17	5	5	CD
stanford-ai-2021	767	18	%	%	NN
stanford-ai-2021	767	19	in	in	IN
stanford-ai-2021	767	20	Europe	Europe	NNP
stanford-ai-2021	767	21	and	and	CC
stanford-ai-2021	767	22	13	13	CD
stanford-ai-2021	767	23	%	%	NN
stanford-ai-2021	767	24	in	in	IN
stanford-ai-2021	767	25	Asia	Asia	NNP
stanford-ai-2021	767	26	.	.	.
stanford-ai-2021	768	1	Figure	figure	NN
stanford-ai-2021	768	2	3.3.9	3.3.9	NN
stanford-ai-2021	768	3	TA	TA	NNP
stanford-ai-2021	768	4	B	b	NN
stanford-ai-2021	768	5	L	l	NN
stanford-ai-2021	768	6	E	e	NN
stanford-ai-2021	768	7	O	o	NN
stanford-ai-2021	768	8	F	f	NN
stanford-ai-2021	768	9	C	c	NN
stanford-ai-2021	768	10	O	o	NN
stanford-ai-2021	768	11	N	n	NN
stanford-ai-2021	768	12	T	t	NN
stanford-ai-2021	768	13	E	e	NN
stanford-ai-2021	768	14	N	n	NN
stanford-ai-2021	768	15	T	t	NN
stanford-ai-2021	768	16	S	s	NN
stanford-ai-2021	768	17	1	1	CD
stanford-ai-2021	768	18	0	0	CD
stanford-ai-2021	768	19	6C	6c	NN
stanford-ai-2021	768	20	H	h	NN
stanford-ai-2021	768	21	A	a	NN
stanford-ai-2021	768	22	P	p	NN
stanford-ai-2021	768	23	T	t	NN
stanford-ai-2021	768	24	E	e	NN
stanford-ai-2021	768	25	R	r	NN
stanford-ai-2021	768	26	3	3	CD
stanford-ai-2021	768	27	P	p	NN
stanford-ai-2021	768	28	R	r	NN
stanford-ai-2021	768	29	E	e	NN
stanford-ai-2021	768	30	V	v	NN
stanford-ai-2021	768	31	I	i	NN
stanford-ai-2021	768	32	E	e	NN
stanford-ai-2021	768	33	W	W	NNP
stanford-ai-2021	768	34	Artificial	Artificial	NNP
stanford-ai-2021	768	35	Intelligence	Intelligence	NNP
stanford-ai-2021	768	36	Index	Index	NNP
stanford-ai-2021	768	37	Report	Report	NNP
stanford-ai-2021	768	38	2021	2021	CD
stanford-ai-2021	768	39	0	0	CD
stanford-ai-2021	768	40	50	50	CD
stanford-ai-2021	768	41	100	100	CD
stanford-ai-2021	768	42	150	150	CD
stanford-ai-2021	768	43	200	200	CD
stanford-ai-2021	768	44	Number	Number	NNP
stanford-ai-2021	768	45	of	of	IN
stanford-ai-2021	768	46	Units	unit	NNS
stanford-ai-2021	768	47	(	(	-LRB-
stanford-ai-2021	768	48	in	in	IN
stanford-ai-2021	768	49	Thousands	Thousands	NNP
stanford-ai-2021	768	50	)	)	-RRB-
stanford-ai-2021	768	51	China	China	NNP
stanford-ai-2021	768	52	Japan	Japan	NNP
stanford-ai-2021	768	53	United	United	NNP
stanford-ai-2021	768	54	States	States	NNP
stanford-ai-2021	768	55	South	South	NNP
stanford-ai-2021	768	56	Korea	Korea	NNP
stanford-ai-2021	768	57	Germany	Germany	NNP
stanford-ai-2021	768	58	Rest	Rest	NNP
stanford-ai-2021	768	59	of	of	IN
stanford-ai-2021	768	60	the	the	DT
stanford-ai-2021	768	61	World	World	NNP
stanford-ai-2021	768	62	NEW	NEW	NNP
stanford-ai-2021	768	63	INDUSTRIAL	INDUSTRIAL	NNP
stanford-ai-2021	768	64	ROBOT	ROBOT	NNP
stanford-ai-2021	768	65	INSTALLATIONS	installations	NN
stanford-ai-2021	768	66	in	in	IN
stanford-ai-2021	768	67	FIVE	five	CD
stanford-ai-2021	768	68	MAJOR	major	JJ
stanford-ai-2021	768	69	MARKETS	market	NNS
stanford-ai-2021	768	70	,	,	,
stanford-ai-2021	768	71	2017	2017	CD
stanford-ai-2021	768	72	-	-	SYM
stanford-ai-2021	768	73	19	19	CD
stanford-ai-2021	768	74	Source	source	NN
stanford-ai-2021	768	75	:	:	:
stanford-ai-2021	768	76	International	International	NNP
stanford-ai-2021	768	77	Federation	Federation	NNP
stanford-ai-2021	768	78	of	of	IN
stanford-ai-2021	768	79	Robotics	Robotics	NNPS
stanford-ai-2021	768	80	,	,	,
stanford-ai-2021	768	81	2020	2020	CD
stanford-ai-2021	768	82	|	|	CD
stanford-ai-2021	768	83	Chart	Chart	NNP
stanford-ai-2021	768	84	:	:	:
stanford-ai-2021	768	85	2021	2021	CD
stanford-ai-2021	768	86	AI	AI	NNP
stanford-ai-2021	768	87	Index	Index	NNP
stanford-ai-2021	768	88	Report	Report	NNP
stanford-ai-2021	768	89	2017	2017	CD
stanford-ai-2021	768	90	2018	2018	CD
stanford-ai-2021	768	91	2019	2019	CD
stanford-ai-2021	768	92	C	c	NN
stanford-ai-2021	768	93	H	h	NN
stanford-ai-2021	768	94	A	a	NN
stanford-ai-2021	768	95	P	p	NN
stanford-ai-2021	768	96	T	t	NN
stanford-ai-2021	768	97	E	e	NN
stanford-ai-2021	768	98	R	r	NN
stanford-ai-2021	768	99	3	3	CD
stanford-ai-2021	768	100	:	:	:
stanford-ai-2021	768	101	T	t	NN
stanford-ai-2021	768	102	H	h	NN
stanford-ai-2021	768	103	E	e	NN
stanford-ai-2021	768	104	E	e	NN
stanford-ai-2021	768	105	C	c	NN
stanford-ai-2021	768	106	O	o	NN
stanford-ai-2021	768	107	N	n	NN
stanford-ai-2021	768	108	O	o	NN
stanford-ai-2021	768	109	M	m	NN
stanford-ai-2021	768	110	Y	y	NN
stanford-ai-2021	768	111	3	3	CD
stanford-ai-2021	768	112	.	.	.
stanford-ai-2021	769	1	3	3	CD
stanford-ai-2021	769	2	C	c	NN
stanford-ai-2021	769	3	O	o	NN
stanford-ai-2021	769	4	R	r	NN
stanford-ai-2021	769	5	P	p	NN
stanford-ai-2021	769	6	O	o	NN
stanford-ai-2021	769	7	R	r	NN
stanford-ai-2021	769	8	AT	at	NN
stanford-ai-2021	769	9	E	e	NN
stanford-ai-2021	769	10	AC	ac	NN
stanford-ai-2021	769	11	T	t	NN
stanford-ai-2021	769	12	I	i	NN
stanford-ai-2021	769	13	V	v	NN
stanford-ai-2021	769	14	I	i	NN
stanford-ai-2021	769	15	T	t	NN
stanford-ai-2021	769	16	Y	y	NN
stanford-ai-2021	769	17	2011	2011	CD
stanford-ai-2021	769	18	2012	2012	CD
stanford-ai-2021	769	19	2013	2013	CD
stanford-ai-2021	769	20	2014	2014	CD
stanford-ai-2021	769	21	2015	2015	CD
stanford-ai-2021	769	22	2016	2016	CD
stanford-ai-2021	769	23	2017	2017	CD
stanford-ai-2021	769	24	2018	2018	CD
stanford-ai-2021	769	25	2019	2019	CD
stanford-ai-2021	769	26	2020	2020	CD
stanford-ai-2021	769	27	2021	2021	CD
stanford-ai-2021	769	28	0	0	CD
stanford-ai-2021	769	29	1,000	1,000	CD
stanford-ai-2021	769	30	2,000	2,000	CD
stanford-ai-2021	769	31	3,000	3,000	CD
stanford-ai-2021	769	32	4,000	4,000	CD
stanford-ai-2021	769	33	5,000	5,000	CD
stanford-ai-2021	769	34	N	n	CD
stanford-ai-2021	769	35	u	u	NNP
stanford-ai-2021	769	36	m	m	NNP
stanford-ai-2021	769	37	b	b	NNP
stanford-ai-2021	769	38	e	e	NNP
stanford-ai-2021	769	39	r	r	NN
stanford-ai-2021	769	40	o	o	NN
stanford-ai-2021	769	41	f	f	NN
stanford-ai-2021	769	42	A	a	NN
stanford-ai-2021	769	43	I	i	NN
stanford-ai-2021	769	44	M	m	NN
stanford-ai-2021	769	45	e	e	NN
stanford-ai-2021	769	46	n	n	CC
stanford-ai-2021	769	47	ti	ti	NNP
stanford-ai-2021	769	48	o	o	NN
stanford-ai-2021	769	49	n	n	NNP
stanford-ai-2021	769	50	s	s	NNP
stanford-ai-2021	769	51	1,356	1,356	CD
stanford-ai-2021	769	52	Maching	Maching	NNP
stanford-ai-2021	769	53	Learning	Learning	NNP
stanford-ai-2021	769	54	310	310	CD
stanford-ai-2021	769	55	Cloud	Cloud	NNP
stanford-ai-2021	769	56	652	652	CD
stanford-ai-2021	769	57	Big	Big	NNP
stanford-ai-2021	769	58	Data	Data	NNP
stanford-ai-2021	769	59	4,734	4,734	CD
stanford-ai-2021	769	60	Arti	Arti	NNP
stanford-ai-2021	769	61	cial	cial	JJ
stanford-ai-2021	769	62	Intelligence	intelligence	NN
stanford-ai-2021	769	63	MENTIONS	mentions	JJ
stanford-ai-2021	769	64	of	of	IN
stanford-ai-2021	769	65	AI	AI	NNP
stanford-ai-2021	769	66	in	in	IN
stanford-ai-2021	769	67	CORPORATE	CORPORATE	NNP
stanford-ai-2021	769	68	EARNINGS	EARNINGS	NNP
stanford-ai-2021	769	69	CALLS	call	NNS
stanford-ai-2021	769	70	,	,	,
stanford-ai-2021	769	71	2011	2011	CD
stanford-ai-2021	769	72	-	-	SYM
stanford-ai-2021	769	73	20	20	CD
stanford-ai-2021	769	74	Source	source	NN
stanford-ai-2021	769	75	:	:	:
stanford-ai-2021	769	76	Prattle	Prattle	NNP
stanford-ai-2021	769	77	&	&	CC
stanford-ai-2021	769	78	Liquidnet	Liquidnet	NNP
stanford-ai-2021	769	79	,	,	,
stanford-ai-2021	769	80	2020	2020	CD
stanford-ai-2021	769	81	|	|	CD
stanford-ai-2021	769	82	Chart	Chart	NNP
stanford-ai-2021	769	83	:	:	:
stanford-ai-2021	769	84	2021	2021	CD
stanford-ai-2021	769	85	AI	AI	NNP
stanford-ai-2021	769	86	Index	Index	NNP
stanford-ai-2021	769	87	Report	Report	NNP
stanford-ai-2021	769	88	E	E	NNP
stanford-ai-2021	769	89	A	a	NN
stanford-ai-2021	769	90	R	r	NN
stanford-ai-2021	769	91	N	n	CC
stanford-ai-2021	769	92	I	i	NN
stanford-ai-2021	769	93	N	n	NN
stanford-ai-2021	769	94	G	g	NN
stanford-ai-2021	769	95	S	s	NN
stanford-ai-2021	769	96	C	c	NN
stanford-ai-2021	769	97	A	A	NNP
stanford-ai-2021	769	98	L	l	NN
stanford-ai-2021	769	99	L	L	NNP
stanford-ai-2021	769	100	S	S	NNP
stanford-ai-2021	769	101	Mentions	mention	NNS
stanford-ai-2021	769	102	of	of	IN
stanford-ai-2021	769	103	AI	AI	NNP
stanford-ai-2021	769	104	in	in	IN
stanford-ai-2021	769	105	corporate	corporate	JJ
stanford-ai-2021	769	106	earnings	earning	NNS
stanford-ai-2021	769	107	calls	call	NNS
stanford-ai-2021	769	108	have	have	VBP
stanford-ai-2021	769	109	increased	increase	VBN
stanford-ai-2021	769	110	substantially	substantially	RB
stanford-ai-2021	769	111	since	since	IN
stanford-ai-2021	769	112	2013	2013	CD
stanford-ai-2021	769	113	,	,	,
stanford-ai-2021	769	114	as	as	IN
stanford-ai-2021	769	115	Figure	figure	NN
stanford-ai-2021	769	116	3.3.11	3.3.11	CD
stanford-ai-2021	769	117	shows	show	NNS
stanford-ai-2021	769	118	.	.	.
stanford-ai-2021	770	1	In	in	IN
stanford-ai-2021	770	2	2020	2020	CD
stanford-ai-2021	770	3	,	,	,
stanford-ai-2021	770	4	the	the	DT
stanford-ai-2021	770	5	number	number	NN
stanford-ai-2021	770	6	of	of	IN
stanford-ai-2021	770	7	mentions	mention	NNS
stanford-ai-2021	770	8	of	of	IN
stanford-ai-2021	770	9	AI	AI	NNP
stanford-ai-2021	770	10	in	in	IN
stanford-ai-2021	770	11	earning	earn	VBG
stanford-ai-2021	770	12	calls	call	NNS
stanford-ai-2021	770	13	was	be	VBD
stanford-ai-2021	770	14	two	two	CD
stanford-ai-2021	770	15	times	time	NNS
stanford-ai-2021	770	16	higher	high	JJR
stanford-ai-2021	770	17	than	than	IN
stanford-ai-2021	770	18	mentions	mention	NNS
stanford-ai-2021	770	19	of	of	IN
stanford-ai-2021	770	20	big	big	JJ
stanford-ai-2021	770	21	data	datum	NNS
stanford-ai-2021	770	22	,	,	,
stanford-ai-2021	770	23	cloud	cloud	NN
stanford-ai-2021	770	24	,	,	,
stanford-ai-2021	770	25	and	and	CC
stanford-ai-2021	770	26	machine	machine	NN
stanford-ai-2021	770	27	learning	learning	NN
stanford-ai-2021	770	28	combined	combine	VBN
stanford-ai-2021	770	29	,	,	,
stanford-ai-2021	770	30	though	though	IN
stanford-ai-2021	770	31	that	that	DT
stanford-ai-2021	770	32	figure	figure	NN
stanford-ai-2021	770	33	declined	decline	VBD
stanford-ai-2021	770	34	by	by	IN
stanford-ai-2021	770	35	8.5	8.5	CD
stanford-ai-2021	770	36	%	%	NN
stanford-ai-2021	770	37	from	from	IN
stanford-ai-2021	770	38	2019	2019	CD
stanford-ai-2021	770	39	.	.	.
stanford-ai-2021	771	1	The	the	DT
stanford-ai-2021	771	2	mentions	mention	NNS
stanford-ai-2021	771	3	of	of	IN
stanford-ai-2021	771	4	big	big	JJ
stanford-ai-2021	771	5	data	datum	NNS
stanford-ai-2021	771	6	peaked	peak	VBD
stanford-ai-2021	771	7	in	in	IN
stanford-ai-2021	771	8	2017	2017	CD
stanford-ai-2021	771	9	and	and	CC
stanford-ai-2021	771	10	have	have	VBP
stanford-ai-2021	771	11	since	since	IN
stanford-ai-2021	771	12	declined	decline	VBN
stanford-ai-2021	771	13	by	by	IN
stanford-ai-2021	771	14	57	57	CD
stanford-ai-2021	771	15	%	%	NN
stanford-ai-2021	771	16	.	.	.
stanford-ai-2021	772	1	Figure	figure	NN
stanford-ai-2021	772	2	3.3.10	3.3.10	CD
stanford-ai-2021	772	3	Figure	figure	NN
stanford-ai-2021	772	4	3.3.11	3.3.11	CD
stanford-ai-2021	772	5	TA	TA	NNP
stanford-ai-2021	772	6	B	B	NNP
stanford-ai-2021	772	7	L	l	NN
stanford-ai-2021	772	8	E	e	NN
stanford-ai-2021	772	9	O	o	NN
stanford-ai-2021	772	10	F	f	NN
stanford-ai-2021	772	11	C	c	NN
stanford-ai-2021	772	12	O	o	NN
stanford-ai-2021	772	13	N	n	NN
stanford-ai-2021	772	14	T	t	NN
stanford-ai-2021	772	15	E	e	NN
stanford-ai-2021	772	16	N	n	NN
stanford-ai-2021	772	17	T	t	NN
stanford-ai-2021	772	18	S	s	NN
stanford-ai-2021	772	19	1	1	CD
stanford-ai-2021	772	20	0	0	CD
stanford-ai-2021	772	21	7C	7c	NN
stanford-ai-2021	772	22	H	h	NN
stanford-ai-2021	772	23	A	a	NN
stanford-ai-2021	772	24	P	p	NN
stanford-ai-2021	772	25	T	t	NN
stanford-ai-2021	772	26	E	e	NN
stanford-ai-2021	772	27	R	r	NN
stanford-ai-2021	772	28	4	4	CD
stanford-ai-2021	772	29	P	p	NN
stanford-ai-2021	772	30	R	r	NN
stanford-ai-2021	772	31	E	e	NN
stanford-ai-2021	772	32	V	v	NN
stanford-ai-2021	772	33	I	i	NN
stanford-ai-2021	772	34	E	e	NN
stanford-ai-2021	772	35	W	W	NNP
stanford-ai-2021	772	36	Artificial	Artificial	NNP
stanford-ai-2021	772	37	Intelligence	Intelligence	NNP
stanford-ai-2021	772	38	Index	Index	NNP
stanford-ai-2021	772	39	Report	Report	NNP
stanford-ai-2021	772	40	2021	2021	CD
stanford-ai-2021	772	41	CHAPTER	chapter	NN
stanford-ai-2021	772	42	4	4	CD
stanford-ai-2021	772	43	:	:	:
stanford-ai-2021	772	44	AI	AI	NNP
stanford-ai-2021	772	45	Education	Education	NNP
stanford-ai-2021	772	46	Artificial	Artificial	NNP
stanford-ai-2021	772	47	Intelligence	Intelligence	NNP
stanford-ai-2021	772	48	Index	Index	NNP
stanford-ai-2021	772	49	Report	Report	NNP
stanford-ai-2021	772	50	2021	2021	CD
stanford-ai-2021	772	51	TA	TA	NNP
stanford-ai-2021	772	52	B	B	NNP
stanford-ai-2021	772	53	L	l	NN
stanford-ai-2021	772	54	E	e	NN
stanford-ai-2021	772	55	O	o	NN
stanford-ai-2021	772	56	F	f	NN
stanford-ai-2021	772	57	C	c	NN
stanford-ai-2021	772	58	O	o	NN
stanford-ai-2021	772	59	N	n	NN
stanford-ai-2021	772	60	T	t	NN
stanford-ai-2021	772	61	E	e	NN
stanford-ai-2021	772	62	N	n	NN
stanford-ai-2021	772	63	T	t	NN
stanford-ai-2021	772	64	S	s	NN
stanford-ai-2021	772	65	1	1	CD
stanford-ai-2021	772	66	0	0	CD
stanford-ai-2021	772	67	8C	8c	CD
stanford-ai-2021	772	68	H	h	NN
stanford-ai-2021	772	69	A	a	NN
stanford-ai-2021	772	70	P	p	NN
stanford-ai-2021	772	71	T	t	NN
stanford-ai-2021	772	72	E	e	NN
stanford-ai-2021	772	73	R	r	NN
stanford-ai-2021	772	74	4	4	CD
stanford-ai-2021	772	75	P	p	NN
stanford-ai-2021	772	76	R	r	NN
stanford-ai-2021	772	77	E	e	NN
stanford-ai-2021	772	78	V	v	NN
stanford-ai-2021	772	79	I	i	NN
stanford-ai-2021	772	80	E	e	NN
stanford-ai-2021	772	81	W	W	NNP
stanford-ai-2021	772	82	Artificial	Artificial	NNP
stanford-ai-2021	772	83	Intelligence	Intelligence	NNP
stanford-ai-2021	772	84	Index	Index	NNP
stanford-ai-2021	772	85	Report	Report	NNP
stanford-ai-2021	772	86	2021	2021	CD
stanford-ai-2021	772	87	C	c	NN
stanford-ai-2021	772	88	H	h	NN
stanford-ai-2021	772	89	A	a	NN
stanford-ai-2021	772	90	P	p	NN
stanford-ai-2021	772	91	T	t	NN
stanford-ai-2021	772	92	E	e	NN
stanford-ai-2021	772	93	R	r	NN
stanford-ai-2021	772	94	4	4	CD
stanford-ai-2021	772	95	:	:	:
stanford-ai-2021	772	96	A	a	DT
stanford-ai-2021	772	97	I	i	NN
stanford-ai-2021	772	98	E	e	NN
stanford-ai-2021	772	99	D	d	NN
stanford-ai-2021	772	100	U	u	NN
stanford-ai-2021	772	101	C	c	NN
stanford-ai-2021	772	102	AT	at	IN
stanford-ai-2021	772	103	I	i	NN
stanford-ai-2021	772	104	O	o	NN
stanford-ai-2021	772	105	N	N	NNP
stanford-ai-2021	772	106	Overview	Overview	NNP
stanford-ai-2021	772	107	109	109	CD
stanford-ai-2021	772	108	Chapter	chapter	NN
stanford-ai-2021	772	109	Highlights	highlight	NNS
stanford-ai-2021	772	110	110	110	CD
stanford-ai-2021	772	111	4.1	4.1	CD
stanford-ai-2021	772	112	STATE	STATE	NNP
stanford-ai-2021	772	113	OF	of	IN
stanford-ai-2021	772	114	AI	AI	NNP
stanford-ai-2021	772	115	EDUCATION	EDUCATION	VBN
stanford-ai-2021	772	116	IN	in	IN
stanford-ai-2021	772	117	HIGHER	HIGHER	NNP
stanford-ai-2021	772	118	EDUCATION	education	NN
stanford-ai-2021	772	119	INSTITUTIONS	institution	NNS
stanford-ai-2021	772	120	111	111	CD
stanford-ai-2021	772	121	Undergraduate	Undergraduate	NNP
stanford-ai-2021	772	122	AI	AI	NNP
stanford-ai-2021	772	123	Course	course	NN
stanford-ai-2021	772	124	Offerings	offering	NNS
stanford-ai-2021	772	125	111	111	CD
stanford-ai-2021	772	126	Undergraduate	Undergraduate	NNP
stanford-ai-2021	772	127	Courses	Courses	NNPS
stanford-ai-2021	772	128	That	that	WDT
stanford-ai-2021	772	129	Teach	Teach	NNP
stanford-ai-2021	772	130	AI	AI	NNP
stanford-ai-2021	772	131	Skills	Skills	NNPS
stanford-ai-2021	772	132	111	111	CD
stanford-ai-2021	772	133	Intro	Intro	NNP
stanford-ai-2021	772	134	-	-	HYPH
stanford-ai-2021	772	135	Level	Level	NNP
stanford-ai-2021	772	136	AI	AI	NNP
stanford-ai-2021	772	137	and	and	CC
stanford-ai-2021	772	138	ML	ML	NNP
stanford-ai-2021	772	139	Courses	Courses	NNP
stanford-ai-2021	772	140	111	111	CD
stanford-ai-2021	772	141	Graduate	Graduate	NNP
stanford-ai-2021	772	142	AI	AI	NNP
stanford-ai-2021	772	143	Course	Course	NNP
stanford-ai-2021	772	144	Offerings	Offerings	NNP
stanford-ai-2021	772	145	113	113	CD
stanford-ai-2021	772	146	Graduate	Graduate	NNP
stanford-ai-2021	772	147	Courses	Courses	NNPS
stanford-ai-2021	772	148	That	that	IN
stanford-ai-2021	772	149	Focus	Focus	NNP
stanford-ai-2021	772	150	on	on	IN
stanford-ai-2021	772	151	AI	AI	NNP
stanford-ai-2021	772	152	Skills	Skills	NNP
stanford-ai-2021	772	153	113	113	CD
stanford-ai-2021	772	154	Faculty	faculty	NN
stanford-ai-2021	772	155	Who	who	WP
stanford-ai-2021	772	156	Focus	focus	VBP
stanford-ai-2021	772	157	on	on	IN
stanford-ai-2021	772	158	AI	AI	NNP
stanford-ai-2021	772	159	Research	Research	NNP
stanford-ai-2021	772	160	113	113	CD
stanford-ai-2021	772	161	4.2	4.2	CD
stanford-ai-2021	772	162	AI	ai	NN
stanford-ai-2021	772	163	AND	and	CC
stanford-ai-2021	772	164	CS	CS	NNP
stanford-ai-2021	772	165	DEGREE	degree	NN
stanford-ai-2021	772	166	GRADUATES	GRADUATES	NNPS
stanford-ai-2021	772	167	IN	in	IN
stanford-ai-2021	772	168	NORTH	NORTH	NNP
stanford-ai-2021	772	169	AMERICA	AMERICA	NNP
stanford-ai-2021	772	170	114	114	CD
stanford-ai-2021	772	171	CS	CS	NNP
stanford-ai-2021	772	172	Undergraduate	Undergraduate	NNP
stanford-ai-2021	772	173	Graduates	Graduates	NNPS
stanford-ai-2021	772	174	in	in	IN
stanford-ai-2021	772	175	North	North	NNP
stanford-ai-2021	772	176	America	America	NNP
stanford-ai-2021	772	177	114	114	CD
stanford-ai-2021	772	178	New	New	NNP
stanford-ai-2021	772	179	CS	CS	NNP
stanford-ai-2021	772	180	PhDs	PhDs	NNP
stanford-ai-2021	772	181	in	in	IN
stanford-ai-2021	772	182	the	the	DT
stanford-ai-2021	772	183	United	United	NNP
stanford-ai-2021	772	184	States	States	NNP
stanford-ai-2021	772	185	114	114	CD
stanford-ai-2021	772	186	New	New	NNP
stanford-ai-2021	772	187	CS	CS	NNP
stanford-ai-2021	772	188	PhDs	PhDs	NNP
stanford-ai-2021	772	189	by	by	IN
stanford-ai-2021	772	190	Specialty	Specialty	NNP
stanford-ai-2021	772	191	115	115	CD
stanford-ai-2021	772	192	New	New	NNP
stanford-ai-2021	772	193	CS	CS	NNP
stanford-ai-2021	772	194	PhDs	PhDs	NNP
stanford-ai-2021	772	195	with	with	IN
stanford-ai-2021	772	196	AI	AI	NNP
stanford-ai-2021	772	197	/	/	SYM
stanford-ai-2021	772	198	ML	ML	NNP
stanford-ai-2021	772	199	and	and	CC
stanford-ai-2021	772	200	Robotics	Robotics	NNPS
stanford-ai-2021	772	201	/	/	SYM
stanford-ai-2021	772	202	Vision	Vision	NNP
stanford-ai-2021	772	203	Specialties	Specialties	NNPS
stanford-ai-2021	772	204	117	117	CD
stanford-ai-2021	772	205	New	New	NNP
stanford-ai-2021	772	206	AI	AI	NNP
stanford-ai-2021	772	207	PhDs	PhDs	NNP
stanford-ai-2021	772	208	Employment	Employment	NNP
stanford-ai-2021	772	209	in	in	IN
stanford-ai-2021	772	210	North	North	NNP
stanford-ai-2021	772	211	America	America	NNP
stanford-ai-2021	772	212	118	118	CD
stanford-ai-2021	772	213	Industry	Industry	NNP
stanford-ai-2021	772	214	vs.	vs.	IN
stanford-ai-2021	773	1	Academia	academia	NN
stanford-ai-2021	773	2	118	118	CD
stanford-ai-2021	773	3	New	New	NNP
stanford-ai-2021	773	4	International	International	NNP
stanford-ai-2021	773	5	AI	AI	NNP
stanford-ai-2021	773	6	PhDs	PhDs	NNP
stanford-ai-2021	773	7	119	119	CD
stanford-ai-2021	773	8	4.3	4.3	CD
stanford-ai-2021	773	9	AI	ai	NN
stanford-ai-2021	773	10	EDUCATION	EDUCATION	VBN
stanford-ai-2021	773	11	IN	in	IN
stanford-ai-2021	773	12	THE	the	DT
stanford-ai-2021	773	13	EUROPEAN	EUROPEAN	NNP
stanford-ai-2021	773	14	UNION	UNION	NNP
stanford-ai-2021	773	15	AND	and	CC
stanford-ai-2021	773	16	BEYOND	BEYOND	NNP
stanford-ai-2021	773	17	120	120	CD
stanford-ai-2021	773	18	AI	AI	NNP
stanford-ai-2021	773	19	Offerings	offering	NNS
stanford-ai-2021	773	20	in	in	IN
stanford-ai-2021	773	21	EU27	EU27	NNP
stanford-ai-2021	773	22	120	120	CD
stanford-ai-2021	773	23	By	by	IN
stanford-ai-2021	773	24	Content	Content	NNP
stanford-ai-2021	773	25	Taught	Taught	NNP
stanford-ai-2021	773	26	in	in	IN
stanford-ai-2021	773	27	AI	AI	NNP
stanford-ai-2021	773	28	-	-	HYPH
stanford-ai-2021	773	29	Related	relate	VBN
stanford-ai-2021	773	30	Courses	Courses	NNPS
stanford-ai-2021	773	31	121	121	CD
stanford-ai-2021	773	32	International	International	NNP
stanford-ai-2021	773	33	Comparison	comparison	NN
stanford-ai-2021	773	34	122	122	CD
stanford-ai-2021	773	35	HIGHLIGHT	highlight	NN
stanford-ai-2021	773	36	:	:	:
stanford-ai-2021	773	37	AI	ai	NN
stanford-ai-2021	773	38	BRAIN	BRAIN	NNP
stanford-ai-2021	773	39	DRAIN	DRAIN	NNP
stanford-ai-2021	773	40	AND	and	CC
stanford-ai-2021	773	41	FACULTY	FACULTY	NNP
stanford-ai-2021	773	42	DEPARTURE	departure	NN
stanford-ai-2021	773	43	123	123	CD
stanford-ai-2021	773	44	Chapter	Chapter	NNP
stanford-ai-2021	773	45	Preview	Preview	NNP
stanford-ai-2021	773	46	CHAPTER	CHAPTER	NNP
stanford-ai-2021	773	47	4	4	CD
stanford-ai-2021	773	48	:	:	:
stanford-ai-2021	773	49	ACCESS	ACCESS	NNP
stanford-ai-2021	773	50	THE	the	DT
stanford-ai-2021	773	51	PUBLIC	PUBLIC	NNP
stanford-ai-2021	773	52	DATA	datum	NNS
stanford-ai-2021	773	53	https://drive.google.com/drive/folders/1MaGQgZ5KkRlOnxXa8wTydiA-KfrlI-Ra?usp=sharing	https://drive.google.com/drive/folders/1magqgz5kkrlonxxa8wtydia-kfrli-ra?usp=share	VBG
stanford-ai-2021	773	54	TA	TA	NNP
stanford-ai-2021	773	55	B	b	NN
stanford-ai-2021	773	56	L	l	NN
stanford-ai-2021	773	57	E	e	NN
stanford-ai-2021	773	58	O	o	NN
stanford-ai-2021	773	59	F	f	NN
stanford-ai-2021	773	60	C	c	NN
stanford-ai-2021	773	61	O	o	NN
stanford-ai-2021	773	62	N	n	NN
stanford-ai-2021	773	63	T	t	NN
stanford-ai-2021	773	64	E	e	NN
stanford-ai-2021	773	65	N	n	NN
stanford-ai-2021	773	66	T	t	NN
stanford-ai-2021	773	67	S	s	NN
stanford-ai-2021	773	68	1	1	CD
stanford-ai-2021	773	69	0	0	CD
stanford-ai-2021	773	70	9C	9c	NN
stanford-ai-2021	773	71	H	h	NN
stanford-ai-2021	773	72	A	a	NN
stanford-ai-2021	773	73	P	p	NN
stanford-ai-2021	773	74	T	t	NN
stanford-ai-2021	773	75	E	e	NN
stanford-ai-2021	773	76	R	r	NN
stanford-ai-2021	773	77	4	4	CD
stanford-ai-2021	773	78	P	p	NN
stanford-ai-2021	773	79	R	r	NN
stanford-ai-2021	773	80	E	e	NN
stanford-ai-2021	773	81	V	v	NN
stanford-ai-2021	773	82	I	i	NN
stanford-ai-2021	773	83	E	e	NN
stanford-ai-2021	773	84	W	W	NNP
stanford-ai-2021	773	85	Artificial	Artificial	NNP
stanford-ai-2021	773	86	Intelligence	Intelligence	NNP
stanford-ai-2021	773	87	Index	Index	NNP
stanford-ai-2021	773	88	Report	Report	NNP
stanford-ai-2021	773	89	2021	2021	CD
stanford-ai-2021	773	90	Overview	Overview	NNP
stanford-ai-2021	773	91	O	o	NN
stanford-ai-2021	773	92	V	v	NN
stanford-ai-2021	773	93	E	e	NN
stanford-ai-2021	773	94	R	r	NN
stanford-ai-2021	773	95	V	v	NN
stanford-ai-2021	773	96	I	i	NN
stanford-ai-2021	773	97	E	e	NN
stanford-ai-2021	773	98	W	w	NN
stanford-ai-2021	773	99	As	as	IN
stanford-ai-2021	773	100	AI	AI	NNP
stanford-ai-2021	773	101	has	have	VBZ
stanford-ai-2021	773	102	become	become	VBN
stanford-ai-2021	773	103	a	a	DT
stanford-ai-2021	773	104	more	more	RBR
stanford-ai-2021	773	105	significant	significant	JJ
stanford-ai-2021	773	106	driver	driver	NN
stanford-ai-2021	773	107	of	of	IN
stanford-ai-2021	773	108	economic	economic	JJ
stanford-ai-2021	773	109	activity	activity	NN
stanford-ai-2021	773	110	,	,	,
stanford-ai-2021	773	111	there	there	EX
stanford-ai-2021	773	112	has	have	VBZ
stanford-ai-2021	773	113	been	be	VBN
stanford-ai-2021	773	114	increased	increase	VBN
stanford-ai-2021	773	115	interest	interest	NN
stanford-ai-2021	773	116	from	from	IN
stanford-ai-2021	773	117	people	people	NNS
stanford-ai-2021	773	118	who	who	WP
stanford-ai-2021	773	119	want	want	VBP
stanford-ai-2021	773	120	to	to	TO
stanford-ai-2021	773	121	understand	understand	VB
stanford-ai-2021	773	122	it	-PRON-	PRP
stanford-ai-2021	773	123	and	and	CC
stanford-ai-2021	773	124	gain	gain	VB
stanford-ai-2021	773	125	the	the	DT
stanford-ai-2021	773	126	necessary	necessary	JJ
stanford-ai-2021	773	127	qualifications	qualification	NNS
stanford-ai-2021	773	128	to	to	TO
stanford-ai-2021	773	129	work	work	VB
stanford-ai-2021	773	130	in	in	IN
stanford-ai-2021	773	131	the	the	DT
stanford-ai-2021	773	132	field	field	NN
stanford-ai-2021	773	133	.	.	.
stanford-ai-2021	774	1	At	at	IN
stanford-ai-2021	774	2	the	the	DT
stanford-ai-2021	774	3	same	same	JJ
stanford-ai-2021	774	4	time	time	NN
stanford-ai-2021	774	5	,	,	,
stanford-ai-2021	774	6	rising	rise	VBG
stanford-ai-2021	774	7	AI	AI	NNP
stanford-ai-2021	774	8	demands	demand	VBZ
stanford-ai-2021	774	9	from	from	IN
stanford-ai-2021	774	10	industry	industry	NN
stanford-ai-2021	774	11	are	be	VBP
stanford-ai-2021	774	12	tempting	tempt	VBG
stanford-ai-2021	774	13	more	more	JJR
stanford-ai-2021	774	14	professors	professor	NNS
stanford-ai-2021	774	15	to	to	TO
stanford-ai-2021	774	16	leave	leave	VB
stanford-ai-2021	774	17	academia	academia	NN
stanford-ai-2021	774	18	for	for	IN
stanford-ai-2021	774	19	the	the	DT
stanford-ai-2021	774	20	private	private	JJ
stanford-ai-2021	774	21	sector	sector	NN
stanford-ai-2021	774	22	.	.	.
stanford-ai-2021	775	1	This	this	DT
stanford-ai-2021	775	2	chapter	chapter	NN
stanford-ai-2021	775	3	focuses	focus	VBZ
stanford-ai-2021	775	4	on	on	IN
stanford-ai-2021	775	5	trends	trend	NNS
stanford-ai-2021	775	6	in	in	IN
stanford-ai-2021	775	7	the	the	DT
stanford-ai-2021	775	8	skills	skill	NNS
stanford-ai-2021	775	9	and	and	CC
stanford-ai-2021	775	10	training	training	NN
stanford-ai-2021	775	11	of	of	IN
stanford-ai-2021	775	12	AI	AI	NNP
stanford-ai-2021	775	13	talent	talent	NN
stanford-ai-2021	775	14	through	through	IN
stanford-ai-2021	775	15	various	various	JJ
stanford-ai-2021	775	16	education	education	NN
stanford-ai-2021	775	17	platforms	platform	NNS
stanford-ai-2021	775	18	and	and	CC
stanford-ai-2021	775	19	institutions	institution	NNS
stanford-ai-2021	775	20	.	.	.
stanford-ai-2021	776	1	What	what	WP
stanford-ai-2021	776	2	follows	follow	VBZ
stanford-ai-2021	776	3	is	be	VBZ
stanford-ai-2021	776	4	an	an	DT
stanford-ai-2021	776	5	examination	examination	NN
stanford-ai-2021	776	6	of	of	IN
stanford-ai-2021	776	7	data	datum	NNS
stanford-ai-2021	776	8	from	from	IN
stanford-ai-2021	776	9	an	an	DT
stanford-ai-2021	776	10	AI	AI	NNP
stanford-ai-2021	776	11	Index	Index	NNP
stanford-ai-2021	776	12	survey	survey	NN
stanford-ai-2021	776	13	on	on	IN
stanford-ai-2021	776	14	the	the	DT
stanford-ai-2021	776	15	state	state	NN
stanford-ai-2021	776	16	of	of	IN
stanford-ai-2021	776	17	AI	AI	NNP
stanford-ai-2021	776	18	education	education	NN
stanford-ai-2021	776	19	in	in	IN
stanford-ai-2021	776	20	higher	high	JJR
stanford-ai-2021	776	21	education	education	NN
stanford-ai-2021	776	22	institutions	institution	NNS
stanford-ai-2021	776	23	,	,	,
stanford-ai-2021	776	24	along	along	IN
stanford-ai-2021	776	25	with	with	IN
stanford-ai-2021	776	26	a	a	DT
stanford-ai-2021	776	27	discussion	discussion	NN
stanford-ai-2021	776	28	on	on	IN
stanford-ai-2021	776	29	computer	computer	NN
stanford-ai-2021	776	30	science	science	NN
stanford-ai-2021	776	31	(	(	-LRB-
stanford-ai-2021	776	32	CS	CS	NNP
stanford-ai-2021	776	33	)	)	-RRB-
stanford-ai-2021	776	34	undergraduate	undergraduate	NN
stanford-ai-2021	776	35	graduates	graduate	NNS
stanford-ai-2021	776	36	and	and	CC
stanford-ai-2021	776	37	PhD	phd	NN
stanford-ai-2021	776	38	graduates	graduate	NNS
stanford-ai-2021	776	39	who	who	WP
stanford-ai-2021	776	40	specialized	specialize	VBD
stanford-ai-2021	776	41	in	in	IN
stanford-ai-2021	776	42	AI	AI	NNP
stanford-ai-2021	776	43	-	-	HYPH
stanford-ai-2021	776	44	related	relate	VBN
stanford-ai-2021	776	45	disciplines	discipline	NNS
stanford-ai-2021	776	46	,	,	,
stanford-ai-2021	776	47	based	base	VBN
stanford-ai-2021	776	48	on	on	IN
stanford-ai-2021	776	49	the	the	DT
stanford-ai-2021	776	50	annual	annual	JJ
stanford-ai-2021	776	51	Computing	Computing	NNP
stanford-ai-2021	776	52	Research	Research	NNP
stanford-ai-2021	776	53	Association	Association	NNP
stanford-ai-2021	776	54	(	(	-LRB-
stanford-ai-2021	776	55	CRA	CRA	NNP
stanford-ai-2021	776	56	)	)	-RRB-
stanford-ai-2021	776	57	Taulbee	Taulbee	NNP
stanford-ai-2021	776	58	Survey	Survey	NNP
stanford-ai-2021	776	59	.	.	.
stanford-ai-2021	777	1	The	the	DT
stanford-ai-2021	777	2	final	final	JJ
stanford-ai-2021	777	3	section	section	NN
stanford-ai-2021	777	4	explores	explore	VBZ
stanford-ai-2021	777	5	trends	trend	NNS
stanford-ai-2021	777	6	in	in	IN
stanford-ai-2021	777	7	AI	AI	NNP
stanford-ai-2021	777	8	education	education	NN
stanford-ai-2021	777	9	in	in	IN
stanford-ai-2021	777	10	Europe	Europe	NNP
stanford-ai-2021	777	11	,	,	,
stanford-ai-2021	777	12	drawing	draw	VBG
stanford-ai-2021	777	13	on	on	IN
stanford-ai-2021	777	14	statistics	statistic	NNS
stanford-ai-2021	777	15	from	from	IN
stanford-ai-2021	777	16	the	the	DT
stanford-ai-2021	777	17	Joint	Joint	NNP
stanford-ai-2021	777	18	Research	Research	NNP
stanford-ai-2021	777	19	Centre	Centre	NNP
stanford-ai-2021	777	20	(	(	-LRB-
stanford-ai-2021	777	21	JRC	JRC	NNP
stanford-ai-2021	777	22	)	)	-RRB-
stanford-ai-2021	777	23	at	at	IN
stanford-ai-2021	777	24	the	the	DT
stanford-ai-2021	777	25	European	European	NNP
stanford-ai-2021	777	26	Commission	Commission	NNP
stanford-ai-2021	777	27	.	.	.
stanford-ai-2021	778	1	C	c	NN
stanford-ai-2021	778	2	H	h	NN
stanford-ai-2021	778	3	A	a	NN
stanford-ai-2021	778	4	P	p	NN
stanford-ai-2021	778	5	T	t	NN
stanford-ai-2021	778	6	E	e	NN
stanford-ai-2021	778	7	R	r	NN
stanford-ai-2021	778	8	4	4	CD
stanford-ai-2021	778	9	:	:	:
stanford-ai-2021	778	10	A	a	DT
stanford-ai-2021	778	11	I	i	NN
stanford-ai-2021	778	12	E	e	NN
stanford-ai-2021	778	13	D	d	NN
stanford-ai-2021	778	14	U	u	NN
stanford-ai-2021	778	15	C	c	NN
stanford-ai-2021	778	16	AT	at	IN
stanford-ai-2021	778	17	I	i	NN
stanford-ai-2021	778	18	O	o	NN
stanford-ai-2021	778	19	N	n	NN
stanford-ai-2021	778	20	TA	ta	NN
stanford-ai-2021	778	21	B	b	NN
stanford-ai-2021	778	22	L	l	NN
stanford-ai-2021	778	23	E	e	NN
stanford-ai-2021	778	24	O	o	NN
stanford-ai-2021	778	25	F	f	NN
stanford-ai-2021	778	26	C	c	NN
stanford-ai-2021	778	27	O	o	NN
stanford-ai-2021	778	28	N	n	NN
stanford-ai-2021	778	29	T	t	NN
stanford-ai-2021	778	30	E	e	NN
stanford-ai-2021	778	31	N	n	NN
stanford-ai-2021	778	32	T	t	NN
stanford-ai-2021	778	33	S	s	NN
stanford-ai-2021	778	34	1	1	CD
stanford-ai-2021	778	35	1	1	CD
stanford-ai-2021	778	36	0C	0c	NN
stanford-ai-2021	778	37	H	H	NNP
stanford-ai-2021	778	38	A	a	NN
stanford-ai-2021	778	39	P	p	NN
stanford-ai-2021	778	40	T	t	NN
stanford-ai-2021	778	41	E	e	NN
stanford-ai-2021	778	42	R	r	NN
stanford-ai-2021	778	43	4	4	CD
stanford-ai-2021	778	44	P	p	NN
stanford-ai-2021	778	45	R	r	NN
stanford-ai-2021	778	46	E	e	NN
stanford-ai-2021	778	47	V	v	NN
stanford-ai-2021	778	48	I	i	NN
stanford-ai-2021	778	49	E	e	NN
stanford-ai-2021	778	50	W	W	NNP
stanford-ai-2021	778	51	Artificial	Artificial	NNP
stanford-ai-2021	778	52	Intelligence	Intelligence	NNP
stanford-ai-2021	778	53	Index	Index	NNP
stanford-ai-2021	778	54	Report	Report	NNP
stanford-ai-2021	778	55	2021	2021	CD
stanford-ai-2021	778	56	CHAPTER	chapter	NN
stanford-ai-2021	778	57	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	778	58	•	•	VBP
stanford-ai-2021	778	59	An	an	DT
stanford-ai-2021	778	60	AI	AI	NNP
stanford-ai-2021	778	61	Index	Index	NNP
stanford-ai-2021	778	62	survey	survey	NN
stanford-ai-2021	778	63	conducted	conduct	VBN
stanford-ai-2021	778	64	in	in	IN
stanford-ai-2021	778	65	2020	2020	CD
stanford-ai-2021	778	66	suggests	suggest	VBZ
stanford-ai-2021	778	67	that	that	IN
stanford-ai-2021	778	68	the	the	DT
stanford-ai-2021	778	69	world	world	NN
stanford-ai-2021	778	70	’s	’s	POS
stanford-ai-2021	778	71	top	top	JJ
stanford-ai-2021	778	72	universities	university	NNS
stanford-ai-2021	778	73	have	have	VBP
stanford-ai-2021	778	74	increased	increase	VBN
stanford-ai-2021	778	75	their	-PRON-	PRP$
stanford-ai-2021	778	76	investment	investment	NN
stanford-ai-2021	778	77	in	in	IN
stanford-ai-2021	778	78	AI	AI	NNP
stanford-ai-2021	778	79	education	education	NN
stanford-ai-2021	778	80	over	over	IN
stanford-ai-2021	778	81	the	the	DT
stanford-ai-2021	778	82	past	past	JJ
stanford-ai-2021	778	83	four	four	CD
stanford-ai-2021	778	84	years	year	NNS
stanford-ai-2021	778	85	.	.	.
stanford-ai-2021	779	1	The	the	DT
stanford-ai-2021	779	2	number	number	NN
stanford-ai-2021	779	3	of	of	IN
stanford-ai-2021	779	4	courses	course	NNS
stanford-ai-2021	779	5	that	that	WDT
stanford-ai-2021	779	6	teach	teach	VBP
stanford-ai-2021	779	7	students	student	NNS
stanford-ai-2021	779	8	the	the	DT
stanford-ai-2021	779	9	skills	skill	NNS
stanford-ai-2021	779	10	necessary	necessary	JJ
stanford-ai-2021	779	11	to	to	TO
stanford-ai-2021	779	12	build	build	VB
stanford-ai-2021	779	13	or	or	CC
stanford-ai-2021	779	14	deploy	deploy	VB
stanford-ai-2021	779	15	a	a	DT
stanford-ai-2021	779	16	practical	practical	JJ
stanford-ai-2021	779	17	AI	AI	NNP
stanford-ai-2021	779	18	model	model	NN
stanford-ai-2021	779	19	on	on	IN
stanford-ai-2021	779	20	the	the	DT
stanford-ai-2021	779	21	undergraduate	undergraduate	JJ
stanford-ai-2021	779	22	and	and	CC
stanford-ai-2021	779	23	graduate	graduate	JJ
stanford-ai-2021	779	24	levels	level	NNS
stanford-ai-2021	779	25	has	have	VBZ
stanford-ai-2021	779	26	increased	increase	VBN
stanford-ai-2021	779	27	by	by	IN
stanford-ai-2021	779	28	102.9	102.9	CD
stanford-ai-2021	779	29	%	%	NN
stanford-ai-2021	779	30	and	and	CC
stanford-ai-2021	779	31	41.7	41.7	CD
stanford-ai-2021	779	32	%	%	NN
stanford-ai-2021	779	33	,	,	,
stanford-ai-2021	779	34	respectively	respectively	RB
stanford-ai-2021	779	35	,	,	,
stanford-ai-2021	779	36	in	in	IN
stanford-ai-2021	779	37	the	the	DT
stanford-ai-2021	779	38	last	last	JJ
stanford-ai-2021	779	39	four	four	CD
stanford-ai-2021	779	40	academic	academic	JJ
stanford-ai-2021	779	41	years	year	NNS
stanford-ai-2021	779	42	.	.	.
stanford-ai-2021	780	1	•	•	VB
stanford-ai-2021	780	2	More	More	JJR
stanford-ai-2021	780	3	AI	ai	NN
stanford-ai-2021	780	4	PhD	phd	NN
stanford-ai-2021	780	5	graduates	graduate	VBZ
stanford-ai-2021	780	6	in	in	IN
stanford-ai-2021	780	7	North	North	NNP
stanford-ai-2021	780	8	America	America	NNP
stanford-ai-2021	780	9	chose	choose	VBD
stanford-ai-2021	780	10	to	to	TO
stanford-ai-2021	780	11	work	work	VB
stanford-ai-2021	780	12	in	in	IN
stanford-ai-2021	780	13	industry	industry	NN
stanford-ai-2021	780	14	in	in	IN
stanford-ai-2021	780	15	the	the	DT
stanford-ai-2021	780	16	past	past	JJ
stanford-ai-2021	780	17	10	10	CD
stanford-ai-2021	780	18	years	year	NNS
stanford-ai-2021	780	19	,	,	,
stanford-ai-2021	780	20	while	while	IN
stanford-ai-2021	780	21	fewer	few	JJR
stanford-ai-2021	780	22	opted	opt	VBN
stanford-ai-2021	780	23	for	for	IN
stanford-ai-2021	780	24	jobs	job	NNS
stanford-ai-2021	780	25	in	in	IN
stanford-ai-2021	780	26	academia	academia	NN
stanford-ai-2021	780	27	,	,	,
stanford-ai-2021	780	28	according	accord	VBG
stanford-ai-2021	780	29	to	to	IN
stanford-ai-2021	780	30	an	an	DT
stanford-ai-2021	780	31	annual	annual	JJ
stanford-ai-2021	780	32	survey	survey	NN
stanford-ai-2021	780	33	from	from	IN
stanford-ai-2021	780	34	the	the	DT
stanford-ai-2021	780	35	Computing	Computing	NNP
stanford-ai-2021	780	36	Research	Research	NNP
stanford-ai-2021	780	37	Association	Association	NNP
stanford-ai-2021	780	38	(	(	-LRB-
stanford-ai-2021	780	39	CRA	CRA	NNP
stanford-ai-2021	780	40	)	)	-RRB-
stanford-ai-2021	780	41	.	.	.
stanford-ai-2021	781	1	The	the	DT
stanford-ai-2021	781	2	share	share	NN
stanford-ai-2021	781	3	of	of	IN
stanford-ai-2021	781	4	new	new	JJ
stanford-ai-2021	781	5	AI	AI	NNP
stanford-ai-2021	781	6	PhDs	PhDs	NNP
stanford-ai-2021	781	7	who	who	WP
stanford-ai-2021	781	8	chose	choose	VBD
stanford-ai-2021	781	9	industry	industry	NN
stanford-ai-2021	781	10	jobs	job	NNS
stanford-ai-2021	781	11	increased	increase	VBD
stanford-ai-2021	781	12	by	by	IN
stanford-ai-2021	781	13	48	48	CD
stanford-ai-2021	781	14	%	%	NN
stanford-ai-2021	781	15	in	in	IN
stanford-ai-2021	781	16	the	the	DT
stanford-ai-2021	781	17	past	past	JJ
stanford-ai-2021	781	18	decade	decade	NN
stanford-ai-2021	781	19	,	,	,
stanford-ai-2021	781	20	from	from	IN
stanford-ai-2021	781	21	44.4	44.4	CD
stanford-ai-2021	781	22	%	%	NN
stanford-ai-2021	781	23	in	in	IN
stanford-ai-2021	781	24	2010	2010	CD
stanford-ai-2021	781	25	to	to	IN
stanford-ai-2021	781	26	65.7	65.7	CD
stanford-ai-2021	781	27	%	%	NN
stanford-ai-2021	781	28	in	in	IN
stanford-ai-2021	781	29	2019	2019	CD
stanford-ai-2021	781	30	.	.	.
stanford-ai-2021	782	1	By	by	IN
stanford-ai-2021	782	2	contrast	contrast	NN
stanford-ai-2021	782	3	,	,	,
stanford-ai-2021	782	4	the	the	DT
stanford-ai-2021	782	5	share	share	NN
stanford-ai-2021	782	6	of	of	IN
stanford-ai-2021	782	7	new	new	JJ
stanford-ai-2021	782	8	AI	AI	NNP
stanford-ai-2021	782	9	PhDs	PhDs	NNP
stanford-ai-2021	782	10	entering	enter	VBG
stanford-ai-2021	782	11	academia	academia	NN
stanford-ai-2021	782	12	dropped	drop	VBD
stanford-ai-2021	782	13	by	by	IN
stanford-ai-2021	782	14	44	44	CD
stanford-ai-2021	782	15	%	%	NN
stanford-ai-2021	782	16	,	,	,
stanford-ai-2021	782	17	from	from	IN
stanford-ai-2021	782	18	42.1	42.1	CD
stanford-ai-2021	782	19	%	%	NN
stanford-ai-2021	782	20	in	in	IN
stanford-ai-2021	782	21	2010	2010	CD
stanford-ai-2021	782	22	to	to	IN
stanford-ai-2021	782	23	23.7	23.7	CD
stanford-ai-2021	782	24	%	%	NN
stanford-ai-2021	782	25	in	in	IN
stanford-ai-2021	782	26	2019	2019	CD
stanford-ai-2021	782	27	.	.	.
stanford-ai-2021	783	1	•	•	VB
stanford-ai-2021	783	2	In	in	IN
stanford-ai-2021	783	3	the	the	DT
stanford-ai-2021	783	4	last	last	JJ
stanford-ai-2021	783	5	10	10	CD
stanford-ai-2021	783	6	years	year	NNS
stanford-ai-2021	783	7	,	,	,
stanford-ai-2021	783	8	AI	AI	NNP
stanford-ai-2021	783	9	-	-	HYPH
stanford-ai-2021	783	10	related	relate	VBN
stanford-ai-2021	783	11	PhDs	PhDs	NNP
stanford-ai-2021	783	12	have	have	VBP
stanford-ai-2021	783	13	gone	go	VBN
stanford-ai-2021	783	14	from	from	IN
stanford-ai-2021	783	15	14.2	14.2	CD
stanford-ai-2021	783	16	%	%	NN
stanford-ai-2021	783	17	of	of	IN
stanford-ai-2021	783	18	the	the	DT
stanford-ai-2021	783	19	total	total	NN
stanford-ai-2021	783	20	of	of	IN
stanford-ai-2021	783	21	CS	CS	NNP
stanford-ai-2021	783	22	PhDs	PhDs	NNP
stanford-ai-2021	783	23	granted	grant	VBN
stanford-ai-2021	783	24	in	in	IN
stanford-ai-2021	783	25	the	the	DT
stanford-ai-2021	783	26	United	United	NNP
stanford-ai-2021	783	27	States	States	NNP
stanford-ai-2021	783	28	,	,	,
stanford-ai-2021	783	29	to	to	IN
stanford-ai-2021	783	30	around	around	IN
stanford-ai-2021	783	31	23	23	CD
stanford-ai-2021	783	32	%	%	NN
stanford-ai-2021	783	33	as	as	IN
stanford-ai-2021	783	34	of	of	IN
stanford-ai-2021	783	35	2019	2019	CD
stanford-ai-2021	783	36	,	,	,
stanford-ai-2021	783	37	according	accord	VBG
stanford-ai-2021	783	38	to	to	IN
stanford-ai-2021	783	39	the	the	DT
stanford-ai-2021	783	40	CRA	CRA	NNP
stanford-ai-2021	783	41	survey	survey	NN
stanford-ai-2021	783	42	.	.	.
stanford-ai-2021	784	1	At	at	IN
stanford-ai-2021	784	2	the	the	DT
stanford-ai-2021	784	3	same	same	JJ
stanford-ai-2021	784	4	time	time	NN
stanford-ai-2021	784	5	,	,	,
stanford-ai-2021	784	6	other	other	JJ
stanford-ai-2021	784	7	previously	previously	RB
stanford-ai-2021	784	8	popular	popular	JJ
stanford-ai-2021	784	9	CS	CS	NNP
stanford-ai-2021	784	10	PhDs	PhDs	NNP
stanford-ai-2021	784	11	have	have	VBP
stanford-ai-2021	784	12	declined	decline	VBN
stanford-ai-2021	784	13	in	in	IN
stanford-ai-2021	784	14	popularity	popularity	NN
stanford-ai-2021	784	15	,	,	,
stanford-ai-2021	784	16	including	include	VBG
stanford-ai-2021	784	17	networking	networking	NN
stanford-ai-2021	784	18	,	,	,
stanford-ai-2021	784	19	software	software	NN
stanford-ai-2021	784	20	engineering	engineering	NN
stanford-ai-2021	784	21	,	,	,
stanford-ai-2021	784	22	and	and	CC
stanford-ai-2021	784	23	programming	programming	NN
stanford-ai-2021	784	24	languages	language	NNS
stanford-ai-2021	784	25	.	.	.
stanford-ai-2021	785	1	Compilers	compiler	NNS
stanford-ai-2021	785	2	all	all	DT
stanford-ai-2021	785	3	saw	see	VBD
stanford-ai-2021	785	4	a	a	DT
stanford-ai-2021	785	5	reduction	reduction	NN
stanford-ai-2021	785	6	in	in	IN
stanford-ai-2021	785	7	PhDs	PhDs	NNP
stanford-ai-2021	785	8	granted	grant	VBN
stanford-ai-2021	785	9	relative	relative	JJ
stanford-ai-2021	785	10	to	to	IN
stanford-ai-2021	785	11	2010	2010	CD
stanford-ai-2021	785	12	,	,	,
stanford-ai-2021	785	13	while	while	IN
stanford-ai-2021	785	14	AI	AI	NNP
stanford-ai-2021	785	15	and	and	CC
stanford-ai-2021	785	16	Robotics	Robotics	NNP
stanford-ai-2021	785	17	/	/	SYM
stanford-ai-2021	785	18	Vision	Vision	NNP
stanford-ai-2021	785	19	specializations	specialization	NNS
stanford-ai-2021	785	20	saw	see	VBD
stanford-ai-2021	785	21	a	a	DT
stanford-ai-2021	785	22	substantial	substantial	JJ
stanford-ai-2021	785	23	increase	increase	NN
stanford-ai-2021	785	24	.	.	.
stanford-ai-2021	786	1	•	•	VB
stanford-ai-2021	786	2	After	after	IN
stanford-ai-2021	786	3	a	a	DT
stanford-ai-2021	786	4	two	two	CD
stanford-ai-2021	786	5	-	-	HYPH
stanford-ai-2021	786	6	year	year	NN
stanford-ai-2021	786	7	increase	increase	NN
stanford-ai-2021	786	8	,	,	,
stanford-ai-2021	786	9	the	the	DT
stanford-ai-2021	786	10	number	number	NN
stanford-ai-2021	786	11	of	of	IN
stanford-ai-2021	786	12	AI	AI	NNP
stanford-ai-2021	786	13	faculty	faculty	NN
stanford-ai-2021	786	14	departures	departure	NNS
stanford-ai-2021	786	15	from	from	IN
stanford-ai-2021	786	16	universities	university	NNS
stanford-ai-2021	786	17	to	to	IN
stanford-ai-2021	786	18	industry	industry	NN
stanford-ai-2021	786	19	jobs	job	NNS
stanford-ai-2021	786	20	in	in	IN
stanford-ai-2021	786	21	North	North	NNP
stanford-ai-2021	786	22	America	America	NNP
stanford-ai-2021	786	23	dropped	drop	VBD
stanford-ai-2021	786	24	from	from	IN
stanford-ai-2021	786	25	42	42	CD
stanford-ai-2021	786	26	in	in	IN
stanford-ai-2021	786	27	2018	2018	CD
stanford-ai-2021	786	28	to	to	IN
stanford-ai-2021	786	29	33	33	CD
stanford-ai-2021	786	30	in	in	IN
stanford-ai-2021	786	31	2019	2019	CD
stanford-ai-2021	786	32	(	(	-LRB-
stanford-ai-2021	786	33	28	28	CD
stanford-ai-2021	786	34	of	of	IN
stanford-ai-2021	786	35	these	these	DT
stanford-ai-2021	786	36	are	be	VBP
stanford-ai-2021	786	37	tenured	tenure	VBN
stanford-ai-2021	786	38	faculty	faculty	NN
stanford-ai-2021	786	39	and	and	CC
stanford-ai-2021	786	40	five	five	CD
stanford-ai-2021	786	41	are	be	VBP
stanford-ai-2021	786	42	untenured	untenured	JJ
stanford-ai-2021	786	43	)	)	-RRB-
stanford-ai-2021	786	44	.	.	.
stanford-ai-2021	787	1	Carnegie	Carnegie	NNP
stanford-ai-2021	787	2	Mellon	Mellon	NNP
stanford-ai-2021	787	3	University	University	NNP
stanford-ai-2021	787	4	had	have	VBD
stanford-ai-2021	787	5	the	the	DT
stanford-ai-2021	787	6	largest	large	JJS
stanford-ai-2021	787	7	number	number	NN
stanford-ai-2021	787	8	of	of	IN
stanford-ai-2021	787	9	AI	AI	NNP
stanford-ai-2021	787	10	faculty	faculty	NN
stanford-ai-2021	787	11	departures	departure	NNS
stanford-ai-2021	787	12	between	between	IN
stanford-ai-2021	787	13	2004	2004	CD
stanford-ai-2021	787	14	and	and	CC
stanford-ai-2021	787	15	2019	2019	CD
stanford-ai-2021	787	16	(	(	-LRB-
stanford-ai-2021	787	17	16	16	CD
stanford-ai-2021	787	18	)	)	-RRB-
stanford-ai-2021	787	19	,	,	,
stanford-ai-2021	787	20	followed	follow	VBN
stanford-ai-2021	787	21	by	by	IN
stanford-ai-2021	787	22	the	the	DT
stanford-ai-2021	787	23	Georgia	Georgia	NNP
stanford-ai-2021	787	24	Institute	Institute	NNP
stanford-ai-2021	787	25	of	of	IN
stanford-ai-2021	787	26	Technology	Technology	NNP
stanford-ai-2021	787	27	(	(	-LRB-
stanford-ai-2021	787	28	14	14	CD
stanford-ai-2021	787	29	)	)	-RRB-
stanford-ai-2021	787	30	and	and	CC
stanford-ai-2021	787	31	University	University	NNP
stanford-ai-2021	787	32	of	of	IN
stanford-ai-2021	787	33	Washington	Washington	NNP
stanford-ai-2021	787	34	(	(	-LRB-
stanford-ai-2021	787	35	12	12	CD
stanford-ai-2021	787	36	)	)	-RRB-
stanford-ai-2021	787	37	.	.	.
stanford-ai-2021	788	1	•	•	VB
stanford-ai-2021	788	2	The	the	DT
stanford-ai-2021	788	3	percentage	percentage	NN
stanford-ai-2021	788	4	of	of	IN
stanford-ai-2021	788	5	international	international	JJ
stanford-ai-2021	788	6	students	student	NNS
stanford-ai-2021	788	7	among	among	IN
stanford-ai-2021	788	8	new	new	JJ
stanford-ai-2021	788	9	AI	AI	NNP
stanford-ai-2021	788	10	PhDs	PhDs	NNP
stanford-ai-2021	788	11	in	in	IN
stanford-ai-2021	788	12	North	North	NNP
stanford-ai-2021	788	13	America	America	NNP
stanford-ai-2021	788	14	continued	continue	VBD
stanford-ai-2021	788	15	to	to	TO
stanford-ai-2021	788	16	rise	rise	VB
stanford-ai-2021	788	17	in	in	IN
stanford-ai-2021	788	18	2019	2019	CD
stanford-ai-2021	788	19	,	,	,
stanford-ai-2021	788	20	to	to	IN
stanford-ai-2021	788	21	64.3%—a	64.3%—a	CD
stanford-ai-2021	788	22	4.3	4.3	CD
stanford-ai-2021	788	23	%	%	NN
stanford-ai-2021	788	24	increase	increase	NN
stanford-ai-2021	788	25	from	from	IN
stanford-ai-2021	788	26	2018	2018	CD
stanford-ai-2021	788	27	.	.	.
stanford-ai-2021	789	1	Among	among	IN
stanford-ai-2021	789	2	foreign	foreign	JJ
stanford-ai-2021	789	3	graduates	graduate	NNS
stanford-ai-2021	789	4	,	,	,
stanford-ai-2021	789	5	81.8	81.8	CD
stanford-ai-2021	789	6	%	%	NN
stanford-ai-2021	789	7	stayed	stay	VBD
stanford-ai-2021	789	8	in	in	IN
stanford-ai-2021	789	9	the	the	DT
stanford-ai-2021	789	10	United	United	NNP
stanford-ai-2021	789	11	States	States	NNP
stanford-ai-2021	789	12	and	and	CC
stanford-ai-2021	789	13	8.6	8.6	CD
stanford-ai-2021	789	14	%	%	NN
stanford-ai-2021	789	15	have	have	VBP
stanford-ai-2021	789	16	taken	take	VBN
stanford-ai-2021	789	17	jobs	job	NNS
stanford-ai-2021	789	18	outside	outside	IN
stanford-ai-2021	789	19	the	the	DT
stanford-ai-2021	789	20	United	United	NNP
stanford-ai-2021	789	21	States	States	NNP
stanford-ai-2021	789	22	.	.	.
stanford-ai-2021	790	1	•	•	VB
stanford-ai-2021	790	2	In	in	IN
stanford-ai-2021	790	3	the	the	DT
stanford-ai-2021	790	4	European	European	NNP
stanford-ai-2021	790	5	Union	Union	NNP
stanford-ai-2021	790	6	,	,	,
stanford-ai-2021	790	7	the	the	DT
stanford-ai-2021	790	8	vast	vast	JJ
stanford-ai-2021	790	9	majority	majority	NN
stanford-ai-2021	790	10	of	of	IN
stanford-ai-2021	790	11	specialized	specialized	JJ
stanford-ai-2021	790	12	AI	AI	NNP
stanford-ai-2021	790	13	academic	academic	JJ
stanford-ai-2021	790	14	offerings	offering	NNS
stanford-ai-2021	790	15	are	be	VBP
stanford-ai-2021	790	16	taught	teach	VBN
stanford-ai-2021	790	17	at	at	IN
stanford-ai-2021	790	18	the	the	DT
stanford-ai-2021	790	19	master	master	NN
stanford-ai-2021	790	20	’s	’s	POS
stanford-ai-2021	790	21	level	level	NN
stanford-ai-2021	790	22	;	;	:
stanford-ai-2021	790	23	robotics	robotic	NNS
stanford-ai-2021	790	24	and	and	CC
stanford-ai-2021	790	25	automation	automation	NN
stanford-ai-2021	790	26	is	be	VBZ
stanford-ai-2021	790	27	by	by	IN
stanford-ai-2021	790	28	far	far	RB
stanford-ai-2021	790	29	the	the	DT
stanford-ai-2021	790	30	most	most	RBS
stanford-ai-2021	790	31	frequently	frequently	RB
stanford-ai-2021	790	32	taught	teach	VBN
stanford-ai-2021	790	33	course	course	NN
stanford-ai-2021	790	34	in	in	IN
stanford-ai-2021	790	35	the	the	DT
stanford-ai-2021	790	36	specialized	specialized	JJ
stanford-ai-2021	790	37	bachelor	bachelor	NN
stanford-ai-2021	790	38	’s	’s	NNP
stanford-ai-2021	790	39	and	and	CC
stanford-ai-2021	790	40	master	master	NNP
stanford-ai-2021	790	41	’s	’s	POS
stanford-ai-2021	790	42	programs	program	NNS
stanford-ai-2021	790	43	,	,	,
stanford-ai-2021	790	44	while	while	IN
stanford-ai-2021	790	45	machine	machine	NN
stanford-ai-2021	790	46	learning	learning	NN
stanford-ai-2021	790	47	(	(	-LRB-
stanford-ai-2021	790	48	ML	ML	NNP
stanford-ai-2021	790	49	)	)	-RRB-
stanford-ai-2021	790	50	dominates	dominate	VBZ
stanford-ai-2021	790	51	in	in	IN
stanford-ai-2021	790	52	the	the	DT
stanford-ai-2021	790	53	specialized	specialized	JJ
stanford-ai-2021	790	54	short	short	JJ
stanford-ai-2021	790	55	courses	course	NNS
stanford-ai-2021	790	56	.	.	.
stanford-ai-2021	791	1	C	c	NN
stanford-ai-2021	791	2	H	h	NN
stanford-ai-2021	791	3	A	a	NN
stanford-ai-2021	791	4	P	p	NN
stanford-ai-2021	791	5	T	t	NN
stanford-ai-2021	791	6	E	e	NN
stanford-ai-2021	791	7	R	r	NN
stanford-ai-2021	791	8	H	h	NN
stanford-ai-2021	791	9	I	i	NN
stanford-ai-2021	791	10	G	g	NN
stanford-ai-2021	791	11	H	h	NN
stanford-ai-2021	791	12	L	l	NN
stanford-ai-2021	791	13	I	i	NN
stanford-ai-2021	791	14	G	g	NN
stanford-ai-2021	791	15	H	h	NN
stanford-ai-2021	791	16	T	t	NN
stanford-ai-2021	791	17	S	s	NN
stanford-ai-2021	791	18	C	c	NN
stanford-ai-2021	791	19	H	h	NN
stanford-ai-2021	791	20	A	a	NN
stanford-ai-2021	791	21	P	p	NN
stanford-ai-2021	791	22	T	t	NN
stanford-ai-2021	791	23	E	e	NN
stanford-ai-2021	791	24	R	r	NN
stanford-ai-2021	791	25	4	4	CD
stanford-ai-2021	791	26	:	:	:
stanford-ai-2021	791	27	A	a	DT
stanford-ai-2021	791	28	I	i	NN
stanford-ai-2021	791	29	E	e	NN
stanford-ai-2021	791	30	D	d	NN
stanford-ai-2021	791	31	U	u	NN
stanford-ai-2021	791	32	C	c	NN
stanford-ai-2021	791	33	AT	at	IN
stanford-ai-2021	791	34	I	i	NN
stanford-ai-2021	791	35	O	o	NN
stanford-ai-2021	791	36	N	n	NN
stanford-ai-2021	791	37	TA	ta	NN
stanford-ai-2021	791	38	B	b	NN
stanford-ai-2021	791	39	L	l	NN
stanford-ai-2021	791	40	E	e	NN
stanford-ai-2021	791	41	O	o	NN
stanford-ai-2021	791	42	F	f	NN
stanford-ai-2021	791	43	C	c	NN
stanford-ai-2021	791	44	O	o	NN
stanford-ai-2021	791	45	N	n	NN
stanford-ai-2021	791	46	T	t	NN
stanford-ai-2021	791	47	E	e	NN
stanford-ai-2021	791	48	N	n	NN
stanford-ai-2021	791	49	T	t	NN
stanford-ai-2021	791	50	S	s	NN
stanford-ai-2021	791	51	1	1	CD
stanford-ai-2021	791	52	1	1	CD
stanford-ai-2021	791	53	1C	1c	CD
stanford-ai-2021	791	54	H	H	NNP
stanford-ai-2021	791	55	A	a	NN
stanford-ai-2021	791	56	P	p	NN
stanford-ai-2021	791	57	T	t	NN
stanford-ai-2021	791	58	E	e	NN
stanford-ai-2021	791	59	R	r	NN
stanford-ai-2021	791	60	4	4	CD
stanford-ai-2021	791	61	P	p	NN
stanford-ai-2021	791	62	R	r	NN
stanford-ai-2021	791	63	E	e	NN
stanford-ai-2021	791	64	V	v	NN
stanford-ai-2021	791	65	I	i	NN
stanford-ai-2021	791	66	E	e	NN
stanford-ai-2021	791	67	W	W	NNP
stanford-ai-2021	791	68	Artificial	Artificial	NNP
stanford-ai-2021	791	69	Intelligence	Intelligence	NNP
stanford-ai-2021	791	70	Index	Index	NNP
stanford-ai-2021	791	71	Report	Report	NNP
stanford-ai-2021	791	72	2021	2021	CD
stanford-ai-2021	791	73	C	c	NN
stanford-ai-2021	791	74	H	h	NN
stanford-ai-2021	791	75	A	a	NN
stanford-ai-2021	791	76	P	p	NN
stanford-ai-2021	791	77	T	t	NN
stanford-ai-2021	791	78	E	e	NN
stanford-ai-2021	791	79	R	r	NN
stanford-ai-2021	791	80	4	4	CD
stanford-ai-2021	791	81	:	:	:
stanford-ai-2021	791	82	A	a	DT
stanford-ai-2021	791	83	I	i	NN
stanford-ai-2021	791	84	E	e	NN
stanford-ai-2021	791	85	D	d	NN
stanford-ai-2021	791	86	U	u	NN
stanford-ai-2021	791	87	C	c	NN
stanford-ai-2021	791	88	AT	at	IN
stanford-ai-2021	791	89	I	i	NN
stanford-ai-2021	791	90	O	o	NN
stanford-ai-2021	791	91	N	n	NN
stanford-ai-2021	791	92	In	in	IN
stanford-ai-2021	791	93	2020	2020	CD
stanford-ai-2021	791	94	,	,	,
stanford-ai-2021	791	95	AI	AI	NNP
stanford-ai-2021	791	96	Index	Index	NNP
stanford-ai-2021	791	97	developed	develop	VBD
stanford-ai-2021	791	98	a	a	DT
stanford-ai-2021	791	99	survey	survey	NN
stanford-ai-2021	791	100	that	that	WDT
stanford-ai-2021	791	101	asked	ask	VBD
stanford-ai-2021	791	102	computer	computer	NN
stanford-ai-2021	791	103	science	science	NN
stanford-ai-2021	791	104	departments	department	NNS
stanford-ai-2021	791	105	or	or	CC
stanford-ai-2021	791	106	schools	school	NNS
stanford-ai-2021	791	107	of	of	IN
stanford-ai-2021	791	108	computing	computing	NN
stanford-ai-2021	791	109	and	and	CC
stanford-ai-2021	791	110	informatics	informatic	NNS
stanford-ai-2021	791	111	at	at	IN
stanford-ai-2021	791	112	top	top	RB
stanford-ai-2021	791	113	-	-	HYPH
stanford-ai-2021	791	114	ranking	rank	VBG
stanford-ai-2021	791	115	universities	university	NNS
stanford-ai-2021	791	116	around	around	IN
stanford-ai-2021	791	117	the	the	DT
stanford-ai-2021	791	118	world	world	NN
stanford-ai-2021	791	119	and	and	CC
stanford-ai-2021	791	120	in	in	IN
stanford-ai-2021	791	121	emerging	emerge	VBG
stanford-ai-2021	791	122	economies	economy	NNS
stanford-ai-2021	791	123	about	about	IN
stanford-ai-2021	791	124	four	four	CD
stanford-ai-2021	791	125	aspects	aspect	NNS
stanford-ai-2021	791	126	of	of	IN
stanford-ai-2021	791	127	their	-PRON-	PRP$
stanford-ai-2021	791	128	AI	AI	NNP
stanford-ai-2021	791	129	education	education	NN
stanford-ai-2021	791	130	:	:	:
stanford-ai-2021	791	131	undergraduate	undergraduate	VB
stanford-ai-2021	791	132	program	program	NN
stanford-ai-2021	791	133	offerings	offering	NNS
stanford-ai-2021	791	134	,	,	,
stanford-ai-2021	791	135	graduate	graduate	VB
stanford-ai-2021	791	136	program	program	NN
stanford-ai-2021	791	137	offerings	offering	NNS
stanford-ai-2021	791	138	,	,	,
stanford-ai-2021	791	139	offerings	offering	NNS
stanford-ai-2021	791	140	on	on	IN
stanford-ai-2021	791	141	AI	AI	NNP
stanford-ai-2021	791	142	ethics	ethic	NNS
stanford-ai-2021	791	143	,	,	,
stanford-ai-2021	791	144	and	and	CC
stanford-ai-2021	791	145	faculty	faculty	NN
stanford-ai-2021	791	146	expertise	expertise	NN
stanford-ai-2021	791	147	and	and	CC
stanford-ai-2021	791	148	diversity	diversity	NN
stanford-ai-2021	791	149	.	.	.
stanford-ai-2021	792	1	The	the	DT
stanford-ai-2021	792	2	survey	survey	NN
stanford-ai-2021	792	3	was	be	VBD
stanford-ai-2021	792	4	completed	complete	VBN
stanford-ai-2021	792	5	by	by	IN
stanford-ai-2021	792	6	18	18	CD
stanford-ai-2021	792	7	universities	university	NNS
stanford-ai-2021	792	8	from	from	IN
stanford-ai-2021	792	9	nine	nine	CD
stanford-ai-2021	792	10	countries.1	countries.1	CD
stanford-ai-2021	792	11	Results	result	NNS
stanford-ai-2021	792	12	from	from	IN
stanford-ai-2021	792	13	the	the	DT
stanford-ai-2021	792	14	AI	AI	NNP
stanford-ai-2021	792	15	Index	Index	NNP
stanford-ai-2021	792	16	survey	survey	NN
stanford-ai-2021	792	17	indicate	indicate	VBP
stanford-ai-2021	792	18	that	that	IN
stanford-ai-2021	792	19	universities	university	NNS
stanford-ai-2021	792	20	have	have	VBP
stanford-ai-2021	792	21	increased	increase	VBN
stanford-ai-2021	792	22	both	both	PDT
stanford-ai-2021	792	23	the	the	DT
stanford-ai-2021	792	24	number	number	NN
stanford-ai-2021	792	25	of	of	IN
stanford-ai-2021	792	26	AI	AI	NNP
stanford-ai-2021	792	27	courses	course	NNS
stanford-ai-2021	792	28	they	-PRON-	PRP
stanford-ai-2021	792	29	offer	offer	VBP
stanford-ai-2021	792	30	that	that	WDT
stanford-ai-2021	792	31	teach	teach	VBP
stanford-ai-2021	792	32	students	student	NNS
stanford-ai-2021	792	33	how	how	WRB
stanford-ai-2021	792	34	to	to	TO
stanford-ai-2021	792	35	build	build	VB
stanford-ai-2021	792	36	and	and	CC
stanford-ai-2021	792	37	deploy	deploy	VB
stanford-ai-2021	792	38	a	a	DT
stanford-ai-2021	792	39	practical	practical	JJ
stanford-ai-2021	792	40	AI	AI	NNP
stanford-ai-2021	792	41	model	model	NN
stanford-ai-2021	792	42	and	and	CC
stanford-ai-2021	792	43	the	the	DT
stanford-ai-2021	792	44	number	number	NN
stanford-ai-2021	792	45	of	of	IN
stanford-ai-2021	792	46	AI	AI	NNP
stanford-ai-2021	792	47	-	-	HYPH
stanford-ai-2021	792	48	focused	focus	VBN
stanford-ai-2021	792	49	faculty	faculty	NN
stanford-ai-2021	792	50	.	.	.
stanford-ai-2021	793	1	U	u	NN
stanford-ai-2021	793	2	N	n	NN
stanford-ai-2021	793	3	D	d	NN
stanford-ai-2021	793	4	E	e	NN
stanford-ai-2021	793	5	R	r	NN
stanford-ai-2021	793	6	G	g	NN
stanford-ai-2021	793	7	R	r	NN
stanford-ai-2021	793	8	A	a	NN
stanford-ai-2021	793	9	D	d	NN
stanford-ai-2021	793	10	U	u	NN
stanford-ai-2021	793	11	AT	at	NN
stanford-ai-2021	793	12	E	e	NN
stanford-ai-2021	793	13	A	a	NN
stanford-ai-2021	793	14	I	i	NN
stanford-ai-2021	793	15	C	c	NN
stanford-ai-2021	793	16	O	o	NN
stanford-ai-2021	793	17	U	u	NN
stanford-ai-2021	793	18	R	r	NN
stanford-ai-2021	793	19	S	s	NN
stanford-ai-2021	793	20	E	e	NN
stanford-ai-2021	793	21	O	o	NN
stanford-ai-2021	793	22	F	f	NN
stanford-ai-2021	793	23	F	f	NN
stanford-ai-2021	793	24	E	e	NN
stanford-ai-2021	793	25	R	r	NN
stanford-ai-2021	793	26	I	i	NN
stanford-ai-2021	793	27	N	n	NN
stanford-ai-2021	793	28	G	g	NN
stanford-ai-2021	793	29	S	S	NNP
stanford-ai-2021	793	30	Course	course	NN
stanford-ai-2021	793	31	offerings	offering	NNS
stanford-ai-2021	793	32	at	at	IN
stanford-ai-2021	793	33	the	the	DT
stanford-ai-2021	793	34	undergraduate	undergraduate	JJ
stanford-ai-2021	793	35	level	level	NN
stanford-ai-2021	793	36	were	be	VBD
stanford-ai-2021	793	37	examined	examine	VBN
stanford-ai-2021	793	38	by	by	IN
stanford-ai-2021	793	39	evaluating	evaluate	VBG
stanford-ai-2021	793	40	trends	trend	NNS
stanford-ai-2021	793	41	in	in	IN
stanford-ai-2021	793	42	courses	course	NNS
stanford-ai-2021	793	43	that	that	WDT
stanford-ai-2021	793	44	teach	teach	VBP
stanford-ai-2021	793	45	students	student	NNS
stanford-ai-2021	793	46	the	the	DT
stanford-ai-2021	793	47	skills	skill	NNS
stanford-ai-2021	793	48	necessary	necessary	JJ
stanford-ai-2021	793	49	to	to	TO
stanford-ai-2021	793	50	build	build	VB
stanford-ai-2021	793	51	or	or	CC
stanford-ai-2021	793	52	deploy	deploy	VB
stanford-ai-2021	793	53	a	a	DT
stanford-ai-2021	793	54	practical	practical	JJ
stanford-ai-2021	793	55	AI	AI	NNP
stanford-ai-2021	793	56	model	model	NN
stanford-ai-2021	793	57	,	,	,
stanford-ai-2021	793	58	intro	intro	FW
stanford-ai-2021	793	59	-	-	HYPH
stanford-ai-2021	793	60	level	level	NN
stanford-ai-2021	793	61	AI	ai	NN
stanford-ai-2021	793	62	and	and	CC
stanford-ai-2021	793	63	ML	ML	NNP
stanford-ai-2021	793	64	courses	course	NNS
stanford-ai-2021	793	65	,	,	,
stanford-ai-2021	793	66	and	and	CC
stanford-ai-2021	793	67	enrollment	enrollment	NN
stanford-ai-2021	793	68	statistics	statistic	NNS
stanford-ai-2021	793	69	.	.	.
stanford-ai-2021	794	1	Undergraduate	undergraduate	JJ
stanford-ai-2021	794	2	Courses	course	NNS
stanford-ai-2021	794	3	That	that	WDT
stanford-ai-2021	794	4	Teach	Teach	NNP
stanford-ai-2021	794	5	AI	AI	NNP
stanford-ai-2021	794	6	Skills	skill	VBZ
stanford-ai-2021	794	7	The	the	DT
stanford-ai-2021	794	8	survey	survey	NN
stanford-ai-2021	794	9	results	result	NNS
stanford-ai-2021	794	10	suggest	suggest	VBP
stanford-ai-2021	794	11	that	that	IN
stanford-ai-2021	794	12	CS	CS	NNP
stanford-ai-2021	794	13	departments	department	NNS
stanford-ai-2021	794	14	have	have	VBP
stanford-ai-2021	794	15	invested	invest	VBN
stanford-ai-2021	794	16	heavily	heavily	RB
stanford-ai-2021	794	17	in	in	IN
stanford-ai-2021	794	18	practical	practical	JJ
stanford-ai-2021	794	19	AI	ai	NN
stanford-ai-2021	794	20	courses	course	NNS
stanford-ai-2021	794	21	in	in	IN
stanford-ai-2021	794	22	the	the	DT
stanford-ai-2021	794	23	past	past	JJ
stanford-ai-2021	794	24	four	four	CD
stanford-ai-2021	794	25	academic	academic	JJ
stanford-ai-2021	794	26	years	year	NNS
stanford-ai-2021	794	27	(	(	-LRB-
stanford-ai-2021	794	28	AY).2	ay).2	NN
stanford-ai-2021	794	29	The	the	DT
stanford-ai-2021	794	30	number	number	NN
stanford-ai-2021	794	31	of	of	IN
stanford-ai-2021	794	32	4.1	4.1	CD
stanford-ai-2021	794	33	STATE	STATE	NNP
stanford-ai-2021	794	34	OF	of	IN
stanford-ai-2021	794	35	AI	AI	NNP
stanford-ai-2021	794	36	EDUCATION	EDUCATION	VBN
stanford-ai-2021	794	37	IN	in	IN
stanford-ai-2021	794	38	HIGHER	HIGHER	NNP
stanford-ai-2021	794	39	EDUCATION	education	NN
stanford-ai-2021	794	40	INSTITUTIONS	institution	NNS
stanford-ai-2021	794	41	4	4	CD
stanford-ai-2021	794	42	.1	.1	NN
stanford-ai-2021	794	43	S	s	NN
stanford-ai-2021	794	44	TAT	tat	NN
stanford-ai-2021	794	45	E	e	NN
stanford-ai-2021	794	46	O	o	NN
stanford-ai-2021	794	47	F	f	NN
stanford-ai-2021	794	48	A	a	NN
stanford-ai-2021	794	49	I	i	NN
stanford-ai-2021	794	50	E	e	NN
stanford-ai-2021	794	51	D	d	NN
stanford-ai-2021	794	52	U	u	NN
stanford-ai-2021	794	53	C	c	NN
stanford-ai-2021	794	54	AT	at	IN
stanford-ai-2021	794	55	I	i	NN
stanford-ai-2021	794	56	O	o	NN
stanford-ai-2021	794	57	N	n	NN
stanford-ai-2021	794	58	I	i	NN
stanford-ai-2021	794	59	N	n	CC
stanford-ai-2021	794	60	H	h	NN
stanford-ai-2021	794	61	I	i	NN
stanford-ai-2021	794	62	G	g	NN
stanford-ai-2021	794	63	H	h	NN
stanford-ai-2021	794	64	E	e	NN
stanford-ai-2021	794	65	R	r	NN
stanford-ai-2021	794	66	E	e	NN
stanford-ai-2021	794	67	D	d	NN
stanford-ai-2021	794	68	U	u	NN
stanford-ai-2021	794	69	C	c	NN
stanford-ai-2021	794	70	AT	at	IN
stanford-ai-2021	794	71	I	i	NN
stanford-ai-2021	794	72	O	o	NN
stanford-ai-2021	794	73	N	n	NN
stanford-ai-2021	794	74	I	i	NN
stanford-ai-2021	794	75	N	n	NN
stanford-ai-2021	794	76	S	s	NN
stanford-ai-2021	794	77	T	t	NN
stanford-ai-2021	794	78	I	i	NN
stanford-ai-2021	794	79	T	t	NN
stanford-ai-2021	794	80	U	u	NN
stanford-ai-2021	794	81	T	t	NN
stanford-ai-2021	794	82	I	i	NN
stanford-ai-2021	794	83	O	o	NN
stanford-ai-2021	794	84	N	n	NN
stanford-ai-2021	794	85	S	S	NNP
stanford-ai-2021	794	86	2016	2016	CD
stanford-ai-2021	794	87	-	-	SYM
stanford-ai-2021	794	88	17	17	CD
stanford-ai-2021	794	89	2017	2017	CD
stanford-ai-2021	794	90	-	-	SYM
stanford-ai-2021	794	91	18	18	CD
stanford-ai-2021	794	92	2018	2018	CD
stanford-ai-2021	794	93	-	-	SYM
stanford-ai-2021	794	94	19	19	CD
stanford-ai-2021	794	95	2019	2019	CD
stanford-ai-2021	794	96	-	-	SYM
stanford-ai-2021	794	97	20	20	CD
stanford-ai-2021	794	98	0	0	CD
stanford-ai-2021	794	99	50	50	CD
stanford-ai-2021	794	100	100	100	CD
stanford-ai-2021	794	101	150	150	CD
stanford-ai-2021	794	102	200	200	CD
stanford-ai-2021	794	103	N	n	CD
stanford-ai-2021	794	104	u	u	NNP
stanford-ai-2021	794	105	m	m	NNP
stanford-ai-2021	794	106	b	b	NNP
stanford-ai-2021	794	107	er	er	UH
stanford-ai-2021	794	108	o	o	XX
stanford-ai-2021	794	109	f	f	NNP
stanford-ai-2021	794	110	C	C	NNP
stanford-ai-2021	794	111	o	o	NN
stanford-ai-2021	794	112	u	u	NN
stanford-ai-2021	794	113	rs	rs	NN
stanford-ai-2021	794	114	es	es	XX
stanford-ai-2021	794	115	NUMBER	number	NN
stanford-ai-2021	794	116	of	of	IN
stanford-ai-2021	794	117	UNDERGRADUATE	undergraduate	JJ
stanford-ai-2021	794	118	COURSES	course	NNS
stanford-ai-2021	794	119	THAT	that	WDT
stanford-ai-2021	794	120	TEACH	teach	VBP
stanford-ai-2021	794	121	STUDENTS	student	NNS
stanford-ai-2021	794	122	the	the	DT
stanford-ai-2021	794	123	SKILLS	SKILLS	NNP
stanford-ai-2021	794	124	NECESSARY	NECESSARY	NNP
stanford-ai-2021	794	125	to	to	IN
stanford-ai-2021	794	126	BUILD	build	VB
stanford-ai-2021	794	127	or	or	CC
stanford-ai-2021	794	128	DEPLOY	DEPLOY	VBZ
stanford-ai-2021	794	129	a	a	DT
stanford-ai-2021	794	130	PRACTICAL	PRACTICAL	NNP
stanford-ai-2021	794	131	AI	AI	NNP
stanford-ai-2021	794	132	MODEL	MODEL	NNP
stanford-ai-2021	794	133	,	,	,
stanford-ai-2021	794	134	AY	AY	NNP
stanford-ai-2021	794	135	2016	2016	CD
stanford-ai-2021	794	136	-	-	SYM
stanford-ai-2021	794	137	20	20	CD
stanford-ai-2021	794	138	Source	source	NN
stanford-ai-2021	794	139	:	:	:
stanford-ai-2021	794	140	AI	AI	NNP
stanford-ai-2021	794	141	Index	Index	NNP
stanford-ai-2021	794	142	,	,	,
stanford-ai-2021	794	143	2020	2020	CD
stanford-ai-2021	794	144	|	|	NNP
stanford-ai-2021	794	145	Chart	Chart	NNP
stanford-ai-2021	794	146	:	:	:
stanford-ai-2021	794	147	2021	2021	CD
stanford-ai-2021	794	148	AI	AI	NNP
stanford-ai-2021	794	149	Index	Index	NNP
stanford-ai-2021	794	150	Report	Report	NNP
stanford-ai-2021	794	151	Figure	Figure	NNP
stanford-ai-2021	794	152	4.1.1	4.1.1	CD
stanford-ai-2021	794	153	courses	course	NNS
stanford-ai-2021	794	154	on	on	IN
stanford-ai-2021	794	155	offer	offer	NN
stanford-ai-2021	794	156	that	that	WDT
stanford-ai-2021	794	157	teach	teach	VBP
stanford-ai-2021	794	158	students	student	NNS
stanford-ai-2021	794	159	the	the	DT
stanford-ai-2021	794	160	skills	skill	NNS
stanford-ai-2021	794	161	necessary	necessary	JJ
stanford-ai-2021	794	162	to	to	TO
stanford-ai-2021	794	163	build	build	VB
stanford-ai-2021	794	164	or	or	CC
stanford-ai-2021	794	165	deploy	deploy	VB
stanford-ai-2021	794	166	a	a	DT
stanford-ai-2021	794	167	practical	practical	JJ
stanford-ai-2021	794	168	AI	AI	NNP
stanford-ai-2021	794	169	model	model	NN
stanford-ai-2021	794	170	has	have	VBZ
stanford-ai-2021	794	171	increased	increase	VBN
stanford-ai-2021	794	172	by	by	IN
stanford-ai-2021	794	173	102.9	102.9	CD
stanford-ai-2021	794	174	%	%	NN
stanford-ai-2021	794	175	,	,	,
stanford-ai-2021	794	176	from	from	IN
stanford-ai-2021	794	177	102	102	CD
stanford-ai-2021	794	178	in	in	IN
stanford-ai-2021	794	179	AY	AY	NNP
stanford-ai-2021	794	180	2016–17	2016–17	CD
stanford-ai-2021	794	181	to	to	IN
stanford-ai-2021	794	182	207	207	CD
stanford-ai-2021	794	183	in	in	IN
stanford-ai-2021	794	184	AY	AY	NNP
stanford-ai-2021	794	185	2019–20	2019–20	CD
stanford-ai-2021	794	186	,	,	,
stanford-ai-2021	794	187	across	across	IN
stanford-ai-2021	794	188	18	18	CD
stanford-ai-2021	794	189	universities	university	NNS
stanford-ai-2021	794	190	(	(	-LRB-
stanford-ai-2021	794	191	Figure	figure	NN
stanford-ai-2021	794	192	4.1.1	4.1.1	CD
stanford-ai-2021	794	193	)	)	-RRB-
stanford-ai-2021	794	194	.	.	.
stanford-ai-2021	795	1	Intro	Intro	NNP
stanford-ai-2021	795	2	-	-	HYPH
stanford-ai-2021	795	3	Level	Level	NNP
stanford-ai-2021	795	4	AI	AI	NNP
stanford-ai-2021	795	5	and	and	CC
stanford-ai-2021	795	6	ML	ML	NNP
stanford-ai-2021	795	7	Courses	Courses	NNPS
stanford-ai-2021	795	8	The	the	DT
stanford-ai-2021	795	9	data	datum	NNS
stanford-ai-2021	795	10	shows	show	VBZ
stanford-ai-2021	795	11	that	that	IN
stanford-ai-2021	795	12	the	the	DT
stanford-ai-2021	795	13	number	number	NN
stanford-ai-2021	795	14	of	of	IN
stanford-ai-2021	795	15	students	student	NNS
stanford-ai-2021	795	16	who	who	WP
stanford-ai-2021	795	17	enrolled	enrol	VBD
stanford-ai-2021	795	18	in	in	IN
stanford-ai-2021	795	19	or	or	CC
stanford-ai-2021	795	20	attempted	attempt	VBN
stanford-ai-2021	795	21	to	to	TO
stanford-ai-2021	795	22	enroll	enroll	VB
stanford-ai-2021	795	23	in	in	IN
stanford-ai-2021	795	24	an	an	DT
stanford-ai-2021	795	25	Introduction	introduction	NN
stanford-ai-2021	795	26	to	to	IN
stanford-ai-2021	795	27	Artificial	Artificial	NNP
stanford-ai-2021	795	28	Intelligence	Intelligence	NNP
stanford-ai-2021	795	29	course	course	NN
stanford-ai-2021	795	30	and	and	CC
stanford-ai-2021	795	31	Introduction	introduction	NN
stanford-ai-2021	795	32	to	to	IN
stanford-ai-2021	795	33	Machine	Machine	NNP
stanford-ai-2021	795	34	Learning	Learning	NNP
stanford-ai-2021	795	35	course	course	NN
stanford-ai-2021	795	36	has	have	VBZ
stanford-ai-2021	795	37	jumped	jump	VBN
stanford-ai-2021	795	38	by	by	IN
stanford-ai-2021	795	39	almost	almost	RB
stanford-ai-2021	795	40	60	60	CD
stanford-ai-2021	795	41	%	%	NN
stanford-ai-2021	795	42	in	in	IN
stanford-ai-2021	795	43	the	the	DT
stanford-ai-2021	795	44	past	past	JJ
stanford-ai-2021	795	45	four	four	CD
stanford-ai-2021	795	46	academic	academic	JJ
stanford-ai-2021	795	47	years	year	NNS
stanford-ai-2021	795	48	(	(	-LRB-
stanford-ai-2021	795	49	Figure	figure	NN
stanford-ai-2021	795	50	4.1.2).3	4.1.2).3	CD
stanford-ai-2021	795	51	The	the	DT
stanford-ai-2021	795	52	slight	slight	JJ
stanford-ai-2021	795	53	drop	drop	NN
stanford-ai-2021	795	54	in	in	IN
stanford-ai-2021	795	55	enrollment	enrollment	NN
stanford-ai-2021	795	56	in	in	IN
stanford-ai-2021	795	57	the	the	DT
stanford-ai-2021	795	58	intro	intro	NN
stanford-ai-2021	795	59	-	-	HYPH
stanford-ai-2021	795	60	level	level	NN
stanford-ai-2021	795	61	AI	ai	NN
stanford-ai-2021	795	62	and	and	CC
stanford-ai-2021	795	63	ML	ML	NNP
stanford-ai-2021	795	64	courses	course	NNS
stanford-ai-2021	795	65	in	in	IN
stanford-ai-2021	795	66	AY	AY	NNP
stanford-ai-2021	795	67	2019–20	2019–20	CD
stanford-ai-2021	795	68	is	be	VBZ
stanford-ai-2021	795	69	mostly	mostly	RB
stanford-ai-2021	795	70	driven	drive	VBN
stanford-ai-2021	795	71	by	by	IN
stanford-ai-2021	795	72	the	the	DT
stanford-ai-2021	795	73	decrease	decrease	NN
stanford-ai-2021	795	74	in	in	IN
stanford-ai-2021	795	75	the	the	DT
stanford-ai-2021	795	76	number	number	NN
stanford-ai-2021	795	77	of	of	IN
stanford-ai-2021	795	78	course	course	NN
stanford-ai-2021	795	79	offerings	offering	NNS
stanford-ai-2021	795	80	at	at	IN
stanford-ai-2021	795	81	U.S.	U.S.	NNP
stanford-ai-2021	795	82	universities	university	NNS
stanford-ai-2021	795	83	.	.	.
stanford-ai-2021	796	1	Intro	intro	JJ
stanford-ai-2021	796	2	-	-	HYPH
stanford-ai-2021	796	3	level	level	NN
stanford-ai-2021	796	4	course	course	NN
stanford-ai-2021	796	5	enrollment	enrollment	NN
stanford-ai-2021	796	6	1	1	CD
stanford-ai-2021	796	7	The	the	DT
stanford-ai-2021	796	8	survey	survey	NN
stanford-ai-2021	796	9	was	be	VBD
stanford-ai-2021	796	10	distributed	distribute	VBN
stanford-ai-2021	796	11	to	to	IN
stanford-ai-2021	796	12	73	73	CD
stanford-ai-2021	796	13	universities	university	NNS
stanford-ai-2021	796	14	online	online	RB
stanford-ai-2021	796	15	over	over	IN
stanford-ai-2021	796	16	three	three	CD
stanford-ai-2021	796	17	waves	wave	NNS
stanford-ai-2021	796	18	from	from	IN
stanford-ai-2021	796	19	November	November	NNP
stanford-ai-2021	796	20	2020	2020	CD
stanford-ai-2021	796	21	to	to	IN
stanford-ai-2021	796	22	January	January	NNP
stanford-ai-2021	796	23	2021	2021	CD
stanford-ai-2021	796	24	and	and	CC
stanford-ai-2021	796	25	completed	complete	VBN
stanford-ai-2021	796	26	by	by	IN
stanford-ai-2021	796	27	18	18	CD
stanford-ai-2021	796	28	universities	university	NNS
stanford-ai-2021	796	29	,	,	,
stanford-ai-2021	796	30	a	a	DT
stanford-ai-2021	796	31	24.7	24.7	CD
stanford-ai-2021	796	32	%	%	NN
stanford-ai-2021	796	33	response	response	NN
stanford-ai-2021	796	34	rate	rate	NN
stanford-ai-2021	796	35	.	.	.
stanford-ai-2021	797	1	The	the	DT
stanford-ai-2021	797	2	18	18	CD
stanford-ai-2021	797	3	universities	university	NNS
stanford-ai-2021	797	4	are	be	VBP
stanford-ai-2021	797	5	—	—	:
stanford-ai-2021	797	6	Belgium	Belgium	NNP
stanford-ai-2021	797	7	:	:	:
stanford-ai-2021	797	8	Katholieke	Katholieke	NNP
stanford-ai-2021	797	9	Universiteit	Universiteit	NNP
stanford-ai-2021	797	10	Leuven	Leuven	NNP
stanford-ai-2021	797	11	;	;	:
stanford-ai-2021	797	12	Canada	Canada	NNP
stanford-ai-2021	797	13	:	:	:
stanford-ai-2021	797	14	McGill	McGill	NNP
stanford-ai-2021	797	15	University	University	NNP
stanford-ai-2021	797	16	;	;	:
stanford-ai-2021	797	17	China	China	NNP
stanford-ai-2021	797	18	:	:	:
stanford-ai-2021	797	19	Shanghai	Shanghai	NNP
stanford-ai-2021	797	20	Jiao	Jiao	NNP
stanford-ai-2021	797	21	Tong	Tong	NNP
stanford-ai-2021	797	22	University	University	NNP
stanford-ai-2021	797	23	,	,	,
stanford-ai-2021	797	24	Tsinghua	Tsinghua	NNP
stanford-ai-2021	797	25	University	University	NNP
stanford-ai-2021	797	26	;	;	:
stanford-ai-2021	797	27	Germany	Germany	NNP
stanford-ai-2021	797	28	:	:	:
stanford-ai-2021	797	29	Ludwig	Ludwig	NNP
stanford-ai-2021	797	30	Maximilian	Maximilian	NNP
stanford-ai-2021	797	31	University	University	NNP
stanford-ai-2021	797	32	of	of	IN
stanford-ai-2021	797	33	Munich	Munich	NNP
stanford-ai-2021	797	34	,	,	,
stanford-ai-2021	797	35	Technical	Technical	NNP
stanford-ai-2021	797	36	University	University	NNP
stanford-ai-2021	797	37	of	of	IN
stanford-ai-2021	797	38	Munich	Munich	NNP
stanford-ai-2021	797	39	;	;	:
stanford-ai-2021	797	40	Russia	Russia	NNP
stanford-ai-2021	797	41	:	:	:
stanford-ai-2021	797	42	Higher	Higher	NNP
stanford-ai-2021	797	43	School	School	NNP
stanford-ai-2021	797	44	of	of	IN
stanford-ai-2021	797	45	Economics	Economics	NNP
stanford-ai-2021	797	46	,	,	,
stanford-ai-2021	797	47	Moscow	Moscow	NNP
stanford-ai-2021	797	48	Institute	Institute	NNP
stanford-ai-2021	797	49	of	of	IN
stanford-ai-2021	797	50	Physics	Physics	NNP
stanford-ai-2021	797	51	and	and	CC
stanford-ai-2021	797	52	Technology	Technology	NNP
stanford-ai-2021	797	53	;	;	:
stanford-ai-2021	797	54	Switzerland	Switzerland	NNP
stanford-ai-2021	797	55	:	:	:
stanford-ai-2021	797	56	École	École	NNP
stanford-ai-2021	797	57	Polytechnique	Polytechnique	NNP
stanford-ai-2021	797	58	Fédérale	Fédérale	NNP
stanford-ai-2021	797	59	de	de	IN
stanford-ai-2021	797	60	Lausanne	Lausanne	NNP
stanford-ai-2021	797	61	;	;	:
stanford-ai-2021	797	62	United	United	NNP
stanford-ai-2021	797	63	Kingdom	Kingdom	NNP
stanford-ai-2021	797	64	:	:	:
stanford-ai-2021	797	65	University	University	NNP
stanford-ai-2021	797	66	of	of	IN
stanford-ai-2021	797	67	Cambridge	Cambridge	NNP
stanford-ai-2021	797	68	;	;	:
stanford-ai-2021	797	69	United	United	NNP
stanford-ai-2021	797	70	States	States	NNP
stanford-ai-2021	797	71	:	:	:
stanford-ai-2021	797	72	California	California	NNP
stanford-ai-2021	797	73	Institute	Institute	NNP
stanford-ai-2021	797	74	of	of	IN
stanford-ai-2021	797	75	Technology	Technology	NNP
stanford-ai-2021	797	76	,	,	,
stanford-ai-2021	797	77	Carnegie	Carnegie	NNP
stanford-ai-2021	797	78	Mellon	Mellon	NNP
stanford-ai-2021	797	79	University	University	NNP
stanford-ai-2021	797	80	(	(	-LRB-
stanford-ai-2021	797	81	Department	Department	NNP
stanford-ai-2021	797	82	of	of	IN
stanford-ai-2021	797	83	Machine	Machine	NNP
stanford-ai-2021	797	84	Learning	Learning	NNP
stanford-ai-2021	797	85	)	)	-RRB-
stanford-ai-2021	797	86	,	,	,
stanford-ai-2021	797	87	Columbia	Columbia	NNP
stanford-ai-2021	797	88	University	University	NNP
stanford-ai-2021	797	89	,	,	,
stanford-ai-2021	797	90	Harvard	Harvard	NNP
stanford-ai-2021	797	91	University	University	NNP
stanford-ai-2021	797	92	,	,	,
stanford-ai-2021	797	93	Stanford	Stanford	NNP
stanford-ai-2021	797	94	University	University	NNP
stanford-ai-2021	797	95	,	,	,
stanford-ai-2021	797	96	University	University	NNP
stanford-ai-2021	797	97	of	of	IN
stanford-ai-2021	797	98	Wisconsin	Wisconsin	NNP
stanford-ai-2021	797	99	–	–	:
stanford-ai-2021	797	100	Madison	Madison	NNP
stanford-ai-2021	797	101	,	,	,
stanford-ai-2021	797	102	University	University	NNP
stanford-ai-2021	797	103	of	of	IN
stanford-ai-2021	797	104	Texas	Texas	NNP
stanford-ai-2021	797	105	at	at	IN
stanford-ai-2021	797	106	Austin	Austin	NNP
stanford-ai-2021	797	107	,	,	,
stanford-ai-2021	797	108	Yale	Yale	NNP
stanford-ai-2021	797	109	University	University	NNP
stanford-ai-2021	797	110	.	.	.
stanford-ai-2021	798	1	2	2	LS
stanford-ai-2021	798	2	See	see	VB
stanford-ai-2021	798	3	here	here	RB
stanford-ai-2021	798	4	for	for	IN
stanford-ai-2021	798	5	a	a	DT
stanford-ai-2021	798	6	list	list	NN
stanford-ai-2021	798	7	of	of	IN
stanford-ai-2021	798	8	keywords	keyword	NNS
stanford-ai-2021	798	9	on	on	IN
stanford-ai-2021	798	10	practical	practical	JJ
stanford-ai-2021	798	11	artificial	artificial	JJ
stanford-ai-2021	798	12	intelligence	intelligence	NN
stanford-ai-2021	798	13	models	model	NNS
stanford-ai-2021	798	14	provided	provide	VBN
stanford-ai-2021	798	15	to	to	IN
stanford-ai-2021	798	16	the	the	DT
stanford-ai-2021	798	17	survey	survey	NN
stanford-ai-2021	798	18	respondents	respondent	NNS
stanford-ai-2021	798	19	.	.	.
stanford-ai-2021	799	1	A	a	DT
stanford-ai-2021	799	2	course	course	NN
stanford-ai-2021	799	3	is	be	VBZ
stanford-ai-2021	799	4	defined	define	VBN
stanford-ai-2021	799	5	as	as	IN
stanford-ai-2021	799	6	a	a	DT
stanford-ai-2021	799	7	set	set	NN
stanford-ai-2021	799	8	of	of	IN
stanford-ai-2021	799	9	classes	class	NNS
stanford-ai-2021	799	10	that	that	WDT
stanford-ai-2021	799	11	require	require	VBP
stanford-ai-2021	799	12	a	a	DT
stanford-ai-2021	799	13	minimum	minimum	NN
stanford-ai-2021	799	14	of	of	IN
stanford-ai-2021	799	15	2.5	2.5	CD
stanford-ai-2021	799	16	class	class	NN
stanford-ai-2021	799	17	hours	hour	NNS
stanford-ai-2021	799	18	(	(	-LRB-
stanford-ai-2021	799	19	including	include	VBG
stanford-ai-2021	799	20	lecture	lecture	NN
stanford-ai-2021	799	21	,	,	,
stanford-ai-2021	799	22	lab	lab	NN
stanford-ai-2021	799	23	,	,	,
stanford-ai-2021	799	24	TA	TA	NNP
stanford-ai-2021	799	25	hours	hour	NNS
stanford-ai-2021	799	26	,	,	,
stanford-ai-2021	799	27	etc	etc	FW
stanford-ai-2021	799	28	.	.	.
stanford-ai-2021	799	29	)	)	-RRB-
stanford-ai-2021	800	1	per	per	IN
stanford-ai-2021	800	2	week	week	NN
stanford-ai-2021	800	3	for	for	IN
stanford-ai-2021	800	4	at	at	RB
stanford-ai-2021	800	5	least	least	RBS
stanford-ai-2021	800	6	10	10	CD
stanford-ai-2021	800	7	weeks	week	NNS
stanford-ai-2021	800	8	in	in	IN
stanford-ai-2021	800	9	total	total	NN
stanford-ai-2021	800	10	.	.	.
stanford-ai-2021	801	1	Multiple	multiple	JJ
stanford-ai-2021	801	2	courses	course	NNS
stanford-ai-2021	801	3	with	with	IN
stanford-ai-2021	801	4	the	the	DT
stanford-ai-2021	801	5	same	same	JJ
stanford-ai-2021	801	6	titles	title	NNS
stanford-ai-2021	801	7	and	and	CC
stanford-ai-2021	801	8	numbers	number	NNS
stanford-ai-2021	801	9	count	count	VBP
stanford-ai-2021	801	10	as	as	IN
stanford-ai-2021	801	11	one	one	CD
stanford-ai-2021	801	12	course	course	NN
stanford-ai-2021	801	13	.	.	.
stanford-ai-2021	802	1	3	3	CD
stanford-ai-2021	802	2	For	for	IN
stanford-ai-2021	802	3	universities	university	NNS
stanford-ai-2021	802	4	that	that	WDT
stanford-ai-2021	802	5	have	have	VBP
stanford-ai-2021	802	6	a	a	DT
stanford-ai-2021	802	7	cap	cap	NN
stanford-ai-2021	802	8	on	on	IN
stanford-ai-2021	802	9	course	course	NN
stanford-ai-2021	802	10	registration	registration	NN
stanford-ai-2021	802	11	,	,	,
stanford-ai-2021	802	12	the	the	DT
stanford-ai-2021	802	13	number	number	NN
stanford-ai-2021	802	14	of	of	IN
stanford-ai-2021	802	15	students	student	NNS
stanford-ai-2021	802	16	who	who	WP
stanford-ai-2021	802	17	attempted	attempt	VBD
stanford-ai-2021	802	18	to	to	TO
stanford-ai-2021	802	19	enroll	enroll	VB
stanford-ai-2021	802	20	in	in	IN
stanford-ai-2021	802	21	the	the	DT
stanford-ai-2021	802	22	intro	intro	NN
stanford-ai-2021	802	23	-	-	HYPH
stanford-ai-2021	802	24	level	level	NN
stanford-ai-2021	802	25	AI	ai	NN
stanford-ai-2021	802	26	and	and	CC
stanford-ai-2021	802	27	ML	ML	NNP
stanford-ai-2021	802	28	courses	course	NNS
stanford-ai-2021	802	29	are	be	VBP
stanford-ai-2021	802	30	included	include	VBN
stanford-ai-2021	802	31	.	.	.
stanford-ai-2021	803	1	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	803	2	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	803	3	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings	NNP
stanford-ai-2021	803	4	https://drive.google.com/file/d/11w_XMEdC_KkbRQqE-ThrfHunw8EDYsaR/view?usp=sharing	https://drive.google.com/file/d/11w_xmedc_kkbrqqe-thrfhunw8edysar/view?usp=share	VBG
stanford-ai-2021	803	5	TA	TA	NNP
stanford-ai-2021	803	6	B	B	NNP
stanford-ai-2021	803	7	L	l	NN
stanford-ai-2021	803	8	E	e	NN
stanford-ai-2021	803	9	O	o	NN
stanford-ai-2021	803	10	F	f	NN
stanford-ai-2021	803	11	C	c	NN
stanford-ai-2021	803	12	O	o	NN
stanford-ai-2021	803	13	N	n	NN
stanford-ai-2021	803	14	T	t	NN
stanford-ai-2021	803	15	E	e	NN
stanford-ai-2021	803	16	N	n	NN
stanford-ai-2021	803	17	T	t	NN
stanford-ai-2021	803	18	S	s	NN
stanford-ai-2021	803	19	1	1	CD
stanford-ai-2021	803	20	1	1	CD
stanford-ai-2021	803	21	2C	2c	CD
stanford-ai-2021	803	22	H	h	NN
stanford-ai-2021	803	23	A	a	NN
stanford-ai-2021	803	24	P	p	NN
stanford-ai-2021	803	25	T	t	NN
stanford-ai-2021	803	26	E	e	NN
stanford-ai-2021	803	27	R	r	NN
stanford-ai-2021	803	28	4	4	CD
stanford-ai-2021	803	29	P	p	NN
stanford-ai-2021	803	30	R	r	NN
stanford-ai-2021	803	31	E	e	NN
stanford-ai-2021	803	32	V	v	NN
stanford-ai-2021	803	33	I	i	NN
stanford-ai-2021	803	34	E	e	NN
stanford-ai-2021	803	35	W	W	NNP
stanford-ai-2021	803	36	Artificial	Artificial	NNP
stanford-ai-2021	803	37	Intelligence	Intelligence	NNP
stanford-ai-2021	803	38	Index	Index	NNP
stanford-ai-2021	803	39	Report	Report	NNP
stanford-ai-2021	803	40	2021	2021	CD
stanford-ai-2021	803	41	2016	2016	CD
stanford-ai-2021	803	42	-	-	SYM
stanford-ai-2021	803	43	17	17	CD
stanford-ai-2021	803	44	2017	2017	CD
stanford-ai-2021	803	45	-	-	SYM
stanford-ai-2021	803	46	18	18	CD
stanford-ai-2021	803	47	2018	2018	CD
stanford-ai-2021	803	48	-	-	SYM
stanford-ai-2021	803	49	19	19	CD
stanford-ai-2021	803	50	2019	2019	CD
stanford-ai-2021	803	51	-	-	SYM
stanford-ai-2021	803	52	20	20	CD
stanford-ai-2021	803	53	0	0	CD
stanford-ai-2021	803	54	%	%	NN
stanford-ai-2021	803	55	50	50	CD
stanford-ai-2021	803	56	%	%	NN
stanford-ai-2021	803	57	100	100	CD
stanford-ai-2021	803	58	%	%	NN
stanford-ai-2021	803	59	150	150	CD
stanford-ai-2021	803	60	%	%	NN
stanford-ai-2021	803	61	P	p	NN
stanford-ai-2021	803	62	er	er	UH
stanford-ai-2021	803	63	ce	ce	NNP
stanford-ai-2021	803	64	n	n	XX
stanford-ai-2021	803	65	ta	ta	NNP
stanford-ai-2021	803	66	g	g	NNP
stanford-ai-2021	803	67	e	e	NNP
stanford-ai-2021	803	68	C	C	NNP
stanford-ai-2021	803	69	h	h	NN
stanford-ai-2021	803	70	an	an	DT
stanford-ai-2021	803	71	g	g	NN
stanford-ai-2021	803	72	e	e	NN
stanford-ai-2021	803	73	(	(	-LRB-
stanford-ai-2021	803	74	2	2	CD
stanford-ai-2021	803	75	0	0	CD
stanford-ai-2021	803	76	16	16	CD
stanford-ai-2021	803	77	-1	-1	.
stanford-ai-2021	803	78	7=	7=	NNP
stanford-ai-2021	803	79	1	1	CD
stanford-ai-2021	803	80	)	)	-RRB-
stanford-ai-2021	803	81	165.1	165.1	CD
stanford-ai-2021	803	82	%	%	NN
stanford-ai-2021	803	83	,	,	,
stanford-ai-2021	803	84	EU	EU	NNP
stanford-ai-2021	803	85	21.0	21.0	CD
stanford-ai-2021	803	86	%	%	NN
stanford-ai-2021	803	87	,	,	,
stanford-ai-2021	803	88	US	US	NNP
stanford-ai-2021	803	89	PERCENTAGE	percentage	NN
stanford-ai-2021	803	90	CHANGE	CHANGE	NNS
stanford-ai-2021	803	91	in	in	IN
stanford-ai-2021	803	92	the	the	DT
stanford-ai-2021	803	93	NUMBER	NUMBER	NNP
stanford-ai-2021	803	94	of	of	IN
stanford-ai-2021	803	95	STUDENTS	student	NNS
stanford-ai-2021	803	96	WHO	who	WP
stanford-ai-2021	803	97	ENROLLED	enrol	VBD
stanford-ai-2021	803	98	or	or	CC
stanford-ai-2021	803	99	ATTEMPTED	attempt	VBD
stanford-ai-2021	803	100	to	to	TO
stanford-ai-2021	803	101	ENROLL	enroll	VB
stanford-ai-2021	803	102	in	in	IN
stanford-ai-2021	803	103	INTRO	intro	NN
stanford-ai-2021	803	104	to	to	IN
stanford-ai-2021	803	105	AI	AI	NNP
stanford-ai-2021	803	106	and	and	CC
stanford-ai-2021	803	107	INTRO	INTRO	NNP
stanford-ai-2021	803	108	to	to	IN
stanford-ai-2021	803	109	ML	ML	NNP
stanford-ai-2021	803	110	COURSES	COURSES	NNP
stanford-ai-2021	803	111	by	by	IN
stanford-ai-2021	803	112	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	803	113	AREA	AREA	NNP
stanford-ai-2021	803	114	,	,	,
stanford-ai-2021	803	115	AY	AY	NNP
stanford-ai-2021	803	116	2016	2016	CD
stanford-ai-2021	803	117	-	-	SYM
stanford-ai-2021	803	118	20	20	CD
stanford-ai-2021	803	119	Source	source	NN
stanford-ai-2021	803	120	:	:	:
stanford-ai-2021	803	121	AI	AI	NNP
stanford-ai-2021	803	122	Index	Index	NNP
stanford-ai-2021	803	123	,	,	,
stanford-ai-2021	803	124	2020	2020	CD
stanford-ai-2021	803	125	|	|	NNP
stanford-ai-2021	803	126	Chart	Chart	NNP
stanford-ai-2021	803	127	:	:	:
stanford-ai-2021	803	128	2021	2021	CD
stanford-ai-2021	803	129	AI	AI	NNP
stanford-ai-2021	803	130	Index	Index	NNP
stanford-ai-2021	803	131	Report	Report	NNP
stanford-ai-2021	803	132	in	in	IN
stanford-ai-2021	803	133	the	the	DT
stanford-ai-2021	803	134	European	European	NNP
stanford-ai-2021	803	135	Union	Union	NNP
stanford-ai-2021	803	136	has	have	VBZ
stanford-ai-2021	803	137	gradually	gradually	RB
stanford-ai-2021	803	138	increased	increase	VBN
stanford-ai-2021	803	139	by	by	IN
stanford-ai-2021	803	140	165	165	CD
stanford-ai-2021	803	141	%	%	NN
stanford-ai-2021	803	142	in	in	IN
stanford-ai-2021	803	143	the	the	DT
stanford-ai-2021	803	144	past	past	JJ
stanford-ai-2021	803	145	four	four	CD
stanford-ai-2021	803	146	academic	academic	JJ
stanford-ai-2021	803	147	years	year	NNS
stanford-ai-2021	803	148	,	,	,
stanford-ai-2021	803	149	while	while	IN
stanford-ai-2021	803	150	such	such	JJ
stanford-ai-2021	803	151	enrollment	enrollment	NN
stanford-ai-2021	803	152	in	in	IN
stanford-ai-2021	803	153	the	the	DT
stanford-ai-2021	803	154	United	United	NNP
stanford-ai-2021	803	155	States	States	NNP
stanford-ai-2021	803	156	has	have	VBZ
stanford-ai-2021	803	157	seen	see	VBN
stanford-ai-2021	803	158	a	a	DT
stanford-ai-2021	803	159	clear	clear	JJ
stanford-ai-2021	803	160	dip	dip	NN
stanford-ai-2021	803	161	in	in	IN
stanford-ai-2021	803	162	growth	growth	NN
stanford-ai-2021	803	163	in	in	IN
stanford-ai-2021	803	164	the	the	DT
stanford-ai-2021	803	165	last	last	JJ
stanford-ai-2021	803	166	academic	academic	JJ
stanford-ai-2021	803	167	year	year	NN
stanford-ai-2021	803	168	(	(	-LRB-
stanford-ai-2021	803	169	Figure	Figure	NNP
stanford-ai-2021	803	170	4.1.3	4.1.3	CD
stanford-ai-2021	803	171	)	)	-RRB-
stanford-ai-2021	803	172	.	.	.
stanford-ai-2021	804	1	Six	six	CD
stanford-ai-2021	804	2	of	of	IN
stanford-ai-2021	804	3	the	the	DT
stanford-ai-2021	804	4	eight	eight	CD
stanford-ai-2021	804	5	U.S.	U.S.	NNP
stanford-ai-2021	804	6	universities	university	NNS
stanford-ai-2021	804	7	surveyed	survey	VBN
stanford-ai-2021	804	8	say	say	VBP
stanford-ai-2021	804	9	that	that	IN
stanford-ai-2021	804	10	the	the	DT
stanford-ai-2021	804	11	number	number	NN
stanford-ai-2021	804	12	of	of	IN
stanford-ai-2021	804	13	(	(	-LRB-
stanford-ai-2021	804	14	attempted	attempt	VBN
stanford-ai-2021	804	15	)	)	-RRB-
stanford-ai-2021	804	16	enrollments	enrollment	NNS
stanford-ai-2021	804	17	for	for	IN
stanford-ai-2021	804	18	the	the	DT
stanford-ai-2021	804	19	introductory	introductory	JJ
stanford-ai-2021	804	20	AI	ai	NN
stanford-ai-2021	804	21	and	and	CC
stanford-ai-2021	804	22	ML	ML	NNP
stanford-ai-2021	804	23	courses	course	NNS
stanford-ai-2021	804	24	has	have	VBZ
stanford-ai-2021	804	25	decreased	decrease	VBN
stanford-ai-2021	804	26	within	within	IN
stanford-ai-2021	804	27	the	the	DT
stanford-ai-2021	804	28	last	last	JJ
stanford-ai-2021	804	29	year	year	NN
stanford-ai-2021	804	30	.	.	.
stanford-ai-2021	805	1	Some	some	DT
stanford-ai-2021	805	2	universities	university	NNS
stanford-ai-2021	805	3	cited	cite	VBD
stanford-ai-2021	805	4	students	student	NNS
stanford-ai-2021	805	5	taking	take	VBG
stanford-ai-2021	805	6	leaves	leave	NNS
stanford-ai-2021	805	7	during	during	IN
stanford-ai-2021	805	8	the	the	DT
stanford-ai-2021	805	9	pandemic	pandemic	NN
stanford-ai-2021	805	10	as	as	IN
stanford-ai-2021	805	11	the	the	DT
stanford-ai-2021	805	12	main	main	JJ
stanford-ai-2021	805	13	cause	cause	NN
stanford-ai-2021	805	14	of	of	IN
stanford-ai-2021	805	15	the	the	DT
stanford-ai-2021	805	16	drop	drop	NN
stanford-ai-2021	805	17	;	;	:
stanford-ai-2021	805	18	others	other	NNS
stanford-ai-2021	805	19	mentioned	mention	VBD
stanford-ai-2021	805	20	structural	structural	JJ
stanford-ai-2021	805	21	changes	change	NNS
stanford-ai-2021	805	22	in	in	IN
stanford-ai-2021	805	23	intro	intro	FW
stanford-ai-2021	805	24	-	-	HYPH
stanford-ai-2021	805	25	level	level	NN
stanford-ai-2021	805	26	AI	AI	NNP
stanford-ai-2021	805	27	course	course	NN
stanford-ai-2021	805	28	offerings	offering	NNS
stanford-ai-2021	805	29	—	—	:
stanford-ai-2021	805	30	such	such	JJ
stanford-ai-2021	805	31	as	as	IN
stanford-ai-2021	805	32	creating	create	VBG
stanford-ai-2021	805	33	Intro	Intro	NNP
stanford-ai-2021	805	34	to	to	IN
stanford-ai-2021	805	35	Data	Data	NNP
stanford-ai-2021	805	36	Science	Science	NNP
stanford-ai-2021	805	37	last	last	JJ
stanford-ai-2021	805	38	year	year	NN
stanford-ai-2021	805	39	—	—	:
stanford-ai-2021	805	40	that	that	WDT
stanford-ai-2021	805	41	may	may	MD
stanford-ai-2021	805	42	have	have	VB
stanford-ai-2021	805	43	driven	drive	VBN
stanford-ai-2021	805	44	students	student	NNS
stanford-ai-2021	805	45	away	away	RB
stanford-ai-2021	805	46	from	from	IN
stanford-ai-2021	805	47	traditional	traditional	JJ
stanford-ai-2021	805	48	intro	intro	NNS
stanford-ai-2021	805	49	to	to	IN
stanford-ai-2021	805	50	AI	AI	NNP
stanford-ai-2021	805	51	and	and	CC
stanford-ai-2021	805	52	ML	ML	NNP
stanford-ai-2021	805	53	courses	course	NNS
stanford-ai-2021	805	54	.	.	.
stanford-ai-2021	806	1	C	c	NN
stanford-ai-2021	806	2	H	h	NN
stanford-ai-2021	806	3	A	a	NN
stanford-ai-2021	806	4	P	p	NN
stanford-ai-2021	806	5	T	t	NN
stanford-ai-2021	806	6	E	e	NN
stanford-ai-2021	806	7	R	r	NN
stanford-ai-2021	806	8	4	4	CD
stanford-ai-2021	806	9	:	:	:
stanford-ai-2021	806	10	A	a	DT
stanford-ai-2021	806	11	I	i	NN
stanford-ai-2021	806	12	E	e	NN
stanford-ai-2021	806	13	D	d	NN
stanford-ai-2021	806	14	U	u	NN
stanford-ai-2021	806	15	C	c	NN
stanford-ai-2021	806	16	AT	at	IN
stanford-ai-2021	806	17	I	i	NN
stanford-ai-2021	806	18	O	o	NN
stanford-ai-2021	806	19	N	n	NN
stanford-ai-2021	806	20	4	4	CD
stanford-ai-2021	806	21	.1	.1	NN
stanford-ai-2021	806	22	S	s	NN
stanford-ai-2021	806	23	TAT	tat	NN
stanford-ai-2021	806	24	E	e	NN
stanford-ai-2021	806	25	O	o	NN
stanford-ai-2021	806	26	F	f	NN
stanford-ai-2021	806	27	A	a	NN
stanford-ai-2021	806	28	I	i	NN
stanford-ai-2021	806	29	E	e	NN
stanford-ai-2021	806	30	D	d	NN
stanford-ai-2021	806	31	U	u	NN
stanford-ai-2021	806	32	C	c	NN
stanford-ai-2021	806	33	AT	at	IN
stanford-ai-2021	806	34	I	i	NN
stanford-ai-2021	806	35	O	o	NN
stanford-ai-2021	806	36	N	n	NN
stanford-ai-2021	806	37	I	i	NN
stanford-ai-2021	806	38	N	n	CC
stanford-ai-2021	806	39	H	h	NN
stanford-ai-2021	806	40	I	i	NN
stanford-ai-2021	806	41	G	g	NN
stanford-ai-2021	806	42	H	h	NN
stanford-ai-2021	806	43	E	e	NN
stanford-ai-2021	806	44	R	r	NN
stanford-ai-2021	806	45	E	e	NN
stanford-ai-2021	806	46	D	d	NN
stanford-ai-2021	806	47	U	u	NN
stanford-ai-2021	806	48	C	c	NN
stanford-ai-2021	806	49	AT	at	IN
stanford-ai-2021	806	50	I	i	NN
stanford-ai-2021	806	51	O	o	NN
stanford-ai-2021	806	52	N	n	NN
stanford-ai-2021	806	53	I	i	NN
stanford-ai-2021	806	54	N	n	NN
stanford-ai-2021	806	55	S	s	NN
stanford-ai-2021	806	56	T	t	NN
stanford-ai-2021	806	57	I	i	NN
stanford-ai-2021	806	58	T	t	NN
stanford-ai-2021	806	59	U	u	NN
stanford-ai-2021	806	60	T	t	NN
stanford-ai-2021	806	61	I	i	NN
stanford-ai-2021	806	62	O	o	NN
stanford-ai-2021	806	63	N	n	NN
stanford-ai-2021	806	64	S	S	NNP
stanford-ai-2021	806	65	2016	2016	CD
stanford-ai-2021	806	66	-	-	SYM
stanford-ai-2021	806	67	17	17	CD
stanford-ai-2021	806	68	2017	2017	CD
stanford-ai-2021	806	69	-	-	SYM
stanford-ai-2021	806	70	18	18	CD
stanford-ai-2021	806	71	2018	2018	CD
stanford-ai-2021	806	72	-	-	SYM
stanford-ai-2021	806	73	19	19	CD
stanford-ai-2021	806	74	2019	2019	CD
stanford-ai-2021	806	75	-	-	SYM
stanford-ai-2021	806	76	20	20	CD
stanford-ai-2021	806	77	0	0	CD
stanford-ai-2021	806	78	2,000	2,000	CD
stanford-ai-2021	806	79	4,000	4,000	CD
stanford-ai-2021	806	80	6,000	6,000	CD
stanford-ai-2021	806	81	8,000	8,000	CD
stanford-ai-2021	806	82	10,000	10,000	CD
stanford-ai-2021	806	83	N	N	NNP
stanford-ai-2021	806	84	u	u	NNP
stanford-ai-2021	806	85	m	m	NNP
stanford-ai-2021	806	86	b	b	NNP
stanford-ai-2021	806	87	er	er	UH
stanford-ai-2021	806	88	o	o	XX
stanford-ai-2021	806	89	f	f	NNP
stanford-ai-2021	806	90	S	S	NNP
stanford-ai-2021	806	91	tu	tu	NNP
stanford-ai-2021	806	92	d	d	NNP
stanford-ai-2021	806	93	en	en	IN
stanford-ai-2021	806	94	ts	ts	DT
stanford-ai-2021	806	95	NUMBER	number	NN
stanford-ai-2021	806	96	of	of	IN
stanford-ai-2021	806	97	STUDENTS	student	NNS
stanford-ai-2021	806	98	WHO	who	WP
stanford-ai-2021	806	99	ENROLLED	enrol	VBD
stanford-ai-2021	806	100	or	or	CC
stanford-ai-2021	806	101	ATTEMPTED	attempt	VBD
stanford-ai-2021	806	102	to	to	TO
stanford-ai-2021	806	103	ENROLL	enroll	VB
stanford-ai-2021	806	104	in	in	IN
stanford-ai-2021	806	105	INTRO	intro	NN
stanford-ai-2021	806	106	to	to	IN
stanford-ai-2021	806	107	AI	AI	NNP
stanford-ai-2021	806	108	and	and	CC
stanford-ai-2021	806	109	INTRO	INTRO	NNP
stanford-ai-2021	806	110	to	to	IN
stanford-ai-2021	806	111	ML	ML	NNP
stanford-ai-2021	806	112	COURSES	COURSES	NNP
stanford-ai-2021	806	113	,	,	,
stanford-ai-2021	806	114	AY	AY	NNP
stanford-ai-2021	806	115	2016	2016	CD
stanford-ai-2021	806	116	-	-	SYM
stanford-ai-2021	806	117	20	20	CD
stanford-ai-2021	806	118	Source	source	NN
stanford-ai-2021	806	119	:	:	:
stanford-ai-2021	806	120	AI	AI	NNP
stanford-ai-2021	806	121	Index	Index	NNP
stanford-ai-2021	806	122	,	,	,
stanford-ai-2021	806	123	2020	2020	CD
stanford-ai-2021	806	124	|	|	NNP
stanford-ai-2021	806	125	Chart	Chart	NNP
stanford-ai-2021	806	126	:	:	:
stanford-ai-2021	806	127	2021	2021	CD
stanford-ai-2021	806	128	AI	AI	NNP
stanford-ai-2021	806	129	Index	Index	NNP
stanford-ai-2021	806	130	Report	Report	NNP
stanford-ai-2021	806	131	Figure	Figure	NNP
stanford-ai-2021	806	132	4.1.2	4.1.2	NNP
stanford-ai-2021	806	133	Figure	Figure	NNP
stanford-ai-2021	806	134	4.1.3	4.1.3	CD
stanford-ai-2021	806	135	TA	TA	NNP
stanford-ai-2021	806	136	B	b	NN
stanford-ai-2021	806	137	L	l	NN
stanford-ai-2021	806	138	E	e	NN
stanford-ai-2021	806	139	O	o	NN
stanford-ai-2021	806	140	F	f	NN
stanford-ai-2021	806	141	C	c	NN
stanford-ai-2021	806	142	O	o	NN
stanford-ai-2021	806	143	N	n	NN
stanford-ai-2021	806	144	T	t	NN
stanford-ai-2021	806	145	E	e	NN
stanford-ai-2021	806	146	N	n	NN
stanford-ai-2021	806	147	T	t	NN
stanford-ai-2021	806	148	S	s	NN
stanford-ai-2021	806	149	1	1	CD
stanford-ai-2021	806	150	1	1	CD
stanford-ai-2021	806	151	3C	3c	NN
stanford-ai-2021	806	152	H	H	NNP
stanford-ai-2021	806	153	A	a	NN
stanford-ai-2021	806	154	P	p	NN
stanford-ai-2021	806	155	T	t	NN
stanford-ai-2021	806	156	E	e	NN
stanford-ai-2021	806	157	R	r	NN
stanford-ai-2021	806	158	4	4	CD
stanford-ai-2021	806	159	P	p	NN
stanford-ai-2021	806	160	R	r	NN
stanford-ai-2021	806	161	E	e	NN
stanford-ai-2021	806	162	V	v	NN
stanford-ai-2021	806	163	I	i	NN
stanford-ai-2021	806	164	E	e	NN
stanford-ai-2021	806	165	W	W	NNP
stanford-ai-2021	806	166	Artificial	Artificial	NNP
stanford-ai-2021	806	167	Intelligence	Intelligence	NNP
stanford-ai-2021	806	168	Index	Index	NNP
stanford-ai-2021	806	169	Report	Report	NNP
stanford-ai-2021	806	170	2021	2021	CD
stanford-ai-2021	806	171	C	c	NN
stanford-ai-2021	806	172	H	h	NN
stanford-ai-2021	806	173	A	a	NN
stanford-ai-2021	806	174	P	p	NN
stanford-ai-2021	806	175	T	t	NN
stanford-ai-2021	806	176	E	e	NN
stanford-ai-2021	806	177	R	r	NN
stanford-ai-2021	806	178	4	4	CD
stanford-ai-2021	806	179	:	:	:
stanford-ai-2021	806	180	A	a	DT
stanford-ai-2021	806	181	I	i	NN
stanford-ai-2021	806	182	E	e	NN
stanford-ai-2021	806	183	D	d	NN
stanford-ai-2021	806	184	U	u	NN
stanford-ai-2021	806	185	C	c	NN
stanford-ai-2021	806	186	AT	at	IN
stanford-ai-2021	806	187	I	i	NN
stanford-ai-2021	806	188	O	o	NN
stanford-ai-2021	806	189	N	n	NN
stanford-ai-2021	806	190	G	g	NN
stanford-ai-2021	806	191	R	r	NN
stanford-ai-2021	806	192	A	a	NN
stanford-ai-2021	806	193	D	d	NN
stanford-ai-2021	806	194	U	u	NN
stanford-ai-2021	806	195	AT	at	NN
stanford-ai-2021	806	196	E	e	NN
stanford-ai-2021	806	197	A	a	NN
stanford-ai-2021	806	198	I	i	NN
stanford-ai-2021	806	199	C	c	NN
stanford-ai-2021	806	200	O	o	NN
stanford-ai-2021	806	201	U	u	NN
stanford-ai-2021	806	202	R	r	NN
stanford-ai-2021	806	203	S	s	NN
stanford-ai-2021	806	204	E	e	NN
stanford-ai-2021	806	205	O	o	NN
stanford-ai-2021	806	206	F	f	NN
stanford-ai-2021	806	207	F	f	NN
stanford-ai-2021	806	208	E	e	NN
stanford-ai-2021	806	209	R	r	NN
stanford-ai-2021	806	210	I	i	NN
stanford-ai-2021	806	211	N	n	NN
stanford-ai-2021	806	212	G	g	NN
stanford-ai-2021	806	213	S	S	NNP
stanford-ai-2021	806	214	The	the	DT
stanford-ai-2021	806	215	survey	survey	NN
stanford-ai-2021	806	216	also	also	RB
stanford-ai-2021	806	217	looks	look	VBZ
stanford-ai-2021	806	218	at	at	IN
stanford-ai-2021	806	219	course	course	NN
stanford-ai-2021	806	220	offerings	offering	NNS
stanford-ai-2021	806	221	at	at	IN
stanford-ai-2021	806	222	the	the	DT
stanford-ai-2021	806	223	graduate	graduate	NN
stanford-ai-2021	806	224	or	or	CC
stanford-ai-2021	806	225	advanced	advanced	JJ
stanford-ai-2021	806	226	degree	degree	NN
stanford-ai-2021	806	227	level	level	NN
stanford-ai-2021	806	228	,	,	,
stanford-ai-2021	806	229	specifically	specifically	RB
stanford-ai-2021	806	230	at	at	IN
stanford-ai-2021	806	231	graduate	graduate	NN
stanford-ai-2021	806	232	courses	course	NNS
stanford-ai-2021	806	233	that	that	WDT
stanford-ai-2021	806	234	teach	teach	VBP
stanford-ai-2021	806	235	students	student	NNS
stanford-ai-2021	806	236	the	the	DT
stanford-ai-2021	806	237	skills	skill	NNS
stanford-ai-2021	806	238	necessary	necessary	JJ
stanford-ai-2021	806	239	to	to	TO
stanford-ai-2021	806	240	build	build	VB
stanford-ai-2021	806	241	or	or	CC
stanford-ai-2021	806	242	deploy	deploy	VB
stanford-ai-2021	806	243	a	a	DT
stanford-ai-2021	806	244	practical	practical	JJ
stanford-ai-2021	806	245	AI	ai	NN
stanford-ai-2021	806	246	model.4	model.4	:
stanford-ai-2021	806	247	Graduate	Graduate	NNP
stanford-ai-2021	806	248	Courses	Courses	NNPS
stanford-ai-2021	806	249	That	that	IN
stanford-ai-2021	806	250	Focus	Focus	NNP
stanford-ai-2021	806	251	on	on	IN
stanford-ai-2021	806	252	AI	AI	NNP
stanford-ai-2021	806	253	Skills	Skills	NNPS
stanford-ai-2021	806	254	Graduate	Graduate	NNP
stanford-ai-2021	806	255	offerings	offering	NNS
stanford-ai-2021	806	256	that	that	WDT
stanford-ai-2021	806	257	teach	teach	VBP
stanford-ai-2021	806	258	students	student	NNS
stanford-ai-2021	806	259	the	the	DT
stanford-ai-2021	806	260	skills	skill	NNS
stanford-ai-2021	806	261	required	require	VBN
stanford-ai-2021	806	262	to	to	TO
stanford-ai-2021	806	263	build	build	VB
stanford-ai-2021	806	264	or	or	CC
stanford-ai-2021	806	265	deploy	deploy	VB
stanford-ai-2021	806	266	a	a	DT
stanford-ai-2021	806	267	practical	practical	JJ
stanford-ai-2021	806	268	AI	AI	NNP
stanford-ai-2021	806	269	model	model	NN
stanford-ai-2021	806	270	increased	increase	VBD
stanford-ai-2021	806	271	by	by	IN
stanford-ai-2021	806	272	41.7	41.7	CD
stanford-ai-2021	806	273	%	%	NN
stanford-ai-2021	806	274	in	in	IN
stanford-ai-2021	806	275	the	the	DT
stanford-ai-2021	806	276	last	last	JJ
stanford-ai-2021	806	277	four	four	CD
stanford-ai-2021	806	278	academic	academic	JJ
stanford-ai-2021	806	279	years	year	NNS
stanford-ai-2021	806	280	,	,	,
stanford-ai-2021	806	281	from	from	IN
stanford-ai-2021	806	282	151	151	CD
stanford-ai-2021	806	283	courses	course	NNS
stanford-ai-2021	806	284	in	in	IN
stanford-ai-2021	806	285	AY	AY	NNP
stanford-ai-2021	806	286	2016–17	2016–17	CD
stanford-ai-2021	806	287	to	to	IN
stanford-ai-2021	806	288	214	214	CD
stanford-ai-2021	806	289	in	in	IN
stanford-ai-2021	806	290	AY	AY	NNP
stanford-ai-2021	806	291	2019–20	2019–20	CD
stanford-ai-2021	806	292	(	(	-LRB-
stanford-ai-2021	806	293	Figure	Figure	NNP
stanford-ai-2021	806	294	4.1.4	4.1.4	CD
stanford-ai-2021	806	295	)	)	-RRB-
stanford-ai-2021	806	296	.	.	.
stanford-ai-2021	807	1	FAC	FAC	NNP
stanford-ai-2021	807	2	U	U	NNP
stanford-ai-2021	807	3	LT	LT	NNP
stanford-ai-2021	807	4	Y	Y	NNP
stanford-ai-2021	807	5	W	w	NN
stanford-ai-2021	807	6	H	h	NN
stanford-ai-2021	807	7	O	o	NN
stanford-ai-2021	807	8	F	f	NN
stanford-ai-2021	807	9	O	o	NN
stanford-ai-2021	807	10	C	c	NN
stanford-ai-2021	807	11	U	u	NN
stanford-ai-2021	807	12	S	s	NN
stanford-ai-2021	807	13	O	o	NN
stanford-ai-2021	807	14	N	N	NNP
stanford-ai-2021	807	15	A	a	NN
stanford-ai-2021	807	16	I	i	NN
stanford-ai-2021	807	17	R	r	NN
stanford-ai-2021	807	18	E	e	NN
stanford-ai-2021	807	19	S	s	NN
stanford-ai-2021	807	20	E	e	NN
stanford-ai-2021	807	21	A	a	NN
stanford-ai-2021	807	22	R	r	NN
stanford-ai-2021	807	23	C	c	NN
stanford-ai-2021	807	24	H	h	NN
stanford-ai-2021	807	25	As	as	IN
stanford-ai-2021	807	26	shown	show	VBN
stanford-ai-2021	807	27	in	in	IN
stanford-ai-2021	807	28	Figure	Figure	NNP
stanford-ai-2021	807	29	4.1.5	4.1.5	CD
stanford-ai-2021	807	30	,	,	,
stanford-ai-2021	807	31	the	the	DT
stanford-ai-2021	807	32	number	number	NN
stanford-ai-2021	807	33	of	of	IN
stanford-ai-2021	807	34	tenure	tenure	NN
stanford-ai-2021	807	35	-	-	HYPH
stanford-ai-2021	807	36	track	track	NN
stanford-ai-2021	807	37	faculty	faculty	NN
stanford-ai-2021	807	38	with	with	IN
stanford-ai-2021	807	39	a	a	DT
stanford-ai-2021	807	40	primary	primary	JJ
stanford-ai-2021	807	41	research	research	NN
stanford-ai-2021	807	42	focus	focus	NN
stanford-ai-2021	807	43	on	on	IN
stanford-ai-2021	807	44	AI	AI	NNP
stanford-ai-2021	807	45	at	at	IN
stanford-ai-2021	807	46	the	the	DT
stanford-ai-2021	807	47	surveyed	survey	VBN
stanford-ai-2021	807	48	universities	university	NNS
stanford-ai-2021	807	49	grew	grow	VBD
stanford-ai-2021	807	50	significantly	significantly	RB
stanford-ai-2021	807	51	over	over	IN
stanford-ai-2021	807	52	the	the	DT
stanford-ai-2021	807	53	past	past	JJ
stanford-ai-2021	807	54	four	four	CD
stanford-ai-2021	807	55	academic	academic	JJ
stanford-ai-2021	807	56	years	year	NNS
stanford-ai-2021	807	57	,	,	,
stanford-ai-2021	807	58	in	in	IN
stanford-ai-2021	807	59	keeping	keep	VBG
stanford-ai-2021	807	60	with	with	IN
stanford-ai-2021	807	61	the	the	DT
stanford-ai-2021	807	62	rising	rise	VBG
stanford-ai-2021	807	63	demand	demand	NN
stanford-ai-2021	807	64	for	for	IN
stanford-ai-2021	807	65	AI	AI	NNP
stanford-ai-2021	807	66	classes	class	NNS
stanford-ai-2021	807	67	and	and	CC
stanford-ai-2021	807	68	degree	degree	NN
stanford-ai-2021	807	69	programs	program	NNS
stanford-ai-2021	807	70	.	.	.
stanford-ai-2021	808	1	The	the	DT
stanford-ai-2021	808	2	number	number	NN
stanford-ai-2021	808	3	of	of	IN
stanford-ai-2021	808	4	AI-	ai-	NN
stanford-ai-2021	808	5	focused	focus	VBN
stanford-ai-2021	808	6	faculty	faculty	NN
stanford-ai-2021	808	7	grew	grow	VBD
stanford-ai-2021	808	8	by	by	IN
stanford-ai-2021	808	9	59.1	59.1	CD
stanford-ai-2021	808	10	%	%	NN
stanford-ai-2021	808	11	,	,	,
stanford-ai-2021	808	12	from	from	IN
stanford-ai-2021	808	13	105	105	CD
stanford-ai-2021	808	14	in	in	IN
stanford-ai-2021	808	15	AY	AY	NNP
stanford-ai-2021	808	16	2016–17	2016–17	CD
stanford-ai-2021	808	17	to	to	IN
stanford-ai-2021	808	18	167	167	CD
stanford-ai-2021	808	19	in	in	IN
stanford-ai-2021	808	20	AY	AY	NNP
stanford-ai-2021	808	21	2019–20	2019–20	CD
stanford-ai-2021	808	22	.	.	.
stanford-ai-2021	809	1	4	4	LS
stanford-ai-2021	809	2	.1	.1	NN
stanford-ai-2021	809	3	S	s	NN
stanford-ai-2021	809	4	TAT	tat	NN
stanford-ai-2021	809	5	E	e	NN
stanford-ai-2021	809	6	O	o	NN
stanford-ai-2021	809	7	F	f	NN
stanford-ai-2021	809	8	A	a	NN
stanford-ai-2021	809	9	I	i	NN
stanford-ai-2021	809	10	E	e	NN
stanford-ai-2021	809	11	D	d	NN
stanford-ai-2021	809	12	U	u	NN
stanford-ai-2021	809	13	C	c	NN
stanford-ai-2021	809	14	AT	at	IN
stanford-ai-2021	809	15	I	i	NN
stanford-ai-2021	809	16	O	o	NN
stanford-ai-2021	809	17	N	n	NN
stanford-ai-2021	809	18	I	i	NN
stanford-ai-2021	809	19	N	n	CC
stanford-ai-2021	809	20	H	h	NN
stanford-ai-2021	809	21	I	i	NN
stanford-ai-2021	809	22	G	g	NN
stanford-ai-2021	809	23	H	h	NN
stanford-ai-2021	809	24	E	e	NN
stanford-ai-2021	809	25	R	r	NN
stanford-ai-2021	809	26	E	e	NN
stanford-ai-2021	809	27	D	d	NN
stanford-ai-2021	809	28	U	u	NN
stanford-ai-2021	809	29	C	c	NN
stanford-ai-2021	809	30	AT	at	IN
stanford-ai-2021	809	31	I	i	NN
stanford-ai-2021	809	32	O	o	NN
stanford-ai-2021	809	33	N	n	NN
stanford-ai-2021	809	34	I	i	NN
stanford-ai-2021	809	35	N	n	NN
stanford-ai-2021	809	36	S	s	NN
stanford-ai-2021	809	37	T	t	NN
stanford-ai-2021	809	38	I	i	NN
stanford-ai-2021	809	39	T	t	NN
stanford-ai-2021	809	40	U	u	NN
stanford-ai-2021	809	41	T	t	NN
stanford-ai-2021	809	42	I	i	NN
stanford-ai-2021	809	43	O	o	NN
stanford-ai-2021	809	44	N	n	NN
stanford-ai-2021	809	45	S	s	NN
stanford-ai-2021	809	46	4	4	CD
stanford-ai-2021	809	47	See	see	VBP
stanford-ai-2021	809	48	here	here	RB
stanford-ai-2021	809	49	for	for	IN
stanford-ai-2021	809	50	a	a	DT
stanford-ai-2021	809	51	list	list	NN
stanford-ai-2021	809	52	of	of	IN
stanford-ai-2021	809	53	keywords	keyword	NNS
stanford-ai-2021	809	54	on	on	IN
stanford-ai-2021	809	55	practical	practical	JJ
stanford-ai-2021	809	56	artificial	artificial	JJ
stanford-ai-2021	809	57	intelligence	intelligence	NN
stanford-ai-2021	809	58	models	model	NNS
stanford-ai-2021	809	59	provided	provide	VBN
stanford-ai-2021	809	60	to	to	IN
stanford-ai-2021	809	61	the	the	DT
stanford-ai-2021	809	62	survey	survey	NN
stanford-ai-2021	809	63	respondents	respondent	NNS
stanford-ai-2021	809	64	.	.	.
stanford-ai-2021	810	1	A	a	DT
stanford-ai-2021	810	2	course	course	NN
stanford-ai-2021	810	3	is	be	VBZ
stanford-ai-2021	810	4	defined	define	VBN
stanford-ai-2021	810	5	as	as	IN
stanford-ai-2021	810	6	a	a	DT
stanford-ai-2021	810	7	set	set	NN
stanford-ai-2021	810	8	of	of	IN
stanford-ai-2021	810	9	classes	class	NNS
stanford-ai-2021	810	10	that	that	WDT
stanford-ai-2021	810	11	require	require	VBP
stanford-ai-2021	810	12	a	a	DT
stanford-ai-2021	810	13	minimum	minimum	NN
stanford-ai-2021	810	14	of	of	IN
stanford-ai-2021	810	15	2.5	2.5	CD
stanford-ai-2021	810	16	class	class	NN
stanford-ai-2021	810	17	hours	hour	NNS
stanford-ai-2021	810	18	(	(	-LRB-
stanford-ai-2021	810	19	including	include	VBG
stanford-ai-2021	810	20	lecture	lecture	NN
stanford-ai-2021	810	21	,	,	,
stanford-ai-2021	810	22	lab	lab	NN
stanford-ai-2021	810	23	,	,	,
stanford-ai-2021	810	24	TA	TA	NNP
stanford-ai-2021	810	25	hours	hour	NNS
stanford-ai-2021	810	26	,	,	,
stanford-ai-2021	810	27	etc	etc	FW
stanford-ai-2021	810	28	.	.	.
stanford-ai-2021	810	29	)	)	-RRB-
stanford-ai-2021	811	1	per	per	IN
stanford-ai-2021	811	2	week	week	NN
stanford-ai-2021	811	3	for	for	IN
stanford-ai-2021	811	4	at	at	RB
stanford-ai-2021	811	5	least	least	RBS
stanford-ai-2021	811	6	10	10	CD
stanford-ai-2021	811	7	weeks	week	NNS
stanford-ai-2021	811	8	in	in	IN
stanford-ai-2021	811	9	total	total	NN
stanford-ai-2021	811	10	.	.	.
stanford-ai-2021	812	1	Multiple	multiple	JJ
stanford-ai-2021	812	2	courses	course	NNS
stanford-ai-2021	812	3	with	with	IN
stanford-ai-2021	812	4	the	the	DT
stanford-ai-2021	812	5	same	same	JJ
stanford-ai-2021	812	6	titles	title	NNS
stanford-ai-2021	812	7	and	and	CC
stanford-ai-2021	812	8	numbers	number	NNS
stanford-ai-2021	812	9	count	count	VBP
stanford-ai-2021	812	10	as	as	IN
stanford-ai-2021	812	11	one	one	CD
stanford-ai-2021	812	12	course	course	NN
stanford-ai-2021	812	13	.	.	.
stanford-ai-2021	813	1	2016	2016	CD
stanford-ai-2021	813	2	-	-	SYM
stanford-ai-2021	813	3	17	17	CD
stanford-ai-2021	813	4	2017	2017	CD
stanford-ai-2021	813	5	-	-	SYM
stanford-ai-2021	813	6	18	18	CD
stanford-ai-2021	813	7	2018	2018	CD
stanford-ai-2021	813	8	-	-	SYM
stanford-ai-2021	813	9	19	19	CD
stanford-ai-2021	813	10	2019	2019	CD
stanford-ai-2021	813	11	-	-	SYM
stanford-ai-2021	813	12	20	20	CD
stanford-ai-2021	813	13	0	0	CD
stanford-ai-2021	813	14	50	50	CD
stanford-ai-2021	813	15	100	100	CD
stanford-ai-2021	813	16	150	150	CD
stanford-ai-2021	813	17	200	200	CD
stanford-ai-2021	813	18	N	n	CD
stanford-ai-2021	813	19	u	u	NNP
stanford-ai-2021	813	20	m	m	NNP
stanford-ai-2021	813	21	b	b	NNP
stanford-ai-2021	813	22	er	er	UH
stanford-ai-2021	813	23	o	o	XX
stanford-ai-2021	813	24	f	f	NNP
stanford-ai-2021	813	25	C	C	NNP
stanford-ai-2021	813	26	o	o	NN
stanford-ai-2021	813	27	u	u	NN
stanford-ai-2021	813	28	rs	rs	NN
stanford-ai-2021	813	29	es	es	FW
stanford-ai-2021	813	30	NUMBER	number	NN
stanford-ai-2021	813	31	of	of	IN
stanford-ai-2021	813	32	GRADUATE	GRADUATE	NNP
stanford-ai-2021	813	33	COURSES	course	NNS
stanford-ai-2021	813	34	THAT	that	WDT
stanford-ai-2021	813	35	TEACH	teach	VBP
stanford-ai-2021	813	36	STUDENTS	student	NNS
stanford-ai-2021	813	37	the	the	DT
stanford-ai-2021	813	38	SKILLS	SKILLS	NNP
stanford-ai-2021	813	39	NECESSARY	NECESSARY	NNP
stanford-ai-2021	813	40	to	to	IN
stanford-ai-2021	813	41	BUILD	build	VB
stanford-ai-2021	813	42	or	or	CC
stanford-ai-2021	813	43	DEPLOY	DEPLOY	VBZ
stanford-ai-2021	813	44	a	a	DT
stanford-ai-2021	813	45	PRACTICAL	PRACTICAL	NNP
stanford-ai-2021	813	46	AI	AI	NNP
stanford-ai-2021	813	47	MODEL	MODEL	NNP
stanford-ai-2021	813	48	,	,	,
stanford-ai-2021	813	49	AY	AY	NNP
stanford-ai-2021	813	50	2016	2016	CD
stanford-ai-2021	813	51	-	-	SYM
stanford-ai-2021	813	52	20	20	CD
stanford-ai-2021	813	53	Source	source	NN
stanford-ai-2021	813	54	:	:	:
stanford-ai-2021	813	55	AI	AI	NNP
stanford-ai-2021	813	56	Index	Index	NNP
stanford-ai-2021	813	57	,	,	,
stanford-ai-2021	813	58	2020	2020	CD
stanford-ai-2021	813	59	|	|	NNP
stanford-ai-2021	813	60	Chart	Chart	NNP
stanford-ai-2021	813	61	:	:	:
stanford-ai-2021	813	62	2021	2021	CD
stanford-ai-2021	813	63	AI	AI	NNP
stanford-ai-2021	813	64	Index	Index	NNP
stanford-ai-2021	813	65	Report	Report	NNP
stanford-ai-2021	813	66	2016	2016	CD
stanford-ai-2021	813	67	-	-	SYM
stanford-ai-2021	813	68	17	17	CD
stanford-ai-2021	813	69	2017	2017	CD
stanford-ai-2021	813	70	-	-	SYM
stanford-ai-2021	813	71	18	18	CD
stanford-ai-2021	813	72	2018	2018	CD
stanford-ai-2021	813	73	-	-	SYM
stanford-ai-2021	813	74	19	19	CD
stanford-ai-2021	813	75	2019	2019	CD
stanford-ai-2021	813	76	-	-	SYM
stanford-ai-2021	813	77	20	20	CD
stanford-ai-2021	813	78	0	0	CD
stanford-ai-2021	813	79	50	50	CD
stanford-ai-2021	813	80	100	100	CD
stanford-ai-2021	813	81	150	150	CD
stanford-ai-2021	813	82	N	n	CD
stanford-ai-2021	813	83	u	u	NNP
stanford-ai-2021	813	84	m	m	NNP
stanford-ai-2021	813	85	b	b	NNP
stanford-ai-2021	813	86	er	er	UH
stanford-ai-2021	813	87	o	o	XX
stanford-ai-2021	813	88	f	f	NNP
stanford-ai-2021	813	89	F	F	NNP
stanford-ai-2021	813	90	ac	ac	NNP
stanford-ai-2021	813	91	u	u	NNP
stanford-ai-2021	813	92	lt	lt	NNP
stanford-ai-2021	813	93	y	y	NNP
stanford-ai-2021	813	94	NUMBER	NUMBER	NNP
stanford-ai-2021	813	95	of	of	IN
stanford-ai-2021	813	96	TENURE	tenure	NN
stanford-ai-2021	813	97	-	-	HYPH
stanford-ai-2021	813	98	TRACK	track	NN
stanford-ai-2021	813	99	FACULTY	FACULTY	NNS
stanford-ai-2021	813	100	WHO	who	WP
stanford-ai-2021	813	101	PRIMARILY	primarily	VBP
stanford-ai-2021	813	102	FOCUS	focus	RB
stanford-ai-2021	813	103	THEIR	their	PRP$
stanford-ai-2021	813	104	RESEARCH	research	NN
stanford-ai-2021	813	105	on	on	IN
stanford-ai-2021	813	106	AI	AI	NNP
stanford-ai-2021	813	107	,	,	,
stanford-ai-2021	813	108	AY	AY	NNP
stanford-ai-2021	813	109	2016	2016	CD
stanford-ai-2021	813	110	-	-	SYM
stanford-ai-2021	813	111	20	20	CD
stanford-ai-2021	813	112	Source	source	NN
stanford-ai-2021	813	113	:	:	:
stanford-ai-2021	813	114	AI	AI	NNP
stanford-ai-2021	813	115	Index	Index	NNP
stanford-ai-2021	813	116	,	,	,
stanford-ai-2021	813	117	2020	2020	CD
stanford-ai-2021	813	118	|	|	NNP
stanford-ai-2021	813	119	Chart	Chart	NNP
stanford-ai-2021	813	120	:	:	:
stanford-ai-2021	813	121	2021	2021	CD
stanford-ai-2021	813	122	AI	AI	NNP
stanford-ai-2021	813	123	Index	Index	NNP
stanford-ai-2021	813	124	Report	Report	NNP
stanford-ai-2021	813	125	Figure	Figure	NNP
stanford-ai-2021	813	126	4.1.4	4.1.4	NNP
stanford-ai-2021	813	127	Figure	Figure	NNP
stanford-ai-2021	813	128	4.1.5	4.1.5	CD
stanford-ai-2021	813	129	https://drive.google.com/file/d/11w_XMEdC_KkbRQqE-ThrfHunw8EDYsaR/view?usp=sharing	https://drive.google.com/file/d/11w_xmedc_kkbrqqe-thrfhunw8edysar/view?usp=share	VBG
stanford-ai-2021	813	130	TA	TA	NNP
stanford-ai-2021	813	131	B	B	NNP
stanford-ai-2021	813	132	L	l	NN
stanford-ai-2021	813	133	E	e	NN
stanford-ai-2021	813	134	O	o	NN
stanford-ai-2021	813	135	F	f	NN
stanford-ai-2021	813	136	C	c	NN
stanford-ai-2021	813	137	O	o	NN
stanford-ai-2021	813	138	N	n	NN
stanford-ai-2021	813	139	T	t	NN
stanford-ai-2021	813	140	E	e	NN
stanford-ai-2021	813	141	N	n	NN
stanford-ai-2021	813	142	T	t	NN
stanford-ai-2021	813	143	S	s	NN
stanford-ai-2021	813	144	1	1	CD
stanford-ai-2021	813	145	1	1	CD
stanford-ai-2021	813	146	4C	4c	CD
stanford-ai-2021	813	147	H	h	NN
stanford-ai-2021	813	148	A	A	NNP
stanford-ai-2021	813	149	P	p	NN
stanford-ai-2021	813	150	T	t	NN
stanford-ai-2021	813	151	E	e	NN
stanford-ai-2021	813	152	R	r	NN
stanford-ai-2021	813	153	4	4	CD
stanford-ai-2021	813	154	P	p	NN
stanford-ai-2021	813	155	R	r	NN
stanford-ai-2021	813	156	E	e	NN
stanford-ai-2021	813	157	V	v	NN
stanford-ai-2021	813	158	I	i	NN
stanford-ai-2021	813	159	E	e	NN
stanford-ai-2021	813	160	W	W	NNP
stanford-ai-2021	813	161	Artificial	Artificial	NNP
stanford-ai-2021	813	162	Intelligence	Intelligence	NNP
stanford-ai-2021	813	163	Index	Index	NNP
stanford-ai-2021	813	164	Report	Report	NNP
stanford-ai-2021	813	165	2021	2021	CD
stanford-ai-2021	813	166	This	this	DT
stanford-ai-2021	813	167	section	section	NN
stanford-ai-2021	813	168	presents	present	VBZ
stanford-ai-2021	813	169	findings	finding	NNS
stanford-ai-2021	813	170	from	from	IN
stanford-ai-2021	813	171	the	the	DT
stanford-ai-2021	813	172	annual	annual	JJ
stanford-ai-2021	813	173	Taulbee	Taulbee	NNP
stanford-ai-2021	813	174	Survey	Survey	NNP
stanford-ai-2021	813	175	from	from	IN
stanford-ai-2021	813	176	the	the	DT
stanford-ai-2021	813	177	Computing	Computing	NNP
stanford-ai-2021	813	178	Research	Research	NNP
stanford-ai-2021	813	179	Association	Association	NNP
stanford-ai-2021	813	180	(	(	-LRB-
stanford-ai-2021	813	181	CRA	CRA	NNP
stanford-ai-2021	813	182	)	)	-RRB-
stanford-ai-2021	813	183	.	.	.
stanford-ai-2021	814	1	The	the	DT
stanford-ai-2021	814	2	annual	annual	JJ
stanford-ai-2021	814	3	CRA	CRA	NNP
stanford-ai-2021	814	4	survey	survey	NN
stanford-ai-2021	814	5	documents	document	NNS
stanford-ai-2021	814	6	trends	trend	NNS
stanford-ai-2021	814	7	in	in	IN
stanford-ai-2021	814	8	student	student	NN
stanford-ai-2021	814	9	enrollment	enrollment	NN
stanford-ai-2021	814	10	,	,	,
stanford-ai-2021	814	11	degree	degree	NN
stanford-ai-2021	814	12	production	production	NN
stanford-ai-2021	814	13	,	,	,
stanford-ai-2021	814	14	employment	employment	NN
stanford-ai-2021	814	15	of	of	IN
stanford-ai-2021	814	16	graduates	graduate	NNS
stanford-ai-2021	814	17	,	,	,
stanford-ai-2021	814	18	and	and	CC
stanford-ai-2021	814	19	faculty	faculty	NN
stanford-ai-2021	814	20	salaries	salary	NNS
stanford-ai-2021	814	21	in	in	IN
stanford-ai-2021	814	22	academic	academic	JJ
stanford-ai-2021	814	23	units	unit	NNS
stanford-ai-2021	814	24	in	in	IN
stanford-ai-2021	814	25	the	the	DT
stanford-ai-2021	814	26	United	United	NNP
stanford-ai-2021	814	27	States	States	NNP
stanford-ai-2021	814	28	and	and	CC
stanford-ai-2021	814	29	Canada	Canada	NNP
stanford-ai-2021	814	30	that	that	WDT
stanford-ai-2021	814	31	grant	grant	VBP
stanford-ai-2021	814	32	doctoral	doctoral	JJ
stanford-ai-2021	814	33	degrees	degree	NNS
stanford-ai-2021	814	34	in	in	IN
stanford-ai-2021	814	35	computer	computer	NN
stanford-ai-2021	814	36	science	science	NN
stanford-ai-2021	814	37	(	(	-LRB-
stanford-ai-2021	814	38	CS	CS	NNP
stanford-ai-2021	814	39	)	)	-RRB-
stanford-ai-2021	814	40	,	,	,
stanford-ai-2021	814	41	computer	computer	NN
stanford-ai-2021	814	42	engineer-	engineer-	NN
stanford-ai-2021	814	43	ing	ing	NNP
stanford-ai-2021	814	44	(	(	-LRB-
stanford-ai-2021	814	45	CE	CE	NNP
stanford-ai-2021	814	46	)	)	-RRB-
stanford-ai-2021	814	47	,	,	,
stanford-ai-2021	814	48	or	or	CC
stanford-ai-2021	814	49	information	information	NN
stanford-ai-2021	814	50	(	(	-LRB-
stanford-ai-2021	814	51	I	i	NN
stanford-ai-2021	814	52	)	)	-RRB-
stanford-ai-2021	814	53	.	.	.
stanford-ai-2021	815	1	Academic	academic	JJ
stanford-ai-2021	815	2	units	unit	NNS
stanford-ai-2021	815	3	include	include	VBP
stanford-ai-2021	815	4	departments	department	NNS
stanford-ai-2021	815	5	of	of	IN
stanford-ai-2021	815	6	computer	computer	NN
stanford-ai-2021	815	7	science	science	NN
stanford-ai-2021	815	8	and	and	CC
stanford-ai-2021	815	9	computer	computer	NN
stanford-ai-2021	815	10	engineering	engineering	NN
stanford-ai-2021	815	11	or	or	CC
stanford-ai-2021	815	12	,	,	,
stanford-ai-2021	815	13	in	in	IN
stanford-ai-2021	815	14	some	some	DT
stanford-ai-2021	815	15	cases	case	NNS
stanford-ai-2021	815	16	,	,	,
stanford-ai-2021	815	17	colleges	college	NNS
stanford-ai-2021	815	18	or	or	CC
stanford-ai-2021	815	19	schools	school	NNS
stanford-ai-2021	815	20	of	of	IN
stanford-ai-2021	815	21	information	information	NN
stanford-ai-2021	815	22	or	or	CC
stanford-ai-2021	815	23	computing	computing	NN
stanford-ai-2021	815	24	.	.	.
stanford-ai-2021	816	1	C	c	NN
stanford-ai-2021	816	2	H	h	NN
stanford-ai-2021	816	3	A	a	NN
stanford-ai-2021	816	4	P	p	NN
stanford-ai-2021	816	5	T	t	NN
stanford-ai-2021	816	6	E	e	NN
stanford-ai-2021	816	7	R	r	NN
stanford-ai-2021	816	8	4	4	CD
stanford-ai-2021	816	9	:	:	:
stanford-ai-2021	816	10	A	a	DT
stanford-ai-2021	816	11	I	i	NN
stanford-ai-2021	816	12	E	e	NN
stanford-ai-2021	816	13	D	d	NN
stanford-ai-2021	816	14	U	u	NN
stanford-ai-2021	816	15	C	c	NN
stanford-ai-2021	816	16	AT	at	IN
stanford-ai-2021	816	17	I	i	NN
stanford-ai-2021	816	18	O	o	NN
stanford-ai-2021	816	19	N	n	NN
stanford-ai-2021	816	20	C	c	NN
stanford-ai-2021	816	21	S	s	NN
stanford-ai-2021	816	22	U	u	NN
stanford-ai-2021	816	23	N	n	NN
stanford-ai-2021	816	24	D	d	NN
stanford-ai-2021	816	25	E	e	NN
stanford-ai-2021	816	26	R	r	NN
stanford-ai-2021	816	27	G	g	NN
stanford-ai-2021	816	28	R	r	NN
stanford-ai-2021	816	29	A	a	NN
stanford-ai-2021	816	30	D	d	NN
stanford-ai-2021	816	31	U	u	NN
stanford-ai-2021	816	32	AT	at	NN
stanford-ai-2021	816	33	E	e	NN
stanford-ai-2021	816	34	G	g	NN
stanford-ai-2021	816	35	R	r	NN
stanford-ai-2021	816	36	A	a	NN
stanford-ai-2021	816	37	D	d	NN
stanford-ai-2021	816	38	U	u	NN
stanford-ai-2021	816	39	AT	at	NN
stanford-ai-2021	816	40	E	e	NN
stanford-ai-2021	816	41	S	s	NN
stanford-ai-2021	816	42	I	i	NN
stanford-ai-2021	816	43	N	n	NN
stanford-ai-2021	816	44	N	n	NN
stanford-ai-2021	816	45	O	o	NN
stanford-ai-2021	816	46	R	r	NN
stanford-ai-2021	816	47	T	t	NN
stanford-ai-2021	816	48	H	h	NN
stanford-ai-2021	816	49	A	a	NN
stanford-ai-2021	816	50	M	m	NN
stanford-ai-2021	816	51	E	e	NN
stanford-ai-2021	816	52	R	r	NN
stanford-ai-2021	816	53	I	i	NN
stanford-ai-2021	816	54	C	c	NN
stanford-ai-2021	816	55	A	a	NN
stanford-ai-2021	816	56	Most	Most	JJS
stanford-ai-2021	816	57	AI	ai	NN
stanford-ai-2021	816	58	-	-	HYPH
stanford-ai-2021	816	59	related	relate	VBN
stanford-ai-2021	816	60	courses	course	NNS
stanford-ai-2021	816	61	in	in	IN
stanford-ai-2021	816	62	North	North	NNP
stanford-ai-2021	816	63	America	America	NNP
stanford-ai-2021	816	64	are	be	VBP
stanford-ai-2021	816	65	a	a	DT
stanford-ai-2021	816	66	part	part	NN
stanford-ai-2021	816	67	of	of	IN
stanford-ai-2021	816	68	the	the	DT
stanford-ai-2021	816	69	CS	CS	NNP
stanford-ai-2021	816	70	course	course	NN
stanford-ai-2021	816	71	offerings	offering	NNS
stanford-ai-2021	816	72	at	at	IN
stanford-ai-2021	816	73	the	the	DT
stanford-ai-2021	816	74	undergraduate	undergraduate	JJ
stanford-ai-2021	816	75	level	level	NN
stanford-ai-2021	816	76	.	.	.
stanford-ai-2021	817	1	The	the	DT
stanford-ai-2021	817	2	number	number	NN
stanford-ai-2021	817	3	of	of	IN
stanford-ai-2021	817	4	new	new	JJ
stanford-ai-2021	817	5	CS	CS	NNP
stanford-ai-2021	817	6	undergraduate	undergraduate	NN
stanford-ai-2021	817	7	graduates	graduate	NNS
stanford-ai-2021	817	8	at	at	IN
stanford-ai-2021	817	9	doctoral	doctoral	JJ
stanford-ai-2021	817	10	institutions	institution	NNS
stanford-ai-2021	817	11	in	in	IN
stanford-ai-2021	817	12	North	North	NNP
stanford-ai-2021	817	13	America	America	NNP
stanford-ai-2021	817	14	has	have	VBZ
stanford-ai-2021	817	15	grown	grow	VBN
stanford-ai-2021	817	16	steadily	steadily	RB
stanford-ai-2021	817	17	in	in	IN
stanford-ai-2021	817	18	the	the	DT
stanford-ai-2021	817	19	last	last	JJ
stanford-ai-2021	817	20	10	10	CD
stanford-ai-2021	817	21	years	year	NNS
stanford-ai-2021	817	22	(	(	-LRB-
stanford-ai-2021	817	23	Figure	figure	NN
stanford-ai-2021	817	24	4.2.1	4.2.1	CD
stanford-ai-2021	817	25	)	)	-RRB-
stanford-ai-2021	817	26	.	.	.
stanford-ai-2021	818	1	More	More	JJR
stanford-ai-2021	818	2	than	than	IN
stanford-ai-2021	818	3	28,000	28,000	CD
stanford-ai-2021	818	4	undergraduates	undergraduate	NNS
stanford-ai-2021	818	5	completed	complete	VBD
stanford-ai-2021	818	6	CS	CS	NNP
stanford-ai-2021	818	7	degrees	degree	NNS
stanford-ai-2021	818	8	in	in	IN
stanford-ai-2021	818	9	2019	2019	CD
stanford-ai-2021	818	10	,	,	,
stanford-ai-2021	818	11	around	around	RB
stanford-ai-2021	818	12	three	three	CD
stanford-ai-2021	818	13	times	time	NNS
stanford-ai-2021	818	14	higher	high	JJR
stanford-ai-2021	818	15	than	than	IN
stanford-ai-2021	818	16	the	the	DT
stanford-ai-2021	818	17	number	number	NN
stanford-ai-2021	818	18	in	in	IN
stanford-ai-2021	818	19	2010	2010	CD
stanford-ai-2021	818	20	.	.	.
stanford-ai-2021	819	1	N	n	NN
stanford-ai-2021	819	2	E	e	NN
stanford-ai-2021	819	3	W	w	NN
stanford-ai-2021	819	4	C	c	NN
stanford-ai-2021	819	5	S	s	NN
stanford-ai-2021	819	6	P	p	NN
stanford-ai-2021	819	7	H	h	NN
stanford-ai-2021	819	8	D	d	NN
stanford-ai-2021	819	9	S	s	NN
stanford-ai-2021	819	10	I	i	NN
stanford-ai-2021	819	11	N	n	NN
stanford-ai-2021	819	12	T	t	NN
stanford-ai-2021	819	13	H	h	NN
stanford-ai-2021	819	14	E	e	NN
stanford-ai-2021	819	15	U	u	NN
stanford-ai-2021	819	16	N	n	NN
stanford-ai-2021	819	17	I	i	NN
stanford-ai-2021	819	18	T	t	NN
stanford-ai-2021	819	19	E	e	NN
stanford-ai-2021	819	20	D	d	NN
stanford-ai-2021	819	21	S	s	NN
stanford-ai-2021	819	22	TAT	tat	NN
stanford-ai-2021	819	23	E	e	NN
stanford-ai-2021	819	24	S	s	NN
stanford-ai-2021	819	25	The	the	DT
stanford-ai-2021	819	26	section	section	NN
stanford-ai-2021	819	27	examines	examine	VBZ
stanford-ai-2021	819	28	the	the	DT
stanford-ai-2021	819	29	trend	trend	NN
stanford-ai-2021	819	30	of	of	IN
stanford-ai-2021	819	31	CS	CS	NNP
stanford-ai-2021	819	32	PhD	phd	NN
stanford-ai-2021	819	33	graduates	graduate	VBZ
stanford-ai-2021	819	34	in	in	IN
stanford-ai-2021	819	35	the	the	DT
stanford-ai-2021	819	36	United	United	NNP
stanford-ai-2021	819	37	States	States	NNP
stanford-ai-2021	819	38	with	with	IN
stanford-ai-2021	819	39	a	a	DT
stanford-ai-2021	819	40	focus	focus	NN
stanford-ai-2021	819	41	on	on	IN
stanford-ai-2021	819	42	those	those	DT
stanford-ai-2021	819	43	with	with	IN
stanford-ai-2021	819	44	AI	AI	NNP
stanford-ai-2021	819	45	-	-	HYPH
stanford-ai-2021	819	46	related	relate	VBN
stanford-ai-2021	819	47	specialties.5	specialties.5	NNP
stanford-ai-2021	819	48	The	the	DT
stanford-ai-2021	819	49	CRA	CRA	NNP
stanford-ai-2021	819	50	survey	survey	NN
stanford-ai-2021	819	51	includes	include	VBZ
stanford-ai-2021	819	52	20	20	CD
stanford-ai-2021	819	53	specialties	specialty	NNS
stanford-ai-2021	819	54	in	in	IN
stanford-ai-2021	819	55	total	total	NN
stanford-ai-2021	819	56	,	,	,
stanford-ai-2021	819	57	two	two	CD
stanford-ai-2021	819	58	of	of	IN
stanford-ai-2021	819	59	which	which	WDT
stanford-ai-2021	819	60	are	be	VBP
stanford-ai-2021	819	61	directly	directly	RB
stanford-ai-2021	819	62	related	relate	VBN
stanford-ai-2021	819	63	to	to	IN
stanford-ai-2021	819	64	the	the	DT
stanford-ai-2021	819	65	field	field	NN
stanford-ai-2021	819	66	of	of	IN
stanford-ai-2021	819	67	AI	AI	NNP
stanford-ai-2021	819	68	,	,	,
stanford-ai-2021	819	69	including	include	VBG
stanford-ai-2021	819	70	“	"	``
stanford-ai-2021	819	71	artificial	artificial	JJ
stanford-ai-2021	819	72	intelligence	intelligence	NN
stanford-ai-2021	819	73	/	/	SYM
stanford-ai-2021	819	74	machine	machine	NN
stanford-ai-2021	819	75	learning	learning	NN
stanford-ai-2021	819	76	”	"	''
stanford-ai-2021	819	77	and	and	CC
stanford-ai-2021	819	78	“	"	``
stanford-ai-2021	819	79	robotics	robotic	NNS
stanford-ai-2021	819	80	/	/	SYM
stanford-ai-2021	819	81	vision	vision	NN
stanford-ai-2021	819	82	.	.	.
stanford-ai-2021	819	83	”	"	''
stanford-ai-2021	819	84	4.2	4.2	CD
stanford-ai-2021	819	85	AI	AI	NNP
stanford-ai-2021	819	86	AND	and	CC
stanford-ai-2021	819	87	CS	CS	NNP
stanford-ai-2021	819	88	DEGREE	degree	NN
stanford-ai-2021	819	89	GRADUATES	GRADUATES	NNPS
stanford-ai-2021	819	90	IN	in	IN
stanford-ai-2021	819	91	NORTH	NORTH	NNP
stanford-ai-2021	819	92	AMERICA	AMERICA	NNP
stanford-ai-2021	819	93	4	4	CD
stanford-ai-2021	819	94	.	.	.
stanford-ai-2021	820	1	2	2	LS
stanford-ai-2021	820	2	A	a	DT
stanford-ai-2021	820	3	I	i	NN
stanford-ai-2021	820	4	A	a	NN
stanford-ai-2021	820	5	N	n	NN
stanford-ai-2021	820	6	D	d	NN
stanford-ai-2021	820	7	C	c	NN
stanford-ai-2021	820	8	S	s	NN
stanford-ai-2021	820	9	D	d	NN
stanford-ai-2021	820	10	E	e	NN
stanford-ai-2021	820	11	G	g	NN
stanford-ai-2021	820	12	R	r	NN
stanford-ai-2021	820	13	E	e	NN
stanford-ai-2021	820	14	E	e	NN
stanford-ai-2021	820	15	G	g	NN
stanford-ai-2021	820	16	R	r	NN
stanford-ai-2021	820	17	A	a	NN
stanford-ai-2021	820	18	D	d	NN
stanford-ai-2021	820	19	U	u	NN
stanford-ai-2021	820	20	AT	at	NN
stanford-ai-2021	820	21	E	e	NN
stanford-ai-2021	820	22	S	s	NN
stanford-ai-2021	820	23	I	i	NN
stanford-ai-2021	820	24	N	n	NN
stanford-ai-2021	820	25	N	n	NN
stanford-ai-2021	820	26	O	o	NN
stanford-ai-2021	820	27	R	r	NN
stanford-ai-2021	820	28	T	t	NN
stanford-ai-2021	820	29	H	h	NN
stanford-ai-2021	820	30	A	a	NN
stanford-ai-2021	820	31	M	m	NN
stanford-ai-2021	820	32	E	e	NN
stanford-ai-2021	820	33	R	r	NN
stanford-ai-2021	820	34	I	i	NN
stanford-ai-2021	820	35	C	c	NN
stanford-ai-2021	820	36	A	a	NN
stanford-ai-2021	820	37	2010	2010	CD
stanford-ai-2021	820	38	2011	2011	CD
stanford-ai-2021	820	39	2012	2012	CD
stanford-ai-2021	820	40	2013	2013	CD
stanford-ai-2021	820	41	2014	2014	CD
stanford-ai-2021	820	42	2015	2015	CD
stanford-ai-2021	820	43	2016	2016	CD
stanford-ai-2021	820	44	2017	2017	CD
stanford-ai-2021	820	45	2018	2018	CD
stanford-ai-2021	820	46	2019	2019	CD
stanford-ai-2021	820	47	0	0	CD
stanford-ai-2021	820	48	5,000	5,000	CD
stanford-ai-2021	820	49	10,000	10,000	CD
stanford-ai-2021	820	50	15,000	15,000	CD
stanford-ai-2021	820	51	20,000	20,000	CD
stanford-ai-2021	820	52	25,000	25,000	CD
stanford-ai-2021	820	53	30,000	30,000	CD
stanford-ai-2021	820	54	N	n	CD
stanford-ai-2021	820	55	u	u	NNP
stanford-ai-2021	820	56	m	m	NNP
stanford-ai-2021	820	57	b	b	NNP
stanford-ai-2021	820	58	e	e	NNP
stanford-ai-2021	820	59	r	r	NN
stanford-ai-2021	820	60	o	o	NN
stanford-ai-2021	820	61	f	f	NN
stanford-ai-2021	820	62	N	n	NN
stanford-ai-2021	820	63	e	e	NNP
stanford-ai-2021	820	64	w	w	NN
stanford-ai-2021	820	65	C	c	NN
stanford-ai-2021	820	66	S	S	NNP
stanford-ai-2021	820	67	U	U	NNP
stanford-ai-2021	820	68	n	n	NN
stanford-ai-2021	820	69	d	d	NNP
stanford-ai-2021	820	70	e	e	NNP
stanford-ai-2021	820	71	rg	rg	NNP
stanford-ai-2021	820	72	ra	ra	NNP
stanford-ai-2021	820	73	d	d	NNP
stanford-ai-2021	820	74	u	u	NNP
stanford-ai-2021	820	75	at	at	IN
stanford-ai-2021	820	76	e	e	NNP
stanford-ai-2021	820	77	G	G	NNP
stanford-ai-2021	820	78	ra	ra	NNP
stanford-ai-2021	820	79	d	d	NNP
stanford-ai-2021	820	80	u	u	NNP
stanford-ai-2021	820	81	at	at	IN
stanford-ai-2021	820	82	e	e	NNP
stanford-ai-2021	820	83	s	s	NNP
stanford-ai-2021	820	84	NUMBER	NUMBER	NNP
stanford-ai-2021	820	85	of	of	IN
stanford-ai-2021	820	86	NEW	NEW	NNP
stanford-ai-2021	820	87	CS	CS	NNP
stanford-ai-2021	820	88	UNDERGRADUATE	UNDERGRADUATE	NNP
stanford-ai-2021	820	89	GRADUATES	graduate	NNS
stanford-ai-2021	820	90	at	at	IN
stanford-ai-2021	820	91	DOCTORAL	doctoral	JJ
stanford-ai-2021	820	92	INSTITUTIONS	institution	NNS
stanford-ai-2021	820	93	in	in	IN
stanford-ai-2021	820	94	NORTH	NORTH	NNP
stanford-ai-2021	820	95	AMERICA	AMERICA	NNP
stanford-ai-2021	820	96	,	,	,
stanford-ai-2021	820	97	2010	2010	CD
stanford-ai-2021	820	98	-	-	SYM
stanford-ai-2021	820	99	19	19	CD
stanford-ai-2021	820	100	Source	source	NN
stanford-ai-2021	820	101	:	:	:
stanford-ai-2021	820	102	CRA	CRA	NNP
stanford-ai-2021	820	103	Taulbee	Taulbee	NNP
stanford-ai-2021	820	104	Survey	Survey	NNP
stanford-ai-2021	820	105	,	,	,
stanford-ai-2021	820	106	2020	2020	CD
stanford-ai-2021	820	107	|	|	NNP
stanford-ai-2021	820	108	Chart	Chart	NNP
stanford-ai-2021	820	109	:	:	:
stanford-ai-2021	820	110	2021	2021	CD
stanford-ai-2021	820	111	AI	AI	NNP
stanford-ai-2021	820	112	Index	Index	NNP
stanford-ai-2021	820	113	Report	Report	NNP
stanford-ai-2021	820	114	Figure	Figure	NNP
stanford-ai-2021	820	115	4.2.1	4.2.1	CD
stanford-ai-2021	820	116	5	5	CD
stanford-ai-2021	820	117	New	New	NNP
stanford-ai-2021	820	118	CS	CS	NNP
stanford-ai-2021	820	119	PhDs	PhDs	NNP
stanford-ai-2021	820	120	in	in	IN
stanford-ai-2021	820	121	this	this	DT
stanford-ai-2021	820	122	section	section	NN
stanford-ai-2021	820	123	include	include	VBP
stanford-ai-2021	820	124	PhD	phd	NN
stanford-ai-2021	820	125	graduates	graduate	NNS
stanford-ai-2021	820	126	from	from	IN
stanford-ai-2021	820	127	academic	academic	JJ
stanford-ai-2021	820	128	units	unit	NNS
stanford-ai-2021	820	129	(	(	-LRB-
stanford-ai-2021	820	130	departments	department	NNS
stanford-ai-2021	820	131	,	,	,
stanford-ai-2021	820	132	colleges	college	NNS
stanford-ai-2021	820	133	,	,	,
stanford-ai-2021	820	134	or	or	CC
stanford-ai-2021	820	135	schools	school	NNS
stanford-ai-2021	820	136	within	within	IN
stanford-ai-2021	820	137	universities	university	NNS
stanford-ai-2021	820	138	)	)	-RRB-
stanford-ai-2021	820	139	of	of	IN
stanford-ai-2021	820	140	computer	computer	NN
stanford-ai-2021	820	141	science	science	NN
stanford-ai-2021	820	142	in	in	IN
stanford-ai-2021	820	143	the	the	DT
stanford-ai-2021	820	144	United	United	NNP
stanford-ai-2021	820	145	States	States	NNP
stanford-ai-2021	820	146	.	.	.
stanford-ai-2021	821	1	https://cra.org/resources/taulbee-survey/	https://cra.org/resources/taulbee-survey/	VB
stanford-ai-2021	821	2	TA	TA	NNP
stanford-ai-2021	821	3	B	b	NN
stanford-ai-2021	821	4	L	l	NN
stanford-ai-2021	821	5	E	e	NN
stanford-ai-2021	821	6	O	o	NN
stanford-ai-2021	821	7	F	f	NN
stanford-ai-2021	821	8	C	c	NN
stanford-ai-2021	821	9	O	o	NN
stanford-ai-2021	821	10	N	n	NN
stanford-ai-2021	821	11	T	t	NN
stanford-ai-2021	821	12	E	e	NN
stanford-ai-2021	821	13	N	n	NN
stanford-ai-2021	821	14	T	t	NN
stanford-ai-2021	821	15	S	s	NN
stanford-ai-2021	821	16	1	1	CD
stanford-ai-2021	821	17	1	1	CD
stanford-ai-2021	821	18	5C	5c	NN
stanford-ai-2021	821	19	H	H	NNP
stanford-ai-2021	821	20	A	a	NN
stanford-ai-2021	821	21	P	p	NN
stanford-ai-2021	821	22	T	t	NN
stanford-ai-2021	821	23	E	e	NN
stanford-ai-2021	821	24	R	r	NN
stanford-ai-2021	821	25	4	4	CD
stanford-ai-2021	821	26	P	p	NN
stanford-ai-2021	821	27	R	r	NN
stanford-ai-2021	821	28	E	e	NN
stanford-ai-2021	821	29	V	v	NN
stanford-ai-2021	821	30	I	i	NN
stanford-ai-2021	821	31	E	e	NN
stanford-ai-2021	821	32	W	W	NNP
stanford-ai-2021	821	33	Artificial	Artificial	NNP
stanford-ai-2021	821	34	Intelligence	Intelligence	NNP
stanford-ai-2021	821	35	Index	Index	NNP
stanford-ai-2021	821	36	Report	Report	NNP
stanford-ai-2021	821	37	2021	2021	CD
stanford-ai-2021	821	38	N	N	NNP
stanford-ai-2021	821	39	E	E	NNP
stanford-ai-2021	821	40	W	w	NN
stanford-ai-2021	821	41	C	c	NN
stanford-ai-2021	821	42	S	s	NN
stanford-ai-2021	821	43	P	p	NN
stanford-ai-2021	821	44	H	h	NN
stanford-ai-2021	821	45	D	d	NN
stanford-ai-2021	821	46	S	s	NN
stanford-ai-2021	821	47	B	b	NN
stanford-ai-2021	821	48	Y	Y	NNP
stanford-ai-2021	821	49	S	s	NN
stanford-ai-2021	821	50	P	p	NN
stanford-ai-2021	821	51	E	e	NN
stanford-ai-2021	821	52	C	c	NN
stanford-ai-2021	821	53	I	i	NN
stanford-ai-2021	821	54	A	a	DT
stanford-ai-2021	821	55	LT	LT	NNP
stanford-ai-2021	821	56	Y	Y	NNP
stanford-ai-2021	821	57	Among	among	IN
stanford-ai-2021	821	58	all	all	DT
stanford-ai-2021	821	59	computer	computer	NN
stanford-ai-2021	821	60	science	science	NN
stanford-ai-2021	821	61	PhD	phd	NN
stanford-ai-2021	821	62	graduates	graduate	VBZ
stanford-ai-2021	821	63	in	in	IN
stanford-ai-2021	821	64	2019	2019	CD
stanford-ai-2021	821	65	,	,	,
stanford-ai-2021	821	66	those	those	DT
stanford-ai-2021	821	67	who	who	WP
stanford-ai-2021	821	68	specialized	specialize	VBD
stanford-ai-2021	821	69	in	in	IN
stanford-ai-2021	821	70	artificial	artificial	JJ
stanford-ai-2021	821	71	intelligence	intelligence	NN
stanford-ai-2021	821	72	/	/	SYM
stanford-ai-2021	821	73	machine	machine	NN
stanford-ai-2021	821	74	learning	learning	NN
stanford-ai-2021	821	75	(	(	-LRB-
stanford-ai-2021	821	76	22.8	22.8	CD
stanford-ai-2021	821	77	%	%	NN
stanford-ai-2021	821	78	)	)	-RRB-
stanford-ai-2021	821	79	,	,	,
stanford-ai-2021	821	80	theory	theory	NN
stanford-ai-2021	821	81	and	and	CC
stanford-ai-2021	821	82	algorithms	algorithm	NNS
stanford-ai-2021	821	83	(	(	-LRB-
stanford-ai-2021	821	84	8.0	8.0	CD
stanford-ai-2021	821	85	%	%	NN
stanford-ai-2021	821	86	)	)	-RRB-
stanford-ai-2021	821	87	,	,	,
stanford-ai-2021	821	88	and	and	CC
stanford-ai-2021	821	89	robotics/	robotics/	NN
stanford-ai-2021	821	90	vision	vision	NN
stanford-ai-2021	821	91	(	(	-LRB-
stanford-ai-2021	821	92	7.3	7.3	CD
stanford-ai-2021	821	93	%	%	NN
stanford-ai-2021	821	94	)	)	-RRB-
stanford-ai-2021	821	95	top	top	VB
stanford-ai-2021	821	96	the	the	DT
stanford-ai-2021	821	97	list	list	NN
stanford-ai-2021	821	98	(	(	-LRB-
stanford-ai-2021	821	99	Figure	figure	NN
stanford-ai-2021	821	100	4.2.2	4.2.2	CD
stanford-ai-2021	821	101	)	)	-RRB-
stanford-ai-2021	821	102	.	.	.
stanford-ai-2021	822	1	The	the	DT
stanford-ai-2021	822	2	AI	AI	NNP
stanford-ai-2021	822	3	/	/	SYM
stanford-ai-2021	822	4	ML	ML	NNP
stanford-ai-2021	822	5	specialty	specialty	NN
stanford-ai-2021	822	6	has	have	VBZ
stanford-ai-2021	822	7	been	be	VBN
stanford-ai-2021	822	8	the	the	DT
stanford-ai-2021	822	9	most	most	RBS
stanford-ai-2021	822	10	popular	popular	JJ
stanford-ai-2021	822	11	in	in	IN
stanford-ai-2021	822	12	the	the	DT
stanford-ai-2021	822	13	past	past	JJ
stanford-ai-2021	822	14	decade	decade	NN
stanford-ai-2021	822	15	,	,	,
stanford-ai-2021	822	16	and	and	CC
stanford-ai-2021	822	17	the	the	DT
stanford-ai-2021	822	18	number	number	NN
stanford-ai-2021	822	19	of	of	IN
stanford-ai-2021	822	20	AI	AI	NNP
stanford-ai-2021	822	21	/	/	SYM
stanford-ai-2021	822	22	ML	ML	NNP
stanford-ai-2021	822	23	graduates	graduate	VBZ
stanford-ai-2021	822	24	in	in	IN
stanford-ai-2021	822	25	2019	2019	CD
stanford-ai-2021	822	26	is	be	VBZ
stanford-ai-2021	822	27	higher	high	JJR
stanford-ai-2021	822	28	than	than	IN
stanford-ai-2021	822	29	the	the	DT
stanford-ai-2021	822	30	number	number	NN
stanford-ai-2021	822	31	of	of	IN
stanford-ai-2021	822	32	the	the	DT
stanford-ai-2021	822	33	next	next	JJ
stanford-ai-2021	822	34	five	five	CD
stanford-ai-2021	822	35	specialties	specialty	NNS
stanford-ai-2021	822	36	combined	combine	VBN
stanford-ai-2021	822	37	.	.	.
stanford-ai-2021	823	1	Moreover	moreover	RB
stanford-ai-2021	823	2	,	,	,
stanford-ai-2021	823	3	robotics	robotic	NNS
stanford-ai-2021	823	4	/	/	SYM
stanford-ai-2021	823	5	vision	vision	NN
stanford-ai-2021	823	6	jumped	jump	VBD
stanford-ai-2021	823	7	from	from	IN
stanford-ai-2021	823	8	the	the	DT
stanford-ai-2021	823	9	eighth	eighth	JJ
stanford-ai-2021	823	10	most	most	RBS
stanford-ai-2021	823	11	popular	popular	JJ
stanford-ai-2021	823	12	specialization	specialization	NN
stanford-ai-2021	823	13	in	in	IN
stanford-ai-2021	823	14	2018	2018	CD
stanford-ai-2021	823	15	to	to	IN
stanford-ai-2021	823	16	the	the	DT
stanford-ai-2021	823	17	third	third	JJ
stanford-ai-2021	823	18	in	in	IN
stanford-ai-2021	823	19	2019	2019	CD
stanford-ai-2021	823	20	.	.	.
stanford-ai-2021	824	1	Over	over	IN
stanford-ai-2021	824	2	the	the	DT
stanford-ai-2021	824	3	past	past	JJ
stanford-ai-2021	824	4	10	10	CD
stanford-ai-2021	824	5	years	year	NNS
stanford-ai-2021	824	6	,	,	,
stanford-ai-2021	824	7	AI	AI	NNP
stanford-ai-2021	824	8	/	/	SYM
stanford-ai-2021	824	9	ML	ML	NNP
stanford-ai-2021	824	10	and	and	CC
stanford-ai-2021	824	11	robotics	robotic	NNS
stanford-ai-2021	824	12	/	/	SYM
stanford-ai-2021	824	13	vision	vision	NN
stanford-ai-2021	824	14	are	be	VBP
stanford-ai-2021	824	15	the	the	DT
stanford-ai-2021	824	16	CS	CS	NNP
stanford-ai-2021	824	17	PhD	phd	NN
stanford-ai-2021	824	18	specializations	specialization	NNS
stanford-ai-2021	824	19	that	that	WDT
stanford-ai-2021	824	20	exhibit	exhibit	VBP
stanford-ai-2021	824	21	the	the	DT
stanford-ai-2021	824	22	most	most	RBS
stanford-ai-2021	824	23	significant	significant	JJ
stanford-ai-2021	824	24	growth	growth	NN
stanford-ai-2021	824	25	,	,	,
stanford-ai-2021	824	26	relative	relative	JJ
stanford-ai-2021	824	27	to	to	IN
stanford-ai-2021	824	28	18	18	CD
stanford-ai-2021	824	29	other	other	JJ
stanford-ai-2021	824	30	specializations	specialization	NNS
stanford-ai-2021	824	31	(	(	-LRB-
stanford-ai-2021	824	32	Figure	figure	NN
stanford-ai-2021	824	33	4.2.3	4.2.3	NN
stanford-ai-2021	824	34	)	)	-RRB-
stanford-ai-2021	824	35	.	.	.
stanford-ai-2021	825	1	The	the	DT
stanford-ai-2021	825	2	percentage	percentage	NN
stanford-ai-2021	825	3	of	of	IN
stanford-ai-2021	825	4	AI	AI	NNP
stanford-ai-2021	825	5	/	/	SYM
stanford-ai-2021	825	6	ML	ML	NNP
stanford-ai-2021	825	7	-	-	HYPH
stanford-ai-2021	825	8	specialized	specialized	NNP
stanford-ai-2021	825	9	CS	CS	NNP
stanford-ai-2021	825	10	PhD	phd	NN
stanford-ai-2021	825	11	graduates	graduate	VBZ
stanford-ai-2021	825	12	among	among	IN
stanford-ai-2021	825	13	all	all	DT
stanford-ai-2021	825	14	new	new	JJ
stanford-ai-2021	825	15	CS	CS	NNP
stanford-ai-2021	825	16	PhDs	PhDs	NNP
stanford-ai-2021	825	17	in	in	IN
stanford-ai-2021	825	18	2020	2020	CD
stanford-ai-2021	825	19	is	be	VBZ
stanford-ai-2021	825	20	8.6	8.6	CD
stanford-ai-2021	825	21	percentage	percentage	NN
stanford-ai-2021	825	22	points	point	NNS
stanford-ai-2021	825	23	(	(	-LRB-
stanford-ai-2021	825	24	pp	pp	NNP
stanford-ai-2021	825	25	)	)	-RRB-
stanford-ai-2021	825	26	larger	large	JJR
stanford-ai-2021	825	27	than	than	IN
stanford-ai-2021	825	28	in	in	IN
stanford-ai-2021	825	29	2010	2010	CD
stanford-ai-2021	825	30	,	,	,
stanford-ai-2021	825	31	followed	follow	VBN
stanford-ai-2021	825	32	by	by	IN
stanford-ai-2021	825	33	robotics	robotic	NNS
stanford-ai-2021	825	34	/	/	SYM
stanford-ai-2021	825	35	vision-	vision-	NNP
stanford-ai-2021	825	36	specialized	specialized	NNP
stanford-ai-2021	825	37	doctorates	doctorate	NNS
stanford-ai-2021	825	38	at	at	IN
stanford-ai-2021	825	39	2.4	2.4	CD
stanford-ai-2021	825	40	pp	pp	NNS
stanford-ai-2021	825	41	.	.	.
stanford-ai-2021	826	1	By	by	IN
stanford-ai-2021	826	2	contrast	contrast	NN
stanford-ai-2021	826	3	,	,	,
stanford-ai-2021	826	4	the	the	DT
stanford-ai-2021	826	5	share	share	NN
stanford-ai-2021	826	6	of	of	IN
stanford-ai-2021	826	7	CS	CS	NNP
stanford-ai-2021	826	8	PhDs	PhDs	NNP
stanford-ai-2021	826	9	specializing	specialize	VBG
stanford-ai-2021	826	10	in	in	IN
stanford-ai-2021	826	11	networks	network	NNS
stanford-ai-2021	826	12	(	(	-LRB-
stanford-ai-2021	826	13	-4.8	-4.8	NNP
stanford-ai-2021	826	14	pp	pp	NNP
stanford-ai-2021	826	15	)	)	-RRB-
stanford-ai-2021	826	16	,	,	,
stanford-ai-2021	826	17	software	software	NN
stanford-ai-2021	826	18	engineering	engineering	NN
stanford-ai-2021	826	19	(	(	-LRB-
stanford-ai-2021	826	20	-3.6	-3.6	NNP
stanford-ai-2021	826	21	pp	pp	NNP
stanford-ai-2021	826	22	)	)	-RRB-
stanford-ai-2021	826	23	,	,	,
stanford-ai-2021	826	24	and	and	CC
stanford-ai-2021	826	25	programming	program	VBG
stanford-ai-2021	826	26	languages/	languages/	NN
stanford-ai-2021	826	27	compilers	compiler	NNS
stanford-ai-2021	826	28	(	(	-LRB-
stanford-ai-2021	826	29	-3.0	-3.0	NNP
stanford-ai-2021	826	30	pp	pp	NNP
stanford-ai-2021	826	31	)	)	-RRB-
stanford-ai-2021	826	32	experienced	experience	VBD
stanford-ai-2021	826	33	negative	negative	JJ
stanford-ai-2021	826	34	growth	growth	NN
stanford-ai-2021	826	35	in	in	IN
stanford-ai-2021	826	36	2020	2020	CD
stanford-ai-2021	826	37	.	.	.
stanford-ai-2021	827	1	0	0	CD
stanford-ai-2021	827	2	%	%	NN
stanford-ai-2021	827	3	5	5	CD
stanford-ai-2021	827	4	%	%	NN
stanford-ai-2021	827	5	10	10	CD
stanford-ai-2021	827	6	%	%	NN
stanford-ai-2021	827	7	15	15	CD
stanford-ai-2021	827	8	%	%	NN
stanford-ai-2021	827	9	20	20	CD
stanford-ai-2021	827	10	%	%	NN
stanford-ai-2021	827	11	%	%	NN
stanford-ai-2021	827	12	of	of	IN
stanford-ai-2021	827	13	New	New	NNP
stanford-ai-2021	827	14	CS	CS	NNP
stanford-ai-2021	827	15	PhDs	PhDs	NNP
stanford-ai-2021	827	16	Artificial	Artificial	NNP
stanford-ai-2021	827	17	Intelligence	Intelligence	NNP
stanford-ai-2021	827	18	/	/	SYM
stanford-ai-2021	827	19	Machine	Machine	NNP
stanford-ai-2021	827	20	Learning	Learning	NNP
stanford-ai-2021	827	21	Theory	Theory	NNP
stanford-ai-2021	827	22	and	and	CC
stanford-ai-2021	827	23	Algorithms	Algorithms	NNP
stanford-ai-2021	827	24	Robotics	Robotics	NNPS
stanford-ai-2021	827	25	/	/	SYM
stanford-ai-2021	827	26	Vision	Vision	NNP
stanford-ai-2021	827	27	Databases	Databases	NNPS
stanford-ai-2021	827	28	/	/	SYM
stanford-ai-2021	827	29	Information	Information	NNP
stanford-ai-2021	827	30	Retrieval	Retrieval	NNP
stanford-ai-2021	827	31	Security	Security	NNP
stanford-ai-2021	827	32	/	/	SYM
stanford-ai-2021	827	33	Information	Information	NNP
stanford-ai-2021	827	34	Assurance	Assurance	NNP
stanford-ai-2021	827	35	Graphics	Graphics	NNP
stanford-ai-2021	827	36	/	/	SYM
stanford-ai-2021	827	37	Visualization	Visualization	NNP
stanford-ai-2021	827	38	Networks	Networks	NNP
stanford-ai-2021	827	39	Other	Other	NNP
stanford-ai-2021	827	40	Software	Software	NNP
stanford-ai-2021	827	41	Engineering	Engineering	NNP
stanford-ai-2021	827	42	Human	Human	NNP
stanford-ai-2021	827	43	-	-	HYPH
stanford-ai-2021	827	44	Computer	Computer	NNP
stanford-ai-2021	827	45	Interaction	Interaction	NNP
stanford-ai-2021	827	46	Operating	Operating	NNP
stanford-ai-2021	827	47	Systems	Systems	NNPS
stanford-ai-2021	827	48	Informatics	Informatics	NNPS
stanford-ai-2021	827	49	:	:	:
stanford-ai-2021	827	50	Biomedical	biomedical	JJ
stanford-ai-2021	827	51	/	/	SYM
stanford-ai-2021	827	52	Other	Other	NNP
stanford-ai-2021	827	53	Science	Science	NNP
stanford-ai-2021	827	54	Hardware	Hardware	NNP
stanford-ai-2021	827	55	/	/	SYM
stanford-ai-2021	827	56	Architecture	Architecture	NNP
stanford-ai-2021	827	57	High	High	NNP
stanford-ai-2021	827	58	Performance	Performance	NNP
stanford-ai-2021	827	59	Computing	Computing	NNP
stanford-ai-2021	827	60	Programming	Programming	NNP
stanford-ai-2021	827	61	Languages	Languages	NNPS
stanford-ai-2021	827	62	/	/	SYM
stanford-ai-2021	827	63	Compilers	Compilers	NNP
stanford-ai-2021	827	64	Social	Social	NNP
stanford-ai-2021	827	65	Computing	Computing	NNP
stanford-ai-2021	827	66	/	/	SYM
stanford-ai-2021	827	67	Social	Social	NNP
stanford-ai-2021	827	68	Informatics	Informatics	NNPS
stanford-ai-2021	827	69	/	/	SYM
stanford-ai-2021	827	70	CSCW	CSCW	NNP
stanford-ai-2021	827	71	Computing	Computing	NNP
stanford-ai-2021	827	72	Education	Education	NNP
stanford-ai-2021	827	73	Scientific	Scientific	NNP
stanford-ai-2021	827	74	/	/	SYM
stanford-ai-2021	827	75	Numerical	Numerical	NNP
stanford-ai-2021	827	76	Computing	Computing	NNP
stanford-ai-2021	827	77	Information	Information	NNP
stanford-ai-2021	827	78	Systems	Systems	NNPS
stanford-ai-2021	827	79	Information	Information	NNP
stanford-ai-2021	827	80	Science	Science	NNP
stanford-ai-2021	827	81	NEW	NEW	NNP
stanford-ai-2021	827	82	CS	CS	NNP
stanford-ai-2021	827	83	PHDS	PHDS	NNP
stanford-ai-2021	827	84	(	(	-LRB-
stanford-ai-2021	827	85	%	%	NN
stanford-ai-2021	827	86	of	of	IN
stanford-ai-2021	827	87	TOTAL	TOTAL	NNP
stanford-ai-2021	827	88	)	)	-RRB-
stanford-ai-2021	827	89	in	in	IN
stanford-ai-2021	827	90	the	the	DT
stanford-ai-2021	827	91	UNITED	UNITED	NNP
stanford-ai-2021	827	92	STATES	STATES	NNP
stanford-ai-2021	827	93	by	by	IN
stanford-ai-2021	827	94	SPECIALITY	SPECIALITY	NNP
stanford-ai-2021	827	95	,	,	,
stanford-ai-2021	827	96	2019	2019	CD
stanford-ai-2021	827	97	Source	source	NN
stanford-ai-2021	827	98	:	:	:
stanford-ai-2021	827	99	CRA	CRA	NNP
stanford-ai-2021	827	100	Taulbee	Taulbee	NNP
stanford-ai-2021	827	101	Survey	Survey	NNP
stanford-ai-2021	827	102	,	,	,
stanford-ai-2021	827	103	2020	2020	CD
stanford-ai-2021	827	104	|	|	NNP
stanford-ai-2021	827	105	Chart	Chart	NNP
stanford-ai-2021	827	106	:	:	:
stanford-ai-2021	827	107	2021	2021	CD
stanford-ai-2021	827	108	AI	AI	NNP
stanford-ai-2021	827	109	Index	Index	NNP
stanford-ai-2021	827	110	Report	Report	NNP
stanford-ai-2021	827	111	Figure	Figure	NNP
stanford-ai-2021	827	112	4.2.2	4.2.2	NN
stanford-ai-2021	827	113	C	c	NN
stanford-ai-2021	827	114	H	h	NN
stanford-ai-2021	827	115	A	a	NN
stanford-ai-2021	827	116	P	p	NN
stanford-ai-2021	827	117	T	t	NN
stanford-ai-2021	827	118	E	e	NN
stanford-ai-2021	827	119	R	r	NN
stanford-ai-2021	827	120	4	4	CD
stanford-ai-2021	827	121	:	:	:
stanford-ai-2021	827	122	A	a	DT
stanford-ai-2021	827	123	I	i	NN
stanford-ai-2021	827	124	E	e	NN
stanford-ai-2021	827	125	D	d	NN
stanford-ai-2021	827	126	U	u	NN
stanford-ai-2021	827	127	C	c	NN
stanford-ai-2021	827	128	AT	at	IN
stanford-ai-2021	827	129	I	i	NN
stanford-ai-2021	827	130	O	o	NN
stanford-ai-2021	827	131	N	n	NN
stanford-ai-2021	827	132	4	4	CD
stanford-ai-2021	827	133	.	.	.
stanford-ai-2021	828	1	2	2	LS
stanford-ai-2021	828	2	A	a	DT
stanford-ai-2021	828	3	I	i	NN
stanford-ai-2021	828	4	A	a	NN
stanford-ai-2021	828	5	N	n	NN
stanford-ai-2021	828	6	D	d	NN
stanford-ai-2021	828	7	C	c	NN
stanford-ai-2021	828	8	S	s	NN
stanford-ai-2021	828	9	D	d	NN
stanford-ai-2021	828	10	E	e	NN
stanford-ai-2021	828	11	G	g	NN
stanford-ai-2021	828	12	R	r	NN
stanford-ai-2021	828	13	E	e	NN
stanford-ai-2021	828	14	E	e	NN
stanford-ai-2021	828	15	G	g	NN
stanford-ai-2021	828	16	R	r	NN
stanford-ai-2021	828	17	A	a	NN
stanford-ai-2021	828	18	D	d	NN
stanford-ai-2021	828	19	U	u	NN
stanford-ai-2021	828	20	AT	at	NN
stanford-ai-2021	828	21	E	e	NN
stanford-ai-2021	828	22	S	s	NN
stanford-ai-2021	828	23	I	i	NN
stanford-ai-2021	828	24	N	n	NN
stanford-ai-2021	828	25	N	n	NN
stanford-ai-2021	828	26	O	o	NN
stanford-ai-2021	828	27	R	r	NN
stanford-ai-2021	828	28	T	t	NN
stanford-ai-2021	828	29	H	h	NN
stanford-ai-2021	828	30	A	a	NN
stanford-ai-2021	828	31	M	m	NN
stanford-ai-2021	828	32	E	e	NN
stanford-ai-2021	828	33	R	r	NN
stanford-ai-2021	828	34	I	i	NN
stanford-ai-2021	828	35	C	c	NN
stanford-ai-2021	828	36	A	a	DT
stanford-ai-2021	828	37	TA	TA	NNP
stanford-ai-2021	828	38	B	b	NN
stanford-ai-2021	828	39	L	l	NN
stanford-ai-2021	828	40	E	e	NN
stanford-ai-2021	828	41	O	o	NN
stanford-ai-2021	828	42	F	f	NN
stanford-ai-2021	828	43	C	c	NN
stanford-ai-2021	828	44	O	o	NN
stanford-ai-2021	828	45	N	n	NN
stanford-ai-2021	828	46	T	t	NN
stanford-ai-2021	828	47	E	e	NN
stanford-ai-2021	828	48	N	n	NN
stanford-ai-2021	828	49	T	t	NN
stanford-ai-2021	828	50	S	s	NN
stanford-ai-2021	828	51	1	1	CD
stanford-ai-2021	828	52	1	1	CD
stanford-ai-2021	828	53	6C	6c	NN
stanford-ai-2021	828	54	H	h	NN
stanford-ai-2021	828	55	A	a	NN
stanford-ai-2021	828	56	P	p	NN
stanford-ai-2021	828	57	T	t	NN
stanford-ai-2021	828	58	E	e	NN
stanford-ai-2021	828	59	R	r	NN
stanford-ai-2021	828	60	4	4	CD
stanford-ai-2021	828	61	P	p	NN
stanford-ai-2021	828	62	R	r	NN
stanford-ai-2021	828	63	E	e	NN
stanford-ai-2021	828	64	V	v	NN
stanford-ai-2021	828	65	I	i	NN
stanford-ai-2021	828	66	E	e	NN
stanford-ai-2021	828	67	W	W	NNP
stanford-ai-2021	828	68	Artificial	Artificial	NNP
stanford-ai-2021	828	69	Intelligence	Intelligence	NNP
stanford-ai-2021	828	70	Index	Index	NNP
stanford-ai-2021	828	71	Report	Report	NNP
stanford-ai-2021	828	72	2021	2021	CD
stanford-ai-2021	828	73	C	c	NN
stanford-ai-2021	828	74	H	h	NN
stanford-ai-2021	828	75	A	a	NN
stanford-ai-2021	828	76	P	p	NN
stanford-ai-2021	828	77	T	t	NN
stanford-ai-2021	828	78	E	e	NN
stanford-ai-2021	828	79	R	r	NN
stanford-ai-2021	828	80	4	4	CD
stanford-ai-2021	828	81	:	:	:
stanford-ai-2021	828	82	A	a	DT
stanford-ai-2021	828	83	I	i	NN
stanford-ai-2021	828	84	E	e	NN
stanford-ai-2021	828	85	D	d	NN
stanford-ai-2021	828	86	U	u	NN
stanford-ai-2021	828	87	C	c	NN
stanford-ai-2021	828	88	AT	at	IN
stanford-ai-2021	828	89	I	i	NN
stanford-ai-2021	828	90	O	o	NN
stanford-ai-2021	828	91	N	n	NN
stanford-ai-2021	828	92	4	4	CD
stanford-ai-2021	828	93	.	.	.
stanford-ai-2021	829	1	2	2	LS
stanford-ai-2021	829	2	A	a	DT
stanford-ai-2021	829	3	I	i	NN
stanford-ai-2021	829	4	A	a	NN
stanford-ai-2021	829	5	N	n	NN
stanford-ai-2021	829	6	D	d	NN
stanford-ai-2021	829	7	C	c	NN
stanford-ai-2021	829	8	S	s	NN
stanford-ai-2021	829	9	D	d	NN
stanford-ai-2021	829	10	E	e	NN
stanford-ai-2021	829	11	G	g	NN
stanford-ai-2021	829	12	R	r	NN
stanford-ai-2021	829	13	E	e	NN
stanford-ai-2021	829	14	E	e	NN
stanford-ai-2021	829	15	G	g	NN
stanford-ai-2021	829	16	R	r	NN
stanford-ai-2021	829	17	A	a	NN
stanford-ai-2021	829	18	D	d	NN
stanford-ai-2021	829	19	U	u	NN
stanford-ai-2021	829	20	AT	at	NN
stanford-ai-2021	829	21	E	e	NN
stanford-ai-2021	829	22	S	s	NN
stanford-ai-2021	829	23	I	i	NN
stanford-ai-2021	829	24	N	n	NN
stanford-ai-2021	829	25	N	n	NN
stanford-ai-2021	829	26	O	o	NN
stanford-ai-2021	829	27	R	r	NN
stanford-ai-2021	829	28	T	t	NN
stanford-ai-2021	829	29	H	h	NN
stanford-ai-2021	829	30	A	a	NN
stanford-ai-2021	829	31	M	m	NN
stanford-ai-2021	829	32	E	e	NN
stanford-ai-2021	829	33	R	r	NN
stanford-ai-2021	829	34	I	i	NN
stanford-ai-2021	829	35	C	c	NN
stanford-ai-2021	829	36	A	A	NNP
stanford-ai-2021	829	37	Artificial	Artificial	NNP
stanford-ai-2021	829	38	Intelligence	Intelligence	NNP
stanford-ai-2021	829	39	/	/	SYM
stanford-ai-2021	829	40	Machine	Machine	NNP
stanford-ai-2021	829	41	Learning	Learning	NNP
stanford-ai-2021	829	42	Robotics	Robotics	NNPS
stanford-ai-2021	829	43	/	/	SYM
stanford-ai-2021	829	44	Vision	Vision	NNP
stanford-ai-2021	829	45	Human	Human	NNP
stanford-ai-2021	829	46	-	-	HYPH
stanford-ai-2021	829	47	Computer	Computer	NNP
stanford-ai-2021	829	48	Interaction	Interaction	NNP
stanford-ai-2021	829	49	Security	Security	NNP
stanford-ai-2021	829	50	/	/	SYM
stanford-ai-2021	829	51	Information	Information	NNP
stanford-ai-2021	829	52	Assurance	Assurance	NNP
stanford-ai-2021	829	53	Computing	Computing	NNP
stanford-ai-2021	829	54	Education	Education	NNP
stanford-ai-2021	829	55	Databases	Databases	NNPS
stanford-ai-2021	829	56	/	/	SYM
stanford-ai-2021	829	57	Information	Information	NNP
stanford-ai-2021	829	58	Retrieval	Retrieval	NNP
stanford-ai-2021	829	59	High	High	NNP
stanford-ai-2021	829	60	Performance	Performance	NNP
stanford-ai-2021	829	61	Computing	Computing	NNP
stanford-ai-2021	829	62	Theory	theory	NN
stanford-ai-2021	829	63	and	and	CC
stanford-ai-2021	829	64	Algorithms	Algorithms	NNP
stanford-ai-2021	829	65	Information	Information	NNP
stanford-ai-2021	829	66	Science	Science	NNP
stanford-ai-2021	829	67	Social	Social	NNP
stanford-ai-2021	829	68	Computing	Computing	NNP
stanford-ai-2021	829	69	/	/	SYM
stanford-ai-2021	829	70	Social	Social	NNP
stanford-ai-2021	829	71	Informatics	Informatics	NNPS
stanford-ai-2021	829	72	/	/	SYM
stanford-ai-2021	829	73	CSCW	CSCW	NNP
stanford-ai-2021	829	74	PERCENTAGE	percentage	NN
stanford-ai-2021	829	75	POINT	POINT	NNS
stanford-ai-2021	829	76	CHANGE	CHANGE	NNS
stanford-ai-2021	829	77	in	in	IN
stanford-ai-2021	829	78	NEW	NEW	NNP
stanford-ai-2021	829	79	CS	CS	NNP
stanford-ai-2021	829	80	PHDS	PHDS	NNP
stanford-ai-2021	829	81	in	in	IN
stanford-ai-2021	829	82	the	the	DT
stanford-ai-2021	829	83	UNITED	UNITED	NNP
stanford-ai-2021	829	84	STATES	STATES	NNP
stanford-ai-2021	829	85	from	from	IN
stanford-ai-2021	829	86	2010	2010	CD
stanford-ai-2021	829	87	to	to	IN
stanford-ai-2021	829	88	2019	2019	CD
stanford-ai-2021	829	89	by	by	IN
stanford-ai-2021	829	90	SPECIALTY	SPECIALTY	NNP
stanford-ai-2021	829	91	Source	Source	NNP
stanford-ai-2021	829	92	:	:	:
stanford-ai-2021	829	93	CRA	CRA	NNP
stanford-ai-2021	829	94	Taulbee	Taulbee	NNP
stanford-ai-2021	829	95	Survey	Survey	NNP
stanford-ai-2021	829	96	,	,	,
stanford-ai-2021	829	97	2020	2020	CD
stanford-ai-2021	829	98	|	|	NNP
stanford-ai-2021	829	99	Chart	Chart	NNP
stanford-ai-2021	829	100	:	:	:
stanford-ai-2021	829	101	2021	2021	CD
stanford-ai-2021	829	102	AI	AI	NNP
stanford-ai-2021	829	103	Index	Index	NNP
stanford-ai-2021	829	104	Report	Report	NNP
stanford-ai-2021	829	105	-6	-6	NNP
stanford-ai-2021	829	106	%	%	NN
stanford-ai-2021	829	107	-4	-4	HYPH
stanford-ai-2021	829	108	%	%	NN
stanford-ai-2021	829	109	-2	-2	.
stanford-ai-2021	829	110	%	%	NN
stanford-ai-2021	829	111	0	0	CD
stanford-ai-2021	829	112	%	%	NN
stanford-ai-2021	829	113	2	2	CD
stanford-ai-2021	829	114	%	%	NN
stanford-ai-2021	829	115	4	4	CD
stanford-ai-2021	829	116	%	%	NN
stanford-ai-2021	829	117	6	6	CD
stanford-ai-2021	829	118	%	%	NN
stanford-ai-2021	829	119	8	8	CD
stanford-ai-2021	829	120	%	%	NN
stanford-ai-2021	829	121	10	10	CD
stanford-ai-2021	829	122	%	%	NN
stanford-ai-2021	829	123	Percentage	percentage	NN
stanford-ai-2021	829	124	Point	Point	NNP
stanford-ai-2021	829	125	Change	Change	NNP
stanford-ai-2021	829	126	in	in	IN
stanford-ai-2021	829	127	New	New	NNP
stanford-ai-2021	829	128	CS	CS	NNP
stanford-ai-2021	829	129	PhDs	PhDs	NNP
stanford-ai-2021	829	130	Information	Information	NNP
stanford-ai-2021	829	131	Systems	Systems	NNP
stanford-ai-2021	829	132	Operating	Operating	NNP
stanford-ai-2021	829	133	Systems	Systems	NNPS
stanford-ai-2021	829	134	Graphics	Graphics	NNP
stanford-ai-2021	829	135	/	/	SYM
stanford-ai-2021	829	136	Visualization	Visualization	NNP
stanford-ai-2021	829	137	Other	Other	NNP
stanford-ai-2021	829	138	Hardware	Hardware	NNP
stanford-ai-2021	829	139	/	/	SYM
stanford-ai-2021	829	140	Architecture	Architecture	NNP
stanford-ai-2021	829	141	Informatics	Informatics	NNPS
stanford-ai-2021	829	142	:	:	:
stanford-ai-2021	829	143	Biomedical	Biomedical	NNP
stanford-ai-2021	829	144	/	/	SYM
stanford-ai-2021	829	145	Other	other	JJ
stanford-ai-2021	829	146	Science	Science	NNP
stanford-ai-2021	829	147	Scientific	Scientific	NNP
stanford-ai-2021	829	148	/	/	SYM
stanford-ai-2021	829	149	Numerical	Numerical	NNP
stanford-ai-2021	829	150	Computing	Computing	NNP
stanford-ai-2021	829	151	Programming	Programming	NNP
stanford-ai-2021	829	152	Languages	Languages	NNPS
stanford-ai-2021	829	153	/	/	SYM
stanford-ai-2021	829	154	Compilers	Compilers	NNPS
stanford-ai-2021	829	155	Software	Software	NNP
stanford-ai-2021	829	156	Engineering	Engineering	NNP
stanford-ai-2021	829	157	Networks	Networks	NNP
stanford-ai-2021	829	158	Figure	Figure	NNP
stanford-ai-2021	829	159	4.2.3	4.2.3	NN
stanford-ai-2021	829	160	TA	TA	NNP
stanford-ai-2021	829	161	B	b	NN
stanford-ai-2021	829	162	L	l	NN
stanford-ai-2021	829	163	E	e	NN
stanford-ai-2021	829	164	O	o	NN
stanford-ai-2021	829	165	F	f	NN
stanford-ai-2021	829	166	C	c	NN
stanford-ai-2021	829	167	O	o	NN
stanford-ai-2021	829	168	N	n	NN
stanford-ai-2021	829	169	T	t	NN
stanford-ai-2021	829	170	E	e	NN
stanford-ai-2021	829	171	N	n	NN
stanford-ai-2021	829	172	T	t	NN
stanford-ai-2021	829	173	S	s	NN
stanford-ai-2021	829	174	1	1	CD
stanford-ai-2021	829	175	1	1	CD
stanford-ai-2021	829	176	7C	7c	NN
stanford-ai-2021	829	177	H	h	NN
stanford-ai-2021	829	178	A	A	NNP
stanford-ai-2021	829	179	P	p	NN
stanford-ai-2021	829	180	T	t	NN
stanford-ai-2021	829	181	E	e	NN
stanford-ai-2021	829	182	R	r	NN
stanford-ai-2021	829	183	4	4	CD
stanford-ai-2021	829	184	P	p	NN
stanford-ai-2021	829	185	R	r	NN
stanford-ai-2021	829	186	E	e	NN
stanford-ai-2021	829	187	V	v	NN
stanford-ai-2021	829	188	I	i	NN
stanford-ai-2021	829	189	E	e	NN
stanford-ai-2021	829	190	W	W	NNP
stanford-ai-2021	829	191	Artificial	Artificial	NNP
stanford-ai-2021	829	192	Intelligence	Intelligence	NNP
stanford-ai-2021	829	193	Index	Index	NNP
stanford-ai-2021	829	194	Report	Report	NNP
stanford-ai-2021	829	195	2021	2021	CD
stanford-ai-2021	829	196	N	N	NNP
stanford-ai-2021	829	197	E	E	NNP
stanford-ai-2021	829	198	W	w	NN
stanford-ai-2021	829	199	C	c	NN
stanford-ai-2021	829	200	S	s	NN
stanford-ai-2021	829	201	P	p	NN
stanford-ai-2021	829	202	H	h	NN
stanford-ai-2021	829	203	D	d	NN
stanford-ai-2021	829	204	S	s	NN
stanford-ai-2021	829	205	W	w	NN
stanford-ai-2021	829	206	I	i	NN
stanford-ai-2021	829	207	T	t	NN
stanford-ai-2021	829	208	H	h	NN
stanford-ai-2021	829	209	A	a	NN
stanford-ai-2021	829	210	I	i	NN
stanford-ai-2021	829	211	/	/	SYM
stanford-ai-2021	829	212	M	M	NNP
stanford-ai-2021	829	213	L	L	NNP
stanford-ai-2021	829	214	A	A	NNP
stanford-ai-2021	829	215	N	n	NN
stanford-ai-2021	829	216	D	d	NN
stanford-ai-2021	829	217	R	r	NN
stanford-ai-2021	829	218	O	o	NN
stanford-ai-2021	829	219	B	b	NN
stanford-ai-2021	829	220	O	o	NN
stanford-ai-2021	829	221	T	t	NN
stanford-ai-2021	829	222	I	i	NN
stanford-ai-2021	829	223	C	c	NN
stanford-ai-2021	829	224	S	s	NN
stanford-ai-2021	829	225	/	/	SYM
stanford-ai-2021	829	226	V	v	NN
stanford-ai-2021	829	227	I	i	NN
stanford-ai-2021	829	228	S	s	NN
stanford-ai-2021	829	229	I	i	NN
stanford-ai-2021	829	230	O	o	NN
stanford-ai-2021	829	231	N	n	NN
stanford-ai-2021	829	232	S	s	NN
stanford-ai-2021	829	233	P	p	NN
stanford-ai-2021	829	234	E	e	NN
stanford-ai-2021	829	235	C	c	NN
stanford-ai-2021	829	236	I	i	NN
stanford-ai-2021	829	237	A	a	DT
stanford-ai-2021	829	238	LT	lt	NN
stanford-ai-2021	829	239	I	-PRON-	PRP
stanford-ai-2021	829	240	E	e	NN
stanford-ai-2021	829	241	S	S	NNP
stanford-ai-2021	829	242	Figure	figure	NN
stanford-ai-2021	829	243	4.2.4a	4.2.4a	NN
stanford-ai-2021	829	244	and	and	CC
stanford-ai-2021	829	245	Figure	figure	NN
stanford-ai-2021	829	246	4.2.4b	4.2.4b	CD
stanford-ai-2021	829	247	take	take	VBP
stanford-ai-2021	829	248	a	a	DT
stanford-ai-2021	829	249	closer	close	JJR
stanford-ai-2021	829	250	look	look	NN
stanford-ai-2021	829	251	at	at	IN
stanford-ai-2021	829	252	the	the	DT
stanford-ai-2021	829	253	number	number	NN
stanford-ai-2021	829	254	of	of	IN
stanford-ai-2021	829	255	recent	recent	JJ
stanford-ai-2021	829	256	AI	AI	NNP
stanford-ai-2021	829	257	PhDs	PhDs	NNP
stanford-ai-2021	829	258	specializing	specialize	VBG
stanford-ai-2021	829	259	in	in	IN
stanford-ai-2021	829	260	AI	AI	NNP
stanford-ai-2021	829	261	/	/	SYM
stanford-ai-2021	829	262	ML	ML	NNP
stanford-ai-2021	829	263	or	or	CC
stanford-ai-2021	829	264	robotics/	robotics/	VBZ
stanford-ai-2021	829	265	vision	vision	NN
stanford-ai-2021	829	266	in	in	IN
stanford-ai-2021	829	267	the	the	DT
stanford-ai-2021	829	268	United	United	NNP
stanford-ai-2021	829	269	States	States	NNP
stanford-ai-2021	829	270	.	.	.
stanford-ai-2021	830	1	Between	between	IN
stanford-ai-2021	830	2	2010	2010	CD
stanford-ai-2021	830	3	and	and	CC
stanford-ai-2021	830	4	2019	2019	CD
stanford-ai-2021	830	5	,	,	,
stanford-ai-2021	830	6	the	the	DT
stanford-ai-2021	830	7	number	number	NN
stanford-ai-2021	830	8	of	of	IN
stanford-ai-2021	830	9	AI	AI	NNP
stanford-ai-2021	830	10	/	/	SYM
stanford-ai-2021	830	11	ML	ML	NNP
stanford-ai-2021	830	12	-	-	HYPH
stanford-ai-2021	830	13	focused	focus	VBN
stanford-ai-2021	830	14	graduates	graduate	NNS
stanford-ai-2021	830	15	grew	grow	VBD
stanford-ai-2021	830	16	by	by	IN
stanford-ai-2021	830	17	77	77	CD
stanford-ai-2021	830	18	%	%	NN
stanford-ai-2021	830	19	,	,	,
stanford-ai-2021	830	20	while	while	IN
stanford-ai-2021	830	21	the	the	DT
stanford-ai-2021	830	22	percentage	percentage	NN
stanford-ai-2021	830	23	of	of	IN
stanford-ai-2021	830	24	these	these	DT
stanford-ai-2021	830	25	new	new	JJ
stanford-ai-2021	830	26	PhDs	PhDs	NNP
stanford-ai-2021	830	27	among	among	IN
stanford-ai-2021	830	28	all	all	DT
stanford-ai-2021	830	29	CS	CS	NNP
stanford-ai-2021	830	30	PhD	phd	NN
stanford-ai-2021	830	31	graduates	graduate	NNS
stanford-ai-2021	830	32	increased	increase	VBD
stanford-ai-2021	830	33	by	by	IN
stanford-ai-2021	830	34	61	61	CD
stanford-ai-2021	830	35	%	%	NN
stanford-ai-2021	830	36	.	.	.
stanford-ai-2021	831	1	The	the	DT
stanford-ai-2021	831	2	number	number	NN
stanford-ai-2021	831	3	of	of	IN
stanford-ai-2021	831	4	both	both	CC
stanford-ai-2021	831	5	AI	AI	NNP
stanford-ai-2021	831	6	/	/	SYM
stanford-ai-2021	831	7	ML	ML	NNP
stanford-ai-2021	831	8	and	and	CC
stanford-ai-2021	831	9	robotics/	robotics/	VBZ
stanford-ai-2021	831	10	vision	vision	NN
stanford-ai-2021	831	11	PhD	phd	NN
stanford-ai-2021	831	12	graduates	graduate	NNS
stanford-ai-2021	831	13	reached	reach	VBD
stanford-ai-2021	831	14	an	an	DT
stanford-ai-2021	831	15	all	all	DT
stanford-ai-2021	831	16	-	-	HYPH
stanford-ai-2021	831	17	time	time	NN
stanford-ai-2021	831	18	high	high	JJ
stanford-ai-2021	831	19	in	in	IN
stanford-ai-2021	831	20	2019	2019	CD
stanford-ai-2021	831	21	.	.	.
stanford-ai-2021	832	1	C	c	NN
stanford-ai-2021	832	2	H	h	NN
stanford-ai-2021	832	3	A	a	NN
stanford-ai-2021	832	4	P	p	NN
stanford-ai-2021	832	5	T	t	NN
stanford-ai-2021	832	6	E	e	NN
stanford-ai-2021	832	7	R	r	NN
stanford-ai-2021	832	8	4	4	CD
stanford-ai-2021	832	9	:	:	:
stanford-ai-2021	832	10	A	a	DT
stanford-ai-2021	832	11	I	i	NN
stanford-ai-2021	832	12	E	e	NN
stanford-ai-2021	832	13	D	d	NN
stanford-ai-2021	832	14	U	u	NN
stanford-ai-2021	832	15	C	c	NN
stanford-ai-2021	832	16	AT	at	IN
stanford-ai-2021	832	17	I	i	NN
stanford-ai-2021	832	18	O	o	NN
stanford-ai-2021	832	19	N	n	NN
stanford-ai-2021	832	20	4	4	CD
stanford-ai-2021	832	21	.	.	.
stanford-ai-2021	833	1	2	2	LS
stanford-ai-2021	833	2	A	a	DT
stanford-ai-2021	833	3	I	i	NN
stanford-ai-2021	833	4	A	a	NN
stanford-ai-2021	833	5	N	n	NN
stanford-ai-2021	833	6	D	d	NN
stanford-ai-2021	833	7	C	c	NN
stanford-ai-2021	833	8	S	s	NN
stanford-ai-2021	833	9	D	d	NN
stanford-ai-2021	833	10	E	e	NN
stanford-ai-2021	833	11	G	g	NN
stanford-ai-2021	833	12	R	r	NN
stanford-ai-2021	833	13	E	e	NN
stanford-ai-2021	833	14	E	e	NN
stanford-ai-2021	833	15	G	g	NN
stanford-ai-2021	833	16	R	r	NN
stanford-ai-2021	833	17	A	a	NN
stanford-ai-2021	833	18	D	d	NN
stanford-ai-2021	833	19	U	u	NN
stanford-ai-2021	833	20	AT	at	NN
stanford-ai-2021	833	21	E	e	NN
stanford-ai-2021	833	22	S	s	NN
stanford-ai-2021	833	23	I	i	NN
stanford-ai-2021	833	24	N	n	NN
stanford-ai-2021	833	25	N	n	NN
stanford-ai-2021	833	26	O	o	NN
stanford-ai-2021	833	27	R	r	NN
stanford-ai-2021	833	28	T	t	NN
stanford-ai-2021	833	29	H	h	NN
stanford-ai-2021	833	30	A	a	NN
stanford-ai-2021	833	31	M	m	NN
stanford-ai-2021	833	32	E	e	NN
stanford-ai-2021	833	33	R	r	NN
stanford-ai-2021	833	34	I	i	NN
stanford-ai-2021	833	35	C	c	NN
stanford-ai-2021	833	36	A	a	NN
stanford-ai-2021	833	37	0	0	CD
stanford-ai-2021	833	38	100	100	CD
stanford-ai-2021	833	39	200	200	CD
stanford-ai-2021	833	40	300	300	CD
stanford-ai-2021	833	41	N	N	NNP
stanford-ai-2021	833	42	u	u	NNP
stanford-ai-2021	833	43	m	m	NNP
stanford-ai-2021	833	44	b	b	NNP
stanford-ai-2021	833	45	er	er	UH
stanford-ai-2021	833	46	o	o	NN
stanford-ai-2021	833	47	f	f	NNP
stanford-ai-2021	833	48	G	G	NNP
stanford-ai-2021	833	49	ra	ra	NNP
stanford-ai-2021	833	50	d	d	NNP
stanford-ai-2021	833	51	u	u	NNP
stanford-ai-2021	833	52	at	at	IN
stanford-ai-2021	833	53	es	es	NNP
stanford-ai-2021	833	54	NEW	NEW	NNP
stanford-ai-2021	833	55	CS	CS	NNP
stanford-ai-2021	833	56	PHDS	PHDS	NNP
stanford-ai-2021	833	57	with	with	IN
stanford-ai-2021	833	58	AI	AI	NNP
stanford-ai-2021	833	59	/	/	SYM
stanford-ai-2021	833	60	ML	ML	NNP
stanford-ai-2021	833	61	and	and	CC
stanford-ai-2021	833	62	ROBOTICS	ROBOTICS	NNP
stanford-ai-2021	833	63	/	/	SYM
stanford-ai-2021	833	64	VISION	VISION	NNP
stanford-ai-2021	833	65	SPECIALTY	specialty	NN
stanford-ai-2021	833	66	in	in	IN
stanford-ai-2021	833	67	the	the	DT
stanford-ai-2021	833	68	UNITED	UNITED	NNP
stanford-ai-2021	833	69	STATES	STATES	NNP
stanford-ai-2021	833	70	,	,	,
stanford-ai-2021	833	71	2010	2010	CD
stanford-ai-2021	833	72	-	-	SYM
stanford-ai-2021	833	73	19	19	CD
stanford-ai-2021	833	74	Source	source	NN
stanford-ai-2021	833	75	:	:	:
stanford-ai-2021	833	76	CRA	CRA	NNP
stanford-ai-2021	833	77	Taulbee	Taulbee	NNP
stanford-ai-2021	833	78	Survey	Survey	NNP
stanford-ai-2021	833	79	,	,	,
stanford-ai-2021	833	80	2020	2020	CD
stanford-ai-2021	833	81	|	|	NNP
stanford-ai-2021	833	82	Chart	Chart	NNP
stanford-ai-2021	833	83	:	:	:
stanford-ai-2021	833	84	2021	2021	CD
stanford-ai-2021	833	85	AI	AI	NNP
stanford-ai-2021	833	86	Index	Index	NNP
stanford-ai-2021	833	87	Report	Report	NNP
stanford-ai-2021	833	88	Number	Number	NNP
stanford-ai-2021	833	89	of	of	IN
stanford-ai-2021	833	90	Artificial	Artificial	NNP
stanford-ai-2021	833	91	Intelligence	Intelligence	NNP
stanford-ai-2021	833	92	/	/	SYM
stanford-ai-2021	833	93	Machine	Machine	NNP
stanford-ai-2021	833	94	Learning	Learning	NNP
stanford-ai-2021	833	95	New	New	NNP
stanford-ai-2021	833	96	PhDs	PhDs	NNP
stanford-ai-2021	833	97	Number	Number	NNP
stanford-ai-2021	833	98	of	of	IN
stanford-ai-2021	833	99	Robotics	Robotics	NNP
stanford-ai-2021	833	100	/	/	SYM
stanford-ai-2021	833	101	Vision	Vision	NNP
stanford-ai-2021	833	102	New	New	NNP
stanford-ai-2021	833	103	PhDs	PhDs	NNP
stanford-ai-2021	833	104	2010	2010	CD
stanford-ai-2021	833	105	2011	2011	CD
stanford-ai-2021	833	106	2012	2012	CD
stanford-ai-2021	833	107	2013	2013	CD
stanford-ai-2021	833	108	2014	2014	CD
stanford-ai-2021	833	109	2015	2015	CD
stanford-ai-2021	833	110	2016	2016	CD
stanford-ai-2021	833	111	2017	2017	CD
stanford-ai-2021	833	112	2018	2018	CD
stanford-ai-2021	833	113	2019	2019	CD
stanford-ai-2021	833	114	2	2	CD
stanford-ai-2021	833	115	...	...	SYM
stanford-ai-2021	833	116	2010	2010	CD
stanford-ai-2021	833	117	2011	2011	CD
stanford-ai-2021	833	118	2012	2012	CD
stanford-ai-2021	833	119	2013	2013	CD
stanford-ai-2021	833	120	2014	2014	CD
stanford-ai-2021	833	121	2015	2015	CD
stanford-ai-2021	833	122	2016	2016	CD
stanford-ai-2021	833	123	2017	2017	CD
stanford-ai-2021	833	124	2018	2018	CD
stanford-ai-2021	833	125	2019	2019	CD
stanford-ai-2021	833	126	0	0	CD
stanford-ai-2021	833	127	%	%	NN
stanford-ai-2021	833	128	10	10	CD
stanford-ai-2021	833	129	%	%	NN
stanford-ai-2021	833	130	20	20	CD
stanford-ai-2021	833	131	%	%	NN
stanford-ai-2021	833	132	30	30	CD
stanford-ai-2021	833	133	%	%	NN
stanford-ai-2021	833	134	N	n	NN
stanford-ai-2021	833	135	ew	ew	NN
stanford-ai-2021	833	136	C	c	NN
stanford-ai-2021	833	137	S	s	NN
stanford-ai-2021	833	138	P	p	NN
stanford-ai-2021	833	139	h	h	NN
stanford-ai-2021	833	140	D	d	NN
stanford-ai-2021	833	141	s	s	NN
stanford-ai-2021	833	142	(	(	-LRB-
stanford-ai-2021	833	143	%	%	NN
stanford-ai-2021	833	144	o	o	NN
stanford-ai-2021	833	145	f	f	NN
stanford-ai-2021	833	146	T	t	NN
stanford-ai-2021	833	147	o	o	NN
stanford-ai-2021	833	148	ta	ta	NNP
stanford-ai-2021	833	149	l	l	NN
stanford-ai-2021	833	150	)	)	-RRB-
stanford-ai-2021	833	151	22.8	22.8	CD
stanford-ai-2021	833	152	%	%	NN
stanford-ai-2021	833	153	7.3	7.3	CD
stanford-ai-2021	833	154	%	%	NN
stanford-ai-2021	833	155	NEW	NEW	NNP
stanford-ai-2021	833	156	CS	CS	NNP
stanford-ai-2021	833	157	PHDS	PHDS	NNP
stanford-ai-2021	833	158	(	(	-LRB-
stanford-ai-2021	833	159	%	%	NN
stanford-ai-2021	833	160	of	of	IN
stanford-ai-2021	833	161	TOTAL	TOTAL	NNP
stanford-ai-2021	833	162	)	)	-RRB-
stanford-ai-2021	833	163	with	with	IN
stanford-ai-2021	833	164	AI	AI	NNP
stanford-ai-2021	833	165	/	/	SYM
stanford-ai-2021	833	166	ML	ML	NNP
stanford-ai-2021	833	167	and	and	CC
stanford-ai-2021	833	168	ROBOTICS	ROBOTICS	NNP
stanford-ai-2021	833	169	/	/	SYM
stanford-ai-2021	833	170	VISION	VISION	NNP
stanford-ai-2021	833	171	SPECIALTY	specialty	NN
stanford-ai-2021	833	172	in	in	IN
stanford-ai-2021	833	173	the	the	DT
stanford-ai-2021	833	174	UNITED	UNITED	NNP
stanford-ai-2021	833	175	STATES	STATES	NNP
stanford-ai-2021	833	176	,	,	,
stanford-ai-2021	833	177	2010	2010	CD
stanford-ai-2021	833	178	-	-	SYM
stanford-ai-2021	833	179	19	19	CD
stanford-ai-2021	833	180	Source	source	NN
stanford-ai-2021	833	181	:	:	:
stanford-ai-2021	833	182	CRA	CRA	NNP
stanford-ai-2021	833	183	Taulbee	Taulbee	NNP
stanford-ai-2021	833	184	Survey	Survey	NNP
stanford-ai-2021	833	185	,	,	,
stanford-ai-2021	833	186	2020	2020	CD
stanford-ai-2021	833	187	|	|	NNP
stanford-ai-2021	833	188	Chart	Chart	NNP
stanford-ai-2021	833	189	:	:	:
stanford-ai-2021	833	190	2021	2021	CD
stanford-ai-2021	833	191	AI	AI	NNP
stanford-ai-2021	833	192	Index	Index	NNP
stanford-ai-2021	833	193	Report	Report	NNP
stanford-ai-2021	833	194	Artificial	Artificial	NNP
stanford-ai-2021	833	195	Intelligence	Intelligence	NNP
stanford-ai-2021	833	196	/	/	SYM
stanford-ai-2021	833	197	Machine	Machine	NNP
stanford-ai-2021	833	198	Learning	Learning	NNP
stanford-ai-2021	833	199	Specialty	Specialty	NNP
stanford-ai-2021	833	200	(	(	-LRB-
stanford-ai-2021	833	201	%	%	NN
stanford-ai-2021	833	202	of	of	IN
stanford-ai-2021	833	203	New	New	NNP
stanford-ai-2021	833	204	CS	CS	NNP
stanford-ai-2021	833	205	PhDs	PhDs	NNP
stanford-ai-2021	833	206	)	)	-RRB-
stanford-ai-2021	833	207	Robotics	Robotics	NNP
stanford-ai-2021	833	208	/	/	SYM
stanford-ai-2021	833	209	Vision	Vision	NNP
stanford-ai-2021	833	210	Specialty	Specialty	NNP
stanford-ai-2021	833	211	(	(	-LRB-
stanford-ai-2021	833	212	%	%	NN
stanford-ai-2021	833	213	of	of	IN
stanford-ai-2021	833	214	New	New	NNP
stanford-ai-2021	833	215	CS	CS	NNP
stanford-ai-2021	833	216	PhDs	PhDs	NNP
stanford-ai-2021	833	217	)	)	-RRB-
stanford-ai-2021	833	218	Figure	Figure	NNP
stanford-ai-2021	833	219	4.2.4a	4.2.4a	CD
stanford-ai-2021	833	220	Figure	figure	NN
stanford-ai-2021	833	221	4.2.4b	4.2.4b	CD
stanford-ai-2021	833	222	TA	TA	NNP
stanford-ai-2021	833	223	B	B	NNP
stanford-ai-2021	833	224	L	l	NN
stanford-ai-2021	833	225	E	e	NN
stanford-ai-2021	833	226	O	o	NN
stanford-ai-2021	833	227	F	f	NN
stanford-ai-2021	833	228	C	c	NN
stanford-ai-2021	833	229	O	o	NN
stanford-ai-2021	833	230	N	n	NN
stanford-ai-2021	833	231	T	t	NN
stanford-ai-2021	833	232	E	e	NN
stanford-ai-2021	833	233	N	n	NN
stanford-ai-2021	833	234	T	t	NN
stanford-ai-2021	833	235	S	s	NN
stanford-ai-2021	833	236	1	1	CD
stanford-ai-2021	833	237	1	1	CD
stanford-ai-2021	833	238	8C	8c	CD
stanford-ai-2021	833	239	H	h	NN
stanford-ai-2021	833	240	A	a	NN
stanford-ai-2021	833	241	P	p	NN
stanford-ai-2021	833	242	T	t	NN
stanford-ai-2021	833	243	E	e	NN
stanford-ai-2021	833	244	R	r	NN
stanford-ai-2021	833	245	4	4	CD
stanford-ai-2021	833	246	P	p	NN
stanford-ai-2021	833	247	R	r	NN
stanford-ai-2021	833	248	E	e	NN
stanford-ai-2021	833	249	V	v	NN
stanford-ai-2021	833	250	I	i	NN
stanford-ai-2021	833	251	E	e	NN
stanford-ai-2021	833	252	W	W	NNP
stanford-ai-2021	833	253	Artificial	Artificial	NNP
stanford-ai-2021	833	254	Intelligence	Intelligence	NNP
stanford-ai-2021	833	255	Index	Index	NNP
stanford-ai-2021	833	256	Report	Report	NNP
stanford-ai-2021	833	257	2021	2021	CD
stanford-ai-2021	833	258	N	n	NN
stanford-ai-2021	833	259	E	e	NN
stanford-ai-2021	833	260	W	w	NN
stanford-ai-2021	833	261	A	a	NN
stanford-ai-2021	833	262	I	i	NN
stanford-ai-2021	833	263	P	p	NN
stanford-ai-2021	833	264	H	h	NN
stanford-ai-2021	833	265	D	d	NN
stanford-ai-2021	833	266	S	s	NN
stanford-ai-2021	833	267	E	e	NN
stanford-ai-2021	833	268	M	m	NN
stanford-ai-2021	833	269	P	p	NN
stanford-ai-2021	833	270	L	l	NN
stanford-ai-2021	833	271	OY	oy	NN
stanford-ai-2021	833	272	M	m	NN
stanford-ai-2021	833	273	E	e	NN
stanford-ai-2021	833	274	N	n	NN
stanford-ai-2021	833	275	T	t	NN
stanford-ai-2021	833	276	I	i	NN
stanford-ai-2021	833	277	N	n	NN
stanford-ai-2021	833	278	N	n	NN
stanford-ai-2021	833	279	O	o	NN
stanford-ai-2021	833	280	R	r	NN
stanford-ai-2021	833	281	T	t	NN
stanford-ai-2021	833	282	H	h	NN
stanford-ai-2021	833	283	A	a	NN
stanford-ai-2021	833	284	M	m	NN
stanford-ai-2021	833	285	E	e	NN
stanford-ai-2021	833	286	R	r	NN
stanford-ai-2021	833	287	I	i	NN
stanford-ai-2021	833	288	C	c	NN
stanford-ai-2021	833	289	A	a	NN
stanford-ai-2021	833	290	Where	where	WRB
stanford-ai-2021	833	291	do	do	VBP
stanford-ai-2021	833	292	new	new	JJ
stanford-ai-2021	833	293	AI	AI	NNP
stanford-ai-2021	833	294	PhD	phd	NN
stanford-ai-2021	833	295	graduates	graduate	NNS
stanford-ai-2021	833	296	choose	choose	VBP
stanford-ai-2021	833	297	to	to	TO
stanford-ai-2021	833	298	work	work	VB
stanford-ai-2021	833	299	?	?	.
stanford-ai-2021	834	1	This	this	DT
stanford-ai-2021	834	2	section	section	NN
stanford-ai-2021	834	3	captures	capture	VBZ
stanford-ai-2021	834	4	the	the	DT
stanford-ai-2021	834	5	employment	employment	NN
stanford-ai-2021	834	6	trends	trend	NNS
stanford-ai-2021	834	7	of	of	IN
stanford-ai-2021	834	8	new	new	JJ
stanford-ai-2021	834	9	AI	AI	NNP
stanford-ai-2021	834	10	PhDs	PhDs	NNP
stanford-ai-2021	834	11	in	in	IN
stanford-ai-2021	834	12	academia	academia	NN
stanford-ai-2021	834	13	and	and	CC
stanford-ai-2021	834	14	industry	industry	NN
stanford-ai-2021	834	15	across	across	IN
stanford-ai-2021	834	16	North	North	NNP
stanford-ai-2021	834	17	America.6	America.6	NNP
stanford-ai-2021	834	18	C	c	NN
stanford-ai-2021	834	19	H	h	NN
stanford-ai-2021	834	20	A	a	NN
stanford-ai-2021	834	21	P	p	NN
stanford-ai-2021	834	22	T	t	NN
stanford-ai-2021	834	23	E	e	NN
stanford-ai-2021	834	24	R	r	NN
stanford-ai-2021	834	25	4	4	CD
stanford-ai-2021	834	26	:	:	:
stanford-ai-2021	834	27	A	a	DT
stanford-ai-2021	834	28	I	i	NN
stanford-ai-2021	834	29	E	e	NN
stanford-ai-2021	834	30	D	d	NN
stanford-ai-2021	834	31	U	u	NN
stanford-ai-2021	834	32	C	c	NN
stanford-ai-2021	834	33	AT	at	IN
stanford-ai-2021	834	34	I	i	NN
stanford-ai-2021	834	35	O	o	NN
stanford-ai-2021	834	36	N	n	NN
stanford-ai-2021	834	37	4	4	CD
stanford-ai-2021	834	38	.	.	.
stanford-ai-2021	835	1	2	2	LS
stanford-ai-2021	835	2	A	a	DT
stanford-ai-2021	835	3	I	i	NN
stanford-ai-2021	835	4	A	a	NN
stanford-ai-2021	835	5	N	n	NN
stanford-ai-2021	835	6	D	d	NN
stanford-ai-2021	835	7	C	c	NN
stanford-ai-2021	835	8	S	s	NN
stanford-ai-2021	835	9	D	d	NN
stanford-ai-2021	835	10	E	e	NN
stanford-ai-2021	835	11	G	g	NN
stanford-ai-2021	835	12	R	r	NN
stanford-ai-2021	835	13	E	e	NN
stanford-ai-2021	835	14	E	e	NN
stanford-ai-2021	835	15	G	g	NN
stanford-ai-2021	835	16	R	r	NN
stanford-ai-2021	835	17	A	a	NN
stanford-ai-2021	835	18	D	d	NN
stanford-ai-2021	835	19	U	u	NN
stanford-ai-2021	835	20	AT	at	NN
stanford-ai-2021	835	21	E	e	NN
stanford-ai-2021	835	22	S	s	NN
stanford-ai-2021	835	23	I	i	NN
stanford-ai-2021	835	24	N	n	NN
stanford-ai-2021	835	25	N	n	NN
stanford-ai-2021	835	26	O	o	NN
stanford-ai-2021	835	27	R	r	NN
stanford-ai-2021	835	28	T	t	NN
stanford-ai-2021	835	29	H	h	NN
stanford-ai-2021	835	30	A	a	NN
stanford-ai-2021	835	31	M	m	NN
stanford-ai-2021	835	32	E	e	NN
stanford-ai-2021	835	33	R	r	NN
stanford-ai-2021	835	34	I	i	NN
stanford-ai-2021	835	35	C	c	NN
stanford-ai-2021	835	36	A	a	NN
stanford-ai-2021	835	37	0	0	CD
stanford-ai-2021	835	38	50	50	CD
stanford-ai-2021	835	39	100	100	CD
stanford-ai-2021	835	40	150	150	CD
stanford-ai-2021	835	41	N	n	CD
stanford-ai-2021	835	42	u	u	NNP
stanford-ai-2021	835	43	m	m	NNP
stanford-ai-2021	835	44	b	b	NNP
stanford-ai-2021	835	45	er	er	UH
stanford-ai-2021	835	46	o	o	XX
stanford-ai-2021	835	47	f	f	NN
stanford-ai-2021	835	48	N	n	NN
stanford-ai-2021	835	49	ew	ew	NN
stanford-ai-2021	835	50	A	a	NN
stanford-ai-2021	835	51	I	i	NN
stanford-ai-2021	835	52	P	p	NN
stanford-ai-2021	835	53	h	h	NN
stanford-ai-2021	835	54	D	d	NN
stanford-ai-2021	835	55	s	s	NN
stanford-ai-2021	835	56	EMPLOYMENT	EMPLOYMENT	NNP
stanford-ai-2021	835	57	of	of	IN
stanford-ai-2021	835	58	NEW	NEW	NNP
stanford-ai-2021	835	59	AI	AI	NNP
stanford-ai-2021	835	60	PHDS	PHDS	NNP
stanford-ai-2021	835	61	to	to	IN
stanford-ai-2021	835	62	ACADEMIA	ACADEMIA	NNP
stanford-ai-2021	835	63	or	or	CC
stanford-ai-2021	835	64	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	835	65	in	in	IN
stanford-ai-2021	835	66	NORTH	NORTH	NNP
stanford-ai-2021	835	67	AMERICA	AMERICA	NNP
stanford-ai-2021	835	68	,	,	,
stanford-ai-2021	835	69	2010	2010	CD
stanford-ai-2021	835	70	-	-	SYM
stanford-ai-2021	835	71	19	19	CD
stanford-ai-2021	835	72	Source	source	NN
stanford-ai-2021	835	73	:	:	:
stanford-ai-2021	835	74	CRA	CRA	NNP
stanford-ai-2021	835	75	Taulbee	Taulbee	NNP
stanford-ai-2021	835	76	Survey	Survey	NNP
stanford-ai-2021	835	77	,	,	,
stanford-ai-2021	835	78	2020	2020	CD
stanford-ai-2021	835	79	|	|	NNP
stanford-ai-2021	835	80	Chart	Chart	NNP
stanford-ai-2021	835	81	:	:	:
stanford-ai-2021	835	82	2021	2021	CD
stanford-ai-2021	835	83	AI	AI	NNP
stanford-ai-2021	835	84	Index	Index	NNP
stanford-ai-2021	835	85	Report	Report	NNP
stanford-ai-2021	835	86	2010	2010	CD
stanford-ai-2021	835	87	2011	2011	CD
stanford-ai-2021	835	88	2012	2012	CD
stanford-ai-2021	835	89	2013	2013	CD
stanford-ai-2021	835	90	2014	2014	CD
stanford-ai-2021	835	91	2015	2015	CD
stanford-ai-2021	835	92	2016	2016	CD
stanford-ai-2021	835	93	2017	2017	CD
stanford-ai-2021	835	94	2018	2018	CD
stanford-ai-2021	835	95	2019	2019	CD
stanford-ai-2021	835	96	0	0	CD
stanford-ai-2021	835	97	%	%	NN
stanford-ai-2021	835	98	20	20	CD
stanford-ai-2021	835	99	%	%	NN
stanford-ai-2021	835	100	40	40	CD
stanford-ai-2021	835	101	%	%	NN
stanford-ai-2021	835	102	60	60	CD
stanford-ai-2021	835	103	%	%	NN
stanford-ai-2021	835	104	N	n	NN
stanford-ai-2021	835	105	ew	ew	NN
stanford-ai-2021	835	106	A	a	NN
stanford-ai-2021	835	107	I	i	NN
stanford-ai-2021	835	108	P	p	NN
stanford-ai-2021	835	109	h	h	NN
stanford-ai-2021	835	110	D	d	NN
stanford-ai-2021	835	111	s	s	NN
stanford-ai-2021	835	112	(	(	-LRB-
stanford-ai-2021	835	113	%	%	NN
stanford-ai-2021	835	114	o	o	NN
stanford-ai-2021	835	115	f	f	NN
stanford-ai-2021	835	116	T	t	NN
stanford-ai-2021	835	117	o	o	NN
stanford-ai-2021	835	118	ta	ta	NNP
stanford-ai-2021	835	119	l	l	NN
stanford-ai-2021	835	120	)	)	-RRB-
stanford-ai-2021	835	121	23.7	23.7	CD
stanford-ai-2021	835	122	%	%	NN
stanford-ai-2021	835	123	65.7	65.7	CD
stanford-ai-2021	835	124	%	%	NN
stanford-ai-2021	835	125	EMPLOYMENT	EMPLOYMENT	NNP
stanford-ai-2021	835	126	of	of	IN
stanford-ai-2021	835	127	NEW	NEW	NNP
stanford-ai-2021	835	128	AI	AI	NNP
stanford-ai-2021	835	129	PHDS	PHDS	NNP
stanford-ai-2021	835	130	(	(	-LRB-
stanford-ai-2021	835	131	%	%	NN
stanford-ai-2021	835	132	of	of	IN
stanford-ai-2021	835	133	TOTAL	TOTAL	NNP
stanford-ai-2021	835	134	)	)	-RRB-
stanford-ai-2021	835	135	to	to	IN
stanford-ai-2021	835	136	ACADEMIA	ACADEMIA	NNP
stanford-ai-2021	835	137	or	or	CC
stanford-ai-2021	835	138	INDUSTRY	INDUSTRY	NNP
stanford-ai-2021	835	139	in	in	IN
stanford-ai-2021	835	140	NORTH	NORTH	NNP
stanford-ai-2021	835	141	AMERICA	AMERICA	NNP
stanford-ai-2021	835	142	,	,	,
stanford-ai-2021	835	143	2010	2010	CD
stanford-ai-2021	835	144	-	-	SYM
stanford-ai-2021	835	145	19	19	CD
stanford-ai-2021	835	146	Source	source	NN
stanford-ai-2021	835	147	:	:	:
stanford-ai-2021	835	148	CRA	CRA	NNP
stanford-ai-2021	835	149	Taulbee	Taulbee	NNP
stanford-ai-2021	835	150	Survey	Survey	NNP
stanford-ai-2021	835	151	,	,	,
stanford-ai-2021	835	152	2020	2020	CD
stanford-ai-2021	835	153	|	|	NNP
stanford-ai-2021	835	154	Chart	Chart	NNP
stanford-ai-2021	835	155	:	:	:
stanford-ai-2021	835	156	2021	2021	CD
stanford-ai-2021	835	157	AI	AI	NNP
stanford-ai-2021	835	158	Index	Index	NNP
stanford-ai-2021	835	159	Report	Report	NNP
stanford-ai-2021	835	160	New	New	NNP
stanford-ai-2021	835	161	AI	AI	NNP
stanford-ai-2021	835	162	PhDs	PhDs	NNP
stanford-ai-2021	835	163	to	to	IN
stanford-ai-2021	835	164	Academia	Academia	NNP
stanford-ai-2021	835	165	(	(	-LRB-
stanford-ai-2021	835	166	%	%	NN
stanford-ai-2021	835	167	of	of	IN
stanford-ai-2021	835	168	Total	total	JJ
stanford-ai-2021	835	169	New	New	NNP
stanford-ai-2021	835	170	AI	AI	NNP
stanford-ai-2021	835	171	PhDs	PhDs	NNP
stanford-ai-2021	835	172	)	)	-RRB-
stanford-ai-2021	835	173	New	New	NNP
stanford-ai-2021	835	174	AI	AI	NNP
stanford-ai-2021	835	175	PhDs	PhDs	NNP
stanford-ai-2021	835	176	to	to	IN
stanford-ai-2021	835	177	Industry	Industry	NNP
stanford-ai-2021	835	178	(	(	-LRB-
stanford-ai-2021	835	179	%	%	NN
stanford-ai-2021	835	180	of	of	IN
stanford-ai-2021	835	181	Total	total	JJ
stanford-ai-2021	835	182	New	New	NNP
stanford-ai-2021	835	183	AI	AI	NNP
stanford-ai-2021	835	184	PhDs	PhDs	NNP
stanford-ai-2021	835	185	)	)	-RRB-
stanford-ai-2021	835	186	Number	Number	NNP
stanford-ai-2021	835	187	of	of	IN
stanford-ai-2021	835	188	New	New	NNP
stanford-ai-2021	835	189	AI	AI	NNP
stanford-ai-2021	835	190	PhDs	PhDs	NNP
stanford-ai-2021	835	191	to	to	IN
stanford-ai-2021	835	192	Academia	Academia	NNP
stanford-ai-2021	835	193	Number	Number	NNP
stanford-ai-2021	835	194	of	of	IN
stanford-ai-2021	835	195	New	New	NNP
stanford-ai-2021	835	196	AI	AI	NNP
stanford-ai-2021	835	197	PhDs	PhDs	NNP
stanford-ai-2021	835	198	to	to	IN
stanford-ai-2021	835	199	Industry	industry	NN
stanford-ai-2021	835	200	2010	2010	CD
stanford-ai-2021	835	201	2011	2011	CD
stanford-ai-2021	835	202	2012	2012	CD
stanford-ai-2021	835	203	2013	2013	CD
stanford-ai-2021	835	204	2014	2014	CD
stanford-ai-2021	835	205	2015	2015	CD
stanford-ai-2021	835	206	2016	2016	CD
stanford-ai-2021	835	207	2017	2017	CD
stanford-ai-2021	835	208	2018	2018	CD
stanford-ai-2021	835	209	2019	2019	CD
stanford-ai-2021	835	210	100N	100n	CD
stanford-ai-2021	835	211	.	.	.
stanford-ai-2021	836	1	Figure	figure	NN
stanford-ai-2021	836	2	4.2.5a	4.2.5a	NN
stanford-ai-2021	836	3	Figure	figure	NN
stanford-ai-2021	836	4	4.2.5b	4.2.5b	NNS
stanford-ai-2021	836	5	Industry	Industry	NNP
stanford-ai-2021	836	6	vs.	vs.	IN
stanford-ai-2021	837	1	Academia	Academia	NNP
stanford-ai-2021	837	2	In	in	IN
stanford-ai-2021	837	3	the	the	DT
stanford-ai-2021	837	4	past	past	JJ
stanford-ai-2021	837	5	10	10	CD
stanford-ai-2021	837	6	years	year	NNS
stanford-ai-2021	837	7	,	,	,
stanford-ai-2021	837	8	the	the	DT
stanford-ai-2021	837	9	number	number	NN
stanford-ai-2021	837	10	of	of	IN
stanford-ai-2021	837	11	new	new	JJ
stanford-ai-2021	837	12	AI	AI	NNP
stanford-ai-2021	837	13	PhD	phd	NN
stanford-ai-2021	837	14	graduates	graduate	VBZ
stanford-ai-2021	837	15	in	in	IN
stanford-ai-2021	837	16	North	North	NNP
stanford-ai-2021	837	17	America	America	NNP
stanford-ai-2021	837	18	who	who	WP
stanford-ai-2021	837	19	chose	choose	VBD
stanford-ai-2021	837	20	industry	industry	NN
stanford-ai-2021	837	21	jobs	job	NNS
stanford-ai-2021	837	22	continues	continue	VBZ
stanford-ai-2021	837	23	to	to	TO
stanford-ai-2021	837	24	grow	grow	VB
stanford-ai-2021	837	25	,	,	,
stanford-ai-2021	837	26	as	as	IN
stanford-ai-2021	837	27	its	-PRON-	PRP$
stanford-ai-2021	837	28	share	share	NN
stanford-ai-2021	837	29	increased	increase	VBD
stanford-ai-2021	837	30	by	by	IN
stanford-ai-2021	837	31	48	48	CD
stanford-ai-2021	837	32	%	%	NN
stanford-ai-2021	837	33	,	,	,
stanford-ai-2021	837	34	from	from	IN
stanford-ai-2021	837	35	44.4	44.4	CD
stanford-ai-2021	837	36	%	%	NN
stanford-ai-2021	837	37	in	in	IN
stanford-ai-2021	837	38	2010	2010	CD
stanford-ai-2021	837	39	to	to	IN
stanford-ai-2021	837	40	65.7	65.7	CD
stanford-ai-2021	837	41	%	%	NN
stanford-ai-2021	837	42	in	in	IN
stanford-ai-2021	837	43	2019	2019	CD
stanford-ai-2021	837	44	(	(	-LRB-
stanford-ai-2021	837	45	Figure	figure	NN
stanford-ai-2021	837	46	4.2.5a	4.2.5a	NN
stanford-ai-2021	837	47	and	and	CC
stanford-ai-2021	837	48	Figure	figure	NN
stanford-ai-2021	837	49	4.2.5b	4.2.5b	NNS
stanford-ai-2021	837	50	)	)	-RRB-
stanford-ai-2021	837	51	.	.	.
stanford-ai-2021	838	1	By	by	IN
stanford-ai-2021	838	2	contrast	contrast	NN
stanford-ai-2021	838	3	,	,	,
stanford-ai-2021	838	4	the	the	DT
stanford-ai-2021	838	5	share	share	NN
stanford-ai-2021	838	6	of	of	IN
stanford-ai-2021	838	7	new	new	JJ
stanford-ai-2021	838	8	AI	AI	NNP
stanford-ai-2021	838	9	PhDs	PhDs	NNP
stanford-ai-2021	838	10	entering	enter	VBG
stanford-ai-2021	838	11	academia	academia	NN
stanford-ai-2021	838	12	dropped	drop	VBD
stanford-ai-2021	838	13	by	by	IN
stanford-ai-2021	838	14	44	44	CD
stanford-ai-2021	838	15	%	%	NN
stanford-ai-2021	838	16	,	,	,
stanford-ai-2021	838	17	from	from	IN
stanford-ai-2021	838	18	42.1	42.1	CD
stanford-ai-2021	838	19	%	%	NN
stanford-ai-2021	838	20	in	in	IN
stanford-ai-2021	838	21	2010	2010	CD
stanford-ai-2021	838	22	to	to	IN
stanford-ai-2021	838	23	23.7	23.7	CD
stanford-ai-2021	838	24	%	%	NN
stanford-ai-2021	838	25	in	in	IN
stanford-ai-2021	838	26	2019	2019	CD
stanford-ai-2021	838	27	.	.	.
stanford-ai-2021	839	1	As	as	IN
stanford-ai-2021	839	2	is	be	VBZ
stanford-ai-2021	839	3	clear	clear	JJ
stanford-ai-2021	839	4	from	from	IN
stanford-ai-2021	839	5	Figure	figure	NN
stanford-ai-2021	839	6	4.2.5b	4.2.5b	NNS
stanford-ai-2021	839	7	,	,	,
stanford-ai-2021	839	8	these	these	DT
stanford-ai-2021	839	9	changes	change	NNS
stanford-ai-2021	839	10	are	be	VBP
stanford-ai-2021	839	11	largely	largely	RB
stanford-ai-2021	839	12	a	a	DT
stanford-ai-2021	839	13	reflection	reflection	NN
stanford-ai-2021	839	14	of	of	IN
stanford-ai-2021	839	15	the	the	DT
stanford-ai-2021	839	16	fact	fact	NN
stanford-ai-2021	839	17	that	that	IN
stanford-ai-2021	839	18	the	the	DT
stanford-ai-2021	839	19	number	number	NN
stanford-ai-2021	839	20	of	of	IN
stanford-ai-2021	839	21	PhD	phd	NN
stanford-ai-2021	839	22	graduates	graduate	NNS
stanford-ai-2021	839	23	entering	enter	VBG
stanford-ai-2021	839	24	academia	academia	NN
stanford-ai-2021	839	25	has	have	VBZ
stanford-ai-2021	839	26	remained	remain	VBN
stanford-ai-2021	839	27	roughly	roughly	RB
stanford-ai-2021	839	28	level	level	NN
stanford-ai-2021	839	29	through	through	IN
stanford-ai-2021	839	30	the	the	DT
stanford-ai-2021	839	31	decade	decade	NN
stanford-ai-2021	839	32	,	,	,
stanford-ai-2021	839	33	while	while	IN
stanford-ai-2021	839	34	the	the	DT
stanford-ai-2021	839	35	large	large	JJ
stanford-ai-2021	839	36	increase	increase	NN
stanford-ai-2021	839	37	in	in	IN
stanford-ai-2021	839	38	PhD	phd	NN
stanford-ai-2021	839	39	output	output	NN
stanford-ai-2021	839	40	is	be	VBZ
stanford-ai-2021	839	41	primarily	primarily	RB
stanford-ai-2021	839	42	being	be	VBG
stanford-ai-2021	839	43	absorbed	absorb	VBN
stanford-ai-2021	839	44	by	by	IN
stanford-ai-2021	839	45	the	the	DT
stanford-ai-2021	839	46	industry	industry	NN
stanford-ai-2021	839	47	.	.	.
stanford-ai-2021	840	1	6	6	CD
stanford-ai-2021	840	2	New	New	NNP
stanford-ai-2021	840	3	AI	AI	NNP
stanford-ai-2021	840	4	PhDs	PhDs	NNP
stanford-ai-2021	840	5	in	in	IN
stanford-ai-2021	840	6	this	this	DT
stanford-ai-2021	840	7	section	section	NN
stanford-ai-2021	840	8	include	include	VBP
stanford-ai-2021	840	9	PhD	phd	NN
stanford-ai-2021	840	10	graduates	graduate	NNS
stanford-ai-2021	840	11	who	who	WP
stanford-ai-2021	840	12	specialize	specialize	VBP
stanford-ai-2021	840	13	in	in	IN
stanford-ai-2021	840	14	artificial	artificial	JJ
stanford-ai-2021	840	15	intelligence	intelligence	NN
stanford-ai-2021	840	16	from	from	IN
stanford-ai-2021	840	17	academic	academic	JJ
stanford-ai-2021	840	18	units	unit	NNS
stanford-ai-2021	840	19	(	(	-LRB-
stanford-ai-2021	840	20	departments	department	NNS
stanford-ai-2021	840	21	,	,	,
stanford-ai-2021	840	22	colleges	college	NNS
stanford-ai-2021	840	23	,	,	,
stanford-ai-2021	840	24	or	or	CC
stanford-ai-2021	840	25	schools	school	NNS
stanford-ai-2021	840	26	within	within	IN
stanford-ai-2021	840	27	universities	university	NNS
stanford-ai-2021	840	28	)	)	-RRB-
stanford-ai-2021	840	29	of	of	IN
stanford-ai-2021	840	30	computer	computer	NN
stanford-ai-2021	840	31	science	science	NN
stanford-ai-2021	840	32	,	,	,
stanford-ai-2021	840	33	computer	computer	NN
stanford-ai-2021	840	34	engineering	engineering	NN
stanford-ai-2021	840	35	,	,	,
stanford-ai-2021	840	36	and	and	CC
stanford-ai-2021	840	37	information	information	NN
stanford-ai-2021	840	38	in	in	IN
stanford-ai-2021	840	39	the	the	DT
stanford-ai-2021	840	40	United	United	NNP
stanford-ai-2021	840	41	States	States	NNP
stanford-ai-2021	840	42	and	and	CC
stanford-ai-2021	840	43	Canada	Canada	NNP
stanford-ai-2021	840	44	.	.	.
stanford-ai-2021	841	1	TA	TA	NNP
stanford-ai-2021	841	2	B	B	NNP
stanford-ai-2021	841	3	L	l	NN
stanford-ai-2021	841	4	E	e	NN
stanford-ai-2021	841	5	O	o	NN
stanford-ai-2021	841	6	F	f	NN
stanford-ai-2021	841	7	C	c	NN
stanford-ai-2021	841	8	O	o	NN
stanford-ai-2021	841	9	N	n	NN
stanford-ai-2021	841	10	T	t	NN
stanford-ai-2021	841	11	E	e	NN
stanford-ai-2021	841	12	N	n	NN
stanford-ai-2021	841	13	T	t	NN
stanford-ai-2021	841	14	S	s	NN
stanford-ai-2021	841	15	1	1	CD
stanford-ai-2021	841	16	1	1	CD
stanford-ai-2021	841	17	9C	9c	NN
stanford-ai-2021	841	18	H	h	NN
stanford-ai-2021	841	19	A	a	NN
stanford-ai-2021	841	20	P	p	NN
stanford-ai-2021	841	21	T	t	NN
stanford-ai-2021	841	22	E	e	NN
stanford-ai-2021	841	23	R	r	NN
stanford-ai-2021	841	24	4	4	CD
stanford-ai-2021	841	25	P	p	NN
stanford-ai-2021	841	26	R	r	NN
stanford-ai-2021	841	27	E	e	NN
stanford-ai-2021	841	28	V	v	NN
stanford-ai-2021	841	29	I	i	NN
stanford-ai-2021	841	30	E	e	NN
stanford-ai-2021	841	31	W	W	NNP
stanford-ai-2021	841	32	Artificial	Artificial	NNP
stanford-ai-2021	841	33	Intelligence	Intelligence	NNP
stanford-ai-2021	841	34	Index	Index	NNP
stanford-ai-2021	841	35	Report	Report	NNP
stanford-ai-2021	841	36	2021	2021	CD
stanford-ai-2021	841	37	2010	2010	CD
stanford-ai-2021	841	38	2011	2011	CD
stanford-ai-2021	841	39	2012	2012	CD
stanford-ai-2021	841	40	2013	2013	CD
stanford-ai-2021	841	41	2014	2014	CD
stanford-ai-2021	841	42	2015	2015	CD
stanford-ai-2021	841	43	2016	2016	CD
stanford-ai-2021	841	44	2017	2017	CD
stanford-ai-2021	841	45	2018	2018	CD
stanford-ai-2021	841	46	2019	2019	CD
stanford-ai-2021	841	47	20	20	CD
stanford-ai-2021	841	48	%	%	NN
stanford-ai-2021	841	49	30	30	CD
stanford-ai-2021	841	50	%	%	NN
stanford-ai-2021	841	51	40	40	CD
stanford-ai-2021	841	52	%	%	NN
stanford-ai-2021	841	53	50	50	CD
stanford-ai-2021	841	54	%	%	NN
stanford-ai-2021	841	55	60	60	CD
stanford-ai-2021	841	56	%	%	NN
stanford-ai-2021	841	57	70	70	CD
stanford-ai-2021	841	58	%	%	NN
stanford-ai-2021	841	59	N	n	NN
stanford-ai-2021	841	60	ew	ew	NN
stanford-ai-2021	841	61	In	in	IN
stanford-ai-2021	841	62	te	te	NNP
stanford-ai-2021	841	63	rn	rn	VBD
stanford-ai-2021	841	64	at	at	IN
stanford-ai-2021	841	65	io	io	NNP
stanford-ai-2021	841	66	n	n	NNP
stanford-ai-2021	841	67	al	al	NNP
stanford-ai-2021	841	68	A	A	NNP
stanford-ai-2021	841	69	I	i	NN
stanford-ai-2021	841	70	P	p	NN
stanford-ai-2021	841	71	h	h	NN
stanford-ai-2021	841	72	D	d	NN
stanford-ai-2021	841	73	s	s	NN
stanford-ai-2021	841	74	(	(	-LRB-
stanford-ai-2021	841	75	%	%	NN
stanford-ai-2021	841	76	o	o	NN
stanford-ai-2021	841	77	f	f	NN
stanford-ai-2021	841	78	T	t	NN
stanford-ai-2021	841	79	o	o	NN
stanford-ai-2021	841	80	ta	ta	NNP
stanford-ai-2021	841	81	l	l	NN
stanford-ai-2021	841	82	N	n	NN
stanford-ai-2021	841	83	ew	ew	NNP
stanford-ai-2021	841	84	A	a	NN
stanford-ai-2021	841	85	I	i	NN
stanford-ai-2021	841	86	P	p	NN
stanford-ai-2021	841	87	h	h	NN
stanford-ai-2021	841	88	D	d	NN
stanford-ai-2021	841	89	s	s	NN
stanford-ai-2021	841	90	)	)	-RRB-
stanford-ai-2021	841	91	64.3	64.3	CD
stanford-ai-2021	841	92	%	%	NN
stanford-ai-2021	841	93	NEW	NEW	NNP
stanford-ai-2021	841	94	INTERNATIONAL	INTERNATIONAL	NNP
stanford-ai-2021	841	95	AI	AI	NNP
stanford-ai-2021	841	96	PHDS	PHDS	NNP
stanford-ai-2021	841	97	(	(	-LRB-
stanford-ai-2021	841	98	%	%	NN
stanford-ai-2021	841	99	of	of	IN
stanford-ai-2021	841	100	TOTAL	TOTAL	NNP
stanford-ai-2021	841	101	NEW	NEW	NNP
stanford-ai-2021	841	102	AI	AI	NNP
stanford-ai-2021	841	103	PHDS	PHDS	NNP
stanford-ai-2021	841	104	)	)	-RRB-
stanford-ai-2021	841	105	in	in	IN
stanford-ai-2021	841	106	NORTH	NORTH	NNP
stanford-ai-2021	841	107	AMERICA	AMERICA	NNP
stanford-ai-2021	841	108	,	,	,
stanford-ai-2021	841	109	2010	2010	CD
stanford-ai-2021	841	110	-	-	SYM
stanford-ai-2021	841	111	19	19	CD
stanford-ai-2021	841	112	Source	source	NN
stanford-ai-2021	841	113	:	:	:
stanford-ai-2021	841	114	CRA	CRA	NNP
stanford-ai-2021	841	115	Taulbee	Taulbee	NNP
stanford-ai-2021	841	116	Survey	Survey	NNP
stanford-ai-2021	841	117	,	,	,
stanford-ai-2021	841	118	2020	2020	CD
stanford-ai-2021	841	119	|	|	NNP
stanford-ai-2021	841	120	Chart	Chart	NNP
stanford-ai-2021	841	121	:	:	:
stanford-ai-2021	841	122	2021	2021	CD
stanford-ai-2021	841	123	AI	AI	NNP
stanford-ai-2021	841	124	Index	Index	NNP
stanford-ai-2021	841	125	Report	Report	NNP
stanford-ai-2021	841	126	Figure	Figure	NNP
stanford-ai-2021	841	127	4.2.6	4.2.6	NNP
stanford-ai-2021	841	128	N	n	NN
stanford-ai-2021	841	129	E	e	NN
stanford-ai-2021	841	130	W	w	NN
stanford-ai-2021	841	131	I	i	NN
stanford-ai-2021	841	132	N	n	NN
stanford-ai-2021	841	133	T	t	NN
stanford-ai-2021	841	134	E	e	NN
stanford-ai-2021	841	135	R	r	NN
stanford-ai-2021	841	136	N	n	NN
stanford-ai-2021	841	137	AT	at	IN
stanford-ai-2021	841	138	I	i	NN
stanford-ai-2021	841	139	O	o	NN
stanford-ai-2021	841	140	N	n	NN
stanford-ai-2021	841	141	A	a	NN
stanford-ai-2021	841	142	L	l	NN
stanford-ai-2021	841	143	A	a	NN
stanford-ai-2021	841	144	I	i	NN
stanford-ai-2021	841	145	P	p	NN
stanford-ai-2021	841	146	H	h	NN
stanford-ai-2021	841	147	D	d	NN
stanford-ai-2021	841	148	S	s	NN
stanford-ai-2021	841	149	The	the	DT
stanford-ai-2021	841	150	percentage	percentage	NN
stanford-ai-2021	841	151	of	of	IN
stanford-ai-2021	841	152	international	international	JJ
stanford-ai-2021	841	153	students	student	NNS
stanford-ai-2021	841	154	among	among	IN
stanford-ai-2021	841	155	new	new	JJ
stanford-ai-2021	841	156	AI	AI	NNP
stanford-ai-2021	841	157	PhD	phd	NN
stanford-ai-2021	841	158	graduates	graduate	VBZ
stanford-ai-2021	841	159	in	in	IN
stanford-ai-2021	841	160	North	North	NNP
stanford-ai-2021	841	161	America	America	NNP
stanford-ai-2021	841	162	continued	continue	VBD
stanford-ai-2021	841	163	to	to	TO
stanford-ai-2021	841	164	rise	rise	VB
stanford-ai-2021	841	165	in	in	IN
stanford-ai-2021	841	166	2019	2019	CD
stanford-ai-2021	841	167	,	,	,
stanford-ai-2021	841	168	to	to	IN
stanford-ai-2021	841	169	64.3%—a	64.3%—a	CD
stanford-ai-2021	841	170	4.3	4.3	CD
stanford-ai-2021	841	171	percentage	percentage	NN
stanford-ai-2021	841	172	point	point	NN
stanford-ai-2021	841	173	increase	increase	NN
stanford-ai-2021	841	174	from	from	IN
stanford-ai-2021	841	175	2018	2018	CD
stanford-ai-2021	841	176	(	(	-LRB-
stanford-ai-2021	841	177	Figure	figure	NN
stanford-ai-2021	841	178	4.2.6	4.2.6	NNP
stanford-ai-2021	841	179	)	)	-RRB-
stanford-ai-2021	841	180	.	.	.
stanford-ai-2021	842	1	For	for	IN
stanford-ai-2021	842	2	comparison	comparison	NN
stanford-ai-2021	842	3	,	,	,
stanford-ai-2021	842	4	of	of	IN
stanford-ai-2021	842	5	all	all	DT
stanford-ai-2021	842	6	PhDs	PhDs	NNP
stanford-ai-2021	842	7	with	with	IN
stanford-ai-2021	842	8	a	a	DT
stanford-ai-2021	842	9	known	know	VBN
stanford-ai-2021	842	10	specialty	specialty	NN
stanford-ai-2021	842	11	area	area	NN
stanford-ai-2021	842	12	,	,	,
stanford-ai-2021	842	13	63.4	63.4	CD
stanford-ai-2021	842	14	%	%	NN
stanford-ai-2021	842	15	of	of	IN
stanford-ai-2021	842	16	computer	computer	NN
stanford-ai-2021	842	17	engineering	engineering	NN
stanford-ai-2021	842	18	,	,	,
stanford-ai-2021	842	19	59.6	59.6	CD
stanford-ai-2021	842	20	%	%	NN
stanford-ai-2021	842	21	of	of	IN
stanford-ai-2021	842	22	computer	computer	NN
stanford-ai-2021	842	23	science	science	NN
stanford-ai-2021	842	24	,	,	,
stanford-ai-2021	842	25	and	and	CC
stanford-ai-2021	842	26	29.5	29.5	CD
stanford-ai-2021	842	27	%	%	NN
stanford-ai-2021	842	28	of	of	IN
stanford-ai-2021	842	29	information	information	NN
stanford-ai-2021	842	30	recipients	recipient	NNS
stanford-ai-2021	842	31	are	be	VBP
stanford-ai-2021	842	32	international	international	JJ
stanford-ai-2021	842	33	students	student	NNS
stanford-ai-2021	842	34	in	in	IN
stanford-ai-2021	842	35	2019	2019	CD
stanford-ai-2021	842	36	.	.	.
stanford-ai-2021	843	1	Moreover	moreover	RB
stanford-ai-2021	843	2	,	,	,
stanford-ai-2021	843	3	among	among	IN
stanford-ai-2021	843	4	foreign	foreign	JJ
stanford-ai-2021	843	5	AI	AI	NNP
stanford-ai-2021	843	6	PhD	phd	NN
stanford-ai-2021	843	7	graduates	graduate	VBZ
stanford-ai-2021	843	8	in	in	IN
stanford-ai-2021	843	9	2019	2019	CD
stanford-ai-2021	843	10	in	in	IN
stanford-ai-2021	843	11	the	the	DT
stanford-ai-2021	843	12	United	United	NNP
stanford-ai-2021	843	13	States	States	NNP
stanford-ai-2021	843	14	specifically	specifically	RB
stanford-ai-2021	843	15	,	,	,
stanford-ai-2021	843	16	81.8	81.8	CD
stanford-ai-2021	843	17	%	%	NN
stanford-ai-2021	843	18	stayed	stay	VBD
stanford-ai-2021	843	19	in	in	IN
stanford-ai-2021	843	20	the	the	DT
stanford-ai-2021	843	21	United	United	NNP
stanford-ai-2021	843	22	States	States	NNP
stanford-ai-2021	843	23	for	for	IN
stanford-ai-2021	843	24	employment	employment	NN
stanford-ai-2021	843	25	and	and	CC
stanford-ai-2021	843	26	8.6	8.6	CD
stanford-ai-2021	843	27	%	%	NN
stanford-ai-2021	843	28	have	have	VBP
stanford-ai-2021	843	29	taken	take	VBN
stanford-ai-2021	843	30	jobs	job	NNS
stanford-ai-2021	843	31	outside	outside	IN
stanford-ai-2021	843	32	the	the	DT
stanford-ai-2021	843	33	United	United	NNP
stanford-ai-2021	843	34	States	States	NNP
stanford-ai-2021	843	35	(	(	-LRB-
stanford-ai-2021	843	36	Figure	Figure	NNP
stanford-ai-2021	843	37	4.2.7	4.2.7	CD
stanford-ai-2021	843	38	)	)	-RRB-
stanford-ai-2021	843	39	.	.	.
stanford-ai-2021	844	1	In	in	IN
stanford-ai-2021	844	2	comparison	comparison	NN
stanford-ai-2021	844	3	,	,	,
stanford-ai-2021	844	4	among	among	IN
stanford-ai-2021	844	5	all	all	DT
stanford-ai-2021	844	6	international	international	JJ
stanford-ai-2021	844	7	student	student	NN
stanford-ai-2021	844	8	graduates	graduate	NNS
stanford-ai-2021	844	9	with	with	IN
stanford-ai-2021	844	10	known	know	VBN
stanford-ai-2021	844	11	specialties	specialty	NNS
stanford-ai-2021	844	12	,	,	,
stanford-ai-2021	844	13	77.9	77.9	CD
stanford-ai-2021	844	14	%	%	NN
stanford-ai-2021	844	15	have	have	VBP
stanford-ai-2021	844	16	stayed	stay	VBN
stanford-ai-2021	844	17	in	in	IN
stanford-ai-2021	844	18	the	the	DT
stanford-ai-2021	844	19	United	United	NNP
stanford-ai-2021	844	20	States	States	NNP
stanford-ai-2021	844	21	while	while	IN
stanford-ai-2021	844	22	10.4	10.4	CD
stanford-ai-2021	844	23	%	%	NN
stanford-ai-2021	844	24	were	be	VBD
stanford-ai-2021	844	25	employed	employ	VBN
stanford-ai-2021	844	26	elsewhere	elsewhere	RB
stanford-ai-2021	844	27	.	.	.
stanford-ai-2021	845	1	C	c	NN
stanford-ai-2021	845	2	H	h	NN
stanford-ai-2021	845	3	A	a	NN
stanford-ai-2021	845	4	P	p	NN
stanford-ai-2021	845	5	T	t	NN
stanford-ai-2021	845	6	E	e	NN
stanford-ai-2021	845	7	R	r	NN
stanford-ai-2021	845	8	4	4	CD
stanford-ai-2021	845	9	:	:	:
stanford-ai-2021	845	10	A	a	DT
stanford-ai-2021	845	11	I	i	NN
stanford-ai-2021	845	12	E	e	NN
stanford-ai-2021	845	13	D	d	NN
stanford-ai-2021	845	14	U	u	NN
stanford-ai-2021	845	15	C	c	NN
stanford-ai-2021	845	16	AT	at	IN
stanford-ai-2021	845	17	I	i	NN
stanford-ai-2021	845	18	O	o	NN
stanford-ai-2021	845	19	N	n	NN
stanford-ai-2021	845	20	4	4	CD
stanford-ai-2021	845	21	.	.	.
stanford-ai-2021	846	1	2	2	LS
stanford-ai-2021	846	2	A	a	DT
stanford-ai-2021	846	3	I	i	NN
stanford-ai-2021	846	4	A	a	NN
stanford-ai-2021	846	5	N	n	NN
stanford-ai-2021	846	6	D	d	NN
stanford-ai-2021	846	7	C	c	NN
stanford-ai-2021	846	8	S	s	NN
stanford-ai-2021	846	9	D	d	NN
stanford-ai-2021	846	10	E	e	NN
stanford-ai-2021	846	11	G	g	NN
stanford-ai-2021	846	12	R	r	NN
stanford-ai-2021	846	13	E	e	NN
stanford-ai-2021	846	14	E	e	NN
stanford-ai-2021	846	15	G	g	NN
stanford-ai-2021	846	16	R	r	NN
stanford-ai-2021	846	17	A	a	NN
stanford-ai-2021	846	18	D	d	NN
stanford-ai-2021	846	19	U	u	NN
stanford-ai-2021	846	20	AT	at	NN
stanford-ai-2021	846	21	E	e	NN
stanford-ai-2021	846	22	S	s	NN
stanford-ai-2021	846	23	I	i	NN
stanford-ai-2021	846	24	N	n	NN
stanford-ai-2021	846	25	N	n	NN
stanford-ai-2021	846	26	O	o	NN
stanford-ai-2021	846	27	R	r	NN
stanford-ai-2021	846	28	T	t	NN
stanford-ai-2021	846	29	H	h	NN
stanford-ai-2021	846	30	A	a	NN
stanford-ai-2021	846	31	M	m	NN
stanford-ai-2021	846	32	E	e	NN
stanford-ai-2021	846	33	R	r	NN
stanford-ai-2021	846	34	I	i	NN
stanford-ai-2021	846	35	C	c	NN
stanford-ai-2021	846	36	A	a	DT
stanford-ai-2021	846	37	8.6	8.6	CD
stanford-ai-2021	846	38	%	%	NN
stanford-ai-2021	846	39	Outside	outside	IN
stanford-ai-2021	846	40	the	the	DT
stanford-ai-2021	846	41	United	United	NNP
stanford-ai-2021	846	42	States	States	NNP
stanford-ai-2021	846	43	81.8	81.8	CD
stanford-ai-2021	846	44	%	%	NN
stanford-ai-2021	846	45	United	United	NNP
stanford-ai-2021	846	46	States	States	NNP
stanford-ai-2021	846	47	9.6	9.6	CD
stanford-ai-2021	846	48	%	%	NN
stanford-ai-2021	846	49	Unknown	unknown	JJ
stanford-ai-2021	846	50	INTERNATIONAL	INTERNATIONAL	NNP
stanford-ai-2021	846	51	NEW	NEW	NNP
stanford-ai-2021	846	52	AI	AI	NNP
stanford-ai-2021	846	53	PHDS	PHDS	NNP
stanford-ai-2021	846	54	(	(	-LRB-
stanford-ai-2021	846	55	%	%	NN
stanford-ai-2021	846	56	of	of	IN
stanford-ai-2021	846	57	TOTAL	TOTAL	NNP
stanford-ai-2021	846	58	)	)	-RRB-
stanford-ai-2021	846	59	in	in	IN
stanford-ai-2021	846	60	the	the	DT
stanford-ai-2021	846	61	UNITED	UNITED	NNP
stanford-ai-2021	846	62	STATES	STATES	NNP
stanford-ai-2021	846	63	by	by	IN
stanford-ai-2021	846	64	LOCATION	location	NN
stanford-ai-2021	846	65	OF	of	IN
stanford-ai-2021	846	66	EMPLOYMENT	EMPLOYMENT	NNP
stanford-ai-2021	846	67	,	,	,
stanford-ai-2021	846	68	2019	2019	CD
stanford-ai-2021	846	69	Source	source	NN
stanford-ai-2021	846	70	:	:	:
stanford-ai-2021	846	71	CRA	CRA	NNP
stanford-ai-2021	846	72	Taulbee	Taulbee	NNP
stanford-ai-2021	846	73	Survey	Survey	NNP
stanford-ai-2021	846	74	,	,	,
stanford-ai-2021	846	75	2020	2020	CD
stanford-ai-2021	846	76	|	|	NNP
stanford-ai-2021	846	77	Chart	Chart	NNP
stanford-ai-2021	846	78	:	:	:
stanford-ai-2021	846	79	2021	2021	CD
stanford-ai-2021	846	80	AI	AI	NNP
stanford-ai-2021	846	81	Index	Index	NNP
stanford-ai-2021	846	82	Report	Report	NNP
stanford-ai-2021	846	83	8.6	8.6	CD
stanford-ai-2021	846	84	%	%	NN
stanford-ai-2021	846	85	Outside	outside	IN
stanford-ai-2021	846	86	the	the	DT
stanford-ai-2021	846	87	United	United	NNP
stanford-ai-2021	846	88	States	States	NNP
stanford-ai-2021	846	89	81.8	81.8	CD
stanford-ai-2021	846	90	%	%	NN
stanford-ai-2021	846	91	United	United	NNP
stanford-ai-2021	846	92	States	States	NNP
stanford-ai-2021	846	93	9.6	9.6	CD
stanford-ai-2021	846	94	%	%	NN
stanford-ai-2021	846	95	Unknown	unknown	JJ
stanford-ai-2021	846	96	INTERNATIONAL	INTERNATIONAL	NNP
stanford-ai-2021	846	97	NEW	NEW	NNP
stanford-ai-2021	846	98	AI	AI	NNP
stanford-ai-2021	846	99	PHDS	PHDS	NNP
stanford-ai-2021	846	100	(	(	-LRB-
stanford-ai-2021	846	101	%	%	NN
stanford-ai-2021	846	102	of	of	IN
stanford-ai-2021	846	103	TOTAL	TOTAL	NNP
stanford-ai-2021	846	104	)	)	-RRB-
stanford-ai-2021	846	105	in	in	IN
stanford-ai-2021	846	106	the	the	DT
stanford-ai-2021	846	107	UNITED	UNITED	NNP
stanford-ai-2021	846	108	STATES	STATES	NNP
stanford-ai-2021	846	109	by	by	IN
stanford-ai-2021	846	110	LOCATION	location	NN
stanford-ai-2021	846	111	OF	of	IN
stanford-ai-2021	846	112	EMPLOYMENT	EMPLOYMENT	NNP
stanford-ai-2021	846	113	,	,	,
stanford-ai-2021	846	114	2019	2019	CD
stanford-ai-2021	846	115	Source	source	NN
stanford-ai-2021	846	116	:	:	:
stanford-ai-2021	846	117	CRA	CRA	NNP
stanford-ai-2021	846	118	Taulbee	Taulbee	NNP
stanford-ai-2021	846	119	Survey	Survey	NNP
stanford-ai-2021	846	120	,	,	,
stanford-ai-2021	846	121	2020	2020	CD
stanford-ai-2021	846	122	|	|	NNP
stanford-ai-2021	846	123	Chart	Chart	NNP
stanford-ai-2021	846	124	:	:	:
stanford-ai-2021	846	125	2021	2021	CD
stanford-ai-2021	846	126	AI	AI	NNP
stanford-ai-2021	846	127	Index	Index	NNP
stanford-ai-2021	846	128	Report	Report	NNP
stanford-ai-2021	846	129	Figure	Figure	NNP
stanford-ai-2021	846	130	4.2.7	4.2.7	CD
stanford-ai-2021	846	131	TA	TA	NNP
stanford-ai-2021	846	132	B	B	NNP
stanford-ai-2021	846	133	L	l	NN
stanford-ai-2021	846	134	E	e	NN
stanford-ai-2021	846	135	O	o	NN
stanford-ai-2021	846	136	F	f	NN
stanford-ai-2021	846	137	C	c	NN
stanford-ai-2021	846	138	O	o	NN
stanford-ai-2021	846	139	N	n	NN
stanford-ai-2021	846	140	T	t	NN
stanford-ai-2021	846	141	E	e	NN
stanford-ai-2021	846	142	N	n	NN
stanford-ai-2021	846	143	T	t	NN
stanford-ai-2021	846	144	S	s	NN
stanford-ai-2021	846	145	1	1	CD
stanford-ai-2021	846	146	2	2	CD
stanford-ai-2021	846	147	0C	0c	NN
stanford-ai-2021	846	148	H	h	NN
stanford-ai-2021	846	149	A	a	NN
stanford-ai-2021	846	150	P	p	NN
stanford-ai-2021	846	151	T	t	NN
stanford-ai-2021	846	152	E	e	NN
stanford-ai-2021	846	153	R	r	NN
stanford-ai-2021	846	154	4	4	CD
stanford-ai-2021	846	155	P	p	NN
stanford-ai-2021	846	156	R	r	NN
stanford-ai-2021	846	157	E	e	NN
stanford-ai-2021	846	158	V	v	NN
stanford-ai-2021	846	159	I	i	NN
stanford-ai-2021	846	160	E	e	NN
stanford-ai-2021	846	161	W	W	NNP
stanford-ai-2021	846	162	Artificial	Artificial	NNP
stanford-ai-2021	846	163	Intelligence	Intelligence	NNP
stanford-ai-2021	846	164	Index	Index	NNP
stanford-ai-2021	846	165	Report	Report	NNP
stanford-ai-2021	846	166	2021	2021	CD
stanford-ai-2021	846	167	This	this	DT
stanford-ai-2021	846	168	section	section	NN
stanford-ai-2021	846	169	presents	present	VBZ
stanford-ai-2021	846	170	research	research	NN
stanford-ai-2021	846	171	from	from	IN
stanford-ai-2021	846	172	the	the	DT
stanford-ai-2021	846	173	Joint	Joint	NNP
stanford-ai-2021	846	174	Research	Research	NNP
stanford-ai-2021	846	175	Center	Center	NNP
stanford-ai-2021	846	176	at	at	IN
stanford-ai-2021	846	177	the	the	DT
stanford-ai-2021	846	178	European	European	NNP
stanford-ai-2021	846	179	Commission	Commission	NNP
stanford-ai-2021	846	180	that	that	WDT
stanford-ai-2021	846	181	assessed	assess	VBD
stanford-ai-2021	846	182	the	the	DT
stanford-ai-2021	846	183	academic	academic	JJ
stanford-ai-2021	846	184	offerings	offering	NNS
stanford-ai-2021	846	185	of	of	IN
stanford-ai-2021	846	186	advanced	advanced	JJ
stanford-ai-2021	846	187	digital	digital	JJ
stanford-ai-2021	846	188	skills	skill	NNS
stanford-ai-2021	846	189	in	in	IN
stanford-ai-2021	846	190	27	27	CD
stanford-ai-2021	846	191	European	European	NNP
stanford-ai-2021	846	192	Union	Union	NNP
stanford-ai-2021	846	193	member	member	NN
stanford-ai-2021	846	194	states	state	NNS
stanford-ai-2021	846	195	as	as	RB
stanford-ai-2021	846	196	well	well	RB
stanford-ai-2021	846	197	as	as	IN
stanford-ai-2021	846	198	six	six	CD
stanford-ai-2021	846	199	other	other	JJ
stanford-ai-2021	846	200	countries	country	NNS
stanford-ai-2021	846	201	:	:	:
stanford-ai-2021	846	202	the	the	DT
stanford-ai-2021	846	203	United	United	NNP
stanford-ai-2021	846	204	Kingdom	Kingdom	NNP
stanford-ai-2021	846	205	,	,	,
stanford-ai-2021	846	206	Norway	Norway	NNP
stanford-ai-2021	846	207	,	,	,
stanford-ai-2021	846	208	Switzerland	Switzerland	NNP
stanford-ai-2021	846	209	,	,	,
stanford-ai-2021	846	210	Canada	Canada	NNP
stanford-ai-2021	846	211	,	,	,
stanford-ai-2021	846	212	the	the	DT
stanford-ai-2021	846	213	United	United	NNP
stanford-ai-2021	846	214	States	States	NNP
stanford-ai-2021	846	215	,	,	,
stanford-ai-2021	846	216	and	and	CC
stanford-ai-2021	846	217	Australia	Australia	NNP
stanford-ai-2021	846	218	.	.	.
stanford-ai-2021	847	1	This	this	DT
stanford-ai-2021	847	2	was	be	VBD
stanford-ai-2021	847	3	the	the	DT
stanford-ai-2021	847	4	second	second	JJ
stanford-ai-2021	847	5	such	such	JJ
stanford-ai-2021	847	6	study,7	study,7	NN
stanford-ai-2021	847	7	and	and	CC
stanford-ai-2021	847	8	the	the	DT
stanford-ai-2021	847	9	2020	2020	CD
stanford-ai-2021	847	10	version	version	NN
stanford-ai-2021	847	11	addressed	address	VBD
stanford-ai-2021	847	12	four	four	CD
stanford-ai-2021	847	13	technological	technological	JJ
stanford-ai-2021	847	14	domains	domain	NNS
stanford-ai-2021	847	15	:	:	:
stanford-ai-2021	847	16	artificial	artificial	JJ
stanford-ai-2021	847	17	intelligence	intelligence	NN
stanford-ai-2021	847	18	(	(	-LRB-
stanford-ai-2021	847	19	AI	AI	NNP
stanford-ai-2021	847	20	)	)	-RRB-
stanford-ai-2021	847	21	,	,	,
stanford-ai-2021	847	22	high	high	JJ
stanford-ai-2021	847	23	performance	performance	NN
stanford-ai-2021	847	24	computing	computing	NN
stanford-ai-2021	847	25	(	(	-LRB-
stanford-ai-2021	847	26	HPC	HPC	NNP
stanford-ai-2021	847	27	)	)	-RRB-
stanford-ai-2021	847	28	,	,	,
stanford-ai-2021	847	29	cybersecurity	cybersecurity	NN
stanford-ai-2021	847	30	(	(	-LRB-
stanford-ai-2021	847	31	CS	CS	NNP
stanford-ai-2021	847	32	)	)	-RRB-
stanford-ai-2021	847	33	,	,	,
stanford-ai-2021	847	34	and	and	CC
stanford-ai-2021	847	35	data	datum	NNS
stanford-ai-2021	847	36	science	science	NN
stanford-ai-2021	847	37	(	(	-LRB-
stanford-ai-2021	847	38	DS	DS	NNP
stanford-ai-2021	847	39	)	)	-RRB-
stanford-ai-2021	847	40	,	,	,
stanford-ai-2021	847	41	applying	apply	VBG
stanford-ai-2021	847	42	text	text	NN
stanford-ai-2021	847	43	-	-	HYPH
stanford-ai-2021	847	44	mining	mining	NN
stanford-ai-2021	847	45	and	and	CC
stanford-ai-2021	847	46	machine	machine	NN
stanford-ai-2021	847	47	-	-	HYPH
stanford-ai-2021	847	48	learning	learn	VBG
stanford-ai-2021	847	49	techniques	technique	NNS
stanford-ai-2021	847	50	to	to	TO
stanford-ai-2021	847	51	extract	extract	VB
stanford-ai-2021	847	52	content	content	NN
stanford-ai-2021	847	53	related	relate	VBN
stanford-ai-2021	847	54	to	to	TO
stanford-ai-2021	847	55	study	study	VB
stanford-ai-2021	847	56	programs	program	NNS
stanford-ai-2021	847	57	addressing	address	VBG
stanford-ai-2021	847	58	the	the	DT
stanford-ai-2021	847	59	specific	specific	JJ
stanford-ai-2021	847	60	domains	domain	NNS
stanford-ai-2021	847	61	.	.	.
stanford-ai-2021	848	1	See	see	VB
stanford-ai-2021	848	2	the	the	DT
stanford-ai-2021	848	3	reports	report	NNS
stanford-ai-2021	848	4	“	"	``
stanford-ai-2021	848	5	Academic	Academic	NNP
stanford-ai-2021	848	6	Offer	Offer	NNP
stanford-ai-2021	848	7	of	of	IN
stanford-ai-2021	848	8	Advanced	Advanced	NNP
stanford-ai-2021	848	9	Digital	Digital	NNP
stanford-ai-2021	848	10	Skills	Skills	NNPS
stanford-ai-2021	848	11	in	in	IN
stanford-ai-2021	848	12	2019–20	2019–20	CD
stanford-ai-2021	848	13	.	.	.
stanford-ai-2021	849	1	International	International	NNP
stanford-ai-2021	849	2	Comparison	Comparison	NNP
stanford-ai-2021	849	3	”	"	''
stanford-ai-2021	849	4	and	and	CC
stanford-ai-2021	849	5	“	"	``
stanford-ai-2021	849	6	Estimation	Estimation	NNP
stanford-ai-2021	849	7	of	of	IN
stanford-ai-2021	849	8	Supply	Supply	NNP
stanford-ai-2021	849	9	and	and	CC
stanford-ai-2021	849	10	Demand	Demand	NNP
stanford-ai-2021	849	11	of	of	IN
stanford-ai-2021	849	12	Tertiary	Tertiary	NNP
stanford-ai-2021	849	13	Education	Education	NNP
stanford-ai-2021	849	14	Places	Places	NNPS
stanford-ai-2021	849	15	in	in	IN
stanford-ai-2021	849	16	Advanced	Advanced	NNP
stanford-ai-2021	849	17	Digital	Digital	NNP
stanford-ai-2021	849	18	Profiles	Profiles	NNPS
stanford-ai-2021	849	19	in	in	IN
stanford-ai-2021	849	20	the	the	DT
stanford-ai-2021	849	21	EU	EU	NNP
stanford-ai-2021	849	22	,	,	,
stanford-ai-2021	849	23	”	"	''
stanford-ai-2021	849	24	for	for	IN
stanford-ai-2021	849	25	more	more	JJR
stanford-ai-2021	849	26	detail	detail	NN
stanford-ai-2021	849	27	.	.	.
stanford-ai-2021	850	1	C	c	NN
stanford-ai-2021	850	2	H	h	NN
stanford-ai-2021	850	3	A	a	NN
stanford-ai-2021	850	4	P	p	NN
stanford-ai-2021	850	5	T	t	NN
stanford-ai-2021	850	6	E	e	NN
stanford-ai-2021	850	7	R	r	NN
stanford-ai-2021	850	8	4	4	CD
stanford-ai-2021	850	9	:	:	:
stanford-ai-2021	850	10	A	a	DT
stanford-ai-2021	850	11	I	i	NN
stanford-ai-2021	850	12	E	e	NN
stanford-ai-2021	850	13	D	d	NN
stanford-ai-2021	850	14	U	u	NN
stanford-ai-2021	850	15	C	c	NN
stanford-ai-2021	850	16	AT	at	IN
stanford-ai-2021	850	17	I	i	NN
stanford-ai-2021	850	18	O	o	NN
stanford-ai-2021	850	19	N	n	NN
stanford-ai-2021	850	20	A	a	NN
stanford-ai-2021	850	21	I	i	NN
stanford-ai-2021	850	22	O	o	NN
stanford-ai-2021	850	23	F	f	NN
stanford-ai-2021	850	24	F	f	NN
stanford-ai-2021	850	25	E	e	NN
stanford-ai-2021	850	26	R	r	NN
stanford-ai-2021	850	27	I	i	NN
stanford-ai-2021	850	28	N	n	NN
stanford-ai-2021	850	29	G	g	NN
stanford-ai-2021	850	30	S	s	NN
stanford-ai-2021	850	31	I	i	NN
stanford-ai-2021	850	32	N	n	NN
stanford-ai-2021	850	33	E	e	NN
stanford-ai-2021	850	34	U	u	NN
stanford-ai-2021	850	35	2	2	CD
stanford-ai-2021	850	36	7	7	CD
stanford-ai-2021	850	37	The	the	DT
stanford-ai-2021	850	38	study	study	NN
stanford-ai-2021	850	39	revealed	reveal	VBD
stanford-ai-2021	850	40	a	a	DT
stanford-ai-2021	850	41	total	total	JJ
stanford-ai-2021	850	42	number	number	NN
stanford-ai-2021	850	43	of	of	IN
stanford-ai-2021	850	44	1,032	1,032	CD
stanford-ai-2021	850	45	AI	AI	NNP
stanford-ai-2021	850	46	programs	program	NNS
stanford-ai-2021	850	47	across	across	IN
stanford-ai-2021	850	48	program	program	NN
stanford-ai-2021	850	49	scopes	scope	NNS
stanford-ai-2021	850	50	and	and	CC
stanford-ai-2021	850	51	program	program	NN
stanford-ai-2021	850	52	levels	level	NNS
stanford-ai-2021	850	53	in	in	IN
stanford-ai-2021	850	54	the	the	DT
stanford-ai-2021	850	55	27	27	CD
stanford-ai-2021	850	56	EU	EU	NNP
stanford-ai-2021	850	57	countries	country	NNS
stanford-ai-2021	850	58	(	(	-LRB-
stanford-ai-2021	850	59	Figure	Figure	NNP
stanford-ai-2021	850	60	4.3.1	4.3.1	NNP
stanford-ai-2021	850	61	)	)	-RRB-
stanford-ai-2021	850	62	.	.	.
stanford-ai-2021	851	1	The	the	DT
stanford-ai-2021	851	2	overwhelming	overwhelming	JJ
stanford-ai-2021	851	3	majority	majority	NN
stanford-ai-2021	851	4	of	of	IN
stanford-ai-2021	851	5	specialized	specialized	JJ
stanford-ai-2021	851	6	AI	AI	NNP
stanford-ai-2021	851	7	academic	academic	JJ
stanford-ai-2021	851	8	offerings	offering	NNS
stanford-ai-2021	851	9	in	in	IN
stanford-ai-2021	851	10	the	the	DT
stanford-ai-2021	851	11	EU	EU	NNP
stanford-ai-2021	851	12	are	be	VBP
stanford-ai-2021	851	13	taught	teach	VBN
stanford-ai-2021	851	14	at	at	IN
stanford-ai-2021	851	15	the	the	DT
stanford-ai-2021	851	16	master	master	NN
stanford-ai-2021	851	17	’s	’s	POS
stanford-ai-2021	851	18	level	level	NN
stanford-ai-2021	851	19	,	,	,
stanford-ai-2021	851	20	which	which	WDT
stanford-ai-2021	851	21	leads	lead	VBZ
stanford-ai-2021	851	22	to	to	IN
stanford-ai-2021	851	23	a	a	DT
stanford-ai-2021	851	24	degree	degree	NN
stanford-ai-2021	851	25	that	that	WDT
stanford-ai-2021	851	26	equips	equip	VBZ
stanford-ai-2021	851	27	students	student	NNS
stanford-ai-2021	851	28	with	with	IN
stanford-ai-2021	851	29	strong	strong	JJ
stanford-ai-2021	851	30	competencies	competency	NNS
stanford-ai-2021	851	31	for	for	IN
stanford-ai-2021	851	32	the	the	DT
stanford-ai-2021	851	33	workforce	workforce	NN
stanford-ai-2021	851	34	.	.	.
stanford-ai-2021	852	1	Germany	Germany	NNP
stanford-ai-2021	852	2	leads	lead	VBZ
stanford-ai-2021	852	3	the	the	DT
stanford-ai-2021	852	4	other	other	JJ
stanford-ai-2021	852	5	member	member	NN
stanford-ai-2021	852	6	nations	nation	NNS
stanford-ai-2021	852	7	in	in	IN
stanford-ai-2021	852	8	offering	offer	VBG
stanford-ai-2021	852	9	the	the	DT
stanford-ai-2021	852	10	most	most	RBS
stanford-ai-2021	852	11	specialized	specialized	JJ
stanford-ai-2021	852	12	AI	AI	NNP
stanford-ai-2021	852	13	programs	program	NNS
stanford-ai-2021	852	14	,	,	,
stanford-ai-2021	852	15	followed	follow	VBN
stanford-ai-2021	852	16	by	by	IN
stanford-ai-2021	852	17	the	the	DT
stanford-ai-2021	852	18	Netherlands	Netherlands	NNP
stanford-ai-2021	852	19	,	,	,
stanford-ai-2021	852	20	France	France	NNP
stanford-ai-2021	852	21	,	,	,
stanford-ai-2021	852	22	and	and	CC
stanford-ai-2021	852	23	Sweden	Sweden	NNP
stanford-ai-2021	852	24	.	.	.
stanford-ai-2021	853	1	France	France	NNP
stanford-ai-2021	853	2	tops	top	VBZ
stanford-ai-2021	853	3	the	the	DT
stanford-ai-2021	853	4	list	list	NN
stanford-ai-2021	853	5	in	in	IN
stanford-ai-2021	853	6	offering	offer	VBG
stanford-ai-2021	853	7	the	the	DT
stanford-ai-2021	853	8	most	most	JJS
stanford-ai-2021	853	9	AI	AI	NNP
stanford-ai-2021	853	10	programs	program	NNS
stanford-ai-2021	853	11	at	at	IN
stanford-ai-2021	853	12	the	the	DT
stanford-ai-2021	853	13	master	master	NN
stanford-ai-2021	853	14	’s	’s	POS
stanford-ai-2021	853	15	level	level	NN
stanford-ai-2021	853	16	.	.	.
stanford-ai-2021	854	1	4.3	4.3	CD
stanford-ai-2021	854	2	AI	AI	NNP
stanford-ai-2021	854	3	EDUCATION	EDUCATION	VBN
stanford-ai-2021	854	4	IN	in	IN
stanford-ai-2021	854	5	THE	the	DT
stanford-ai-2021	854	6	EUROPEAN	EUROPEAN	NNP
stanford-ai-2021	854	7	UNION	UNION	NNP
stanford-ai-2021	854	8	AND	and	CC
stanford-ai-2021	854	9	BEYOND	BEYOND	NNP
stanford-ai-2021	854	10	4	4	CD
stanford-ai-2021	854	11	.	.	.
stanford-ai-2021	855	1	3	3	LS
stanford-ai-2021	855	2	A	a	DT
stanford-ai-2021	855	3	I	i	NN
stanford-ai-2021	855	4	E	e	NN
stanford-ai-2021	855	5	D	d	NN
stanford-ai-2021	855	6	U	u	NN
stanford-ai-2021	855	7	C	c	NN
stanford-ai-2021	855	8	AT	at	IN
stanford-ai-2021	855	9	I	i	NN
stanford-ai-2021	855	10	O	o	NN
stanford-ai-2021	855	11	N	n	NN
stanford-ai-2021	855	12	I	i	NN
stanford-ai-2021	855	13	N	n	NN
stanford-ai-2021	855	14	T	t	NN
stanford-ai-2021	855	15	H	h	NN
stanford-ai-2021	855	16	E	e	NN
stanford-ai-2021	855	17	E	e	NN
stanford-ai-2021	855	18	U	u	NN
stanford-ai-2021	855	19	R	r	NN
stanford-ai-2021	855	20	O	o	NN
stanford-ai-2021	855	21	P	p	NN
stanford-ai-2021	855	22	E	e	NN
stanford-ai-2021	855	23	A	a	NN
stanford-ai-2021	855	24	N	n	NN
stanford-ai-2021	855	25	U	u	NN
stanford-ai-2021	855	26	N	n	NN
stanford-ai-2021	855	27	I	i	NN
stanford-ai-2021	855	28	O	o	NN
stanford-ai-2021	855	29	N	n	NN
stanford-ai-2021	855	30	A	a	NN
stanford-ai-2021	855	31	N	n	NN
stanford-ai-2021	855	32	D	d	NN
stanford-ai-2021	855	33	B	b	NN
stanford-ai-2021	855	34	E	e	NN
stanford-ai-2021	855	35	YO	yo	NN
stanford-ai-2021	855	36	N	n	NN
stanford-ai-2021	855	37	D	d	NN
stanford-ai-2021	855	38	0	0	CD
stanford-ai-2021	855	39	10	10	CD
stanford-ai-2021	855	40	20	20	CD
stanford-ai-2021	855	41	30	30	CD
stanford-ai-2021	855	42	N	n	CD
stanford-ai-2021	855	43	u	u	NNP
stanford-ai-2021	855	44	m	m	NN
stanford-ai-2021	855	45	b	b	NNP
stanford-ai-2021	855	46	er	er	UH
stanford-ai-2021	855	47	o	o	XX
stanford-ai-2021	855	48	f	f	NNP
stanford-ai-2021	855	49	S	S	NNP
stanford-ai-2021	855	50	p	p	NN
stanford-ai-2021	855	51	ec	ec	NNP
stanford-ai-2021	855	52	ia	ia	NNP
stanford-ai-2021	855	53	liz	liz	NNP
stanford-ai-2021	855	54	ed	ed	NNP
stanford-ai-2021	855	55	A	A	NNP
stanford-ai-2021	855	56	I	i	NN
stanford-ai-2021	855	57	P	p	NN
stanford-ai-2021	855	58	ro	ro	CC
stanford-ai-2021	855	59	g	g	NNP
stanford-ai-2021	855	60	ra	ra	NNP
stanford-ai-2021	855	61	m	m	NNP
stanford-ai-2021	855	62	s	s	NNP
stanford-ai-2021	855	63	NUMBER	NUMBER	NNP
stanford-ai-2021	855	64	of	of	IN
stanford-ai-2021	855	65	SPECIALIZED	SPECIALIZED	NNP
stanford-ai-2021	855	66	AI	AI	NNP
stanford-ai-2021	855	67	PROGRAMS	programs	RB
stanford-ai-2021	855	68	in	in	IN
stanford-ai-2021	855	69	EU27	EU27	NNP
stanford-ai-2021	855	70	,	,	,
stanford-ai-2021	855	71	2019	2019	CD
stanford-ai-2021	855	72	-	-	SYM
stanford-ai-2021	855	73	20	20	CD
stanford-ai-2021	855	74	Source	source	NN
stanford-ai-2021	855	75	:	:	:
stanford-ai-2021	855	76	Joint	Joint	NNP
stanford-ai-2021	855	77	Research	Research	NNP
stanford-ai-2021	855	78	Centre	Centre	NNP
stanford-ai-2021	855	79	,	,	,
stanford-ai-2021	855	80	European	European	NNP
stanford-ai-2021	855	81	Commission	Commission	NNP
stanford-ai-2021	855	82	,	,	,
stanford-ai-2021	855	83	2020	2020	CD
stanford-ai-2021	855	84	|	|	NNP
stanford-ai-2021	855	85	Chart	Chart	NNP
stanford-ai-2021	855	86	:	:	:
stanford-ai-2021	855	87	2021	2021	CD
stanford-ai-2021	855	88	AI	AI	NNP
stanford-ai-2021	855	89	Index	Index	NNP
stanford-ai-2021	855	90	Report	Report	NNP
stanford-ai-2021	855	91	G	G	NNP
stanford-ai-2021	855	92	er	er	UH
stanford-ai-2021	855	93	m	m	NNP
stanford-ai-2021	855	94	an	an	DT
stanford-ai-2021	855	95	y	y	NNP
stanford-ai-2021	855	96	N	N	NNP
stanford-ai-2021	855	97	et	et	NN
stanford-ai-2021	855	98	h	h	NN
stanford-ai-2021	855	99	er	er	UH
stanford-ai-2021	855	100	la	la	NNP
stanford-ai-2021	855	101	n	n	NNP
stanford-ai-2021	855	102	d	d	NNP
stanford-ai-2021	855	103	s	s	NNP
stanford-ai-2021	855	104	F	F	NNP
stanford-ai-2021	855	105	ra	ra	NNP
stanford-ai-2021	855	106	n	n	NNP
stanford-ai-2021	855	107	ce	ce	NNP
stanford-ai-2021	855	108	S	S	NNP
stanford-ai-2021	855	109	w	w	NNP
stanford-ai-2021	855	110	ed	ed	NNP
stanford-ai-2021	855	111	en	en	NNP
stanford-ai-2021	855	112	D	D	NNP
stanford-ai-2021	855	113	en	en	NNP
stanford-ai-2021	855	114	m	m	NNP
stanford-ai-2021	855	115	ar	ar	NNP
stanford-ai-2021	855	116	k	k	NNP
stanford-ai-2021	855	117	F	F	NNP
stanford-ai-2021	855	118	in	in	IN
stanford-ai-2021	855	119	la	la	NNP
stanford-ai-2021	855	120	n	n	CC
stanford-ai-2021	855	121	d	d	NNP
stanford-ai-2021	855	122	Ir	Ir	NNP
stanford-ai-2021	855	123	el	el	NNP
stanford-ai-2021	855	124	an	an	DT
stanford-ai-2021	855	125	d	d	NN
stanford-ai-2021	855	126	It	-PRON-	PRP
stanford-ai-2021	855	127	al	al	NNP
stanford-ai-2021	855	128	y	y	NNP
stanford-ai-2021	855	129	P	p	NN
stanford-ai-2021	855	130	o	o	NN
stanford-ai-2021	855	131	la	la	NN
stanford-ai-2021	855	132	n	n	NNP
stanford-ai-2021	855	133	d	d	NNP
stanford-ai-2021	855	134	S	S	NNP
stanford-ai-2021	855	135	p	p	NN
stanford-ai-2021	855	136	ai	ai	NN
stanford-ai-2021	855	137	n	n	NNP
stanford-ai-2021	855	138	B	B	NNP
stanford-ai-2021	855	139	el	el	NNP
stanford-ai-2021	855	140	g	g	NNP
stanford-ai-2021	855	141	iu	iu	NNP
stanford-ai-2021	855	142	m	m	NNP
stanford-ai-2021	855	143	H	H	NNP
stanford-ai-2021	855	144	u	u	NNP
stanford-ai-2021	855	145	n	n	NNP
stanford-ai-2021	855	146	g	g	NNP
stanford-ai-2021	855	147	ar	ar	NNP
stanford-ai-2021	855	148	y	y	NNP
stanford-ai-2021	855	149	E	E	NNP
stanford-ai-2021	855	150	st	st	NNP
stanford-ai-2021	855	151	o	o	XX
stanford-ai-2021	855	152	n	n	NNP
stanford-ai-2021	855	153	ia	ia	NNP
stanford-ai-2021	855	154	L	L	NNP
stanford-ai-2021	855	155	it	-PRON-	PRP
stanford-ai-2021	855	156	h	h	VBZ
stanford-ai-2021	855	157	u	u	CC
stanford-ai-2021	855	158	an	an	DT
stanford-ai-2021	855	159	ia	ia	NNP
stanford-ai-2021	855	160	A	A	NNP
stanford-ai-2021	855	161	u	u	NNP
stanford-ai-2021	855	162	st	st	FW
stanford-ai-2021	855	163	ri	ri	NNP
stanford-ai-2021	855	164	a	a	DT
stanford-ai-2021	855	165	P	p	NN
stanford-ai-2021	855	166	o	o	NN
stanford-ai-2021	855	167	rt	rt	NNP
stanford-ai-2021	855	168	u	u	NNP
stanford-ai-2021	855	169	g	g	NNP
stanford-ai-2021	855	170	al	al	NNP
stanford-ai-2021	855	171	C	C	NNP
stanford-ai-2021	855	172	ze	ze	VBP
stanford-ai-2021	855	173	ch	ch	NNP
stanford-ai-2021	855	174	ia	ia	NNP
stanford-ai-2021	855	175	R	r	NN
stanford-ai-2021	855	176	o	o	NNP
stanford-ai-2021	855	177	m	m	NNP
stanford-ai-2021	855	178	an	an	DT
stanford-ai-2021	855	179	ia	ia	NNP
stanford-ai-2021	855	180	L	l	NN
stanford-ai-2021	855	181	at	at	IN
stanford-ai-2021	855	182	vi	vi	NNP
stanford-ai-2021	855	183	a	a	DT
stanford-ai-2021	855	184	C	C	NNP
stanford-ai-2021	855	185	yp	yp	NNP
stanford-ai-2021	855	186	ru	ru	NNP
stanford-ai-2021	855	187	s	s	NNP
stanford-ai-2021	855	188	S	S	NNP
stanford-ai-2021	855	189	lo	lo	NNP
stanford-ai-2021	855	190	va	va	NNP
stanford-ai-2021	855	191	ki	ki	NNP
stanford-ai-2021	855	192	a	a	DT
stanford-ai-2021	855	193	G	g	NN
stanford-ai-2021	855	194	re	re	IN
stanford-ai-2021	855	195	ec	ec	NNP
stanford-ai-2021	855	196	e	e	NNP
stanford-ai-2021	855	197	S	S	NNP
stanford-ai-2021	855	198	lo	lo	NNP
stanford-ai-2021	855	199	ve	ve	NNP
stanford-ai-2021	855	200	n	n	CC
stanford-ai-2021	855	201	ia	ia	NNP
stanford-ai-2021	855	202	M	M	NNP
stanford-ai-2021	855	203	al	al	NNP
stanford-ai-2021	855	204	ta	ta	NNP
stanford-ai-2021	855	205	C	C	NNP
stanford-ai-2021	855	206	ro	ro	NN
stanford-ai-2021	855	207	at	at	IN
stanford-ai-2021	855	208	ia	ia	NNP
stanford-ai-2021	855	209	L	L	NNP
stanford-ai-2021	855	210	u	u	NNP
stanford-ai-2021	855	211	xe	xe	NNP
stanford-ai-2021	855	212	m	m	NNP
stanford-ai-2021	855	213	b	b	NNP
stanford-ai-2021	855	214	o	o	NNP
stanford-ai-2021	855	215	u	u	NNP
stanford-ai-2021	855	216	rg	rg	NNP
stanford-ai-2021	855	217	B	B	NNP
stanford-ai-2021	855	218	u	u	NNP
stanford-ai-2021	855	219	lg	lg	NN
stanford-ai-2021	855	220	ar	ar	NNP
stanford-ai-2021	855	221	ia	ia	NNP
stanford-ai-2021	855	222	Master	Master	NNP
stanford-ai-2021	855	223	Bachelor	Bachelor	NNP
stanford-ai-2021	855	224	Short	Short	NNP
stanford-ai-2021	855	225	Courses	Courses	NNPS
stanford-ai-2021	855	226	Figure	Figure	NNP
stanford-ai-2021	855	227	4.3.1	4.3.1	NNP
stanford-ai-2021	855	228	7	7	CD
stanford-ai-2021	855	229	Note	note	NN
stanford-ai-2021	855	230	that	that	IN
stanford-ai-2021	855	231	the	the	DT
stanford-ai-2021	855	232	2020	2020	CD
stanford-ai-2021	855	233	report	report	NN
stanford-ai-2021	855	234	introduced	introduce	VBD
stanford-ai-2021	855	235	methodological	methodological	JJ
stanford-ai-2021	855	236	improvements	improvement	NNS
stanford-ai-2021	855	237	from	from	IN
stanford-ai-2021	855	238	the	the	DT
stanford-ai-2021	855	239	2019	2019	CD
stanford-ai-2021	855	240	version	version	NN
stanford-ai-2021	855	241	;	;	:
stanford-ai-2021	855	242	therefore	therefore	RB
stanford-ai-2021	855	243	,	,	,
stanford-ai-2021	855	244	a	a	DT
stanford-ai-2021	855	245	strict	strict	JJ
stanford-ai-2021	855	246	comparison	comparison	NN
stanford-ai-2021	855	247	is	be	VBZ
stanford-ai-2021	855	248	not	not	RB
stanford-ai-2021	855	249	possible	possible	JJ
stanford-ai-2021	855	250	.	.	.
stanford-ai-2021	856	1	Improvements	improvement	NNS
stanford-ai-2021	856	2	include	include	VBP
stanford-ai-2021	856	3	the	the	DT
stanford-ai-2021	856	4	removal	removal	NN
stanford-ai-2021	856	5	of	of	IN
stanford-ai-2021	856	6	certain	certain	JJ
stanford-ai-2021	856	7	keywords	keyword	NNS
stanford-ai-2021	856	8	and	and	CC
stanford-ai-2021	856	9	the	the	DT
stanford-ai-2021	856	10	addition	addition	NN
stanford-ai-2021	856	11	of	of	IN
stanford-ai-2021	856	12	others	other	NNS
stanford-ai-2021	856	13	to	to	TO
stanford-ai-2021	856	14	identify	identify	VB
stanford-ai-2021	856	15	the	the	DT
stanford-ai-2021	856	16	programs	program	NNS
stanford-ai-2021	856	17	.	.	.
stanford-ai-2021	857	1	Still	still	RB
stanford-ai-2021	857	2	,	,	,
stanford-ai-2021	857	3	more	more	JJR
stanford-ai-2021	857	4	than	than	IN
stanford-ai-2021	857	5	90	90	CD
stanford-ai-2021	857	6	%	%	NN
stanford-ai-2021	857	7	of	of	IN
stanford-ai-2021	857	8	all	all	DT
stanford-ai-2021	857	9	detected	detect	VBN
stanford-ai-2021	857	10	programs	program	NNS
stanford-ai-2021	857	11	in	in	IN
stanford-ai-2021	857	12	the	the	DT
stanford-ai-2021	857	13	2020	2020	CD
stanford-ai-2021	857	14	edition	edition	NN
stanford-ai-2021	857	15	are	be	VBP
stanford-ai-2021	857	16	triggered	trigger	VBN
stanford-ai-2021	857	17	by	by	IN
stanford-ai-2021	857	18	keywords	keyword	NNS
stanford-ai-2021	857	19	present	present	JJ
stanford-ai-2021	857	20	in	in	IN
stanford-ai-2021	857	21	the	the	DT
stanford-ai-2021	857	22	2019	2019	CD
stanford-ai-2021	857	23	study	study	NN
stanford-ai-2021	857	24	.	.	.
stanford-ai-2021	858	1	https://ec.europa.eu/jrc/en/publication/academic-offer-advanced-digital-skills-2019-20-international-comparison	https://ec.europa.eu/jrc/en/publication/academic-offer-advanced-digital-skills-2019-20-international-comparison	NNP
stanford-ai-2021	858	2	https://ec.europa.eu/jrc/en/publication/estimation-supply-and-demand-tertiary-education-places-advanced-digital-profiles-eu	https://ec.europa.eu/jrc/en/publication/estimation-supply-and-demand-tertiary-education-places-advanced-digital-profiles-eu	NNP
stanford-ai-2021	858	3	https://ec.europa.eu/jrc/en/publication/estimation-supply-and-demand-tertiary-education-places-advanced-digital-profiles-eu	https://ec.europa.eu/jrc/en/publication/estimation-supply-and-demand-tertiary-education-places-advanced-digital-profiles-eu	NNP
stanford-ai-2021	858	4	TA	ta	NN
stanford-ai-2021	858	5	B	b	NN
stanford-ai-2021	858	6	L	l	NN
stanford-ai-2021	858	7	E	e	NN
stanford-ai-2021	858	8	O	o	NN
stanford-ai-2021	858	9	F	f	NN
stanford-ai-2021	858	10	C	c	NN
stanford-ai-2021	858	11	O	o	NN
stanford-ai-2021	858	12	N	n	NN
stanford-ai-2021	858	13	T	t	NN
stanford-ai-2021	858	14	E	e	NN
stanford-ai-2021	858	15	N	n	NN
stanford-ai-2021	858	16	T	t	NN
stanford-ai-2021	858	17	S	s	NN
stanford-ai-2021	858	18	1	1	CD
stanford-ai-2021	858	19	2	2	CD
stanford-ai-2021	858	20	1C	1c	CD
stanford-ai-2021	858	21	H	h	NN
stanford-ai-2021	858	22	A	a	NN
stanford-ai-2021	858	23	P	p	NN
stanford-ai-2021	858	24	T	t	NN
stanford-ai-2021	858	25	E	e	NN
stanford-ai-2021	858	26	R	r	NN
stanford-ai-2021	858	27	4	4	CD
stanford-ai-2021	858	28	P	p	NN
stanford-ai-2021	858	29	R	r	NN
stanford-ai-2021	858	30	E	e	NN
stanford-ai-2021	858	31	V	v	NN
stanford-ai-2021	858	32	I	i	NN
stanford-ai-2021	858	33	E	e	NN
stanford-ai-2021	858	34	W	W	NNP
stanford-ai-2021	858	35	Artificial	Artificial	NNP
stanford-ai-2021	858	36	Intelligence	Intelligence	NNP
stanford-ai-2021	858	37	Index	Index	NNP
stanford-ai-2021	858	38	Report	Report	NNP
stanford-ai-2021	858	39	2021	2021	CD
stanford-ai-2021	858	40	C	c	NN
stanford-ai-2021	858	41	H	h	NN
stanford-ai-2021	858	42	A	a	NN
stanford-ai-2021	858	43	P	p	NN
stanford-ai-2021	858	44	T	t	NN
stanford-ai-2021	858	45	E	e	NN
stanford-ai-2021	858	46	R	r	NN
stanford-ai-2021	858	47	4	4	CD
stanford-ai-2021	858	48	:	:	:
stanford-ai-2021	858	49	A	a	DT
stanford-ai-2021	858	50	I	i	NN
stanford-ai-2021	858	51	E	e	NN
stanford-ai-2021	858	52	D	d	NN
stanford-ai-2021	858	53	U	u	NN
stanford-ai-2021	858	54	C	c	NN
stanford-ai-2021	858	55	AT	at	IN
stanford-ai-2021	858	56	I	i	NN
stanford-ai-2021	858	57	O	o	NN
stanford-ai-2021	858	58	N	n	NN
stanford-ai-2021	858	59	4	4	CD
stanford-ai-2021	858	60	.	.	.
stanford-ai-2021	859	1	3	3	LS
stanford-ai-2021	859	2	A	a	DT
stanford-ai-2021	859	3	I	i	NN
stanford-ai-2021	859	4	E	e	NN
stanford-ai-2021	859	5	D	d	NN
stanford-ai-2021	859	6	U	u	NN
stanford-ai-2021	859	7	C	c	NN
stanford-ai-2021	859	8	AT	at	IN
stanford-ai-2021	859	9	I	i	NN
stanford-ai-2021	859	10	O	o	NN
stanford-ai-2021	859	11	N	n	NN
stanford-ai-2021	859	12	I	i	NN
stanford-ai-2021	859	13	N	n	NN
stanford-ai-2021	859	14	T	t	NN
stanford-ai-2021	859	15	H	h	NN
stanford-ai-2021	859	16	E	e	NN
stanford-ai-2021	859	17	E	e	NN
stanford-ai-2021	859	18	U	u	NN
stanford-ai-2021	859	19	R	r	NN
stanford-ai-2021	859	20	O	o	NN
stanford-ai-2021	859	21	P	p	NN
stanford-ai-2021	859	22	E	e	NN
stanford-ai-2021	859	23	A	a	NN
stanford-ai-2021	859	24	N	n	NN
stanford-ai-2021	859	25	U	u	NN
stanford-ai-2021	859	26	N	n	NN
stanford-ai-2021	859	27	I	i	NN
stanford-ai-2021	859	28	O	o	NN
stanford-ai-2021	859	29	N	n	NN
stanford-ai-2021	859	30	A	a	NN
stanford-ai-2021	859	31	N	n	NN
stanford-ai-2021	859	32	D	d	NN
stanford-ai-2021	859	33	B	b	NN
stanford-ai-2021	859	34	E	e	NN
stanford-ai-2021	859	35	YO	yo	NN
stanford-ai-2021	859	36	N	n	NN
stanford-ai-2021	859	37	D	D	NNP
stanford-ai-2021	859	38	Short	Short	NNP
stanford-ai-2021	859	39	Courses	Courses	NNPS
stanford-ai-2021	859	40	Bachelor	Bachelor	NNP
stanford-ai-2021	859	41	Master	Master	NNP
stanford-ai-2021	859	42	0	0	CD
stanford-ai-2021	859	43	%	%	NN
stanford-ai-2021	859	44	20	20	CD
stanford-ai-2021	859	45	%	%	NN
stanford-ai-2021	859	46	40	40	CD
stanford-ai-2021	859	47	%	%	NN
stanford-ai-2021	859	48	0	0	CD
stanford-ai-2021	859	49	%	%	NN
stanford-ai-2021	859	50	20	20	CD
stanford-ai-2021	859	51	%	%	NN
stanford-ai-2021	859	52	40	40	CD
stanford-ai-2021	859	53	%	%	NN
stanford-ai-2021	859	54	0	0	CD
stanford-ai-2021	859	55	%	%	NN
stanford-ai-2021	859	56	20	20	CD
stanford-ai-2021	859	57	%	%	NN
stanford-ai-2021	859	58	40	40	CD
stanford-ai-2021	859	59	%	%	NN
stanford-ai-2021	859	60	Robotics	Robotics	NNPS
stanford-ai-2021	859	61	&	&	CC
stanford-ai-2021	859	62	Automation	Automation	NNP
stanford-ai-2021	859	63	Machine	Machine	NNP
stanford-ai-2021	859	64	Learning	Learning	NNP
stanford-ai-2021	859	65	AI	AI	NNP
stanford-ai-2021	859	66	Applications	Applications	NNPS
stanford-ai-2021	859	67	AI	AI	NNP
stanford-ai-2021	859	68	Ethics	Ethics	NNPS
stanford-ai-2021	859	69	Computer	Computer	NNP
stanford-ai-2021	859	70	Vision	Vision	NNP
stanford-ai-2021	859	71	Natural	Natural	NNP
stanford-ai-2021	859	72	Language	Language	NNP
stanford-ai-2021	859	73	Processing	Processing	NNP
stanford-ai-2021	859	74	Connected	Connected	NNP
stanford-ai-2021	859	75	And	and	CC
stanford-ai-2021	859	76	Automated	Automated	NNP
stanford-ai-2021	859	77	Vehicles	Vehicles	NNP
stanford-ai-2021	859	78	Knowledge	Knowledge	NNP
stanford-ai-2021	859	79	Representation	Representation	NNP
stanford-ai-2021	859	80	And	and	CC
stanford-ai-2021	859	81	Reasoning	Reasoning	NNP
stanford-ai-2021	859	82	;	;	:
stanford-ai-2021	859	83	Planning	planning	NN
stanford-ai-2021	859	84	;	;	:
stanford-ai-2021	859	85	Searching	search	VBG
stanford-ai-2021	859	86	;	;	:
stanford-ai-2021	859	87	Optimization	Optimization	NNP
stanford-ai-2021	859	88	Multi	Multi	NNP
stanford-ai-2021	859	89	-	-	NNP
stanford-ai-2021	859	90	Agent	Agent	NNP
stanford-ai-2021	859	91	Systems	Systems	NNPS
stanford-ai-2021	859	92	Philosophy	Philosophy	NNP
stanford-ai-2021	859	93	Of	of	IN
stanford-ai-2021	859	94	AI	AI	NNP
stanford-ai-2021	859	95	AI	AI	NNP
stanford-ai-2021	859	96	(	(	-LRB-
stanford-ai-2021	859	97	Generic	Generic	NNP
stanford-ai-2021	859	98	)	)	-RRB-
stanford-ai-2021	859	99	Audio	Audio	NNP
stanford-ai-2021	859	100	Processing	Processing	NNP
stanford-ai-2021	859	101	SPECIALIZED	SPECIALIZED	NNP
stanford-ai-2021	859	102	AI	AI	NNP
stanford-ai-2021	859	103	PROGRAMS	programs	NN
stanford-ai-2021	859	104	(	(	-LRB-
stanford-ai-2021	859	105	%	%	NN
stanford-ai-2021	859	106	of	of	IN
stanford-ai-2021	859	107	TOTAL	TOTAL	NNP
stanford-ai-2021	859	108	)	)	-RRB-
stanford-ai-2021	859	109	by	by	IN
stanford-ai-2021	859	110	CONTENT	CONTENT	NNP
stanford-ai-2021	859	111	AREA	area	NN
stanford-ai-2021	859	112	in	in	IN
stanford-ai-2021	859	113	EU27	EU27	NNP
stanford-ai-2021	859	114	,	,	,
stanford-ai-2021	859	115	2019	2019	CD
stanford-ai-2021	859	116	-	-	SYM
stanford-ai-2021	859	117	20	20	CD
stanford-ai-2021	859	118	Source	source	NN
stanford-ai-2021	859	119	:	:	:
stanford-ai-2021	859	120	Joint	Joint	NNP
stanford-ai-2021	859	121	Research	Research	NNP
stanford-ai-2021	859	122	Centre	Centre	NNP
stanford-ai-2021	859	123	,	,	,
stanford-ai-2021	859	124	European	European	NNP
stanford-ai-2021	859	125	Commission	Commission	NNP
stanford-ai-2021	859	126	,	,	,
stanford-ai-2021	859	127	2020	2020	CD
stanford-ai-2021	859	128	|	|	NNP
stanford-ai-2021	859	129	Chart	Chart	NNP
stanford-ai-2021	859	130	:	:	:
stanford-ai-2021	859	131	2021	2021	CD
stanford-ai-2021	859	132	AI	AI	NNP
stanford-ai-2021	859	133	Index	Index	NNP
stanford-ai-2021	859	134	Report	Report	NNP
stanford-ai-2021	859	135	%	%	NN
stanford-ai-2021	859	136	of	of	IN
stanford-ai-2021	859	137	Total	Total	NNP
stanford-ai-2021	859	138	Specialized	Specialized	NNP
stanford-ai-2021	859	139	AI	AI	NNP
stanford-ai-2021	859	140	Programs	Programs	NNPS
stanford-ai-2021	859	141	Figure	figure	VBP
stanford-ai-2021	859	142	4.3.2	4.3.2	CD
stanford-ai-2021	859	143	By	by	IN
stanford-ai-2021	859	144	Content	Content	NNP
stanford-ai-2021	859	145	Taught	Taught	NNP
stanford-ai-2021	859	146	in	in	IN
stanford-ai-2021	859	147	AI	AI	NNP
stanford-ai-2021	859	148	-	-	HYPH
stanford-ai-2021	859	149	Related	relate	VBN
stanford-ai-2021	859	150	Courses	course	NNS
stanford-ai-2021	859	151	What	what	WP
stanford-ai-2021	859	152	types	type	NNS
stanford-ai-2021	859	153	of	of	IN
stanford-ai-2021	859	154	AI	AI	NNP
stanford-ai-2021	859	155	technologies	technology	NNS
stanford-ai-2021	859	156	are	be	VBP
stanford-ai-2021	859	157	the	the	DT
stanford-ai-2021	859	158	most	most	RBS
stanford-ai-2021	859	159	popular	popular	JJ
stanford-ai-2021	859	160	among	among	IN
stanford-ai-2021	859	161	the	the	DT
stanford-ai-2021	859	162	course	course	NN
stanford-ai-2021	859	163	offerings	offering	NNS
stanford-ai-2021	859	164	in	in	IN
stanford-ai-2021	859	165	three	three	CD
stanford-ai-2021	859	166	levels	level	NNS
stanford-ai-2021	859	167	of	of	IN
stanford-ai-2021	859	168	specialized	specialized	JJ
stanford-ai-2021	859	169	AI	AI	NNP
stanford-ai-2021	859	170	programs	program	NNS
stanford-ai-2021	859	171	in	in	IN
stanford-ai-2021	859	172	the	the	DT
stanford-ai-2021	859	173	European	European	NNP
stanford-ai-2021	859	174	Union	Union	NNP
stanford-ai-2021	859	175	?	?	.
stanford-ai-2021	860	1	Data	datum	NNS
stanford-ai-2021	860	2	suggests	suggest	VBZ
stanford-ai-2021	860	3	that	that	IN
stanford-ai-2021	860	4	robotics	robotic	NNS
stanford-ai-2021	860	5	and	and	CC
stanford-ai-2021	860	6	automation	automation	NN
stanford-ai-2021	860	7	are	be	VBP
stanford-ai-2021	860	8	by	by	IN
stanford-ai-2021	860	9	far	far	RB
stanford-ai-2021	860	10	the	the	DT
stanford-ai-2021	860	11	most	most	RBS
stanford-ai-2021	860	12	frequently	frequently	RB
stanford-ai-2021	860	13	taught	teach	VBN
stanford-ai-2021	860	14	courses	course	NNS
stanford-ai-2021	860	15	in	in	IN
stanford-ai-2021	860	16	the	the	DT
stanford-ai-2021	860	17	specialized	specialized	JJ
stanford-ai-2021	860	18	bachelor	bachelor	NN
stanford-ai-2021	860	19	’s	’s	NNP
stanford-ai-2021	860	20	and	and	CC
stanford-ai-2021	860	21	master	master	NNP
stanford-ai-2021	860	22	’s	’s	POS
stanford-ai-2021	860	23	programs	program	NNS
stanford-ai-2021	860	24	,	,	,
stanford-ai-2021	860	25	while	while	IN
stanford-ai-2021	860	26	machine	machine	NN
stanford-ai-2021	860	27	learning	learning	NN
stanford-ai-2021	860	28	dominates	dominate	NNS
stanford-ai-2021	860	29	in	in	IN
stanford-ai-2021	860	30	the	the	DT
stanford-ai-2021	860	31	specialized	specialized	JJ
stanford-ai-2021	860	32	short	short	JJ
stanford-ai-2021	860	33	courses	course	NNS
stanford-ai-2021	860	34	(	(	-LRB-
stanford-ai-2021	860	35	Figure	Figure	NNP
stanford-ai-2021	860	36	4.3.2	4.3.2	NNP
stanford-ai-2021	860	37	)	)	-RRB-
stanford-ai-2021	860	38	.	.	.
stanford-ai-2021	861	1	As	as	IN
stanford-ai-2021	861	2	short	short	JJ
stanford-ai-2021	861	3	courses	course	NNS
stanford-ai-2021	861	4	cater	cater	VBP
stanford-ai-2021	861	5	to	to	IN
stanford-ai-2021	861	6	working	work	VBG
stanford-ai-2021	861	7	professionals	professional	NNS
stanford-ai-2021	861	8	,	,	,
stanford-ai-2021	861	9	the	the	DT
stanford-ai-2021	861	10	trend	trend	NN
stanford-ai-2021	861	11	shows	show	VBZ
stanford-ai-2021	861	12	that	that	IN
stanford-ai-2021	861	13	machine	machine	NN
stanford-ai-2021	861	14	learning	learning	NN
stanford-ai-2021	861	15	has	have	VBZ
stanford-ai-2021	861	16	become	become	VBN
stanford-ai-2021	861	17	one	one	CD
stanford-ai-2021	861	18	of	of	IN
stanford-ai-2021	861	19	the	the	DT
stanford-ai-2021	861	20	key	key	JJ
stanford-ai-2021	861	21	competencies	competency	NNS
stanford-ai-2021	861	22	in	in	IN
stanford-ai-2021	861	23	the	the	DT
stanford-ai-2021	861	24	professional	professional	JJ
stanford-ai-2021	861	25	development	development	NN
stanford-ai-2021	861	26	and	and	CC
stanford-ai-2021	861	27	implementation	implementation	NN
stanford-ai-2021	861	28	of	of	IN
stanford-ai-2021	861	29	AI	AI	NNP
stanford-ai-2021	861	30	.	.	.
stanford-ai-2021	862	1	It	-PRON-	PRP
stanford-ai-2021	862	2	is	be	VBZ
stanford-ai-2021	862	3	also	also	RB
stanford-ai-2021	862	4	important	important	JJ
stanford-ai-2021	862	5	to	to	TO
stanford-ai-2021	862	6	mention	mention	VB
stanford-ai-2021	862	7	the	the	DT
stanford-ai-2021	862	8	role	role	NN
stanford-ai-2021	862	9	of	of	IN
stanford-ai-2021	862	10	AI	AI	NNP
stanford-ai-2021	862	11	ethics	ethic	NNS
stanford-ai-2021	862	12	and	and	CC
stanford-ai-2021	862	13	AI	AI	NNP
stanford-ai-2021	862	14	applications	application	NNS
stanford-ai-2021	862	15	,	,	,
stanford-ai-2021	862	16	as	as	IN
stanford-ai-2021	862	17	both	both	DT
stanford-ai-2021	862	18	content	content	NN
stanford-ai-2021	862	19	areas	area	NNS
stanford-ai-2021	862	20	claim	claim	VBP
stanford-ai-2021	862	21	a	a	DT
stanford-ai-2021	862	22	significant	significant	JJ
stanford-ai-2021	862	23	share	share	NN
stanford-ai-2021	862	24	of	of	IN
stanford-ai-2021	862	25	the	the	DT
stanford-ai-2021	862	26	education	education	NN
stanford-ai-2021	862	27	offerings	offering	NNS
stanford-ai-2021	862	28	among	among	IN
stanford-ai-2021	862	29	the	the	DT
stanford-ai-2021	862	30	three	three	CD
stanford-ai-2021	862	31	program	program	NN
stanford-ai-2021	862	32	levels	level	NNS
stanford-ai-2021	862	33	.	.	.
stanford-ai-2021	863	1	AI	AI	NNP
stanford-ai-2021	863	2	ethics	ethic	NNS
stanford-ai-2021	863	3	—	—	:
stanford-ai-2021	863	4	including	include	VBG
stanford-ai-2021	863	5	courses	course	NNS
stanford-ai-2021	863	6	on	on	IN
stanford-ai-2021	863	7	security	security	NN
stanford-ai-2021	863	8	,	,	,
stanford-ai-2021	863	9	safety	safety	NN
stanford-ai-2021	863	10	,	,	,
stanford-ai-2021	863	11	accountability	accountability	NN
stanford-ai-2021	863	12	,	,	,
stanford-ai-2021	863	13	and	and	CC
stanford-ai-2021	863	14	explainability	explainability	NN
stanford-ai-2021	863	15	—	—	:
stanford-ai-2021	863	16	accounts	account	VBZ
stanford-ai-2021	863	17	for	for	IN
stanford-ai-2021	863	18	14	14	CD
stanford-ai-2021	863	19	%	%	NN
stanford-ai-2021	863	20	of	of	IN
stanford-ai-2021	863	21	the	the	DT
stanford-ai-2021	863	22	curriculum	curriculum	NN
stanford-ai-2021	863	23	on	on	IN
stanford-ai-2021	863	24	average	average	JJ
stanford-ai-2021	863	25	,	,	,
stanford-ai-2021	863	26	while	while	IN
stanford-ai-2021	863	27	AI	AI	NNP
stanford-ai-2021	863	28	applications	application	NNS
stanford-ai-2021	863	29	—	—	:
stanford-ai-2021	863	30	such	such	JJ
stanford-ai-2021	863	31	as	as	IN
stanford-ai-2021	863	32	courses	course	NNS
stanford-ai-2021	863	33	on	on	IN
stanford-ai-2021	863	34	big	big	JJ
stanford-ai-2021	863	35	data	datum	NNS
stanford-ai-2021	863	36	,	,	,
stanford-ai-2021	863	37	the	the	DT
stanford-ai-2021	863	38	internet	internet	NN
stanford-ai-2021	863	39	of	of	IN
stanford-ai-2021	863	40	things	thing	NNS
stanford-ai-2021	863	41	,	,	,
stanford-ai-2021	863	42	and	and	CC
stanford-ai-2021	863	43	virtual	virtual	JJ
stanford-ai-2021	863	44	reality	reality	NN
stanford-ai-2021	863	45	—	—	:
stanford-ai-2021	863	46	take	take	VB
stanford-ai-2021	863	47	a	a	DT
stanford-ai-2021	863	48	similar	similar	JJ
stanford-ai-2021	863	49	share	share	NN
stanford-ai-2021	863	50	on	on	IN
stanford-ai-2021	863	51	average	average	JJ
stanford-ai-2021	863	52	.	.	.
stanford-ai-2021	864	1	TA	TA	NNP
stanford-ai-2021	864	2	B	B	NNP
stanford-ai-2021	864	3	L	l	NN
stanford-ai-2021	864	4	E	e	NN
stanford-ai-2021	864	5	O	o	NN
stanford-ai-2021	864	6	F	f	NN
stanford-ai-2021	864	7	C	c	NN
stanford-ai-2021	864	8	O	o	NN
stanford-ai-2021	864	9	N	n	NN
stanford-ai-2021	864	10	T	t	NN
stanford-ai-2021	864	11	E	e	NN
stanford-ai-2021	864	12	N	n	NN
stanford-ai-2021	864	13	T	t	NN
stanford-ai-2021	864	14	S	s	NN
stanford-ai-2021	864	15	1	1	CD
stanford-ai-2021	864	16	2	2	CD
stanford-ai-2021	864	17	2C	2c	CD
stanford-ai-2021	864	18	H	h	NN
stanford-ai-2021	864	19	A	a	NN
stanford-ai-2021	864	20	P	p	NN
stanford-ai-2021	864	21	T	t	NN
stanford-ai-2021	864	22	E	e	NN
stanford-ai-2021	864	23	R	r	NN
stanford-ai-2021	864	24	4	4	CD
stanford-ai-2021	864	25	P	p	NN
stanford-ai-2021	864	26	R	r	NN
stanford-ai-2021	864	27	E	e	NN
stanford-ai-2021	864	28	V	v	NN
stanford-ai-2021	864	29	I	i	NN
stanford-ai-2021	864	30	E	e	NN
stanford-ai-2021	864	31	W	W	NNP
stanford-ai-2021	864	32	Artificial	Artificial	NNP
stanford-ai-2021	864	33	Intelligence	Intelligence	NNP
stanford-ai-2021	864	34	Index	Index	NNP
stanford-ai-2021	864	35	Report	Report	NNP
stanford-ai-2021	864	36	2021	2021	CD
stanford-ai-2021	864	37	C	c	NN
stanford-ai-2021	864	38	H	h	NN
stanford-ai-2021	864	39	A	a	NN
stanford-ai-2021	864	40	P	p	NN
stanford-ai-2021	864	41	T	t	NN
stanford-ai-2021	864	42	E	e	NN
stanford-ai-2021	864	43	R	r	NN
stanford-ai-2021	864	44	4	4	CD
stanford-ai-2021	864	45	:	:	:
stanford-ai-2021	864	46	A	a	DT
stanford-ai-2021	864	47	I	i	NN
stanford-ai-2021	864	48	E	e	NN
stanford-ai-2021	864	49	D	d	NN
stanford-ai-2021	864	50	U	u	NN
stanford-ai-2021	864	51	C	c	NN
stanford-ai-2021	864	52	AT	at	IN
stanford-ai-2021	864	53	I	i	NN
stanford-ai-2021	864	54	O	o	NN
stanford-ai-2021	864	55	N	n	NN
stanford-ai-2021	864	56	4	4	CD
stanford-ai-2021	864	57	.	.	.
stanford-ai-2021	865	1	3	3	LS
stanford-ai-2021	865	2	A	a	DT
stanford-ai-2021	865	3	I	i	NN
stanford-ai-2021	865	4	E	e	NN
stanford-ai-2021	865	5	D	d	NN
stanford-ai-2021	865	6	U	u	NN
stanford-ai-2021	865	7	C	c	NN
stanford-ai-2021	865	8	AT	at	IN
stanford-ai-2021	865	9	I	i	NN
stanford-ai-2021	865	10	O	o	NN
stanford-ai-2021	865	11	N	n	NN
stanford-ai-2021	865	12	I	i	NN
stanford-ai-2021	865	13	N	n	NN
stanford-ai-2021	865	14	T	t	NN
stanford-ai-2021	865	15	H	h	NN
stanford-ai-2021	865	16	E	e	NN
stanford-ai-2021	865	17	E	e	NN
stanford-ai-2021	865	18	U	u	NN
stanford-ai-2021	865	19	R	r	NN
stanford-ai-2021	865	20	O	o	NN
stanford-ai-2021	865	21	P	p	NN
stanford-ai-2021	865	22	E	e	NN
stanford-ai-2021	865	23	A	a	NN
stanford-ai-2021	865	24	N	n	NN
stanford-ai-2021	865	25	U	u	NN
stanford-ai-2021	865	26	N	n	NN
stanford-ai-2021	865	27	I	i	NN
stanford-ai-2021	865	28	O	o	NN
stanford-ai-2021	865	29	N	n	NN
stanford-ai-2021	865	30	A	a	NN
stanford-ai-2021	865	31	N	n	NN
stanford-ai-2021	865	32	D	d	NN
stanford-ai-2021	865	33	B	b	NN
stanford-ai-2021	865	34	E	e	NN
stanford-ai-2021	865	35	YO	yo	NN
stanford-ai-2021	865	36	N	n	NN
stanford-ai-2021	865	37	D	d	NN
stanford-ai-2021	865	38	0	0	CD
stanford-ai-2021	865	39	100	100	CD
stanford-ai-2021	865	40	200	200	CD
stanford-ai-2021	865	41	300	300	CD
stanford-ai-2021	865	42	Number	number	NN
stanford-ai-2021	865	43	of	of	IN
stanford-ai-2021	865	44	Courses	course	NNS
stanford-ai-2021	865	45	United	United	NNP
stanford-ai-2021	865	46	States	States	NNP
stanford-ai-2021	865	47	United	United	NNP
stanford-ai-2021	865	48	Kingdom	Kingdom	NNP
stanford-ai-2021	865	49	EU27	EU27	NNP
stanford-ai-2021	865	50	Australia	Australia	NNP
stanford-ai-2021	865	51	Canada	Canada	NNP
stanford-ai-2021	865	52	Norway	Norway	NNP
stanford-ai-2021	865	53	Switzerland	Switzerland	NNP
stanford-ai-2021	865	54	NUMBER	NUMBER	NNP
stanford-ai-2021	865	55	of	of	IN
stanford-ai-2021	865	56	SPECIALIZED	SPECIALIZED	NNP
stanford-ai-2021	865	57	AI	AI	NNP
stanford-ai-2021	865	58	PROGRAMS	program	VBN
stanford-ai-2021	865	59	by	by	IN
stanford-ai-2021	865	60	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	865	61	AREA	AREA	NNP
stanford-ai-2021	865	62	and	and	CC
stanford-ai-2021	865	63	LEVEL	level	NN
stanford-ai-2021	865	64	,	,	,
stanford-ai-2021	865	65	2019	2019	CD
stanford-ai-2021	865	66	-	-	SYM
stanford-ai-2021	865	67	20	20	CD
stanford-ai-2021	865	68	Source	source	NN
stanford-ai-2021	865	69	:	:	:
stanford-ai-2021	865	70	Joint	Joint	NNP
stanford-ai-2021	865	71	Research	Research	NNP
stanford-ai-2021	865	72	Centre	Centre	NNP
stanford-ai-2021	865	73	,	,	,
stanford-ai-2021	865	74	European	European	NNP
stanford-ai-2021	865	75	Commission	Commission	NNP
stanford-ai-2021	865	76	,	,	,
stanford-ai-2021	865	77	2020	2020	CD
stanford-ai-2021	865	78	|	|	NNP
stanford-ai-2021	865	79	Chart	Chart	NNP
stanford-ai-2021	865	80	:	:	:
stanford-ai-2021	865	81	2021	2021	CD
stanford-ai-2021	865	82	AI	AI	NNP
stanford-ai-2021	865	83	Index	Index	NNP
stanford-ai-2021	865	84	Report	Report	NNP
stanford-ai-2021	865	85	Bachelor	Bachelor	NNP
stanford-ai-2021	865	86	Master	Master	NNP
stanford-ai-2021	865	87	Short	Short	NNP
stanford-ai-2021	865	88	Courses	Courses	NNPS
stanford-ai-2021	865	89	Figure	Figure	NNP
stanford-ai-2021	865	90	4.3.3	4.3.3	RB
stanford-ai-2021	865	91	I	i	NN
stanford-ai-2021	865	92	N	n	CC
stanford-ai-2021	865	93	T	t	NN
stanford-ai-2021	865	94	E	e	NN
stanford-ai-2021	865	95	R	r	NN
stanford-ai-2021	865	96	N	n	NN
stanford-ai-2021	865	97	AT	at	IN
stanford-ai-2021	865	98	I	i	NN
stanford-ai-2021	865	99	O	o	NN
stanford-ai-2021	865	100	N	n	NN
stanford-ai-2021	865	101	A	a	NN
stanford-ai-2021	865	102	L	l	NN
stanford-ai-2021	865	103	C	c	NN
stanford-ai-2021	865	104	O	o	NN
stanford-ai-2021	865	105	M	m	NN
stanford-ai-2021	865	106	PA	PA	NNP
stanford-ai-2021	865	107	R	r	NN
stanford-ai-2021	865	108	I	i	NN
stanford-ai-2021	865	109	S	s	NN
stanford-ai-2021	865	110	O	o	NN
stanford-ai-2021	865	111	N	n	NN
stanford-ai-2021	865	112	The	the	DT
stanford-ai-2021	865	113	JRC	JRC	NNP
stanford-ai-2021	865	114	report	report	NN
stanford-ai-2021	865	115	compared	compare	VBN
stanford-ai-2021	865	116	AI	AI	NNP
stanford-ai-2021	865	117	education	education	NN
stanford-ai-2021	865	118	in	in	IN
stanford-ai-2021	865	119	the	the	DT
stanford-ai-2021	865	120	27	27	CD
stanford-ai-2021	865	121	EU	EU	NNP
stanford-ai-2021	865	122	member	member	NN
stanford-ai-2021	865	123	states	state	NNS
stanford-ai-2021	865	124	with	with	IN
stanford-ai-2021	865	125	other	other	JJ
stanford-ai-2021	865	126	countries	country	NNS
stanford-ai-2021	865	127	in	in	IN
stanford-ai-2021	865	128	Europe	Europe	NNP
stanford-ai-2021	865	129	,	,	,
stanford-ai-2021	865	130	including	include	VBG
stanford-ai-2021	865	131	Norway	Norway	NNP
stanford-ai-2021	865	132	,	,	,
stanford-ai-2021	865	133	Switzerland	Switzerland	NNP
stanford-ai-2021	865	134	,	,	,
stanford-ai-2021	865	135	and	and	CC
stanford-ai-2021	865	136	the	the	DT
stanford-ai-2021	865	137	United	United	NNP
stanford-ai-2021	865	138	Kingdom	Kingdom	NNP
stanford-ai-2021	865	139	,	,	,
stanford-ai-2021	865	140	as	as	RB
stanford-ai-2021	865	141	well	well	RB
stanford-ai-2021	865	142	as	as	IN
stanford-ai-2021	865	143	Canada	Canada	NNP
stanford-ai-2021	865	144	,	,	,
stanford-ai-2021	865	145	the	the	DT
stanford-ai-2021	865	146	United	United	NNP
stanford-ai-2021	865	147	States	States	NNP
stanford-ai-2021	865	148	,	,	,
stanford-ai-2021	865	149	and	and	CC
stanford-ai-2021	865	150	Australia	Australia	NNP
stanford-ai-2021	865	151	.	.	.
stanford-ai-2021	866	1	Figure	figure	NN
stanford-ai-2021	866	2	4.3.3	4.3.3	CD
stanford-ai-2021	866	3	shows	show	VBZ
stanford-ai-2021	866	4	the	the	DT
stanford-ai-2021	866	5	total	total	JJ
stanford-ai-2021	866	6	number	number	NN
stanford-ai-2021	866	7	of	of	IN
stanford-ai-2021	866	8	1,680	1,680	CD
stanford-ai-2021	866	9	specialized	specialize	VBN
stanford-ai-2021	866	10	AI	AI	NNP
stanford-ai-2021	866	11	programs	program	NNS
stanford-ai-2021	866	12	in	in	IN
stanford-ai-2021	866	13	all	all	DT
stanford-ai-2021	866	14	countries	country	NNS
stanford-ai-2021	866	15	considered	consider	VBN
stanford-ai-2021	866	16	in	in	IN
stanford-ai-2021	866	17	the	the	DT
stanford-ai-2021	866	18	2019–20	2019–20	JJ
stanford-ai-2021	866	19	academic	academic	JJ
stanford-ai-2021	866	20	year	year	NN
stanford-ai-2021	866	21	.	.	.
stanford-ai-2021	867	1	The	the	DT
stanford-ai-2021	867	2	United	United	NNP
stanford-ai-2021	867	3	States	States	NNP
stanford-ai-2021	867	4	appears	appear	VBZ
stanford-ai-2021	867	5	to	to	TO
stanford-ai-2021	867	6	have	have	VB
stanford-ai-2021	867	7	offered	offer	VBN
stanford-ai-2021	867	8	more	more	JJR
stanford-ai-2021	867	9	programs	program	NNS
stanford-ai-2021	867	10	specialized	specialize	VBN
stanford-ai-2021	867	11	in	in	IN
stanford-ai-2021	867	12	AI	AI	NNP
stanford-ai-2021	867	13	than	than	IN
stanford-ai-2021	867	14	any	any	DT
stanford-ai-2021	867	15	other	other	JJ
stanford-ai-2021	867	16	geographic	geographic	JJ
stanford-ai-2021	867	17	area	area	NN
stanford-ai-2021	867	18	,	,	,
stanford-ai-2021	867	19	although	although	IN
stanford-ai-2021	867	20	EU27	EU27	NNP
stanford-ai-2021	867	21	comes	come	VBZ
stanford-ai-2021	867	22	in	in	IN
stanford-ai-2021	867	23	a	a	DT
stanford-ai-2021	867	24	close	close	JJ
stanford-ai-2021	867	25	second	second	JJ
stanford-ai-2021	867	26	in	in	IN
stanford-ai-2021	867	27	terms	term	NNS
stanford-ai-2021	867	28	of	of	IN
stanford-ai-2021	867	29	the	the	DT
stanford-ai-2021	867	30	number	number	NN
stanford-ai-2021	867	31	of	of	IN
stanford-ai-2021	867	32	AI	AI	NNP
stanford-ai-2021	867	33	-	-	HYPH
stanford-ai-2021	867	34	specialized	specialized	NNP
stanford-ai-2021	867	35	master	master	NN
stanford-ai-2021	867	36	’s	’s	POS
stanford-ai-2021	867	37	programs	program	NNS
stanford-ai-2021	867	38	.	.	.
stanford-ai-2021	868	1	The	the	DT
stanford-ai-2021	868	2	United	United	NNP
stanford-ai-2021	868	3	States	States	NNP
stanford-ai-2021	868	4	appears	appear	VBZ
stanford-ai-2021	868	5	to	to	TO
stanford-ai-2021	868	6	have	have	VB
stanford-ai-2021	868	7	offered	offer	VBN
stanford-ai-2021	868	8	more	more	JJR
stanford-ai-2021	868	9	programs	program	NNS
stanford-ai-2021	868	10	specialized	specialize	VBN
stanford-ai-2021	868	11	in	in	IN
stanford-ai-2021	868	12	AI	AI	NNP
stanford-ai-2021	868	13	than	than	IN
stanford-ai-2021	868	14	any	any	DT
stanford-ai-2021	868	15	other	other	JJ
stanford-ai-2021	868	16	geographic	geographic	JJ
stanford-ai-2021	868	17	area	area	NN
stanford-ai-2021	868	18	although	although	IN
stanford-ai-2021	868	19	EU27	EU27	NNP
stanford-ai-2021	868	20	comes	come	VBZ
stanford-ai-2021	868	21	in	in	IN
stanford-ai-2021	868	22	a	a	DT
stanford-ai-2021	868	23	close	close	JJ
stanford-ai-2021	868	24	second	second	JJ
stanford-ai-2021	868	25	in	in	IN
stanford-ai-2021	868	26	terms	term	NNS
stanford-ai-2021	868	27	of	of	IN
stanford-ai-2021	868	28	the	the	DT
stanford-ai-2021	868	29	number	number	NN
stanford-ai-2021	868	30	of	of	IN
stanford-ai-2021	868	31	AI	AI	NNP
stanford-ai-2021	868	32	-	-	HYPH
stanford-ai-2021	868	33	specialized	specialized	NNP
stanford-ai-2021	868	34	master	master	NN
stanford-ai-2021	868	35	’s	’s	POS
stanford-ai-2021	868	36	programs	program	NNS
stanford-ai-2021	868	37	.	.	.
stanford-ai-2021	869	1	TA	TA	NNP
stanford-ai-2021	869	2	B	B	NNP
stanford-ai-2021	869	3	L	l	NN
stanford-ai-2021	869	4	E	e	NN
stanford-ai-2021	869	5	O	o	NN
stanford-ai-2021	869	6	F	f	NN
stanford-ai-2021	869	7	C	c	NN
stanford-ai-2021	869	8	O	o	NN
stanford-ai-2021	869	9	N	n	NN
stanford-ai-2021	869	10	T	t	NN
stanford-ai-2021	869	11	E	e	NN
stanford-ai-2021	869	12	N	n	NN
stanford-ai-2021	869	13	T	t	NN
stanford-ai-2021	869	14	S	s	NN
stanford-ai-2021	869	15	1	1	CD
stanford-ai-2021	869	16	2	2	CD
stanford-ai-2021	869	17	3C	3c	NN
stanford-ai-2021	869	18	H	h	NN
stanford-ai-2021	869	19	A	a	NN
stanford-ai-2021	869	20	P	p	NN
stanford-ai-2021	869	21	T	t	NN
stanford-ai-2021	869	22	E	e	NN
stanford-ai-2021	869	23	R	r	NN
stanford-ai-2021	869	24	4	4	CD
stanford-ai-2021	869	25	P	p	NN
stanford-ai-2021	869	26	R	r	NN
stanford-ai-2021	869	27	E	e	NN
stanford-ai-2021	869	28	V	v	NN
stanford-ai-2021	869	29	I	i	NN
stanford-ai-2021	869	30	E	e	NN
stanford-ai-2021	869	31	W	W	NNP
stanford-ai-2021	869	32	Artificial	Artificial	NNP
stanford-ai-2021	869	33	Intelligence	Intelligence	NNP
stanford-ai-2021	869	34	Index	Index	NNP
stanford-ai-2021	869	35	Report	Report	NNP
stanford-ai-2021	869	36	2021	2021	CD
stanford-ai-2021	869	37	AI	AI	NNP
stanford-ai-2021	869	38	Brain	Brain	NNP
stanford-ai-2021	869	39	Drain	Drain	NNP
stanford-ai-2021	869	40	and	and	CC
stanford-ai-2021	869	41	Faculty	Faculty	NNP
stanford-ai-2021	869	42	Departure	Departure	NNP
stanford-ai-2021	869	43	Michael	Michael	NNP
stanford-ai-2021	869	44	Gofman	Gofman	NNP
stanford-ai-2021	869	45	and	and	CC
stanford-ai-2021	869	46	Zhao	Zhao	NNP
stanford-ai-2021	869	47	Jin	Jin	NNP
stanford-ai-2021	869	48	,	,	,
stanford-ai-2021	869	49	researchers	researcher	NNS
stanford-ai-2021	869	50	from	from	IN
stanford-ai-2021	869	51	the	the	DT
stanford-ai-2021	869	52	University	University	NNP
stanford-ai-2021	869	53	of	of	IN
stanford-ai-2021	869	54	Rochester	Rochester	NNP
stanford-ai-2021	869	55	and	and	CC
stanford-ai-2021	869	56	Cheung	Cheung	NNP
stanford-ai-2021	869	57	Kong	Kong	NNP
stanford-ai-2021	869	58	Graduate	Graduate	NNP
stanford-ai-2021	869	59	School	School	NNP
stanford-ai-2021	869	60	of	of	IN
stanford-ai-2021	869	61	Business	Business	NNP
stanford-ai-2021	869	62	,	,	,
stanford-ai-2021	869	63	respectively	respectively	RB
stanford-ai-2021	869	64	,	,	,
stanford-ai-2021	869	65	published	publish	VBD
stanford-ai-2021	869	66	a	a	DT
stanford-ai-2021	869	67	paper	paper	NN
stanford-ai-2021	869	68	titled	title	VBN
stanford-ai-2021	869	69	“	"	``
stanford-ai-2021	869	70	Artificial	Artificial	NNP
stanford-ai-2021	869	71	Intelligence	Intelligence	NNP
stanford-ai-2021	869	72	,	,	,
stanford-ai-2021	869	73	Education	Education	NNP
stanford-ai-2021	869	74	,	,	,
stanford-ai-2021	869	75	and	and	CC
stanford-ai-2021	869	76	Entrepreneurship	Entrepreneurship	NNP
stanford-ai-2021	869	77	”	"	''
stanford-ai-2021	869	78	in	in	IN
stanford-ai-2021	869	79	2019	2019	CD
stanford-ai-2021	869	80	that	that	WDT
stanford-ai-2021	869	81	explores	explore	VBZ
stanford-ai-2021	869	82	the	the	DT
stanford-ai-2021	869	83	relationship	relationship	NN
stanford-ai-2021	869	84	between	between	IN
stanford-ai-2021	869	85	domain-	domain-	JJ
stanford-ai-2021	869	86	specific	specific	JJ
stanford-ai-2021	869	87	knowledge	knowledge	NN
stanford-ai-2021	869	88	of	of	IN
stanford-ai-2021	869	89	university	university	NN
stanford-ai-2021	869	90	students	student	NNS
stanford-ai-2021	869	91	and	and	CC
stanford-ai-2021	869	92	their	-PRON-	PRP$
stanford-ai-2021	869	93	ability	ability	NN
stanford-ai-2021	869	94	to	to	TO
stanford-ai-2021	869	95	establish	establish	VB
stanford-ai-2021	869	96	startups	startup	NNS
stanford-ai-2021	869	97	and	and	CC
stanford-ai-2021	869	98	attract	attract	VB
stanford-ai-2021	869	99	funding.8	funding.8	CD
stanford-ai-2021	869	100	For	for	IN
stanford-ai-2021	869	101	the	the	DT
stanford-ai-2021	869	102	source	source	NN
stanford-ai-2021	869	103	of	of	IN
stanford-ai-2021	869	104	variation	variation	NN
stanford-ai-2021	869	105	in	in	IN
stanford-ai-2021	869	106	students	student	NNS
stanford-ai-2021	869	107	’	’	POS
stanford-ai-2021	869	108	AI	ai	NN
stanford-ai-2021	869	109	-	-	HYPH
stanford-ai-2021	869	110	specific	specific	JJ
stanford-ai-2021	869	111	knowledge	knowledge	NN
stanford-ai-2021	869	112	,	,	,
stanford-ai-2021	869	113	the	the	DT
stanford-ai-2021	869	114	co	co	NNS
stanford-ai-2021	869	115	-	-	NNS
stanford-ai-2021	869	116	authors	author	NNS
stanford-ai-2021	869	117	used	use	VBD
stanford-ai-2021	869	118	the	the	DT
stanford-ai-2021	869	119	departure	departure	NN
stanford-ai-2021	869	120	of	of	IN
stanford-ai-2021	869	121	AI	AI	NNP
stanford-ai-2021	869	122	professors	professor	NNS
stanford-ai-2021	869	123	—	—	:
stanford-ai-2021	869	124	what	what	WP
stanford-ai-2021	869	125	they	-PRON-	PRP
stanford-ai-2021	869	126	referred	refer	VBD
stanford-ai-2021	869	127	to	to	IN
stanford-ai-2021	869	128	as	as	IN
stanford-ai-2021	869	129	“	"	``
stanford-ai-2021	869	130	an	an	DT
stanford-ai-2021	869	131	unprecedented	unprecedented	JJ
stanford-ai-2021	869	132	brain	brain	NN
stanford-ai-2021	869	133	drain”—from	drain”—from	NNP
stanford-ai-2021	869	134	universities	university	NNS
stanford-ai-2021	869	135	to	to	IN
stanford-ai-2021	869	136	industry	industry	NN
stanford-ai-2021	869	137	between	between	IN
stanford-ai-2021	869	138	2004	2004	CD
stanford-ai-2021	869	139	and	and	CC
stanford-ai-2021	869	140	2018	2018	CD
stanford-ai-2021	869	141	.	.	.
stanford-ai-2021	870	1	They	-PRON-	PRP
stanford-ai-2021	870	2	relied	rely	VBD
stanford-ai-2021	870	3	on	on	IN
stanford-ai-2021	870	4	data	datum	NNS
stanford-ai-2021	870	5	hand	hand	NN
stanford-ai-2021	870	6	-	-	HYPH
stanford-ai-2021	870	7	collected	collect	VBN
stanford-ai-2021	870	8	from	from	IN
stanford-ai-2021	870	9	LinkedIn	LinkedIn	NNP
stanford-ai-2021	870	10	as	as	RB
stanford-ai-2021	870	11	well	well	RB
stanford-ai-2021	870	12	as	as	IN
stanford-ai-2021	870	13	authors	author	NNS
stanford-ai-2021	870	14	’	’	POS
stanford-ai-2021	870	15	affiliation	affiliation	NN
stanford-ai-2021	870	16	from	from	IN
stanford-ai-2021	870	17	the	the	DT
stanford-ai-2021	870	18	Scopus	Scopus	NNP
stanford-ai-2021	870	19	database	database	NN
stanford-ai-2021	870	20	of	of	IN
stanford-ai-2021	870	21	academic	academic	JJ
stanford-ai-2021	870	22	publications	publication	NNS
stanford-ai-2021	870	23	and	and	CC
stanford-ai-2021	870	24	conferences	conference	NNS
stanford-ai-2021	870	25	to	to	TO
stanford-ai-2021	870	26	complement	complement	VB
stanford-ai-2021	870	27	the	the	DT
stanford-ai-2021	870	28	results	result	NNS
stanford-ai-2021	870	29	from	from	IN
stanford-ai-2021	870	30	the	the	DT
stanford-ai-2021	870	31	LinkedIn	LinkedIn	NNP
stanford-ai-2021	870	32	search	search	NN
stanford-ai-2021	870	33	.	.	.
stanford-ai-2021	871	1	The	the	DT
stanford-ai-2021	871	2	paper	paper	NN
stanford-ai-2021	871	3	found	find	VBD
stanford-ai-2021	871	4	that	that	IN
stanford-ai-2021	871	5	AI	AI	NNP
stanford-ai-2021	871	6	faculty	faculty	NN
stanford-ai-2021	871	7	departures	departure	NNS
stanford-ai-2021	871	8	have	have	VBP
stanford-ai-2021	871	9	a	a	DT
stanford-ai-2021	871	10	negative	negative	JJ
stanford-ai-2021	871	11	effect	effect	NN
stanford-ai-2021	871	12	on	on	IN
stanford-ai-2021	871	13	AI	AI	NNP
stanford-ai-2021	871	14	startups	startup	NNS
stanford-ai-2021	871	15	founded	found	VBN
stanford-ai-2021	871	16	by	by	IN
stanford-ai-2021	871	17	students	student	NNS
stanford-ai-2021	871	18	who	who	WP
stanford-ai-2021	871	19	graduate	graduate	VBP
stanford-ai-2021	871	20	from	from	IN
stanford-ai-2021	871	21	universities	university	NNS
stanford-ai-2021	871	22	where	where	WRB
stanford-ai-2021	871	23	those	those	DT
stanford-ai-2021	871	24	professors	professor	NNS
stanford-ai-2021	871	25	used	use	VBD
stanford-ai-2021	871	26	to	to	TO
stanford-ai-2021	871	27	work	work	VB
stanford-ai-2021	871	28	,	,	,
stanford-ai-2021	871	29	with	with	IN
stanford-ai-2021	871	30	the	the	DT
stanford-ai-2021	871	31	researchers	researcher	NNS
stanford-ai-2021	871	32	pointing	point	VBG
stanford-ai-2021	871	33	to	to	IN
stanford-ai-2021	871	34	a	a	DT
stanford-ai-2021	871	35	chilling	chilling	JJ
stanford-ai-2021	871	36	effect	effect	NN
stanford-ai-2021	871	37	on	on	IN
stanford-ai-2021	871	38	future	future	JJ
stanford-ai-2021	871	39	AI	AI	NNP
stanford-ai-2021	871	40	entrepreneurs	entrepreneur	NNS
stanford-ai-2021	871	41	in	in	IN
stanford-ai-2021	871	42	the	the	DT
stanford-ai-2021	871	43	years	year	NNS
stanford-ai-2021	871	44	following	follow	VBG
stanford-ai-2021	871	45	the	the	DT
stanford-ai-2021	871	46	faculty	faculty	NN
stanford-ai-2021	871	47	departures	departure	NNS
stanford-ai-2021	871	48	.	.	.
stanford-ai-2021	872	1	PhD	phd	NN
stanford-ai-2021	872	2	students	student	NNS
stanford-ai-2021	872	3	are	be	VBP
stanford-ai-2021	872	4	the	the	DT
stanford-ai-2021	872	5	most	most	RBS
stanford-ai-2021	872	6	affected	affected	JJ
stanford-ai-2021	872	7	,	,	,
stanford-ai-2021	872	8	compared	compare	VBN
stanford-ai-2021	872	9	with	with	IN
stanford-ai-2021	872	10	undergraduate	undergraduate	JJ
stanford-ai-2021	872	11	C	c	NN
stanford-ai-2021	872	12	H	h	NN
stanford-ai-2021	872	13	A	a	NN
stanford-ai-2021	872	14	P	p	NN
stanford-ai-2021	872	15	T	t	NN
stanford-ai-2021	872	16	E	e	NN
stanford-ai-2021	872	17	R	r	NN
stanford-ai-2021	872	18	4	4	CD
stanford-ai-2021	872	19	:	:	:
stanford-ai-2021	872	20	A	a	DT
stanford-ai-2021	872	21	I	i	NN
stanford-ai-2021	872	22	E	e	NN
stanford-ai-2021	872	23	D	d	NN
stanford-ai-2021	872	24	U	u	NN
stanford-ai-2021	872	25	C	c	NN
stanford-ai-2021	872	26	AT	at	IN
stanford-ai-2021	872	27	I	i	NN
stanford-ai-2021	872	28	O	o	NN
stanford-ai-2021	872	29	N	n	NN
stanford-ai-2021	872	30	H	h	NN
stanford-ai-2021	872	31	I	i	NN
stanford-ai-2021	872	32	G	g	NN
stanford-ai-2021	872	33	H	h	NN
stanford-ai-2021	872	34	L	l	NN
stanford-ai-2021	872	35	I	i	NN
stanford-ai-2021	872	36	G	g	NN
stanford-ai-2021	872	37	H	h	NN
stanford-ai-2021	872	38	T	t	NN
stanford-ai-2021	872	39	20	20	CD
stanford-ai-2021	872	40	0	0	CD
stanford-ai-2021	872	41	4	4	CD
stanford-ai-2021	872	42	20	20	CD
stanford-ai-2021	872	43	0	0	CD
stanford-ai-2021	872	44	5	5	CD
stanford-ai-2021	872	45	20	20	CD
stanford-ai-2021	872	46	0	0	CD
stanford-ai-2021	872	47	6	6	CD
stanford-ai-2021	872	48	20	20	CD
stanford-ai-2021	872	49	0	0	CD
stanford-ai-2021	872	50	7	7	CD
stanford-ai-2021	872	51	20	20	CD
stanford-ai-2021	872	52	0	0	CD
stanford-ai-2021	872	53	8	8	CD
stanford-ai-2021	872	54	20	20	CD
stanford-ai-2021	872	55	0	0	CD
stanford-ai-2021	872	56	9	9	CD
stanford-ai-2021	872	57	20	20	CD
stanford-ai-2021	872	58	10	10	CD
stanford-ai-2021	872	59	20	20	CD
stanford-ai-2021	872	60	11	11	CD
stanford-ai-2021	872	61	20	20	CD
stanford-ai-2021	872	62	12	12	CD
stanford-ai-2021	872	63	20	20	CD
stanford-ai-2021	872	64	13	13	CD
stanford-ai-2021	872	65	20	20	CD
stanford-ai-2021	872	66	14	14	CD
stanford-ai-2021	872	67	20	20	CD
stanford-ai-2021	872	68	15	15	CD
stanford-ai-2021	872	69	20	20	CD
stanford-ai-2021	872	70	16	16	CD
stanford-ai-2021	872	71	20	20	CD
stanford-ai-2021	872	72	17	17	CD
stanford-ai-2021	872	73	20	20	CD
stanford-ai-2021	872	74	18	18	CD
stanford-ai-2021	872	75	20	20	CD
stanford-ai-2021	872	76	19	19	CD
stanford-ai-2021	872	77	0	0	CD
stanford-ai-2021	872	78	10	10	CD
stanford-ai-2021	872	79	20	20	CD
stanford-ai-2021	872	80	30	30	CD
stanford-ai-2021	872	81	40	40	CD
stanford-ai-2021	872	82	N	n	CD
stanford-ai-2021	872	83	u	u	NNP
stanford-ai-2021	872	84	m	m	NNP
stanford-ai-2021	872	85	b	b	NNP
stanford-ai-2021	872	86	e	e	NNP
stanford-ai-2021	872	87	r	r	NN
stanford-ai-2021	872	88	o	o	NN
stanford-ai-2021	872	89	f	f	NNP
stanford-ai-2021	872	90	F	F	NNP
stanford-ai-2021	872	91	ac	ac	NNP
stanford-ai-2021	872	92	u	u	NNP
stanford-ai-2021	872	93	lt	lt	NNP
stanford-ai-2021	872	94	y	y	NNP
stanford-ai-2021	872	95	NUMBER	NUMBER	NNP
stanford-ai-2021	872	96	of	of	IN
stanford-ai-2021	872	97	AI	AI	NNP
stanford-ai-2021	872	98	FACULTY	FACULTY	NNP
stanford-ai-2021	872	99	DEPARTURES	DEPARTURES	NNP
stanford-ai-2021	872	100	in	in	IN
stanford-ai-2021	872	101	NORTH	NORTH	NNP
stanford-ai-2021	872	102	AMERICA	AMERICA	NNP
stanford-ai-2021	872	103	,	,	,
stanford-ai-2021	872	104	2004	2004	CD
stanford-ai-2021	872	105	-	-	SYM
stanford-ai-2021	872	106	19	19	CD
stanford-ai-2021	872	107	Source	source	NN
stanford-ai-2021	872	108	:	:	:
stanford-ai-2021	872	109	Gofman	Gofman	NNP
stanford-ai-2021	872	110	and	and	CC
stanford-ai-2021	872	111	Jin	Jin	NNP
stanford-ai-2021	872	112	,	,	,
stanford-ai-2021	872	113	2020	2020	CD
stanford-ai-2021	872	114	|	|	NNP
stanford-ai-2021	872	115	Chart	Chart	NNP
stanford-ai-2021	872	116	:	:	:
stanford-ai-2021	872	117	2021	2021	CD
stanford-ai-2021	872	118	AI	AI	NNP
stanford-ai-2021	872	119	Index	Index	NNP
stanford-ai-2021	872	120	Report	Report	NNP
stanford-ai-2021	872	121	Tenured	Tenured	NNP
stanford-ai-2021	872	122	Total	Total	NNP
stanford-ai-2021	872	123	Number	Number	NNP
stanford-ai-2021	872	124	of	of	IN
stanford-ai-2021	872	125	Departures	Departures	NNP
stanford-ai-2021	872	126	Untenured	Untenured	NNP
stanford-ai-2021	872	127	Figure	Figure	NNP
stanford-ai-2021	872	128	4.4.1	4.4.1	NNP
stanford-ai-2021	872	129	8	8	CD
stanford-ai-2021	872	130	See	see	VB
stanford-ai-2021	872	131	AI	AI	NNP
stanford-ai-2021	872	132	Brain	Brain	NNP
stanford-ai-2021	872	133	Drain	Drain	NNP
stanford-ai-2021	872	134	Index	Index	NNP
stanford-ai-2021	872	135	for	for	IN
stanford-ai-2021	872	136	more	more	JJR
stanford-ai-2021	872	137	details	detail	NNS
stanford-ai-2021	872	138	.	.	.
stanford-ai-2021	873	1	https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3449440	https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3449440	NNP
stanford-ai-2021	873	2	https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3449440	https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3449440	NNP
stanford-ai-2021	873	3	http://www.aibraindrain.org/	http://www.aibraindrain.org/	NN
stanford-ai-2021	873	4	TA	TA	NNP
stanford-ai-2021	873	5	B	B	NNP
stanford-ai-2021	873	6	L	l	NN
stanford-ai-2021	873	7	E	e	NN
stanford-ai-2021	873	8	O	o	NN
stanford-ai-2021	873	9	F	f	NN
stanford-ai-2021	873	10	C	c	NN
stanford-ai-2021	873	11	O	o	NN
stanford-ai-2021	873	12	N	n	NN
stanford-ai-2021	873	13	T	t	NN
stanford-ai-2021	873	14	E	e	NN
stanford-ai-2021	873	15	N	n	NN
stanford-ai-2021	873	16	T	t	NN
stanford-ai-2021	873	17	S	s	NN
stanford-ai-2021	873	18	1	1	CD
stanford-ai-2021	873	19	24C	24c	CD
stanford-ai-2021	873	20	H	h	NN
stanford-ai-2021	873	21	A	a	NN
stanford-ai-2021	873	22	P	p	NN
stanford-ai-2021	873	23	T	t	NN
stanford-ai-2021	873	24	E	e	NN
stanford-ai-2021	873	25	R	r	NN
stanford-ai-2021	873	26	4	4	CD
stanford-ai-2021	873	27	P	p	NN
stanford-ai-2021	873	28	R	r	NN
stanford-ai-2021	873	29	E	e	NN
stanford-ai-2021	873	30	V	v	NN
stanford-ai-2021	873	31	I	i	NN
stanford-ai-2021	873	32	E	e	NN
stanford-ai-2021	873	33	W	W	NNP
stanford-ai-2021	873	34	Artificial	Artificial	NNP
stanford-ai-2021	873	35	Intelligence	Intelligence	NNP
stanford-ai-2021	873	36	Index	Index	NNP
stanford-ai-2021	873	37	Report	Report	NNP
stanford-ai-2021	873	38	2021	2021	CD
stanford-ai-2021	873	39	C	c	NN
stanford-ai-2021	873	40	H	h	NN
stanford-ai-2021	873	41	A	a	NN
stanford-ai-2021	873	42	P	p	NN
stanford-ai-2021	873	43	T	t	NN
stanford-ai-2021	873	44	E	e	NN
stanford-ai-2021	873	45	R	r	NN
stanford-ai-2021	873	46	4	4	CD
stanford-ai-2021	873	47	:	:	:
stanford-ai-2021	873	48	A	a	DT
stanford-ai-2021	873	49	I	i	NN
stanford-ai-2021	873	50	E	e	NN
stanford-ai-2021	873	51	D	d	NN
stanford-ai-2021	873	52	U	u	NN
stanford-ai-2021	873	53	C	c	NN
stanford-ai-2021	873	54	AT	at	IN
stanford-ai-2021	873	55	I	i	NN
stanford-ai-2021	873	56	O	o	NN
stanford-ai-2021	873	57	N	n	NN
stanford-ai-2021	873	58	H	h	NN
stanford-ai-2021	873	59	I	i	NN
stanford-ai-2021	873	60	G	g	NN
stanford-ai-2021	873	61	H	h	NN
stanford-ai-2021	873	62	L	l	NN
stanford-ai-2021	873	63	I	i	NN
stanford-ai-2021	873	64	G	g	NN
stanford-ai-2021	873	65	H	h	NN
stanford-ai-2021	873	66	T	t	NN
stanford-ai-2021	873	67	AI	ai	NN
stanford-ai-2021	873	68	Brain	Brain	NNP
stanford-ai-2021	873	69	Drain	Drain	NNP
stanford-ai-2021	873	70	and	and	CC
stanford-ai-2021	873	71	Faculty	Faculty	NNP
stanford-ai-2021	873	72	Departure	Departure	NNP
stanford-ai-2021	873	73	(	(	-LRB-
stanford-ai-2021	873	74	continued	continued	JJ
stanford-ai-2021	873	75	)	)	-RRB-
stanford-ai-2021	873	76	and	and	CC
stanford-ai-2021	873	77	master	master	NN
stanford-ai-2021	873	78	’s	’s	POS
stanford-ai-2021	873	79	students	student	NNS
stanford-ai-2021	873	80	,	,	,
stanford-ai-2021	873	81	and	and	CC
stanford-ai-2021	873	82	the	the	DT
stanford-ai-2021	873	83	negative	negative	JJ
stanford-ai-2021	873	84	impact	impact	NN
stanford-ai-2021	873	85	intensifies	intensifie	NNS
stanford-ai-2021	873	86	when	when	WRB
stanford-ai-2021	873	87	the	the	DT
stanford-ai-2021	873	88	AI	AI	NNP
stanford-ai-2021	873	89	professors	professor	NNS
stanford-ai-2021	873	90	who	who	WP
stanford-ai-2021	873	91	leave	leave	VBP
stanford-ai-2021	873	92	are	be	VBP
stanford-ai-2021	873	93	replaced	replace	VBN
stanford-ai-2021	873	94	by	by	IN
stanford-ai-2021	873	95	faculty	faculty	NN
stanford-ai-2021	873	96	from	from	IN
stanford-ai-2021	873	97	lower	lower	RBR
stanford-ai-2021	873	98	-	-	HYPH
stanford-ai-2021	873	99	ranked	rank	VBN
stanford-ai-2021	873	100	schools	school	NNS
stanford-ai-2021	873	101	or	or	CC
stanford-ai-2021	873	102	untenured	untenured	JJ
stanford-ai-2021	873	103	AI	AI	NNP
stanford-ai-2021	873	104	professors	professor	NNS
stanford-ai-2021	873	105	.	.	.
stanford-ai-2021	874	1	With	with	IN
stanford-ai-2021	874	2	the	the	DT
stanford-ai-2021	874	3	updated	update	VBN
stanford-ai-2021	874	4	data	datum	NNS
stanford-ai-2021	874	5	of	of	IN
stanford-ai-2021	874	6	2019	2019	CD
stanford-ai-2021	874	7	from	from	IN
stanford-ai-2021	874	8	Gofman	Gofman	NNP
stanford-ai-2021	874	9	and	and	CC
stanford-ai-2021	874	10	Jin	Jin	NNP
stanford-ai-2021	874	11	,	,	,
stanford-ai-2021	874	12	Figure	Figure	NNP
stanford-ai-2021	874	13	4.4.1	4.4.1	CD
stanford-ai-2021	874	14	shows	show	VBZ
stanford-ai-2021	874	15	that	that	IN
stanford-ai-2021	874	16	after	after	IN
stanford-ai-2021	874	17	a	a	DT
stanford-ai-2021	874	18	two-	two-	JJ
stanford-ai-2021	874	19	year	year	NN
stanford-ai-2021	874	20	increase	increase	NN
stanford-ai-2021	874	21	,	,	,
stanford-ai-2021	874	22	the	the	DT
stanford-ai-2021	874	23	total	total	JJ
stanford-ai-2021	874	24	number	number	NN
stanford-ai-2021	874	25	of	of	IN
stanford-ai-2021	874	26	AI	AI	NNP
stanford-ai-2021	874	27	faculty	faculty	NN
stanford-ai-2021	874	28	departures	departure	NNS
stanford-ai-2021	874	29	from	from	IN
stanford-ai-2021	874	30	universities	university	NNS
stanford-ai-2021	874	31	in	in	IN
stanford-ai-2021	874	32	North	North	NNP
stanford-ai-2021	874	33	America	America	NNP
stanford-ai-2021	874	34	to	to	IN
stanford-ai-2021	874	35	industry	industry	NN
stanford-ai-2021	874	36	dropped	drop	VBD
stanford-ai-2021	874	37	from	from	IN
stanford-ai-2021	874	38	42	42	CD
stanford-ai-2021	874	39	in	in	IN
stanford-ai-2021	874	40	2018	2018	CD
stanford-ai-2021	874	41	to	to	IN
stanford-ai-2021	874	42	33	33	CD
stanford-ai-2021	874	43	in	in	IN
stanford-ai-2021	874	44	2019	2019	CD
stanford-ai-2021	874	45	(	(	-LRB-
stanford-ai-2021	874	46	28	28	CD
stanford-ai-2021	874	47	of	of	IN
stanford-ai-2021	874	48	these	these	DT
stanford-ai-2021	874	49	are	be	VBP
stanford-ai-2021	874	50	tenured	tenure	VBN
stanford-ai-2021	874	51	faculty	faculty	NN
stanford-ai-2021	874	52	and	and	CC
stanford-ai-2021	874	53	5	5	CD
stanford-ai-2021	874	54	are	be	VBP
stanford-ai-2021	874	55	untenured	untenured	JJ
stanford-ai-2021	874	56	)	)	-RRB-
stanford-ai-2021	874	57	.	.	.
stanford-ai-2021	875	1	Between	between	IN
stanford-ai-2021	875	2	2004	2004	CD
stanford-ai-2021	875	3	and	and	CC
stanford-ai-2021	875	4	2019	2019	CD
stanford-ai-2021	875	5	,	,	,
stanford-ai-2021	875	6	Carnegie	Carnegie	NNP
stanford-ai-2021	875	7	Mellon	Mellon	NNP
stanford-ai-2021	875	8	University	University	NNP
stanford-ai-2021	875	9	had	have	VBD
stanford-ai-2021	875	10	the	the	DT
stanford-ai-2021	875	11	largest	large	JJS
stanford-ai-2021	875	12	number	number	NN
stanford-ai-2021	875	13	of	of	IN
stanford-ai-2021	875	14	AI	AI	NNP
stanford-ai-2021	875	15	faculty	faculty	NN
stanford-ai-2021	875	16	departures	departure	NNS
stanford-ai-2021	875	17	in	in	IN
stanford-ai-2021	875	18	2019	2019	CD
stanford-ai-2021	875	19	(	(	-LRB-
stanford-ai-2021	875	20	16	16	CD
stanford-ai-2021	875	21	)	)	-RRB-
stanford-ai-2021	875	22	,	,	,
stanford-ai-2021	875	23	followed	follow	VBN
stanford-ai-2021	875	24	by	by	IN
stanford-ai-2021	875	25	the	the	DT
stanford-ai-2021	875	26	Georgia	Georgia	NNP
stanford-ai-2021	875	27	Institute	Institute	NNP
stanford-ai-2021	875	28	of	of	IN
stanford-ai-2021	875	29	Technology	Technology	NNP
stanford-ai-2021	875	30	(	(	-LRB-
stanford-ai-2021	875	31	14	14	CD
stanford-ai-2021	875	32	)	)	-RRB-
stanford-ai-2021	875	33	and	and	CC
stanford-ai-2021	875	34	University	University	NNP
stanford-ai-2021	875	35	of	of	IN
stanford-ai-2021	875	36	Washington	Washington	NNP
stanford-ai-2021	875	37	(	(	-LRB-
stanford-ai-2021	875	38	12	12	CD
stanford-ai-2021	875	39	)	)	-RRB-
stanford-ai-2021	875	40	,	,	,
stanford-ai-2021	875	41	as	as	IN
stanford-ai-2021	875	42	shown	show	VBN
stanford-ai-2021	875	43	in	in	IN
stanford-ai-2021	875	44	Figure	Figure	NNP
stanford-ai-2021	875	45	4.4.2	4.4.2	CD
stanford-ai-2021	875	46	.	.	.
stanford-ai-2021	876	1	A	a	DT
stanford-ai-2021	876	2	I	i	NN
stanford-ai-2021	876	3	E	e	NN
stanford-ai-2021	876	4	D	d	NN
stanford-ai-2021	876	5	U	u	NN
stanford-ai-2021	876	6	C	c	NN
stanford-ai-2021	876	7	AT	at	IN
stanford-ai-2021	876	8	I	i	NN
stanford-ai-2021	876	9	O	o	NN
stanford-ai-2021	876	10	N	n	NN
stanford-ai-2021	876	11	0	0	CD
stanford-ai-2021	876	12	2	2	CD
stanford-ai-2021	876	13	4	4	CD
stanford-ai-2021	876	14	6	6	CD
stanford-ai-2021	876	15	8	8	CD
stanford-ai-2021	876	16	10	10	CD
stanford-ai-2021	876	17	12	12	CD
stanford-ai-2021	876	18	14	14	CD
stanford-ai-2021	876	19	16	16	CD
stanford-ai-2021	876	20	Number	number	NN
stanford-ai-2021	876	21	of	of	IN
stanford-ai-2021	876	22	Faculty	Faculty	NNP
stanford-ai-2021	876	23	Carnegie	Carnegie	NNP
stanford-ai-2021	876	24	Mellon	Mellon	NNP
stanford-ai-2021	876	25	University	University	NNP
stanford-ai-2021	876	26	Georgia	Georgia	NNP
stanford-ai-2021	876	27	Institute	Institute	NNP
stanford-ai-2021	876	28	of	of	IN
stanford-ai-2021	876	29	Technology	Technology	NNP
stanford-ai-2021	876	30	University	University	NNP
stanford-ai-2021	876	31	of	of	IN
stanford-ai-2021	876	32	Washington	Washington	NNP
stanford-ai-2021	876	33	University	University	NNP
stanford-ai-2021	876	34	of	of	IN
stanford-ai-2021	876	35	California	California	NNP
stanford-ai-2021	876	36	,	,	,
stanford-ai-2021	876	37	Berkeley	Berkeley	NNP
stanford-ai-2021	876	38	University	University	NNP
stanford-ai-2021	876	39	of	of	IN
stanford-ai-2021	876	40	Toronto	Toronto	NNP
stanford-ai-2021	876	41	Stanford	Stanford	NNP
stanford-ai-2021	876	42	University	University	NNP
stanford-ai-2021	876	43	University	University	NNP
stanford-ai-2021	876	44	of	of	IN
stanford-ai-2021	876	45	Southern	Southern	NNP
stanford-ai-2021	876	46	California	California	NNP
stanford-ai-2021	876	47	University	University	NNP
stanford-ai-2021	876	48	of	of	IN
stanford-ai-2021	876	49	Texas	Texas	NNP
stanford-ai-2021	876	50	at	at	IN
stanford-ai-2021	876	51	Austin	Austin	NNP
stanford-ai-2021	876	52	University	University	NNP
stanford-ai-2021	876	53	of	of	IN
stanford-ai-2021	876	54	Michigan	Michigan	NNP
stanford-ai-2021	876	55	University	University	NNP
stanford-ai-2021	876	56	of	of	IN
stanford-ai-2021	876	57	Illinois	Illinois	NNP
stanford-ai-2021	876	58	at	at	IN
stanford-ai-2021	876	59	Urbana	Urbana	NNP
stanford-ai-2021	876	60	-	-	HYPH
stanford-ai-2021	876	61	Champaign	Champaign	NNP
stanford-ai-2021	876	62	University	University	NNP
stanford-ai-2021	876	63	of	of	IN
stanford-ai-2021	876	64	California	California	NNP
stanford-ai-2021	876	65	,	,	,
stanford-ai-2021	876	66	San	San	NNP
stanford-ai-2021	876	67	Diego	Diego	NNP
stanford-ai-2021	876	68	Purdue	Purdue	NNP
stanford-ai-2021	876	69	University	University	NNP
stanford-ai-2021	876	70	Harvard	Harvard	NNP
stanford-ai-2021	876	71	University	University	NNP
stanford-ai-2021	876	72	NUMBER	NUMBER	NNP
stanford-ai-2021	876	73	of	of	IN
stanford-ai-2021	876	74	AI	AI	NNP
stanford-ai-2021	876	75	FACULTY	FACULTY	NNP
stanford-ai-2021	876	76	DEPATURES	DEPATURES	NNP
stanford-ai-2021	876	77	in	in	IN
stanford-ai-2021	876	78	NORTH	NORTH	NNP
stanford-ai-2021	876	79	AMERICA	AMERICA	NNP
stanford-ai-2021	876	80	(	(	-LRB-
stanford-ai-2021	876	81	with	with	IN
stanford-ai-2021	876	82	UNIVERSITY	UNIVERSITY	NNP
stanford-ai-2021	876	83	AFFILIATION	AFFILIATION	NNS
stanford-ai-2021	876	84	)	)	-RRB-
stanford-ai-2021	876	85	by	by	IN
stanford-ai-2021	876	86	UNIVERSITY	UNIVERSITY	NNP
stanford-ai-2021	876	87	,	,	,
stanford-ai-2021	876	88	2004	2004	CD
stanford-ai-2021	876	89	-	-	SYM
stanford-ai-2021	876	90	18	18	CD
stanford-ai-2021	876	91	Source	source	NN
stanford-ai-2021	876	92	:	:	:
stanford-ai-2021	876	93	Gofman	Gofman	NNP
stanford-ai-2021	876	94	and	and	CC
stanford-ai-2021	876	95	Jin	Jin	NNP
stanford-ai-2021	876	96	,	,	,
stanford-ai-2021	876	97	2020	2020	CD
stanford-ai-2021	876	98	|	|	NNP
stanford-ai-2021	876	99	Chart	Chart	NNP
stanford-ai-2021	876	100	:	:	:
stanford-ai-2021	876	101	2021	2021	CD
stanford-ai-2021	876	102	AI	AI	NNP
stanford-ai-2021	876	103	Index	Index	NNP
stanford-ai-2021	876	104	Report	Report	NNP
stanford-ai-2021	876	105	Figure	Figure	NNP
stanford-ai-2021	876	106	4.4.2	4.4.2	CD
stanford-ai-2021	876	107	TA	TA	NNP
stanford-ai-2021	876	108	B	b	NN
stanford-ai-2021	876	109	L	l	NN
stanford-ai-2021	876	110	E	e	NN
stanford-ai-2021	876	111	O	o	NN
stanford-ai-2021	876	112	F	f	NN
stanford-ai-2021	876	113	C	c	NN
stanford-ai-2021	876	114	O	o	NN
stanford-ai-2021	876	115	N	n	NN
stanford-ai-2021	876	116	T	t	NN
stanford-ai-2021	876	117	E	e	NN
stanford-ai-2021	876	118	N	n	NN
stanford-ai-2021	876	119	T	t	NN
stanford-ai-2021	876	120	S	s	NN
stanford-ai-2021	876	121	1	1	CD
stanford-ai-2021	876	122	2	2	CD
stanford-ai-2021	876	123	5C	5c	NN
stanford-ai-2021	876	124	H	h	NN
stanford-ai-2021	876	125	A	a	NN
stanford-ai-2021	876	126	P	p	NN
stanford-ai-2021	876	127	T	t	NN
stanford-ai-2021	876	128	E	e	NN
stanford-ai-2021	876	129	R	r	NN
stanford-ai-2021	876	130	5	5	CD
stanford-ai-2021	876	131	P	p	NN
stanford-ai-2021	876	132	R	r	NN
stanford-ai-2021	876	133	E	e	NN
stanford-ai-2021	876	134	V	v	NN
stanford-ai-2021	876	135	I	i	NN
stanford-ai-2021	876	136	E	e	NN
stanford-ai-2021	876	137	W	W	NNP
stanford-ai-2021	876	138	Artificial	Artificial	NNP
stanford-ai-2021	876	139	Intelligence	Intelligence	NNP
stanford-ai-2021	876	140	Index	Index	NNP
stanford-ai-2021	876	141	Report	Report	NNP
stanford-ai-2021	876	142	2021	2021	CD
stanford-ai-2021	876	143	CHAPTER	chapter	NN
stanford-ai-2021	876	144	5	5	CD
stanford-ai-2021	876	145	:	:	:
stanford-ai-2021	876	146	Ethical	ethical	JJ
stanford-ai-2021	876	147	Challenges	Challenges	NNPS
stanford-ai-2021	876	148	of	of	IN
stanford-ai-2021	876	149	AI	AI	NNP
stanford-ai-2021	876	150	Applications	Applications	NNPS
stanford-ai-2021	876	151	Artificial	Artificial	NNP
stanford-ai-2021	876	152	Intelligence	Intelligence	NNP
stanford-ai-2021	876	153	Index	Index	NNP
stanford-ai-2021	876	154	Report	Report	NNP
stanford-ai-2021	876	155	2021	2021	CD
stanford-ai-2021	876	156	TA	TA	NNP
stanford-ai-2021	876	157	B	B	NNP
stanford-ai-2021	876	158	L	l	NN
stanford-ai-2021	876	159	E	e	NN
stanford-ai-2021	876	160	O	o	NN
stanford-ai-2021	876	161	F	f	NN
stanford-ai-2021	876	162	C	c	NN
stanford-ai-2021	876	163	O	o	NN
stanford-ai-2021	876	164	N	n	NN
stanford-ai-2021	876	165	T	t	NN
stanford-ai-2021	876	166	E	e	NN
stanford-ai-2021	876	167	N	n	NN
stanford-ai-2021	876	168	T	t	NN
stanford-ai-2021	876	169	S	s	NN
stanford-ai-2021	876	170	1	1	CD
stanford-ai-2021	876	171	2	2	CD
stanford-ai-2021	876	172	6C	6c	NN
stanford-ai-2021	876	173	H	h	NN
stanford-ai-2021	876	174	A	a	NN
stanford-ai-2021	876	175	P	p	NN
stanford-ai-2021	876	176	T	t	NN
stanford-ai-2021	876	177	E	e	NN
stanford-ai-2021	876	178	R	r	NN
stanford-ai-2021	876	179	5	5	CD
stanford-ai-2021	876	180	P	p	NN
stanford-ai-2021	876	181	R	r	NN
stanford-ai-2021	876	182	E	e	NN
stanford-ai-2021	876	183	V	v	NN
stanford-ai-2021	876	184	I	i	NN
stanford-ai-2021	876	185	E	e	NN
stanford-ai-2021	876	186	W	W	NNP
stanford-ai-2021	876	187	Artificial	Artificial	NNP
stanford-ai-2021	876	188	Intelligence	Intelligence	NNP
stanford-ai-2021	876	189	Index	Index	NNP
stanford-ai-2021	876	190	Report	Report	NNP
stanford-ai-2021	876	191	2021	2021	CD
stanford-ai-2021	876	192	C	c	NN
stanford-ai-2021	876	193	H	h	NN
stanford-ai-2021	876	194	A	a	NN
stanford-ai-2021	876	195	P	p	NN
stanford-ai-2021	876	196	T	t	NN
stanford-ai-2021	876	197	E	e	NN
stanford-ai-2021	876	198	R	r	NN
stanford-ai-2021	876	199	5	5	CD
stanford-ai-2021	876	200	:	:	:
stanford-ai-2021	876	201	E	e	NN
stanford-ai-2021	876	202	T	t	NN
stanford-ai-2021	876	203	H	h	NN
stanford-ai-2021	876	204	I	i	NN
stanford-ai-2021	876	205	C	c	NN
stanford-ai-2021	876	206	A	a	NN
stanford-ai-2021	876	207	L	l	NN
stanford-ai-2021	876	208	C	c	NN
stanford-ai-2021	876	209	H	h	NN
stanford-ai-2021	876	210	A	a	NN
stanford-ai-2021	876	211	L	l	NN
stanford-ai-2021	876	212	L	l	NN
stanford-ai-2021	876	213	E	e	NN
stanford-ai-2021	876	214	N	n	NN
stanford-ai-2021	876	215	G	g	NN
stanford-ai-2021	876	216	E	e	NN
stanford-ai-2021	876	217	S	s	NN
stanford-ai-2021	876	218	O	o	NN
stanford-ai-2021	876	219	F	f	NN
stanford-ai-2021	876	220	A	a	NN
stanford-ai-2021	876	221	I	i	NN
stanford-ai-2021	876	222	A	a	NN
stanford-ai-2021	876	223	P	p	NN
stanford-ai-2021	876	224	P	p	NN
stanford-ai-2021	876	225	L	l	NN
stanford-ai-2021	876	226	I	i	NN
stanford-ai-2021	876	227	C	c	NN
stanford-ai-2021	876	228	AT	at	IN
stanford-ai-2021	876	229	I	i	NN
stanford-ai-2021	876	230	O	o	NN
stanford-ai-2021	876	231	N	n	NN
stanford-ai-2021	876	232	S	S	NNP
stanford-ai-2021	876	233	Overview	overview	NN
stanford-ai-2021	876	234	127	127	CD
stanford-ai-2021	876	235	Chapter	chapter	NN
stanford-ai-2021	876	236	Highlights	highlight	NNS
stanford-ai-2021	876	237	128	128	CD
stanford-ai-2021	876	238	5.1	5.1	CD
stanford-ai-2021	876	239	AI	ai	NN
stanford-ai-2021	876	240	PRINCIPLES	principle	NNS
stanford-ai-2021	876	241	AND	and	CC
stanford-ai-2021	876	242	FRAMEWORKS	frameworks	RB
stanford-ai-2021	876	243	129	129	CD
stanford-ai-2021	876	244	5.2	5.2	CD
stanford-ai-2021	876	245	GLOBAL	GLOBAL	NNP
stanford-ai-2021	876	246	NEWS	NEWS	NNP
stanford-ai-2021	876	247	MEDIA	medium	NNS
stanford-ai-2021	876	248	131	131	CD
stanford-ai-2021	876	249	5.3	5.3	CD
stanford-ai-2021	876	250	ETHICS	ethic	NNS
stanford-ai-2021	876	251	AT	at	IN
stanford-ai-2021	876	252	AI	AI	NNP
stanford-ai-2021	876	253	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	876	254	132	132	CD
stanford-ai-2021	876	255	5.4	5.4	CD
stanford-ai-2021	876	256	ETHICS	ethics	NN
stanford-ai-2021	876	257	OFFERINGS	offering	NNS
stanford-ai-2021	876	258	AT	at	IN
stanford-ai-2021	876	259	HIGHER	high	JJR
stanford-ai-2021	876	260	EDUCATION	education	NN
stanford-ai-2021	876	261	INSTITUTIONS	institution	NNS
stanford-ai-2021	876	262	134	134	CD
stanford-ai-2021	876	263	Chapter	chapter	NN
stanford-ai-2021	876	264	Preview	Preview	NNP
stanford-ai-2021	876	265	CHAPTER	CHAPTER	NNP
stanford-ai-2021	876	266	5	5	CD
stanford-ai-2021	876	267	:	:	:
stanford-ai-2021	876	268	ACCESS	ACCESS	NNP
stanford-ai-2021	876	269	THE	the	DT
stanford-ai-2021	876	270	PUBLIC	PUBLIC	NNP
stanford-ai-2021	876	271	DATA	DATA	NNP
stanford-ai-2021	876	272	https://drive.google.com/drive/folders/1LH5cQis-PBlO6t6lm3eMB0QTctrfCFT1?usp=sharing	https://drive.google.com/drive/folders/1lh5cqis-pblo6t6lm3emb0qtctrfcft1?usp=share	VBG
stanford-ai-2021	876	273	TA	TA	NNP
stanford-ai-2021	876	274	B	B	NNP
stanford-ai-2021	876	275	L	l	NN
stanford-ai-2021	876	276	E	e	NN
stanford-ai-2021	876	277	O	o	NN
stanford-ai-2021	876	278	F	f	NN
stanford-ai-2021	876	279	C	c	NN
stanford-ai-2021	876	280	O	o	NN
stanford-ai-2021	876	281	N	n	NN
stanford-ai-2021	876	282	T	t	NN
stanford-ai-2021	876	283	E	e	NN
stanford-ai-2021	876	284	N	n	NN
stanford-ai-2021	876	285	T	t	NN
stanford-ai-2021	876	286	S	s	NN
stanford-ai-2021	876	287	1	1	CD
stanford-ai-2021	876	288	2	2	CD
stanford-ai-2021	876	289	7C	7c	NN
stanford-ai-2021	876	290	H	h	NN
stanford-ai-2021	876	291	A	a	NN
stanford-ai-2021	876	292	P	p	NN
stanford-ai-2021	876	293	T	t	NN
stanford-ai-2021	876	294	E	e	NN
stanford-ai-2021	876	295	R	r	NN
stanford-ai-2021	876	296	5	5	CD
stanford-ai-2021	876	297	P	p	NN
stanford-ai-2021	876	298	R	r	NN
stanford-ai-2021	876	299	E	e	NN
stanford-ai-2021	876	300	V	v	NN
stanford-ai-2021	876	301	I	i	NN
stanford-ai-2021	876	302	E	e	NN
stanford-ai-2021	876	303	W	W	NNP
stanford-ai-2021	876	304	Artificial	Artificial	NNP
stanford-ai-2021	876	305	Intelligence	Intelligence	NNP
stanford-ai-2021	876	306	Index	Index	NNP
stanford-ai-2021	876	307	Report	Report	NNP
stanford-ai-2021	876	308	2021	2021	CD
stanford-ai-2021	876	309	C	c	NN
stanford-ai-2021	876	310	H	h	NN
stanford-ai-2021	876	311	A	a	NN
stanford-ai-2021	876	312	P	p	NN
stanford-ai-2021	876	313	T	t	NN
stanford-ai-2021	876	314	E	e	NN
stanford-ai-2021	876	315	R	r	NN
stanford-ai-2021	876	316	5	5	CD
stanford-ai-2021	876	317	:	:	:
stanford-ai-2021	876	318	E	e	NN
stanford-ai-2021	876	319	T	t	NN
stanford-ai-2021	876	320	H	h	NN
stanford-ai-2021	876	321	I	i	NN
stanford-ai-2021	876	322	C	c	NN
stanford-ai-2021	876	323	A	a	NN
stanford-ai-2021	876	324	L	l	NN
stanford-ai-2021	876	325	C	c	NN
stanford-ai-2021	876	326	H	h	NN
stanford-ai-2021	876	327	A	a	NN
stanford-ai-2021	876	328	L	l	NN
stanford-ai-2021	876	329	L	l	NN
stanford-ai-2021	876	330	E	e	NN
stanford-ai-2021	876	331	N	n	NN
stanford-ai-2021	876	332	G	g	NN
stanford-ai-2021	876	333	E	e	NN
stanford-ai-2021	876	334	S	s	NN
stanford-ai-2021	876	335	O	o	NN
stanford-ai-2021	876	336	F	f	NN
stanford-ai-2021	876	337	A	a	NN
stanford-ai-2021	876	338	I	i	NN
stanford-ai-2021	876	339	A	a	NN
stanford-ai-2021	876	340	P	p	NN
stanford-ai-2021	876	341	P	p	NN
stanford-ai-2021	876	342	L	l	NN
stanford-ai-2021	876	343	I	i	NN
stanford-ai-2021	876	344	C	c	NN
stanford-ai-2021	876	345	AT	at	IN
stanford-ai-2021	876	346	I	i	NN
stanford-ai-2021	876	347	O	o	NN
stanford-ai-2021	876	348	N	n	NN
stanford-ai-2021	876	349	S	s	NN
stanford-ai-2021	876	350	Overview	overview	NN
stanford-ai-2021	876	351	O	o	NN
stanford-ai-2021	876	352	V	v	NN
stanford-ai-2021	876	353	E	e	NN
stanford-ai-2021	876	354	R	r	NN
stanford-ai-2021	876	355	V	v	NN
stanford-ai-2021	876	356	I	i	NN
stanford-ai-2021	876	357	E	e	NN
stanford-ai-2021	876	358	W	w	NN
stanford-ai-2021	876	359	As	as	IN
stanford-ai-2021	876	360	artificial	artificial	JJ
stanford-ai-2021	876	361	intelligence	intelligence	NN
stanford-ai-2021	876	362	–	–	:
stanford-ai-2021	876	363	powered	power	VBN
stanford-ai-2021	876	364	innovations	innovation	NNS
stanford-ai-2021	876	365	become	become	VBP
stanford-ai-2021	876	366	ever	ever	RB
stanford-ai-2021	876	367	more	more	RBR
stanford-ai-2021	876	368	prevalent	prevalent	JJ
stanford-ai-2021	876	369	in	in	IN
stanford-ai-2021	876	370	our	-PRON-	PRP$
stanford-ai-2021	876	371	lives	life	NNS
stanford-ai-2021	876	372	,	,	,
stanford-ai-2021	876	373	the	the	DT
stanford-ai-2021	876	374	ethical	ethical	JJ
stanford-ai-2021	876	375	challenges	challenge	NNS
stanford-ai-2021	876	376	of	of	IN
stanford-ai-2021	876	377	AI	AI	NNP
stanford-ai-2021	876	378	applications	application	NNS
stanford-ai-2021	876	379	are	be	VBP
stanford-ai-2021	876	380	increasingly	increasingly	RB
stanford-ai-2021	876	381	evident	evident	JJ
stanford-ai-2021	876	382	and	and	CC
stanford-ai-2021	876	383	subject	subject	JJ
stanford-ai-2021	876	384	to	to	IN
stanford-ai-2021	876	385	scrutiny	scrutiny	NN
stanford-ai-2021	876	386	.	.	.
stanford-ai-2021	877	1	As	as	IN
stanford-ai-2021	877	2	previous	previous	JJ
stanford-ai-2021	877	3	chapters	chapter	NNS
stanford-ai-2021	877	4	have	have	VBP
stanford-ai-2021	877	5	addressed	address	VBN
stanford-ai-2021	877	6	,	,	,
stanford-ai-2021	877	7	the	the	DT
stanford-ai-2021	877	8	use	use	NN
stanford-ai-2021	877	9	of	of	IN
stanford-ai-2021	877	10	various	various	JJ
stanford-ai-2021	877	11	AI	AI	NNP
stanford-ai-2021	877	12	technologies	technology	NNS
stanford-ai-2021	877	13	can	can	MD
stanford-ai-2021	877	14	lead	lead	VB
stanford-ai-2021	877	15	to	to	IN
stanford-ai-2021	877	16	unintended	unintended	JJ
stanford-ai-2021	877	17	but	but	CC
stanford-ai-2021	877	18	harmful	harmful	JJ
stanford-ai-2021	877	19	consequences	consequence	NNS
stanford-ai-2021	877	20	,	,	,
stanford-ai-2021	877	21	such	such	JJ
stanford-ai-2021	877	22	as	as	IN
stanford-ai-2021	877	23	privacy	privacy	NN
stanford-ai-2021	877	24	intrusion	intrusion	NN
stanford-ai-2021	877	25	;	;	:
stanford-ai-2021	877	26	discrimination	discrimination	NN
stanford-ai-2021	877	27	based	base	VBN
stanford-ai-2021	877	28	on	on	IN
stanford-ai-2021	877	29	gender	gender	NN
stanford-ai-2021	877	30	,	,	,
stanford-ai-2021	877	31	race	race	NN
stanford-ai-2021	877	32	/	/	SYM
stanford-ai-2021	877	33	ethnicity	ethnicity	NN
stanford-ai-2021	877	34	,	,	,
stanford-ai-2021	877	35	sexual	sexual	JJ
stanford-ai-2021	877	36	orientation	orientation	NN
stanford-ai-2021	877	37	,	,	,
stanford-ai-2021	877	38	or	or	CC
stanford-ai-2021	877	39	gender	gender	NN
stanford-ai-2021	877	40	identity	identity	NN
stanford-ai-2021	877	41	;	;	,
stanford-ai-2021	877	42	and	and	CC
stanford-ai-2021	877	43	opaque	opaque	JJ
stanford-ai-2021	877	44	decision	decision	NN
stanford-ai-2021	877	45	-	-	HYPH
stanford-ai-2021	877	46	making	making	NN
stanford-ai-2021	877	47	,	,	,
stanford-ai-2021	877	48	among	among	IN
stanford-ai-2021	877	49	other	other	JJ
stanford-ai-2021	877	50	issues	issue	NNS
stanford-ai-2021	877	51	.	.	.
stanford-ai-2021	878	1	Addressing	address	VBG
stanford-ai-2021	878	2	existing	exist	VBG
stanford-ai-2021	878	3	ethical	ethical	JJ
stanford-ai-2021	878	4	challenges	challenge	NNS
stanford-ai-2021	878	5	and	and	CC
stanford-ai-2021	878	6	building	build	VBG
stanford-ai-2021	878	7	responsible	responsible	JJ
stanford-ai-2021	878	8	,	,	,
stanford-ai-2021	878	9	fair	fair	JJ
stanford-ai-2021	878	10	AI	AI	NNP
stanford-ai-2021	878	11	innovations	innovation	NNS
stanford-ai-2021	878	12	before	before	IN
stanford-ai-2021	878	13	they	-PRON-	PRP
stanford-ai-2021	878	14	get	get	VBP
stanford-ai-2021	878	15	deployed	deploy	VBN
stanford-ai-2021	878	16	has	have	VBZ
stanford-ai-2021	878	17	never	never	RB
stanford-ai-2021	878	18	been	be	VBN
stanford-ai-2021	878	19	more	more	RBR
stanford-ai-2021	878	20	important	important	JJ
stanford-ai-2021	878	21	.	.	.
stanford-ai-2021	879	1	This	this	DT
stanford-ai-2021	879	2	chapter	chapter	NN
stanford-ai-2021	879	3	tackles	tackle	VBZ
stanford-ai-2021	879	4	the	the	DT
stanford-ai-2021	879	5	efforts	effort	NNS
stanford-ai-2021	879	6	to	to	TO
stanford-ai-2021	879	7	address	address	VB
stanford-ai-2021	879	8	the	the	DT
stanford-ai-2021	879	9	ethical	ethical	JJ
stanford-ai-2021	879	10	issues	issue	NNS
stanford-ai-2021	879	11	that	that	WDT
stanford-ai-2021	879	12	have	have	VBP
stanford-ai-2021	879	13	arisen	arise	VBN
stanford-ai-2021	879	14	alongside	alongside	IN
stanford-ai-2021	879	15	the	the	DT
stanford-ai-2021	879	16	rise	rise	NN
stanford-ai-2021	879	17	of	of	IN
stanford-ai-2021	879	18	AI	AI	NNP
stanford-ai-2021	879	19	applications	application	NNS
stanford-ai-2021	879	20	.	.	.
stanford-ai-2021	880	1	It	-PRON-	PRP
stanford-ai-2021	880	2	first	first	RB
stanford-ai-2021	880	3	looks	look	VBZ
stanford-ai-2021	880	4	at	at	IN
stanford-ai-2021	880	5	the	the	DT
stanford-ai-2021	880	6	recent	recent	JJ
stanford-ai-2021	880	7	proliferation	proliferation	NN
stanford-ai-2021	880	8	of	of	IN
stanford-ai-2021	880	9	documents	document	NNS
stanford-ai-2021	880	10	charting	chart	VBG
stanford-ai-2021	880	11	AI	AI	NNP
stanford-ai-2021	880	12	principles	principle	NNS
stanford-ai-2021	880	13	and	and	CC
stanford-ai-2021	880	14	frameworks	framework	NNS
stanford-ai-2021	880	15	,	,	,
stanford-ai-2021	880	16	as	as	RB
stanford-ai-2021	880	17	well	well	RB
stanford-ai-2021	880	18	as	as	IN
stanford-ai-2021	880	19	how	how	WRB
stanford-ai-2021	880	20	the	the	DT
stanford-ai-2021	880	21	media	media	NN
stanford-ai-2021	880	22	covers	cover	VBZ
stanford-ai-2021	880	23	AI	ai	NN
stanford-ai-2021	880	24	-	-	HYPH
stanford-ai-2021	880	25	related	relate	VBN
stanford-ai-2021	880	26	ethical	ethical	JJ
stanford-ai-2021	880	27	issues	issue	NNS
stanford-ai-2021	880	28	.	.	.
stanford-ai-2021	881	1	It	-PRON-	PRP
stanford-ai-2021	881	2	then	then	RB
stanford-ai-2021	881	3	follows	follow	VBZ
stanford-ai-2021	881	4	with	with	IN
stanford-ai-2021	881	5	a	a	DT
stanford-ai-2021	881	6	review	review	NN
stanford-ai-2021	881	7	of	of	IN
stanford-ai-2021	881	8	ethics	ethic	NNS
stanford-ai-2021	881	9	-	-	HYPH
stanford-ai-2021	881	10	related	relate	VBN
stanford-ai-2021	881	11	research	research	NN
stanford-ai-2021	881	12	presented	present	VBN
stanford-ai-2021	881	13	at	at	IN
stanford-ai-2021	881	14	AI	AI	NNP
stanford-ai-2021	881	15	conferences	conference	NNS
stanford-ai-2021	881	16	and	and	CC
stanford-ai-2021	881	17	what	what	WP
stanford-ai-2021	881	18	kind	kind	NN
stanford-ai-2021	881	19	of	of	IN
stanford-ai-2021	881	20	ethics	ethic	NNS
stanford-ai-2021	881	21	courses	course	NNS
stanford-ai-2021	881	22	are	be	VBP
stanford-ai-2021	881	23	being	be	VBG
stanford-ai-2021	881	24	offered	offer	VBN
stanford-ai-2021	881	25	by	by	IN
stanford-ai-2021	881	26	computer	computer	NN
stanford-ai-2021	881	27	science	science	NN
stanford-ai-2021	881	28	(	(	-LRB-
stanford-ai-2021	881	29	CS	CS	NNP
stanford-ai-2021	881	30	)	)	-RRB-
stanford-ai-2021	881	31	departments	department	NNS
stanford-ai-2021	881	32	at	at	IN
stanford-ai-2021	881	33	universities	university	NNS
stanford-ai-2021	881	34	around	around	IN
stanford-ai-2021	881	35	the	the	DT
stanford-ai-2021	881	36	world	world	NN
stanford-ai-2021	881	37	.	.	.
stanford-ai-2021	882	1	The	the	DT
stanford-ai-2021	882	2	AI	AI	NNP
stanford-ai-2021	882	3	Index	Index	NNP
stanford-ai-2021	882	4	team	team	NN
stanford-ai-2021	882	5	was	be	VBD
stanford-ai-2021	882	6	surprised	surprised	JJ
stanford-ai-2021	882	7	to	to	TO
stanford-ai-2021	882	8	discover	discover	VB
stanford-ai-2021	882	9	how	how	WRB
stanford-ai-2021	882	10	little	little	JJ
stanford-ai-2021	882	11	data	datum	NNS
stanford-ai-2021	882	12	there	there	EX
stanford-ai-2021	882	13	is	be	VBZ
stanford-ai-2021	882	14	on	on	IN
stanford-ai-2021	882	15	this	this	DT
stanford-ai-2021	882	16	topic	topic	NN
stanford-ai-2021	882	17	.	.	.
stanford-ai-2021	883	1	Though	though	IN
stanford-ai-2021	883	2	a	a	DT
stanford-ai-2021	883	3	number	number	NN
stanford-ai-2021	883	4	of	of	IN
stanford-ai-2021	883	5	groups	group	NNS
stanford-ai-2021	883	6	are	be	VBP
stanford-ai-2021	883	7	producing	produce	VBG
stanford-ai-2021	883	8	a	a	DT
stanford-ai-2021	883	9	range	range	NN
stanford-ai-2021	883	10	of	of	IN
stanford-ai-2021	883	11	qualitative	qualitative	JJ
stanford-ai-2021	883	12	or	or	CC
stanford-ai-2021	883	13	normative	normative	JJ
stanford-ai-2021	883	14	outputs	output	NNS
stanford-ai-2021	883	15	in	in	IN
stanford-ai-2021	883	16	the	the	DT
stanford-ai-2021	883	17	AI	AI	NNP
stanford-ai-2021	883	18	ethics	ethic	NNS
stanford-ai-2021	883	19	domain	domain	NN
stanford-ai-2021	883	20	,	,	,
stanford-ai-2021	883	21	the	the	DT
stanford-ai-2021	883	22	field	field	NN
stanford-ai-2021	883	23	generally	generally	RB
stanford-ai-2021	883	24	lacks	lack	VBZ
stanford-ai-2021	883	25	benchmarks	benchmark	NNS
stanford-ai-2021	883	26	that	that	WDT
stanford-ai-2021	883	27	can	can	MD
stanford-ai-2021	883	28	be	be	VB
stanford-ai-2021	883	29	used	use	VBN
stanford-ai-2021	883	30	to	to	TO
stanford-ai-2021	883	31	measure	measure	VB
stanford-ai-2021	883	32	or	or	CC
stanford-ai-2021	883	33	assess	assess	VB
stanford-ai-2021	883	34	the	the	DT
stanford-ai-2021	883	35	relationship	relationship	NN
stanford-ai-2021	883	36	between	between	IN
stanford-ai-2021	883	37	broader	broad	JJR
stanford-ai-2021	883	38	societal	societal	JJ
stanford-ai-2021	883	39	discussions	discussion	NNS
stanford-ai-2021	883	40	about	about	IN
stanford-ai-2021	883	41	technology	technology	NN
stanford-ai-2021	883	42	development	development	NN
stanford-ai-2021	883	43	and	and	CC
stanford-ai-2021	883	44	the	the	DT
stanford-ai-2021	883	45	development	development	NN
stanford-ai-2021	883	46	of	of	IN
stanford-ai-2021	883	47	the	the	DT
stanford-ai-2021	883	48	technology	technology	NN
stanford-ai-2021	883	49	itself	-PRON-	PRP
stanford-ai-2021	883	50	.	.	.
stanford-ai-2021	884	1	One	one	CD
stanford-ai-2021	884	2	datapoint	datapoint	NN
stanford-ai-2021	884	3	,	,	,
stanford-ai-2021	884	4	covered	cover	VBN
stanford-ai-2021	884	5	in	in	IN
stanford-ai-2021	884	6	the	the	DT
stanford-ai-2021	884	7	technical	technical	JJ
stanford-ai-2021	884	8	performance	performance	NN
stanford-ai-2021	884	9	chapter	chapter	NN
stanford-ai-2021	884	10	,	,	,
stanford-ai-2021	884	11	is	be	VBZ
stanford-ai-2021	884	12	the	the	DT
stanford-ai-2021	884	13	study	study	NN
stanford-ai-2021	884	14	by	by	IN
stanford-ai-2021	884	15	the	the	DT
stanford-ai-2021	884	16	National	National	NNP
stanford-ai-2021	884	17	Institute	Institute	NNP
stanford-ai-2021	884	18	of	of	IN
stanford-ai-2021	884	19	Standards	Standards	NNPS
stanford-ai-2021	884	20	and	and	CC
stanford-ai-2021	884	21	Technology	Technology	NNP
stanford-ai-2021	884	22	on	on	IN
stanford-ai-2021	884	23	facial	facial	JJ
stanford-ai-2021	884	24	recognition	recognition	NN
stanford-ai-2021	884	25	performance	performance	NN
stanford-ai-2021	884	26	with	with	IN
stanford-ai-2021	884	27	a	a	DT
stanford-ai-2021	884	28	focus	focus	NN
stanford-ai-2021	884	29	on	on	IN
stanford-ai-2021	884	30	bias	bias	NN
stanford-ai-2021	884	31	.	.	.
stanford-ai-2021	885	1	Figuring	figure	VBG
stanford-ai-2021	885	2	out	out	RP
stanford-ai-2021	885	3	how	how	WRB
stanford-ai-2021	885	4	to	to	TO
stanford-ai-2021	885	5	create	create	VB
stanford-ai-2021	885	6	more	more	RBR
stanford-ai-2021	885	7	quantitative	quantitative	JJ
stanford-ai-2021	885	8	data	data	NN
stanford-ai-2021	885	9	presents	present	VBZ
stanford-ai-2021	885	10	a	a	DT
stanford-ai-2021	885	11	challenge	challenge	NN
stanford-ai-2021	885	12	for	for	IN
stanford-ai-2021	885	13	the	the	DT
stanford-ai-2021	885	14	research	research	NN
stanford-ai-2021	885	15	community	community	NN
stanford-ai-2021	885	16	,	,	,
stanford-ai-2021	885	17	but	but	CC
stanford-ai-2021	885	18	it	-PRON-	PRP
stanford-ai-2021	885	19	is	be	VBZ
stanford-ai-2021	885	20	a	a	DT
stanford-ai-2021	885	21	useful	useful	JJ
stanford-ai-2021	885	22	one	one	NN
stanford-ai-2021	885	23	to	to	TO
stanford-ai-2021	885	24	focus	focus	VB
stanford-ai-2021	885	25	on	on	IN
stanford-ai-2021	885	26	.	.	.
stanford-ai-2021	886	1	Policymakers	policymaker	NNS
stanford-ai-2021	886	2	are	be	VBP
stanford-ai-2021	886	3	keenly	keenly	RB
stanford-ai-2021	886	4	aware	aware	JJ
stanford-ai-2021	886	5	of	of	IN
stanford-ai-2021	886	6	ethical	ethical	JJ
stanford-ai-2021	886	7	concerns	concern	NNS
stanford-ai-2021	886	8	pertaining	pertain	VBG
stanford-ai-2021	886	9	to	to	IN
stanford-ai-2021	886	10	AI	AI	NNP
stanford-ai-2021	886	11	,	,	,
stanford-ai-2021	886	12	but	but	CC
stanford-ai-2021	886	13	it	-PRON-	PRP
stanford-ai-2021	886	14	is	be	VBZ
stanford-ai-2021	886	15	easier	easy	JJR
stanford-ai-2021	886	16	for	for	IN
stanford-ai-2021	886	17	them	-PRON-	PRP
stanford-ai-2021	886	18	to	to	TO
stanford-ai-2021	886	19	manage	manage	VB
stanford-ai-2021	886	20	what	what	WP
stanford-ai-2021	886	21	they	-PRON-	PRP
stanford-ai-2021	886	22	can	can	MD
stanford-ai-2021	886	23	measure	measure	VB
stanford-ai-2021	886	24	,	,	,
stanford-ai-2021	886	25	so	so	RB
stanford-ai-2021	886	26	finding	find	VBG
stanford-ai-2021	886	27	ways	way	NNS
stanford-ai-2021	886	28	to	to	TO
stanford-ai-2021	886	29	translate	translate	VB
stanford-ai-2021	886	30	qualitative	qualitative	JJ
stanford-ai-2021	886	31	arguments	argument	NNS
stanford-ai-2021	886	32	into	into	IN
stanford-ai-2021	886	33	quantitative	quantitative	JJ
stanford-ai-2021	886	34	data	datum	NNS
stanford-ai-2021	886	35	is	be	VBZ
stanford-ai-2021	886	36	an	an	DT
stanford-ai-2021	886	37	essential	essential	JJ
stanford-ai-2021	886	38	step	step	NN
stanford-ai-2021	886	39	in	in	IN
stanford-ai-2021	886	40	the	the	DT
stanford-ai-2021	886	41	process	process	NN
stanford-ai-2021	886	42	.	.	.
stanford-ai-2021	887	1	TA	TA	NNP
stanford-ai-2021	887	2	B	B	NNP
stanford-ai-2021	887	3	L	l	NN
stanford-ai-2021	887	4	E	e	NN
stanford-ai-2021	887	5	O	o	NN
stanford-ai-2021	887	6	F	f	NN
stanford-ai-2021	887	7	C	c	NN
stanford-ai-2021	887	8	O	o	NN
stanford-ai-2021	887	9	N	n	NN
stanford-ai-2021	887	10	T	t	NN
stanford-ai-2021	887	11	E	e	NN
stanford-ai-2021	887	12	N	n	NN
stanford-ai-2021	887	13	T	t	NN
stanford-ai-2021	887	14	S	s	NN
stanford-ai-2021	887	15	1	1	CD
stanford-ai-2021	887	16	2	2	CD
stanford-ai-2021	887	17	8C	8c	CD
stanford-ai-2021	887	18	H	h	NN
stanford-ai-2021	887	19	A	a	NN
stanford-ai-2021	887	20	P	p	NN
stanford-ai-2021	887	21	T	t	NN
stanford-ai-2021	887	22	E	e	NN
stanford-ai-2021	887	23	R	r	NN
stanford-ai-2021	887	24	5	5	CD
stanford-ai-2021	887	25	P	p	NN
stanford-ai-2021	887	26	R	r	NN
stanford-ai-2021	887	27	E	e	NN
stanford-ai-2021	887	28	V	v	NN
stanford-ai-2021	887	29	I	i	NN
stanford-ai-2021	887	30	E	e	NN
stanford-ai-2021	887	31	W	W	NNP
stanford-ai-2021	887	32	Artificial	Artificial	NNP
stanford-ai-2021	887	33	Intelligence	Intelligence	NNP
stanford-ai-2021	887	34	Index	Index	NNP
stanford-ai-2021	887	35	Report	Report	NNP
stanford-ai-2021	887	36	2021	2021	CD
stanford-ai-2021	887	37	C	c	NN
stanford-ai-2021	887	38	H	h	NN
stanford-ai-2021	887	39	A	a	NN
stanford-ai-2021	887	40	P	p	NN
stanford-ai-2021	887	41	T	t	NN
stanford-ai-2021	887	42	E	e	NN
stanford-ai-2021	887	43	R	r	NN
stanford-ai-2021	887	44	5	5	CD
stanford-ai-2021	887	45	:	:	:
stanford-ai-2021	887	46	E	e	NN
stanford-ai-2021	887	47	T	t	NN
stanford-ai-2021	887	48	H	h	NN
stanford-ai-2021	887	49	I	i	NN
stanford-ai-2021	887	50	C	c	NN
stanford-ai-2021	887	51	A	a	NN
stanford-ai-2021	887	52	L	l	NN
stanford-ai-2021	887	53	C	c	NN
stanford-ai-2021	887	54	H	h	NN
stanford-ai-2021	887	55	A	a	NN
stanford-ai-2021	887	56	L	l	NN
stanford-ai-2021	887	57	L	l	NN
stanford-ai-2021	887	58	E	e	NN
stanford-ai-2021	887	59	N	n	NN
stanford-ai-2021	887	60	G	g	NN
stanford-ai-2021	887	61	E	e	NN
stanford-ai-2021	887	62	S	s	NN
stanford-ai-2021	887	63	O	o	NN
stanford-ai-2021	887	64	F	f	NN
stanford-ai-2021	887	65	A	a	NN
stanford-ai-2021	887	66	I	i	NN
stanford-ai-2021	887	67	A	a	NN
stanford-ai-2021	887	68	P	p	NN
stanford-ai-2021	887	69	P	p	NN
stanford-ai-2021	887	70	L	l	NN
stanford-ai-2021	887	71	I	i	NN
stanford-ai-2021	887	72	C	c	NN
stanford-ai-2021	887	73	AT	at	IN
stanford-ai-2021	887	74	I	i	NN
stanford-ai-2021	887	75	O	o	NN
stanford-ai-2021	887	76	N	N	NNP
stanford-ai-2021	887	77	S	S	NNP
stanford-ai-2021	887	78	CHAPTER	chapter	NN
stanford-ai-2021	887	79	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	887	80	•	•	VBP
stanford-ai-2021	887	81	The	the	DT
stanford-ai-2021	887	82	number	number	NN
stanford-ai-2021	887	83	of	of	IN
stanford-ai-2021	887	84	papers	paper	NNS
stanford-ai-2021	887	85	with	with	IN
stanford-ai-2021	887	86	ethics	ethic	NNS
stanford-ai-2021	887	87	-	-	HYPH
stanford-ai-2021	887	88	related	relate	VBN
stanford-ai-2021	887	89	keywords	keyword	NNS
stanford-ai-2021	887	90	in	in	IN
stanford-ai-2021	887	91	titles	title	NNS
stanford-ai-2021	887	92	submitted	submit	VBN
stanford-ai-2021	887	93	to	to	IN
stanford-ai-2021	887	94	AI	AI	NNP
stanford-ai-2021	887	95	conferences	conference	NNS
stanford-ai-2021	887	96	has	have	VBZ
stanford-ai-2021	887	97	grown	grow	VBN
stanford-ai-2021	887	98	since	since	IN
stanford-ai-2021	887	99	2015	2015	CD
stanford-ai-2021	887	100	,	,	,
stanford-ai-2021	887	101	though	though	IN
stanford-ai-2021	887	102	the	the	DT
stanford-ai-2021	887	103	average	average	JJ
stanford-ai-2021	887	104	number	number	NN
stanford-ai-2021	887	105	of	of	IN
stanford-ai-2021	887	106	paper	paper	NN
stanford-ai-2021	887	107	titles	title	NNS
stanford-ai-2021	887	108	matching	match	VBG
stanford-ai-2021	887	109	ethics-	ethics-	NNP
stanford-ai-2021	887	110	related	related	JJ
stanford-ai-2021	887	111	keywords	keyword	NNS
stanford-ai-2021	887	112	at	at	IN
stanford-ai-2021	887	113	major	major	JJ
stanford-ai-2021	887	114	AI	AI	NNP
stanford-ai-2021	887	115	conferences	conference	NNS
stanford-ai-2021	887	116	remains	remain	VBZ
stanford-ai-2021	887	117	low	low	JJ
stanford-ai-2021	887	118	over	over	IN
stanford-ai-2021	887	119	the	the	DT
stanford-ai-2021	887	120	years	year	NNS
stanford-ai-2021	887	121	.	.	.
stanford-ai-2021	888	1	•	•	VB
stanford-ai-2021	888	2	The	the	DT
stanford-ai-2021	888	3	five	five	CD
stanford-ai-2021	888	4	news	news	NN
stanford-ai-2021	888	5	topics	topic	NNS
stanford-ai-2021	888	6	that	that	WDT
stanford-ai-2021	888	7	got	get	VBD
stanford-ai-2021	888	8	the	the	DT
stanford-ai-2021	888	9	most	most	JJS
stanford-ai-2021	888	10	attention	attention	NN
stanford-ai-2021	888	11	in	in	IN
stanford-ai-2021	888	12	2020	2020	CD
stanford-ai-2021	888	13	related	relate	VBN
stanford-ai-2021	888	14	to	to	IN
stanford-ai-2021	888	15	the	the	DT
stanford-ai-2021	888	16	ethical	ethical	JJ
stanford-ai-2021	888	17	use	use	NN
stanford-ai-2021	888	18	of	of	IN
stanford-ai-2021	888	19	AI	AI	NNP
stanford-ai-2021	888	20	were	be	VBD
stanford-ai-2021	888	21	the	the	DT
stanford-ai-2021	888	22	release	release	NN
stanford-ai-2021	888	23	of	of	IN
stanford-ai-2021	888	24	the	the	DT
stanford-ai-2021	888	25	European	European	NNP
stanford-ai-2021	888	26	Commission	Commission	NNP
stanford-ai-2021	888	27	’s	’s	POS
stanford-ai-2021	888	28	white	white	JJ
stanford-ai-2021	888	29	paper	paper	NN
stanford-ai-2021	888	30	on	on	IN
stanford-ai-2021	888	31	AI	AI	NNP
stanford-ai-2021	888	32	,	,	,
stanford-ai-2021	888	33	Google	Google	NNP
stanford-ai-2021	888	34	’s	’s	POS
stanford-ai-2021	888	35	dismissal	dismissal	NN
stanford-ai-2021	888	36	of	of	IN
stanford-ai-2021	888	37	ethics	ethic	NNS
stanford-ai-2021	888	38	researcher	researcher	NN
stanford-ai-2021	888	39	Timnit	Timnit	NNP
stanford-ai-2021	888	40	Gebru	Gebru	NNP
stanford-ai-2021	888	41	,	,	,
stanford-ai-2021	888	42	the	the	DT
stanford-ai-2021	888	43	AI	AI	NNP
stanford-ai-2021	888	44	ethics	ethic	NNS
stanford-ai-2021	888	45	committee	committee	NN
stanford-ai-2021	888	46	formed	form	VBN
stanford-ai-2021	888	47	by	by	IN
stanford-ai-2021	888	48	the	the	DT
stanford-ai-2021	888	49	United	United	NNP
stanford-ai-2021	888	50	Nations	Nations	NNP
stanford-ai-2021	888	51	,	,	,
stanford-ai-2021	888	52	the	the	DT
stanford-ai-2021	888	53	Vatican	Vatican	NNP
stanford-ai-2021	888	54	’s	’s	POS
stanford-ai-2021	888	55	AI	AI	NNP
stanford-ai-2021	888	56	ethics	ethic	NNS
stanford-ai-2021	888	57	plan	plan	VBP
stanford-ai-2021	888	58	,	,	,
stanford-ai-2021	888	59	and	and	CC
stanford-ai-2021	888	60	IBM	IBM	NNP
stanford-ai-2021	888	61	’s	’s	NNP
stanford-ai-2021	888	62	exiting	exit	VBG
stanford-ai-2021	888	63	the	the	DT
stanford-ai-2021	888	64	facial	facial	JJ
stanford-ai-2021	888	65	-	-	HYPH
stanford-ai-2021	888	66	recognition	recognition	NN
stanford-ai-2021	888	67	businesses	business	NNS
stanford-ai-2021	888	68	.	.	.
stanford-ai-2021	889	1	C	c	NN
stanford-ai-2021	889	2	H	h	NN
stanford-ai-2021	889	3	A	a	NN
stanford-ai-2021	889	4	P	p	NN
stanford-ai-2021	889	5	T	t	NN
stanford-ai-2021	889	6	E	e	NN
stanford-ai-2021	889	7	R	r	NN
stanford-ai-2021	889	8	H	h	NN
stanford-ai-2021	889	9	I	i	NN
stanford-ai-2021	889	10	G	g	NN
stanford-ai-2021	889	11	H	h	NN
stanford-ai-2021	889	12	L	l	NN
stanford-ai-2021	889	13	I	i	NN
stanford-ai-2021	889	14	G	g	NN
stanford-ai-2021	889	15	H	h	NN
stanford-ai-2021	889	16	T	t	NN
stanford-ai-2021	889	17	S	s	NN
stanford-ai-2021	889	18	TA	ta	NN
stanford-ai-2021	889	19	B	b	NN
stanford-ai-2021	889	20	L	l	NN
stanford-ai-2021	889	21	E	e	NN
stanford-ai-2021	889	22	O	o	NN
stanford-ai-2021	889	23	F	f	NN
stanford-ai-2021	889	24	C	c	NN
stanford-ai-2021	889	25	O	o	NN
stanford-ai-2021	889	26	N	n	NN
stanford-ai-2021	889	27	T	t	NN
stanford-ai-2021	889	28	E	e	NN
stanford-ai-2021	889	29	N	n	NN
stanford-ai-2021	889	30	T	t	NN
stanford-ai-2021	889	31	S	s	NN
stanford-ai-2021	889	32	1	1	CD
stanford-ai-2021	889	33	2	2	CD
stanford-ai-2021	889	34	9C	9c	NN
stanford-ai-2021	889	35	H	h	NN
stanford-ai-2021	889	36	A	a	NN
stanford-ai-2021	889	37	P	p	NN
stanford-ai-2021	889	38	T	t	NN
stanford-ai-2021	889	39	E	e	NN
stanford-ai-2021	889	40	R	r	NN
stanford-ai-2021	889	41	5	5	CD
stanford-ai-2021	889	42	P	p	NN
stanford-ai-2021	889	43	R	r	NN
stanford-ai-2021	889	44	E	e	NN
stanford-ai-2021	889	45	V	v	NN
stanford-ai-2021	889	46	I	i	NN
stanford-ai-2021	889	47	E	e	NN
stanford-ai-2021	889	48	W	W	NNP
stanford-ai-2021	889	49	Artificial	Artificial	NNP
stanford-ai-2021	889	50	Intelligence	Intelligence	NNP
stanford-ai-2021	889	51	Index	Index	NNP
stanford-ai-2021	889	52	Report	Report	NNP
stanford-ai-2021	889	53	2021	2021	CD
stanford-ai-2021	889	54	Since	since	IN
stanford-ai-2021	889	55	2015	2015	CD
stanford-ai-2021	889	56	,	,	,
stanford-ai-2021	889	57	governments	government	NNS
stanford-ai-2021	889	58	,	,	,
stanford-ai-2021	889	59	private	private	JJ
stanford-ai-2021	889	60	companies	company	NNS
stanford-ai-2021	889	61	,	,	,
stanford-ai-2021	889	62	intergovernmental	intergovernmental	JJ
stanford-ai-2021	889	63	organizations	organization	NNS
stanford-ai-2021	889	64	,	,	,
stanford-ai-2021	889	65	and	and	CC
stanford-ai-2021	889	66	research/	research/	VBD
stanford-ai-2021	889	67	professional	professional	JJ
stanford-ai-2021	889	68	organizations	organization	NNS
stanford-ai-2021	889	69	have	have	VBP
stanford-ai-2021	889	70	been	be	VBN
stanford-ai-2021	889	71	producing	produce	VBG
stanford-ai-2021	889	72	normative	normative	JJ
stanford-ai-2021	889	73	documents	document	NNS
stanford-ai-2021	889	74	that	that	WDT
stanford-ai-2021	889	75	chart	chart	VBP
stanford-ai-2021	889	76	the	the	DT
stanford-ai-2021	889	77	approaches	approach	NNS
stanford-ai-2021	889	78	to	to	TO
stanford-ai-2021	889	79	manage	manage	VB
stanford-ai-2021	889	80	the	the	DT
stanford-ai-2021	889	81	ethical	ethical	JJ
stanford-ai-2021	889	82	challenges	challenge	NNS
stanford-ai-2021	889	83	of	of	IN
stanford-ai-2021	889	84	AI	AI	NNP
stanford-ai-2021	889	85	applications	application	NNS
stanford-ai-2021	889	86	.	.	.
stanford-ai-2021	890	1	Those	those	DT
stanford-ai-2021	890	2	documents	document	NNS
stanford-ai-2021	890	3	,	,	,
stanford-ai-2021	890	4	which	which	WDT
stanford-ai-2021	890	5	include	include	VBP
stanford-ai-2021	890	6	principles	principle	NNS
stanford-ai-2021	890	7	,	,	,
stanford-ai-2021	890	8	guidelines	guideline	NNS
stanford-ai-2021	890	9	,	,	,
stanford-ai-2021	890	10	and	and	CC
stanford-ai-2021	890	11	more	more	RBR
stanford-ai-2021	890	12	,	,	,
stanford-ai-2021	890	13	provide	provide	VB
stanford-ai-2021	890	14	frameworks	framework	NNS
stanford-ai-2021	890	15	for	for	IN
stanford-ai-2021	890	16	addressing	address	VBG
stanford-ai-2021	890	17	the	the	DT
stanford-ai-2021	890	18	concerns	concern	NNS
stanford-ai-2021	890	19	and	and	CC
stanford-ai-2021	890	20	assessing	assess	VBG
stanford-ai-2021	890	21	the	the	DT
stanford-ai-2021	890	22	strategies	strategy	NNS
stanford-ai-2021	890	23	attached	attach	VBN
stanford-ai-2021	890	24	to	to	IN
stanford-ai-2021	890	25	developing	develop	VBG
stanford-ai-2021	890	26	,	,	,
stanford-ai-2021	890	27	deploying	deploy	VBG
stanford-ai-2021	890	28	,	,	,
stanford-ai-2021	890	29	and	and	CC
stanford-ai-2021	890	30	governing	govern	VBG
stanford-ai-2021	890	31	AI	AI	NNP
stanford-ai-2021	890	32	within	within	IN
stanford-ai-2021	890	33	various	various	JJ
stanford-ai-2021	890	34	organizations	organization	NNS
stanford-ai-2021	890	35	.	.	.
stanford-ai-2021	891	1	Some	some	DT
stanford-ai-2021	891	2	common	common	JJ
stanford-ai-2021	891	3	themes	theme	NNS
stanford-ai-2021	891	4	that	that	WDT
stanford-ai-2021	891	5	emerge	emerge	VBP
stanford-ai-2021	891	6	from	from	IN
stanford-ai-2021	891	7	these	these	DT
stanford-ai-2021	891	8	AI	AI	NNP
stanford-ai-2021	891	9	principles	principle	NNS
stanford-ai-2021	891	10	and	and	CC
stanford-ai-2021	891	11	frameworks	framework	NNS
stanford-ai-2021	891	12	include	include	VBP
stanford-ai-2021	891	13	privacy	privacy	NN
stanford-ai-2021	891	14	,	,	,
stanford-ai-2021	891	15	accountability	accountability	NN
stanford-ai-2021	891	16	,	,	,
stanford-ai-2021	891	17	transparency	transparency	NN
stanford-ai-2021	891	18	,	,	,
stanford-ai-2021	891	19	and	and	CC
stanford-ai-2021	891	20	explainability	explainability	NN
stanford-ai-2021	891	21	.	.	.
stanford-ai-2021	892	1	The	the	DT
stanford-ai-2021	892	2	publication	publication	NN
stanford-ai-2021	892	3	of	of	IN
stanford-ai-2021	892	4	AI	AI	NNP
stanford-ai-2021	892	5	principles	principle	NNS
stanford-ai-2021	892	6	signals	signal	NNS
stanford-ai-2021	892	7	that	that	IN
stanford-ai-2021	892	8	organizations	organization	NNS
stanford-ai-2021	892	9	are	be	VBP
stanford-ai-2021	892	10	paying	pay	VBG
stanford-ai-2021	892	11	heed	heed	NN
stanford-ai-2021	892	12	to	to	IN
stanford-ai-2021	892	13	and	and	CC
stanford-ai-2021	892	14	establishing	establish	VBG
stanford-ai-2021	892	15	a	a	DT
stanford-ai-2021	892	16	vision	vision	NN
stanford-ai-2021	892	17	for	for	IN
stanford-ai-2021	892	18	AI	AI	NNP
stanford-ai-2021	892	19	governance	governance	NN
stanford-ai-2021	892	20	.	.	.
stanford-ai-2021	893	1	Even	even	RB
stanford-ai-2021	893	2	so	so	RB
stanford-ai-2021	893	3	,	,	,
stanford-ai-2021	893	4	the	the	DT
stanford-ai-2021	893	5	proliferation	proliferation	NN
stanford-ai-2021	893	6	of	of	IN
stanford-ai-2021	893	7	so	so	RB
stanford-ai-2021	893	8	-	-	HYPH
stanford-ai-2021	893	9	called	call	VBN
stanford-ai-2021	893	10	ethical	ethical	JJ
stanford-ai-2021	893	11	principles	principle	NNS
stanford-ai-2021	893	12	has	have	VBZ
stanford-ai-2021	893	13	met	meet	VBN
stanford-ai-2021	893	14	with	with	IN
stanford-ai-2021	893	15	criticism	criticism	NN
stanford-ai-2021	893	16	from	from	IN
stanford-ai-2021	893	17	ethics	ethic	NNS
stanford-ai-2021	893	18	researchers	researcher	NNS
stanford-ai-2021	893	19	and	and	CC
stanford-ai-2021	893	20	human	human	JJ
stanford-ai-2021	893	21	rights	right	NNS
stanford-ai-2021	893	22	practitioners	practitioner	NNS
stanford-ai-2021	893	23	who	who	WP
stanford-ai-2021	893	24	oppose	oppose	VBP
stanford-ai-2021	893	25	the	the	DT
stanford-ai-2021	893	26	imprecise	imprecise	NN
stanford-ai-2021	893	27	usage	usage	NN
stanford-ai-2021	893	28	of	of	IN
stanford-ai-2021	893	29	ethics	ethic	NNS
stanford-ai-2021	893	30	-	-	HYPH
stanford-ai-2021	893	31	related	relate	VBN
stanford-ai-2021	893	32	terms	term	NNS
stanford-ai-2021	893	33	.	.	.
stanford-ai-2021	894	1	The	the	DT
stanford-ai-2021	894	2	critics	critic	NNS
stanford-ai-2021	894	3	also	also	RB
stanford-ai-2021	894	4	point	point	VBP
stanford-ai-2021	894	5	out	out	RP
stanford-ai-2021	894	6	that	that	IN
stanford-ai-2021	894	7	they	-PRON-	PRP
stanford-ai-2021	894	8	lack	lack	VBP
stanford-ai-2021	894	9	institutional	institutional	JJ
stanford-ai-2021	894	10	frameworks	framework	NNS
stanford-ai-2021	894	11	and	and	CC
stanford-ai-2021	894	12	are	be	VBP
stanford-ai-2021	894	13	non	non	JJ
stanford-ai-2021	894	14	-	-	JJ
stanford-ai-2021	894	15	binding	binding	JJ
stanford-ai-2021	894	16	in	in	IN
stanford-ai-2021	894	17	most	most	JJS
stanford-ai-2021	894	18	cases	case	NNS
stanford-ai-2021	894	19	.	.	.
stanford-ai-2021	895	1	The	the	DT
stanford-ai-2021	895	2	vague	vague	JJ
stanford-ai-2021	895	3	and	and	CC
stanford-ai-2021	895	4	abstract	abstract	JJ
stanford-ai-2021	895	5	nature	nature	NN
stanford-ai-2021	895	6	of	of	IN
stanford-ai-2021	895	7	those	those	DT
stanford-ai-2021	895	8	principles	principle	NNS
stanford-ai-2021	895	9	fails	fail	VBZ
stanford-ai-2021	895	10	to	to	TO
stanford-ai-2021	895	11	offer	offer	VB
stanford-ai-2021	895	12	direction	direction	NN
stanford-ai-2021	895	13	on	on	IN
stanford-ai-2021	895	14	how	how	WRB
stanford-ai-2021	895	15	to	to	TO
stanford-ai-2021	895	16	implement	implement	VB
stanford-ai-2021	895	17	AI	AI	NNP
stanford-ai-2021	895	18	-	-	HYPH
stanford-ai-2021	895	19	related	relate	VBN
stanford-ai-2021	895	20	ethics	ethic	NNS
stanford-ai-2021	895	21	guidelines	guideline	NNS
stanford-ai-2021	895	22	.	.	.
stanford-ai-2021	896	1	Researchers	researcher	NNS
stanford-ai-2021	896	2	from	from	IN
stanford-ai-2021	896	3	the	the	DT
stanford-ai-2021	896	4	AI	AI	NNP
stanford-ai-2021	896	5	Ethics	Ethics	NNP
stanford-ai-2021	896	6	Lab	Lab	NNP
stanford-ai-2021	896	7	in	in	IN
stanford-ai-2021	896	8	Boston	Boston	NNP
stanford-ai-2021	896	9	created	create	VBD
stanford-ai-2021	896	10	a	a	DT
stanford-ai-2021	896	11	ToolBox	toolbox	NN
stanford-ai-2021	896	12	that	that	WDT
stanford-ai-2021	896	13	tracks	track	VBZ
stanford-ai-2021	896	14	the	the	DT
stanford-ai-2021	896	15	growing	grow	VBG
stanford-ai-2021	896	16	body	body	NN
stanford-ai-2021	896	17	of	of	IN
stanford-ai-2021	896	18	AI	AI	NNP
stanford-ai-2021	896	19	principles	principle	NNS
stanford-ai-2021	896	20	.	.	.
stanford-ai-2021	897	1	A	a	DT
stanford-ai-2021	897	2	total	total	NN
stanford-ai-2021	897	3	of	of	IN
stanford-ai-2021	897	4	117	117	CD
stanford-ai-2021	897	5	documents	document	NNS
stanford-ai-2021	897	6	relating	relate	VBG
stanford-ai-2021	897	7	to	to	IN
stanford-ai-2021	897	8	AI	AI	NNP
stanford-ai-2021	897	9	principles	principle	NNS
stanford-ai-2021	897	10	were	be	VBD
stanford-ai-2021	897	11	published	publish	VBN
stanford-ai-2021	897	12	between	between	IN
stanford-ai-2021	897	13	2015	2015	CD
stanford-ai-2021	897	14	and	and	CC
stanford-ai-2021	897	15	2020	2020	CD
stanford-ai-2021	897	16	.	.	.
stanford-ai-2021	898	1	Data	datum	NNS
stanford-ai-2021	898	2	shows	show	VBZ
stanford-ai-2021	898	3	that	that	IN
stanford-ai-2021	898	4	research	research	NN
stanford-ai-2021	898	5	and	and	CC
stanford-ai-2021	898	6	professional	professional	JJ
stanford-ai-2021	898	7	organizations	organization	NNS
stanford-ai-2021	898	8	were	be	VBD
stanford-ai-2021	898	9	among	among	IN
stanford-ai-2021	898	10	the	the	DT
stanford-ai-2021	898	11	earliest	early	JJS
stanford-ai-2021	898	12	to	to	TO
stanford-ai-2021	898	13	roll	roll	VB
stanford-ai-2021	898	14	out	out	RP
stanford-ai-2021	898	15	AI	ai	NN
stanford-ai-2021	898	16	principle	principle	NN
stanford-ai-2021	898	17	documents	document	NNS
stanford-ai-2021	898	18	,	,	,
stanford-ai-2021	898	19	and	and	CC
stanford-ai-2021	898	20	private	private	JJ
stanford-ai-2021	898	21	companies	company	NNS
stanford-ai-2021	898	22	have	have	VBP
stanford-ai-2021	898	23	to	to	IN
stanford-ai-2021	898	24	date	date	NN
stanford-ai-2021	898	25	issued	issue	VBN
stanford-ai-2021	898	26	the	the	DT
stanford-ai-2021	898	27	largest	large	JJS
stanford-ai-2021	898	28	number	number	NN
stanford-ai-2021	898	29	of	of	IN
stanford-ai-2021	898	30	publications	publication	NNS
stanford-ai-2021	898	31	on	on	IN
stanford-ai-2021	898	32	AI	AI	NNP
stanford-ai-2021	898	33	principles	principle	NNS
stanford-ai-2021	898	34	among	among	IN
stanford-ai-2021	898	35	all	all	DT
stanford-ai-2021	898	36	organization	organization	NN
stanford-ai-2021	898	37	types	type	NNS
stanford-ai-2021	898	38	(	(	-LRB-
stanford-ai-2021	898	39	Figure	Figure	NNP
stanford-ai-2021	898	40	5.1.1	5.1.1	NNP
stanford-ai-2021	898	41	)	)	-RRB-
stanford-ai-2021	898	42	.	.	.
stanford-ai-2021	899	1	Europe	Europe	NNP
stanford-ai-2021	899	2	and	and	CC
stanford-ai-2021	899	3	Central	Central	NNP
stanford-ai-2021	899	4	Asia	Asia	NNP
stanford-ai-2021	899	5	have	have	VBP
stanford-ai-2021	899	6	the	the	DT
stanford-ai-2021	899	7	highest	high	JJS
stanford-ai-2021	899	8	number	number	NN
stanford-ai-2021	899	9	of	of	IN
stanford-ai-2021	899	10	publications	publication	NNS
stanford-ai-2021	899	11	as	as	IN
stanford-ai-2021	899	12	of	of	IN
stanford-ai-2021	899	13	2020	2020	CD
stanford-ai-2021	899	14	(	(	-LRB-
stanford-ai-2021	899	15	52	52	CD
stanford-ai-2021	899	16	)	)	-RRB-
stanford-ai-2021	899	17	,	,	,
stanford-ai-2021	899	18	followed	follow	VBN
stanford-ai-2021	899	19	by	by	IN
stanford-ai-2021	899	20	North	North	NNP
stanford-ai-2021	899	21	America	America	NNP
stanford-ai-2021	899	22	(	(	-LRB-
stanford-ai-2021	899	23	41	41	CD
stanford-ai-2021	899	24	)	)	-RRB-
stanford-ai-2021	899	25	,	,	,
stanford-ai-2021	899	26	and	and	CC
stanford-ai-2021	899	27	East	East	NNP
stanford-ai-2021	899	28	Asia	Asia	NNP
stanford-ai-2021	899	29	and	and	CC
stanford-ai-2021	899	30	Pacific	Pacific	NNP
stanford-ai-2021	899	31	(	(	-LRB-
stanford-ai-2021	899	32	14	14	CD
stanford-ai-2021	899	33	)	)	-RRB-
stanford-ai-2021	899	34	,	,	,
stanford-ai-2021	899	35	according	accord	VBG
stanford-ai-2021	899	36	to	to	IN
stanford-ai-2021	899	37	Figure	figure	NN
stanford-ai-2021	899	38	5.1.2	5.1.2	CD
stanford-ai-2021	899	39	.	.	.
stanford-ai-2021	900	1	In	in	IN
stanford-ai-2021	900	2	terms	term	NNS
stanford-ai-2021	900	3	of	of	IN
stanford-ai-2021	900	4	rolling	roll	VBG
stanford-ai-2021	900	5	out	out	RP
stanford-ai-2021	900	6	ethics	ethic	NNS
stanford-ai-2021	900	7	principles	principle	NNS
stanford-ai-2021	900	8	,	,	,
stanford-ai-2021	900	9	2018	2018	CD
stanford-ai-2021	900	10	was	be	VBD
stanford-ai-2021	900	11	the	the	DT
stanford-ai-2021	900	12	clear	clear	JJ
stanford-ai-2021	900	13	high	high	JJ
stanford-ai-2021	900	14	-	-	HYPH
stanford-ai-2021	900	15	water	water	NN
stanford-ai-2021	900	16	mark	mark	NN
stanford-ai-2021	900	17	for	for	IN
stanford-ai-2021	900	18	tech	tech	NN
stanford-ai-2021	900	19	companies	company	NNS
stanford-ai-2021	900	20	—	—	:
stanford-ai-2021	900	21	including	include	VBG
stanford-ai-2021	900	22	IBM	IBM	NNP
stanford-ai-2021	900	23	,	,	,
stanford-ai-2021	900	24	Google	Google	NNP
stanford-ai-2021	900	25	,	,	,
stanford-ai-2021	900	26	and	and	CC
stanford-ai-2021	900	27	Facebook	Facebook	NNP
stanford-ai-2021	900	28	—	—	:
stanford-ai-2021	900	29	as	as	RB
stanford-ai-2021	900	30	well	well	RB
stanford-ai-2021	900	31	as	as	IN
stanford-ai-2021	900	32	various	various	JJ
stanford-ai-2021	900	33	U.K.	U.K.	NNP
stanford-ai-2021	900	34	,	,	,
stanford-ai-2021	900	35	EU	EU	NNP
stanford-ai-2021	900	36	,	,	,
stanford-ai-2021	900	37	and	and	CC
stanford-ai-2021	900	38	Australian	australian	JJ
stanford-ai-2021	900	39	government	government	NN
stanford-ai-2021	900	40	agencies	agency	NNS
stanford-ai-2021	900	41	.	.	.
stanford-ai-2021	901	1	5.1	5.1	CD
stanford-ai-2021	901	2	AI	ai	NN
stanford-ai-2021	901	3	PRINCIPLES	principle	NNS
stanford-ai-2021	901	4	AND	and	CC
stanford-ai-2021	901	5	FRAMEWORKS	framework	NNS
stanford-ai-2021	901	6	C	c	NN
stanford-ai-2021	901	7	H	h	NN
stanford-ai-2021	901	8	A	a	NN
stanford-ai-2021	901	9	P	p	NN
stanford-ai-2021	901	10	T	t	NN
stanford-ai-2021	901	11	E	e	NN
stanford-ai-2021	901	12	R	r	NN
stanford-ai-2021	901	13	5	5	CD
stanford-ai-2021	901	14	:	:	:
stanford-ai-2021	901	15	E	e	NN
stanford-ai-2021	901	16	T	t	NN
stanford-ai-2021	901	17	H	h	NN
stanford-ai-2021	901	18	I	i	NN
stanford-ai-2021	901	19	C	c	NN
stanford-ai-2021	901	20	A	a	NN
stanford-ai-2021	901	21	L	l	NN
stanford-ai-2021	901	22	C	c	NN
stanford-ai-2021	901	23	H	h	NN
stanford-ai-2021	901	24	A	a	NN
stanford-ai-2021	901	25	L	l	NN
stanford-ai-2021	901	26	L	l	NN
stanford-ai-2021	901	27	E	e	NN
stanford-ai-2021	901	28	N	n	NN
stanford-ai-2021	901	29	G	g	NN
stanford-ai-2021	901	30	E	e	NN
stanford-ai-2021	901	31	S	s	NN
stanford-ai-2021	901	32	O	o	NN
stanford-ai-2021	901	33	F	f	NN
stanford-ai-2021	901	34	A	a	NN
stanford-ai-2021	901	35	I	i	NN
stanford-ai-2021	901	36	A	a	NN
stanford-ai-2021	901	37	P	p	NN
stanford-ai-2021	901	38	P	p	NN
stanford-ai-2021	901	39	L	l	NN
stanford-ai-2021	901	40	I	i	NN
stanford-ai-2021	901	41	C	c	NN
stanford-ai-2021	901	42	AT	at	IN
stanford-ai-2021	901	43	I	i	NN
stanford-ai-2021	901	44	O	o	NN
stanford-ai-2021	901	45	N	n	NN
stanford-ai-2021	901	46	S	s	NN
stanford-ai-2021	901	47	5	5	CD
stanford-ai-2021	901	48	.1	.1	.
stanford-ai-2021	901	49	A	a	DT
stanford-ai-2021	901	50	I	i	NN
stanford-ai-2021	901	51	P	p	NN
stanford-ai-2021	901	52	R	r	NN
stanford-ai-2021	901	53	I	i	NN
stanford-ai-2021	901	54	N	n	NN
stanford-ai-2021	901	55	C	c	NN
stanford-ai-2021	901	56	I	i	NN
stanford-ai-2021	901	57	P	p	NN
stanford-ai-2021	901	58	L	l	NN
stanford-ai-2021	901	59	E	e	NN
stanford-ai-2021	901	60	S	s	NN
stanford-ai-2021	901	61	A	a	NN
stanford-ai-2021	901	62	N	n	NN
stanford-ai-2021	901	63	D	d	NN
stanford-ai-2021	901	64	F	f	NN
stanford-ai-2021	901	65	R	r	NN
stanford-ai-2021	901	66	A	a	NN
stanford-ai-2021	901	67	M	m	NN
stanford-ai-2021	901	68	E	e	NN
stanford-ai-2021	901	69	W	w	NN
stanford-ai-2021	901	70	O	o	NN
stanford-ai-2021	901	71	R	r	NN
stanford-ai-2021	901	72	K	k	NN
stanford-ai-2021	901	73	S	S	NNP
stanford-ai-2021	901	74	Europe	Europe	NNP
stanford-ai-2021	901	75	and	and	CC
stanford-ai-2021	901	76	Central	Central	NNP
stanford-ai-2021	901	77	Asia	Asia	NNP
stanford-ai-2021	901	78	have	have	VBP
stanford-ai-2021	901	79	the	the	DT
stanford-ai-2021	901	80	highest	high	JJS
stanford-ai-2021	901	81	number	number	NN
stanford-ai-2021	901	82	of	of	IN
stanford-ai-2021	901	83	publications	publication	NNS
stanford-ai-2021	901	84	as	as	IN
stanford-ai-2021	901	85	of	of	IN
stanford-ai-2021	901	86	2020	2020	CD
stanford-ai-2021	901	87	(	(	-LRB-
stanford-ai-2021	901	88	44	44	CD
stanford-ai-2021	901	89	)	)	-RRB-
stanford-ai-2021	901	90	,	,	,
stanford-ai-2021	901	91	followed	follow	VBN
stanford-ai-2021	901	92	by	by	IN
stanford-ai-2021	901	93	North	North	NNP
stanford-ai-2021	901	94	America	America	NNP
stanford-ai-2021	901	95	(	(	-LRB-
stanford-ai-2021	901	96	30	30	CD
stanford-ai-2021	901	97	)	)	-RRB-
stanford-ai-2021	901	98	,	,	,
stanford-ai-2021	901	99	and	and	CC
stanford-ai-2021	901	100	East	East	NNP
stanford-ai-2021	901	101	Asia	Asia	NNP
stanford-ai-2021	901	102	and	and	CC
stanford-ai-2021	901	103	Pacific	Pacific	NNP
stanford-ai-2021	901	104	(	(	-LRB-
stanford-ai-2021	901	105	14	14	CD
stanford-ai-2021	901	106	)	)	-RRB-
stanford-ai-2021	901	107	.	.	.
stanford-ai-2021	902	1	In	in	IN
stanford-ai-2021	902	2	terms	term	NNS
stanford-ai-2021	902	3	of	of	IN
stanford-ai-2021	902	4	rolling	roll	VBG
stanford-ai-2021	902	5	out	out	RP
stanford-ai-2021	902	6	ethics	ethic	NNS
stanford-ai-2021	902	7	principles	principle	NNS
stanford-ai-2021	902	8	,	,	,
stanford-ai-2021	902	9	2018	2018	CD
stanford-ai-2021	902	10	was	be	VBD
stanford-ai-2021	902	11	the	the	DT
stanford-ai-2021	902	12	clear	clear	JJ
stanford-ai-2021	902	13	high	high	JJ
stanford-ai-2021	902	14	-	-	HYPH
stanford-ai-2021	902	15	water	water	NN
stanford-ai-2021	902	16	mark	mark	NN
stanford-ai-2021	902	17	for	for	IN
stanford-ai-2021	902	18	tech	tech	NN
stanford-ai-2021	902	19	companies	company	NNS
stanford-ai-2021	902	20	—	—	:
stanford-ai-2021	902	21	including	include	VBG
stanford-ai-2021	902	22	IBM	IBM	NNP
stanford-ai-2021	902	23	,	,	,
stanford-ai-2021	902	24	Google	Google	NNP
stanford-ai-2021	902	25	,	,	,
stanford-ai-2021	902	26	and	and	CC
stanford-ai-2021	902	27	Facebook	Facebook	NNP
stanford-ai-2021	902	28	—	—	:
stanford-ai-2021	902	29	as	as	RB
stanford-ai-2021	902	30	well	well	RB
stanford-ai-2021	902	31	as	as	IN
stanford-ai-2021	902	32	various	various	JJ
stanford-ai-2021	902	33	U.K.	U.K.	NNP
stanford-ai-2021	902	34	,	,	,
stanford-ai-2021	902	35	EU	EU	NNP
stanford-ai-2021	902	36	,	,	,
stanford-ai-2021	902	37	and	and	CC
stanford-ai-2021	902	38	Australian	australian	JJ
stanford-ai-2021	902	39	government	government	NN
stanford-ai-2021	902	40	agencies	agency	NNS
stanford-ai-2021	902	41	.	.	.
stanford-ai-2021	903	1	https://aiethicslab.com/big-picture/	https://aiethicslab.com/big-picture/	NNP
stanford-ai-2021	903	2	TA	TA	NNP
stanford-ai-2021	903	3	B	B	NNP
stanford-ai-2021	903	4	L	l	NN
stanford-ai-2021	903	5	E	e	NN
stanford-ai-2021	903	6	O	o	NN
stanford-ai-2021	903	7	F	f	NN
stanford-ai-2021	903	8	C	c	NN
stanford-ai-2021	903	9	O	o	NN
stanford-ai-2021	903	10	N	n	NN
stanford-ai-2021	903	11	T	t	NN
stanford-ai-2021	903	12	E	e	NN
stanford-ai-2021	903	13	N	n	NN
stanford-ai-2021	903	14	T	t	NN
stanford-ai-2021	903	15	S	s	NN
stanford-ai-2021	903	16	1	1	CD
stanford-ai-2021	903	17	3	3	CD
stanford-ai-2021	903	18	0C	0c	NN
stanford-ai-2021	903	19	H	h	NN
stanford-ai-2021	903	20	A	a	NN
stanford-ai-2021	903	21	P	p	NN
stanford-ai-2021	903	22	T	t	NN
stanford-ai-2021	903	23	E	e	NN
stanford-ai-2021	903	24	R	r	NN
stanford-ai-2021	903	25	5	5	CD
stanford-ai-2021	903	26	P	p	NN
stanford-ai-2021	903	27	R	r	NN
stanford-ai-2021	903	28	E	e	NN
stanford-ai-2021	903	29	V	v	NN
stanford-ai-2021	903	30	I	i	NN
stanford-ai-2021	903	31	E	e	NN
stanford-ai-2021	903	32	W	W	NNP
stanford-ai-2021	903	33	Artificial	Artificial	NNP
stanford-ai-2021	903	34	Intelligence	Intelligence	NNP
stanford-ai-2021	903	35	Index	Index	NNP
stanford-ai-2021	903	36	Report	Report	NNP
stanford-ai-2021	903	37	2021	2021	CD
stanford-ai-2021	903	38	2015	2015	CD
stanford-ai-2021	903	39	2016	2016	CD
stanford-ai-2021	903	40	2017	2017	CD
stanford-ai-2021	903	41	2018	2018	CD
stanford-ai-2021	903	42	2019	2019	CD
stanford-ai-2021	903	43	2020	2020	CD
stanford-ai-2021	903	44	0	0	CD
stanford-ai-2021	903	45	10	10	CD
stanford-ai-2021	903	46	20	20	CD
stanford-ai-2021	903	47	30	30	CD
stanford-ai-2021	903	48	40	40	CD
stanford-ai-2021	903	49	N	n	CD
stanford-ai-2021	903	50	u	u	NNP
stanford-ai-2021	903	51	m	m	NN
stanford-ai-2021	903	52	b	b	NNP
stanford-ai-2021	903	53	er	er	UH
stanford-ai-2021	903	54	o	o	XX
stanford-ai-2021	903	55	f	f	NN
stanford-ai-2021	903	56	N	n	NN
stanford-ai-2021	903	57	ew	ew	NN
stanford-ai-2021	903	58	A	a	NN
stanford-ai-2021	903	59	I	i	NN
stanford-ai-2021	903	60	E	e	NN
stanford-ai-2021	903	61	th	th	XX
stanford-ai-2021	903	62	ic	ic	NNP
stanford-ai-2021	903	63	s	s	NNP
stanford-ai-2021	903	64	P	p	NN
stanford-ai-2021	903	65	ri	ri	NNP
stanford-ai-2021	903	66	n	n	CC
stanford-ai-2021	903	67	ci	ci	NNP
stanford-ai-2021	903	68	p	p	NNP
stanford-ai-2021	903	69	le	le	NNP
stanford-ai-2021	903	70	s	s	NNP
stanford-ai-2021	903	71	45	45	CD
stanford-ai-2021	903	72	28	28	CD
stanford-ai-2021	903	73	23	23	CD
stanford-ai-2021	903	74	17	17	CD
stanford-ai-2021	903	75	2	2	CD
stanford-ai-2021	903	76	2	2	CD
stanford-ai-2021	903	77	20	20	CD
stanford-ai-2021	903	78	16	16	CD
stanford-ai-2021	903	79	13	13	CD
stanford-ai-2021	903	80	12	12	CD
stanford-ai-2021	903	81	9	9	CD
stanford-ai-2021	903	82	6	6	CD
stanford-ai-2021	903	83	5	5	CD
stanford-ai-2021	903	84	5	5	CD
stanford-ai-2021	903	85	7	7	CD
stanford-ai-2021	903	86	7	7	CD
stanford-ai-2021	903	87	NUMBER	NUMBER	NNP
stanford-ai-2021	903	88	of	of	IN
stanford-ai-2021	903	89	NEW	NEW	NNP
stanford-ai-2021	903	90	AI	AI	NNP
stanford-ai-2021	903	91	ETHICS	ethic	NNS
stanford-ai-2021	903	92	PRINCIPLES	principles	JJ
stanford-ai-2021	903	93	by	by	IN
stanford-ai-2021	903	94	REGION	region	NN
stanford-ai-2021	903	95	,	,	,
stanford-ai-2021	903	96	2015	2015	CD
stanford-ai-2021	903	97	-	-	SYM
stanford-ai-2021	903	98	20	20	CD
stanford-ai-2021	903	99	Source	source	NN
stanford-ai-2021	903	100	:	:	:
stanford-ai-2021	903	101	AI	AI	NNP
stanford-ai-2021	903	102	Ethics	Ethics	NNP
stanford-ai-2021	903	103	Lab	Lab	NNP
stanford-ai-2021	903	104	,	,	,
stanford-ai-2021	903	105	2020	2020	CD
stanford-ai-2021	903	106	|	|	CD
stanford-ai-2021	903	107	Chart	Chart	NNP
stanford-ai-2021	903	108	:	:	:
stanford-ai-2021	903	109	2021	2021	CD
stanford-ai-2021	903	110	AI	AI	NNP
stanford-ai-2021	903	111	Index	Index	NNP
stanford-ai-2021	903	112	Report	Report	NNP
stanford-ai-2021	903	113	East	East	NNP
stanford-ai-2021	903	114	Asia	Asia	NNP
stanford-ai-2021	903	115	&	&	CC
stanford-ai-2021	903	116	Pacific	Pacific	NNP
stanford-ai-2021	903	117	Europe	Europe	NNP
stanford-ai-2021	903	118	&	&	CC
stanford-ai-2021	903	119	Central	Central	NNP
stanford-ai-2021	903	120	Asia	Asia	NNP
stanford-ai-2021	903	121	Global	Global	NNP
stanford-ai-2021	903	122	Latin	Latin	NNP
stanford-ai-2021	903	123	America	America	NNP
stanford-ai-2021	903	124	&	&	CC
stanford-ai-2021	903	125	Caribbean	Caribbean	NNP
stanford-ai-2021	903	126	Middle	Middle	NNP
stanford-ai-2021	903	127	East	East	NNP
stanford-ai-2021	903	128	&	&	CC
stanford-ai-2021	903	129	North	North	NNP
stanford-ai-2021	903	130	Africa	Africa	NNP
stanford-ai-2021	903	131	North	North	NNP
stanford-ai-2021	903	132	America	America	NNP
stanford-ai-2021	903	133	South	South	NNP
stanford-ai-2021	903	134	Asia	Asia	NNP
stanford-ai-2021	903	135	Figure	Figure	NNP
stanford-ai-2021	903	136	5.1.2	5.1.2	NN
stanford-ai-2021	903	137	C	c	NN
stanford-ai-2021	903	138	H	h	NN
stanford-ai-2021	903	139	A	a	NN
stanford-ai-2021	903	140	P	p	NN
stanford-ai-2021	903	141	T	t	NN
stanford-ai-2021	903	142	E	e	NN
stanford-ai-2021	903	143	R	r	NN
stanford-ai-2021	903	144	5	5	CD
stanford-ai-2021	903	145	:	:	:
stanford-ai-2021	903	146	E	e	NN
stanford-ai-2021	903	147	T	t	NN
stanford-ai-2021	903	148	H	h	NN
stanford-ai-2021	903	149	I	i	NN
stanford-ai-2021	903	150	C	c	NN
stanford-ai-2021	903	151	A	a	NN
stanford-ai-2021	903	152	L	l	NN
stanford-ai-2021	903	153	C	c	NN
stanford-ai-2021	903	154	H	h	NN
stanford-ai-2021	903	155	A	a	NN
stanford-ai-2021	903	156	L	l	NN
stanford-ai-2021	903	157	L	l	NN
stanford-ai-2021	903	158	E	e	NN
stanford-ai-2021	903	159	N	n	NN
stanford-ai-2021	903	160	G	g	NN
stanford-ai-2021	903	161	E	e	NN
stanford-ai-2021	903	162	S	s	NN
stanford-ai-2021	903	163	O	o	NN
stanford-ai-2021	903	164	F	f	NN
stanford-ai-2021	903	165	A	a	NN
stanford-ai-2021	903	166	I	i	NN
stanford-ai-2021	903	167	A	a	NN
stanford-ai-2021	903	168	P	p	NN
stanford-ai-2021	903	169	P	p	NN
stanford-ai-2021	903	170	L	l	NN
stanford-ai-2021	903	171	I	i	NN
stanford-ai-2021	903	172	C	c	NN
stanford-ai-2021	903	173	AT	at	IN
stanford-ai-2021	903	174	I	i	NN
stanford-ai-2021	903	175	O	o	NN
stanford-ai-2021	903	176	N	n	NN
stanford-ai-2021	903	177	S	s	NN
stanford-ai-2021	903	178	5	5	CD
stanford-ai-2021	903	179	.1	.1	.
stanford-ai-2021	903	180	A	a	DT
stanford-ai-2021	903	181	I	i	NN
stanford-ai-2021	903	182	P	p	NN
stanford-ai-2021	903	183	R	r	NN
stanford-ai-2021	903	184	I	i	NN
stanford-ai-2021	903	185	N	n	NN
stanford-ai-2021	903	186	C	c	NN
stanford-ai-2021	903	187	I	i	NN
stanford-ai-2021	903	188	P	p	NN
stanford-ai-2021	903	189	L	l	NN
stanford-ai-2021	903	190	E	e	NN
stanford-ai-2021	903	191	S	s	NN
stanford-ai-2021	903	192	A	a	NN
stanford-ai-2021	903	193	N	n	NN
stanford-ai-2021	903	194	D	d	NN
stanford-ai-2021	903	195	F	f	NN
stanford-ai-2021	903	196	R	r	NN
stanford-ai-2021	903	197	A	a	NN
stanford-ai-2021	903	198	M	m	NN
stanford-ai-2021	903	199	E	e	NN
stanford-ai-2021	903	200	W	w	NN
stanford-ai-2021	903	201	O	o	NN
stanford-ai-2021	903	202	R	r	NN
stanford-ai-2021	903	203	K	k	NN
stanford-ai-2021	903	204	S	S	NNP
stanford-ai-2021	903	205	2015	2015	CD
stanford-ai-2021	903	206	2016	2016	CD
stanford-ai-2021	903	207	2017	2017	CD
stanford-ai-2021	903	208	2018	2018	CD
stanford-ai-2021	903	209	2019	2019	CD
stanford-ai-2021	903	210	2020	2020	CD
stanford-ai-2021	903	211	0	0	CD
stanford-ai-2021	903	212	10	10	CD
stanford-ai-2021	903	213	20	20	CD
stanford-ai-2021	903	214	30	30	CD
stanford-ai-2021	903	215	40	40	CD
stanford-ai-2021	903	216	N	n	CD
stanford-ai-2021	903	217	u	u	NNP
stanford-ai-2021	903	218	m	m	NN
stanford-ai-2021	903	219	b	b	NNP
stanford-ai-2021	903	220	er	er	UH
stanford-ai-2021	903	221	o	o	XX
stanford-ai-2021	903	222	f	f	NN
stanford-ai-2021	903	223	N	n	NN
stanford-ai-2021	903	224	ew	ew	NN
stanford-ai-2021	903	225	A	a	NN
stanford-ai-2021	903	226	I	i	NN
stanford-ai-2021	903	227	E	e	NN
stanford-ai-2021	903	228	th	th	XX
stanford-ai-2021	903	229	ic	ic	NNP
stanford-ai-2021	903	230	s	s	NNP
stanford-ai-2021	903	231	P	p	NN
stanford-ai-2021	903	232	ri	ri	NNP
stanford-ai-2021	903	233	n	n	CC
stanford-ai-2021	903	234	ci	ci	NNP
stanford-ai-2021	903	235	p	p	NNP
stanford-ai-2021	903	236	le	le	NNP
stanford-ai-2021	903	237	s	s	NNP
stanford-ai-2021	903	238	45	45	CD
stanford-ai-2021	903	239	28	28	CD
stanford-ai-2021	903	240	23	23	CD
stanford-ai-2021	903	241	17	17	CD
stanford-ai-2021	903	242	2	2	CD
stanford-ai-2021	903	243	2	2	CD
stanford-ai-2021	903	244	19	19	CD
stanford-ai-2021	903	245	13	13	CD
stanford-ai-2021	903	246	1511	1511	CD
stanford-ai-2021	903	247	11	11	CD
stanford-ai-2021	903	248	4	4	CD
stanford-ai-2021	903	249	4	4	CD
stanford-ai-2021	903	250	9	9	CD
stanford-ai-2021	903	251	6	6	CD
stanford-ai-2021	903	252	8	8	CD
stanford-ai-2021	903	253	5	5	CD
stanford-ai-2021	903	254	3	3	CD
stanford-ai-2021	903	255	2	2	CD
stanford-ai-2021	903	256	2	2	CD
stanford-ai-2021	903	257	NUMBER	number	NN
stanford-ai-2021	903	258	of	of	IN
stanford-ai-2021	903	259	NEW	NEW	NNP
stanford-ai-2021	903	260	AI	AI	NNP
stanford-ai-2021	903	261	ETHICS	ethic	NNS
stanford-ai-2021	903	262	PRINCIPLES	principles	JJ
stanford-ai-2021	903	263	by	by	IN
stanford-ai-2021	903	264	ORGANIZATION	ORGANIZATION	NNP
stanford-ai-2021	903	265	TYPE	TYPE	NNP
stanford-ai-2021	903	266	,	,	,
stanford-ai-2021	903	267	2015	2015	CD
stanford-ai-2021	903	268	-	-	SYM
stanford-ai-2021	903	269	20	20	CD
stanford-ai-2021	903	270	Source	source	NN
stanford-ai-2021	903	271	:	:	:
stanford-ai-2021	903	272	AI	AI	NNP
stanford-ai-2021	903	273	Ethics	Ethics	NNP
stanford-ai-2021	903	274	Lab	Lab	NNP
stanford-ai-2021	903	275	,	,	,
stanford-ai-2021	903	276	2020	2020	CD
stanford-ai-2021	903	277	|	|	CD
stanford-ai-2021	903	278	Chart	Chart	NNP
stanford-ai-2021	903	279	:	:	:
stanford-ai-2021	903	280	2021	2021	CD
stanford-ai-2021	903	281	AI	AI	NNP
stanford-ai-2021	903	282	Index	Index	NNP
stanford-ai-2021	903	283	Report	Report	NNP
stanford-ai-2021	903	284	Research	Research	NNP
stanford-ai-2021	903	285	/	/	SYM
stanford-ai-2021	903	286	Professional	Professional	NNP
stanford-ai-2021	903	287	Organization	Organization	NNP
stanford-ai-2021	903	288	Private	Private	NNP
stanford-ai-2021	903	289	Company	Company	NNP
stanford-ai-2021	903	290	Intergovernmental	Intergovernmental	NNP
stanford-ai-2021	903	291	Organization	Organization	NNP
stanford-ai-2021	903	292	/	/	SYM
stanford-ai-2021	903	293	Agency	Agency	NNP
stanford-ai-2021	903	294	Government	Government	NNP
stanford-ai-2021	903	295	Agency	Agency	NNP
stanford-ai-2021	903	296	Figure	Figure	NNP
stanford-ai-2021	903	297	5.1.1	5.1.1	CD
stanford-ai-2021	903	298	TA	TA	NNP
stanford-ai-2021	903	299	B	b	NN
stanford-ai-2021	903	300	L	l	NN
stanford-ai-2021	903	301	E	e	NN
stanford-ai-2021	903	302	O	o	NN
stanford-ai-2021	903	303	F	f	NN
stanford-ai-2021	903	304	C	c	NN
stanford-ai-2021	903	305	O	o	NN
stanford-ai-2021	903	306	N	n	NN
stanford-ai-2021	903	307	T	t	NN
stanford-ai-2021	903	308	E	e	NN
stanford-ai-2021	903	309	N	n	NN
stanford-ai-2021	903	310	T	t	NN
stanford-ai-2021	903	311	S	s	NN
stanford-ai-2021	903	312	1	1	CD
stanford-ai-2021	903	313	31C	31c	NN
stanford-ai-2021	903	314	H	h	NN
stanford-ai-2021	903	315	A	a	NN
stanford-ai-2021	903	316	P	p	NN
stanford-ai-2021	903	317	T	t	NN
stanford-ai-2021	903	318	E	e	NN
stanford-ai-2021	903	319	R	r	NN
stanford-ai-2021	903	320	5	5	CD
stanford-ai-2021	903	321	P	p	NN
stanford-ai-2021	903	322	R	r	NN
stanford-ai-2021	903	323	E	e	NN
stanford-ai-2021	903	324	V	v	NN
stanford-ai-2021	903	325	I	i	NN
stanford-ai-2021	903	326	E	e	NN
stanford-ai-2021	903	327	W	W	NNP
stanford-ai-2021	903	328	Artificial	Artificial	NNP
stanford-ai-2021	903	329	Intelligence	Intelligence	NNP
stanford-ai-2021	903	330	Index	Index	NNP
stanford-ai-2021	903	331	Report	Report	NNP
stanford-ai-2021	903	332	2021	2021	CD
stanford-ai-2021	903	333	0	0	CD
stanford-ai-2021	903	334	%	%	NN
stanford-ai-2021	903	335	5	5	CD
stanford-ai-2021	903	336	%	%	NN
stanford-ai-2021	903	337	10	10	CD
stanford-ai-2021	903	338	%	%	NN
stanford-ai-2021	903	339	15	15	CD
stanford-ai-2021	903	340	%	%	NN
stanford-ai-2021	903	341	20	20	CD
stanford-ai-2021	903	342	%	%	NN
stanford-ai-2021	903	343	%	%	NN
stanford-ai-2021	903	344	of	of	IN
stanford-ai-2021	903	345	Total	Total	NNP
stanford-ai-2021	903	346	News	News	NNP
stanford-ai-2021	903	347	Coverage	Coverage	NNP
stanford-ai-2021	903	348	on	on	IN
stanford-ai-2021	903	349	AI	AI	NNP
stanford-ai-2021	903	350	Ethics	Ethics	NNP
stanford-ai-2021	903	351	Guidance	Guidance	NNP
stanford-ai-2021	903	352	,	,	,
stanford-ai-2021	903	353	Framework	Framework	NNP
stanford-ai-2021	903	354	Research	Research	NNP
stanford-ai-2021	903	355	,	,	,
stanford-ai-2021	903	356	Education	Education	NNP
stanford-ai-2021	903	357	Facial	Facial	NNP
stanford-ai-2021	903	358	Recognition	Recognition	NNP
stanford-ai-2021	903	359	Algorithm	Algorithm	NNP
stanford-ai-2021	903	360	Bias	Bias	NNP
stanford-ai-2021	903	361	Robots	Robots	NNPS
stanford-ai-2021	903	362	,	,	,
stanford-ai-2021	903	363	Autonomous	Autonomous	NNP
stanford-ai-2021	903	364	Cars	Cars	NNPS
stanford-ai-2021	903	365	AI	AI	NNP
stanford-ai-2021	903	366	Explainability	Explainability	NNP
stanford-ai-2021	903	367	Data	Data	NNP
stanford-ai-2021	903	368	Privacy	Privacy	NNP
stanford-ai-2021	903	369	Enterprise	Enterprise	NNP
stanford-ai-2021	903	370	Efforts	effort	VBZ
stanford-ai-2021	903	371	NEWS	news	NN
stanford-ai-2021	903	372	COVERAGE	coverage	NN
stanford-ai-2021	903	373	on	on	IN
stanford-ai-2021	903	374	AI	AI	NNP
stanford-ai-2021	903	375	ETHICS	ETHICS	NNP
stanford-ai-2021	903	376	(	(	-LRB-
stanford-ai-2021	903	377	%	%	NN
stanford-ai-2021	903	378	of	of	IN
stanford-ai-2021	903	379	TOTAL	TOTAL	NNP
stanford-ai-2021	903	380	)	)	-RRB-
stanford-ai-2021	903	381	by	by	IN
stanford-ai-2021	903	382	THEME	theme	NN
stanford-ai-2021	903	383	,	,	,
stanford-ai-2021	903	384	2020	2020	CD
stanford-ai-2021	903	385	Source	source	NN
stanford-ai-2021	903	386	:	:	:
stanford-ai-2021	903	387	CAPIQ	CAPIQ	NNP
stanford-ai-2021	903	388	,	,	,
stanford-ai-2021	903	389	Crunchbase	Crunchbase	NNP
stanford-ai-2021	903	390	,	,	,
stanford-ai-2021	903	391	and	and	CC
stanford-ai-2021	903	392	NetBase	NetBase	NNP
stanford-ai-2021	903	393	Quid	Quid	NNP
stanford-ai-2021	903	394	,	,	,
stanford-ai-2021	903	395	2020	2020	CD
stanford-ai-2021	903	396	|	|	CD
stanford-ai-2021	903	397	Chart	Chart	NNP
stanford-ai-2021	903	398	:	:	:
stanford-ai-2021	903	399	2021	2021	CD
stanford-ai-2021	903	400	AI	AI	NNP
stanford-ai-2021	903	401	Index	Index	NNP
stanford-ai-2021	903	402	Report	Report	NNP
stanford-ai-2021	903	403	Figure	Figure	NNP
stanford-ai-2021	903	404	5.2.1	5.2.1	NNP
stanford-ai-2021	903	405	How	how	WRB
stanford-ai-2021	903	406	has	have	VBZ
stanford-ai-2021	903	407	the	the	DT
stanford-ai-2021	903	408	news	news	NN
stanford-ai-2021	903	409	media	medium	NNS
stanford-ai-2021	903	410	covered	cover	VBD
stanford-ai-2021	903	411	the	the	DT
stanford-ai-2021	903	412	topic	topic	NN
stanford-ai-2021	903	413	of	of	IN
stanford-ai-2021	903	414	the	the	DT
stanford-ai-2021	903	415	ethical	ethical	JJ
stanford-ai-2021	903	416	use	use	NN
stanford-ai-2021	903	417	of	of	IN
stanford-ai-2021	903	418	AI	AI	NNP
stanford-ai-2021	903	419	technologies	technology	NNS
stanford-ai-2021	903	420	?	?	.
stanford-ai-2021	904	1	This	this	DT
stanford-ai-2021	904	2	section	section	NN
stanford-ai-2021	904	3	analyzed	analyze	VBD
stanford-ai-2021	904	4	data	datum	NNS
stanford-ai-2021	904	5	from	from	IN
stanford-ai-2021	904	6	NetBase	NetBase	NNP
stanford-ai-2021	904	7	Quid	Quid	NNP
stanford-ai-2021	904	8	,	,	,
stanford-ai-2021	904	9	which	which	WDT
stanford-ai-2021	904	10	searches	search	VBZ
stanford-ai-2021	904	11	the	the	DT
stanford-ai-2021	904	12	archived	archived	JJ
stanford-ai-2021	904	13	news	news	NN
stanford-ai-2021	904	14	database	database	NN
stanford-ai-2021	904	15	of	of	IN
stanford-ai-2021	904	16	LexisNexis	LexisNexis	NNP
stanford-ai-2021	904	17	for	for	IN
stanford-ai-2021	904	18	articles	article	NNS
stanford-ai-2021	904	19	that	that	WDT
stanford-ai-2021	904	20	discuss	discuss	VBP
stanford-ai-2021	904	21	AI	AI	NNP
stanford-ai-2021	904	22	ethics1	ethics1	NN
stanford-ai-2021	904	23	,	,	,
stanford-ai-2021	904	24	analyzing	analyze	VBG
stanford-ai-2021	904	25	60,000	60,000	CD
stanford-ai-2021	904	26	English	English	NNP
stanford-ai-2021	904	27	-	-	HYPH
stanford-ai-2021	904	28	language	language	NN
stanford-ai-2021	904	29	news	news	NN
stanford-ai-2021	904	30	sources	source	NNS
stanford-ai-2021	904	31	and	and	CC
stanford-ai-2021	904	32	over	over	IN
stanford-ai-2021	904	33	500,000	500,000	CD
stanford-ai-2021	904	34	blogs	blog	NNS
stanford-ai-2021	904	35	in	in	IN
stanford-ai-2021	904	36	2020	2020	CD
stanford-ai-2021	904	37	.	.	.
stanford-ai-2021	905	1	The	the	DT
stanford-ai-2021	905	2	search	search	NN
stanford-ai-2021	905	3	found	find	VBD
stanford-ai-2021	905	4	3,047	3,047	CD
stanford-ai-2021	905	5	articles	article	NNS
stanford-ai-2021	905	6	related	relate	VBN
stanford-ai-2021	905	7	to	to	IN
stanford-ai-2021	905	8	AI	AI	NNP
stanford-ai-2021	905	9	technologies	technology	NNS
stanford-ai-2021	905	10	that	that	WDT
stanford-ai-2021	905	11	include	include	VBP
stanford-ai-2021	905	12	terms	term	NNS
stanford-ai-2021	905	13	such	such	JJ
stanford-ai-2021	905	14	as	as	IN
stanford-ai-2021	905	15	“	"	``
stanford-ai-2021	905	16	human	human	JJ
stanford-ai-2021	905	17	rights	right	NNS
stanford-ai-2021	905	18	,	,	,
stanford-ai-2021	905	19	”	"	''
stanford-ai-2021	905	20	“	"	``
stanford-ai-2021	905	21	human	human	JJ
stanford-ai-2021	905	22	values	value	NNS
stanford-ai-2021	905	23	,	,	,
stanford-ai-2021	905	24	”	"	''
stanford-ai-2021	905	25	“	"	``
stanford-ai-2021	905	26	responsibility	responsibility	NN
stanford-ai-2021	905	27	,	,	,
stanford-ai-2021	905	28	”	"	''
stanford-ai-2021	905	29	“	"	``
stanford-ai-2021	905	30	human	human	JJ
stanford-ai-2021	905	31	control	control	NN
stanford-ai-2021	905	32	,	,	,
stanford-ai-2021	905	33	”	"	''
stanford-ai-2021	905	34	“	"	``
stanford-ai-2021	905	35	fairness	fairness	NN
stanford-ai-2021	905	36	,	,	,
stanford-ai-2021	905	37	”	"	''
stanford-ai-2021	905	38	“	"	``
stanford-ai-2021	905	39	discrimination	discrimination	NN
stanford-ai-2021	905	40	”	"	''
stanford-ai-2021	905	41	or	or	CC
stanford-ai-2021	905	42	“	"	``
stanford-ai-2021	905	43	nondiscrimination	nondiscrimination	NN
stanford-ai-2021	905	44	,	,	,
stanford-ai-2021	905	45	”	"	''
stanford-ai-2021	905	46	“	"	``
stanford-ai-2021	905	47	transparency	transparency	NN
stanford-ai-2021	905	48	,	,	,
stanford-ai-2021	905	49	”	"	''
stanford-ai-2021	905	50	“	"	``
stanford-ai-2021	905	51	explainability	explainability	NN
stanford-ai-2021	905	52	,	,	,
stanford-ai-2021	905	53	”	"	''
stanford-ai-2021	905	54	“	"	``
stanford-ai-2021	905	55	safety	safety	NN
stanford-ai-2021	905	56	and	and	CC
stanford-ai-2021	905	57	security	security	NN
stanford-ai-2021	905	58	,	,	,
stanford-ai-2021	905	59	”	"	''
stanford-ai-2021	905	60	“	"	``
stanford-ai-2021	905	61	accountability	accountability	NN
stanford-ai-2021	905	62	,	,	,
stanford-ai-2021	905	63	”	"	''
stanford-ai-2021	905	64	and	and	CC
stanford-ai-2021	905	65	“	"	``
stanford-ai-2021	905	66	privacy	privacy	NN
stanford-ai-2021	905	67	.	.	.
stanford-ai-2021	905	68	”	"	''
stanford-ai-2021	905	69	(	(	-LRB-
stanford-ai-2021	905	70	See	see	VB
stanford-ai-2021	905	71	the	the	DT
stanford-ai-2021	905	72	Appendix	Appendix	NNP
stanford-ai-2021	905	73	for	for	IN
stanford-ai-2021	905	74	more	more	JJR
stanford-ai-2021	905	75	details	detail	NNS
stanford-ai-2021	905	76	on	on	IN
stanford-ai-2021	905	77	search	search	NN
stanford-ai-2021	905	78	terms	term	NNS
stanford-ai-2021	905	79	.	.	.
stanford-ai-2021	905	80	)	)	-RRB-
stanford-ai-2021	906	1	NetBase	NetBase	NNP
stanford-ai-2021	906	2	Quid	Quid	NNP
stanford-ai-2021	906	3	clustered	cluster	VBD
stanford-ai-2021	906	4	the	the	DT
stanford-ai-2021	906	5	resulting	result	VBG
stanford-ai-2021	906	6	media	medium	NNS
stanford-ai-2021	906	7	narratives	narrative	NNS
stanford-ai-2021	906	8	into	into	IN
stanford-ai-2021	906	9	seven	seven	CD
stanford-ai-2021	906	10	large	large	JJ
stanford-ai-2021	906	11	themes	theme	NNS
stanford-ai-2021	906	12	based	base	VBN
stanford-ai-2021	906	13	on	on	IN
stanford-ai-2021	906	14	language	language	NN
stanford-ai-2021	906	15	similarity	similarity	NN
stanford-ai-2021	906	16	.	.	.
stanford-ai-2021	907	1	Figure	figure	NN
stanford-ai-2021	907	2	5.2.1	5.2.1	CD
stanford-ai-2021	907	3	shows	show	VBZ
stanford-ai-2021	907	4	that	that	IN
stanford-ai-2021	907	5	articles	article	NNS
stanford-ai-2021	907	6	relating	relate	VBG
stanford-ai-2021	907	7	to	to	IN
stanford-ai-2021	907	8	AI	AI	NNP
stanford-ai-2021	907	9	ethics	ethic	NNS
stanford-ai-2021	907	10	guidance	guidance	NN
stanford-ai-2021	907	11	and	and	CC
stanford-ai-2021	907	12	frameworks	framework	NNS
stanford-ai-2021	907	13	topped	top	VBD
stanford-ai-2021	907	14	the	the	DT
stanford-ai-2021	907	15	list	list	NN
stanford-ai-2021	907	16	of	of	IN
stanford-ai-2021	907	17	the	the	DT
stanford-ai-2021	907	18	most	most	RBS
stanford-ai-2021	907	19	covered	cover	VBN
stanford-ai-2021	907	20	news	news	NN
stanford-ai-2021	907	21	topics	topic	NNS
stanford-ai-2021	907	22	(	(	-LRB-
stanford-ai-2021	907	23	21	21	CD
stanford-ai-2021	907	24	%	%	NN
stanford-ai-2021	907	25	)	)	-RRB-
stanford-ai-2021	907	26	in	in	IN
stanford-ai-2021	907	27	2020	2020	CD
stanford-ai-2021	907	28	,	,	,
stanford-ai-2021	907	29	followed	follow	VBN
stanford-ai-2021	907	30	by	by	IN
stanford-ai-2021	907	31	research	research	NN
stanford-ai-2021	907	32	and	and	CC
stanford-ai-2021	907	33	education	education	NN
stanford-ai-2021	907	34	(	(	-LRB-
stanford-ai-2021	907	35	20	20	CD
stanford-ai-2021	907	36	%	%	NN
stanford-ai-2021	907	37	)	)	-RRB-
stanford-ai-2021	907	38	,	,	,
stanford-ai-2021	907	39	and	and	CC
stanford-ai-2021	907	40	facial	facial	JJ
stanford-ai-2021	907	41	recognition	recognition	NN
stanford-ai-2021	907	42	(	(	-LRB-
stanford-ai-2021	907	43	20	20	CD
stanford-ai-2021	907	44	%	%	NN
stanford-ai-2021	907	45	)	)	-RRB-
stanford-ai-2021	907	46	.	.	.
stanford-ai-2021	908	1	The	the	DT
stanford-ai-2021	908	2	five	five	CD
stanford-ai-2021	908	3	news	news	NN
stanford-ai-2021	908	4	topics	topic	NNS
stanford-ai-2021	908	5	that	that	WDT
stanford-ai-2021	908	6	received	receive	VBD
stanford-ai-2021	908	7	the	the	DT
stanford-ai-2021	908	8	most	most	JJS
stanford-ai-2021	908	9	attention	attention	NN
stanford-ai-2021	908	10	in	in	IN
stanford-ai-2021	908	11	2020	2020	CD
stanford-ai-2021	908	12	related	relate	VBN
stanford-ai-2021	908	13	to	to	IN
stanford-ai-2021	908	14	the	the	DT
stanford-ai-2021	908	15	ethical	ethical	JJ
stanford-ai-2021	908	16	use	use	NN
stanford-ai-2021	908	17	of	of	IN
stanford-ai-2021	908	18	AI	AI	NNP
stanford-ai-2021	908	19	were	be	VBD
stanford-ai-2021	908	20	:	:	:
stanford-ai-2021	908	21	1	1	CD
stanford-ai-2021	908	22	.	.	.
stanford-ai-2021	909	1	The	the	DT
stanford-ai-2021	909	2	release	release	NN
stanford-ai-2021	909	3	of	of	IN
stanford-ai-2021	909	4	the	the	DT
stanford-ai-2021	909	5	European	European	NNP
stanford-ai-2021	909	6	Commission	Commission	NNP
stanford-ai-2021	909	7	’s	’s	POS
stanford-ai-2021	909	8	white	white	JJ
stanford-ai-2021	909	9	paper	paper	NN
stanford-ai-2021	909	10	on	on	IN
stanford-ai-2021	909	11	AI	AI	NNP
stanford-ai-2021	909	12	(	(	-LRB-
stanford-ai-2021	909	13	5.9	5.9	CD
stanford-ai-2021	909	14	%	%	NN
stanford-ai-2021	909	15	)	)	-RRB-
stanford-ai-2021	909	16	2	2	CD
stanford-ai-2021	909	17	.	.	.
stanford-ai-2021	910	1	Google	Google	NNP
stanford-ai-2021	910	2	’s	’s	POS
stanford-ai-2021	910	3	dismissal	dismissal	NN
stanford-ai-2021	910	4	of	of	IN
stanford-ai-2021	910	5	ethics	ethic	NNS
stanford-ai-2021	910	6	researcher	researcher	NN
stanford-ai-2021	910	7	Timnit	Timnit	NNP
stanford-ai-2021	910	8	Gebru	Gebru	NNP
stanford-ai-2021	910	9	(	(	-LRB-
stanford-ai-2021	910	10	3.5	3.5	CD
stanford-ai-2021	910	11	%	%	NN
stanford-ai-2021	910	12	)	)	-RRB-
stanford-ai-2021	910	13	3	3	CD
stanford-ai-2021	910	14	.	.	.
stanford-ai-2021	911	1	The	the	DT
stanford-ai-2021	911	2	AI	AI	NNP
stanford-ai-2021	911	3	ethics	ethic	NNS
stanford-ai-2021	911	4	committee	committee	NN
stanford-ai-2021	911	5	formed	form	VBN
stanford-ai-2021	911	6	by	by	IN
stanford-ai-2021	911	7	the	the	DT
stanford-ai-2021	911	8	United	United	NNP
stanford-ai-2021	911	9	Nations	Nations	NNP
stanford-ai-2021	911	10	(	(	-LRB-
stanford-ai-2021	911	11	2.7	2.7	CD
stanford-ai-2021	911	12	%	%	NN
stanford-ai-2021	911	13	)	)	-RRB-
stanford-ai-2021	911	14	4	4	CD
stanford-ai-2021	911	15	.	.	.
stanford-ai-2021	912	1	The	the	DT
stanford-ai-2021	912	2	Vatican	Vatican	NNP
stanford-ai-2021	912	3	’s	’s	POS
stanford-ai-2021	912	4	AI	AI	NNP
stanford-ai-2021	912	5	ethics	ethic	NNS
stanford-ai-2021	912	6	plan	plan	NN
stanford-ai-2021	912	7	(	(	-LRB-
stanford-ai-2021	912	8	2.6	2.6	CD
stanford-ai-2021	912	9	%	%	NN
stanford-ai-2021	912	10	)	)	-RRB-
stanford-ai-2021	912	11	5	5	CD
stanford-ai-2021	912	12	.	.	.
stanford-ai-2021	913	1	IBM	IBM	NNP
stanford-ai-2021	913	2	exiting	exit	VBG
stanford-ai-2021	913	3	the	the	DT
stanford-ai-2021	913	4	facial	facial	JJ
stanford-ai-2021	913	5	-	-	HYPH
stanford-ai-2021	913	6	recognition	recognition	NN
stanford-ai-2021	913	7	businesses	business	NNS
stanford-ai-2021	913	8	(	(	-LRB-
stanford-ai-2021	913	9	2.5	2.5	CD
stanford-ai-2021	913	10	%	%	NN
stanford-ai-2021	913	11	)	)	-RRB-
stanford-ai-2021	913	12	.	.	.
stanford-ai-2021	914	1	5.2	5.2	CD
stanford-ai-2021	914	2	GLOBAL	GLOBAL	NNP
stanford-ai-2021	914	3	NEWS	NEWS	NNP
stanford-ai-2021	914	4	MEDIA	media	NN
stanford-ai-2021	914	5	C	c	NN
stanford-ai-2021	914	6	H	h	NN
stanford-ai-2021	914	7	A	a	NN
stanford-ai-2021	914	8	P	p	NN
stanford-ai-2021	914	9	T	t	NN
stanford-ai-2021	914	10	E	e	NN
stanford-ai-2021	914	11	R	r	NN
stanford-ai-2021	914	12	5	5	CD
stanford-ai-2021	914	13	:	:	:
stanford-ai-2021	914	14	E	e	NN
stanford-ai-2021	914	15	T	t	NN
stanford-ai-2021	914	16	H	h	NN
stanford-ai-2021	914	17	I	i	NN
stanford-ai-2021	914	18	C	c	NN
stanford-ai-2021	914	19	A	a	NN
stanford-ai-2021	914	20	L	l	NN
stanford-ai-2021	914	21	C	c	NN
stanford-ai-2021	914	22	H	h	NN
stanford-ai-2021	914	23	A	a	NN
stanford-ai-2021	914	24	L	l	NN
stanford-ai-2021	914	25	L	l	NN
stanford-ai-2021	914	26	E	e	NN
stanford-ai-2021	914	27	N	n	NN
stanford-ai-2021	914	28	G	g	NN
stanford-ai-2021	914	29	E	e	NN
stanford-ai-2021	914	30	S	s	NN
stanford-ai-2021	914	31	O	o	NN
stanford-ai-2021	914	32	F	f	NN
stanford-ai-2021	914	33	A	a	NN
stanford-ai-2021	914	34	I	i	NN
stanford-ai-2021	914	35	A	a	NN
stanford-ai-2021	914	36	P	p	NN
stanford-ai-2021	914	37	P	p	NN
stanford-ai-2021	914	38	L	l	NN
stanford-ai-2021	914	39	I	i	NN
stanford-ai-2021	914	40	C	c	NN
stanford-ai-2021	914	41	AT	at	IN
stanford-ai-2021	914	42	I	i	NN
stanford-ai-2021	914	43	O	o	NN
stanford-ai-2021	914	44	N	n	NN
stanford-ai-2021	914	45	S	s	NN
stanford-ai-2021	914	46	5	5	CD
stanford-ai-2021	914	47	.	.	.
stanford-ai-2021	915	1	2	2	CD
stanford-ai-2021	915	2	G	g	NN
stanford-ai-2021	915	3	L	l	NN
stanford-ai-2021	915	4	O	o	NN
stanford-ai-2021	915	5	B	b	NN
stanford-ai-2021	915	6	A	a	NN
stanford-ai-2021	915	7	L	l	NN
stanford-ai-2021	915	8	N	n	NN
stanford-ai-2021	915	9	E	e	NN
stanford-ai-2021	915	10	W	w	NN
stanford-ai-2021	915	11	S	s	NN
stanford-ai-2021	915	12	M	m	NN
stanford-ai-2021	915	13	E	e	NN
stanford-ai-2021	915	14	D	d	NN
stanford-ai-2021	915	15	I	i	NN
stanford-ai-2021	915	16	A	a	NN
stanford-ai-2021	915	17	1	1	CD
stanford-ai-2021	915	18	The	the	DT
stanford-ai-2021	915	19	methodology	methodology	NN
stanford-ai-2021	915	20	for	for	IN
stanford-ai-2021	915	21	this	this	DT
stanford-ai-2021	915	22	is	be	VBZ
stanford-ai-2021	915	23	looking	look	VBG
stanford-ai-2021	915	24	for	for	IN
stanford-ai-2021	915	25	articles	article	NNS
stanford-ai-2021	915	26	that	that	WDT
stanford-ai-2021	915	27	contain	contain	VBP
stanford-ai-2021	915	28	keywords	keyword	NNS
stanford-ai-2021	915	29	related	relate	VBN
stanford-ai-2021	915	30	to	to	IN
stanford-ai-2021	915	31	AI	AI	NNP
stanford-ai-2021	915	32	ethics	ethic	NNS
stanford-ai-2021	915	33	as	as	IN
stanford-ai-2021	915	34	determined	determine	VBN
stanford-ai-2021	915	35	by	by	IN
stanford-ai-2021	915	36	a	a	DT
stanford-ai-2021	915	37	Harvard	Harvard	NNP
stanford-ai-2021	915	38	research	research	NN
stanford-ai-2021	915	39	study	study	NN
stanford-ai-2021	915	40	.	.	.
stanford-ai-2021	916	1	https://cyber.harvard.edu/publication/2020/principled-ai	https://cyber.harvard.edu/publication/2020/principled-ai	RB
stanford-ai-2021	916	2	TA	TA	NNP
stanford-ai-2021	916	3	B	B	NNP
stanford-ai-2021	916	4	L	l	NN
stanford-ai-2021	916	5	E	e	NN
stanford-ai-2021	916	6	O	o	NN
stanford-ai-2021	916	7	F	f	NN
stanford-ai-2021	916	8	C	c	NN
stanford-ai-2021	916	9	O	o	NN
stanford-ai-2021	916	10	N	n	NN
stanford-ai-2021	916	11	T	t	NN
stanford-ai-2021	916	12	E	e	NN
stanford-ai-2021	916	13	N	n	NN
stanford-ai-2021	916	14	T	t	NN
stanford-ai-2021	916	15	S	s	NN
stanford-ai-2021	916	16	1	1	CD
stanford-ai-2021	916	17	3	3	CD
stanford-ai-2021	916	18	2C	2c	CD
stanford-ai-2021	916	19	H	h	NN
stanford-ai-2021	916	20	A	a	NN
stanford-ai-2021	916	21	P	p	NN
stanford-ai-2021	916	22	T	t	NN
stanford-ai-2021	916	23	E	e	NN
stanford-ai-2021	916	24	R	r	NN
stanford-ai-2021	916	25	5	5	CD
stanford-ai-2021	916	26	P	p	NN
stanford-ai-2021	916	27	R	r	NN
stanford-ai-2021	916	28	E	e	NN
stanford-ai-2021	916	29	V	v	NN
stanford-ai-2021	916	30	I	i	NN
stanford-ai-2021	916	31	E	e	NN
stanford-ai-2021	916	32	W	W	NNP
stanford-ai-2021	916	33	Artificial	Artificial	NNP
stanford-ai-2021	916	34	Intelligence	Intelligence	NNP
stanford-ai-2021	916	35	Index	Index	NNP
stanford-ai-2021	916	36	Report	Report	NNP
stanford-ai-2021	916	37	2021	2021	CD
stanford-ai-2021	916	38	Researchers	Researchers	NNPS
stanford-ai-2021	916	39	are	be	VBP
stanford-ai-2021	916	40	writing	write	VBG
stanford-ai-2021	916	41	more	more	JJR
stanford-ai-2021	916	42	papers	paper	NNS
stanford-ai-2021	916	43	that	that	WDT
stanford-ai-2021	916	44	focus	focus	VBP
stanford-ai-2021	916	45	directly	directly	RB
stanford-ai-2021	916	46	on	on	IN
stanford-ai-2021	916	47	the	the	DT
stanford-ai-2021	916	48	ethics	ethic	NNS
stanford-ai-2021	916	49	of	of	IN
stanford-ai-2021	916	50	AI	AI	NNP
stanford-ai-2021	916	51	,	,	,
stanford-ai-2021	916	52	with	with	IN
stanford-ai-2021	916	53	submissions	submission	NNS
stanford-ai-2021	916	54	in	in	IN
stanford-ai-2021	916	55	this	this	DT
stanford-ai-2021	916	56	area	area	NN
stanford-ai-2021	916	57	more	more	RBR
stanford-ai-2021	916	58	than	than	IN
stanford-ai-2021	916	59	doubling	double	VBG
stanford-ai-2021	916	60	from	from	IN
stanford-ai-2021	916	61	2015	2015	CD
stanford-ai-2021	916	62	to	to	IN
stanford-ai-2021	916	63	2020	2020	CD
stanford-ai-2021	916	64	.	.	.
stanford-ai-2021	917	1	To	to	TO
stanford-ai-2021	917	2	measure	measure	VB
stanford-ai-2021	917	3	the	the	DT
stanford-ai-2021	917	4	role	role	NN
stanford-ai-2021	917	5	of	of	IN
stanford-ai-2021	917	6	ethics	ethic	NNS
stanford-ai-2021	917	7	in	in	IN
stanford-ai-2021	917	8	AI	AI	NNP
stanford-ai-2021	917	9	research	research	NN
stanford-ai-2021	917	10	,	,	,
stanford-ai-2021	917	11	researchers	researcher	NNS
stanford-ai-2021	917	12	from	from	IN
stanford-ai-2021	917	13	the	the	DT
stanford-ai-2021	917	14	Federal	Federal	NNP
stanford-ai-2021	917	15	University	University	NNP
stanford-ai-2021	917	16	of	of	IN
stanford-ai-2021	917	17	Rio	Rio	NNP
stanford-ai-2021	917	18	Grande	Grande	NNP
stanford-ai-2021	917	19	do	do	VBP
stanford-ai-2021	917	20	Sul	Sul	NNP
stanford-ai-2021	917	21	in	in	IN
stanford-ai-2021	917	22	Porto	Porto	NNP
stanford-ai-2021	917	23	Alegre	Alegre	NNP
stanford-ai-2021	917	24	,	,	,
stanford-ai-2021	917	25	Brazil	Brazil	NNP
stanford-ai-2021	917	26	,	,	,
stanford-ai-2021	917	27	searched	search	VBD
stanford-ai-2021	917	28	ethics	ethic	NNS
stanford-ai-2021	917	29	-	-	HYPH
stanford-ai-2021	917	30	related	relate	VBN
stanford-ai-2021	917	31	terms	term	NNS
stanford-ai-2021	917	32	in	in	IN
stanford-ai-2021	917	33	the	the	DT
stanford-ai-2021	917	34	titles	title	NNS
stanford-ai-2021	917	35	of	of	IN
stanford-ai-2021	917	36	papers	paper	NNS
stanford-ai-2021	917	37	in	in	IN
stanford-ai-2021	917	38	leading	lead	VBG
stanford-ai-2021	917	39	AI	AI	NNP
stanford-ai-2021	917	40	,	,	,
stanford-ai-2021	917	41	machine	machine	NN
stanford-ai-2021	917	42	learning	learning	NN
stanford-ai-2021	917	43	,	,	,
stanford-ai-2021	917	44	and	and	CC
stanford-ai-2021	917	45	robotics	robotic	NNS
stanford-ai-2021	917	46	conferences	conference	NNS
stanford-ai-2021	917	47	.	.	.
stanford-ai-2021	918	1	As	as	IN
stanford-ai-2021	918	2	Figure	figure	NN
stanford-ai-2021	918	3	5.3.1	5.3.1	NNP
stanford-ai-2021	918	4	shows	show	NNS
stanford-ai-2021	918	5	,	,	,
stanford-ai-2021	918	6	there	there	EX
stanford-ai-2021	918	7	has	have	VBZ
stanford-ai-2021	918	8	been	be	VBN
stanford-ai-2021	918	9	a	a	DT
stanford-ai-2021	918	10	significant	significant	JJ
stanford-ai-2021	918	11	increase	increase	NN
stanford-ai-2021	918	12	in	in	IN
stanford-ai-2021	918	13	the	the	DT
stanford-ai-2021	918	14	number	number	NN
stanford-ai-2021	918	15	of	of	IN
stanford-ai-2021	918	16	papers	paper	NNS
stanford-ai-2021	918	17	with	with	IN
stanford-ai-2021	918	18	ethics	ethic	NNS
stanford-ai-2021	918	19	-	-	HYPH
stanford-ai-2021	918	20	related	relate	VBN
stanford-ai-2021	918	21	keywords	keyword	NNS
stanford-ai-2021	918	22	in	in	IN
stanford-ai-2021	918	23	titles	title	NNS
stanford-ai-2021	918	24	submitted	submit	VBN
stanford-ai-2021	918	25	to	to	IN
stanford-ai-2021	918	26	AI	AI	NNP
stanford-ai-2021	918	27	conferences	conference	NNS
stanford-ai-2021	918	28	since	since	IN
stanford-ai-2021	918	29	2015	2015	CD
stanford-ai-2021	918	30	.	.	.
stanford-ai-2021	919	1	Further	further	JJ
stanford-ai-2021	919	2	analysis	analysis	NN
stanford-ai-2021	919	3	in	in	IN
stanford-ai-2021	919	4	Figure	Figure	NNP
stanford-ai-2021	919	5	5.3.2	5.3.2	CD
stanford-ai-2021	919	6	shows	show	VBZ
stanford-ai-2021	919	7	the	the	DT
stanford-ai-2021	919	8	average	average	JJ
stanford-ai-2021	919	9	number	number	NN
stanford-ai-2021	919	10	of	of	IN
stanford-ai-2021	919	11	keyword	keyword	NN
stanford-ai-2021	919	12	matches	match	NNS
stanford-ai-2021	919	13	throughout	throughout	IN
stanford-ai-2021	919	14	all	all	DT
stanford-ai-2021	919	15	publications	publication	NNS
stanford-ai-2021	919	16	among	among	IN
stanford-ai-2021	919	17	the	the	DT
stanford-ai-2021	919	18	six	six	CD
stanford-ai-2021	919	19	major	major	JJ
stanford-ai-2021	919	20	AI	AI	NNP
stanford-ai-2021	919	21	conferences	conference	NNS
stanford-ai-2021	919	22	.	.	.
stanford-ai-2021	920	1	Despite	despite	IN
stanford-ai-2021	920	2	the	the	DT
stanford-ai-2021	920	3	growing	grow	VBG
stanford-ai-2021	920	4	mentions	mention	NNS
stanford-ai-2021	920	5	in	in	IN
stanford-ai-2021	920	6	the	the	DT
stanford-ai-2021	920	7	previous	previous	JJ
stanford-ai-2021	920	8	chart	chart	NN
stanford-ai-2021	920	9	,	,	,
stanford-ai-2021	920	10	the	the	DT
stanford-ai-2021	920	11	average	average	JJ
stanford-ai-2021	920	12	number	number	NN
stanford-ai-2021	920	13	of	of	IN
stanford-ai-2021	920	14	paper	paper	NN
stanford-ai-2021	920	15	titles	title	NNS
stanford-ai-2021	920	16	matching	match	VBG
stanford-ai-2021	920	17	ethics	ethic	NNS
stanford-ai-2021	920	18	-	-	HYPH
stanford-ai-2021	920	19	related	relate	VBN
stanford-ai-2021	920	20	keywords	keyword	NNS
stanford-ai-2021	920	21	at	at	IN
stanford-ai-2021	920	22	major	major	JJ
stanford-ai-2021	920	23	AI	AI	NNP
stanford-ai-2021	920	24	conferences	conference	NNS
stanford-ai-2021	920	25	remains	remain	VBZ
stanford-ai-2021	920	26	low	low	JJ
stanford-ai-2021	920	27	over	over	IN
stanford-ai-2021	920	28	the	the	DT
stanford-ai-2021	920	29	years	year	NNS
stanford-ai-2021	920	30	.	.	.
stanford-ai-2021	921	1	Changes	change	NNS
stanford-ai-2021	921	2	are	be	VBP
stanford-ai-2021	921	3	coming	come	VBG
stanford-ai-2021	921	4	to	to	IN
stanford-ai-2021	921	5	AI	AI	NNP
stanford-ai-2021	921	6	conferences	conference	NNS
stanford-ai-2021	921	7	,	,	,
stanford-ai-2021	921	8	though	though	RB
stanford-ai-2021	921	9	.	.	.
stanford-ai-2021	922	1	Starting	start	VBG
stanford-ai-2021	922	2	in	in	IN
stanford-ai-2021	922	3	2020	2020	CD
stanford-ai-2021	922	4	,	,	,
stanford-ai-2021	922	5	the	the	DT
stanford-ai-2021	922	6	topic	topic	NN
stanford-ai-2021	922	7	of	of	IN
stanford-ai-2021	922	8	ethics	ethic	NNS
stanford-ai-2021	922	9	was	be	VBD
stanford-ai-2021	922	10	more	more	RBR
stanford-ai-2021	922	11	tightly	tightly	RB
stanford-ai-2021	922	12	integrated	integrate	VBN
stanford-ai-2021	922	13	into	into	IN
stanford-ai-2021	922	14	conference	conference	NN
stanford-ai-2021	922	15	proceedings	proceeding	NNS
stanford-ai-2021	922	16	.	.	.
stanford-ai-2021	923	1	For	for	IN
stanford-ai-2021	923	2	instance	instance	NN
stanford-ai-2021	923	3	,	,	,
stanford-ai-2021	923	4	the	the	DT
stanford-ai-2021	923	5	Neural	Neural	NNP
stanford-ai-2021	923	6	Information	Information	NNP
stanford-ai-2021	923	7	Processing	Processing	NNP
stanford-ai-2021	923	8	Systems	Systems	NNPS
stanford-ai-2021	923	9	(	(	-LRB-
stanford-ai-2021	923	10	NeurIPS	neurips	NN
stanford-ai-2021	923	11	)	)	-RRB-
stanford-ai-2021	923	12	conference	conference	NN
stanford-ai-2021	923	13	,	,	,
stanford-ai-2021	923	14	one	one	CD
stanford-ai-2021	923	15	of	of	IN
stanford-ai-2021	923	16	the	the	DT
stanford-ai-2021	923	17	biggest	big	JJS
stanford-ai-2021	923	18	AI	AI	NNP
stanford-ai-2021	923	19	research	research	NN
stanford-ai-2021	923	20	conferences	conference	NNS
stanford-ai-2021	923	21	in	in	IN
stanford-ai-2021	923	22	the	the	DT
stanford-ai-2021	923	23	world	world	NN
stanford-ai-2021	923	24	,	,	,
stanford-ai-2021	923	25	asked	ask	VBD
stanford-ai-2021	923	26	researchers	researcher	NNS
stanford-ai-2021	923	27	to	to	TO
stanford-ai-2021	923	28	submit	submit	VB
stanford-ai-2021	923	29	“	"	``
stanford-ai-2021	923	30	Broader	broad	JJR
stanford-ai-2021	923	31	Impacts	Impacts	NNPS
stanford-ai-2021	923	32	”	"	''
stanford-ai-2021	923	33	statements	statement	NNS
stanford-ai-2021	923	34	alongside	alongside	IN
stanford-ai-2021	923	35	their	-PRON-	PRP$
stanford-ai-2021	923	36	work	work	NN
stanford-ai-2021	923	37	for	for	IN
stanford-ai-2021	923	38	the	the	DT
stanford-ai-2021	923	39	first	first	JJ
stanford-ai-2021	923	40	time	time	NN
stanford-ai-2021	923	41	in	in	IN
stanford-ai-2021	923	42	2020	2020	CD
stanford-ai-2021	923	43	,	,	,
stanford-ai-2021	923	44	which	which	WDT
stanford-ai-2021	923	45	led	lead	VBD
stanford-ai-2021	923	46	to	to	IN
stanford-ai-2021	923	47	a	a	DT
stanford-ai-2021	923	48	deeper	deep	JJR
stanford-ai-2021	923	49	integration	integration	NN
stanford-ai-2021	923	50	of	of	IN
stanford-ai-2021	923	51	ethical	ethical	JJ
stanford-ai-2021	923	52	concerns	concern	NNS
stanford-ai-2021	923	53	into	into	IN
stanford-ai-2021	923	54	technical	technical	JJ
stanford-ai-2021	923	55	work	work	NN
stanford-ai-2021	923	56	.	.	.
stanford-ai-2021	924	1	Additionally	additionally	RB
stanford-ai-2021	924	2	,	,	,
stanford-ai-2021	924	3	there	there	EX
stanford-ai-2021	924	4	has	have	VBZ
stanford-ai-2021	924	5	been	be	VBN
stanford-ai-2021	924	6	a	a	DT
stanford-ai-2021	924	7	recent	recent	JJ
stanford-ai-2021	924	8	proliferation	proliferation	NN
stanford-ai-2021	924	9	of	of	IN
stanford-ai-2021	924	10	conferences	conference	NNS
stanford-ai-2021	924	11	and	and	CC
stanford-ai-2021	924	12	workshops	workshop	NNS
stanford-ai-2021	924	13	that	that	WDT
stanford-ai-2021	924	14	specifically	specifically	RB
stanford-ai-2021	924	15	focus	focus	VBP
stanford-ai-2021	924	16	on	on	IN
stanford-ai-2021	924	17	responsible	responsible	JJ
stanford-ai-2021	924	18	AI	ai	NN
stanford-ai-2021	924	19	,	,	,
stanford-ai-2021	924	20	including	include	VBG
stanford-ai-2021	924	21	the	the	DT
stanford-ai-2021	924	22	new	new	JJ
stanford-ai-2021	924	23	Artificial	Artificial	NNP
stanford-ai-2021	924	24	Intelligence	Intelligence	NNP
stanford-ai-2021	924	25	,	,	,
stanford-ai-2021	924	26	Ethics	Ethics	NNP
stanford-ai-2021	924	27	,	,	,
stanford-ai-2021	924	28	and	and	CC
stanford-ai-2021	924	29	Society	Society	NNP
stanford-ai-2021	924	30	Conference	Conference	NNP
stanford-ai-2021	924	31	by	by	IN
stanford-ai-2021	924	32	the	the	DT
stanford-ai-2021	924	33	Association	Association	NNP
stanford-ai-2021	924	34	for	for	IN
stanford-ai-2021	924	35	the	the	DT
stanford-ai-2021	924	36	Advancement	Advancement	NNP
stanford-ai-2021	924	37	of	of	IN
stanford-ai-2021	924	38	Artificial	Artificial	NNP
stanford-ai-2021	924	39	Intelligence	Intelligence	NNP
stanford-ai-2021	924	40	and	and	CC
stanford-ai-2021	924	41	the	the	DT
stanford-ai-2021	924	42	Conference	Conference	NNP
stanford-ai-2021	924	43	on	on	IN
stanford-ai-2021	924	44	Fairness	Fairness	NNP
stanford-ai-2021	924	45	,	,	,
stanford-ai-2021	924	46	Accountability	Accountability	NNP
stanford-ai-2021	924	47	,	,	,
stanford-ai-2021	924	48	and	and	CC
stanford-ai-2021	924	49	Transparency	transparency	NN
stanford-ai-2021	924	50	by	by	IN
stanford-ai-2021	924	51	the	the	DT
stanford-ai-2021	924	52	Association	Association	NNP
stanford-ai-2021	924	53	for	for	IN
stanford-ai-2021	924	54	Computing	Computing	NNP
stanford-ai-2021	924	55	Machinery	Machinery	NNP
stanford-ai-2021	924	56	.	.	.
stanford-ai-2021	925	1	5.3	5.3	CD
stanford-ai-2021	925	2	ETHICS	ethic	NNS
stanford-ai-2021	925	3	AT	at	IN
stanford-ai-2021	925	4	AI	ai	NN
stanford-ai-2021	925	5	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	925	6	C	c	NN
stanford-ai-2021	925	7	H	h	NN
stanford-ai-2021	925	8	A	a	NN
stanford-ai-2021	925	9	P	p	NN
stanford-ai-2021	925	10	T	t	NN
stanford-ai-2021	925	11	E	e	NN
stanford-ai-2021	925	12	R	r	NN
stanford-ai-2021	925	13	5	5	CD
stanford-ai-2021	925	14	:	:	:
stanford-ai-2021	925	15	E	e	NN
stanford-ai-2021	925	16	T	t	NN
stanford-ai-2021	925	17	H	h	NN
stanford-ai-2021	925	18	I	i	NN
stanford-ai-2021	925	19	C	c	NN
stanford-ai-2021	925	20	A	a	NN
stanford-ai-2021	925	21	L	l	NN
stanford-ai-2021	925	22	C	c	NN
stanford-ai-2021	925	23	H	h	NN
stanford-ai-2021	925	24	A	a	NN
stanford-ai-2021	925	25	L	l	NN
stanford-ai-2021	925	26	L	l	NN
stanford-ai-2021	925	27	E	e	NN
stanford-ai-2021	925	28	N	n	NN
stanford-ai-2021	925	29	G	g	NN
stanford-ai-2021	925	30	E	e	NN
stanford-ai-2021	925	31	S	s	NN
stanford-ai-2021	925	32	O	o	NN
stanford-ai-2021	925	33	F	f	NN
stanford-ai-2021	925	34	A	a	NN
stanford-ai-2021	925	35	I	i	NN
stanford-ai-2021	925	36	A	a	NN
stanford-ai-2021	925	37	P	p	NN
stanford-ai-2021	925	38	P	p	NN
stanford-ai-2021	925	39	L	l	NN
stanford-ai-2021	925	40	I	i	NN
stanford-ai-2021	925	41	C	c	NN
stanford-ai-2021	925	42	AT	at	IN
stanford-ai-2021	925	43	I	i	NN
stanford-ai-2021	925	44	O	o	NN
stanford-ai-2021	925	45	N	n	NN
stanford-ai-2021	925	46	S	s	NN
stanford-ai-2021	925	47	5	5	CD
stanford-ai-2021	925	48	.	.	.
stanford-ai-2021	926	1	3	3	LS
stanford-ai-2021	926	2	E	e	NN
stanford-ai-2021	926	3	T	t	NN
stanford-ai-2021	926	4	H	h	NN
stanford-ai-2021	926	5	I	i	NN
stanford-ai-2021	926	6	C	c	NN
stanford-ai-2021	926	7	S	s	NN
stanford-ai-2021	926	8	AT	AT	NNP
stanford-ai-2021	926	9	A	a	NN
stanford-ai-2021	926	10	I	i	NN
stanford-ai-2021	926	11	C	c	NN
stanford-ai-2021	926	12	O	o	NN
stanford-ai-2021	926	13	N	n	NN
stanford-ai-2021	926	14	F	f	NN
stanford-ai-2021	926	15	E	e	NN
stanford-ai-2021	926	16	R	r	NN
stanford-ai-2021	926	17	E	e	NN
stanford-ai-2021	926	18	N	n	NN
stanford-ai-2021	926	19	C	c	NN
stanford-ai-2021	926	20	E	e	NN
stanford-ai-2021	926	21	S	s	NN
stanford-ai-2021	926	22	There	there	EX
stanford-ai-2021	926	23	has	have	VBZ
stanford-ai-2021	926	24	been	be	VBN
stanford-ai-2021	926	25	a	a	DT
stanford-ai-2021	926	26	significant	significant	JJ
stanford-ai-2021	926	27	increase	increase	NN
stanford-ai-2021	926	28	in	in	IN
stanford-ai-2021	926	29	the	the	DT
stanford-ai-2021	926	30	number	number	NN
stanford-ai-2021	926	31	of	of	IN
stanford-ai-2021	926	32	papers	paper	NNS
stanford-ai-2021	926	33	with	with	IN
stanford-ai-2021	926	34	ethics-	ethics-	NNP
stanford-ai-2021	926	35	related	related	JJ
stanford-ai-2021	926	36	keywords	keyword	NNS
stanford-ai-2021	926	37	in	in	IN
stanford-ai-2021	926	38	titles	title	NNS
stanford-ai-2021	926	39	submitted	submit	VBN
stanford-ai-2021	926	40	to	to	IN
stanford-ai-2021	926	41	AI	AI	NNP
stanford-ai-2021	926	42	conferences	conference	NNS
stanford-ai-2021	926	43	since	since	IN
stanford-ai-2021	926	44	2015	2015	CD
stanford-ai-2021	926	45	.	.	.
stanford-ai-2021	927	1	Further	further	JJ
stanford-ai-2021	927	2	analysis	analysis	NN
stanford-ai-2021	927	3	shows	show	VBZ
stanford-ai-2021	927	4	the	the	DT
stanford-ai-2021	927	5	average	average	JJ
stanford-ai-2021	927	6	number	number	NN
stanford-ai-2021	927	7	of	of	IN
stanford-ai-2021	927	8	keyword	keyword	NN
stanford-ai-2021	927	9	matches	match	NNS
stanford-ai-2021	927	10	throughout	throughout	IN
stanford-ai-2021	927	11	all	all	DT
stanford-ai-2021	927	12	publications	publication	NNS
stanford-ai-2021	927	13	among	among	IN
stanford-ai-2021	927	14	the	the	DT
stanford-ai-2021	927	15	six	six	CD
stanford-ai-2021	927	16	major	major	JJ
stanford-ai-2021	927	17	AI	AI	NNP
stanford-ai-2021	927	18	conferences	conference	NNS
stanford-ai-2021	927	19	.	.	.
stanford-ai-2021	928	1	https://arxiv.org/abs/1809.08328	https://arxiv.org/abs/1809.08328	NNP
stanford-ai-2021	928	2	TA	ta	NN
stanford-ai-2021	928	3	B	b	NN
stanford-ai-2021	928	4	L	l	NN
stanford-ai-2021	928	5	E	e	NN
stanford-ai-2021	928	6	O	o	NN
stanford-ai-2021	928	7	F	f	NN
stanford-ai-2021	928	8	C	c	NN
stanford-ai-2021	928	9	O	o	NN
stanford-ai-2021	928	10	N	n	NN
stanford-ai-2021	928	11	T	t	NN
stanford-ai-2021	928	12	E	e	NN
stanford-ai-2021	928	13	N	n	NN
stanford-ai-2021	928	14	T	t	NN
stanford-ai-2021	928	15	S	s	NN
stanford-ai-2021	928	16	1	1	CD
stanford-ai-2021	928	17	3	3	CD
stanford-ai-2021	928	18	3C	3c	NN
stanford-ai-2021	928	19	H	h	NN
stanford-ai-2021	928	20	A	a	NN
stanford-ai-2021	928	21	P	p	NN
stanford-ai-2021	928	22	T	t	NN
stanford-ai-2021	928	23	E	e	NN
stanford-ai-2021	928	24	R	r	NN
stanford-ai-2021	928	25	5	5	CD
stanford-ai-2021	928	26	P	p	NN
stanford-ai-2021	928	27	R	r	NN
stanford-ai-2021	928	28	E	e	NN
stanford-ai-2021	928	29	V	v	NN
stanford-ai-2021	928	30	I	i	NN
stanford-ai-2021	928	31	E	e	NN
stanford-ai-2021	928	32	W	W	NNP
stanford-ai-2021	928	33	Artificial	Artificial	NNP
stanford-ai-2021	928	34	Intelligence	Intelligence	NNP
stanford-ai-2021	928	35	Index	Index	NNP
stanford-ai-2021	928	36	Report	Report	NNP
stanford-ai-2021	928	37	2021	2021	CD
stanford-ai-2021	928	38	20	20	CD
stanford-ai-2021	928	39	0	0	CD
stanford-ai-2021	928	40	0	0	CD
stanford-ai-2021	928	41	20	20	CD
stanford-ai-2021	928	42	0	0	CD
stanford-ai-2021	928	43	1	1	CD
stanford-ai-2021	928	44	20	20	CD
stanford-ai-2021	928	45	0	0	CD
stanford-ai-2021	928	46	2	2	CD
stanford-ai-2021	928	47	20	20	CD
stanford-ai-2021	928	48	0	0	CD
stanford-ai-2021	928	49	3	3	CD
stanford-ai-2021	928	50	20	20	CD
stanford-ai-2021	928	51	0	0	CD
stanford-ai-2021	928	52	4	4	CD
stanford-ai-2021	928	53	20	20	CD
stanford-ai-2021	928	54	0	0	CD
stanford-ai-2021	928	55	5	5	CD
stanford-ai-2021	928	56	20	20	CD
stanford-ai-2021	928	57	0	0	CD
stanford-ai-2021	928	58	6	6	CD
stanford-ai-2021	928	59	20	20	CD
stanford-ai-2021	928	60	0	0	CD
stanford-ai-2021	928	61	7	7	CD
stanford-ai-2021	928	62	20	20	CD
stanford-ai-2021	928	63	0	0	CD
stanford-ai-2021	928	64	8	8	CD
stanford-ai-2021	928	65	20	20	CD
stanford-ai-2021	928	66	0	0	CD
stanford-ai-2021	928	67	9	9	CD
stanford-ai-2021	928	68	20	20	CD
stanford-ai-2021	928	69	10	10	CD
stanford-ai-2021	928	70	20	20	CD
stanford-ai-2021	928	71	11	11	CD
stanford-ai-2021	928	72	20	20	CD
stanford-ai-2021	928	73	12	12	CD
stanford-ai-2021	928	74	20	20	CD
stanford-ai-2021	928	75	13	13	CD
stanford-ai-2021	928	76	20	20	CD
stanford-ai-2021	928	77	14	14	CD
stanford-ai-2021	928	78	20	20	CD
stanford-ai-2021	928	79	15	15	CD
stanford-ai-2021	928	80	20	20	CD
stanford-ai-2021	928	81	16	16	CD
stanford-ai-2021	928	82	20	20	CD
stanford-ai-2021	928	83	17	17	CD
stanford-ai-2021	928	84	20	20	CD
stanford-ai-2021	928	85	18	18	CD
stanford-ai-2021	928	86	20	20	CD
stanford-ai-2021	928	87	19	19	CD
stanford-ai-2021	928	88	0.00	0.00	CD
stanford-ai-2021	928	89	0.02	0.02	CD
stanford-ai-2021	928	90	0.04	0.04	CD
stanford-ai-2021	928	91	0.06	0.06	CD
stanford-ai-2021	928	92	A	a	NN
stanford-ai-2021	928	93	ve	ve	JJ
stanford-ai-2021	928	94	ra	ra	NN
stanford-ai-2021	928	95	g	g	NN
stanford-ai-2021	928	96	e	e	NNP
stanford-ai-2021	928	97	N	N	NNP
stanford-ai-2021	928	98	u	u	NNP
stanford-ai-2021	928	99	m	m	NNP
stanford-ai-2021	928	100	b	b	NNP
stanford-ai-2021	928	101	er	er	UH
stanford-ai-2021	928	102	o	o	XX
stanford-ai-2021	928	103	f	f	NNP
stanford-ai-2021	928	104	K	K	NNP
stanford-ai-2021	928	105	ey	ey	UH
stanford-ai-2021	928	106	w	w	NNP
stanford-ai-2021	928	107	o	o	NNP
stanford-ai-2021	928	108	rd	rd	NNP
stanford-ai-2021	928	109	s	s	NNP
stanford-ai-2021	928	110	M	M	NNP
stanford-ai-2021	928	111	at	at	IN
stanford-ai-2021	928	112	ch	ch	NN
stanford-ai-2021	928	113	es	es	XX
stanford-ai-2021	928	114	AVERAGE	average	JJ
stanford-ai-2021	928	115	NUMBER	number	NN
stanford-ai-2021	928	116	of	of	IN
stanford-ai-2021	928	117	PAPER	paper	NN
stanford-ai-2021	928	118	TITLES	titles	NN
stanford-ai-2021	928	119	MENTIONING	mentioning	NN
stanford-ai-2021	928	120	ETHICS	ethic	VBD
stanford-ai-2021	928	121	KEYWORDS	keyword	NNS
stanford-ai-2021	928	122	at	at	IN
stanford-ai-2021	928	123	SELECT	SELECT	NNP
stanford-ai-2021	928	124	LARGE	LARGE	NNP
stanford-ai-2021	928	125	AI	AI	NNP
stanford-ai-2021	928	126	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	928	127	,	,	,
stanford-ai-2021	928	128	2000	2000	CD
stanford-ai-2021	928	129	-	-	SYM
stanford-ai-2021	928	130	19	19	CD
stanford-ai-2021	928	131	Source	source	NN
stanford-ai-2021	928	132	:	:	:
stanford-ai-2021	928	133	Prates	Prates	NNP
stanford-ai-2021	928	134	et	et	FW
stanford-ai-2021	928	135	al	al	NNP
stanford-ai-2021	928	136	.	.	NNP
stanford-ai-2021	928	137	,	,	,
stanford-ai-2021	928	138	2018	2018	CD
stanford-ai-2021	928	139	|	|	NNP
stanford-ai-2021	928	140	Chart	Chart	NNP
stanford-ai-2021	928	141	:	:	:
stanford-ai-2021	928	142	2021	2021	CD
stanford-ai-2021	928	143	AI	AI	NNP
stanford-ai-2021	928	144	Index	Index	NNP
stanford-ai-2021	928	145	Report	Report	NNP
stanford-ai-2021	928	146	AAAI	AAAI	NNP
stanford-ai-2021	928	147	ICML	ICML	NNP
stanford-ai-2021	928	148	ICRA	ICRA	NNP
stanford-ai-2021	928	149	IJCAI	IJCAI	NNP
stanford-ai-2021	928	150	IROS	IROS	NNP
stanford-ai-2021	928	151	NIPS	nips	NN
stanford-ai-2021	928	152	/	/	SYM
stanford-ai-2021	928	153	NeurIPS	NeurIPS	NNP
stanford-ai-2021	928	154	Figure	figure	NN
stanford-ai-2021	928	155	5.3.2	5.3.2	CD
stanford-ai-2021	928	156	C	c	NN
stanford-ai-2021	928	157	H	h	NN
stanford-ai-2021	928	158	A	a	NN
stanford-ai-2021	928	159	P	p	NN
stanford-ai-2021	928	160	T	t	NN
stanford-ai-2021	928	161	E	e	NN
stanford-ai-2021	928	162	R	r	NN
stanford-ai-2021	928	163	5	5	CD
stanford-ai-2021	928	164	:	:	:
stanford-ai-2021	928	165	E	e	NN
stanford-ai-2021	928	166	T	t	NN
stanford-ai-2021	928	167	H	h	NN
stanford-ai-2021	928	168	I	i	NN
stanford-ai-2021	928	169	C	c	NN
stanford-ai-2021	928	170	A	a	NN
stanford-ai-2021	928	171	L	l	NN
stanford-ai-2021	928	172	C	c	NN
stanford-ai-2021	928	173	H	h	NN
stanford-ai-2021	928	174	A	a	NN
stanford-ai-2021	928	175	L	l	NN
stanford-ai-2021	928	176	L	l	NN
stanford-ai-2021	928	177	E	e	NN
stanford-ai-2021	928	178	N	n	NN
stanford-ai-2021	928	179	G	g	NN
stanford-ai-2021	928	180	E	e	NN
stanford-ai-2021	928	181	S	s	NN
stanford-ai-2021	928	182	O	o	NN
stanford-ai-2021	928	183	F	f	NN
stanford-ai-2021	928	184	A	a	NN
stanford-ai-2021	928	185	I	i	NN
stanford-ai-2021	928	186	A	a	NN
stanford-ai-2021	928	187	P	p	NN
stanford-ai-2021	928	188	P	p	NN
stanford-ai-2021	928	189	L	l	NN
stanford-ai-2021	928	190	I	i	NN
stanford-ai-2021	928	191	C	c	NN
stanford-ai-2021	928	192	AT	at	IN
stanford-ai-2021	928	193	I	i	NN
stanford-ai-2021	928	194	O	o	NN
stanford-ai-2021	928	195	N	n	NN
stanford-ai-2021	928	196	S	s	NN
stanford-ai-2021	928	197	5	5	CD
stanford-ai-2021	928	198	.	.	.
stanford-ai-2021	929	1	3	3	LS
stanford-ai-2021	929	2	E	e	NN
stanford-ai-2021	929	3	T	t	NN
stanford-ai-2021	929	4	H	h	NN
stanford-ai-2021	929	5	I	i	NN
stanford-ai-2021	929	6	C	c	NN
stanford-ai-2021	929	7	S	s	NN
stanford-ai-2021	929	8	AT	AT	NNP
stanford-ai-2021	929	9	A	a	NN
stanford-ai-2021	929	10	I	i	NN
stanford-ai-2021	929	11	C	c	NN
stanford-ai-2021	929	12	O	o	NN
stanford-ai-2021	929	13	N	n	NN
stanford-ai-2021	929	14	F	f	NN
stanford-ai-2021	929	15	E	e	NN
stanford-ai-2021	929	16	R	r	NN
stanford-ai-2021	929	17	E	e	NN
stanford-ai-2021	929	18	N	n	NN
stanford-ai-2021	929	19	C	c	NN
stanford-ai-2021	929	20	E	e	NN
stanford-ai-2021	929	21	S	s	NN
stanford-ai-2021	929	22	20	20	CD
stanford-ai-2021	929	23	0	0	CD
stanford-ai-2021	929	24	0	0	CD
stanford-ai-2021	929	25	20	20	CD
stanford-ai-2021	929	26	0	0	CD
stanford-ai-2021	929	27	1	1	CD
stanford-ai-2021	929	28	20	20	CD
stanford-ai-2021	929	29	0	0	CD
stanford-ai-2021	929	30	2	2	CD
stanford-ai-2021	929	31	20	20	CD
stanford-ai-2021	929	32	0	0	CD
stanford-ai-2021	929	33	3	3	CD
stanford-ai-2021	929	34	20	20	CD
stanford-ai-2021	929	35	0	0	CD
stanford-ai-2021	929	36	4	4	CD
stanford-ai-2021	929	37	20	20	CD
stanford-ai-2021	929	38	0	0	CD
stanford-ai-2021	929	39	5	5	CD
stanford-ai-2021	929	40	20	20	CD
stanford-ai-2021	929	41	0	0	CD
stanford-ai-2021	929	42	6	6	CD
stanford-ai-2021	929	43	20	20	CD
stanford-ai-2021	929	44	0	0	CD
stanford-ai-2021	929	45	7	7	CD
stanford-ai-2021	929	46	20	20	CD
stanford-ai-2021	929	47	0	0	CD
stanford-ai-2021	929	48	8	8	CD
stanford-ai-2021	929	49	20	20	CD
stanford-ai-2021	929	50	0	0	CD
stanford-ai-2021	929	51	9	9	CD
stanford-ai-2021	929	52	20	20	CD
stanford-ai-2021	929	53	10	10	CD
stanford-ai-2021	929	54	20	20	CD
stanford-ai-2021	929	55	11	11	CD
stanford-ai-2021	929	56	20	20	CD
stanford-ai-2021	929	57	12	12	CD
stanford-ai-2021	929	58	20	20	CD
stanford-ai-2021	929	59	13	13	CD
stanford-ai-2021	929	60	20	20	CD
stanford-ai-2021	929	61	14	14	CD
stanford-ai-2021	929	62	20	20	CD
stanford-ai-2021	929	63	15	15	CD
stanford-ai-2021	929	64	20	20	CD
stanford-ai-2021	929	65	16	16	CD
stanford-ai-2021	929	66	20	20	CD
stanford-ai-2021	929	67	17	17	CD
stanford-ai-2021	929	68	20	20	CD
stanford-ai-2021	929	69	18	18	CD
stanford-ai-2021	929	70	20	20	CD
stanford-ai-2021	929	71	19	19	CD
stanford-ai-2021	929	72	0	0	CD
stanford-ai-2021	929	73	20	20	CD
stanford-ai-2021	929	74	40	40	CD
stanford-ai-2021	929	75	60	60	CD
stanford-ai-2021	929	76	80	80	CD
stanford-ai-2021	929	77	N	n	CD
stanford-ai-2021	929	78	u	u	NNP
stanford-ai-2021	929	79	m	m	NNP
stanford-ai-2021	929	80	b	b	NNP
stanford-ai-2021	929	81	er	er	UH
stanford-ai-2021	929	82	o	o	XX
stanford-ai-2021	929	83	f	f	NNP
stanford-ai-2021	929	84	P	p	NN
stanford-ai-2021	929	85	ap	ap	NNP
stanford-ai-2021	929	86	er	er	UH
stanford-ai-2021	929	87	T	T	NNP
stanford-ai-2021	929	88	it	-PRON-	PRP
stanford-ai-2021	929	89	le	le	FW
stanford-ai-2021	929	90	s	s	NNP
stanford-ai-2021	929	91	70	70	CD
stanford-ai-2021	929	92	NUMBER	number	NN
stanford-ai-2021	929	93	of	of	IN
stanford-ai-2021	929	94	PAPER	paper	NN
stanford-ai-2021	929	95	TITLES	titles	NN
stanford-ai-2021	929	96	MENTIONING	mentioning	NN
stanford-ai-2021	929	97	ETHICS	ethics	NN
stanford-ai-2021	929	98	KEYWORDS	keyword	NNS
stanford-ai-2021	929	99	at	at	IN
stanford-ai-2021	929	100	AI	AI	NNP
stanford-ai-2021	929	101	CONFERENCES	CONFERENCES	NNP
stanford-ai-2021	929	102	,	,	,
stanford-ai-2021	929	103	2000	2000	CD
stanford-ai-2021	929	104	-	-	SYM
stanford-ai-2021	929	105	19	19	CD
stanford-ai-2021	929	106	Source	source	NN
stanford-ai-2021	929	107	:	:	:
stanford-ai-2021	929	108	Prates	Prates	NNP
stanford-ai-2021	929	109	et	et	FW
stanford-ai-2021	929	110	al	al	NNP
stanford-ai-2021	929	111	.	.	NNP
stanford-ai-2021	929	112	,	,	,
stanford-ai-2021	929	113	2018	2018	CD
stanford-ai-2021	929	114	|	|	NNP
stanford-ai-2021	929	115	Chart	Chart	NNP
stanford-ai-2021	929	116	:	:	:
stanford-ai-2021	929	117	2021	2021	CD
stanford-ai-2021	929	118	AI	AI	NNP
stanford-ai-2021	929	119	Index	Index	NNP
stanford-ai-2021	929	120	Report	Report	NNP
stanford-ai-2021	929	121	Figure	Figure	NNP
stanford-ai-2021	929	122	5.3.1	5.3.1	NNP
stanford-ai-2021	929	123	TA	TA	NNP
stanford-ai-2021	929	124	B	b	NN
stanford-ai-2021	929	125	L	l	NN
stanford-ai-2021	929	126	E	e	NN
stanford-ai-2021	929	127	O	o	NN
stanford-ai-2021	929	128	F	f	NN
stanford-ai-2021	929	129	C	c	NN
stanford-ai-2021	929	130	O	o	NN
stanford-ai-2021	929	131	N	n	NN
stanford-ai-2021	929	132	T	t	NN
stanford-ai-2021	929	133	E	e	NN
stanford-ai-2021	929	134	N	n	NN
stanford-ai-2021	929	135	T	t	NN
stanford-ai-2021	929	136	S	s	NN
stanford-ai-2021	929	137	1	1	CD
stanford-ai-2021	929	138	3	3	CD
stanford-ai-2021	929	139	4C	4c	NN
stanford-ai-2021	929	140	H	h	NN
stanford-ai-2021	929	141	A	A	NNP
stanford-ai-2021	929	142	P	p	NN
stanford-ai-2021	929	143	T	t	NN
stanford-ai-2021	929	144	E	e	NN
stanford-ai-2021	929	145	R	r	NN
stanford-ai-2021	929	146	5	5	CD
stanford-ai-2021	929	147	P	p	NN
stanford-ai-2021	929	148	R	r	NN
stanford-ai-2021	929	149	E	e	NN
stanford-ai-2021	929	150	V	v	NN
stanford-ai-2021	929	151	I	i	NN
stanford-ai-2021	929	152	E	e	NN
stanford-ai-2021	929	153	W	W	NNP
stanford-ai-2021	929	154	Artificial	Artificial	NNP
stanford-ai-2021	929	155	Intelligence	Intelligence	NNP
stanford-ai-2021	929	156	Index	Index	NNP
stanford-ai-2021	929	157	Report	Report	NNP
stanford-ai-2021	929	158	2021	2021	CD
stanford-ai-2021	929	159	0	0	CD
stanford-ai-2021	929	160	2	2	CD
stanford-ai-2021	929	161	4	4	CD
stanford-ai-2021	929	162	6	6	CD
stanford-ai-2021	929	163	8	8	CD
stanford-ai-2021	929	164	10	10	CD
stanford-ai-2021	929	165	12	12	CD
stanford-ai-2021	929	166	Keynote	keynote	JJ
stanford-ai-2021	929	167	events	event	NNS
stanford-ai-2021	929	168	or	or	CC
stanford-ai-2021	929	169	panel	panel	NN
stanford-ai-2021	929	170	discussions	discussion	NNS
stanford-ai-2021	929	171	on	on	IN
stanford-ai-2021	929	172	AI	AI	NNP
stanford-ai-2021	929	173	ethics	ethic	NNS
stanford-ai-2021	929	174	University	University	NNP
stanford-ai-2021	929	175	-	-	HYPH
stanford-ai-2021	929	176	wide	wide	JJ
stanford-ai-2021	929	177	undergraduate	undergraduate	VBP
stanford-ai-2021	929	178	general	general	JJ
stanford-ai-2021	929	179	requirement	requirement	NN
stanford-ai-2021	929	180	courses	course	NNS
stanford-ai-2021	929	181	on	on	IN
stanford-ai-2021	929	182	broadly	broadly	RB
stanford-ai-2021	929	183	defined	define	VBN
stanford-ai-2021	929	184	ethics	ethic	NNS
stanford-ai-2021	929	185	Standalone	Standalone	NNP
stanford-ai-2021	929	186	courses	course	NNS
stanford-ai-2021	929	187	on	on	IN
stanford-ai-2021	929	188	AI	AI	NNP
stanford-ai-2021	929	189	ethics	ethic	NNS
stanford-ai-2021	929	190	in	in	IN
stanford-ai-2021	929	191	CS	CS	NNP
stanford-ai-2021	929	192	or	or	CC
stanford-ai-2021	929	193	Other	Other	NNP
stanford-ai-2021	929	194	Departments	Departments	NNPS
stanford-ai-2021	929	195	Stand	stand	VB
stanford-ai-2021	929	196	-	-	HYPH
stanford-ai-2021	929	197	alone	alone	RB
stanford-ai-2021	929	198	courses	course	NNS
stanford-ai-2021	929	199	on	on	IN
stanford-ai-2021	929	200	CS	CS	NNP
stanford-ai-2021	929	201	ethics	ethic	NNS
stanford-ai-2021	929	202	in	in	IN
stanford-ai-2021	929	203	CS	CS	NNP
stanford-ai-2021	929	204	or	or	CC
stanford-ai-2021	929	205	Other	Other	NNP
stanford-ai-2021	929	206	Departments	Departments	NNPS
stanford-ai-2021	929	207	Ethics	Ethics	NNP
stanford-ai-2021	929	208	modules	module	NNS
stanford-ai-2021	929	209	embedded	embed	VBN
stanford-ai-2021	929	210	into	into	IN
stanford-ai-2021	929	211	CS	CS	NNP
stanford-ai-2021	929	212	courses	course	NNS
stanford-ai-2021	929	213	AI	AI	NNP
stanford-ai-2021	929	214	ethics	ethic	NNS
stanford-ai-2021	929	215	–	–	:
stanford-ai-2021	929	216	related	related	JJ
stanford-ai-2021	929	217	student	student	NN
stanford-ai-2021	929	218	groups	group	NNS
stanford-ai-2021	929	219	/	/	SYM
stanford-ai-2021	929	220	organizations	organization	NNS
stanford-ai-2021	929	221	AI	AI	NNP
stanford-ai-2021	929	222	ETHICS	ETHICS	NNP
stanford-ai-2021	929	223	OFFERING	offer	VBG
stanford-ai-2021	929	224	at	at	IN
stanford-ai-2021	929	225	CS	CS	NNP
stanford-ai-2021	929	226	DEPARTMENTS	DEPARTMENTS	NNP
stanford-ai-2021	929	227	of	of	IN
stanford-ai-2021	929	228	TOP	top	JJ
stanford-ai-2021	929	229	UNIVERSITIES	university	NNS
stanford-ai-2021	929	230	around	around	IN
stanford-ai-2021	929	231	the	the	DT
stanford-ai-2021	929	232	WORLD	world	NN
stanford-ai-2021	929	233	,	,	,
stanford-ai-2021	929	234	AY	AY	NNP
stanford-ai-2021	929	235	2019	2019	CD
stanford-ai-2021	929	236	-	-	SYM
stanford-ai-2021	929	237	20	20	CD
stanford-ai-2021	929	238	Source	source	NN
stanford-ai-2021	929	239	:	:	:
stanford-ai-2021	929	240	AI	AI	NNP
stanford-ai-2021	929	241	Index	Index	NNP
stanford-ai-2021	929	242	,	,	,
stanford-ai-2021	929	243	2020	2020	CD
stanford-ai-2021	929	244	|	|	NNP
stanford-ai-2021	929	245	Chart	Chart	NNP
stanford-ai-2021	929	246	:	:	:
stanford-ai-2021	929	247	2021	2021	CD
stanford-ai-2021	929	248	AI	AI	NNP
stanford-ai-2021	929	249	Index	Index	NNP
stanford-ai-2021	929	250	Report	Report	NNP
stanford-ai-2021	929	251	Figure	Figure	NNP
stanford-ai-2021	929	252	5.4.1	5.4.1	NNP
stanford-ai-2021	929	253	Chapter	Chapter	NNP
stanford-ai-2021	929	254	4	4	CD
stanford-ai-2021	929	255	introduced	introduce	VBD
stanford-ai-2021	929	256	a	a	DT
stanford-ai-2021	929	257	survey	survey	NN
stanford-ai-2021	929	258	of	of	IN
stanford-ai-2021	929	259	computer	computer	NN
stanford-ai-2021	929	260	science	science	NN
stanford-ai-2021	929	261	departments	department	NNS
stanford-ai-2021	929	262	or	or	CC
stanford-ai-2021	929	263	schools	school	NNS
stanford-ai-2021	929	264	at	at	IN
stanford-ai-2021	929	265	top	top	JJ
stanford-ai-2021	929	266	universities	university	NNS
stanford-ai-2021	929	267	around	around	IN
stanford-ai-2021	929	268	the	the	DT
stanford-ai-2021	929	269	world	world	NN
stanford-ai-2021	929	270	in	in	IN
stanford-ai-2021	929	271	order	order	NN
stanford-ai-2021	929	272	to	to	TO
stanford-ai-2021	929	273	assess	assess	VB
stanford-ai-2021	929	274	the	the	DT
stanford-ai-2021	929	275	state	state	NN
stanford-ai-2021	929	276	of	of	IN
stanford-ai-2021	929	277	AI	AI	NNP
stanford-ai-2021	929	278	education	education	NN
stanford-ai-2021	929	279	in	in	IN
stanford-ai-2021	929	280	higher	high	JJR
stanford-ai-2021	929	281	education	education	NN
stanford-ai-2021	929	282	institutions.2	institutions.2	CC
stanford-ai-2021	929	283	In	in	IN
stanford-ai-2021	929	284	part	part	NN
stanford-ai-2021	929	285	,	,	,
stanford-ai-2021	929	286	the	the	DT
stanford-ai-2021	929	287	survey	survey	NN
stanford-ai-2021	929	288	asked	ask	VBD
stanford-ai-2021	929	289	whether	whether	IN
stanford-ai-2021	929	290	the	the	DT
stanford-ai-2021	929	291	CS	CS	NNP
stanford-ai-2021	929	292	department	department	NN
stanford-ai-2021	929	293	or	or	CC
stanford-ai-2021	929	294	university	university	NN
stanford-ai-2021	929	295	offers	offer	VBZ
stanford-ai-2021	929	296	the	the	DT
stanford-ai-2021	929	297	opportunity	opportunity	NN
stanford-ai-2021	929	298	to	to	TO
stanford-ai-2021	929	299	learn	learn	VB
stanford-ai-2021	929	300	about	about	IN
stanford-ai-2021	929	301	the	the	DT
stanford-ai-2021	929	302	ethical	ethical	JJ
stanford-ai-2021	929	303	side	side	NN
stanford-ai-2021	929	304	of	of	IN
stanford-ai-2021	929	305	AI	AI	NNP
stanford-ai-2021	929	306	and	and	CC
stanford-ai-2021	929	307	CS	CS	NNP
stanford-ai-2021	929	308	.	.	.
stanford-ai-2021	930	1	Among	among	IN
stanford-ai-2021	930	2	the	the	DT
stanford-ai-2021	930	3	16	16	CD
stanford-ai-2021	930	4	universities	university	NNS
stanford-ai-2021	930	5	that	that	WDT
stanford-ai-2021	930	6	completed	complete	VBD
stanford-ai-2021	930	7	the	the	DT
stanford-ai-2021	930	8	survey	survey	NN
stanford-ai-2021	930	9	,	,	,
stanford-ai-2021	930	10	13	13	CD
stanford-ai-2021	930	11	reported	report	VBD
stanford-ai-2021	930	12	some	some	DT
stanford-ai-2021	930	13	type	type	NN
stanford-ai-2021	930	14	of	of	IN
stanford-ai-2021	930	15	relevant	relevant	JJ
stanford-ai-2021	930	16	offering	offering	NN
stanford-ai-2021	930	17	.	.	.
stanford-ai-2021	931	1	Figure	Figure	NNP
stanford-ai-2021	931	2	5.4.1	5.4.1	NNP
stanford-ai-2021	931	3	shows	show	VBZ
stanford-ai-2021	931	4	that	that	IN
stanford-ai-2021	931	5	11	11	CD
stanford-ai-2021	931	6	of	of	IN
stanford-ai-2021	931	7	the	the	DT
stanford-ai-2021	931	8	18	18	CD
stanford-ai-2021	931	9	departments	department	NNS
stanford-ai-2021	931	10	report	report	VBP
stanford-ai-2021	931	11	hosting	host	VBG
stanford-ai-2021	931	12	keynote	keynote	JJ
stanford-ai-2021	931	13	events	event	NNS
stanford-ai-2021	931	14	or	or	CC
stanford-ai-2021	931	15	panel	panel	NN
stanford-ai-2021	931	16	discussions	discussion	NNS
stanford-ai-2021	931	17	on	on	IN
stanford-ai-2021	931	18	AI	AI	NNP
stanford-ai-2021	931	19	ethics	ethic	NNS
stanford-ai-2021	931	20	,	,	,
stanford-ai-2021	931	21	while	while	IN
stanford-ai-2021	931	22	7	7	CD
stanford-ai-2021	931	23	of	of	IN
stanford-ai-2021	931	24	them	-PRON-	PRP
stanford-ai-2021	931	25	offer	offer	VBP
stanford-ai-2021	931	26	stand	stand	VB
stanford-ai-2021	931	27	-	-	HYPH
stanford-ai-2021	931	28	alone	alone	RB
stanford-ai-2021	931	29	courses	course	NNS
stanford-ai-2021	931	30	on	on	IN
stanford-ai-2021	931	31	AI	AI	NNP
stanford-ai-2021	931	32	ethics	ethic	NNS
stanford-ai-2021	931	33	in	in	IN
stanford-ai-2021	931	34	CS	CS	NNP
stanford-ai-2021	931	35	or	or	CC
stanford-ai-2021	931	36	other	other	JJ
stanford-ai-2021	931	37	departments	department	NNS
stanford-ai-2021	931	38	at	at	IN
stanford-ai-2021	931	39	their	-PRON-	PRP$
stanford-ai-2021	931	40	university	university	NN
stanford-ai-2021	931	41	.	.	.
stanford-ai-2021	932	1	Some	some	DT
stanford-ai-2021	932	2	universities	university	NNS
stanford-ai-2021	932	3	also	also	RB
stanford-ai-2021	932	4	offer	offer	VBP
stanford-ai-2021	932	5	classes	class	NNS
stanford-ai-2021	932	6	on	on	IN
stanford-ai-2021	932	7	ethics	ethic	NNS
stanford-ai-2021	932	8	in	in	IN
stanford-ai-2021	932	9	the	the	DT
stanford-ai-2021	932	10	computer	computer	NN
stanford-ai-2021	932	11	science	science	NN
stanford-ai-2021	932	12	field	field	NN
stanford-ai-2021	932	13	in	in	IN
stanford-ai-2021	932	14	general	general	JJ
stanford-ai-2021	932	15	,	,	,
stanford-ai-2021	932	16	including	include	VBG
stanford-ai-2021	932	17	stand	stand	VB
stanford-ai-2021	932	18	-	-	HYPH
stanford-ai-2021	932	19	alone	alone	RB
stanford-ai-2021	932	20	CS	CS	NNP
stanford-ai-2021	932	21	ethics	ethic	NNS
stanford-ai-2021	932	22	courses	course	NNS
stanford-ai-2021	932	23	or	or	CC
stanford-ai-2021	932	24	ethics	ethic	NNS
stanford-ai-2021	932	25	modules	module	NNS
stanford-ai-2021	932	26	embedded	embed	VBN
stanford-ai-2021	932	27	in	in	IN
stanford-ai-2021	932	28	the	the	DT
stanford-ai-2021	932	29	CS	CS	NNP
stanford-ai-2021	932	30	curriculum	curriculum	NN
stanford-ai-2021	932	31	offering.3	offering.3	CD
stanford-ai-2021	932	32	5.4	5.4	CD
stanford-ai-2021	932	33	ETHICS	ethics	NN
stanford-ai-2021	932	34	OFFERINGS	offering	NNS
stanford-ai-2021	932	35	AT	at	IN
stanford-ai-2021	932	36	HIGHER	high	JJR
stanford-ai-2021	932	37	EDUCATION	education	NN
stanford-ai-2021	932	38	INSTITUTIONS	institution	NNS
stanford-ai-2021	932	39	C	c	NN
stanford-ai-2021	932	40	H	h	NN
stanford-ai-2021	932	41	A	a	NN
stanford-ai-2021	932	42	P	p	NN
stanford-ai-2021	932	43	T	t	NN
stanford-ai-2021	932	44	E	e	NN
stanford-ai-2021	932	45	R	r	NN
stanford-ai-2021	932	46	5	5	CD
stanford-ai-2021	932	47	:	:	:
stanford-ai-2021	932	48	E	e	NN
stanford-ai-2021	932	49	T	t	NN
stanford-ai-2021	932	50	H	h	NN
stanford-ai-2021	932	51	I	i	NN
stanford-ai-2021	932	52	C	c	NN
stanford-ai-2021	932	53	A	a	NN
stanford-ai-2021	932	54	L	l	NN
stanford-ai-2021	932	55	C	c	NN
stanford-ai-2021	932	56	H	h	NN
stanford-ai-2021	932	57	A	a	NN
stanford-ai-2021	932	58	L	l	NN
stanford-ai-2021	932	59	L	l	NN
stanford-ai-2021	932	60	E	e	NN
stanford-ai-2021	932	61	N	n	NN
stanford-ai-2021	932	62	G	g	NN
stanford-ai-2021	932	63	E	e	NN
stanford-ai-2021	932	64	S	s	NN
stanford-ai-2021	932	65	O	o	NN
stanford-ai-2021	932	66	F	f	NN
stanford-ai-2021	932	67	A	a	NN
stanford-ai-2021	932	68	I	i	NN
stanford-ai-2021	932	69	A	a	NN
stanford-ai-2021	932	70	P	p	NN
stanford-ai-2021	932	71	P	p	NN
stanford-ai-2021	932	72	L	l	NN
stanford-ai-2021	932	73	I	i	NN
stanford-ai-2021	932	74	C	c	NN
stanford-ai-2021	932	75	AT	at	IN
stanford-ai-2021	932	76	I	i	NN
stanford-ai-2021	932	77	O	o	NN
stanford-ai-2021	932	78	N	n	NN
stanford-ai-2021	932	79	S	s	NN
stanford-ai-2021	932	80	5	5	CD
stanford-ai-2021	932	81	.	.	.
stanford-ai-2021	933	1	4	4	LS
stanford-ai-2021	933	2	E	e	NN
stanford-ai-2021	933	3	T	t	NN
stanford-ai-2021	933	4	H	h	NN
stanford-ai-2021	933	5	I	i	NN
stanford-ai-2021	933	6	C	c	NN
stanford-ai-2021	933	7	S	s	NN
stanford-ai-2021	933	8	O	o	NN
stanford-ai-2021	933	9	F	f	NN
stanford-ai-2021	933	10	F	f	NN
stanford-ai-2021	933	11	E	e	NN
stanford-ai-2021	933	12	R	r	NN
stanford-ai-2021	933	13	I	i	NN
stanford-ai-2021	933	14	N	n	NN
stanford-ai-2021	933	15	G	g	NN
stanford-ai-2021	933	16	S	s	NN
stanford-ai-2021	933	17	AT	at	NN
stanford-ai-2021	933	18	H	h	NN
stanford-ai-2021	933	19	I	i	NN
stanford-ai-2021	933	20	G	g	NN
stanford-ai-2021	933	21	H	h	NN
stanford-ai-2021	933	22	E	e	NN
stanford-ai-2021	933	23	R	r	NN
stanford-ai-2021	933	24	E	e	NN
stanford-ai-2021	933	25	D	d	NN
stanford-ai-2021	933	26	U	u	NN
stanford-ai-2021	933	27	C	c	NN
stanford-ai-2021	933	28	AT	at	IN
stanford-ai-2021	933	29	I	i	NN
stanford-ai-2021	933	30	O	o	NN
stanford-ai-2021	933	31	N	n	NN
stanford-ai-2021	933	32	I	i	NN
stanford-ai-2021	933	33	N	n	NN
stanford-ai-2021	933	34	S	s	NN
stanford-ai-2021	933	35	T	t	NN
stanford-ai-2021	933	36	I	i	NN
stanford-ai-2021	933	37	T	t	NN
stanford-ai-2021	933	38	U	u	NN
stanford-ai-2021	933	39	T	t	NN
stanford-ai-2021	933	40	I	i	NN
stanford-ai-2021	933	41	O	o	NN
stanford-ai-2021	933	42	N	n	NN
stanford-ai-2021	933	43	S	s	NN
stanford-ai-2021	933	44	2	2	CD
stanford-ai-2021	933	45	The	the	DT
stanford-ai-2021	933	46	survey	survey	NN
stanford-ai-2021	933	47	was	be	VBD
stanford-ai-2021	933	48	distributed	distribute	VBN
stanford-ai-2021	933	49	to	to	IN
stanford-ai-2021	933	50	73	73	CD
stanford-ai-2021	933	51	universities	university	NNS
stanford-ai-2021	933	52	online	online	RB
stanford-ai-2021	933	53	over	over	IN
stanford-ai-2021	933	54	three	three	CD
stanford-ai-2021	933	55	waves	wave	NNS
stanford-ai-2021	933	56	from	from	IN
stanford-ai-2021	933	57	November	November	NNP
stanford-ai-2021	933	58	2020	2020	CD
stanford-ai-2021	933	59	to	to	IN
stanford-ai-2021	933	60	January	January	NNP
stanford-ai-2021	933	61	2021	2021	CD
stanford-ai-2021	933	62	and	and	CC
stanford-ai-2021	933	63	completed	complete	VBN
stanford-ai-2021	933	64	by	by	IN
stanford-ai-2021	933	65	18	18	CD
stanford-ai-2021	933	66	universities	university	NNS
stanford-ai-2021	933	67	,	,	,
stanford-ai-2021	933	68	a	a	DT
stanford-ai-2021	933	69	24.7	24.7	CD
stanford-ai-2021	933	70	%	%	NN
stanford-ai-2021	933	71	response	response	NN
stanford-ai-2021	933	72	rate	rate	NN
stanford-ai-2021	933	73	.	.	.
stanford-ai-2021	934	1	The	the	DT
stanford-ai-2021	934	2	18	18	CD
stanford-ai-2021	934	3	universities	university	NNS
stanford-ai-2021	934	4	are	be	VBP
stanford-ai-2021	934	5	—	—	:
stanford-ai-2021	934	6	Belgium	Belgium	NNP
stanford-ai-2021	934	7	:	:	:
stanford-ai-2021	934	8	Katholieke	Katholieke	NNP
stanford-ai-2021	934	9	Universiteit	Universiteit	NNP
stanford-ai-2021	934	10	Leuven	Leuven	NNP
stanford-ai-2021	934	11	;	;	:
stanford-ai-2021	934	12	Canada	Canada	NNP
stanford-ai-2021	934	13	:	:	:
stanford-ai-2021	934	14	McGill	McGill	NNP
stanford-ai-2021	934	15	University	University	NNP
stanford-ai-2021	934	16	;	;	:
stanford-ai-2021	934	17	China	China	NNP
stanford-ai-2021	934	18	:	:	:
stanford-ai-2021	934	19	Shanghai	Shanghai	NNP
stanford-ai-2021	934	20	Jiao	Jiao	NNP
stanford-ai-2021	934	21	Tong	Tong	NNP
stanford-ai-2021	934	22	University	University	NNP
stanford-ai-2021	934	23	,	,	,
stanford-ai-2021	934	24	Tsinghua	Tsinghua	NNP
stanford-ai-2021	934	25	University	University	NNP
stanford-ai-2021	934	26	;	;	:
stanford-ai-2021	934	27	Germany	Germany	NNP
stanford-ai-2021	934	28	:	:	:
stanford-ai-2021	934	29	Ludwig	Ludwig	NNP
stanford-ai-2021	934	30	Maximilian	Maximilian	NNP
stanford-ai-2021	934	31	University	University	NNP
stanford-ai-2021	934	32	of	of	IN
stanford-ai-2021	934	33	Munich	Munich	NNP
stanford-ai-2021	934	34	,	,	,
stanford-ai-2021	934	35	Technical	Technical	NNP
stanford-ai-2021	934	36	University	University	NNP
stanford-ai-2021	934	37	of	of	IN
stanford-ai-2021	934	38	Munich	Munich	NNP
stanford-ai-2021	934	39	;	;	:
stanford-ai-2021	934	40	Russia	Russia	NNP
stanford-ai-2021	934	41	:	:	:
stanford-ai-2021	934	42	Higher	Higher	NNP
stanford-ai-2021	934	43	School	School	NNP
stanford-ai-2021	934	44	of	of	IN
stanford-ai-2021	934	45	Economics	Economics	NNP
stanford-ai-2021	934	46	,	,	,
stanford-ai-2021	934	47	Moscow	Moscow	NNP
stanford-ai-2021	934	48	Institute	Institute	NNP
stanford-ai-2021	934	49	of	of	IN
stanford-ai-2021	934	50	Physics	Physics	NNP
stanford-ai-2021	934	51	and	and	CC
stanford-ai-2021	934	52	Technology	Technology	NNP
stanford-ai-2021	934	53	;	;	:
stanford-ai-2021	934	54	Switzerland	Switzerland	NNP
stanford-ai-2021	934	55	:	:	:
stanford-ai-2021	934	56	École	École	NNP
stanford-ai-2021	934	57	Polytechnique	Polytechnique	NNP
stanford-ai-2021	934	58	Fédérale	Fédérale	NNP
stanford-ai-2021	934	59	de	de	IN
stanford-ai-2021	934	60	Lausanne	Lausanne	NNP
stanford-ai-2021	934	61	;	;	:
stanford-ai-2021	934	62	United	United	NNP
stanford-ai-2021	934	63	Kingdom	Kingdom	NNP
stanford-ai-2021	934	64	:	:	:
stanford-ai-2021	934	65	University	University	NNP
stanford-ai-2021	934	66	of	of	IN
stanford-ai-2021	934	67	Cambridge	Cambridge	NNP
stanford-ai-2021	934	68	;	;	:
stanford-ai-2021	934	69	United	United	NNP
stanford-ai-2021	934	70	States	States	NNP
stanford-ai-2021	934	71	:	:	:
stanford-ai-2021	934	72	California	California	NNP
stanford-ai-2021	934	73	Institute	Institute	NNP
stanford-ai-2021	934	74	of	of	IN
stanford-ai-2021	934	75	Technology	Technology	NNP
stanford-ai-2021	934	76	,	,	,
stanford-ai-2021	934	77	Carnegie	Carnegie	NNP
stanford-ai-2021	934	78	Mellon	Mellon	NNP
stanford-ai-2021	934	79	University	University	NNP
stanford-ai-2021	934	80	(	(	-LRB-
stanford-ai-2021	934	81	Department	Department	NNP
stanford-ai-2021	934	82	of	of	IN
stanford-ai-2021	934	83	Machine	Machine	NNP
stanford-ai-2021	934	84	Learning	Learning	NNP
stanford-ai-2021	934	85	)	)	-RRB-
stanford-ai-2021	934	86	,	,	,
stanford-ai-2021	934	87	Columbia	Columbia	NNP
stanford-ai-2021	934	88	University	University	NNP
stanford-ai-2021	934	89	,	,	,
stanford-ai-2021	934	90	Harvard	Harvard	NNP
stanford-ai-2021	934	91	University	University	NNP
stanford-ai-2021	934	92	,	,	,
stanford-ai-2021	934	93	Stanford	Stanford	NNP
stanford-ai-2021	934	94	University	University	NNP
stanford-ai-2021	934	95	,	,	,
stanford-ai-2021	934	96	University	University	NNP
stanford-ai-2021	934	97	of	of	IN
stanford-ai-2021	934	98	Wisconsin	Wisconsin	NNP
stanford-ai-2021	934	99	–	–	:
stanford-ai-2021	934	100	Madison	Madison	NNP
stanford-ai-2021	934	101	,	,	,
stanford-ai-2021	934	102	University	University	NNP
stanford-ai-2021	934	103	of	of	IN
stanford-ai-2021	934	104	Texas	Texas	NNP
stanford-ai-2021	934	105	at	at	IN
stanford-ai-2021	934	106	Austin	Austin	NNP
stanford-ai-2021	934	107	,	,	,
stanford-ai-2021	934	108	Yale	Yale	NNP
stanford-ai-2021	934	109	University	University	NNP
stanford-ai-2021	934	110	.	.	.
stanford-ai-2021	935	1	3	3	CD
stanford-ai-2021	935	2	The	the	DT
stanford-ai-2021	935	3	survey	survey	NN
stanford-ai-2021	935	4	did	do	VBD
stanford-ai-2021	935	5	not	not	RB
stanford-ai-2021	935	6	explicitly	explicitly	RB
stanford-ai-2021	935	7	present	present	VB
stanford-ai-2021	935	8	“	"	``
stanford-ai-2021	935	9	Ethics	Ethics	NNP
stanford-ai-2021	935	10	modules	module	NNS
stanford-ai-2021	935	11	embedded	embed	VBN
stanford-ai-2021	935	12	into	into	IN
stanford-ai-2021	935	13	CS	CS	NNP
stanford-ai-2021	935	14	courses	course	NNS
stanford-ai-2021	935	15	”	"	''
stanford-ai-2021	935	16	as	as	IN
stanford-ai-2021	935	17	an	an	DT
stanford-ai-2021	935	18	option	option	NN
stanford-ai-2021	935	19	.	.	.
stanford-ai-2021	936	1	Selections	selection	NNS
stanford-ai-2021	936	2	were	be	VBD
stanford-ai-2021	936	3	filled	fill	VBN
stanford-ai-2021	936	4	in	in	IN
stanford-ai-2021	936	5	the	the	DT
stanford-ai-2021	936	6	“	"	``
stanford-ai-2021	936	7	Others	Others	NNPS
stanford-ai-2021	936	8	”	"	''
stanford-ai-2021	936	9	option	option	NN
stanford-ai-2021	936	10	.	.	.
stanford-ai-2021	937	1	This	this	DT
stanford-ai-2021	937	2	will	will	MD
stanford-ai-2021	937	3	be	be	VB
stanford-ai-2021	937	4	included	include	VBN
stanford-ai-2021	937	5	in	in	IN
stanford-ai-2021	937	6	next	next	JJ
stanford-ai-2021	937	7	year	year	NN
stanford-ai-2021	937	8	’s	’s	POS
stanford-ai-2021	937	9	survey	survey	NN
stanford-ai-2021	937	10	.	.	.
stanford-ai-2021	938	1	11	11	CD
stanford-ai-2021	938	2	of	of	IN
stanford-ai-2021	938	3	the	the	DT
stanford-ai-2021	938	4	18	18	CD
stanford-ai-2021	938	5	departments	department	NNS
stanford-ai-2021	938	6	report	report	VBP
stanford-ai-2021	938	7	hosting	host	VBG
stanford-ai-2021	938	8	keynote	keynote	JJ
stanford-ai-2021	938	9	events	event	NNS
stanford-ai-2021	938	10	or	or	CC
stanford-ai-2021	938	11	panel	panel	NN
stanford-ai-2021	938	12	discussions	discussion	NNS
stanford-ai-2021	938	13	on	on	IN
stanford-ai-2021	938	14	AI	AI	NNP
stanford-ai-2021	938	15	ethics	ethic	NNS
stanford-ai-2021	938	16	,	,	,
stanford-ai-2021	938	17	while	while	IN
stanford-ai-2021	938	18	7	7	CD
stanford-ai-2021	938	19	of	of	IN
stanford-ai-2021	938	20	them	-PRON-	PRP
stanford-ai-2021	938	21	offer	offer	VBP
stanford-ai-2021	938	22	stand	stand	VB
stanford-ai-2021	938	23	-	-	HYPH
stanford-ai-2021	938	24	alone	alone	RB
stanford-ai-2021	938	25	courses	course	NNS
stanford-ai-2021	938	26	on	on	IN
stanford-ai-2021	938	27	AI	AI	NNP
stanford-ai-2021	938	28	ethics	ethic	NNS
stanford-ai-2021	938	29	in	in	IN
stanford-ai-2021	938	30	CS	CS	NNP
stanford-ai-2021	938	31	or	or	CC
stanford-ai-2021	938	32	other	other	JJ
stanford-ai-2021	938	33	departments	department	NNS
stanford-ai-2021	938	34	at	at	IN
stanford-ai-2021	938	35	their	-PRON-	PRP$
stanford-ai-2021	938	36	university	university	NN
stanford-ai-2021	938	37	.	.	.
stanford-ai-2021	939	1	TA	TA	NNP
stanford-ai-2021	939	2	B	B	NNP
stanford-ai-2021	939	3	L	l	NN
stanford-ai-2021	939	4	E	e	NN
stanford-ai-2021	939	5	O	o	NN
stanford-ai-2021	939	6	F	f	NN
stanford-ai-2021	939	7	C	c	NN
stanford-ai-2021	939	8	O	o	NN
stanford-ai-2021	939	9	N	n	NN
stanford-ai-2021	939	10	T	t	NN
stanford-ai-2021	939	11	E	e	NN
stanford-ai-2021	939	12	N	n	NN
stanford-ai-2021	939	13	T	t	NN
stanford-ai-2021	939	14	S	s	NN
stanford-ai-2021	939	15	1	1	CD
stanford-ai-2021	939	16	3	3	CD
stanford-ai-2021	939	17	5C	5c	NN
stanford-ai-2021	939	18	H	h	NN
stanford-ai-2021	939	19	A	a	NN
stanford-ai-2021	939	20	P	p	NN
stanford-ai-2021	939	21	T	t	NN
stanford-ai-2021	939	22	E	e	NN
stanford-ai-2021	939	23	R	r	NN
stanford-ai-2021	939	24	6	6	CD
stanford-ai-2021	939	25	P	p	NN
stanford-ai-2021	939	26	R	r	NN
stanford-ai-2021	939	27	E	e	NN
stanford-ai-2021	939	28	V	v	NN
stanford-ai-2021	939	29	I	i	NN
stanford-ai-2021	939	30	E	e	NN
stanford-ai-2021	939	31	W	W	NNP
stanford-ai-2021	939	32	Artificial	Artificial	NNP
stanford-ai-2021	939	33	Intelligence	Intelligence	NNP
stanford-ai-2021	939	34	Index	Index	NNP
stanford-ai-2021	939	35	Report	Report	NNP
stanford-ai-2021	939	36	2021	2021	CD
stanford-ai-2021	939	37	CHAPTER	chapter	NN
stanford-ai-2021	939	38	6	6	CD
stanford-ai-2021	939	39	:	:	:
stanford-ai-2021	939	40	Diversity	diversity	NN
stanford-ai-2021	939	41	in	in	IN
stanford-ai-2021	939	42	AI	AI	NNP
stanford-ai-2021	939	43	Artificial	Artificial	NNP
stanford-ai-2021	939	44	Intelligence	Intelligence	NNP
stanford-ai-2021	939	45	Index	Index	NNP
stanford-ai-2021	939	46	Report	Report	NNP
stanford-ai-2021	939	47	2021	2021	CD
stanford-ai-2021	939	48	TA	TA	NNP
stanford-ai-2021	939	49	B	B	NNP
stanford-ai-2021	939	50	L	l	NN
stanford-ai-2021	939	51	E	e	NN
stanford-ai-2021	939	52	O	o	NN
stanford-ai-2021	939	53	F	f	NN
stanford-ai-2021	939	54	C	c	NN
stanford-ai-2021	939	55	O	o	NN
stanford-ai-2021	939	56	N	n	NN
stanford-ai-2021	939	57	T	t	NN
stanford-ai-2021	939	58	E	e	NN
stanford-ai-2021	939	59	N	n	NN
stanford-ai-2021	939	60	T	t	NN
stanford-ai-2021	939	61	S	s	NN
stanford-ai-2021	939	62	1	1	CD
stanford-ai-2021	939	63	3	3	CD
stanford-ai-2021	939	64	6C	6c	NN
stanford-ai-2021	939	65	H	h	NN
stanford-ai-2021	939	66	A	a	NN
stanford-ai-2021	939	67	P	p	NN
stanford-ai-2021	939	68	T	t	NN
stanford-ai-2021	939	69	E	e	NN
stanford-ai-2021	939	70	R	r	NN
stanford-ai-2021	939	71	6	6	CD
stanford-ai-2021	939	72	P	p	NN
stanford-ai-2021	939	73	R	r	NN
stanford-ai-2021	939	74	E	e	NN
stanford-ai-2021	939	75	V	v	NN
stanford-ai-2021	939	76	I	i	NN
stanford-ai-2021	939	77	E	e	NN
stanford-ai-2021	939	78	W	W	NNP
stanford-ai-2021	939	79	Artificial	Artificial	NNP
stanford-ai-2021	939	80	Intelligence	Intelligence	NNP
stanford-ai-2021	939	81	Index	Index	NNP
stanford-ai-2021	939	82	Report	Report	NNP
stanford-ai-2021	939	83	2021	2021	CD
stanford-ai-2021	939	84	C	c	NN
stanford-ai-2021	939	85	H	h	NN
stanford-ai-2021	939	86	A	a	NN
stanford-ai-2021	939	87	P	p	NN
stanford-ai-2021	939	88	T	t	NN
stanford-ai-2021	939	89	E	e	NN
stanford-ai-2021	939	90	R	r	NN
stanford-ai-2021	939	91	6	6	CD
stanford-ai-2021	939	92	:	:	:
stanford-ai-2021	939	93	D	d	NN
stanford-ai-2021	939	94	I	i	NN
stanford-ai-2021	939	95	V	v	NN
stanford-ai-2021	939	96	E	e	NN
stanford-ai-2021	939	97	R	r	NN
stanford-ai-2021	939	98	S	s	NN
stanford-ai-2021	939	99	I	i	NN
stanford-ai-2021	939	100	T	t	NN
stanford-ai-2021	939	101	Y	y	NN
stanford-ai-2021	939	102	I	i	NN
stanford-ai-2021	939	103	N	n	NN
stanford-ai-2021	939	104	A	a	NN
stanford-ai-2021	939	105	I	i	NN
stanford-ai-2021	939	106	Overview	overview	NN
stanford-ai-2021	939	107	137	137	CD
stanford-ai-2021	939	108	Chapter	chapter	NN
stanford-ai-2021	939	109	Highlights	highlight	NNS
stanford-ai-2021	939	110	138	138	CD
stanford-ai-2021	939	111	6.1	6.1	CD
stanford-ai-2021	939	112	GENDER	GENDER	NNS
stanford-ai-2021	939	113	DIVERSITY	DIVERSITY	NNS
stanford-ai-2021	939	114	IN	in	IN
stanford-ai-2021	939	115	AI	ai	NN
stanford-ai-2021	939	116	139	139	CD
stanford-ai-2021	939	117	Women	woman	NNS
stanford-ai-2021	939	118	in	in	IN
stanford-ai-2021	939	119	Academic	Academic	NNP
stanford-ai-2021	939	120	AI	AI	NNP
stanford-ai-2021	939	121	Settings	Settings	NNP
stanford-ai-2021	939	122	139	139	CD
stanford-ai-2021	939	123	Women	Women	NNPS
stanford-ai-2021	939	124	in	in	IN
stanford-ai-2021	939	125	the	the	DT
stanford-ai-2021	939	126	AI	AI	NNP
stanford-ai-2021	939	127	Workforce	Workforce	NNP
stanford-ai-2021	939	128	140	140	CD
stanford-ai-2021	939	129	Women	Women	NNPS
stanford-ai-2021	939	130	in	in	IN
stanford-ai-2021	939	131	Machine	Machine	NNP
stanford-ai-2021	939	132	Learning	Learning	NNP
stanford-ai-2021	939	133	Workshops	Workshops	NNP
stanford-ai-2021	939	134	141	141	CD
stanford-ai-2021	939	135	Workshop	Workshop	NNP
stanford-ai-2021	939	136	Participants	participant	NNS
stanford-ai-2021	939	137	141	141	CD
stanford-ai-2021	939	138	Demographics	demographic	NNS
stanford-ai-2021	939	139	Breakdown	Breakdown	NNP
stanford-ai-2021	939	140	142	142	CD
stanford-ai-2021	939	141	6.2	6.2	CD
stanford-ai-2021	939	142	RACIAL	RACIAL	NNS
stanford-ai-2021	939	143	AND	and	CC
stanford-ai-2021	939	144	ETHNIC	ethnic	NN
stanford-ai-2021	939	145	DIVERSITY	diversity	CC
stanford-ai-2021	939	146	IN	in	IN
stanford-ai-2021	939	147	AI	AI	NNP
stanford-ai-2021	939	148	144	144	CD
stanford-ai-2021	939	149	New	New	NNP
stanford-ai-2021	939	150	AI	AI	NNP
stanford-ai-2021	939	151	PhDs	PhDs	NNP
stanford-ai-2021	939	152	in	in	IN
stanford-ai-2021	939	153	the	the	DT
stanford-ai-2021	939	154	United	United	NNP
stanford-ai-2021	939	155	States	States	NNP
stanford-ai-2021	939	156	by	by	IN
stanford-ai-2021	939	157	Race	Race	NNP
stanford-ai-2021	939	158	/	/	SYM
stanford-ai-2021	939	159	Ethnicity	Ethnicity	NNP
stanford-ai-2021	939	160	144	144	CD
stanford-ai-2021	939	161	New	New	NNP
stanford-ai-2021	939	162	Computing	Computing	NNP
stanford-ai-2021	939	163	PhDs	PhDs	NNP
stanford-ai-2021	939	164	in	in	IN
stanford-ai-2021	939	165	the	the	DT
stanford-ai-2021	939	166	United	United	NNP
stanford-ai-2021	939	167	States	States	NNP
stanford-ai-2021	939	168	by	by	IN
stanford-ai-2021	939	169	Race	Race	NNP
stanford-ai-2021	939	170	/	/	SYM
stanford-ai-2021	939	171	Ethnicity	Ethnicity	NNP
stanford-ai-2021	939	172	145	145	CD
stanford-ai-2021	939	173	CS	CS	NNP
stanford-ai-2021	939	174	Tenure	Tenure	NNP
stanford-ai-2021	939	175	-	-	HYPH
stanford-ai-2021	939	176	Track	Track	NNP
stanford-ai-2021	939	177	Faculty	Faculty	NNP
stanford-ai-2021	939	178	by	by	IN
stanford-ai-2021	939	179	Race	Race	NNP
stanford-ai-2021	939	180	/	/	SYM
stanford-ai-2021	939	181	Ethnicity	Ethnicity	NNP
stanford-ai-2021	939	182	146	146	CD
stanford-ai-2021	939	183	Black	Black	NNP
stanford-ai-2021	939	184	in	in	IN
stanford-ai-2021	939	185	AI	AI	NNP
stanford-ai-2021	939	186	146	146	CD
stanford-ai-2021	939	187	6.3	6.3	CD
stanford-ai-2021	939	188	GENDER	GENDER	NNP
stanford-ai-2021	939	189	IDENTITY	IDENTITY	NNS
stanford-ai-2021	939	190	AND	and	CC
stanford-ai-2021	939	191	SEXUAL	SEXUAL	VBN
stanford-ai-2021	939	192	ORIENTATION	ORIENTATION	NNP
stanford-ai-2021	939	193	IN	in	IN
stanford-ai-2021	939	194	AI	ai	NN
stanford-ai-2021	939	195	147	147	CD
stanford-ai-2021	939	196	Queer	Queer	NNP
stanford-ai-2021	939	197	in	in	IN
stanford-ai-2021	939	198	AI	AI	NNP
stanford-ai-2021	939	199	147	147	CD
stanford-ai-2021	939	200	Demographics	Demographics	NNP
stanford-ai-2021	939	201	Breakdown	breakdown	NN
stanford-ai-2021	939	202	147	147	CD
stanford-ai-2021	939	203	Experience	experience	NN
stanford-ai-2021	939	204	as	as	IN
stanford-ai-2021	939	205	Queer	Queer	NNP
stanford-ai-2021	939	206	Practitioners	practitioner	NNS
stanford-ai-2021	939	207	149	149	CD
stanford-ai-2021	939	208	Chapter	chapter	NN
stanford-ai-2021	939	209	Preview	Preview	NNP
stanford-ai-2021	939	210	CHAPTER	CHAPTER	NNP
stanford-ai-2021	939	211	6	6	CD
stanford-ai-2021	939	212	:	:	:
stanford-ai-2021	939	213	ACCESS	ACCESS	NNP
stanford-ai-2021	939	214	THE	the	DT
stanford-ai-2021	939	215	PUBLIC	PUBLIC	NNP
stanford-ai-2021	939	216	DATA	DATA	NNP
stanford-ai-2021	939	217	https://drive.google.com/drive/folders/1Ma_pmLLqYlrayfUkitRhrznIjtrVyjXf?usp=sharing	https://drive.google.com/drive/folders/1ma_pmllqylrayfukitrhrznijtrvyjxf?usp=share	VBG
stanford-ai-2021	939	218	TA	TA	NNP
stanford-ai-2021	939	219	B	B	NNP
stanford-ai-2021	939	220	L	l	NN
stanford-ai-2021	939	221	E	e	NN
stanford-ai-2021	939	222	O	o	NN
stanford-ai-2021	939	223	F	f	NN
stanford-ai-2021	939	224	C	c	NN
stanford-ai-2021	939	225	O	o	NN
stanford-ai-2021	939	226	N	n	NN
stanford-ai-2021	939	227	T	t	NN
stanford-ai-2021	939	228	E	e	NN
stanford-ai-2021	939	229	N	n	NN
stanford-ai-2021	939	230	T	t	NN
stanford-ai-2021	939	231	S	s	NN
stanford-ai-2021	939	232	1	1	CD
stanford-ai-2021	939	233	3	3	CD
stanford-ai-2021	939	234	7C	7c	NN
stanford-ai-2021	939	235	H	h	NN
stanford-ai-2021	939	236	A	a	NN
stanford-ai-2021	939	237	P	p	NN
stanford-ai-2021	939	238	T	t	NN
stanford-ai-2021	939	239	E	e	NN
stanford-ai-2021	939	240	R	r	NN
stanford-ai-2021	939	241	6	6	CD
stanford-ai-2021	939	242	P	p	NN
stanford-ai-2021	939	243	R	r	NN
stanford-ai-2021	939	244	E	e	NN
stanford-ai-2021	939	245	V	v	NN
stanford-ai-2021	939	246	I	i	NN
stanford-ai-2021	939	247	E	e	NN
stanford-ai-2021	939	248	W	W	NNP
stanford-ai-2021	939	249	Artificial	Artificial	NNP
stanford-ai-2021	939	250	Intelligence	Intelligence	NNP
stanford-ai-2021	939	251	Index	Index	NNP
stanford-ai-2021	939	252	Report	Report	NNP
stanford-ai-2021	939	253	2021	2021	CD
stanford-ai-2021	939	254	C	c	NN
stanford-ai-2021	939	255	H	h	NN
stanford-ai-2021	939	256	A	a	NN
stanford-ai-2021	939	257	P	p	NN
stanford-ai-2021	939	258	T	t	NN
stanford-ai-2021	939	259	E	e	NN
stanford-ai-2021	939	260	R	r	NN
stanford-ai-2021	939	261	6	6	CD
stanford-ai-2021	939	262	:	:	:
stanford-ai-2021	939	263	D	d	NN
stanford-ai-2021	939	264	I	i	NN
stanford-ai-2021	939	265	V	v	NN
stanford-ai-2021	939	266	E	e	NN
stanford-ai-2021	939	267	R	r	NN
stanford-ai-2021	939	268	S	s	NN
stanford-ai-2021	939	269	I	i	NN
stanford-ai-2021	939	270	T	t	NN
stanford-ai-2021	939	271	Y	y	NN
stanford-ai-2021	939	272	I	i	NN
stanford-ai-2021	939	273	N	n	NN
stanford-ai-2021	939	274	A	a	NN
stanford-ai-2021	939	275	I	i	NN
stanford-ai-2021	939	276	Overview	overview	NN
stanford-ai-2021	939	277	O	o	NN
stanford-ai-2021	939	278	V	v	NN
stanford-ai-2021	939	279	E	e	NN
stanford-ai-2021	939	280	R	r	NN
stanford-ai-2021	939	281	V	v	NN
stanford-ai-2021	939	282	I	i	NN
stanford-ai-2021	939	283	E	e	NN
stanford-ai-2021	939	284	W	w	NN
stanford-ai-2021	939	285	While	while	IN
stanford-ai-2021	939	286	artificial	artificial	JJ
stanford-ai-2021	939	287	intelligence	intelligence	NN
stanford-ai-2021	939	288	(	(	-LRB-
stanford-ai-2021	939	289	AI	AI	NNP
stanford-ai-2021	939	290	)	)	-RRB-
stanford-ai-2021	939	291	systems	system	NNS
stanford-ai-2021	939	292	have	have	VBP
stanford-ai-2021	939	293	the	the	DT
stanford-ai-2021	939	294	potential	potential	NN
stanford-ai-2021	939	295	to	to	TO
stanford-ai-2021	939	296	dramatically	dramatically	RB
stanford-ai-2021	939	297	affect	affect	VB
stanford-ai-2021	939	298	society	society	NN
stanford-ai-2021	939	299	,	,	,
stanford-ai-2021	939	300	the	the	DT
stanford-ai-2021	939	301	people	people	NNS
stanford-ai-2021	939	302	building	build	VBG
stanford-ai-2021	939	303	AI	AI	NNP
stanford-ai-2021	939	304	systems	system	NNS
stanford-ai-2021	939	305	are	be	VBP
stanford-ai-2021	939	306	not	not	RB
stanford-ai-2021	939	307	representative	representative	JJ
stanford-ai-2021	939	308	of	of	IN
stanford-ai-2021	939	309	the	the	DT
stanford-ai-2021	939	310	people	people	NNS
stanford-ai-2021	939	311	those	those	DT
stanford-ai-2021	939	312	systems	system	NNS
stanford-ai-2021	939	313	are	be	VBP
stanford-ai-2021	939	314	meant	mean	VBN
stanford-ai-2021	939	315	to	to	TO
stanford-ai-2021	939	316	serve	serve	VB
stanford-ai-2021	939	317	.	.	.
stanford-ai-2021	940	1	The	the	DT
stanford-ai-2021	940	2	AI	AI	NNP
stanford-ai-2021	940	3	workforce	workforce	NN
stanford-ai-2021	940	4	remains	remain	VBZ
stanford-ai-2021	940	5	predominantly	predominantly	RB
stanford-ai-2021	940	6	male	male	JJ
stanford-ai-2021	940	7	and	and	CC
stanford-ai-2021	940	8	lacking	lack	VBG
stanford-ai-2021	940	9	in	in	IN
stanford-ai-2021	940	10	diversity	diversity	NN
stanford-ai-2021	940	11	in	in	IN
stanford-ai-2021	940	12	both	both	CC
stanford-ai-2021	940	13	academia	academia	NN
stanford-ai-2021	940	14	and	and	CC
stanford-ai-2021	940	15	the	the	DT
stanford-ai-2021	940	16	industry	industry	NN
stanford-ai-2021	940	17	,	,	,
stanford-ai-2021	940	18	despite	despite	IN
stanford-ai-2021	940	19	many	many	JJ
stanford-ai-2021	940	20	years	year	NNS
stanford-ai-2021	940	21	highlighting	highlight	VBG
stanford-ai-2021	940	22	the	the	DT
stanford-ai-2021	940	23	disadvantages	disadvantage	NNS
stanford-ai-2021	940	24	and	and	CC
stanford-ai-2021	940	25	risks	risk	NNS
stanford-ai-2021	940	26	this	this	DT
stanford-ai-2021	940	27	engenders	engender	NNS
stanford-ai-2021	940	28	.	.	.
stanford-ai-2021	941	1	The	the	DT
stanford-ai-2021	941	2	lack	lack	NN
stanford-ai-2021	941	3	of	of	IN
stanford-ai-2021	941	4	diversity	diversity	NN
stanford-ai-2021	941	5	in	in	IN
stanford-ai-2021	941	6	race	race	NN
stanford-ai-2021	941	7	and	and	CC
stanford-ai-2021	941	8	ethnicity	ethnicity	NN
stanford-ai-2021	941	9	,	,	,
stanford-ai-2021	941	10	gender	gender	NN
stanford-ai-2021	941	11	identity	identity	NN
stanford-ai-2021	941	12	,	,	,
stanford-ai-2021	941	13	and	and	CC
stanford-ai-2021	941	14	sexual	sexual	JJ
stanford-ai-2021	941	15	orientation	orientation	NN
stanford-ai-2021	941	16	not	not	RB
stanford-ai-2021	941	17	only	only	RB
stanford-ai-2021	941	18	risks	risk	NNS
stanford-ai-2021	941	19	creating	create	VBG
stanford-ai-2021	941	20	an	an	DT
stanford-ai-2021	941	21	uneven	uneven	JJ
stanford-ai-2021	941	22	distribution	distribution	NN
stanford-ai-2021	941	23	of	of	IN
stanford-ai-2021	941	24	power	power	NN
stanford-ai-2021	941	25	in	in	IN
stanford-ai-2021	941	26	the	the	DT
stanford-ai-2021	941	27	workforce	workforce	NN
stanford-ai-2021	941	28	,	,	,
stanford-ai-2021	941	29	but	but	CC
stanford-ai-2021	941	30	also	also	RB
stanford-ai-2021	941	31	,	,	,
stanford-ai-2021	941	32	equally	equally	RB
stanford-ai-2021	941	33	important	important	JJ
stanford-ai-2021	941	34	,	,	,
stanford-ai-2021	941	35	reinforces	reinforce	NNS
stanford-ai-2021	941	36	existing	exist	VBG
stanford-ai-2021	941	37	inequalities	inequality	NNS
stanford-ai-2021	941	38	generated	generate	VBN
stanford-ai-2021	941	39	by	by	IN
stanford-ai-2021	941	40	AI	AI	NNP
stanford-ai-2021	941	41	systems	system	NNS
stanford-ai-2021	941	42	,	,	,
stanford-ai-2021	941	43	reduces	reduce	VBZ
stanford-ai-2021	941	44	the	the	DT
stanford-ai-2021	941	45	scope	scope	NN
stanford-ai-2021	941	46	of	of	IN
stanford-ai-2021	941	47	individuals	individual	NNS
stanford-ai-2021	941	48	and	and	CC
stanford-ai-2021	941	49	organizations	organization	NNS
stanford-ai-2021	941	50	for	for	IN
stanford-ai-2021	941	51	whom	whom	WP
stanford-ai-2021	941	52	these	these	DT
stanford-ai-2021	941	53	systems	system	NNS
stanford-ai-2021	941	54	work	work	VBP
stanford-ai-2021	941	55	,	,	,
stanford-ai-2021	941	56	and	and	CC
stanford-ai-2021	941	57	contributes	contribute	VBZ
stanford-ai-2021	941	58	to	to	IN
stanford-ai-2021	941	59	unjust	unjust	VB
stanford-ai-2021	941	60	outcomes	outcome	NNS
stanford-ai-2021	941	61	.	.	.
stanford-ai-2021	942	1	This	this	DT
stanford-ai-2021	942	2	chapter	chapter	NN
stanford-ai-2021	942	3	presents	present	VBZ
stanford-ai-2021	942	4	diversity	diversity	NN
stanford-ai-2021	942	5	statistics	statistic	NNS
stanford-ai-2021	942	6	within	within	IN
stanford-ai-2021	942	7	the	the	DT
stanford-ai-2021	942	8	AI	AI	NNP
stanford-ai-2021	942	9	workforce	workforce	NN
stanford-ai-2021	942	10	and	and	CC
stanford-ai-2021	942	11	academia	academia	NN
stanford-ai-2021	942	12	.	.	.
stanford-ai-2021	943	1	It	-PRON-	PRP
stanford-ai-2021	943	2	draws	draw	VBZ
stanford-ai-2021	943	3	on	on	IN
stanford-ai-2021	943	4	collaborations	collaboration	NNS
stanford-ai-2021	943	5	with	with	IN
stanford-ai-2021	943	6	various	various	JJ
stanford-ai-2021	943	7	organizations	organization	NNS
stanford-ai-2021	943	8	—	—	:
stanford-ai-2021	943	9	in	in	IN
stanford-ai-2021	943	10	particular	particular	JJ
stanford-ai-2021	943	11	,	,	,
stanford-ai-2021	943	12	Women	Women	NNP
stanford-ai-2021	943	13	in	in	IN
stanford-ai-2021	943	14	Machine	Machine	NNP
stanford-ai-2021	943	15	Learning	Learning	NNP
stanford-ai-2021	943	16	(	(	-LRB-
stanford-ai-2021	943	17	WiML	wiml	NN
stanford-ai-2021	943	18	)	)	-RRB-
stanford-ai-2021	943	19	,	,	,
stanford-ai-2021	943	20	Black	Black	NNP
stanford-ai-2021	943	21	in	in	IN
stanford-ai-2021	943	22	AI	AI	NNP
stanford-ai-2021	943	23	(	(	-LRB-
stanford-ai-2021	943	24	BAI	BAI	NNP
stanford-ai-2021	943	25	)	)	-RRB-
stanford-ai-2021	943	26	,	,	,
stanford-ai-2021	943	27	and	and	CC
stanford-ai-2021	943	28	Queer	Queer	NNP
stanford-ai-2021	943	29	in	in	IN
stanford-ai-2021	943	30	AI	AI	NNP
stanford-ai-2021	943	31	(	(	-LRB-
stanford-ai-2021	943	32	QAI	QAI	NNP
stanford-ai-2021	943	33	)	)	-RRB-
stanford-ai-2021	943	34	—	—	:
stanford-ai-2021	943	35	each	each	DT
stanford-ai-2021	943	36	of	of	IN
stanford-ai-2021	943	37	which	which	WDT
stanford-ai-2021	943	38	aims	aim	VBZ
stanford-ai-2021	943	39	to	to	TO
stanford-ai-2021	943	40	improve	improve	VB
stanford-ai-2021	943	41	diversity	diversity	NN
stanford-ai-2021	943	42	in	in	IN
stanford-ai-2021	943	43	some	some	DT
stanford-ai-2021	943	44	dimension	dimension	NN
stanford-ai-2021	943	45	in	in	IN
stanford-ai-2021	943	46	the	the	DT
stanford-ai-2021	943	47	field	field	NN
stanford-ai-2021	943	48	.	.	.
stanford-ai-2021	944	1	The	the	DT
stanford-ai-2021	944	2	data	data	NN
stanford-ai-2021	944	3	is	be	VBZ
stanford-ai-2021	944	4	neither	neither	CC
stanford-ai-2021	944	5	comprehensive	comprehensive	JJ
stanford-ai-2021	944	6	nor	nor	CC
stanford-ai-2021	944	7	conclusive	conclusive	JJ
stanford-ai-2021	944	8	.	.	.
stanford-ai-2021	945	1	In	in	IN
stanford-ai-2021	945	2	preparing	prepare	VBG
stanford-ai-2021	945	3	this	this	DT
stanford-ai-2021	945	4	chapter	chapter	NN
stanford-ai-2021	945	5	,	,	,
stanford-ai-2021	945	6	the	the	DT
stanford-ai-2021	945	7	AI	AI	NNP
stanford-ai-2021	945	8	Index	Index	NNP
stanford-ai-2021	945	9	team	team	NN
stanford-ai-2021	945	10	encountered	encounter	VBD
stanford-ai-2021	945	11	significant	significant	JJ
stanford-ai-2021	945	12	challenges	challenge	NNS
stanford-ai-2021	945	13	as	as	IN
stanford-ai-2021	945	14	a	a	DT
stanford-ai-2021	945	15	result	result	NN
stanford-ai-2021	945	16	of	of	IN
stanford-ai-2021	945	17	the	the	DT
stanford-ai-2021	945	18	sparsity	sparsity	NN
stanford-ai-2021	945	19	of	of	IN
stanford-ai-2021	945	20	publicly	publicly	RB
stanford-ai-2021	945	21	available	available	JJ
stanford-ai-2021	945	22	demographic	demographic	JJ
stanford-ai-2021	945	23	data	datum	NNS
stanford-ai-2021	945	24	.	.	.
stanford-ai-2021	946	1	The	the	DT
stanford-ai-2021	946	2	lack	lack	NN
stanford-ai-2021	946	3	of	of	IN
stanford-ai-2021	946	4	publicly	publicly	RB
stanford-ai-2021	946	5	available	available	JJ
stanford-ai-2021	946	6	demographic	demographic	JJ
stanford-ai-2021	946	7	data	datum	NNS
stanford-ai-2021	946	8	limits	limit	NNS
stanford-ai-2021	946	9	the	the	DT
stanford-ai-2021	946	10	degree	degree	NN
stanford-ai-2021	946	11	to	to	TO
stanford-ai-2021	946	12	which	which	WDT
stanford-ai-2021	946	13	statistical	statistical	JJ
stanford-ai-2021	946	14	analyses	analysis	NNS
stanford-ai-2021	946	15	can	can	MD
stanford-ai-2021	946	16	assess	assess	VB
stanford-ai-2021	946	17	the	the	DT
stanford-ai-2021	946	18	impact	impact	NN
stanford-ai-2021	946	19	of	of	IN
stanford-ai-2021	946	20	the	the	DT
stanford-ai-2021	946	21	lack	lack	NN
stanford-ai-2021	946	22	of	of	IN
stanford-ai-2021	946	23	diversity	diversity	NN
stanford-ai-2021	946	24	in	in	IN
stanford-ai-2021	946	25	the	the	DT
stanford-ai-2021	946	26	AI	AI	NNP
stanford-ai-2021	946	27	workforce	workforce	NN
stanford-ai-2021	946	28	on	on	IN
stanford-ai-2021	946	29	society	society	NN
stanford-ai-2021	946	30	as	as	RB
stanford-ai-2021	946	31	well	well	RB
stanford-ai-2021	946	32	as	as	IN
stanford-ai-2021	946	33	broader	broad	JJR
stanford-ai-2021	946	34	technology	technology	NN
stanford-ai-2021	946	35	development	development	NN
stanford-ai-2021	946	36	.	.	.
stanford-ai-2021	947	1	The	the	DT
stanford-ai-2021	947	2	diversity	diversity	NN
stanford-ai-2021	947	3	issue	issue	NN
stanford-ai-2021	947	4	in	in	IN
stanford-ai-2021	947	5	AI	AI	NNP
stanford-ai-2021	947	6	is	be	VBZ
stanford-ai-2021	947	7	well	well	RB
stanford-ai-2021	947	8	known	known	JJ
stanford-ai-2021	947	9	,	,	,
stanford-ai-2021	947	10	and	and	CC
stanford-ai-2021	947	11	making	make	VBG
stanford-ai-2021	947	12	more	more	JJR
stanford-ai-2021	947	13	data	datum	NNS
stanford-ai-2021	947	14	available	available	JJ
stanford-ai-2021	947	15	from	from	IN
stanford-ai-2021	947	16	both	both	DT
stanford-ai-2021	947	17	academia	academia	NN
stanford-ai-2021	947	18	and	and	CC
stanford-ai-2021	947	19	industry	industry	NN
stanford-ai-2021	947	20	is	be	VBZ
stanford-ai-2021	947	21	essential	essential	JJ
stanford-ai-2021	947	22	to	to	IN
stanford-ai-2021	947	23	measuring	measure	VBG
stanford-ai-2021	947	24	the	the	DT
stanford-ai-2021	947	25	scale	scale	NN
stanford-ai-2021	947	26	of	of	IN
stanford-ai-2021	947	27	the	the	DT
stanford-ai-2021	947	28	problem	problem	NN
stanford-ai-2021	947	29	and	and	CC
stanford-ai-2021	947	30	addressing	address	VBG
stanford-ai-2021	947	31	it	-PRON-	PRP
stanford-ai-2021	947	32	.	.	.
stanford-ai-2021	948	1	There	there	EX
stanford-ai-2021	948	2	are	be	VBP
stanford-ai-2021	948	3	many	many	JJ
stanford-ai-2021	948	4	dimensions	dimension	NNS
stanford-ai-2021	948	5	of	of	IN
stanford-ai-2021	948	6	diversity	diversity	NN
stanford-ai-2021	948	7	that	that	IN
stanford-ai-2021	948	8	this	this	DT
stanford-ai-2021	948	9	chapter	chapter	NN
stanford-ai-2021	948	10	does	do	VBZ
stanford-ai-2021	948	11	not	not	RB
stanford-ai-2021	948	12	cover	cover	VB
stanford-ai-2021	948	13	,	,	,
stanford-ai-2021	948	14	including	include	VBG
stanford-ai-2021	948	15	AI	AI	NNP
stanford-ai-2021	948	16	professionals	professional	NNS
stanford-ai-2021	948	17	with	with	IN
stanford-ai-2021	948	18	disabilities	disability	NNS
stanford-ai-2021	948	19	;	;	:
stanford-ai-2021	948	20	nor	nor	CC
stanford-ai-2021	948	21	does	do	VBZ
stanford-ai-2021	948	22	it	-PRON-	PRP
stanford-ai-2021	948	23	consider	consider	VB
stanford-ai-2021	948	24	diversity	diversity	NN
stanford-ai-2021	948	25	through	through	IN
stanford-ai-2021	948	26	an	an	DT
stanford-ai-2021	948	27	intersectional	intersectional	JJ
stanford-ai-2021	948	28	lens	lens	NN
stanford-ai-2021	948	29	.	.	.
stanford-ai-2021	949	1	Other	other	JJ
stanford-ai-2021	949	2	dimensions	dimension	NNS
stanford-ai-2021	949	3	will	will	MD
stanford-ai-2021	949	4	be	be	VB
stanford-ai-2021	949	5	addressed	address	VBN
stanford-ai-2021	949	6	in	in	IN
stanford-ai-2021	949	7	future	future	JJ
stanford-ai-2021	949	8	iterations	iteration	NNS
stanford-ai-2021	949	9	of	of	IN
stanford-ai-2021	949	10	this	this	DT
stanford-ai-2021	949	11	report	report	NN
stanford-ai-2021	949	12	.	.	.
stanford-ai-2021	950	1	Moreover	moreover	RB
stanford-ai-2021	950	2	,	,	,
stanford-ai-2021	950	3	these	these	DT
stanford-ai-2021	950	4	diversity	diversity	NN
stanford-ai-2021	950	5	statistics	statistic	NNS
stanford-ai-2021	950	6	tell	tell	VBP
stanford-ai-2021	950	7	only	only	JJ
stanford-ai-2021	950	8	part	part	NN
stanford-ai-2021	950	9	of	of	IN
stanford-ai-2021	950	10	the	the	DT
stanford-ai-2021	950	11	story	story	NN
stanford-ai-2021	950	12	.	.	.
stanford-ai-2021	951	1	The	the	DT
stanford-ai-2021	951	2	daily	daily	JJ
stanford-ai-2021	951	3	challenges	challenge	NNS
stanford-ai-2021	951	4	of	of	IN
stanford-ai-2021	951	5	minorities	minority	NNS
stanford-ai-2021	951	6	and	and	CC
stanford-ai-2021	951	7	marginalized	marginalized	JJ
stanford-ai-2021	951	8	groups	group	NNS
stanford-ai-2021	951	9	working	work	VBG
stanford-ai-2021	951	10	in	in	IN
stanford-ai-2021	951	11	AI	AI	NNP
stanford-ai-2021	951	12	,	,	,
stanford-ai-2021	951	13	as	as	RB
stanford-ai-2021	951	14	well	well	RB
stanford-ai-2021	951	15	as	as	IN
stanford-ai-2021	951	16	the	the	DT
stanford-ai-2021	951	17	structural	structural	JJ
stanford-ai-2021	951	18	problems	problem	NNS
stanford-ai-2021	951	19	within	within	IN
stanford-ai-2021	951	20	organizations	organization	NNS
stanford-ai-2021	951	21	that	that	WDT
stanford-ai-2021	951	22	contribute	contribute	VBP
stanford-ai-2021	951	23	to	to	IN
stanford-ai-2021	951	24	the	the	DT
stanford-ai-2021	951	25	lack	lack	NN
stanford-ai-2021	951	26	of	of	IN
stanford-ai-2021	951	27	diversity	diversity	NN
stanford-ai-2021	951	28	,	,	,
stanford-ai-2021	951	29	require	require	VB
stanford-ai-2021	951	30	more	more	RBR
stanford-ai-2021	951	31	extensive	extensive	JJ
stanford-ai-2021	951	32	data	datum	NNS
stanford-ai-2021	951	33	collection	collection	NN
stanford-ai-2021	951	34	and	and	CC
stanford-ai-2021	951	35	analysis	analysis	NN
stanford-ai-2021	951	36	.	.	.
stanford-ai-2021	952	1	1	1	LS
stanford-ai-2021	952	2	We	-PRON-	PRP
stanford-ai-2021	952	3	thank	thank	VBP
stanford-ai-2021	952	4	Women	woman	NNS
stanford-ai-2021	952	5	in	in	IN
stanford-ai-2021	952	6	Machine	Machine	NNP
stanford-ai-2021	952	7	Learning	Learning	NNP
stanford-ai-2021	952	8	,	,	,
stanford-ai-2021	952	9	Black	Black	NNP
stanford-ai-2021	952	10	in	in	IN
stanford-ai-2021	952	11	AI	AI	NNP
stanford-ai-2021	952	12	,	,	,
stanford-ai-2021	952	13	and	and	CC
stanford-ai-2021	952	14	Queer	Queer	NNP
stanford-ai-2021	952	15	in	in	IN
stanford-ai-2021	952	16	AI	AI	NNP
stanford-ai-2021	952	17	for	for	IN
stanford-ai-2021	952	18	their	-PRON-	PRP$
stanford-ai-2021	952	19	work	work	NN
stanford-ai-2021	952	20	to	to	TO
stanford-ai-2021	952	21	increase	increase	VB
stanford-ai-2021	952	22	diversity	diversity	NN
stanford-ai-2021	952	23	in	in	IN
stanford-ai-2021	952	24	AI	AI	NNP
stanford-ai-2021	952	25	,	,	,
stanford-ai-2021	952	26	for	for	IN
stanford-ai-2021	952	27	sharing	share	VBG
stanford-ai-2021	952	28	their	-PRON-	PRP$
stanford-ai-2021	952	29	data	datum	NNS
stanford-ai-2021	952	30	,	,	,
stanford-ai-2021	952	31	and	and	CC
stanford-ai-2021	952	32	for	for	IN
stanford-ai-2021	952	33	partnering	partner	VBG
stanford-ai-2021	952	34	with	with	IN
stanford-ai-2021	952	35	us	-PRON-	PRP
stanford-ai-2021	952	36	.	.	.
stanford-ai-2021	953	1	TA	TA	NNP
stanford-ai-2021	953	2	B	B	NNP
stanford-ai-2021	953	3	L	l	NN
stanford-ai-2021	953	4	E	e	NN
stanford-ai-2021	953	5	O	o	NN
stanford-ai-2021	953	6	F	f	NN
stanford-ai-2021	953	7	C	c	NN
stanford-ai-2021	953	8	O	o	NN
stanford-ai-2021	953	9	N	n	NN
stanford-ai-2021	953	10	T	t	NN
stanford-ai-2021	953	11	E	e	NN
stanford-ai-2021	953	12	N	n	NN
stanford-ai-2021	953	13	T	t	NN
stanford-ai-2021	953	14	S	s	NN
stanford-ai-2021	953	15	1	1	CD
stanford-ai-2021	953	16	3	3	CD
stanford-ai-2021	953	17	8C	8c	CD
stanford-ai-2021	953	18	H	h	NN
stanford-ai-2021	953	19	A	a	NN
stanford-ai-2021	953	20	P	p	NN
stanford-ai-2021	953	21	T	t	NN
stanford-ai-2021	953	22	E	e	NN
stanford-ai-2021	953	23	R	r	NN
stanford-ai-2021	953	24	6	6	CD
stanford-ai-2021	953	25	P	p	NN
stanford-ai-2021	953	26	R	r	NN
stanford-ai-2021	953	27	E	e	NN
stanford-ai-2021	953	28	V	v	NN
stanford-ai-2021	953	29	I	i	NN
stanford-ai-2021	953	30	E	e	NN
stanford-ai-2021	953	31	W	W	NNP
stanford-ai-2021	953	32	Artificial	Artificial	NNP
stanford-ai-2021	953	33	Intelligence	Intelligence	NNP
stanford-ai-2021	953	34	Index	Index	NNP
stanford-ai-2021	953	35	Report	Report	NNP
stanford-ai-2021	953	36	2021	2021	CD
stanford-ai-2021	953	37	CHAPTER	chapter	NN
stanford-ai-2021	953	38	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	953	39	•	•	VBP
stanford-ai-2021	953	40	The	the	DT
stanford-ai-2021	953	41	percentages	percentage	NNS
stanford-ai-2021	953	42	of	of	IN
stanford-ai-2021	953	43	female	female	JJ
stanford-ai-2021	953	44	AI	AI	NNP
stanford-ai-2021	953	45	PhD	phd	NN
stanford-ai-2021	953	46	graduates	graduate	NNS
stanford-ai-2021	953	47	and	and	CC
stanford-ai-2021	953	48	tenure	tenure	NN
stanford-ai-2021	953	49	-	-	HYPH
stanford-ai-2021	953	50	track	track	NN
stanford-ai-2021	953	51	computer	computer	NN
stanford-ai-2021	953	52	science	science	NN
stanford-ai-2021	953	53	(	(	-LRB-
stanford-ai-2021	953	54	CS	CS	NNP
stanford-ai-2021	953	55	)	)	-RRB-
stanford-ai-2021	953	56	faculty	faculty	NN
stanford-ai-2021	953	57	have	have	VBP
stanford-ai-2021	953	58	remained	remain	VBN
stanford-ai-2021	953	59	low	low	JJ
stanford-ai-2021	953	60	for	for	IN
stanford-ai-2021	953	61	more	more	JJR
stanford-ai-2021	953	62	than	than	IN
stanford-ai-2021	953	63	a	a	DT
stanford-ai-2021	953	64	decade	decade	NN
stanford-ai-2021	953	65	.	.	.
stanford-ai-2021	954	1	Female	female	JJ
stanford-ai-2021	954	2	graduates	graduate	NNS
stanford-ai-2021	954	3	of	of	IN
stanford-ai-2021	954	4	AI	AI	NNP
stanford-ai-2021	954	5	PhD	phd	NN
stanford-ai-2021	954	6	programs	program	NNS
stanford-ai-2021	954	7	in	in	IN
stanford-ai-2021	954	8	North	North	NNP
stanford-ai-2021	954	9	America	America	NNP
stanford-ai-2021	954	10	have	have	VBP
stanford-ai-2021	954	11	accounted	account	VBN
stanford-ai-2021	954	12	for	for	IN
stanford-ai-2021	954	13	less	less	JJR
stanford-ai-2021	954	14	than	than	IN
stanford-ai-2021	954	15	18	18	CD
stanford-ai-2021	954	16	%	%	NN
stanford-ai-2021	954	17	of	of	IN
stanford-ai-2021	954	18	all	all	DT
stanford-ai-2021	954	19	PhD	phd	NN
stanford-ai-2021	954	20	graduates	graduate	VBZ
stanford-ai-2021	954	21	on	on	IN
stanford-ai-2021	954	22	average	average	JJ
stanford-ai-2021	954	23	,	,	,
stanford-ai-2021	954	24	according	accord	VBG
stanford-ai-2021	954	25	to	to	IN
stanford-ai-2021	954	26	an	an	DT
stanford-ai-2021	954	27	annual	annual	JJ
stanford-ai-2021	954	28	survey	survey	NN
stanford-ai-2021	954	29	from	from	IN
stanford-ai-2021	954	30	the	the	DT
stanford-ai-2021	954	31	Computing	Computing	NNP
stanford-ai-2021	954	32	Research	Research	NNP
stanford-ai-2021	954	33	Association	Association	NNP
stanford-ai-2021	954	34	(	(	-LRB-
stanford-ai-2021	954	35	CRA	CRA	NNP
stanford-ai-2021	954	36	)	)	-RRB-
stanford-ai-2021	954	37	.	.	.
stanford-ai-2021	955	1	An	an	DT
stanford-ai-2021	955	2	AI	AI	NNP
stanford-ai-2021	955	3	Index	Index	NNP
stanford-ai-2021	955	4	survey	survey	NN
stanford-ai-2021	955	5	suggests	suggest	VBZ
stanford-ai-2021	955	6	that	that	IN
stanford-ai-2021	955	7	female	female	JJ
stanford-ai-2021	955	8	faculty	faculty	NN
stanford-ai-2021	955	9	make	make	VBP
stanford-ai-2021	955	10	up	up	RP
stanford-ai-2021	955	11	just	just	RB
stanford-ai-2021	955	12	16	16	CD
stanford-ai-2021	955	13	%	%	NN
stanford-ai-2021	955	14	of	of	IN
stanford-ai-2021	955	15	all	all	DT
stanford-ai-2021	955	16	tenure-	tenure-	CD
stanford-ai-2021	955	17	track	track	NN
stanford-ai-2021	955	18	CS	CS	NNP
stanford-ai-2021	955	19	faculty	faculty	NN
stanford-ai-2021	955	20	at	at	IN
stanford-ai-2021	955	21	several	several	JJ
stanford-ai-2021	955	22	universities	university	NNS
stanford-ai-2021	955	23	around	around	IN
stanford-ai-2021	955	24	the	the	DT
stanford-ai-2021	955	25	world	world	NN
stanford-ai-2021	955	26	.	.	.
stanford-ai-2021	956	1	•	•	VB
stanford-ai-2021	956	2	The	the	DT
stanford-ai-2021	956	3	CRA	CRA	NNP
stanford-ai-2021	956	4	survey	survey	NN
stanford-ai-2021	956	5	suggests	suggest	VBZ
stanford-ai-2021	956	6	that	that	IN
stanford-ai-2021	956	7	in	in	IN
stanford-ai-2021	956	8	2019	2019	CD
stanford-ai-2021	956	9	,	,	,
stanford-ai-2021	956	10	among	among	IN
stanford-ai-2021	956	11	new	new	JJ
stanford-ai-2021	956	12	U.S.	U.S.	NNP
stanford-ai-2021	956	13	resident	resident	NN
stanford-ai-2021	956	14	AI	AI	NNP
stanford-ai-2021	956	15	PhD	phd	NN
stanford-ai-2021	956	16	graduates	graduate	VBZ
stanford-ai-2021	956	17	,	,	,
stanford-ai-2021	956	18	45	45	CD
stanford-ai-2021	956	19	%	%	NN
stanford-ai-2021	956	20	were	be	VBD
stanford-ai-2021	956	21	white	white	JJ
stanford-ai-2021	956	22	,	,	,
stanford-ai-2021	956	23	while	while	IN
stanford-ai-2021	956	24	22.4	22.4	CD
stanford-ai-2021	956	25	%	%	NN
stanford-ai-2021	956	26	were	be	VBD
stanford-ai-2021	956	27	Asian	asian	JJ
stanford-ai-2021	956	28	,	,	,
stanford-ai-2021	956	29	3.2	3.2	CD
stanford-ai-2021	956	30	%	%	NN
stanford-ai-2021	956	31	were	be	VBD
stanford-ai-2021	956	32	Hispanic	hispanic	JJ
stanford-ai-2021	956	33	,	,	,
stanford-ai-2021	956	34	and	and	CC
stanford-ai-2021	956	35	2.4	2.4	CD
stanford-ai-2021	956	36	%	%	NN
stanford-ai-2021	956	37	were	be	VBD
stanford-ai-2021	956	38	African	African	NNP
stanford-ai-2021	956	39	American	American	NNP
stanford-ai-2021	956	40	.	.	.
stanford-ai-2021	957	1	•	•	VB
stanford-ai-2021	957	2	The	the	DT
stanford-ai-2021	957	3	percentage	percentage	NN
stanford-ai-2021	957	4	of	of	IN
stanford-ai-2021	957	5	white	white	JJ
stanford-ai-2021	957	6	(	(	-LRB-
stanford-ai-2021	957	7	non	non	JJ
stanford-ai-2021	957	8	-	-	JJ
stanford-ai-2021	957	9	Hispanic	hispanic	JJ
stanford-ai-2021	957	10	)	)	-RRB-
stanford-ai-2021	957	11	new	new	JJ
stanford-ai-2021	957	12	computing	compute	VBG
stanford-ai-2021	957	13	PhDs	PhDs	NNP
stanford-ai-2021	957	14	has	have	VBZ
stanford-ai-2021	957	15	changed	change	VBN
stanford-ai-2021	957	16	little	little	JJ
stanford-ai-2021	957	17	over	over	IN
stanford-ai-2021	957	18	the	the	DT
stanford-ai-2021	957	19	last	last	JJ
stanford-ai-2021	957	20	10	10	CD
stanford-ai-2021	957	21	years	year	NNS
stanford-ai-2021	957	22	,	,	,
stanford-ai-2021	957	23	accounting	account	VBG
stanford-ai-2021	957	24	for	for	IN
stanford-ai-2021	957	25	62.7	62.7	CD
stanford-ai-2021	957	26	%	%	NN
stanford-ai-2021	957	27	on	on	IN
stanford-ai-2021	957	28	average	average	JJ
stanford-ai-2021	957	29	.	.	.
stanford-ai-2021	958	1	The	the	DT
stanford-ai-2021	958	2	share	share	NN
stanford-ai-2021	958	3	of	of	IN
stanford-ai-2021	958	4	Black	black	JJ
stanford-ai-2021	958	5	or	or	CC
stanford-ai-2021	958	6	African	african	JJ
stanford-ai-2021	958	7	American	american	JJ
stanford-ai-2021	958	8	(	(	-LRB-
stanford-ai-2021	958	9	non	non	JJ
stanford-ai-2021	958	10	-	-	JJ
stanford-ai-2021	958	11	Hispanic	hispanic	JJ
stanford-ai-2021	958	12	)	)	-RRB-
stanford-ai-2021	958	13	and	and	CC
stanford-ai-2021	958	14	Hispanic	hispanic	JJ
stanford-ai-2021	958	15	computing	compute	VBG
stanford-ai-2021	958	16	PhDs	PhDs	NNP
stanford-ai-2021	958	17	in	in	IN
stanford-ai-2021	958	18	the	the	DT
stanford-ai-2021	958	19	same	same	JJ
stanford-ai-2021	958	20	period	period	NN
stanford-ai-2021	958	21	is	be	VBZ
stanford-ai-2021	958	22	significantly	significantly	RB
stanford-ai-2021	958	23	lower	low	JJR
stanford-ai-2021	958	24	,	,	,
stanford-ai-2021	958	25	with	with	IN
stanford-ai-2021	958	26	an	an	DT
stanford-ai-2021	958	27	average	average	NN
stanford-ai-2021	958	28	of	of	IN
stanford-ai-2021	958	29	3.1	3.1	CD
stanford-ai-2021	958	30	%	%	NN
stanford-ai-2021	958	31	and	and	CC
stanford-ai-2021	958	32	3.3	3.3	CD
stanford-ai-2021	958	33	%	%	NN
stanford-ai-2021	958	34	,	,	,
stanford-ai-2021	958	35	respectively	respectively	RB
stanford-ai-2021	958	36	.	.	.
stanford-ai-2021	959	1	•	•	VB
stanford-ai-2021	959	2	The	the	DT
stanford-ai-2021	959	3	participation	participation	NN
stanford-ai-2021	959	4	in	in	IN
stanford-ai-2021	959	5	Black	Black	NNP
stanford-ai-2021	959	6	in	in	IN
stanford-ai-2021	959	7	AI	AI	NNP
stanford-ai-2021	959	8	workshops	workshop	NNS
stanford-ai-2021	959	9	,	,	,
stanford-ai-2021	959	10	which	which	WDT
stanford-ai-2021	959	11	are	be	VBP
stanford-ai-2021	959	12	co	co	JJ
stanford-ai-2021	959	13	-	-	VBN
stanford-ai-2021	959	14	located	locate	VBN
stanford-ai-2021	959	15	with	with	IN
stanford-ai-2021	959	16	the	the	DT
stanford-ai-2021	959	17	Conference	Conference	NNP
stanford-ai-2021	959	18	on	on	IN
stanford-ai-2021	959	19	Neural	Neural	NNP
stanford-ai-2021	959	20	Information	Information	NNP
stanford-ai-2021	959	21	Processing	Processing	NNP
stanford-ai-2021	959	22	Systems	Systems	NNPS
stanford-ai-2021	959	23	(	(	-LRB-
stanford-ai-2021	959	24	NeurIPS	neurips	NN
stanford-ai-2021	959	25	)	)	-RRB-
stanford-ai-2021	959	26	,	,	,
stanford-ai-2021	959	27	has	have	VBZ
stanford-ai-2021	959	28	grown	grow	VBN
stanford-ai-2021	959	29	significantly	significantly	RB
stanford-ai-2021	959	30	in	in	IN
stanford-ai-2021	959	31	recent	recent	JJ
stanford-ai-2021	959	32	years	year	NNS
stanford-ai-2021	959	33	.	.	.
stanford-ai-2021	960	1	The	the	DT
stanford-ai-2021	960	2	numbers	number	NNS
stanford-ai-2021	960	3	of	of	IN
stanford-ai-2021	960	4	attendees	attendee	NNS
stanford-ai-2021	960	5	and	and	CC
stanford-ai-2021	960	6	submitted	submit	VBN
stanford-ai-2021	960	7	papers	paper	NNS
stanford-ai-2021	960	8	in	in	IN
stanford-ai-2021	960	9	2019	2019	CD
stanford-ai-2021	960	10	are	be	VBP
stanford-ai-2021	960	11	2.6	2.6	CD
stanford-ai-2021	960	12	times	time	NNS
stanford-ai-2021	960	13	higher	high	JJR
stanford-ai-2021	960	14	than	than	IN
stanford-ai-2021	960	15	in	in	IN
stanford-ai-2021	960	16	2017	2017	CD
stanford-ai-2021	960	17	,	,	,
stanford-ai-2021	960	18	while	while	IN
stanford-ai-2021	960	19	the	the	DT
stanford-ai-2021	960	20	number	number	NN
stanford-ai-2021	960	21	of	of	IN
stanford-ai-2021	960	22	accepted	accept	VBN
stanford-ai-2021	960	23	papers	paper	NNS
stanford-ai-2021	960	24	is	be	VBZ
stanford-ai-2021	960	25	2.1	2.1	CD
stanford-ai-2021	960	26	times	time	NNS
stanford-ai-2021	960	27	higher	high	JJR
stanford-ai-2021	960	28	.	.	.
stanford-ai-2021	961	1	•	•	VB
stanford-ai-2021	961	2	In	in	IN
stanford-ai-2021	961	3	a	a	DT
stanford-ai-2021	961	4	membership	membership	NN
stanford-ai-2021	961	5	survey	survey	NN
stanford-ai-2021	961	6	by	by	IN
stanford-ai-2021	961	7	Queer	Queer	NNP
stanford-ai-2021	961	8	in	in	IN
stanford-ai-2021	961	9	AI	AI	NNP
stanford-ai-2021	961	10	in	in	IN
stanford-ai-2021	961	11	2020	2020	CD
stanford-ai-2021	961	12	,	,	,
stanford-ai-2021	961	13	almost	almost	RB
stanford-ai-2021	961	14	half	half	PDT
stanford-ai-2021	961	15	the	the	DT
stanford-ai-2021	961	16	respondents	respondent	NNS
stanford-ai-2021	961	17	said	say	VBD
stanford-ai-2021	961	18	they	-PRON-	PRP
stanford-ai-2021	961	19	view	view	VBP
stanford-ai-2021	961	20	the	the	DT
stanford-ai-2021	961	21	lack	lack	NN
stanford-ai-2021	961	22	of	of	IN
stanford-ai-2021	961	23	inclusiveness	inclusiveness	NN
stanford-ai-2021	961	24	in	in	IN
stanford-ai-2021	961	25	the	the	DT
stanford-ai-2021	961	26	field	field	NN
stanford-ai-2021	961	27	as	as	IN
stanford-ai-2021	961	28	an	an	DT
stanford-ai-2021	961	29	obstacle	obstacle	NN
stanford-ai-2021	961	30	they	-PRON-	PRP
stanford-ai-2021	961	31	have	have	VBP
stanford-ai-2021	961	32	faced	face	VBN
stanford-ai-2021	961	33	in	in	IN
stanford-ai-2021	961	34	becoming	become	VBG
stanford-ai-2021	961	35	a	a	DT
stanford-ai-2021	961	36	queer	queer	NN
stanford-ai-2021	961	37	practitioner	practitioner	NN
stanford-ai-2021	961	38	in	in	IN
stanford-ai-2021	961	39	the	the	DT
stanford-ai-2021	961	40	AI	AI	NNP
stanford-ai-2021	961	41	/	/	SYM
stanford-ai-2021	961	42	ML	ML	NNP
stanford-ai-2021	961	43	field	field	NN
stanford-ai-2021	961	44	.	.	.
stanford-ai-2021	962	1	More	More	JJR
stanford-ai-2021	962	2	than	than	IN
stanford-ai-2021	962	3	40	40	CD
stanford-ai-2021	962	4	%	%	NN
stanford-ai-2021	962	5	of	of	IN
stanford-ai-2021	962	6	members	member	NNS
stanford-ai-2021	962	7	surveyed	survey	VBN
stanford-ai-2021	962	8	said	say	VBD
stanford-ai-2021	962	9	they	-PRON-	PRP
stanford-ai-2021	962	10	have	have	VBP
stanford-ai-2021	962	11	experienced	experience	VBN
stanford-ai-2021	962	12	discrimination	discrimination	NN
stanford-ai-2021	962	13	or	or	CC
stanford-ai-2021	962	14	harassment	harassment	NN
stanford-ai-2021	962	15	as	as	IN
stanford-ai-2021	962	16	a	a	DT
stanford-ai-2021	962	17	queer	queer	NN
stanford-ai-2021	962	18	person	person	NN
stanford-ai-2021	962	19	at	at	IN
stanford-ai-2021	962	20	work	work	NN
stanford-ai-2021	962	21	or	or	CC
stanford-ai-2021	962	22	school	school	NN
stanford-ai-2021	962	23	.	.	.
stanford-ai-2021	963	1	C	c	NN
stanford-ai-2021	963	2	H	h	NN
stanford-ai-2021	963	3	A	a	NN
stanford-ai-2021	963	4	P	p	NN
stanford-ai-2021	963	5	T	t	NN
stanford-ai-2021	963	6	E	e	NN
stanford-ai-2021	963	7	R	r	NN
stanford-ai-2021	963	8	H	h	NN
stanford-ai-2021	963	9	I	i	NN
stanford-ai-2021	963	10	G	g	NN
stanford-ai-2021	963	11	H	h	NN
stanford-ai-2021	963	12	L	l	NN
stanford-ai-2021	963	13	I	i	NN
stanford-ai-2021	963	14	G	g	NN
stanford-ai-2021	963	15	H	h	NN
stanford-ai-2021	963	16	T	t	NN
stanford-ai-2021	963	17	S	s	NN
stanford-ai-2021	963	18	C	c	NN
stanford-ai-2021	963	19	H	h	NN
stanford-ai-2021	963	20	A	a	NN
stanford-ai-2021	963	21	P	p	NN
stanford-ai-2021	963	22	T	t	NN
stanford-ai-2021	963	23	E	e	NN
stanford-ai-2021	963	24	R	r	NN
stanford-ai-2021	963	25	6	6	CD
stanford-ai-2021	963	26	:	:	:
stanford-ai-2021	963	27	D	d	NN
stanford-ai-2021	963	28	I	i	NN
stanford-ai-2021	963	29	V	v	NN
stanford-ai-2021	963	30	E	e	NN
stanford-ai-2021	963	31	R	r	NN
stanford-ai-2021	963	32	S	s	NN
stanford-ai-2021	963	33	I	i	NN
stanford-ai-2021	963	34	T	t	NN
stanford-ai-2021	963	35	Y	y	NN
stanford-ai-2021	963	36	I	i	NN
stanford-ai-2021	963	37	N	n	NN
stanford-ai-2021	963	38	A	a	NN
stanford-ai-2021	963	39	I	i	NN
stanford-ai-2021	963	40	TA	ta	NN
stanford-ai-2021	963	41	B	b	NN
stanford-ai-2021	963	42	L	l	NN
stanford-ai-2021	963	43	E	e	NN
stanford-ai-2021	963	44	O	o	NN
stanford-ai-2021	963	45	F	f	NN
stanford-ai-2021	963	46	C	c	NN
stanford-ai-2021	963	47	O	o	NN
stanford-ai-2021	963	48	N	n	NN
stanford-ai-2021	963	49	T	t	NN
stanford-ai-2021	963	50	E	e	NN
stanford-ai-2021	963	51	N	n	NN
stanford-ai-2021	963	52	T	t	NN
stanford-ai-2021	963	53	S	s	NN
stanford-ai-2021	963	54	1	1	CD
stanford-ai-2021	963	55	3	3	CD
stanford-ai-2021	963	56	9C	9c	NN
stanford-ai-2021	963	57	H	h	NN
stanford-ai-2021	963	58	A	a	NN
stanford-ai-2021	963	59	P	p	NN
stanford-ai-2021	963	60	T	t	NN
stanford-ai-2021	963	61	E	e	NN
stanford-ai-2021	963	62	R	r	NN
stanford-ai-2021	963	63	6	6	CD
stanford-ai-2021	963	64	P	p	NN
stanford-ai-2021	963	65	R	r	NN
stanford-ai-2021	963	66	E	e	NN
stanford-ai-2021	963	67	V	v	NN
stanford-ai-2021	963	68	I	i	NN
stanford-ai-2021	963	69	E	e	NN
stanford-ai-2021	963	70	W	W	NNP
stanford-ai-2021	963	71	Artificial	Artificial	NNP
stanford-ai-2021	963	72	Intelligence	Intelligence	NNP
stanford-ai-2021	963	73	Index	Index	NNP
stanford-ai-2021	963	74	Report	Report	NNP
stanford-ai-2021	963	75	2021	2021	CD
stanford-ai-2021	963	76	2010	2010	CD
stanford-ai-2021	963	77	2011	2011	CD
stanford-ai-2021	963	78	2012	2012	CD
stanford-ai-2021	963	79	2013	2013	CD
stanford-ai-2021	963	80	2014	2014	CD
stanford-ai-2021	963	81	2015	2015	CD
stanford-ai-2021	963	82	2016	2016	CD
stanford-ai-2021	963	83	2017	2017	CD
stanford-ai-2021	963	84	2018	2018	CD
stanford-ai-2021	963	85	2019	2019	CD
stanford-ai-2021	963	86	10	10	CD
stanford-ai-2021	963	87	%	%	NN
stanford-ai-2021	963	88	15	15	CD
stanford-ai-2021	963	89	%	%	NN
stanford-ai-2021	963	90	20	20	CD
stanford-ai-2021	963	91	%	%	NN
stanford-ai-2021	963	92	25	25	CD
stanford-ai-2021	963	93	%	%	NN
stanford-ai-2021	963	94	30	30	CD
stanford-ai-2021	963	95	%	%	NN
stanford-ai-2021	963	96	F	F	NNP
stanford-ai-2021	963	97	em	-PRON-	PRP
stanford-ai-2021	963	98	al	al	NNP
stanford-ai-2021	963	99	e	e	NNP
stanford-ai-2021	963	100	N	N	NNP
stanford-ai-2021	963	101	ew	ew	NN
stanford-ai-2021	963	102	A	a	NN
stanford-ai-2021	963	103	I	i	NN
stanford-ai-2021	963	104	P	p	NN
stanford-ai-2021	963	105	h	h	NN
stanford-ai-2021	963	106	D	d	NN
stanford-ai-2021	963	107	s	s	NN
stanford-ai-2021	963	108	(	(	-LRB-
stanford-ai-2021	963	109	%	%	NN
stanford-ai-2021	963	110	o	o	NN
stanford-ai-2021	963	111	f	f	NNP
stanford-ai-2021	963	112	A	a	NN
stanford-ai-2021	963	113	ll	will	NN
stanford-ai-2021	963	114	N	n	NN
stanford-ai-2021	963	115	ew	ew	NN
stanford-ai-2021	963	116	A	a	NN
stanford-ai-2021	963	117	I	i	NN
stanford-ai-2021	963	118	P	p	NN
stanford-ai-2021	963	119	h	h	NN
stanford-ai-2021	963	120	D	d	NN
stanford-ai-2021	963	121	s	s	NN
stanford-ai-2021	963	122	)	)	-RRB-
stanford-ai-2021	963	123	22.1	22.1	CD
stanford-ai-2021	963	124	%	%	NN
stanford-ai-2021	963	125	AI	AI	NNP
stanford-ai-2021	963	126	20.3	20.3	CD
stanford-ai-2021	963	127	%	%	NN
stanford-ai-2021	963	128	CS	CS	NNP
stanford-ai-2021	963	129	FEMALE	FEMALE	NNP
stanford-ai-2021	963	130	NEW	NEW	NNP
stanford-ai-2021	963	131	AI	AI	NNP
stanford-ai-2021	963	132	and	and	CC
stanford-ai-2021	963	133	CS	CS	NNP
stanford-ai-2021	963	134	PHDS	PHDS	NNP
stanford-ai-2021	963	135	(	(	-LRB-
stanford-ai-2021	963	136	%	%	NN
stanford-ai-2021	963	137	of	of	IN
stanford-ai-2021	963	138	TOTAL	TOTAL	NNP
stanford-ai-2021	963	139	NEW	NEW	NNP
stanford-ai-2021	963	140	AI	AI	NNP
stanford-ai-2021	963	141	and	and	CC
stanford-ai-2021	963	142	CS	CS	NNP
stanford-ai-2021	963	143	PHDS	PHDS	NNP
stanford-ai-2021	963	144	)	)	-RRB-
stanford-ai-2021	963	145	in	in	IN
stanford-ai-2021	963	146	NORTH	NORTH	NNP
stanford-ai-2021	963	147	AMERICA	AMERICA	NNP
stanford-ai-2021	963	148	,	,	,
stanford-ai-2021	963	149	2010	2010	CD
stanford-ai-2021	963	150	-	-	SYM
stanford-ai-2021	963	151	19	19	CD
stanford-ai-2021	963	152	Source	source	NN
stanford-ai-2021	963	153	:	:	:
stanford-ai-2021	963	154	CRA	CRA	NNP
stanford-ai-2021	963	155	Taulbee	Taulbee	NNP
stanford-ai-2021	963	156	Survey	Survey	NNP
stanford-ai-2021	963	157	,	,	,
stanford-ai-2021	963	158	2020	2020	CD
stanford-ai-2021	963	159	|	|	NNP
stanford-ai-2021	963	160	Chart	Chart	NNP
stanford-ai-2021	963	161	:	:	:
stanford-ai-2021	963	162	2021	2021	CD
stanford-ai-2021	963	163	AI	AI	NNP
stanford-ai-2021	963	164	Index	Index	NNP
stanford-ai-2021	963	165	Report	Report	NNP
stanford-ai-2021	963	166	575	575	CD
stanford-ai-2021	963	167	(	(	-LRB-
stanford-ai-2021	963	168	83.9	83.9	CD
stanford-ai-2021	963	169	%	%	NN
stanford-ai-2021	963	170	)	)	-RRB-
stanford-ai-2021	963	171	Male	male	NN
stanford-ai-2021	963	172	110	110	CD
stanford-ai-2021	963	173	(	(	-LRB-
stanford-ai-2021	963	174	16.1	16.1	CD
stanford-ai-2021	963	175	%	%	NN
stanford-ai-2021	963	176	)	)	-RRB-
stanford-ai-2021	963	177	Female	female	JJ
stanford-ai-2021	963	178	TENURE	tenure	NN
stanford-ai-2021	963	179	-	-	HYPH
stanford-ai-2021	963	180	TRACK	track	NN
stanford-ai-2021	963	181	FACULTY	faculty	NN
stanford-ai-2021	963	182	at	at	IN
stanford-ai-2021	963	183	CS	CS	NNP
stanford-ai-2021	963	184	DEPARTMENTS	DEPARTMENTS	NNP
stanford-ai-2021	963	185	of	of	IN
stanford-ai-2021	963	186	TOP	top	JJ
stanford-ai-2021	963	187	UNIVERSITIES	university	NNS
stanford-ai-2021	963	188	around	around	IN
stanford-ai-2021	963	189	the	the	DT
stanford-ai-2021	963	190	WORLD	WORLD	NNP
stanford-ai-2021	963	191	by	by	IN
stanford-ai-2021	963	192	GENDER	GENDER	NNP
stanford-ai-2021	963	193	,	,	,
stanford-ai-2021	963	194	AY	AY	NNP
stanford-ai-2021	963	195	2019	2019	CD
stanford-ai-2021	963	196	-	-	SYM
stanford-ai-2021	963	197	20	20	CD
stanford-ai-2021	963	198	Source	source	NN
stanford-ai-2021	963	199	:	:	:
stanford-ai-2021	963	200	AI	AI	NNP
stanford-ai-2021	963	201	Index	Index	NNP
stanford-ai-2021	963	202	,	,	,
stanford-ai-2021	963	203	2020	2020	CD
stanford-ai-2021	963	204	|	|	NNP
stanford-ai-2021	963	205	Chart	Chart	NNP
stanford-ai-2021	963	206	:	:	:
stanford-ai-2021	963	207	2021	2021	CD
stanford-ai-2021	963	208	AI	AI	NNP
stanford-ai-2021	963	209	Index	Index	NNP
stanford-ai-2021	963	210	Report	Report	NNP
stanford-ai-2021	963	211	575	575	CD
stanford-ai-2021	963	212	(	(	-LRB-
stanford-ai-2021	963	213	83.9	83.9	CD
stanford-ai-2021	963	214	%	%	NN
stanford-ai-2021	963	215	)	)	-RRB-
stanford-ai-2021	963	216	Male	male	NN
stanford-ai-2021	963	217	110	110	CD
stanford-ai-2021	963	218	(	(	-LRB-
stanford-ai-2021	963	219	16.1	16.1	CD
stanford-ai-2021	963	220	%	%	NN
stanford-ai-2021	963	221	)	)	-RRB-
stanford-ai-2021	963	222	Female	female	JJ
stanford-ai-2021	963	223	TENURE	tenure	NN
stanford-ai-2021	963	224	-	-	HYPH
stanford-ai-2021	963	225	TRACK	track	NN
stanford-ai-2021	963	226	FACULTY	faculty	NN
stanford-ai-2021	963	227	at	at	IN
stanford-ai-2021	963	228	CS	CS	NNP
stanford-ai-2021	963	229	DEPARTMENTS	DEPARTMENTS	NNP
stanford-ai-2021	963	230	of	of	IN
stanford-ai-2021	963	231	TOP	top	JJ
stanford-ai-2021	963	232	UNIVERSITIES	university	NNS
stanford-ai-2021	963	233	around	around	IN
stanford-ai-2021	963	234	the	the	DT
stanford-ai-2021	963	235	WORLD	WORLD	NNP
stanford-ai-2021	963	236	by	by	IN
stanford-ai-2021	963	237	GENDER	GENDER	NNP
stanford-ai-2021	963	238	,	,	,
stanford-ai-2021	963	239	AY	AY	NNP
stanford-ai-2021	963	240	2019	2019	CD
stanford-ai-2021	963	241	-	-	SYM
stanford-ai-2021	963	242	20	20	CD
stanford-ai-2021	963	243	Source	source	NN
stanford-ai-2021	963	244	:	:	:
stanford-ai-2021	963	245	AI	AI	NNP
stanford-ai-2021	963	246	Index	Index	NNP
stanford-ai-2021	963	247	,	,	,
stanford-ai-2021	963	248	2020	2020	CD
stanford-ai-2021	963	249	|	|	NNP
stanford-ai-2021	963	250	Chart	Chart	NNP
stanford-ai-2021	963	251	:	:	:
stanford-ai-2021	963	252	2021	2021	CD
stanford-ai-2021	963	253	AI	AI	NNP
stanford-ai-2021	963	254	Index	Index	NNP
stanford-ai-2021	963	255	Report	Report	NNP
stanford-ai-2021	963	256	Figure	Figure	NNP
stanford-ai-2021	963	257	6.1.1	6.1.1	NNP
stanford-ai-2021	963	258	Figure	figure	NN
stanford-ai-2021	963	259	6.1.2	6.1.2	NN
stanford-ai-2021	963	260	W	w	NN
stanford-ai-2021	963	261	O	o	NN
stanford-ai-2021	963	262	M	m	NN
stanford-ai-2021	963	263	E	e	NN
stanford-ai-2021	963	264	N	n	NN
stanford-ai-2021	963	265	I	i	NN
stanford-ai-2021	963	266	N	n	CC
stanford-ai-2021	963	267	AC	ac	NN
stanford-ai-2021	963	268	A	a	NN
stanford-ai-2021	963	269	D	d	NN
stanford-ai-2021	963	270	E	e	NN
stanford-ai-2021	963	271	M	m	NN
stanford-ai-2021	963	272	I	i	NN
stanford-ai-2021	963	273	C	c	NN
stanford-ai-2021	963	274	A	a	NN
stanford-ai-2021	963	275	I	i	NN
stanford-ai-2021	963	276	S	s	NN
stanford-ai-2021	963	277	E	e	NN
stanford-ai-2021	963	278	T	t	NN
stanford-ai-2021	963	279	T	t	NN
stanford-ai-2021	963	280	I	i	NN
stanford-ai-2021	963	281	N	n	NN
stanford-ai-2021	963	282	G	g	NN
stanford-ai-2021	963	283	S	S	NNP
stanford-ai-2021	963	284	Chapter	chapter	NN
stanford-ai-2021	963	285	4	4	CD
stanford-ai-2021	963	286	introduced	introduce	VBD
stanford-ai-2021	963	287	the	the	DT
stanford-ai-2021	963	288	AI	AI	NNP
stanford-ai-2021	963	289	Index	Index	NNP
stanford-ai-2021	963	290	survey	survey	NN
stanford-ai-2021	963	291	that	that	WDT
stanford-ai-2021	963	292	evaluates	evaluate	VBZ
stanford-ai-2021	963	293	the	the	DT
stanford-ai-2021	963	294	state	state	NN
stanford-ai-2021	963	295	of	of	IN
stanford-ai-2021	963	296	AI	AI	NNP
stanford-ai-2021	963	297	education	education	NN
stanford-ai-2021	963	298	in	in	IN
stanford-ai-2021	963	299	CS	CS	NNP
stanford-ai-2021	963	300	departments	department	NNS
stanford-ai-2021	963	301	at	at	IN
stanford-ai-2021	963	302	top	top	JJ
stanford-ai-2021	963	303	universities	university	NNS
stanford-ai-2021	963	304	around	around	IN
stanford-ai-2021	963	305	the	the	DT
stanford-ai-2021	963	306	world	world	NN
stanford-ai-2021	963	307	,	,	,
stanford-ai-2021	963	308	along	along	IN
stanford-ai-2021	963	309	with	with	IN
stanford-ai-2021	963	310	the	the	DT
stanford-ai-2021	963	311	Computer	Computer	NNP
stanford-ai-2021	963	312	Research	Research	NNP
stanford-ai-2021	963	313	Association	Association	NNP
stanford-ai-2021	963	314	’s	’s	POS
stanford-ai-2021	963	315	annual	annual	JJ
stanford-ai-2021	963	316	Taulbee	Taulbee	NNP
stanford-ai-2021	963	317	Survey	Survey	NNP
stanford-ai-2021	963	318	on	on	IN
stanford-ai-2021	963	319	the	the	DT
stanford-ai-2021	963	320	enrollment	enrollment	NN
stanford-ai-2021	963	321	,	,	,
stanford-ai-2021	963	322	production	production	NN
stanford-ai-2021	963	323	,	,	,
stanford-ai-2021	963	324	and	and	CC
stanford-ai-2021	963	325	employment	employment	NN
stanford-ai-2021	963	326	of	of	IN
stanford-ai-2021	963	327	PhDs	PhDs	NNP
stanford-ai-2021	963	328	in	in	IN
stanford-ai-2021	963	329	information	information	NN
stanford-ai-2021	963	330	,	,	,
stanford-ai-2021	963	331	computer	computer	NN
stanford-ai-2021	963	332	science	science	NN
stanford-ai-2021	963	333	,	,	,
stanford-ai-2021	963	334	and	and	CC
stanford-ai-2021	963	335	computer	computer	NN
stanford-ai-2021	963	336	engineering	engineering	NN
stanford-ai-2021	963	337	in	in	IN
stanford-ai-2021	963	338	North	North	NNP
stanford-ai-2021	963	339	America	America	NNP
stanford-ai-2021	963	340	.	.	.
stanford-ai-2021	964	1	Data	datum	NNS
stanford-ai-2021	964	2	from	from	IN
stanford-ai-2021	964	3	both	both	DT
stanford-ai-2021	964	4	surveys	survey	NNS
stanford-ai-2021	964	5	show	show	VBP
stanford-ai-2021	964	6	that	that	IN
stanford-ai-2021	964	7	the	the	DT
stanford-ai-2021	964	8	percentage	percentage	NN
stanford-ai-2021	964	9	of	of	IN
stanford-ai-2021	964	10	female	female	JJ
stanford-ai-2021	964	11	AI	AI	NNP
stanford-ai-2021	964	12	and	and	CC
stanford-ai-2021	964	13	CS	CS	NNP
stanford-ai-2021	964	14	PhD	phd	NN
stanford-ai-2021	964	15	graduates	graduate	VBZ
stanford-ai-2021	964	16	as	as	RB
stanford-ai-2021	964	17	well	well	RB
stanford-ai-2021	964	18	as	as	IN
stanford-ai-2021	964	19	tenure	tenure	NN
stanford-ai-2021	964	20	-	-	HYPH
stanford-ai-2021	964	21	track	track	NN
stanford-ai-2021	964	22	CS	CS	NNP
stanford-ai-2021	964	23	faculty	faculty	NN
stanford-ai-2021	964	24	remains	remain	VBZ
stanford-ai-2021	964	25	low	low	JJ
stanford-ai-2021	964	26	.	.	.
stanford-ai-2021	965	1	Female	female	JJ
stanford-ai-2021	965	2	graduates	graduate	NNS
stanford-ai-2021	965	3	of	of	IN
stanford-ai-2021	965	4	AI	AI	NNP
stanford-ai-2021	965	5	PhD	phd	NN
stanford-ai-2021	965	6	programs	program	NNS
stanford-ai-2021	965	7	and	and	CC
stanford-ai-2021	965	8	CS	CS	NNP
stanford-ai-2021	965	9	PhD	phd	NN
stanford-ai-2021	965	10	programs	program	NNS
stanford-ai-2021	965	11	have	have	VBP
stanford-ai-2021	965	12	accounted	account	VBN
stanford-ai-2021	965	13	for	for	IN
stanford-ai-2021	965	14	18.3	18.3	CD
stanford-ai-2021	965	15	%	%	NN
stanford-ai-2021	965	16	of	of	IN
stanford-ai-2021	965	17	all	all	DT
stanford-ai-2021	965	18	PhD	phd	NN
stanford-ai-2021	965	19	graduates	graduate	VBZ
stanford-ai-2021	965	20	on	on	IN
stanford-ai-2021	965	21	average	average	NN
stanford-ai-2021	965	22	within	within	IN
stanford-ai-2021	965	23	the	the	DT
stanford-ai-2021	965	24	past	past	JJ
stanford-ai-2021	965	25	10	10	CD
stanford-ai-2021	965	26	years	year	NNS
stanford-ai-2021	965	27	(	(	-LRB-
stanford-ai-2021	965	28	Figure	figure	NN
stanford-ai-2021	965	29	6.1.1	6.1.1	CD
stanford-ai-2021	965	30	)	)	-RRB-
stanford-ai-2021	965	31	.	.	.
stanford-ai-2021	966	1	Among	among	IN
stanford-ai-2021	966	2	the	the	DT
stanford-ai-2021	966	3	17	17	CD
stanford-ai-2021	966	4	universities	university	NNS
stanford-ai-2021	966	5	that	that	WDT
stanford-ai-2021	966	6	completed	complete	VBD
stanford-ai-2021	966	7	the	the	DT
stanford-ai-2021	966	8	AI	AI	NNP
stanford-ai-2021	966	9	Index	Index	NNP
stanford-ai-2021	966	10	survey	survey	NN
stanford-ai-2021	966	11	of	of	IN
stanford-ai-2021	966	12	CS	CS	NNP
stanford-ai-2021	966	13	programs	program	NNS
stanford-ai-2021	966	14	globally	globally	RB
stanford-ai-2021	966	15	,	,	,
stanford-ai-2021	966	16	female	female	JJ
stanford-ai-2021	966	17	faculty	faculty	NN
stanford-ai-2021	966	18	make	make	VBP
stanford-ai-2021	966	19	up	up	RP
stanford-ai-2021	966	20	just	just	RB
stanford-ai-2021	966	21	16.1	16.1	CD
stanford-ai-2021	966	22	%	%	NN
stanford-ai-2021	966	23	of	of	IN
stanford-ai-2021	966	24	all	all	DT
stanford-ai-2021	966	25	tenure	tenure	NN
stanford-ai-2021	966	26	-	-	HYPH
stanford-ai-2021	966	27	track	track	NN
stanford-ai-2021	966	28	faculty	faculty	NN
stanford-ai-2021	966	29	whose	whose	WP$
stanford-ai-2021	966	30	primary	primary	JJ
stanford-ai-2021	966	31	research	research	NN
stanford-ai-2021	966	32	focus	focus	NN
stanford-ai-2021	966	33	area	area	NN
stanford-ai-2021	966	34	is	be	VBZ
stanford-ai-2021	966	35	AI	AI	NNP
stanford-ai-2021	966	36	(	(	-LRB-
stanford-ai-2021	966	37	Figure	Figure	NNP
stanford-ai-2021	966	38	6.1.2	6.1.2	CD
stanford-ai-2021	966	39	)	)	-RRB-
stanford-ai-2021	966	40	.	.	.
stanford-ai-2021	967	1	6.1	6.1	CD
stanford-ai-2021	967	2	GENDER	gender	NN
stanford-ai-2021	967	3	DIVERSITY	DIVERSITY	NNS
stanford-ai-2021	967	4	IN	in	IN
stanford-ai-2021	967	5	AI	AI	NNP
stanford-ai-2021	967	6	6	6	CD
stanford-ai-2021	967	7	.1	.1	NN
stanford-ai-2021	967	8	G	g	NN
stanford-ai-2021	967	9	E	e	NN
stanford-ai-2021	967	10	N	n	NN
stanford-ai-2021	967	11	D	d	NN
stanford-ai-2021	967	12	E	e	NN
stanford-ai-2021	967	13	R	r	NN
stanford-ai-2021	967	14	D	d	NN
stanford-ai-2021	967	15	I	i	NN
stanford-ai-2021	967	16	V	v	NN
stanford-ai-2021	967	17	E	e	NN
stanford-ai-2021	967	18	R	r	NN
stanford-ai-2021	967	19	S	s	NN
stanford-ai-2021	967	20	I	i	NN
stanford-ai-2021	967	21	T	t	NN
stanford-ai-2021	967	22	Y	y	NN
stanford-ai-2021	967	23	I	i	NN
stanford-ai-2021	967	24	N	n	NN
stanford-ai-2021	967	25	A	a	NN
stanford-ai-2021	967	26	I	i	NN
stanford-ai-2021	967	27	C	c	NN
stanford-ai-2021	967	28	H	h	NN
stanford-ai-2021	967	29	A	a	NN
stanford-ai-2021	967	30	P	p	NN
stanford-ai-2021	967	31	T	t	NN
stanford-ai-2021	967	32	E	e	NN
stanford-ai-2021	967	33	R	r	NN
stanford-ai-2021	967	34	6	6	CD
stanford-ai-2021	967	35	:	:	:
stanford-ai-2021	967	36	D	d	NN
stanford-ai-2021	967	37	I	i	NN
stanford-ai-2021	967	38	V	v	NN
stanford-ai-2021	967	39	E	e	NN
stanford-ai-2021	967	40	R	r	NN
stanford-ai-2021	967	41	S	s	NN
stanford-ai-2021	967	42	I	i	NN
stanford-ai-2021	967	43	T	t	NN
stanford-ai-2021	967	44	Y	y	NN
stanford-ai-2021	967	45	I	i	NN
stanford-ai-2021	967	46	N	n	NN
stanford-ai-2021	967	47	A	a	NN
stanford-ai-2021	967	48	I	i	NN
stanford-ai-2021	967	49	TA	ta	NN
stanford-ai-2021	967	50	B	b	NN
stanford-ai-2021	967	51	L	l	NN
stanford-ai-2021	967	52	E	e	NN
stanford-ai-2021	967	53	O	o	NN
stanford-ai-2021	967	54	F	f	NN
stanford-ai-2021	967	55	C	c	NN
stanford-ai-2021	967	56	O	o	NN
stanford-ai-2021	967	57	N	n	NN
stanford-ai-2021	967	58	T	t	NN
stanford-ai-2021	967	59	E	e	NN
stanford-ai-2021	967	60	N	n	NN
stanford-ai-2021	967	61	T	t	NN
stanford-ai-2021	967	62	S	s	NN
stanford-ai-2021	967	63	1	1	CD
stanford-ai-2021	967	64	4	4	CD
stanford-ai-2021	967	65	0C	0c	NN
stanford-ai-2021	967	66	H	h	NN
stanford-ai-2021	967	67	A	a	NN
stanford-ai-2021	967	68	P	p	NN
stanford-ai-2021	967	69	T	t	NN
stanford-ai-2021	967	70	E	e	NN
stanford-ai-2021	967	71	R	r	NN
stanford-ai-2021	967	72	6	6	CD
stanford-ai-2021	967	73	P	p	NN
stanford-ai-2021	967	74	R	r	NN
stanford-ai-2021	967	75	E	e	NN
stanford-ai-2021	967	76	V	v	NN
stanford-ai-2021	967	77	I	i	NN
stanford-ai-2021	967	78	E	e	NN
stanford-ai-2021	967	79	W	W	NNP
stanford-ai-2021	967	80	Artificial	Artificial	NNP
stanford-ai-2021	967	81	Intelligence	Intelligence	NNP
stanford-ai-2021	967	82	Index	Index	NNP
stanford-ai-2021	967	83	Report	Report	NNP
stanford-ai-2021	967	84	2021	2021	CD
stanford-ai-2021	967	85	6	6	CD
stanford-ai-2021	967	86	.1	.1	NN
stanford-ai-2021	967	87	G	g	NN
stanford-ai-2021	967	88	E	e	NN
stanford-ai-2021	967	89	N	n	NN
stanford-ai-2021	967	90	D	d	NN
stanford-ai-2021	967	91	E	e	NN
stanford-ai-2021	967	92	R	r	NN
stanford-ai-2021	967	93	D	d	NN
stanford-ai-2021	967	94	I	i	NN
stanford-ai-2021	967	95	V	v	NN
stanford-ai-2021	967	96	E	e	NN
stanford-ai-2021	967	97	R	r	NN
stanford-ai-2021	967	98	S	s	NN
stanford-ai-2021	967	99	I	i	NN
stanford-ai-2021	967	100	T	t	NN
stanford-ai-2021	967	101	Y	y	NN
stanford-ai-2021	967	102	I	i	NN
stanford-ai-2021	967	103	N	n	NN
stanford-ai-2021	967	104	A	a	NN
stanford-ai-2021	967	105	I	i	NN
stanford-ai-2021	967	106	C	c	NN
stanford-ai-2021	967	107	H	h	NN
stanford-ai-2021	967	108	A	a	NN
stanford-ai-2021	967	109	P	p	NN
stanford-ai-2021	967	110	T	t	NN
stanford-ai-2021	967	111	E	e	NN
stanford-ai-2021	967	112	R	r	NN
stanford-ai-2021	967	113	6	6	CD
stanford-ai-2021	967	114	:	:	:
stanford-ai-2021	967	115	D	d	NN
stanford-ai-2021	967	116	I	i	NN
stanford-ai-2021	967	117	V	v	NN
stanford-ai-2021	967	118	E	e	NN
stanford-ai-2021	967	119	R	r	NN
stanford-ai-2021	967	120	S	s	NN
stanford-ai-2021	967	121	I	i	NN
stanford-ai-2021	967	122	T	t	NN
stanford-ai-2021	967	123	Y	y	NN
stanford-ai-2021	967	124	I	i	NN
stanford-ai-2021	967	125	N	n	NN
stanford-ai-2021	967	126	A	a	NN
stanford-ai-2021	967	127	I	i	NN
stanford-ai-2021	967	128	0	0	CD
stanford-ai-2021	967	129	1	1	CD
stanford-ai-2021	967	130	2	2	CD
stanford-ai-2021	967	131	3	3	CD
stanford-ai-2021	967	132	Relative	Relative	NNP
stanford-ai-2021	967	133	AI	AI	NNP
stanford-ai-2021	967	134	Skills	Skills	NNPS
stanford-ai-2021	967	135	Penetration	Penetration	NNP
stanford-ai-2021	967	136	Rate	Rate	NNP
stanford-ai-2021	967	137	India	India	NNP
stanford-ai-2021	967	138	United	United	NNP
stanford-ai-2021	967	139	States	States	NNP
stanford-ai-2021	967	140	South	South	NNP
stanford-ai-2021	967	141	Korea	Korea	NNP
stanford-ai-2021	967	142	Singapore	Singapore	NNP
stanford-ai-2021	967	143	China	China	NNP
stanford-ai-2021	967	144	Canada	Canada	NNP
stanford-ai-2021	967	145	France	France	NNP
stanford-ai-2021	967	146	Germany	Germany	NNP
stanford-ai-2021	967	147	Australia	Australia	NNP
stanford-ai-2021	967	148	United	United	NNP
stanford-ai-2021	967	149	Kingdom	Kingdom	NNP
stanford-ai-2021	967	150	South	South	NNP
stanford-ai-2021	967	151	Africa	Africa	NNP
stanford-ai-2021	967	152	Italy	Italy	NNP
stanford-ai-2021	967	153	RELATIVE	RELATIVE	NNP
stanford-ai-2021	967	154	AI	AI	NNP
stanford-ai-2021	967	155	SKILLS	SKILLS	HYPH
stanford-ai-2021	967	156	PENETRATION	penetration	NN
stanford-ai-2021	967	157	RATE	rate	NN
stanford-ai-2021	967	158	by	by	IN
stanford-ai-2021	967	159	GENDER	GENDER	NNP
stanford-ai-2021	967	160	,	,	,
stanford-ai-2021	967	161	2015	2015	CD
stanford-ai-2021	967	162	-	-	SYM
stanford-ai-2021	967	163	20	20	CD
stanford-ai-2021	967	164	Source	source	NN
stanford-ai-2021	967	165	:	:	:
stanford-ai-2021	967	166	LinkedIn	linkedin	CD
stanford-ai-2021	967	167	,	,	,
stanford-ai-2021	967	168	2020	2020	CD
stanford-ai-2021	967	169	|	|	CD
stanford-ai-2021	967	170	Chart	Chart	NNP
stanford-ai-2021	967	171	:	:	:
stanford-ai-2021	967	172	2021	2021	CD
stanford-ai-2021	967	173	AI	AI	NNP
stanford-ai-2021	967	174	Index	Index	NNP
stanford-ai-2021	967	175	Report	Report	NNP
stanford-ai-2021	967	176	Female	Female	NNP
stanford-ai-2021	967	177	Male	Male	NNP
stanford-ai-2021	967	178	Figure	Figure	NNP
stanford-ai-2021	967	179	6.1.3	6.1.3	NN
stanford-ai-2021	967	180	W	w	NN
stanford-ai-2021	967	181	O	o	NN
stanford-ai-2021	967	182	M	m	NN
stanford-ai-2021	967	183	E	e	NN
stanford-ai-2021	967	184	N	n	NN
stanford-ai-2021	967	185	I	i	NN
stanford-ai-2021	967	186	N	n	NN
stanford-ai-2021	967	187	T	t	NN
stanford-ai-2021	967	188	H	h	NN
stanford-ai-2021	967	189	E	e	NN
stanford-ai-2021	967	190	A	a	NN
stanford-ai-2021	967	191	I	i	NN
stanford-ai-2021	967	192	W	w	NN
stanford-ai-2021	967	193	O	o	NN
stanford-ai-2021	967	194	R	r	NN
stanford-ai-2021	967	195	K	k	NN
stanford-ai-2021	967	196	F	f	NN
stanford-ai-2021	967	197	O	o	NN
stanford-ai-2021	967	198	R	r	NN
stanford-ai-2021	967	199	C	c	NN
stanford-ai-2021	967	200	E	e	NN
stanford-ai-2021	967	201	Chapter	chapter	NN
stanford-ai-2021	967	202	3	3	CD
stanford-ai-2021	967	203	introduced	introduce	VBD
stanford-ai-2021	967	204	the	the	DT
stanford-ai-2021	967	205	“	"	``
stanford-ai-2021	967	206	global	global	JJ
stanford-ai-2021	967	207	relative	relative	JJ
stanford-ai-2021	967	208	AI	AI	NNP
stanford-ai-2021	967	209	skills	skill	VBZ
stanford-ai-2021	967	210	penetration	penetration	NN
stanford-ai-2021	967	211	rate	rate	NN
stanford-ai-2021	967	212	,	,	,
stanford-ai-2021	967	213	”	"	''
stanford-ai-2021	967	214	a	a	DT
stanford-ai-2021	967	215	measure	measure	NN
stanford-ai-2021	967	216	that	that	WDT
stanford-ai-2021	967	217	reflects	reflect	VBZ
stanford-ai-2021	967	218	the	the	DT
stanford-ai-2021	967	219	prevalence	prevalence	NN
stanford-ai-2021	967	220	of	of	IN
stanford-ai-2021	967	221	AI	AI	NNP
stanford-ai-2021	967	222	skills	skill	VBZ
stanford-ai-2021	967	223	across	across	IN
stanford-ai-2021	967	224	occupations	occupation	NNS
stanford-ai-2021	967	225	,	,	,
stanford-ai-2021	967	226	or	or	CC
stanford-ai-2021	967	227	the	the	DT
stanford-ai-2021	967	228	intensity	intensity	NN
stanford-ai-2021	967	229	with	with	IN
stanford-ai-2021	967	230	which	which	WDT
stanford-ai-2021	967	231	people	people	NNS
stanford-ai-2021	967	232	in	in	IN
stanford-ai-2021	967	233	certain	certain	JJ
stanford-ai-2021	967	234	occupations	occupation	NNS
stanford-ai-2021	967	235	use	use	VBP
stanford-ai-2021	967	236	AI	AI	NNP
stanford-ai-2021	967	237	skills	skill	VBZ
stanford-ai-2021	967	238	.	.	.
stanford-ai-2021	968	1	Figure	figure	NN
stanford-ai-2021	968	2	6.1.3	6.1.3	NN
stanford-ai-2021	968	3	shows	show	VBZ
stanford-ai-2021	968	4	AI	AI	NNP
stanford-ai-2021	968	5	skills	skill	VBZ
stanford-ai-2021	968	6	penetration	penetration	NN
stanford-ai-2021	968	7	by	by	IN
stanford-ai-2021	968	8	country	country	NN
stanford-ai-2021	968	9	for	for	IN
stanford-ai-2021	968	10	female	female	JJ
stanford-ai-2021	968	11	and	and	CC
stanford-ai-2021	968	12	male	male	JJ
stanford-ai-2021	968	13	labor	labor	NN
stanford-ai-2021	968	14	pools	pool	NNS
stanford-ai-2021	968	15	in	in	IN
stanford-ai-2021	968	16	a	a	DT
stanford-ai-2021	968	17	set	set	NN
stanford-ai-2021	968	18	of	of	IN
stanford-ai-2021	968	19	select	select	JJ
stanford-ai-2021	968	20	countries.2	countries.2	VBN
stanford-ai-2021	968	21	The	the	DT
stanford-ai-2021	968	22	data	datum	NNS
stanford-ai-2021	968	23	suggest	suggest	VBP
stanford-ai-2021	968	24	that	that	IN
stanford-ai-2021	968	25	across	across	IN
stanford-ai-2021	968	26	the	the	DT
stanford-ai-2021	968	27	majority	majority	NN
stanford-ai-2021	968	28	of	of	IN
stanford-ai-2021	968	29	these	these	DT
stanford-ai-2021	968	30	countries	country	NNS
stanford-ai-2021	968	31	,	,	,
stanford-ai-2021	968	32	the	the	DT
stanford-ai-2021	968	33	AI	AI	NNP
stanford-ai-2021	968	34	skills	skill	VBZ
stanford-ai-2021	968	35	penetration	penetration	NN
stanford-ai-2021	968	36	rate	rate	NN
stanford-ai-2021	968	37	for	for	IN
stanford-ai-2021	968	38	women	woman	NNS
stanford-ai-2021	968	39	is	be	VBZ
stanford-ai-2021	968	40	lower	low	JJR
stanford-ai-2021	968	41	than	than	IN
stanford-ai-2021	968	42	that	that	DT
stanford-ai-2021	968	43	for	for	IN
stanford-ai-2021	968	44	men	man	NNS
stanford-ai-2021	968	45	.	.	.
stanford-ai-2021	969	1	Among	among	IN
stanford-ai-2021	969	2	the	the	DT
stanford-ai-2021	969	3	12	12	CD
stanford-ai-2021	969	4	countries	country	NNS
stanford-ai-2021	969	5	we	-PRON-	PRP
stanford-ai-2021	969	6	examined	examine	VBD
stanford-ai-2021	969	7	,	,	,
stanford-ai-2021	969	8	India	India	NNP
stanford-ai-2021	969	9	,	,	,
stanford-ai-2021	969	10	South	South	NNP
stanford-ai-2021	969	11	Korea	Korea	NNP
stanford-ai-2021	969	12	,	,	,
stanford-ai-2021	969	13	Singapore	Singapore	NNP
stanford-ai-2021	969	14	,	,	,
stanford-ai-2021	969	15	and	and	CC
stanford-ai-2021	969	16	Australia	Australia	NNP
stanford-ai-2021	969	17	are	be	VBP
stanford-ai-2021	969	18	the	the	DT
stanford-ai-2021	969	19	closest	close	JJS
stanford-ai-2021	969	20	to	to	IN
stanford-ai-2021	969	21	reaching	reach	VBG
stanford-ai-2021	969	22	equity	equity	NN
stanford-ai-2021	969	23	in	in	IN
stanford-ai-2021	969	24	terms	term	NNS
stanford-ai-2021	969	25	of	of	IN
stanford-ai-2021	969	26	the	the	DT
stanford-ai-2021	969	27	AI	AI	NNP
stanford-ai-2021	969	28	skills	skill	VBZ
stanford-ai-2021	969	29	penetration	penetration	NN
stanford-ai-2021	969	30	rate	rate	NN
stanford-ai-2021	969	31	of	of	IN
stanford-ai-2021	969	32	females	female	NNS
stanford-ai-2021	969	33	and	and	CC
stanford-ai-2021	969	34	males	male	NNS
stanford-ai-2021	969	35	.	.	.
stanford-ai-2021	970	1	2	2	CD
stanford-ai-2021	970	2	Countries	country	NNS
stanford-ai-2021	970	3	included	include	VBN
stanford-ai-2021	970	4	are	be	VBP
stanford-ai-2021	970	5	a	a	DT
stanford-ai-2021	970	6	select	select	JJ
stanford-ai-2021	970	7	sample	sample	NN
stanford-ai-2021	970	8	of	of	IN
stanford-ai-2021	970	9	eligible	eligible	JJ
stanford-ai-2021	970	10	countries	country	NNS
stanford-ai-2021	970	11	with	with	IN
stanford-ai-2021	970	12	at	at	RB
stanford-ai-2021	970	13	least	least	RBS
stanford-ai-2021	970	14	40	40	CD
stanford-ai-2021	970	15	%	%	NN
stanford-ai-2021	970	16	labor	labor	NN
stanford-ai-2021	970	17	force	force	NN
stanford-ai-2021	970	18	coverage	coverage	NN
stanford-ai-2021	970	19	by	by	IN
stanford-ai-2021	970	20	LinkedIn	LinkedIn	NNP
stanford-ai-2021	970	21	and	and	CC
stanford-ai-2021	970	22	at	at	RB
stanford-ai-2021	970	23	least	least	RBS
stanford-ai-2021	970	24	10	10	CD
stanford-ai-2021	970	25	AI	AI	NNP
stanford-ai-2021	970	26	hires	hire	VBZ
stanford-ai-2021	970	27	in	in	IN
stanford-ai-2021	970	28	any	any	DT
stanford-ai-2021	970	29	given	give	VBN
stanford-ai-2021	970	30	month	month	NN
stanford-ai-2021	970	31	.	.	.
stanford-ai-2021	971	1	China	China	NNP
stanford-ai-2021	971	2	and	and	CC
stanford-ai-2021	971	3	India	India	NNP
stanford-ai-2021	971	4	were	be	VBD
stanford-ai-2021	971	5	included	include	VBN
stanford-ai-2021	971	6	in	in	IN
stanford-ai-2021	971	7	this	this	DT
stanford-ai-2021	971	8	sample	sample	NN
stanford-ai-2021	971	9	because	because	IN
stanford-ai-2021	971	10	of	of	IN
stanford-ai-2021	971	11	their	-PRON-	PRP$
stanford-ai-2021	971	12	increasing	increase	VBG
stanford-ai-2021	971	13	importance	importance	NN
stanford-ai-2021	971	14	in	in	IN
stanford-ai-2021	971	15	the	the	DT
stanford-ai-2021	971	16	global	global	JJ
stanford-ai-2021	971	17	economy	economy	NN
stanford-ai-2021	971	18	,	,	,
stanford-ai-2021	971	19	but	but	CC
stanford-ai-2021	971	20	LinkedIn	linkedin	JJ
stanford-ai-2021	971	21	coverage	coverage	NN
stanford-ai-2021	971	22	in	in	IN
stanford-ai-2021	971	23	these	these	DT
stanford-ai-2021	971	24	countries	country	NNS
stanford-ai-2021	971	25	does	do	VBZ
stanford-ai-2021	971	26	not	not	RB
stanford-ai-2021	971	27	reach	reach	VB
stanford-ai-2021	971	28	40	40	CD
stanford-ai-2021	971	29	%	%	NN
stanford-ai-2021	971	30	of	of	IN
stanford-ai-2021	971	31	the	the	DT
stanford-ai-2021	971	32	workforce	workforce	NN
stanford-ai-2021	971	33	.	.	.
stanford-ai-2021	972	1	Insights	insight	NNS
stanford-ai-2021	972	2	for	for	IN
stanford-ai-2021	972	3	these	these	DT
stanford-ai-2021	972	4	countries	country	NNS
stanford-ai-2021	972	5	may	may	MD
stanford-ai-2021	972	6	not	not	RB
stanford-ai-2021	972	7	provide	provide	VB
stanford-ai-2021	972	8	as	as	IN
stanford-ai-2021	972	9	full	full	JJ
stanford-ai-2021	972	10	a	a	DT
stanford-ai-2021	972	11	picture	picture	NN
stanford-ai-2021	972	12	as	as	IN
stanford-ai-2021	972	13	other	other	JJ
stanford-ai-2021	972	14	countries	country	NNS
stanford-ai-2021	972	15	,	,	,
stanford-ai-2021	972	16	and	and	CC
stanford-ai-2021	972	17	should	should	MD
stanford-ai-2021	972	18	be	be	VB
stanford-ai-2021	972	19	interpreted	interpret	VBN
stanford-ai-2021	972	20	accordingly	accordingly	RB
stanford-ai-2021	972	21	.	.	.
stanford-ai-2021	973	1	This	this	DT
stanford-ai-2021	973	2	data	data	NN
stanford-ai-2021	973	3	suggests	suggest	VBZ
stanford-ai-2021	973	4	that	that	IN
stanford-ai-2021	973	5	across	across	IN
stanford-ai-2021	973	6	the	the	DT
stanford-ai-2021	973	7	majority	majority	NN
stanford-ai-2021	973	8	of	of	IN
stanford-ai-2021	973	9	select	select	JJ
stanford-ai-2021	973	10	countries	country	NNS
stanford-ai-2021	973	11	,	,	,
stanford-ai-2021	973	12	the	the	DT
stanford-ai-2021	973	13	AI	AI	NNP
stanford-ai-2021	973	14	skills	skill	VBZ
stanford-ai-2021	973	15	penetration	penetration	NN
stanford-ai-2021	973	16	rate	rate	NN
stanford-ai-2021	973	17	for	for	IN
stanford-ai-2021	973	18	women	woman	NNS
stanford-ai-2021	973	19	is	be	VBZ
stanford-ai-2021	973	20	lower	low	JJR
stanford-ai-2021	973	21	than	than	IN
stanford-ai-2021	973	22	it	-PRON-	PRP
stanford-ai-2021	973	23	is	be	VBZ
stanford-ai-2021	973	24	for	for	IN
stanford-ai-2021	973	25	men	man	NNS
stanford-ai-2021	973	26	.	.	.
stanford-ai-2021	974	1	TA	TA	NNP
stanford-ai-2021	974	2	B	B	NNP
stanford-ai-2021	974	3	L	l	NN
stanford-ai-2021	974	4	E	e	NN
stanford-ai-2021	974	5	O	o	NN
stanford-ai-2021	974	6	F	f	NN
stanford-ai-2021	974	7	C	c	NN
stanford-ai-2021	974	8	O	o	NN
stanford-ai-2021	974	9	N	n	NN
stanford-ai-2021	974	10	T	t	NN
stanford-ai-2021	974	11	E	e	NN
stanford-ai-2021	974	12	N	n	NN
stanford-ai-2021	974	13	T	t	NN
stanford-ai-2021	974	14	S	s	NN
stanford-ai-2021	974	15	1	1	CD
stanford-ai-2021	974	16	41C	41c	CD
stanford-ai-2021	974	17	H	h	NN
stanford-ai-2021	974	18	A	a	NN
stanford-ai-2021	974	19	P	p	NN
stanford-ai-2021	974	20	T	t	NN
stanford-ai-2021	974	21	E	e	NN
stanford-ai-2021	974	22	R	r	NN
stanford-ai-2021	974	23	6	6	CD
stanford-ai-2021	974	24	P	p	NN
stanford-ai-2021	974	25	R	r	NN
stanford-ai-2021	974	26	E	e	NN
stanford-ai-2021	974	27	V	v	NN
stanford-ai-2021	974	28	I	i	NN
stanford-ai-2021	974	29	E	e	NN
stanford-ai-2021	974	30	W	W	NNP
stanford-ai-2021	974	31	Artificial	Artificial	NNP
stanford-ai-2021	974	32	Intelligence	Intelligence	NNP
stanford-ai-2021	974	33	Index	Index	NNP
stanford-ai-2021	974	34	Report	Report	NNP
stanford-ai-2021	974	35	2021	2021	CD
stanford-ai-2021	974	36	6	6	CD
stanford-ai-2021	974	37	.1	.1	NN
stanford-ai-2021	974	38	G	g	NN
stanford-ai-2021	974	39	E	e	NN
stanford-ai-2021	974	40	N	n	NN
stanford-ai-2021	974	41	D	d	NN
stanford-ai-2021	974	42	E	e	NN
stanford-ai-2021	974	43	R	r	NN
stanford-ai-2021	974	44	D	d	NN
stanford-ai-2021	974	45	I	i	NN
stanford-ai-2021	974	46	V	v	NN
stanford-ai-2021	974	47	E	e	NN
stanford-ai-2021	974	48	R	r	NN
stanford-ai-2021	974	49	S	s	NN
stanford-ai-2021	974	50	I	i	NN
stanford-ai-2021	974	51	T	t	NN
stanford-ai-2021	974	52	Y	y	NN
stanford-ai-2021	974	53	I	i	NN
stanford-ai-2021	974	54	N	n	NN
stanford-ai-2021	974	55	A	a	NN
stanford-ai-2021	974	56	I	i	NN
stanford-ai-2021	974	57	C	c	NN
stanford-ai-2021	974	58	H	h	NN
stanford-ai-2021	974	59	A	a	NN
stanford-ai-2021	974	60	P	p	NN
stanford-ai-2021	974	61	T	t	NN
stanford-ai-2021	974	62	E	e	NN
stanford-ai-2021	974	63	R	r	NN
stanford-ai-2021	974	64	6	6	CD
stanford-ai-2021	974	65	:	:	:
stanford-ai-2021	974	66	D	d	NN
stanford-ai-2021	974	67	I	i	NN
stanford-ai-2021	974	68	V	v	NN
stanford-ai-2021	974	69	E	e	NN
stanford-ai-2021	974	70	R	r	NN
stanford-ai-2021	974	71	S	s	NN
stanford-ai-2021	974	72	I	i	NN
stanford-ai-2021	974	73	T	t	NN
stanford-ai-2021	974	74	Y	y	NN
stanford-ai-2021	974	75	I	i	NN
stanford-ai-2021	974	76	N	n	NN
stanford-ai-2021	974	77	A	a	NN
stanford-ai-2021	974	78	I	i	NN
stanford-ai-2021	974	79	20	20	CD
stanford-ai-2021	974	80	0	0	CD
stanford-ai-2021	974	81	6	6	CD
stanford-ai-2021	974	82	20	20	CD
stanford-ai-2021	974	83	0	0	CD
stanford-ai-2021	974	84	7	7	CD
stanford-ai-2021	974	85	20	20	CD
stanford-ai-2021	974	86	0	0	CD
stanford-ai-2021	974	87	8	8	CD
stanford-ai-2021	974	88	20	20	CD
stanford-ai-2021	974	89	0	0	CD
stanford-ai-2021	974	90	9	9	CD
stanford-ai-2021	974	91	20	20	CD
stanford-ai-2021	974	92	10	10	CD
stanford-ai-2021	974	93	20	20	CD
stanford-ai-2021	974	94	11	11	CD
stanford-ai-2021	974	95	20	20	CD
stanford-ai-2021	974	96	12	12	CD
stanford-ai-2021	974	97	20	20	CD
stanford-ai-2021	974	98	13	13	CD
stanford-ai-2021	974	99	20	20	CD
stanford-ai-2021	974	100	14	14	CD
stanford-ai-2021	974	101	20	20	CD
stanford-ai-2021	974	102	15	15	CD
stanford-ai-2021	974	103	20	20	CD
stanford-ai-2021	974	104	16	16	CD
stanford-ai-2021	974	105	20	20	CD
stanford-ai-2021	974	106	17	17	CD
stanford-ai-2021	974	107	20	20	CD
stanford-ai-2021	974	108	18	18	CD
stanford-ai-2021	974	109	20	20	CD
stanford-ai-2021	974	110	19	19	CD
stanford-ai-2021	974	111	20	20	CD
stanford-ai-2021	974	112	20	20	CD
stanford-ai-2021	974	113	0	0	CD
stanford-ai-2021	974	114	200	200	CD
stanford-ai-2021	974	115	400	400	CD
stanford-ai-2021	974	116	600	600	CD
stanford-ai-2021	974	117	800	800	CD
stanford-ai-2021	974	118	1,000	1,000	CD
stanford-ai-2021	974	119	N	n	CD
stanford-ai-2021	974	120	u	u	NNP
stanford-ai-2021	974	121	m	m	NNP
stanford-ai-2021	974	122	b	b	NNP
stanford-ai-2021	974	123	er	er	UH
stanford-ai-2021	974	124	o	o	XX
stanford-ai-2021	974	125	f	f	NNP
stanford-ai-2021	974	126	P	P	NNP
stanford-ai-2021	974	127	ar	ar	NNP
stanford-ai-2021	974	128	ti	ti	NNP
stanford-ai-2021	974	129	ci	ci	NNP
stanford-ai-2021	974	130	p	p	NNP
stanford-ai-2021	974	131	an	an	DT
stanford-ai-2021	974	132	ts	ts	NNP
stanford-ai-2021	974	133	925	925	CD
stanford-ai-2021	974	134	NUMBER	number	NN
stanford-ai-2021	974	135	of	of	IN
stanford-ai-2021	974	136	PARTICIPANTS	participant	NNS
stanford-ai-2021	974	137	at	at	IN
stanford-ai-2021	974	138	WIML	wiml	NN
stanford-ai-2021	974	139	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	974	140	at	at	IN
stanford-ai-2021	974	141	NEURIPS	NEURIPS	NNP
stanford-ai-2021	974	142	,	,	,
stanford-ai-2021	974	143	2006	2006	CD
stanford-ai-2021	974	144	-	-	SYM
stanford-ai-2021	974	145	20	20	CD
stanford-ai-2021	974	146	Source	source	NN
stanford-ai-2021	974	147	:	:	:
stanford-ai-2021	974	148	Women	woman	NNS
stanford-ai-2021	974	149	in	in	IN
stanford-ai-2021	974	150	Machine	Machine	NNP
stanford-ai-2021	974	151	Learning	Learning	NNP
stanford-ai-2021	974	152	,	,	,
stanford-ai-2021	974	153	2020	2020	CD
stanford-ai-2021	974	154	|	|	CD
stanford-ai-2021	974	155	Chart	Chart	NNP
stanford-ai-2021	974	156	:	:	:
stanford-ai-2021	974	157	2021	2021	CD
stanford-ai-2021	974	158	AI	AI	NNP
stanford-ai-2021	974	159	Index	Index	NNP
stanford-ai-2021	974	160	Report	Report	NNP
stanford-ai-2021	974	161	Figure	Figure	NNP
stanford-ai-2021	974	162	6.1.4	6.1.4	NN
stanford-ai-2021	974	163	W	w	NN
stanford-ai-2021	974	164	O	o	NN
stanford-ai-2021	974	165	M	m	NN
stanford-ai-2021	974	166	E	e	NN
stanford-ai-2021	974	167	N	n	NN
stanford-ai-2021	974	168	I	i	NN
stanford-ai-2021	974	169	N	n	NN
stanford-ai-2021	974	170	M	m	NN
stanford-ai-2021	974	171	AC	ac	NN
stanford-ai-2021	974	172	H	h	NN
stanford-ai-2021	974	173	I	i	NN
stanford-ai-2021	974	174	N	n	NN
stanford-ai-2021	974	175	E	e	NN
stanford-ai-2021	974	176	L	l	NN
stanford-ai-2021	974	177	E	e	NN
stanford-ai-2021	974	178	A	a	NN
stanford-ai-2021	974	179	R	r	NN
stanford-ai-2021	974	180	N	n	CC
stanford-ai-2021	974	181	I	i	NN
stanford-ai-2021	974	182	N	n	NN
stanford-ai-2021	974	183	G	g	NN
stanford-ai-2021	974	184	W	w	NN
stanford-ai-2021	974	185	O	o	NN
stanford-ai-2021	974	186	R	r	NN
stanford-ai-2021	974	187	K	k	NN
stanford-ai-2021	974	188	S	s	NN
stanford-ai-2021	974	189	H	h	NN
stanford-ai-2021	974	190	O	o	NN
stanford-ai-2021	974	191	P	p	NN
stanford-ai-2021	974	192	S	s	NN
stanford-ai-2021	974	193	Women	woman	NNS
stanford-ai-2021	974	194	in	in	IN
stanford-ai-2021	974	195	Machine	Machine	NNP
stanford-ai-2021	974	196	Learning	Learning	NNP
stanford-ai-2021	974	197	,	,	,
stanford-ai-2021	974	198	founded	found	VBN
stanford-ai-2021	974	199	in	in	IN
stanford-ai-2021	974	200	2006	2006	CD
stanford-ai-2021	974	201	by	by	IN
stanford-ai-2021	974	202	Hanna	Hanna	NNP
stanford-ai-2021	974	203	Wallach	Wallach	NNP
stanford-ai-2021	974	204	,	,	,
stanford-ai-2021	974	205	Jenn	Jenn	NNP
stanford-ai-2021	974	206	Wortman	Wortman	NNP
stanford-ai-2021	974	207	,	,	,
stanford-ai-2021	974	208	and	and	CC
stanford-ai-2021	974	209	Lisa	Lisa	NNP
stanford-ai-2021	974	210	Wainer	Wainer	NNP
stanford-ai-2021	974	211	,	,	,
stanford-ai-2021	974	212	is	be	VBZ
stanford-ai-2021	974	213	an	an	DT
stanford-ai-2021	974	214	organization	organization	NN
stanford-ai-2021	974	215	that	that	WDT
stanford-ai-2021	974	216	runs	run	VBZ
stanford-ai-2021	974	217	events	event	NNS
stanford-ai-2021	974	218	and	and	CC
stanford-ai-2021	974	219	programs	program	NNS
stanford-ai-2021	974	220	to	to	TO
stanford-ai-2021	974	221	support	support	VB
stanford-ai-2021	974	222	women	woman	NNS
stanford-ai-2021	974	223	in	in	IN
stanford-ai-2021	974	224	the	the	DT
stanford-ai-2021	974	225	field	field	NN
stanford-ai-2021	974	226	of	of	IN
stanford-ai-2021	974	227	machine	machine	NN
stanford-ai-2021	974	228	learning	learning	NN
stanford-ai-2021	974	229	(	(	-LRB-
stanford-ai-2021	974	230	ML	ML	NNP
stanford-ai-2021	974	231	)	)	-RRB-
stanford-ai-2021	974	232	.	.	.
stanford-ai-2021	975	1	This	this	DT
stanford-ai-2021	975	2	section	section	NN
stanford-ai-2021	975	3	presents	present	VBZ
stanford-ai-2021	975	4	statistics	statistic	NNS
stanford-ai-2021	975	5	from	from	IN
stanford-ai-2021	975	6	its	-PRON-	PRP$
stanford-ai-2021	975	7	annual	annual	JJ
stanford-ai-2021	975	8	technical	technical	JJ
stanford-ai-2021	975	9	workshops	workshop	NNS
stanford-ai-2021	975	10	,	,	,
stanford-ai-2021	975	11	which	which	WDT
stanford-ai-2021	975	12	are	be	VBP
stanford-ai-2021	975	13	held	hold	VBN
stanford-ai-2021	975	14	at	at	IN
stanford-ai-2021	975	15	NeurIPS	NeurIPS	NNP
stanford-ai-2021	975	16	.	.	.
stanford-ai-2021	976	1	In	in	IN
stanford-ai-2021	976	2	2020	2020	CD
stanford-ai-2021	976	3	,	,	,
stanford-ai-2021	976	4	WiML	WiML	NNP
stanford-ai-2021	976	5	also	also	RB
stanford-ai-2021	976	6	hosted	host	VBD
stanford-ai-2021	976	7	for	for	IN
stanford-ai-2021	976	8	the	the	DT
stanford-ai-2021	976	9	first	first	JJ
stanford-ai-2021	976	10	time	time	NN
stanford-ai-2021	976	11	a	a	DT
stanford-ai-2021	976	12	full	full	JJ
stanford-ai-2021	976	13	-	-	HYPH
stanford-ai-2021	976	14	day	day	NN
stanford-ai-2021	976	15	“	"	``
stanford-ai-2021	976	16	Un	Un	NNP
stanford-ai-2021	976	17	-	-	HYPH
stanford-ai-2021	976	18	Workshop	Workshop	NNP
stanford-ai-2021	976	19	”	"	''
stanford-ai-2021	976	20	at	at	IN
stanford-ai-2021	976	21	the	the	DT
stanford-ai-2021	976	22	International	International	NNP
stanford-ai-2021	976	23	Conference	Conference	NNP
stanford-ai-2021	976	24	on	on	IN
stanford-ai-2021	976	25	Machine	Machine	NNP
stanford-ai-2021	976	26	Learning	Learning	NNP
stanford-ai-2021	976	27	2020	2020	CD
stanford-ai-2021	976	28	,	,	,
stanford-ai-2021	976	29	which	which	WDT
stanford-ai-2021	976	30	drew	draw	VBD
stanford-ai-2021	976	31	812	812	CD
stanford-ai-2021	976	32	participants	participant	NNS
stanford-ai-2021	976	33	.	.	.
stanford-ai-2021	977	1	Workshop	Workshop	NNP
stanford-ai-2021	977	2	Participants	participant	NNS
stanford-ai-2021	977	3	The	the	DT
stanford-ai-2021	977	4	number	number	NN
stanford-ai-2021	977	5	of	of	IN
stanford-ai-2021	977	6	participants	participant	NNS
stanford-ai-2021	977	7	attending	attend	VBG
stanford-ai-2021	977	8	WiML	WiML	NNP
stanford-ai-2021	977	9	workshops	workshop	NNS
stanford-ai-2021	977	10	at	at	IN
stanford-ai-2021	977	11	NeurIPS	NeurIPS	``
stanford-ai-2021	977	12	has	have	VBZ
stanford-ai-2021	977	13	been	be	VBN
stanford-ai-2021	977	14	steadily	steadily	RB
stanford-ai-2021	977	15	increasing	increase	VBG
stanford-ai-2021	977	16	since	since	IN
stanford-ai-2021	977	17	the	the	DT
stanford-ai-2021	977	18	workshops	workshop	NNS
stanford-ai-2021	977	19	were	be	VBD
stanford-ai-2021	977	20	first	first	RB
stanford-ai-2021	977	21	offered	offer	VBN
stanford-ai-2021	977	22	in	in	IN
stanford-ai-2021	977	23	2006	2006	CD
stanford-ai-2021	977	24	.	.	.
stanford-ai-2021	978	1	According	accord	VBG
stanford-ai-2021	978	2	to	to	IN
stanford-ai-2021	978	3	the	the	DT
stanford-ai-2021	978	4	organization	organization	NN
stanford-ai-2021	978	5	,	,	,
stanford-ai-2021	978	6	the	the	DT
stanford-ai-2021	978	7	WiML	WiML	NNP
stanford-ai-2021	978	8	workshop	workshop	NN
stanford-ai-2021	978	9	in	in	IN
stanford-ai-2021	978	10	2020	2020	CD
stanford-ai-2021	978	11	was	be	VBD
stanford-ai-2021	978	12	completely	completely	RB
stanford-ai-2021	978	13	virtual	virtual	JJ
stanford-ai-2021	978	14	because	because	IN
stanford-ai-2021	978	15	of	of	IN
stanford-ai-2021	978	16	the	the	DT
stanford-ai-2021	978	17	pandemic	pandemic	NN
stanford-ai-2021	978	18	and	and	CC
stanford-ai-2021	978	19	delivered	deliver	VBN
stanford-ai-2021	978	20	on	on	IN
stanford-ai-2021	978	21	a	a	DT
stanford-ai-2021	978	22	new	new	JJ
stanford-ai-2021	978	23	platform	platform	NN
stanford-ai-2021	978	24	(	(	-LRB-
stanford-ai-2021	978	25	Gather	Gather	NNP
stanford-ai-2021	978	26	.	.	.
stanford-ai-2021	978	27	Town	town	NN
stanford-ai-2021	978	28	)	)	-RRB-
stanford-ai-2021	978	29	;	;	:
stanford-ai-2021	978	30	these	these	DT
stanford-ai-2021	978	31	two	two	CD
stanford-ai-2021	978	32	factors	factor	NNS
stanford-ai-2021	978	33	may	may	MD
stanford-ai-2021	978	34	make	make	VB
stanford-ai-2021	978	35	attendance	attendance	NN
stanford-ai-2021	978	36	numbers	number	NNS
stanford-ai-2021	978	37	harder	hard	RBR
stanford-ai-2021	978	38	to	to	TO
stanford-ai-2021	978	39	compare	compare	VB
stanford-ai-2021	978	40	to	to	IN
stanford-ai-2021	978	41	those	those	DT
stanford-ai-2021	978	42	of	of	IN
stanford-ai-2021	978	43	previous	previous	JJ
stanford-ai-2021	978	44	years	year	NNS
stanford-ai-2021	978	45	.	.	.
stanford-ai-2021	979	1	Figure	figure	NN
stanford-ai-2021	979	2	6.1.4	6.1.4	NN
stanford-ai-2021	979	3	shows	show	VBZ
stanford-ai-2021	979	4	an	an	DT
stanford-ai-2021	979	5	estimate	estimate	NN
stanford-ai-2021	979	6	of	of	IN
stanford-ai-2021	979	7	925	925	CD
stanford-ai-2021	979	8	attendees	attendee	NNS
stanford-ai-2021	979	9	in	in	IN
stanford-ai-2021	979	10	2020	2020	CD
stanford-ai-2021	979	11	,	,	,
stanford-ai-2021	979	12	based	base	VBN
stanford-ai-2021	979	13	on	on	IN
stanford-ai-2021	979	14	the	the	DT
stanford-ai-2021	979	15	number	number	NN
stanford-ai-2021	979	16	of	of	IN
stanford-ai-2021	979	17	individuals	individual	NNS
stanford-ai-2021	979	18	who	who	WP
stanford-ai-2021	979	19	accessed	access	VBD
stanford-ai-2021	979	20	the	the	DT
stanford-ai-2021	979	21	virtual	virtual	JJ
stanford-ai-2021	979	22	platform	platform	NN
stanford-ai-2021	979	23	.	.	.
stanford-ai-2021	980	1	In	in	IN
stanford-ai-2021	980	2	the	the	DT
stanford-ai-2021	980	3	past	past	JJ
stanford-ai-2021	980	4	10	10	CD
stanford-ai-2021	980	5	years	year	NNS
stanford-ai-2021	980	6	,	,	,
stanford-ai-2021	980	7	WiML	WiML	NNP
stanford-ai-2021	980	8	workshops	workshop	NNS
stanford-ai-2021	980	9	have	have	VBP
stanford-ai-2021	980	10	expanded	expand	VBN
stanford-ai-2021	980	11	their	-PRON-	PRP$
stanford-ai-2021	980	12	programs	program	NNS
stanford-ai-2021	980	13	to	to	TO
stanford-ai-2021	980	14	include	include	VB
stanford-ai-2021	980	15	mentoring	mentoring	JJ
stanford-ai-2021	980	16	roundtables	roundtable	NNS
stanford-ai-2021	980	17	,	,	,
stanford-ai-2021	980	18	where	where	WRB
stanford-ai-2021	980	19	more	more	RBR
stanford-ai-2021	980	20	senior	senior	JJ
stanford-ai-2021	980	21	participants	participant	NNS
stanford-ai-2021	980	22	offer	offer	VBP
stanford-ai-2021	980	23	one	one	CD
stanford-ai-2021	980	24	-	-	HYPH
stanford-ai-2021	980	25	on	on	IN
stanford-ai-2021	980	26	-	-	HYPH
stanford-ai-2021	980	27	one	one	CD
stanford-ai-2021	980	28	feedback	feedback	NN
stanford-ai-2021	980	29	and	and	CC
stanford-ai-2021	980	30	professional	professional	JJ
stanford-ai-2021	980	31	advice	advice	NN
stanford-ai-2021	980	32	,	,	,
stanford-ai-2021	980	33	in	in	IN
stanford-ai-2021	980	34	addition	addition	NN
stanford-ai-2021	980	35	to	to	IN
stanford-ai-2021	980	36	the	the	DT
stanford-ai-2021	980	37	main	main	JJ
stanford-ai-2021	980	38	session	session	NN
stanford-ai-2021	980	39	that	that	WDT
stanford-ai-2021	980	40	includes	include	VBZ
stanford-ai-2021	980	41	keynotes	keynote	NNS
stanford-ai-2021	980	42	and	and	CC
stanford-ai-2021	980	43	poster	poster	NN
stanford-ai-2021	980	44	presentations	presentation	NNS
stanford-ai-2021	980	45	.	.	.
stanford-ai-2021	981	1	Similar	similar	JJ
stanford-ai-2021	981	2	opportunities	opportunity	NNS
stanford-ai-2021	981	3	may	may	MD
stanford-ai-2021	981	4	have	have	VB
stanford-ai-2021	981	5	contributed	contribute	VBN
stanford-ai-2021	981	6	to	to	IN
stanford-ai-2021	981	7	the	the	DT
stanford-ai-2021	981	8	increase	increase	NN
stanford-ai-2021	981	9	in	in	IN
stanford-ai-2021	981	10	attendance	attendance	NN
stanford-ai-2021	981	11	since	since	IN
stanford-ai-2021	981	12	2014	2014	CD
stanford-ai-2021	981	13	.	.	.
stanford-ai-2021	982	1	Between	between	IN
stanford-ai-2021	982	2	2016	2016	CD
stanford-ai-2021	982	3	and	and	CC
stanford-ai-2021	982	4	2019	2019	CD
stanford-ai-2021	982	5	,	,	,
stanford-ai-2021	982	6	the	the	DT
stanford-ai-2021	982	7	WiML	WiML	NNP
stanford-ai-2021	982	8	workshop	workshop	NN
stanford-ai-2021	982	9	attendance	attendance	NN
stanford-ai-2021	982	10	is	be	VBZ
stanford-ai-2021	982	11	on	on	IN
stanford-ai-2021	982	12	average	average	JJ
stanford-ai-2021	982	13	about	about	RB
stanford-ai-2021	982	14	10	10	CD
stanford-ai-2021	982	15	%	%	NN
stanford-ai-2021	982	16	of	of	IN
stanford-ai-2021	982	17	the	the	DT
stanford-ai-2021	982	18	overall	overall	JJ
stanford-ai-2021	982	19	NeurIPS	NeurIPS	''
stanford-ai-2021	982	20	attendance	attendance	NN
stanford-ai-2021	982	21	.	.	.
stanford-ai-2021	983	1	https://wimlworkshop.org/	https://wimlworkshop.org/	CD
stanford-ai-2021	983	2	TA	TA	NNP
stanford-ai-2021	983	3	B	B	NNP
stanford-ai-2021	983	4	L	l	NN
stanford-ai-2021	983	5	E	e	NN
stanford-ai-2021	983	6	O	o	NN
stanford-ai-2021	983	7	F	f	NN
stanford-ai-2021	983	8	C	c	NN
stanford-ai-2021	983	9	O	o	NN
stanford-ai-2021	983	10	N	n	NN
stanford-ai-2021	983	11	T	t	NN
stanford-ai-2021	983	12	E	e	NN
stanford-ai-2021	983	13	N	n	NN
stanford-ai-2021	983	14	T	t	NN
stanford-ai-2021	983	15	S	s	NN
stanford-ai-2021	983	16	1	1	CD
stanford-ai-2021	983	17	4	4	CD
stanford-ai-2021	983	18	2C	2c	NN
stanford-ai-2021	983	19	H	h	NN
stanford-ai-2021	983	20	A	a	NN
stanford-ai-2021	983	21	P	p	NN
stanford-ai-2021	983	22	T	t	NN
stanford-ai-2021	983	23	E	e	NN
stanford-ai-2021	983	24	R	r	NN
stanford-ai-2021	983	25	6	6	CD
stanford-ai-2021	983	26	P	p	NN
stanford-ai-2021	983	27	R	r	NN
stanford-ai-2021	983	28	E	e	NN
stanford-ai-2021	983	29	V	v	NN
stanford-ai-2021	983	30	I	i	NN
stanford-ai-2021	983	31	E	e	NN
stanford-ai-2021	983	32	W	W	NNP
stanford-ai-2021	983	33	Artificial	Artificial	NNP
stanford-ai-2021	983	34	Intelligence	Intelligence	NNP
stanford-ai-2021	983	35	Index	Index	NNP
stanford-ai-2021	983	36	Report	Report	NNP
stanford-ai-2021	983	37	2021	2021	CD
stanford-ai-2021	983	38	Demographics	Demographics	NNP
stanford-ai-2021	983	39	Breakdown	Breakdown	NNP
stanford-ai-2021	983	40	The	the	DT
stanford-ai-2021	983	41	following	follow	VBG
stanford-ai-2021	983	42	geographic	geographic	JJ
stanford-ai-2021	983	43	,	,	,
stanford-ai-2021	983	44	professional	professional	JJ
stanford-ai-2021	983	45	position	position	NN
stanford-ai-2021	983	46	,	,	,
stanford-ai-2021	983	47	and	and	CC
stanford-ai-2021	983	48	gender	gender	NN
stanford-ai-2021	983	49	breakdowns	breakdown	NNS
stanford-ai-2021	983	50	are	be	VBP
stanford-ai-2021	983	51	based	base	VBN
stanford-ai-2021	983	52	only	only	RB
stanford-ai-2021	983	53	on	on	IN
stanford-ai-2021	983	54	participants	participant	NNS
stanford-ai-2021	983	55	at	at	IN
stanford-ai-2021	983	56	the	the	DT
stanford-ai-2021	983	57	2020	2020	CD
stanford-ai-2021	983	58	WiML	WiML	NNP
stanford-ai-2021	983	59	workshop	workshop	NN
stanford-ai-2021	983	60	at	at	IN
stanford-ai-2021	983	61	NeurIPS	NeurIPS	``
stanford-ai-2021	983	62	who	who	WP
stanford-ai-2021	983	63	consented	consent	VBD
stanford-ai-2021	983	64	to	to	IN
stanford-ai-2021	983	65	having	have	VBG
stanford-ai-2021	983	66	the	the	DT
stanford-ai-2021	983	67	information	information	NN
stanford-ai-2021	983	68	aggregated	aggregate	VBN
stanford-ai-2021	983	69	and	and	CC
stanford-ai-2021	983	70	who	who	WP
stanford-ai-2021	983	71	spent	spend	VBD
stanford-ai-2021	983	72	at	at	IN
stanford-ai-2021	983	73	least	least	RBS
stanford-ai-2021	983	74	10	10	CD
stanford-ai-2021	983	75	minutes	minute	NNS
stanford-ai-2021	983	76	on	on	IN
stanford-ai-2021	983	77	the	the	DT
stanford-ai-2021	983	78	virtual	virtual	JJ
stanford-ai-2021	983	79	platform	platform	NN
stanford-ai-2021	983	80	through	through	IN
stanford-ai-2021	983	81	which	which	WDT
stanford-ai-2021	983	82	the	the	DT
stanford-ai-2021	983	83	workshop	workshop	NN
stanford-ai-2021	983	84	was	be	VBD
stanford-ai-2021	983	85	offered	offer	VBN
stanford-ai-2021	983	86	.	.	.
stanford-ai-2021	984	1	Among	among	IN
stanford-ai-2021	984	2	the	the	DT
stanford-ai-2021	984	3	participants	participant	NNS
stanford-ai-2021	984	4	,	,	,
stanford-ai-2021	984	5	89.5	89.5	CD
stanford-ai-2021	984	6	%	%	NN
stanford-ai-2021	984	7	were	be	VBD
stanford-ai-2021	984	8	women	woman	NNS
stanford-ai-2021	984	9	and/or	and/or	CC
stanford-ai-2021	984	10	nonbinary	nonbinary	NNP
stanford-ai-2021	984	11	,	,	,
stanford-ai-2021	984	12	10.4	10.4	CD
stanford-ai-2021	984	13	%	%	NN
stanford-ai-2021	984	14	were	be	VBD
stanford-ai-2021	984	15	men	man	NNS
stanford-ai-2021	984	16	(	(	-LRB-
stanford-ai-2021	984	17	Figure	figure	NN
stanford-ai-2021	984	18	6.1.5	6.1.5	CD
stanford-ai-2021	984	19	)	)	-RRB-
stanford-ai-2021	984	20	,	,	,
stanford-ai-2021	984	21	and	and	CC
stanford-ai-2021	984	22	a	a	DT
stanford-ai-2021	984	23	large	large	JJ
stanford-ai-2021	984	24	majority	majority	NN
stanford-ai-2021	984	25	were	be	VBD
stanford-ai-2021	984	26	from	from	IN
stanford-ai-2021	984	27	North	North	NNP
stanford-ai-2021	984	28	America	America	NNP
stanford-ai-2021	984	29	(	(	-LRB-
stanford-ai-2021	984	30	Figure	Figure	NNP
stanford-ai-2021	984	31	6.1.6	6.1.6	NNP
stanford-ai-2021	984	32	)	)	-RRB-
stanford-ai-2021	984	33	.	.	.
stanford-ai-2021	985	1	Further	further	RB
stanford-ai-2021	985	2	,	,	,
stanford-ai-2021	985	3	as	as	IN
stanford-ai-2021	985	4	shown	show	VBN
stanford-ai-2021	985	5	in	in	IN
stanford-ai-2021	985	6	Figure	Figure	NNP
stanford-ai-2021	985	7	6.1.7	6.1.7	NN
stanford-ai-2021	985	8	,	,	,
stanford-ai-2021	985	9	students	student	NNS
stanford-ai-2021	985	10	—	—	:
stanford-ai-2021	985	11	including	include	VBG
stanford-ai-2021	985	12	PhD	phd	NN
stanford-ai-2021	985	13	,	,	,
stanford-ai-2021	985	14	master	master	NNP
stanford-ai-2021	985	15	’s	’s	POS
stanford-ai-2021	985	16	,	,	,
stanford-ai-2021	985	17	and	and	CC
stanford-ai-2021	985	18	undergraduate	undergraduate	VBP
stanford-ai-2021	985	19	students	student	NNS
stanford-ai-2021	985	20	—	—	:
stanford-ai-2021	985	21	make	make	VB
stanford-ai-2021	985	22	up	up	RP
stanford-ai-2021	985	23	more	more	JJR
stanford-ai-2021	985	24	than	than	IN
stanford-ai-2021	985	25	half	half	PDT
stanford-ai-2021	985	26	the	the	DT
stanford-ai-2021	985	27	participants	participant	NNS
stanford-ai-2021	985	28	(	(	-LRB-
stanford-ai-2021	985	29	54.6	54.6	CD
stanford-ai-2021	985	30	%	%	NN
stanford-ai-2021	985	31	)	)	-RRB-
stanford-ai-2021	985	32	.	.	.
stanford-ai-2021	986	1	Among	among	IN
stanford-ai-2021	986	2	participants	participant	NNS
stanford-ai-2021	986	3	who	who	WP
stanford-ai-2021	986	4	work	work	VBP
stanford-ai-2021	986	5	in	in	IN
stanford-ai-2021	986	6	the	the	DT
stanford-ai-2021	986	7	industry	industry	NN
stanford-ai-2021	986	8	,	,	,
stanford-ai-2021	986	9	research	research	NN
stanford-ai-2021	986	10	scientist	scientist	NN
stanford-ai-2021	986	11	/	/	SYM
stanford-ai-2021	986	12	engineer	engineer	NN
stanford-ai-2021	986	13	and	and	CC
stanford-ai-2021	986	14	data	data	NNP
stanford-ai-2021	986	15	scientist	scientist	NN
stanford-ai-2021	986	16	/	/	SYM
stanford-ai-2021	986	17	engineer	engineer	NN
stanford-ai-2021	986	18	are	be	VBP
stanford-ai-2021	986	19	the	the	DT
stanford-ai-2021	986	20	most	most	RBS
stanford-ai-2021	986	21	commonly	commonly	RB
stanford-ai-2021	986	22	held	hold	VBN
stanford-ai-2021	986	23	professional	professional	JJ
stanford-ai-2021	986	24	positions	position	NNS
stanford-ai-2021	986	25	.	.	.
stanford-ai-2021	987	1	6	6	CD
stanford-ai-2021	987	2	.1	.1	NN
stanford-ai-2021	987	3	G	g	NN
stanford-ai-2021	987	4	E	e	NN
stanford-ai-2021	987	5	N	n	NN
stanford-ai-2021	987	6	D	d	NN
stanford-ai-2021	987	7	E	e	NN
stanford-ai-2021	987	8	R	r	NN
stanford-ai-2021	987	9	D	d	NN
stanford-ai-2021	987	10	I	i	NN
stanford-ai-2021	987	11	V	v	NN
stanford-ai-2021	987	12	E	e	NN
stanford-ai-2021	987	13	R	r	NN
stanford-ai-2021	987	14	S	s	NN
stanford-ai-2021	987	15	I	i	NN
stanford-ai-2021	987	16	T	t	NN
stanford-ai-2021	987	17	Y	y	NN
stanford-ai-2021	987	18	I	i	NN
stanford-ai-2021	987	19	N	n	NN
stanford-ai-2021	987	20	A	a	NN
stanford-ai-2021	987	21	I	i	NN
stanford-ai-2021	987	22	C	c	NN
stanford-ai-2021	987	23	H	h	NN
stanford-ai-2021	987	24	A	a	NN
stanford-ai-2021	987	25	P	p	NN
stanford-ai-2021	987	26	T	t	NN
stanford-ai-2021	987	27	E	e	NN
stanford-ai-2021	987	28	R	r	NN
stanford-ai-2021	987	29	6	6	CD
stanford-ai-2021	987	30	:	:	:
stanford-ai-2021	987	31	D	d	NN
stanford-ai-2021	987	32	I	i	NN
stanford-ai-2021	987	33	V	v	NN
stanford-ai-2021	987	34	E	e	NN
stanford-ai-2021	987	35	R	r	NN
stanford-ai-2021	987	36	S	s	NN
stanford-ai-2021	987	37	I	i	NN
stanford-ai-2021	987	38	T	t	NN
stanford-ai-2021	987	39	Y	y	NN
stanford-ai-2021	987	40	I	i	NN
stanford-ai-2021	987	41	N	n	NN
stanford-ai-2021	987	42	A	a	NN
stanford-ai-2021	987	43	I	i	NN
stanford-ai-2021	987	44	89.5	89.5	CD
stanford-ai-2021	987	45	%	%	NN
stanford-ai-2021	987	46	Woman	Woman	NNP
stanford-ai-2021	987	47	and/or	and/or	CC
stanford-ai-2021	987	48	nonbinary	nonbinary	JJ
stanford-ai-2021	987	49	10.4	10.4	CD
stanford-ai-2021	987	50	%	%	NN
stanford-ai-2021	987	51	Man	Man	NNP
stanford-ai-2021	987	52	PARTICIPANTS	participant	NNS
stanford-ai-2021	987	53	of	of	IN
stanford-ai-2021	987	54	WIML	wiml	NN
stanford-ai-2021	987	55	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	987	56	at	at	IN
stanford-ai-2021	987	57	NEURIPS	NEURIPS	NNP
stanford-ai-2021	987	58	(	(	-LRB-
stanford-ai-2021	987	59	%	%	NN
stanford-ai-2021	987	60	of	of	IN
stanford-ai-2021	987	61	TOTAL	TOTAL	NNP
stanford-ai-2021	987	62	)	)	-RRB-
stanford-ai-2021	987	63	by	by	IN
stanford-ai-2021	987	64	GENDER	GENDER	NNP
stanford-ai-2021	987	65	,	,	,
stanford-ai-2021	987	66	2020	2020	CD
stanford-ai-2021	987	67	Source	source	NN
stanford-ai-2021	987	68	:	:	:
stanford-ai-2021	987	69	Women	woman	NNS
stanford-ai-2021	987	70	in	in	IN
stanford-ai-2021	987	71	Machine	Machine	NNP
stanford-ai-2021	987	72	Learning	Learning	NNP
stanford-ai-2021	987	73	,	,	,
stanford-ai-2021	987	74	2020	2020	CD
stanford-ai-2021	987	75	|	|	CD
stanford-ai-2021	987	76	Chart	Chart	NNP
stanford-ai-2021	987	77	:	:	:
stanford-ai-2021	987	78	2021	2021	CD
stanford-ai-2021	987	79	AI	AI	NNP
stanford-ai-2021	987	80	Index	Index	NNP
stanford-ai-2021	987	81	Report	Report	NNP
stanford-ai-2021	987	82	89.5	89.5	CD
stanford-ai-2021	987	83	%	%	NN
stanford-ai-2021	987	84	Woman	Woman	NNP
stanford-ai-2021	987	85	and/or	and/or	CC
stanford-ai-2021	987	86	nonbinary	nonbinary	JJ
stanford-ai-2021	987	87	10.4	10.4	CD
stanford-ai-2021	987	88	%	%	NN
stanford-ai-2021	987	89	Man	Man	NNP
stanford-ai-2021	987	90	PARTICIPANTS	participant	NNS
stanford-ai-2021	987	91	of	of	IN
stanford-ai-2021	987	92	WIML	wiml	NN
stanford-ai-2021	987	93	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	987	94	at	at	IN
stanford-ai-2021	987	95	NEURIPS	NEURIPS	NNP
stanford-ai-2021	987	96	(	(	-LRB-
stanford-ai-2021	987	97	%	%	NN
stanford-ai-2021	987	98	of	of	IN
stanford-ai-2021	987	99	TOTAL	TOTAL	NNP
stanford-ai-2021	987	100	)	)	-RRB-
stanford-ai-2021	987	101	by	by	IN
stanford-ai-2021	987	102	GENDER	GENDER	NNP
stanford-ai-2021	987	103	,	,	,
stanford-ai-2021	987	104	2020	2020	CD
stanford-ai-2021	987	105	Source	source	NN
stanford-ai-2021	987	106	:	:	:
stanford-ai-2021	987	107	Women	woman	NNS
stanford-ai-2021	987	108	in	in	IN
stanford-ai-2021	987	109	Machine	Machine	NNP
stanford-ai-2021	987	110	Learning	Learning	NNP
stanford-ai-2021	987	111	,	,	,
stanford-ai-2021	987	112	2020	2020	CD
stanford-ai-2021	987	113	|	|	CD
stanford-ai-2021	987	114	Chart	Chart	NNP
stanford-ai-2021	987	115	:	:	:
stanford-ai-2021	987	116	2021	2021	CD
stanford-ai-2021	987	117	AI	AI	NNP
stanford-ai-2021	987	118	Index	Index	NNP
stanford-ai-2021	987	119	Report	Report	NNP
stanford-ai-2021	987	120	Figure	Figure	NNP
stanford-ai-2021	987	121	6.1.5	6.1.5	CD
stanford-ai-2021	987	122	Among	among	IN
stanford-ai-2021	987	123	the	the	DT
stanford-ai-2021	987	124	participants	participant	NNS
stanford-ai-2021	987	125	,	,	,
stanford-ai-2021	987	126	89.5	89.5	CD
stanford-ai-2021	987	127	%	%	NN
stanford-ai-2021	987	128	were	be	VBD
stanford-ai-2021	987	129	women	woman	NNS
stanford-ai-2021	987	130	and/	and/	NNP
stanford-ai-2021	987	131	or	or	CC
stanford-ai-2021	987	132	nonbinary	nonbinary	NNP
stanford-ai-2021	987	133	,	,	,
stanford-ai-2021	987	134	10.4	10.4	CD
stanford-ai-2021	987	135	%	%	NN
stanford-ai-2021	987	136	were	be	VBD
stanford-ai-2021	987	137	men	man	NNS
stanford-ai-2021	987	138	,	,	,
stanford-ai-2021	987	139	and	and	CC
stanford-ai-2021	987	140	a	a	DT
stanford-ai-2021	987	141	large	large	JJ
stanford-ai-2021	987	142	majority	majority	NN
stanford-ai-2021	987	143	were	be	VBD
stanford-ai-2021	987	144	from	from	IN
stanford-ai-2021	987	145	North	North	NNP
stanford-ai-2021	987	146	America	America	NNP
stanford-ai-2021	987	147	.	.	.
stanford-ai-2021	988	1	Further	further	RB
stanford-ai-2021	988	2	,	,	,
stanford-ai-2021	988	3	students	student	NNS
stanford-ai-2021	988	4	—	—	:
stanford-ai-2021	988	5	including	include	VBG
stanford-ai-2021	988	6	PhD	phd	NN
stanford-ai-2021	988	7	,	,	,
stanford-ai-2021	988	8	master	master	NNP
stanford-ai-2021	988	9	’s	’s	POS
stanford-ai-2021	988	10	,	,	,
stanford-ai-2021	988	11	and	and	CC
stanford-ai-2021	988	12	undergraduate	undergraduate	VBP
stanford-ai-2021	988	13	students	student	NNS
stanford-ai-2021	988	14	—	—	:
stanford-ai-2021	988	15	make	make	VB
stanford-ai-2021	988	16	up	up	RP
stanford-ai-2021	988	17	more	more	JJR
stanford-ai-2021	988	18	than	than	IN
stanford-ai-2021	988	19	half	half	PDT
stanford-ai-2021	988	20	the	the	DT
stanford-ai-2021	988	21	participants	participant	NNS
stanford-ai-2021	988	22	(	(	-LRB-
stanford-ai-2021	988	23	54.6	54.6	CD
stanford-ai-2021	988	24	%	%	NN
stanford-ai-2021	988	25	)	)	-RRB-
stanford-ai-2021	988	26	.	.	.
stanford-ai-2021	989	1	TA	TA	NNP
stanford-ai-2021	989	2	B	B	NNP
stanford-ai-2021	989	3	L	l	NN
stanford-ai-2021	989	4	E	e	NN
stanford-ai-2021	989	5	O	o	NN
stanford-ai-2021	989	6	F	f	NN
stanford-ai-2021	989	7	C	c	NN
stanford-ai-2021	989	8	O	o	NN
stanford-ai-2021	989	9	N	n	NN
stanford-ai-2021	989	10	T	t	NN
stanford-ai-2021	989	11	E	e	NN
stanford-ai-2021	989	12	N	n	NN
stanford-ai-2021	989	13	T	t	NN
stanford-ai-2021	989	14	S	s	NN
stanford-ai-2021	989	15	1	1	CD
stanford-ai-2021	989	16	4	4	CD
stanford-ai-2021	989	17	3C	3c	NN
stanford-ai-2021	989	18	H	h	NN
stanford-ai-2021	989	19	A	a	NN
stanford-ai-2021	989	20	P	p	NN
stanford-ai-2021	989	21	T	t	NN
stanford-ai-2021	989	22	E	e	NN
stanford-ai-2021	989	23	R	r	NN
stanford-ai-2021	989	24	6	6	CD
stanford-ai-2021	989	25	P	p	NN
stanford-ai-2021	989	26	R	r	NN
stanford-ai-2021	989	27	E	e	NN
stanford-ai-2021	989	28	V	v	NN
stanford-ai-2021	989	29	I	i	NN
stanford-ai-2021	989	30	E	e	NN
stanford-ai-2021	989	31	W	W	NNP
stanford-ai-2021	989	32	Artificial	Artificial	NNP
stanford-ai-2021	989	33	Intelligence	Intelligence	NNP
stanford-ai-2021	989	34	Index	Index	NNP
stanford-ai-2021	989	35	Report	Report	NNP
stanford-ai-2021	989	36	2021	2021	CD
stanford-ai-2021	989	37	0	0	CD
stanford-ai-2021	989	38	%	%	NN
stanford-ai-2021	989	39	5	5	CD
stanford-ai-2021	989	40	%	%	NN
stanford-ai-2021	989	41	10	10	CD
stanford-ai-2021	989	42	%	%	NN
stanford-ai-2021	989	43	15	15	CD
stanford-ai-2021	989	44	%	%	NN
stanford-ai-2021	989	45	20	20	CD
stanford-ai-2021	989	46	%	%	NN
stanford-ai-2021	989	47	25	25	CD
stanford-ai-2021	989	48	%	%	NN
stanford-ai-2021	989	49	30	30	CD
stanford-ai-2021	989	50	%	%	NN
stanford-ai-2021	989	51	35	35	CD
stanford-ai-2021	989	52	%	%	NN
stanford-ai-2021	989	53	%	%	NN
stanford-ai-2021	989	54	of	of	IN
stanford-ai-2021	989	55	Participants	participant	NNS
stanford-ai-2021	989	56	PhD	phd	NN
stanford-ai-2021	989	57	Student	Student	NNP
stanford-ai-2021	989	58	Research	Research	NNP
stanford-ai-2021	989	59	Scientist	Scientist	NNP
stanford-ai-2021	989	60	/	/	SYM
stanford-ai-2021	989	61	Engineer	Engineer	NNP
stanford-ai-2021	989	62	MSc	MSc	NNP
stanford-ai-2021	989	63	Student	Student	NNP
stanford-ai-2021	989	64	Data	Data	NNP
stanford-ai-2021	989	65	scientist	scientist	NN
stanford-ai-2021	989	66	/	/	SYM
stanford-ai-2021	989	67	Engineer	Engineer	NNP
stanford-ai-2021	989	68	Undergraduate	Undergraduate	NNP
stanford-ai-2021	989	69	Student	Student	NNP
stanford-ai-2021	989	70	Postdoctoral	Postdoctoral	NNP
stanford-ai-2021	989	71	Researcher	Researcher	NNP
stanford-ai-2021	989	72	Software	Software	NNP
stanford-ai-2021	989	73	Engineer	Engineer	NNP
stanford-ai-2021	989	74	Professor	Professor	NNP
stanford-ai-2021	989	75	(	(	-LRB-
stanford-ai-2021	989	76	Pre	Pre	NNP
stanford-ai-2021	989	77	-	-	NNP
stanford-ai-2021	989	78	Tenure	Tenure	NNP
stanford-ai-2021	989	79	)	)	-RRB-
stanford-ai-2021	989	80	Professor	Professor	NNP
stanford-ai-2021	989	81	(	(	-LRB-
stanford-ai-2021	989	82	Post	Post	NNP
stanford-ai-2021	989	83	-	-	NNP
stanford-ai-2021	989	84	Tenure	Tenure	NNP
stanford-ai-2021	989	85	)	)	-RRB-
stanford-ai-2021	989	86	Program	Program	NNP
stanford-ai-2021	989	87	/	/	SYM
stanford-ai-2021	989	88	Product	Product	NNP
stanford-ai-2021	989	89	Manager	Manager	NNP
stanford-ai-2021	989	90	PARTICIPANTS	participant	NNS
stanford-ai-2021	989	91	of	of	IN
stanford-ai-2021	989	92	WIML	wiml	NN
stanford-ai-2021	989	93	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	989	94	at	at	IN
stanford-ai-2021	989	95	NEURIPS	NEURIPS	NNP
stanford-ai-2021	989	96	(	(	-LRB-
stanford-ai-2021	989	97	%	%	NN
stanford-ai-2021	989	98	of	of	IN
stanford-ai-2021	989	99	TOTAL	TOTAL	NNP
stanford-ai-2021	989	100	)	)	-RRB-
stanford-ai-2021	989	101	by	by	IN
stanford-ai-2021	989	102	TOP	TOP	NNP
stanford-ai-2021	989	103	10	10	CD
stanford-ai-2021	989	104	PROFESSIONAL	PROFESSIONAL	NNP
stanford-ai-2021	989	105	POSITIONS	position	NNS
stanford-ai-2021	989	106	,	,	,
stanford-ai-2021	989	107	2020	2020	CD
stanford-ai-2021	989	108	Source	source	NN
stanford-ai-2021	989	109	:	:	:
stanford-ai-2021	989	110	Women	woman	NNS
stanford-ai-2021	989	111	in	in	IN
stanford-ai-2021	989	112	Machine	Machine	NNP
stanford-ai-2021	989	113	Learning	Learning	NNP
stanford-ai-2021	989	114	,	,	,
stanford-ai-2021	989	115	2020	2020	CD
stanford-ai-2021	989	116	|	|	CD
stanford-ai-2021	989	117	Chart	Chart	NNP
stanford-ai-2021	989	118	:	:	:
stanford-ai-2021	989	119	2021	2021	CD
stanford-ai-2021	989	120	AI	AI	NNP
stanford-ai-2021	989	121	Index	Index	NNP
stanford-ai-2021	989	122	Report	Report	NNP
stanford-ai-2021	989	123	Figure	Figure	NNP
stanford-ai-2021	989	124	6.1.7	6.1.7	NNP
stanford-ai-2021	989	125	6	6	CD
stanford-ai-2021	989	126	.1	.1	NN
stanford-ai-2021	989	127	G	g	NN
stanford-ai-2021	989	128	E	e	NN
stanford-ai-2021	989	129	N	n	NN
stanford-ai-2021	989	130	D	d	NN
stanford-ai-2021	989	131	E	e	NN
stanford-ai-2021	989	132	R	r	NN
stanford-ai-2021	989	133	D	d	NN
stanford-ai-2021	989	134	I	i	NN
stanford-ai-2021	989	135	V	v	NN
stanford-ai-2021	989	136	E	e	NN
stanford-ai-2021	989	137	R	r	NN
stanford-ai-2021	989	138	S	s	NN
stanford-ai-2021	989	139	I	i	NN
stanford-ai-2021	989	140	T	t	NN
stanford-ai-2021	989	141	Y	y	NN
stanford-ai-2021	989	142	I	i	NN
stanford-ai-2021	989	143	N	n	NN
stanford-ai-2021	989	144	A	a	NN
stanford-ai-2021	989	145	I	i	NN
stanford-ai-2021	989	146	C	c	NN
stanford-ai-2021	989	147	H	h	NN
stanford-ai-2021	989	148	A	a	NN
stanford-ai-2021	989	149	P	p	NN
stanford-ai-2021	989	150	T	t	NN
stanford-ai-2021	989	151	E	e	NN
stanford-ai-2021	989	152	R	r	NN
stanford-ai-2021	989	153	6	6	CD
stanford-ai-2021	989	154	:	:	:
stanford-ai-2021	989	155	D	d	NN
stanford-ai-2021	989	156	I	i	NN
stanford-ai-2021	989	157	V	v	NN
stanford-ai-2021	989	158	E	e	NN
stanford-ai-2021	989	159	R	r	NN
stanford-ai-2021	989	160	S	s	NN
stanford-ai-2021	989	161	I	i	NN
stanford-ai-2021	989	162	T	t	NN
stanford-ai-2021	989	163	Y	y	NN
stanford-ai-2021	989	164	I	i	NN
stanford-ai-2021	989	165	N	n	NN
stanford-ai-2021	989	166	A	a	NN
stanford-ai-2021	989	167	I	i	NN
stanford-ai-2021	989	168	0	0	CD
stanford-ai-2021	989	169	%	%	NN
stanford-ai-2021	989	170	10	10	CD
stanford-ai-2021	989	171	%	%	NN
stanford-ai-2021	989	172	20	20	CD
stanford-ai-2021	989	173	%	%	NN
stanford-ai-2021	989	174	30	30	CD
stanford-ai-2021	989	175	%	%	NN
stanford-ai-2021	989	176	40	40	CD
stanford-ai-2021	989	177	%	%	NN
stanford-ai-2021	989	178	50	50	CD
stanford-ai-2021	989	179	%	%	NN
stanford-ai-2021	989	180	60	60	CD
stanford-ai-2021	989	181	%	%	NN
stanford-ai-2021	989	182	%	%	NN
stanford-ai-2021	989	183	of	of	IN
stanford-ai-2021	989	184	Participants	Participants	NNP
stanford-ai-2021	989	185	North	North	NNP
stanford-ai-2021	989	186	America	America	NNP
stanford-ai-2021	989	187	Europe	Europe	NNP
stanford-ai-2021	989	188	Asia	Asia	NNP
stanford-ai-2021	989	189	Africa	Africa	NNP
stanford-ai-2021	989	190	Central	Central	NNP
stanford-ai-2021	989	191	,	,	,
stanford-ai-2021	989	192	South	South	NNP
stanford-ai-2021	989	193	America	America	NNP
stanford-ai-2021	989	194	,	,	,
stanford-ai-2021	989	195	and	and	CC
stanford-ai-2021	989	196	the	the	DT
stanford-ai-2021	989	197	Carribean	Carribean	NNP
stanford-ai-2021	989	198	Australia	Australia	NNP
stanford-ai-2021	989	199	and	and	CC
stanford-ai-2021	989	200	Oceania	Oceania	NNP
stanford-ai-2021	989	201	Middle	Middle	NNP
stanford-ai-2021	989	202	East	East	NNP
stanford-ai-2021	989	203	PARTICIPANTS	participant	NNS
stanford-ai-2021	989	204	of	of	IN
stanford-ai-2021	989	205	WIML	wiml	NN
stanford-ai-2021	989	206	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	989	207	at	at	IN
stanford-ai-2021	989	208	NEURIPS	NEURIPS	NNP
stanford-ai-2021	989	209	(	(	-LRB-
stanford-ai-2021	989	210	%	%	NN
stanford-ai-2021	989	211	of	of	IN
stanford-ai-2021	989	212	TOTAL	TOTAL	NNP
stanford-ai-2021	989	213	)	)	-RRB-
stanford-ai-2021	989	214	by	by	IN
stanford-ai-2021	989	215	CONTINENT	CONTINENT	NNP
stanford-ai-2021	989	216	of	of	IN
stanford-ai-2021	989	217	RESIDENCE	RESIDENCE	NNP
stanford-ai-2021	989	218	,	,	,
stanford-ai-2021	989	219	2020	2020	CD
stanford-ai-2021	989	220	Source	source	NN
stanford-ai-2021	989	221	:	:	:
stanford-ai-2021	989	222	Women	woman	NNS
stanford-ai-2021	989	223	in	in	IN
stanford-ai-2021	989	224	Machine	Machine	NNP
stanford-ai-2021	989	225	Learning	Learning	NNP
stanford-ai-2021	989	226	,	,	,
stanford-ai-2021	989	227	2020	2020	CD
stanford-ai-2021	989	228	|	|	CD
stanford-ai-2021	989	229	Chart	Chart	NNP
stanford-ai-2021	989	230	:	:	:
stanford-ai-2021	989	231	2021	2021	CD
stanford-ai-2021	989	232	AI	AI	NNP
stanford-ai-2021	989	233	Index	Index	NNP
stanford-ai-2021	989	234	Report	Report	NNP
stanford-ai-2021	989	235	Figure	Figure	NNP
stanford-ai-2021	989	236	6.1.6	6.1.6	NN
stanford-ai-2021	989	237	TA	ta	NN
stanford-ai-2021	989	238	B	b	NN
stanford-ai-2021	989	239	L	l	NN
stanford-ai-2021	989	240	E	e	NN
stanford-ai-2021	989	241	O	o	NN
stanford-ai-2021	989	242	F	f	NN
stanford-ai-2021	989	243	C	c	NN
stanford-ai-2021	989	244	O	o	NN
stanford-ai-2021	989	245	N	n	NN
stanford-ai-2021	989	246	T	t	NN
stanford-ai-2021	989	247	E	e	NN
stanford-ai-2021	989	248	N	n	NN
stanford-ai-2021	989	249	T	t	NN
stanford-ai-2021	989	250	S	s	NN
stanford-ai-2021	989	251	1	1	CD
stanford-ai-2021	989	252	4	4	CD
stanford-ai-2021	989	253	4C	4c	NN
stanford-ai-2021	989	254	H	h	NN
stanford-ai-2021	989	255	A	A	NNP
stanford-ai-2021	989	256	P	p	NN
stanford-ai-2021	989	257	T	t	NN
stanford-ai-2021	989	258	E	e	NN
stanford-ai-2021	989	259	R	r	NN
stanford-ai-2021	989	260	6	6	CD
stanford-ai-2021	989	261	P	p	NN
stanford-ai-2021	989	262	R	r	NN
stanford-ai-2021	989	263	E	e	NN
stanford-ai-2021	989	264	V	v	NN
stanford-ai-2021	989	265	I	i	NN
stanford-ai-2021	989	266	E	e	NN
stanford-ai-2021	989	267	W	W	NNP
stanford-ai-2021	989	268	Artificial	Artificial	NNP
stanford-ai-2021	989	269	Intelligence	Intelligence	NNP
stanford-ai-2021	989	270	Index	Index	NNP
stanford-ai-2021	989	271	Report	Report	NNP
stanford-ai-2021	989	272	2021	2021	CD
stanford-ai-2021	989	273	22.4	22.4	CD
stanford-ai-2021	989	274	%	%	NN
stanford-ai-2021	989	275	Asian	asian	JJ
stanford-ai-2021	989	276	45.6	45.6	CD
stanford-ai-2021	989	277	%	%	NN
stanford-ai-2021	989	278	White	White	NNP
stanford-ai-2021	989	279	(	(	-LRB-
stanford-ai-2021	989	280	non	non	JJ
stanford-ai-2021	989	281	-	-	JJ
stanford-ai-2021	989	282	Hispanic	hispanic	JJ
stanford-ai-2021	989	283	)	)	-RRB-
stanford-ai-2021	989	284	24.8	24.8	CD
stanford-ai-2021	989	285	%	%	NN
stanford-ai-2021	989	286	Unknown	unknown	JJ
stanford-ai-2021	989	287	2.4	2.4	CD
stanford-ai-2021	989	288	%	%	NN
stanford-ai-2021	989	289	Black	black	JJ
stanford-ai-2021	989	290	or	or	CC
stanford-ai-2021	989	291	African	african	JJ
stanford-ai-2021	989	292	American	american	JJ
stanford-ai-2021	989	293	(	(	-LRB-
stanford-ai-2021	989	294	non	non	JJ
stanford-ai-2021	989	295	-	-	JJ
stanford-ai-2021	989	296	Hispanic	hispanic	JJ
stanford-ai-2021	989	297	)	)	-RRB-
stanford-ai-2021	989	298	3.2	3.2	CD
stanford-ai-2021	989	299	%	%	NN
stanford-ai-2021	989	300	Hispanic	hispanic	JJ
stanford-ai-2021	989	301	1.6	1.6	CD
stanford-ai-2021	989	302	%	%	NN
stanford-ai-2021	989	303	Multiracial	multiracial	JJ
stanford-ai-2021	989	304	(	(	-LRB-
stanford-ai-2021	989	305	non	non	JJ
stanford-ai-2021	989	306	-	-	JJ
stanford-ai-2021	989	307	Hispanic	hispanic	JJ
stanford-ai-2021	989	308	)	)	-RRB-
stanford-ai-2021	989	309	NEW	NEW	NNP
stanford-ai-2021	989	310	U.S.	U.S.	NNP
stanford-ai-2021	989	311	RESIDENT	RESIDENT	NNP
stanford-ai-2021	989	312	AI	AI	NNP
stanford-ai-2021	989	313	PHDS	PHDS	NNP
stanford-ai-2021	989	314	(	(	-LRB-
stanford-ai-2021	989	315	%	%	NN
stanford-ai-2021	989	316	of	of	IN
stanford-ai-2021	989	317	TOTAL	TOTAL	NNP
stanford-ai-2021	989	318	)	)	-RRB-
stanford-ai-2021	989	319	by	by	IN
stanford-ai-2021	989	320	RACE	race	NN
stanford-ai-2021	989	321	/	/	SYM
stanford-ai-2021	989	322	ETHNICITY	ethnicity	NN
stanford-ai-2021	989	323	,	,	,
stanford-ai-2021	989	324	2019	2019	CD
stanford-ai-2021	989	325	Source	source	NN
stanford-ai-2021	989	326	:	:	:
stanford-ai-2021	989	327	CRA	CRA	NNP
stanford-ai-2021	989	328	Taulbee	Taulbee	NNP
stanford-ai-2021	989	329	Survey	Survey	NNP
stanford-ai-2021	989	330	,	,	,
stanford-ai-2021	989	331	2020	2020	CD
stanford-ai-2021	989	332	|	|	NNP
stanford-ai-2021	989	333	Chart	Chart	NNP
stanford-ai-2021	989	334	:	:	:
stanford-ai-2021	989	335	2021	2021	CD
stanford-ai-2021	989	336	AI	AI	NNP
stanford-ai-2021	989	337	Index	Index	NNP
stanford-ai-2021	989	338	Report	Report	NNP
stanford-ai-2021	989	339	22.4	22.4	CD
stanford-ai-2021	989	340	%	%	NN
stanford-ai-2021	989	341	Asian	asian	JJ
stanford-ai-2021	989	342	45.6	45.6	CD
stanford-ai-2021	989	343	%	%	NN
stanford-ai-2021	989	344	White	White	NNP
stanford-ai-2021	989	345	(	(	-LRB-
stanford-ai-2021	989	346	non	non	JJ
stanford-ai-2021	989	347	-	-	JJ
stanford-ai-2021	989	348	Hispanic	hispanic	JJ
stanford-ai-2021	989	349	)	)	-RRB-
stanford-ai-2021	989	350	24.8	24.8	CD
stanford-ai-2021	989	351	%	%	NN
stanford-ai-2021	989	352	Unknown	unknown	JJ
stanford-ai-2021	989	353	2.4	2.4	CD
stanford-ai-2021	989	354	%	%	NN
stanford-ai-2021	989	355	Black	black	JJ
stanford-ai-2021	989	356	or	or	CC
stanford-ai-2021	989	357	African	african	JJ
stanford-ai-2021	989	358	American	american	JJ
stanford-ai-2021	989	359	(	(	-LRB-
stanford-ai-2021	989	360	non	non	JJ
stanford-ai-2021	989	361	-	-	JJ
stanford-ai-2021	989	362	Hispanic	hispanic	JJ
stanford-ai-2021	989	363	)	)	-RRB-
stanford-ai-2021	989	364	3.2	3.2	CD
stanford-ai-2021	989	365	%	%	NN
stanford-ai-2021	989	366	Hispanic	hispanic	JJ
stanford-ai-2021	989	367	1.6	1.6	CD
stanford-ai-2021	989	368	%	%	NN
stanford-ai-2021	989	369	Multiracial	multiracial	JJ
stanford-ai-2021	989	370	(	(	-LRB-
stanford-ai-2021	989	371	non	non	JJ
stanford-ai-2021	989	372	-	-	JJ
stanford-ai-2021	989	373	Hispanic	hispanic	JJ
stanford-ai-2021	989	374	)	)	-RRB-
stanford-ai-2021	989	375	NEW	NEW	NNP
stanford-ai-2021	989	376	U.S.	U.S.	NNP
stanford-ai-2021	989	377	RESIDENT	RESIDENT	NNP
stanford-ai-2021	989	378	AI	AI	NNP
stanford-ai-2021	989	379	PHDS	PHDS	NNP
stanford-ai-2021	989	380	(	(	-LRB-
stanford-ai-2021	989	381	%	%	NN
stanford-ai-2021	989	382	of	of	IN
stanford-ai-2021	989	383	TOTAL	TOTAL	NNP
stanford-ai-2021	989	384	)	)	-RRB-
stanford-ai-2021	989	385	by	by	IN
stanford-ai-2021	989	386	RACE	race	NN
stanford-ai-2021	989	387	/	/	SYM
stanford-ai-2021	989	388	ETHNICITY	ethnicity	NN
stanford-ai-2021	989	389	,	,	,
stanford-ai-2021	989	390	2019	2019	CD
stanford-ai-2021	989	391	Source	source	NN
stanford-ai-2021	989	392	:	:	:
stanford-ai-2021	989	393	CRA	CRA	NNP
stanford-ai-2021	989	394	Taulbee	Taulbee	NNP
stanford-ai-2021	989	395	Survey	Survey	NNP
stanford-ai-2021	989	396	,	,	,
stanford-ai-2021	989	397	2020	2020	CD
stanford-ai-2021	989	398	|	|	NNP
stanford-ai-2021	989	399	Chart	Chart	NNP
stanford-ai-2021	989	400	:	:	:
stanford-ai-2021	989	401	2021	2021	CD
stanford-ai-2021	989	402	AI	AI	NNP
stanford-ai-2021	989	403	Index	Index	NNP
stanford-ai-2021	989	404	Report	Report	NNP
stanford-ai-2021	989	405	N	N	NNP
stanford-ai-2021	989	406	E	e	NN
stanford-ai-2021	989	407	W	w	NN
stanford-ai-2021	989	408	A	a	NN
stanford-ai-2021	989	409	I	i	NN
stanford-ai-2021	989	410	P	p	NN
stanford-ai-2021	989	411	H	h	NN
stanford-ai-2021	989	412	D	d	NN
stanford-ai-2021	989	413	S	s	NN
stanford-ai-2021	989	414	I	i	NN
stanford-ai-2021	989	415	N	n	NN
stanford-ai-2021	989	416	T	t	NN
stanford-ai-2021	989	417	H	h	NN
stanford-ai-2021	989	418	E	e	NN
stanford-ai-2021	989	419	U	u	NN
stanford-ai-2021	989	420	N	n	NN
stanford-ai-2021	989	421	I	i	NN
stanford-ai-2021	989	422	T	t	NN
stanford-ai-2021	989	423	E	e	NN
stanford-ai-2021	989	424	D	d	NN
stanford-ai-2021	989	425	S	s	NN
stanford-ai-2021	989	426	TAT	tat	NN
stanford-ai-2021	989	427	E	e	NN
stanford-ai-2021	989	428	S	s	NN
stanford-ai-2021	989	429	B	b	NN
stanford-ai-2021	989	430	Y	y	NN
stanford-ai-2021	989	431	R	r	NN
stanford-ai-2021	989	432	AC	ac	NN
stanford-ai-2021	989	433	E	e	NN
stanford-ai-2021	989	434	/	/	SYM
stanford-ai-2021	989	435	E	e	NN
stanford-ai-2021	989	436	T	t	NN
stanford-ai-2021	989	437	H	h	NN
stanford-ai-2021	989	438	N	n	NN
stanford-ai-2021	989	439	I	i	NN
stanford-ai-2021	989	440	C	c	NN
stanford-ai-2021	989	441	I	i	NN
stanford-ai-2021	989	442	T	t	NN
stanford-ai-2021	989	443	Y	y	NN
stanford-ai-2021	989	444	According	accord	VBG
stanford-ai-2021	989	445	to	to	IN
stanford-ai-2021	989	446	the	the	DT
stanford-ai-2021	989	447	CRA	CRA	NNP
stanford-ai-2021	989	448	Taulbee	Taulbee	NNP
stanford-ai-2021	989	449	Survey	Survey	NNP
stanford-ai-2021	989	450	,	,	,
stanford-ai-2021	989	451	among	among	IN
stanford-ai-2021	989	452	the	the	DT
stanford-ai-2021	989	453	new	new	JJ
stanford-ai-2021	989	454	AI	AI	NNP
stanford-ai-2021	989	455	PhDs	PhDs	NNP
stanford-ai-2021	989	456	in	in	IN
stanford-ai-2021	989	457	2019	2019	CD
stanford-ai-2021	989	458	who	who	WP
stanford-ai-2021	989	459	are	be	VBP
stanford-ai-2021	989	460	U.S.	U.S.	NNP
stanford-ai-2021	989	461	residents	resident	NNS
stanford-ai-2021	989	462	,	,	,
stanford-ai-2021	989	463	the	the	DT
stanford-ai-2021	989	464	largest	large	JJS
stanford-ai-2021	989	465	percentage	percentage	NN
stanford-ai-2021	989	466	(	(	-LRB-
stanford-ai-2021	989	467	45.6	45.6	CD
stanford-ai-2021	989	468	%	%	NN
stanford-ai-2021	989	469	)	)	-RRB-
stanford-ai-2021	989	470	are	be	VBP
stanford-ai-2021	989	471	white	white	JJ
stanford-ai-2021	989	472	(	(	-LRB-
stanford-ai-2021	989	473	non	non	JJ
stanford-ai-2021	989	474	-	-	JJ
stanford-ai-2021	989	475	Hispanic	hispanic	JJ
stanford-ai-2021	989	476	)	)	-RRB-
stanford-ai-2021	989	477	,	,	,
stanford-ai-2021	989	478	followed	follow	VBN
stanford-ai-2021	989	479	by	by	IN
stanford-ai-2021	989	480	Asian	Asian	NNP
stanford-ai-2021	989	481	(	(	-LRB-
stanford-ai-2021	989	482	22.4	22.4	CD
stanford-ai-2021	989	483	%	%	NN
stanford-ai-2021	989	484	)	)	-RRB-
stanford-ai-2021	989	485	.	.	.
stanford-ai-2021	990	1	By	by	IN
stanford-ai-2021	990	2	comparison	comparison	NN
stanford-ai-2021	990	3	,	,	,
stanford-ai-2021	990	4	2.4	2.4	CD
stanford-ai-2021	990	5	%	%	NN
stanford-ai-2021	990	6	were	be	VBD
stanford-ai-2021	990	7	African	african	JJ
stanford-ai-2021	990	8	American	american	JJ
stanford-ai-2021	990	9	(	(	-LRB-
stanford-ai-2021	990	10	non	non	JJ
stanford-ai-2021	990	11	-	-	JJ
stanford-ai-2021	990	12	Hispanic	hispanic	JJ
stanford-ai-2021	990	13	)	)	-RRB-
stanford-ai-2021	990	14	and	and	CC
stanford-ai-2021	990	15	3.2	3.2	CD
stanford-ai-2021	990	16	%	%	NN
stanford-ai-2021	990	17	were	be	VBD
stanford-ai-2021	990	18	Hispanic	hispanic	JJ
stanford-ai-2021	990	19	(	(	-LRB-
stanford-ai-2021	990	20	Figure	Figure	NNP
stanford-ai-2021	990	21	6.2.1	6.2.1	CD
stanford-ai-2021	990	22	)	)	-RRB-
stanford-ai-2021	990	23	.	.	.
stanford-ai-2021	991	1	6.2	6.2	CD
stanford-ai-2021	991	2	RACIAL	RACIAL	NNS
stanford-ai-2021	991	3	AND	and	CC
stanford-ai-2021	991	4	ETHNIC	ethnic	NN
stanford-ai-2021	991	5	DIVERSITY	diversity	CC
stanford-ai-2021	991	6	IN	in	IN
stanford-ai-2021	991	7	AI	AI	NNP
stanford-ai-2021	991	8	6	6	CD
stanford-ai-2021	991	9	.	.	.
stanford-ai-2021	992	1	2	2	LS
stanford-ai-2021	992	2	R	r	NN
stanford-ai-2021	992	3	AC	AC	NNP
stanford-ai-2021	992	4	I	I	NNP
stanford-ai-2021	992	5	A	a	NN
stanford-ai-2021	992	6	L	l	NN
stanford-ai-2021	992	7	A	a	NN
stanford-ai-2021	992	8	N	n	NN
stanford-ai-2021	992	9	D	d	NN
stanford-ai-2021	992	10	E	e	NN
stanford-ai-2021	992	11	T	t	NN
stanford-ai-2021	992	12	H	h	NN
stanford-ai-2021	992	13	N	n	NN
stanford-ai-2021	992	14	I	i	NN
stanford-ai-2021	992	15	C	c	NN
stanford-ai-2021	992	16	D	d	NN
stanford-ai-2021	992	17	I	i	NN
stanford-ai-2021	992	18	V	v	NN
stanford-ai-2021	992	19	E	e	NN
stanford-ai-2021	992	20	R	r	NN
stanford-ai-2021	992	21	S	s	NN
stanford-ai-2021	992	22	I	i	NN
stanford-ai-2021	992	23	T	t	NN
stanford-ai-2021	992	24	Y	y	NN
stanford-ai-2021	992	25	I	i	NN
stanford-ai-2021	992	26	N	n	NN
stanford-ai-2021	992	27	A	a	NN
stanford-ai-2021	992	28	I	i	NN
stanford-ai-2021	992	29	C	c	NN
stanford-ai-2021	992	30	H	h	NN
stanford-ai-2021	992	31	A	a	NN
stanford-ai-2021	992	32	P	p	NN
stanford-ai-2021	992	33	T	t	NN
stanford-ai-2021	992	34	E	e	NN
stanford-ai-2021	992	35	R	r	NN
stanford-ai-2021	992	36	6	6	CD
stanford-ai-2021	992	37	:	:	:
stanford-ai-2021	992	38	D	d	NN
stanford-ai-2021	992	39	I	i	NN
stanford-ai-2021	992	40	V	v	NN
stanford-ai-2021	992	41	E	e	NN
stanford-ai-2021	992	42	R	r	NN
stanford-ai-2021	992	43	S	s	NN
stanford-ai-2021	992	44	I	i	NN
stanford-ai-2021	992	45	T	t	NN
stanford-ai-2021	992	46	Y	y	NN
stanford-ai-2021	992	47	I	i	NN
stanford-ai-2021	992	48	N	n	NN
stanford-ai-2021	992	49	A	a	NN
stanford-ai-2021	992	50	I	i	NN
stanford-ai-2021	992	51	Figure	figure	VBP
stanford-ai-2021	992	52	6.2.1	6.2.1	CD
stanford-ai-2021	992	53	TA	ta	NN
stanford-ai-2021	992	54	B	b	NN
stanford-ai-2021	992	55	L	l	NN
stanford-ai-2021	992	56	E	e	NN
stanford-ai-2021	992	57	O	o	NN
stanford-ai-2021	992	58	F	f	NN
stanford-ai-2021	992	59	C	c	NN
stanford-ai-2021	992	60	O	o	NN
stanford-ai-2021	992	61	N	n	NN
stanford-ai-2021	992	62	T	t	NN
stanford-ai-2021	992	63	E	e	NN
stanford-ai-2021	992	64	N	n	NN
stanford-ai-2021	992	65	T	t	NN
stanford-ai-2021	992	66	S	s	NN
stanford-ai-2021	992	67	1	1	CD
stanford-ai-2021	992	68	4	4	CD
stanford-ai-2021	992	69	5C	5c	NN
stanford-ai-2021	992	70	H	h	NN
stanford-ai-2021	992	71	A	a	NN
stanford-ai-2021	992	72	P	p	NN
stanford-ai-2021	992	73	T	t	NN
stanford-ai-2021	992	74	E	e	NN
stanford-ai-2021	992	75	R	r	NN
stanford-ai-2021	992	76	6	6	CD
stanford-ai-2021	992	77	P	p	NN
stanford-ai-2021	992	78	R	r	NN
stanford-ai-2021	992	79	E	e	NN
stanford-ai-2021	992	80	V	v	NN
stanford-ai-2021	992	81	I	i	NN
stanford-ai-2021	992	82	E	e	NN
stanford-ai-2021	992	83	W	W	NNP
stanford-ai-2021	992	84	Artificial	Artificial	NNP
stanford-ai-2021	992	85	Intelligence	Intelligence	NNP
stanford-ai-2021	992	86	Index	Index	NNP
stanford-ai-2021	992	87	Report	Report	NNP
stanford-ai-2021	992	88	2021	2021	CD
stanford-ai-2021	992	89	2010	2010	CD
stanford-ai-2021	992	90	2011	2011	CD
stanford-ai-2021	992	91	2012	2012	CD
stanford-ai-2021	992	92	2013	2013	CD
stanford-ai-2021	992	93	2014	2014	CD
stanford-ai-2021	992	94	2015	2015	CD
stanford-ai-2021	992	95	2016	2016	CD
stanford-ai-2021	992	96	2017	2017	CD
stanford-ai-2021	992	97	2018	2018	CD
stanford-ai-2021	992	98	2019	2019	CD
stanford-ai-2021	992	99	2020	2020	CD
stanford-ai-2021	992	100	2021	2021	CD
stanford-ai-2021	992	101	2022	2022	CD
stanford-ai-2021	992	102	0	0	CD
stanford-ai-2021	992	103	%	%	NN
stanford-ai-2021	992	104	10	10	CD
stanford-ai-2021	992	105	%	%	NN
stanford-ai-2021	992	106	20	20	CD
stanford-ai-2021	992	107	%	%	NN
stanford-ai-2021	992	108	30	30	CD
stanford-ai-2021	992	109	%	%	NN
stanford-ai-2021	992	110	40	40	CD
stanford-ai-2021	992	111	%	%	NN
stanford-ai-2021	992	112	50	50	CD
stanford-ai-2021	992	113	%	%	NN
stanford-ai-2021	992	114	60	60	CD
stanford-ai-2021	992	115	%	%	NN
stanford-ai-2021	992	116	70	70	CD
stanford-ai-2021	992	117	%	%	NN
stanford-ai-2021	992	118	N	n	NN
stanford-ai-2021	992	119	ew	ew	NN
stanford-ai-2021	992	120	C	C	NNP
stanford-ai-2021	992	121	o	o	NN
stanford-ai-2021	992	122	m	m	NNP
stanford-ai-2021	992	123	p	p	NN
stanford-ai-2021	992	124	u	u	NN
stanford-ai-2021	992	125	ti	ti	NN
stanford-ai-2021	992	126	n	n	NN
stanford-ai-2021	992	127	g	g	NN
stanford-ai-2021	992	128	P	p	NN
stanford-ai-2021	992	129	h	h	NN
stanford-ai-2021	992	130	D	d	NN
stanford-ai-2021	992	131	s	s	NN
stanford-ai-2021	992	132	,	,	,
stanford-ai-2021	992	133	U	U	NNP
stanford-ai-2021	992	134	.S	.S	NNP
stanford-ai-2021	992	135	.	.	.
stanford-ai-2021	993	1	R	r	NN
stanford-ai-2021	993	2	es	es	XX
stanford-ai-2021	993	3	i	-PRON-	PRP
stanford-ai-2021	993	4	d	d	NN
stanford-ai-2021	993	5	en	en	IN
stanford-ai-2021	993	6	t	t	NN
stanford-ai-2021	993	7	(	(	-LRB-
stanford-ai-2021	993	8	%	%	NN
stanford-ai-2021	993	9	o	o	NN
stanford-ai-2021	993	10	f	f	NN
stanford-ai-2021	993	11	T	t	NN
stanford-ai-2021	993	12	o	o	NN
stanford-ai-2021	993	13	ta	ta	NNP
stanford-ai-2021	993	14	l	l	NN
stanford-ai-2021	993	15	)	)	-RRB-
stanford-ai-2021	993	16	8.5	8.5	CD
stanford-ai-2021	993	17	%	%	NN
stanford-ai-2021	993	18	Unknown	unknown	JJ
stanford-ai-2021	993	19	0.6	0.6	CD
stanford-ai-2021	993	20	%	%	NN
stanford-ai-2021	993	21	Native	Native	NNP
stanford-ai-2021	993	22	Hawaiian	Hawaiian	NNP
stanford-ai-2021	993	23	/	/	SYM
stanford-ai-2021	993	24	Pac	Pac	NNP
stanford-ai-2021	993	25	Islander	Islander	NNP
stanford-ai-2021	993	26	1.7	1.7	CD
stanford-ai-2021	993	27	%	%	NN
stanford-ai-2021	993	28	Multiracial	multiracial	JJ
stanford-ai-2021	993	29	(	(	-LRB-
stanford-ai-2021	993	30	non	non	JJ
stanford-ai-2021	993	31	-	-	JJ
stanford-ai-2021	993	32	Hispanic	hispanic	JJ
stanford-ai-2021	993	33	)	)	-RRB-
stanford-ai-2021	993	34	3.2	3.2	CD
stanford-ai-2021	993	35	%	%	NN
stanford-ai-2021	993	36	Hispanic	hispanic	JJ
stanford-ai-2021	993	37	,	,	,
stanford-ai-2021	993	38	any	any	DT
stanford-ai-2021	993	39	race	race	NN
stanford-ai-2021	993	40	2.5	2.5	CD
stanford-ai-2021	993	41	%	%	NN
stanford-ai-2021	993	42	Black	black	JJ
stanford-ai-2021	993	43	or	or	CC
stanford-ai-2021	993	44	African	african	JJ
stanford-ai-2021	993	45	American	american	JJ
stanford-ai-2021	993	46	(	(	-LRB-
stanford-ai-2021	993	47	non	non	JJ
stanford-ai-2021	993	48	-	-	JJ
stanford-ai-2021	993	49	Hispanic	hispanic	JJ
stanford-ai-2021	993	50	)	)	-RRB-
stanford-ai-2021	993	51	24.4	24.4	CD
stanford-ai-2021	993	52	%	%	NN
stanford-ai-2021	993	53	Asian	asian	JJ
stanford-ai-2021	993	54	0.3	0.3	CD
stanford-ai-2021	993	55	%	%	NN
stanford-ai-2021	993	56	Amer	Amer	NNP
stanford-ai-2021	993	57	Indian	Indian	NNP
stanford-ai-2021	993	58	or	or	CC
stanford-ai-2021	993	59	Alaska	Alaska	NNP
stanford-ai-2021	993	60	Native	Native	NNP
stanford-ai-2021	993	61	58.9	58.9	CD
stanford-ai-2021	993	62	%	%	NN
stanford-ai-2021	993	63	White	White	NNP
stanford-ai-2021	993	64	(	(	-LRB-
stanford-ai-2021	993	65	non	non	JJ
stanford-ai-2021	993	66	-	-	JJ
stanford-ai-2021	993	67	Hispanic	hispanic	JJ
stanford-ai-2021	993	68	)	)	-RRB-
stanford-ai-2021	993	69	NEW	new	JJ
stanford-ai-2021	993	70	COMPUTING	COMPUTING	NNP
stanford-ai-2021	993	71	PHDS	PHDS	NNP
stanford-ai-2021	993	72	,	,	,
stanford-ai-2021	993	73	U.S.	U.S.	NNP
stanford-ai-2021	993	74	RESIDENT	RESIDENT	NNP
stanford-ai-2021	993	75	(	(	-LRB-
stanford-ai-2021	993	76	%	%	NN
stanford-ai-2021	993	77	of	of	IN
stanford-ai-2021	993	78	TOTAL	TOTAL	NNP
stanford-ai-2021	993	79	)	)	-RRB-
stanford-ai-2021	993	80	by	by	IN
stanford-ai-2021	993	81	RACE	race	NN
stanford-ai-2021	993	82	/	/	SYM
stanford-ai-2021	993	83	ETHNICITY	ethnicity	NN
stanford-ai-2021	993	84	,	,	,
stanford-ai-2021	993	85	2010	2010	CD
stanford-ai-2021	993	86	-	-	SYM
stanford-ai-2021	993	87	19	19	CD
stanford-ai-2021	993	88	Source	source	NN
stanford-ai-2021	993	89	:	:	:
stanford-ai-2021	993	90	CRA	CRA	NNP
stanford-ai-2021	993	91	Taulbee	Taulbee	NNP
stanford-ai-2021	993	92	Survey	Survey	NNP
stanford-ai-2021	993	93	,	,	,
stanford-ai-2021	993	94	2020	2020	CD
stanford-ai-2021	993	95	|	|	NNP
stanford-ai-2021	993	96	Chart	Chart	NNP
stanford-ai-2021	993	97	:	:	:
stanford-ai-2021	993	98	2021	2021	CD
stanford-ai-2021	993	99	AI	AI	NNP
stanford-ai-2021	993	100	Index	Index	NNP
stanford-ai-2021	993	101	Report	Report	NNP
stanford-ai-2021	993	102	N	N	NNP
stanford-ai-2021	993	103	E	E	NNP
stanford-ai-2021	993	104	W	w	NN
stanford-ai-2021	993	105	C	c	NN
stanford-ai-2021	993	106	O	o	NN
stanford-ai-2021	993	107	M	m	NN
stanford-ai-2021	993	108	P	p	NN
stanford-ai-2021	993	109	U	u	NN
stanford-ai-2021	993	110	T	t	NN
stanford-ai-2021	993	111	I	i	NN
stanford-ai-2021	993	112	N	n	NN
stanford-ai-2021	993	113	G	g	NN
stanford-ai-2021	993	114	P	p	NN
stanford-ai-2021	993	115	H	h	NN
stanford-ai-2021	993	116	D	d	NN
stanford-ai-2021	993	117	S	s	NN
stanford-ai-2021	993	118	I	i	NN
stanford-ai-2021	993	119	N	n	NN
stanford-ai-2021	993	120	T	t	NN
stanford-ai-2021	993	121	H	h	NN
stanford-ai-2021	993	122	E	e	NN
stanford-ai-2021	993	123	U	u	NN
stanford-ai-2021	993	124	N	n	NN
stanford-ai-2021	993	125	I	i	NN
stanford-ai-2021	993	126	T	t	NN
stanford-ai-2021	993	127	E	e	NN
stanford-ai-2021	993	128	D	d	NN
stanford-ai-2021	993	129	S	s	NN
stanford-ai-2021	993	130	TAT	tat	NN
stanford-ai-2021	993	131	E	e	NN
stanford-ai-2021	993	132	S	s	NN
stanford-ai-2021	993	133	B	b	NN
stanford-ai-2021	993	134	Y	y	NN
stanford-ai-2021	993	135	R	r	NN
stanford-ai-2021	993	136	AC	ac	NN
stanford-ai-2021	993	137	E	e	NN
stanford-ai-2021	993	138	/	/	SYM
stanford-ai-2021	993	139	E	e	NN
stanford-ai-2021	993	140	T	t	NN
stanford-ai-2021	993	141	H	h	NN
stanford-ai-2021	993	142	N	n	NN
stanford-ai-2021	993	143	I	i	NN
stanford-ai-2021	993	144	C	c	NN
stanford-ai-2021	993	145	I	i	NN
stanford-ai-2021	993	146	T	t	NN
stanford-ai-2021	993	147	Y	y	NN
stanford-ai-2021	993	148	Figure	figure	NN
stanford-ai-2021	993	149	6.2.2	6.2.2	NN
stanford-ai-2021	993	150	shows	show	VBZ
stanford-ai-2021	993	151	all	all	DT
stanford-ai-2021	993	152	PhDs	PhDs	NNP
stanford-ai-2021	993	153	awarded	award	VBD
stanford-ai-2021	993	154	in	in	IN
stanford-ai-2021	993	155	the	the	DT
stanford-ai-2021	993	156	United	United	NNP
stanford-ai-2021	993	157	States	States	NNP
stanford-ai-2021	993	158	to	to	IN
stanford-ai-2021	993	159	U.S.	U.S.	NNP
stanford-ai-2021	993	160	residents	resident	NNS
stanford-ai-2021	993	161	across	across	IN
stanford-ai-2021	993	162	departments	department	NNS
stanford-ai-2021	993	163	of	of	IN
stanford-ai-2021	993	164	computer	computer	NN
stanford-ai-2021	993	165	science	science	NN
stanford-ai-2021	993	166	(	(	-LRB-
stanford-ai-2021	993	167	CS	CS	NNP
stanford-ai-2021	993	168	)	)	-RRB-
stanford-ai-2021	993	169	,	,	,
stanford-ai-2021	993	170	computer	computer	NN
stanford-ai-2021	993	171	engineering	engineering	NN
stanford-ai-2021	993	172	(	(	-LRB-
stanford-ai-2021	993	173	CE	CE	NNP
stanford-ai-2021	993	174	)	)	-RRB-
stanford-ai-2021	993	175	,	,	,
stanford-ai-2021	993	176	and	and	CC
stanford-ai-2021	993	177	information	information	NN
stanford-ai-2021	993	178	(	(	-LRB-
stanford-ai-2021	993	179	I	i	NN
stanford-ai-2021	993	180	)	)	-RRB-
stanford-ai-2021	993	181	between	between	IN
stanford-ai-2021	993	182	2010	2010	CD
stanford-ai-2021	993	183	and	and	CC
stanford-ai-2021	993	184	2019	2019	CD
stanford-ai-2021	993	185	.	.	.
stanford-ai-2021	994	1	The	the	DT
stanford-ai-2021	994	2	CRA	CRA	NNP
stanford-ai-2021	994	3	survey	survey	NN
stanford-ai-2021	994	4	indicates	indicate	VBZ
stanford-ai-2021	994	5	that	that	IN
stanford-ai-2021	994	6	the	the	DT
stanford-ai-2021	994	7	percentage	percentage	NN
stanford-ai-2021	994	8	of	of	IN
stanford-ai-2021	994	9	white	white	JJ
stanford-ai-2021	994	10	(	(	-LRB-
stanford-ai-2021	994	11	non	non	JJ
stanford-ai-2021	994	12	-	-	JJ
stanford-ai-2021	994	13	Hispanic	hispanic	JJ
stanford-ai-2021	994	14	)	)	-RRB-
stanford-ai-2021	994	15	new	new	JJ
stanford-ai-2021	994	16	PhDs	PhDs	NNP
stanford-ai-2021	994	17	has	have	VBZ
stanford-ai-2021	994	18	changed	change	VBN
stanford-ai-2021	994	19	little	little	JJ
stanford-ai-2021	994	20	over	over	IN
stanford-ai-2021	994	21	the	the	DT
stanford-ai-2021	994	22	last	last	JJ
stanford-ai-2021	994	23	10	10	CD
stanford-ai-2021	994	24	years	year	NNS
stanford-ai-2021	994	25	,	,	,
stanford-ai-2021	994	26	accounting	account	VBG
stanford-ai-2021	994	27	for	for	IN
stanford-ai-2021	994	28	62.7	62.7	CD
stanford-ai-2021	994	29	%	%	NN
stanford-ai-2021	994	30	on	on	IN
stanford-ai-2021	994	31	average	average	JJ
stanford-ai-2021	994	32	.	.	.
stanford-ai-2021	995	1	The	the	DT
stanford-ai-2021	995	2	share	share	NN
stanford-ai-2021	995	3	of	of	IN
stanford-ai-2021	995	4	new	new	JJ
stanford-ai-2021	995	5	Black	black	JJ
stanford-ai-2021	995	6	or	or	CC
stanford-ai-2021	995	7	African	african	JJ
stanford-ai-2021	995	8	American	american	JJ
stanford-ai-2021	995	9	(	(	-LRB-
stanford-ai-2021	995	10	non	non	JJ
stanford-ai-2021	995	11	-	-	JJ
stanford-ai-2021	995	12	Hispanic	hispanic	JJ
stanford-ai-2021	995	13	)	)	-RRB-
stanford-ai-2021	995	14	and	and	CC
stanford-ai-2021	995	15	Hispanic	hispanic	JJ
stanford-ai-2021	995	16	computing	compute	VBG
stanford-ai-2021	995	17	PhDs	PhDs	NNP
stanford-ai-2021	995	18	in	in	IN
stanford-ai-2021	995	19	the	the	DT
stanford-ai-2021	995	20	same	same	JJ
stanford-ai-2021	995	21	period	period	NN
stanford-ai-2021	995	22	is	be	VBZ
stanford-ai-2021	995	23	significantly	significantly	RB
stanford-ai-2021	995	24	lower	low	JJR
stanford-ai-2021	995	25	,	,	,
stanford-ai-2021	995	26	with	with	IN
stanford-ai-2021	995	27	an	an	DT
stanford-ai-2021	995	28	average	average	NN
stanford-ai-2021	995	29	of	of	IN
stanford-ai-2021	995	30	3.1	3.1	CD
stanford-ai-2021	995	31	%	%	NN
stanford-ai-2021	995	32	and	and	CC
stanford-ai-2021	995	33	3.3	3.3	CD
stanford-ai-2021	995	34	%	%	NN
stanford-ai-2021	995	35	,	,	,
stanford-ai-2021	995	36	respectively	respectively	RB
stanford-ai-2021	995	37	.	.	.
stanford-ai-2021	996	1	We	-PRON-	PRP
stanford-ai-2021	996	2	are	be	VBP
stanford-ai-2021	996	3	not	not	RB
stanford-ai-2021	996	4	able	able	JJ
stanford-ai-2021	996	5	to	to	TO
stanford-ai-2021	996	6	compare	compare	VB
stanford-ai-2021	996	7	the	the	DT
stanford-ai-2021	996	8	numbers	number	NNS
stanford-ai-2021	996	9	between	between	IN
stanford-ai-2021	996	10	new	new	JJ
stanford-ai-2021	996	11	AI	AI	NNP
stanford-ai-2021	996	12	and	and	CC
stanford-ai-2021	996	13	CS	CS	NNP
stanford-ai-2021	996	14	PhDs	PhDs	NNP
stanford-ai-2021	996	15	in	in	IN
stanford-ai-2021	996	16	2019	2019	CD
stanford-ai-2021	996	17	because	because	IN
stanford-ai-2021	996	18	of	of	IN
stanford-ai-2021	996	19	the	the	DT
stanford-ai-2021	996	20	number	number	NN
stanford-ai-2021	996	21	of	of	IN
stanford-ai-2021	996	22	unknown	unknown	JJ
stanford-ai-2021	996	23	cases	case	NNS
stanford-ai-2021	996	24	(	(	-LRB-
stanford-ai-2021	996	25	24.8	24.8	CD
stanford-ai-2021	996	26	%	%	NN
stanford-ai-2021	996	27	for	for	IN
stanford-ai-2021	996	28	new	new	JJ
stanford-ai-2021	996	29	AI	AI	NNP
stanford-ai-2021	996	30	PhDs	PhDs	NNP
stanford-ai-2021	996	31	and	and	CC
stanford-ai-2021	996	32	8.5	8.5	CD
stanford-ai-2021	996	33	%	%	NN
stanford-ai-2021	996	34	for	for	IN
stanford-ai-2021	996	35	CS	CS	NNP
stanford-ai-2021	996	36	PhDs	PhDs	NNP
stanford-ai-2021	996	37	)	)	-RRB-
stanford-ai-2021	996	38	.	.	.
stanford-ai-2021	997	1	6	6	CD
stanford-ai-2021	997	2	.	.	.
stanford-ai-2021	998	1	2	2	LS
stanford-ai-2021	998	2	R	r	NN
stanford-ai-2021	998	3	AC	AC	NNP
stanford-ai-2021	998	4	I	I	NNP
stanford-ai-2021	998	5	A	a	NN
stanford-ai-2021	998	6	L	l	NN
stanford-ai-2021	998	7	A	a	NN
stanford-ai-2021	998	8	N	n	NN
stanford-ai-2021	998	9	D	d	NN
stanford-ai-2021	998	10	E	e	NN
stanford-ai-2021	998	11	T	t	NN
stanford-ai-2021	998	12	H	h	NN
stanford-ai-2021	998	13	N	n	NN
stanford-ai-2021	998	14	I	i	NN
stanford-ai-2021	998	15	C	c	NN
stanford-ai-2021	998	16	D	d	NN
stanford-ai-2021	998	17	I	i	NN
stanford-ai-2021	998	18	V	v	NN
stanford-ai-2021	998	19	E	e	NN
stanford-ai-2021	998	20	R	r	NN
stanford-ai-2021	998	21	S	s	NN
stanford-ai-2021	998	22	I	i	NN
stanford-ai-2021	998	23	T	t	NN
stanford-ai-2021	998	24	Y	y	NN
stanford-ai-2021	998	25	I	i	NN
stanford-ai-2021	998	26	N	n	NN
stanford-ai-2021	998	27	A	a	NN
stanford-ai-2021	998	28	I	i	NN
stanford-ai-2021	998	29	C	c	NN
stanford-ai-2021	998	30	H	h	NN
stanford-ai-2021	998	31	A	a	NN
stanford-ai-2021	998	32	P	p	NN
stanford-ai-2021	998	33	T	t	NN
stanford-ai-2021	998	34	E	e	NN
stanford-ai-2021	998	35	R	r	NN
stanford-ai-2021	998	36	6	6	CD
stanford-ai-2021	998	37	:	:	:
stanford-ai-2021	998	38	D	d	NN
stanford-ai-2021	998	39	I	i	NN
stanford-ai-2021	998	40	V	v	NN
stanford-ai-2021	998	41	E	e	NN
stanford-ai-2021	998	42	R	r	NN
stanford-ai-2021	998	43	S	s	NN
stanford-ai-2021	998	44	I	i	NN
stanford-ai-2021	998	45	T	t	NN
stanford-ai-2021	998	46	Y	y	NN
stanford-ai-2021	998	47	I	i	NN
stanford-ai-2021	998	48	N	n	NN
stanford-ai-2021	998	49	A	a	NN
stanford-ai-2021	998	50	I	i	NN
stanford-ai-2021	998	51	The	the	DT
stanford-ai-2021	998	52	CRA	CRA	NNP
stanford-ai-2021	998	53	survey	survey	NN
stanford-ai-2021	998	54	indicates	indicate	VBZ
stanford-ai-2021	998	55	that	that	IN
stanford-ai-2021	998	56	the	the	DT
stanford-ai-2021	998	57	percentage	percentage	NN
stanford-ai-2021	998	58	of	of	IN
stanford-ai-2021	998	59	white	white	JJ
stanford-ai-2021	998	60	(	(	-LRB-
stanford-ai-2021	998	61	non	non	JJ
stanford-ai-2021	998	62	-	-	JJ
stanford-ai-2021	998	63	Hispanic	hispanic	JJ
stanford-ai-2021	998	64	)	)	-RRB-
stanford-ai-2021	998	65	new	new	JJ
stanford-ai-2021	998	66	PhDs	PhDs	NNP
stanford-ai-2021	998	67	has	have	VBZ
stanford-ai-2021	998	68	changed	change	VBN
stanford-ai-2021	998	69	little	little	JJ
stanford-ai-2021	998	70	over	over	IN
stanford-ai-2021	998	71	the	the	DT
stanford-ai-2021	998	72	last	last	JJ
stanford-ai-2021	998	73	10	10	CD
stanford-ai-2021	998	74	years	year	NNS
stanford-ai-2021	998	75	,	,	,
stanford-ai-2021	998	76	accounting	account	VBG
stanford-ai-2021	998	77	for	for	IN
stanford-ai-2021	998	78	62.7	62.7	CD
stanford-ai-2021	998	79	%	%	NN
stanford-ai-2021	998	80	on	on	IN
stanford-ai-2021	998	81	average	average	JJ
stanford-ai-2021	998	82	.	.	.
stanford-ai-2021	999	1	Figure	figure	NN
stanford-ai-2021	999	2	6.2.2	6.2.2	NN
stanford-ai-2021	999	3	TA	ta	NN
stanford-ai-2021	999	4	B	b	NN
stanford-ai-2021	999	5	L	l	NN
stanford-ai-2021	999	6	E	e	NN
stanford-ai-2021	999	7	O	o	NN
stanford-ai-2021	999	8	F	f	NN
stanford-ai-2021	999	9	C	c	NN
stanford-ai-2021	999	10	O	o	NN
stanford-ai-2021	999	11	N	n	NN
stanford-ai-2021	999	12	T	t	NN
stanford-ai-2021	999	13	E	e	NN
stanford-ai-2021	999	14	N	n	NN
stanford-ai-2021	999	15	T	t	NN
stanford-ai-2021	999	16	S	s	NN
stanford-ai-2021	999	17	1	1	CD
stanford-ai-2021	999	18	4	4	CD
stanford-ai-2021	999	19	6C	6c	NN
stanford-ai-2021	999	20	H	h	NN
stanford-ai-2021	999	21	A	a	NN
stanford-ai-2021	999	22	P	p	NN
stanford-ai-2021	999	23	T	t	NN
stanford-ai-2021	999	24	E	e	NN
stanford-ai-2021	999	25	R	r	NN
stanford-ai-2021	999	26	6	6	CD
stanford-ai-2021	999	27	P	p	NN
stanford-ai-2021	999	28	R	r	NN
stanford-ai-2021	999	29	E	e	NN
stanford-ai-2021	999	30	V	v	NN
stanford-ai-2021	999	31	I	i	NN
stanford-ai-2021	999	32	E	e	NN
stanford-ai-2021	999	33	W	W	NNP
stanford-ai-2021	999	34	Artificial	Artificial	NNP
stanford-ai-2021	999	35	Intelligence	Intelligence	NNP
stanford-ai-2021	999	36	Index	Index	NNP
stanford-ai-2021	999	37	Report	Report	NNP
stanford-ai-2021	999	38	2021	2021	CD
stanford-ai-2021	999	39	0	0	CD
stanford-ai-2021	999	40	100	100	CD
stanford-ai-2021	999	41	200	200	CD
stanford-ai-2021	999	42	300	300	CD
stanford-ai-2021	999	43	400	400	CD
stanford-ai-2021	999	44	500	500	CD
stanford-ai-2021	999	45	Number	Number	NNP
stanford-ai-2021	999	46	of	of	IN
stanford-ai-2021	999	47	Attendees	Attendees	NNPS
stanford-ai-2021	999	48	and	and	CC
stanford-ai-2021	999	49	Papers	Papers	NNP
stanford-ai-2021	999	50	Number	Number	NNP
stanford-ai-2021	999	51	of	of	IN
stanford-ai-2021	999	52	Attendees	Attendees	NNPS
stanford-ai-2021	999	53	Submitted	submit	VBN
stanford-ai-2021	999	54	Papers	Papers	NNP
stanford-ai-2021	999	55	Accepted	Accepted	NNP
stanford-ai-2021	999	56	Papers	Papers	NNPS
stanford-ai-2021	999	57	NUMBER	NUMBER	NNP
stanford-ai-2021	999	58	OF	of	IN
stanford-ai-2021	999	59	ATTENDEES	ATTENDEES	NNP
stanford-ai-2021	999	60	,	,	,
stanford-ai-2021	999	61	SUBMITTED	SUBMITTED	NNP
stanford-ai-2021	999	62	PAPERS	paper	NNS
stanford-ai-2021	999	63	,	,	,
stanford-ai-2021	999	64	and	and	CC
stanford-ai-2021	999	65	ACCEPTED	accepted	JJ
stanford-ai-2021	999	66	PAPERS	paper	NNS
stanford-ai-2021	999	67	at	at	IN
stanford-ai-2021	999	68	BLACK	BLACK	NNP
stanford-ai-2021	999	69	in	in	IN
stanford-ai-2021	999	70	AI	AI	NNP
stanford-ai-2021	999	71	WORKSHOP	WORKSHOP	NNP
stanford-ai-2021	999	72	CO	CO	NNP
stanford-ai-2021	999	73	-	-	HYPH
stanford-ai-2021	999	74	LOCATED	LOCATED	NNP
stanford-ai-2021	999	75	with	with	IN
stanford-ai-2021	999	76	NEURIPS	NEURIPS	NNP
stanford-ai-2021	999	77	,	,	,
stanford-ai-2021	999	78	2017	2017	CD
stanford-ai-2021	999	79	-	-	SYM
stanford-ai-2021	999	80	19	19	CD
stanford-ai-2021	999	81	Source	source	NN
stanford-ai-2021	999	82	:	:	:
stanford-ai-2021	999	83	Black	Black	NNP
stanford-ai-2021	999	84	in	in	IN
stanford-ai-2021	999	85	AI	AI	NNP
stanford-ai-2021	999	86	,	,	,
stanford-ai-2021	999	87	2020	2020	CD
stanford-ai-2021	999	88	|	|	CD
stanford-ai-2021	999	89	Chart	Chart	NNP
stanford-ai-2021	999	90	:	:	:
stanford-ai-2021	999	91	2021	2021	CD
stanford-ai-2021	999	92	AI	AI	NNP
stanford-ai-2021	999	93	Index	Index	NNP
stanford-ai-2021	999	94	Report	Report	NNP
stanford-ai-2021	999	95	2017	2017	CD
stanford-ai-2021	999	96	2018	2018	CD
stanford-ai-2021	999	97	2019	2019	CD
stanford-ai-2021	999	98	Figure	Figure	NNP
stanford-ai-2021	999	99	6.2.3	6.2.3	CD
stanford-ai-2021	999	100	shows	show	VBZ
stanford-ai-2021	999	101	data	datum	NNS
stanford-ai-2021	999	102	from	from	IN
stanford-ai-2021	999	103	the	the	DT
stanford-ai-2021	999	104	AI	AI	NNP
stanford-ai-2021	999	105	Index	Index	NNP
stanford-ai-2021	999	106	education	education	NN
stanford-ai-2021	999	107	survey.3	survey.3	CD
stanford-ai-2021	999	108	Among	among	IN
stanford-ai-2021	999	109	15	15	CD
stanford-ai-2021	999	110	universities	university	NNS
stanford-ai-2021	999	111	that	that	WDT
stanford-ai-2021	999	112	completed	complete	VBD
stanford-ai-2021	999	113	the	the	DT
stanford-ai-2021	999	114	question	question	NN
stanford-ai-2021	999	115	pertaining	pertain	VBG
stanford-ai-2021	999	116	to	to	IN
stanford-ai-2021	999	117	the	the	DT
stanford-ai-2021	999	118	racial	racial	JJ
stanford-ai-2021	999	119	makeup	makeup	NN
stanford-ai-2021	999	120	of	of	IN
stanford-ai-2021	999	121	their	-PRON-	PRP$
stanford-ai-2021	999	122	faculty	faculty	NN
stanford-ai-2021	999	123	,	,	,
stanford-ai-2021	999	124	approximately	approximately	RB
stanford-ai-2021	999	125	67.0	67.0	CD
stanford-ai-2021	999	126	%	%	NN
stanford-ai-2021	999	127	of	of	IN
stanford-ai-2021	999	128	the	the	DT
stanford-ai-2021	999	129	tenure	tenure	NN
stanford-ai-2021	999	130	-	-	HYPH
stanford-ai-2021	999	131	track	track	NN
stanford-ai-2021	999	132	faculty	faculty	NN
stanford-ai-2021	999	133	are	be	VBP
stanford-ai-2021	999	134	white	white	JJ
stanford-ai-2021	999	135	,	,	,
stanford-ai-2021	999	136	followed	follow	VBN
stanford-ai-2021	999	137	by	by	IN
stanford-ai-2021	999	138	Asian	Asian	NNP
stanford-ai-2021	999	139	(	(	-LRB-
stanford-ai-2021	999	140	14.3	14.3	CD
stanford-ai-2021	999	141	%	%	NN
stanford-ai-2021	999	142	)	)	-RRB-
stanford-ai-2021	999	143	,	,	,
stanford-ai-2021	999	144	other	other	JJ
stanford-ai-2021	999	145	races	race	NNS
stanford-ai-2021	999	146	(	(	-LRB-
stanford-ai-2021	999	147	8.3	8.3	CD
stanford-ai-2021	999	148	%	%	NN
stanford-ai-2021	999	149	)	)	-RRB-
stanford-ai-2021	999	150	,	,	,
stanford-ai-2021	999	151	and	and	CC
stanford-ai-2021	999	152	mixed	mixed	JJ
stanford-ai-2021	999	153	/	/	SYM
stanford-ai-2021	999	154	other	other	JJ
stanford-ai-2021	999	155	race	race	NN
stanford-ai-2021	999	156	,	,	,
stanford-ai-2021	999	157	ethnicity	ethnicity	NN
stanford-ai-2021	999	158	,	,	,
stanford-ai-2021	999	159	or	or	CC
stanford-ai-2021	999	160	origin	origin	NN
stanford-ai-2021	999	161	(	(	-LRB-
stanford-ai-2021	999	162	6.3	6.3	CD
stanford-ai-2021	999	163	%	%	NN
stanford-ai-2021	999	164	)	)	-RRB-
stanford-ai-2021	999	165	.	.	.
stanford-ai-2021	1000	1	The	the	DT
stanford-ai-2021	1000	2	smallest	small	JJS
stanford-ai-2021	1000	3	representation	representation	NN
stanford-ai-2021	1000	4	among	among	IN
stanford-ai-2021	1000	5	tenure	tenure	NN
stanford-ai-2021	1000	6	-	-	HYPH
stanford-ai-2021	1000	7	track	track	NN
stanford-ai-2021	1000	8	faculty	faculty	NN
stanford-ai-2021	1000	9	are	be	VBP
stanford-ai-2021	1000	10	teachers	teacher	NNS
stanford-ai-2021	1000	11	of	of	IN
stanford-ai-2021	1000	12	Black	black	JJ
stanford-ai-2021	1000	13	or	or	CC
stanford-ai-2021	1000	14	African	african	JJ
stanford-ai-2021	1000	15	and	and	CC
stanford-ai-2021	1000	16	of	of	IN
stanford-ai-2021	1000	17	Hispanic	hispanic	JJ
stanford-ai-2021	1000	18	,	,	,
stanford-ai-2021	1000	19	Latino	Latino	NNP
stanford-ai-2021	1000	20	,	,	,
stanford-ai-2021	1000	21	or	or	CC
stanford-ai-2021	1000	22	Spanish	spanish	JJ
stanford-ai-2021	1000	23	origins	origin	NNS
stanford-ai-2021	1000	24	,	,	,
stanford-ai-2021	1000	25	who	who	WP
stanford-ai-2021	1000	26	account	account	VBP
stanford-ai-2021	1000	27	for	for	IN
stanford-ai-2021	1000	28	0.6	0.6	CD
stanford-ai-2021	1000	29	%	%	NN
stanford-ai-2021	1000	30	and	and	CC
stanford-ai-2021	1000	31	0.8	0.8	CD
stanford-ai-2021	1000	32	%	%	NN
stanford-ai-2021	1000	33	,	,	,
stanford-ai-2021	1000	34	respectively	respectively	RB
stanford-ai-2021	1000	35	.	.	.
stanford-ai-2021	1001	1	B	B	NNP
stanford-ai-2021	1001	2	L	L	NNP
stanford-ai-2021	1001	3	AC	AC	NNP
stanford-ai-2021	1001	4	K	k	NN
stanford-ai-2021	1001	5	I	i	NN
stanford-ai-2021	1001	6	N	n	NN
stanford-ai-2021	1001	7	A	a	NN
stanford-ai-2021	1001	8	I	i	NN
stanford-ai-2021	1001	9	Black	Black	NNP
stanford-ai-2021	1001	10	in	in	IN
stanford-ai-2021	1001	11	AI	AI	NNP
stanford-ai-2021	1001	12	(	(	-LRB-
stanford-ai-2021	1001	13	BAI	BAI	NNP
stanford-ai-2021	1001	14	)	)	-RRB-
stanford-ai-2021	1001	15	,	,	,
stanford-ai-2021	1001	16	founded	found	VBN
stanford-ai-2021	1001	17	in	in	IN
stanford-ai-2021	1001	18	2017	2017	CD
stanford-ai-2021	1001	19	by	by	IN
stanford-ai-2021	1001	20	Timnit	Timnit	NNP
stanford-ai-2021	1001	21	Gebru	Gebru	NNP
stanford-ai-2021	1001	22	and	and	CC
stanford-ai-2021	1001	23	Rediet	Rediet	NNP
stanford-ai-2021	1001	24	Abebe	Abebe	NNP
stanford-ai-2021	1001	25	,	,	,
stanford-ai-2021	1001	26	is	be	VBZ
stanford-ai-2021	1001	27	a	a	DT
stanford-ai-2021	1001	28	multi	multi	JJ
stanford-ai-2021	1001	29	-	-	JJ
stanford-ai-2021	1001	30	institutional	institutional	JJ
stanford-ai-2021	1001	31	and	and	CC
stanford-ai-2021	1001	32	transcontinental	transcontinental	JJ
stanford-ai-2021	1001	33	initiative	initiative	NN
stanford-ai-2021	1001	34	that	that	WDT
stanford-ai-2021	1001	35	aims	aim	VBZ
stanford-ai-2021	1001	36	to	to	TO
stanford-ai-2021	1001	37	increase	increase	VB
stanford-ai-2021	1001	38	the	the	DT
stanford-ai-2021	1001	39	presence	presence	NN
stanford-ai-2021	1001	40	of	of	IN
stanford-ai-2021	1001	41	Black	black	JJ
stanford-ai-2021	1001	42	people	people	NNS
stanford-ai-2021	1001	43	in	in	IN
stanford-ai-2021	1001	44	the	the	DT
stanford-ai-2021	1001	45	field	field	NN
stanford-ai-2021	1001	46	of	of	IN
stanford-ai-2021	1001	47	AI	AI	NNP
stanford-ai-2021	1001	48	.	.	.
stanford-ai-2021	1002	1	As	as	IN
stanford-ai-2021	1002	2	of	of	IN
stanford-ai-2021	1002	3	2020	2020	CD
stanford-ai-2021	1002	4	,	,	,
stanford-ai-2021	1002	5	BAI	BAI	NNP
stanford-ai-2021	1002	6	has	have	VBZ
stanford-ai-2021	1002	7	around	around	RB
stanford-ai-2021	1002	8	3,000	3,000	CD
stanford-ai-2021	1002	9	community	community	NN
stanford-ai-2021	1002	10	members	member	NNS
stanford-ai-2021	1002	11	and	and	CC
stanford-ai-2021	1002	12	allies	ally	NNS
stanford-ai-2021	1002	13	,	,	,
stanford-ai-2021	1002	14	has	have	VBZ
stanford-ai-2021	1002	15	held	hold	VBN
stanford-ai-2021	1002	16	more	more	JJR
stanford-ai-2021	1002	17	than	than	IN
stanford-ai-2021	1002	18	10	10	CD
stanford-ai-2021	1002	19	workshops	workshop	NNS
stanford-ai-2021	1002	20	at	at	IN
stanford-ai-2021	1002	21	major	major	JJ
stanford-ai-2021	1002	22	AI	AI	NNP
stanford-ai-2021	1002	23	conferences	conference	NNS
stanford-ai-2021	1002	24	,	,	,
stanford-ai-2021	1002	25	and	and	CC
stanford-ai-2021	1002	26	has	have	VBZ
stanford-ai-2021	1002	27	helped	help	VBN
stanford-ai-2021	1002	28	increase	increase	VB
stanford-ai-2021	1002	29	the	the	DT
stanford-ai-2021	1002	30	number	number	NN
stanford-ai-2021	1002	31	of	of	IN
stanford-ai-2021	1002	32	Black	black	JJ
stanford-ai-2021	1002	33	people	people	NNS
stanford-ai-2021	1002	34	participating	participate	VBG
stanford-ai-2021	1002	35	at	at	IN
stanford-ai-2021	1002	36	major	major	JJ
stanford-ai-2021	1002	37	AI	AI	NNP
stanford-ai-2021	1002	38	conferences	conference	NNS
stanford-ai-2021	1002	39	globally	globally	RB
stanford-ai-2021	1002	40	40-fold	40-fold	CD
stanford-ai-2021	1002	41	.	.	.
stanford-ai-2021	1003	1	Figure	figure	NN
stanford-ai-2021	1003	2	6.2.4	6.2.4	NN
stanford-ai-2021	1003	3	shows	show	VBZ
stanford-ai-2021	1003	4	the	the	DT
stanford-ai-2021	1003	5	number	number	NN
stanford-ai-2021	1003	6	of	of	IN
stanford-ai-2021	1003	7	attendees	attendee	NNS
stanford-ai-2021	1003	8	,	,	,
stanford-ai-2021	1003	9	submitted	submit	VBN
stanford-ai-2021	1003	10	papers	paper	NNS
stanford-ai-2021	1003	11	,	,	,
stanford-ai-2021	1003	12	and	and	CC
stanford-ai-2021	1003	13	accepted	accept	VBD
stanford-ai-2021	1003	14	papers	paper	NNS
stanford-ai-2021	1003	15	from	from	IN
stanford-ai-2021	1003	16	the	the	DT
stanford-ai-2021	1003	17	annual	annual	JJ
stanford-ai-2021	1003	18	Black	Black	NNP
stanford-ai-2021	1003	19	in	in	IN
stanford-ai-2021	1003	20	AI	AI	NNP
stanford-ai-2021	1003	21	Workshop	Workshop	NNP
stanford-ai-2021	1003	22	,	,	,
stanford-ai-2021	1003	23	which	which	WDT
stanford-ai-2021	1003	24	is	be	VBZ
stanford-ai-2021	1003	25	co	co	JJ
stanford-ai-2021	1003	26	-	-	VBN
stanford-ai-2021	1003	27	located	locate	VBN
stanford-ai-2021	1003	28	with	with	IN
stanford-ai-2021	1003	29	NeurIPS.4	neurips.4	JJ
stanford-ai-2021	1003	30	The	the	DT
stanford-ai-2021	1003	31	numbers	number	NNS
stanford-ai-2021	1003	32	of	of	IN
stanford-ai-2021	1003	33	attendees	attendee	NNS
stanford-ai-2021	1003	34	and	and	CC
stanford-ai-2021	1003	35	accepted	accept	VBN
stanford-ai-2021	1003	36	papers	paper	NNS
stanford-ai-2021	1003	37	in	in	IN
stanford-ai-2021	1003	38	2019	2019	CD
stanford-ai-2021	1003	39	are	be	VBP
stanford-ai-2021	1003	40	2.6	2.6	CD
stanford-ai-2021	1003	41	times	time	NNS
stanford-ai-2021	1003	42	higher	high	JJR
stanford-ai-2021	1003	43	than	than	IN
stanford-ai-2021	1003	44	in	in	IN
stanford-ai-2021	1003	45	2017	2017	CD
stanford-ai-2021	1003	46	,	,	,
stanford-ai-2021	1003	47	while	while	IN
stanford-ai-2021	1003	48	the	the	DT
stanford-ai-2021	1003	49	number	number	NN
stanford-ai-2021	1003	50	of	of	IN
stanford-ai-2021	1003	51	accepted	accept	VBN
stanford-ai-2021	1003	52	papers	paper	NNS
stanford-ai-2021	1003	53	is	be	VBZ
stanford-ai-2021	1003	54	2.1	2.1	CD
stanford-ai-2021	1003	55	times	time	NNS
stanford-ai-2021	1003	56	higher	high	JJR
stanford-ai-2021	1003	57	.	.	.
stanford-ai-2021	1004	1	6	6	CD
stanford-ai-2021	1004	2	.	.	.
stanford-ai-2021	1005	1	2	2	LS
stanford-ai-2021	1005	2	R	r	NN
stanford-ai-2021	1005	3	AC	AC	NNP
stanford-ai-2021	1005	4	I	I	NNP
stanford-ai-2021	1005	5	A	a	NN
stanford-ai-2021	1005	6	L	l	NN
stanford-ai-2021	1005	7	A	a	NN
stanford-ai-2021	1005	8	N	n	NN
stanford-ai-2021	1005	9	D	d	NN
stanford-ai-2021	1005	10	E	e	NN
stanford-ai-2021	1005	11	T	t	NN
stanford-ai-2021	1005	12	H	h	NN
stanford-ai-2021	1005	13	N	n	NN
stanford-ai-2021	1005	14	I	i	NN
stanford-ai-2021	1005	15	C	c	NN
stanford-ai-2021	1005	16	D	d	NN
stanford-ai-2021	1005	17	I	i	NN
stanford-ai-2021	1005	18	V	v	NN
stanford-ai-2021	1005	19	E	e	NN
stanford-ai-2021	1005	20	R	r	NN
stanford-ai-2021	1005	21	S	s	NN
stanford-ai-2021	1005	22	I	i	NN
stanford-ai-2021	1005	23	T	t	NN
stanford-ai-2021	1005	24	Y	y	NN
stanford-ai-2021	1005	25	I	i	NN
stanford-ai-2021	1005	26	N	n	NN
stanford-ai-2021	1005	27	A	a	NN
stanford-ai-2021	1005	28	I	i	NN
stanford-ai-2021	1005	29	C	c	NN
stanford-ai-2021	1005	30	H	h	NN
stanford-ai-2021	1005	31	A	a	NN
stanford-ai-2021	1005	32	P	p	NN
stanford-ai-2021	1005	33	T	t	NN
stanford-ai-2021	1005	34	E	e	NN
stanford-ai-2021	1005	35	R	r	NN
stanford-ai-2021	1005	36	6	6	CD
stanford-ai-2021	1005	37	:	:	:
stanford-ai-2021	1005	38	D	d	NN
stanford-ai-2021	1005	39	I	i	NN
stanford-ai-2021	1005	40	V	v	NN
stanford-ai-2021	1005	41	E	e	NN
stanford-ai-2021	1005	42	R	r	NN
stanford-ai-2021	1005	43	S	s	NN
stanford-ai-2021	1005	44	I	i	NN
stanford-ai-2021	1005	45	T	t	NN
stanford-ai-2021	1005	46	Y	y	NN
stanford-ai-2021	1005	47	I	i	NN
stanford-ai-2021	1005	48	N	n	NN
stanford-ai-2021	1005	49	A	a	NN
stanford-ai-2021	1005	50	I	i	NN
stanford-ai-2021	1005	51	C	c	NN
stanford-ai-2021	1005	52	S	s	NN
stanford-ai-2021	1005	53	T	t	NN
stanford-ai-2021	1005	54	E	e	NN
stanford-ai-2021	1005	55	N	n	NN
stanford-ai-2021	1005	56	U	u	NN
stanford-ai-2021	1005	57	R	r	NN
stanford-ai-2021	1005	58	E	e	NN
stanford-ai-2021	1005	59	-T	-t	NN
stanford-ai-2021	1005	60	R	r	NN
stanford-ai-2021	1005	61	AC	ac	NN
stanford-ai-2021	1005	62	K	k	NN
stanford-ai-2021	1005	63	FAC	FAC	NNP
stanford-ai-2021	1005	64	U	u	NN
stanford-ai-2021	1005	65	LT	LT	NNP
stanford-ai-2021	1005	66	Y	Y	NNP
stanford-ai-2021	1005	67	B	B	NNP
stanford-ai-2021	1005	68	Y	y	NN
stanford-ai-2021	1005	69	R	r	NN
stanford-ai-2021	1005	70	AC	ac	NN
stanford-ai-2021	1005	71	E	e	NN
stanford-ai-2021	1005	72	/	/	SYM
stanford-ai-2021	1005	73	E	e	NN
stanford-ai-2021	1005	74	T	t	NN
stanford-ai-2021	1005	75	H	h	NN
stanford-ai-2021	1005	76	N	n	NN
stanford-ai-2021	1005	77	I	i	NN
stanford-ai-2021	1005	78	C	c	NN
stanford-ai-2021	1005	79	I	i	NN
stanford-ai-2021	1005	80	T	t	NN
stanford-ai-2021	1005	81	Y	y	NN
stanford-ai-2021	1005	82	67.0	67.0	CD
stanford-ai-2021	1005	83	%	%	NN
stanford-ai-2021	1005	84	White	White	NNP
stanford-ai-2021	1005	85	14.3	14.3	CD
stanford-ai-2021	1005	86	%	%	NN
stanford-ai-2021	1005	87	Asian	asian	JJ
stanford-ai-2021	1005	88	8.3	8.3	CD
stanford-ai-2021	1005	89	%	%	NN
stanford-ai-2021	1005	90	Other	other	JJ
stanford-ai-2021	1005	91	races	race	NNS
stanford-ai-2021	1005	92	6.3	6.3	CD
stanford-ai-2021	1005	93	%	%	NN
stanford-ai-2021	1005	94	Mixed	mixed	JJ
stanford-ai-2021	1005	95	/	/	SYM
stanford-ai-2021	1005	96	other	other	JJ
stanford-ai-2021	1005	97	race	race	NN
stanford-ai-2021	1005	98	,	,	,
stanford-ai-2021	1005	99	ethnicity	ethnicity	NN
stanford-ai-2021	1005	100	,	,	,
stanford-ai-2021	1005	101	or	or	CC
stanford-ai-2021	1005	102	origin	origin	NN
stanford-ai-2021	1005	103	2.7	2.7	CD
stanford-ai-2021	1005	104	%	%	NN
stanford-ai-2021	1005	105	Middle	middle	JJ
stanford-ai-2021	1005	106	Eastern	eastern	JJ
stanford-ai-2021	1005	107	or	or	CC
stanford-ai-2021	1005	108	North	north	JJ
stanford-ai-2021	1005	109	African	african	JJ
stanford-ai-2021	1005	110	0.8	0.8	CD
stanford-ai-2021	1005	111	%	%	NN
stanford-ai-2021	1005	112	Hispanic	hispanic	JJ
stanford-ai-2021	1005	113	,	,	,
stanford-ai-2021	1005	114	Latino	Latino	NNP
stanford-ai-2021	1005	115	,	,	,
stanford-ai-2021	1005	116	or	or	CC
stanford-ai-2021	1005	117	Spanish	spanish	JJ
stanford-ai-2021	1005	118	origin	origin	NN
stanford-ai-2021	1005	119	0.6	0.6	CD
stanford-ai-2021	1005	120	%	%	NN
stanford-ai-2021	1005	121	Black	black	JJ
stanford-ai-2021	1005	122	or	or	CC
stanford-ai-2021	1005	123	African	african	JJ
stanford-ai-2021	1005	124	TENURE	tenure	NN
stanford-ai-2021	1005	125	-	-	HYPH
stanford-ai-2021	1005	126	TRACK	track	NN
stanford-ai-2021	1005	127	FACULTY	faculty	NN
stanford-ai-2021	1005	128	(	(	-LRB-
stanford-ai-2021	1005	129	%	%	NN
stanford-ai-2021	1005	130	of	of	IN
stanford-ai-2021	1005	131	TOTAL	TOTAL	NNP
stanford-ai-2021	1005	132	)	)	-RRB-
stanford-ai-2021	1005	133	at	at	IN
stanford-ai-2021	1005	134	CS	CS	NNP
stanford-ai-2021	1005	135	DEPARTMENTS	DEPARTMENTS	NNP
stanford-ai-2021	1005	136	of	of	IN
stanford-ai-2021	1005	137	TOP	TOP	NNP
stanford-ai-2021	1005	138	UNIVERSITIES	university	NNS
stanford-ai-2021	1005	139	in	in	IN
stanford-ai-2021	1005	140	the	the	DT
stanford-ai-2021	1005	141	WORLD	world	NN
stanford-ai-2021	1005	142	by	by	IN
stanford-ai-2021	1005	143	RACE	RACE	NNP
stanford-ai-2021	1005	144	/	/	SYM
stanford-ai-2021	1005	145	ETHNICITY	ethnicity	NN
stanford-ai-2021	1005	146	,	,	,
stanford-ai-2021	1005	147	2019	2019	CD
stanford-ai-2021	1005	148	-	-	SYM
stanford-ai-2021	1005	149	20	20	CD
stanford-ai-2021	1005	150	Source	source	NN
stanford-ai-2021	1005	151	:	:	:
stanford-ai-2021	1005	152	AI	AI	NNP
stanford-ai-2021	1005	153	Index	Index	NNP
stanford-ai-2021	1005	154	,	,	,
stanford-ai-2021	1005	155	2020	2020	CD
stanford-ai-2021	1005	156	|	|	NNP
stanford-ai-2021	1005	157	Chart	Chart	NNP
stanford-ai-2021	1005	158	:	:	:
stanford-ai-2021	1005	159	2021	2021	CD
stanford-ai-2021	1005	160	AI	AI	NNP
stanford-ai-2021	1005	161	Index	Index	NNP
stanford-ai-2021	1005	162	Report	Report	NNP
stanford-ai-2021	1005	163	67.0	67.0	CD
stanford-ai-2021	1005	164	%	%	NN
stanford-ai-2021	1005	165	White	White	NNP
stanford-ai-2021	1005	166	14.3	14.3	CD
stanford-ai-2021	1005	167	%	%	NN
stanford-ai-2021	1005	168	Asian	asian	JJ
stanford-ai-2021	1005	169	8.3	8.3	CD
stanford-ai-2021	1005	170	%	%	NN
stanford-ai-2021	1005	171	Other	other	JJ
stanford-ai-2021	1005	172	races	race	NNS
stanford-ai-2021	1005	173	6.3	6.3	CD
stanford-ai-2021	1005	174	%	%	NN
stanford-ai-2021	1005	175	Mixed	mixed	JJ
stanford-ai-2021	1005	176	/	/	SYM
stanford-ai-2021	1005	177	other	other	JJ
stanford-ai-2021	1005	178	race	race	NN
stanford-ai-2021	1005	179	,	,	,
stanford-ai-2021	1005	180	ethnicity	ethnicity	NN
stanford-ai-2021	1005	181	,	,	,
stanford-ai-2021	1005	182	or	or	CC
stanford-ai-2021	1005	183	origin	origin	NN
stanford-ai-2021	1005	184	2.7	2.7	CD
stanford-ai-2021	1005	185	%	%	NN
stanford-ai-2021	1005	186	Middle	middle	JJ
stanford-ai-2021	1005	187	Eastern	eastern	JJ
stanford-ai-2021	1005	188	or	or	CC
stanford-ai-2021	1005	189	North	north	JJ
stanford-ai-2021	1005	190	African	african	JJ
stanford-ai-2021	1005	191	0.8	0.8	CD
stanford-ai-2021	1005	192	%	%	NN
stanford-ai-2021	1005	193	Hispanic	hispanic	JJ
stanford-ai-2021	1005	194	,	,	,
stanford-ai-2021	1005	195	Latino	Latino	NNP
stanford-ai-2021	1005	196	,	,	,
stanford-ai-2021	1005	197	or	or	CC
stanford-ai-2021	1005	198	Spanish	spanish	JJ
stanford-ai-2021	1005	199	origin	origin	NN
stanford-ai-2021	1005	200	0.6	0.6	CD
stanford-ai-2021	1005	201	%	%	NN
stanford-ai-2021	1005	202	Black	black	JJ
stanford-ai-2021	1005	203	or	or	CC
stanford-ai-2021	1005	204	African	african	JJ
stanford-ai-2021	1005	205	TENURE	tenure	NN
stanford-ai-2021	1005	206	-	-	HYPH
stanford-ai-2021	1005	207	TRACK	track	NN
stanford-ai-2021	1005	208	FACULTY	faculty	NN
stanford-ai-2021	1005	209	(	(	-LRB-
stanford-ai-2021	1005	210	%	%	NN
stanford-ai-2021	1005	211	of	of	IN
stanford-ai-2021	1005	212	TOTAL	TOTAL	NNP
stanford-ai-2021	1005	213	)	)	-RRB-
stanford-ai-2021	1005	214	at	at	IN
stanford-ai-2021	1005	215	CS	CS	NNP
stanford-ai-2021	1005	216	DEPARTMENTS	DEPARTMENTS	NNP
stanford-ai-2021	1005	217	of	of	IN
stanford-ai-2021	1005	218	TOP	TOP	NNP
stanford-ai-2021	1005	219	UNIVERSITIES	university	NNS
stanford-ai-2021	1005	220	in	in	IN
stanford-ai-2021	1005	221	the	the	DT
stanford-ai-2021	1005	222	WORLD	world	NN
stanford-ai-2021	1005	223	by	by	IN
stanford-ai-2021	1005	224	RACE	RACE	NNP
stanford-ai-2021	1005	225	/	/	SYM
stanford-ai-2021	1005	226	ETHNICITY	ethnicity	NN
stanford-ai-2021	1005	227	,	,	,
stanford-ai-2021	1005	228	2019	2019	CD
stanford-ai-2021	1005	229	-	-	SYM
stanford-ai-2021	1005	230	20	20	CD
stanford-ai-2021	1005	231	Source	source	NN
stanford-ai-2021	1005	232	:	:	:
stanford-ai-2021	1005	233	AI	AI	NNP
stanford-ai-2021	1005	234	Index	Index	NNP
stanford-ai-2021	1005	235	,	,	,
stanford-ai-2021	1005	236	2020	2020	CD
stanford-ai-2021	1005	237	|	|	NNP
stanford-ai-2021	1005	238	Chart	Chart	NNP
stanford-ai-2021	1005	239	:	:	:
stanford-ai-2021	1005	240	2021	2021	CD
stanford-ai-2021	1005	241	AI	AI	NNP
stanford-ai-2021	1005	242	Index	Index	NNP
stanford-ai-2021	1005	243	Report	Report	NNP
stanford-ai-2021	1005	244	Figure	Figure	NNP
stanford-ai-2021	1005	245	6.2.3	6.2.3	NNP
stanford-ai-2021	1005	246	Figure	figure	NN
stanford-ai-2021	1005	247	6.2.4	6.2.4	CD
stanford-ai-2021	1005	248	3	3	CD
stanford-ai-2021	1005	249	The	the	DT
stanford-ai-2021	1005	250	survey	survey	NN
stanford-ai-2021	1005	251	was	be	VBD
stanford-ai-2021	1005	252	distributed	distribute	VBN
stanford-ai-2021	1005	253	to	to	IN
stanford-ai-2021	1005	254	73	73	CD
stanford-ai-2021	1005	255	universities	university	NNS
stanford-ai-2021	1005	256	online	online	RB
stanford-ai-2021	1005	257	over	over	IN
stanford-ai-2021	1005	258	three	three	CD
stanford-ai-2021	1005	259	waves	wave	NNS
stanford-ai-2021	1005	260	from	from	IN
stanford-ai-2021	1005	261	November	November	NNP
stanford-ai-2021	1005	262	2020	2020	CD
stanford-ai-2021	1005	263	to	to	IN
stanford-ai-2021	1005	264	January	January	NNP
stanford-ai-2021	1005	265	2021	2021	CD
stanford-ai-2021	1005	266	and	and	CC
stanford-ai-2021	1005	267	completed	complete	VBN
stanford-ai-2021	1005	268	by	by	IN
stanford-ai-2021	1005	269	18	18	CD
stanford-ai-2021	1005	270	universities	university	NNS
stanford-ai-2021	1005	271	,	,	,
stanford-ai-2021	1005	272	a	a	DT
stanford-ai-2021	1005	273	24.7	24.7	CD
stanford-ai-2021	1005	274	%	%	NN
stanford-ai-2021	1005	275	response	response	NN
stanford-ai-2021	1005	276	rate	rate	NN
stanford-ai-2021	1005	277	.	.	.
stanford-ai-2021	1006	1	The	the	DT
stanford-ai-2021	1006	2	18	18	CD
stanford-ai-2021	1006	3	universities	university	NNS
stanford-ai-2021	1006	4	are	be	VBP
stanford-ai-2021	1006	5	Belgium	Belgium	NNP
stanford-ai-2021	1006	6	:	:	:
stanford-ai-2021	1006	7	Katholieke	Katholieke	NNP
stanford-ai-2021	1006	8	Universiteit	Universiteit	NNP
stanford-ai-2021	1006	9	Leuven	Leuven	NNP
stanford-ai-2021	1006	10	;	;	:
stanford-ai-2021	1006	11	Canada	Canada	NNP
stanford-ai-2021	1006	12	:	:	:
stanford-ai-2021	1006	13	McGill	McGill	NNP
stanford-ai-2021	1006	14	University	University	NNP
stanford-ai-2021	1006	15	;	;	:
stanford-ai-2021	1006	16	China	China	NNP
stanford-ai-2021	1006	17	:	:	:
stanford-ai-2021	1006	18	Shanghai	Shanghai	NNP
stanford-ai-2021	1006	19	Jiao	Jiao	NNP
stanford-ai-2021	1006	20	Tong	Tong	NNP
stanford-ai-2021	1006	21	University	University	NNP
stanford-ai-2021	1006	22	,	,	,
stanford-ai-2021	1006	23	Tsinghua	Tsinghua	NNP
stanford-ai-2021	1006	24	University	University	NNP
stanford-ai-2021	1006	25	;	;	:
stanford-ai-2021	1006	26	Germany	Germany	NNP
stanford-ai-2021	1006	27	:	:	:
stanford-ai-2021	1006	28	Ludwig	Ludwig	NNP
stanford-ai-2021	1006	29	Maximilian	Maximilian	NNP
stanford-ai-2021	1006	30	University	University	NNP
stanford-ai-2021	1006	31	of	of	IN
stanford-ai-2021	1006	32	Munich	Munich	NNP
stanford-ai-2021	1006	33	,	,	,
stanford-ai-2021	1006	34	Technical	Technical	NNP
stanford-ai-2021	1006	35	University	University	NNP
stanford-ai-2021	1006	36	of	of	IN
stanford-ai-2021	1006	37	Munich	Munich	NNP
stanford-ai-2021	1006	38	;	;	:
stanford-ai-2021	1006	39	Russia	Russia	NNP
stanford-ai-2021	1006	40	:	:	:
stanford-ai-2021	1006	41	Higher	Higher	NNP
stanford-ai-2021	1006	42	School	School	NNP
stanford-ai-2021	1006	43	of	of	IN
stanford-ai-2021	1006	44	Economics	Economics	NNP
stanford-ai-2021	1006	45	,	,	,
stanford-ai-2021	1006	46	Moscow	Moscow	NNP
stanford-ai-2021	1006	47	Institute	Institute	NNP
stanford-ai-2021	1006	48	of	of	IN
stanford-ai-2021	1006	49	Physics	Physics	NNP
stanford-ai-2021	1006	50	and	and	CC
stanford-ai-2021	1006	51	Technology	Technology	NNP
stanford-ai-2021	1006	52	;	;	:
stanford-ai-2021	1006	53	Switzerland	Switzerland	NNP
stanford-ai-2021	1006	54	:	:	:
stanford-ai-2021	1006	55	École	École	NNP
stanford-ai-2021	1006	56	Polytechnique	Polytechnique	NNP
stanford-ai-2021	1006	57	Fédérale	Fédérale	NNP
stanford-ai-2021	1006	58	de	de	IN
stanford-ai-2021	1006	59	Lausanne	Lausanne	NNP
stanford-ai-2021	1006	60	;	;	:
stanford-ai-2021	1006	61	United	United	NNP
stanford-ai-2021	1006	62	Kingdom	Kingdom	NNP
stanford-ai-2021	1006	63	:	:	:
stanford-ai-2021	1006	64	University	University	NNP
stanford-ai-2021	1006	65	of	of	IN
stanford-ai-2021	1006	66	Cambridge	Cambridge	NNP
stanford-ai-2021	1006	67	;	;	:
stanford-ai-2021	1006	68	United	United	NNP
stanford-ai-2021	1006	69	States	States	NNP
stanford-ai-2021	1006	70	:	:	:
stanford-ai-2021	1006	71	California	California	NNP
stanford-ai-2021	1006	72	Institute	Institute	NNP
stanford-ai-2021	1006	73	of	of	IN
stanford-ai-2021	1006	74	Technology	Technology	NNP
stanford-ai-2021	1006	75	,	,	,
stanford-ai-2021	1006	76	Carnegie	Carnegie	NNP
stanford-ai-2021	1006	77	Mellon	Mellon	NNP
stanford-ai-2021	1006	78	University	University	NNP
stanford-ai-2021	1006	79	(	(	-LRB-
stanford-ai-2021	1006	80	Department	Department	NNP
stanford-ai-2021	1006	81	of	of	IN
stanford-ai-2021	1006	82	Machine	Machine	NNP
stanford-ai-2021	1006	83	Learning	Learning	NNP
stanford-ai-2021	1006	84	)	)	-RRB-
stanford-ai-2021	1006	85	,	,	,
stanford-ai-2021	1006	86	Columbia	Columbia	NNP
stanford-ai-2021	1006	87	University	University	NNP
stanford-ai-2021	1006	88	,	,	,
stanford-ai-2021	1006	89	Harvard	Harvard	NNP
stanford-ai-2021	1006	90	University	University	NNP
stanford-ai-2021	1006	91	,	,	,
stanford-ai-2021	1006	92	Stanford	Stanford	NNP
stanford-ai-2021	1006	93	University	University	NNP
stanford-ai-2021	1006	94	,	,	,
stanford-ai-2021	1006	95	University	University	NNP
stanford-ai-2021	1006	96	of	of	IN
stanford-ai-2021	1006	97	Wisconsin	Wisconsin	NNP
stanford-ai-2021	1006	98	–	–	:
stanford-ai-2021	1006	99	Madison	Madison	NNP
stanford-ai-2021	1006	100	,	,	,
stanford-ai-2021	1006	101	University	University	NNP
stanford-ai-2021	1006	102	of	of	IN
stanford-ai-2021	1006	103	Texas	Texas	NNP
stanford-ai-2021	1006	104	at	at	IN
stanford-ai-2021	1006	105	Austin	Austin	NNP
stanford-ai-2021	1006	106	,	,	,
stanford-ai-2021	1006	107	Yale	Yale	NNP
stanford-ai-2021	1006	108	University	University	NNP
stanford-ai-2021	1006	109	.	.	.
stanford-ai-2021	1007	1	4	4	CD
stanford-ai-2021	1007	2	The	the	DT
stanford-ai-2021	1007	3	2020	2020	CD
stanford-ai-2021	1007	4	data	datum	NNS
stanford-ai-2021	1007	5	are	be	VBP
stanford-ai-2021	1007	6	clearly	clearly	RB
stanford-ai-2021	1007	7	affected	affect	VBN
stanford-ai-2021	1007	8	by	by	IN
stanford-ai-2021	1007	9	the	the	DT
stanford-ai-2021	1007	10	pandemic	pandemic	NN
stanford-ai-2021	1007	11	and	and	CC
stanford-ai-2021	1007	12	not	not	RB
stanford-ai-2021	1007	13	included	include	VBN
stanford-ai-2021	1007	14	as	as	IN
stanford-ai-2021	1007	15	a	a	DT
stanford-ai-2021	1007	16	result	result	NN
stanford-ai-2021	1007	17	.	.	.
stanford-ai-2021	1008	1	For	for	IN
stanford-ai-2021	1008	2	more	more	JJR
stanford-ai-2021	1008	3	information	information	NN
stanford-ai-2021	1008	4	,	,	,
stanford-ai-2021	1008	5	see	see	VB
stanford-ai-2021	1008	6	the	the	DT
stanford-ai-2021	1008	7	Black	Black	NNP
stanford-ai-2021	1008	8	in	in	IN
stanford-ai-2021	1008	9	AI	AI	NNP
stanford-ai-2021	1008	10	impact	impact	NN
stanford-ai-2021	1008	11	report	report	NN
stanford-ai-2021	1008	12	.	.	.
stanford-ai-2021	1009	1	https://blackinai2020.vercel.app/	https://blackinai2020.vercel.app/	NNP
stanford-ai-2021	1009	2	https://docs.google.com/presentation/d/1wzh9uggU_pW7X0XJ2bVPonimAprbAwNtFTvsq5hy2w8/edit#slide=id.g25f6af9dd6_0_0	https://docs.google.com/presentation/d/1wzh9uggU_pW7X0XJ2bVPonimAprbAwNtFTvsq5hy2w8/edit#slide=id.g25f6af9dd6_0_0	NNP
stanford-ai-2021	1009	3	TA	TA	NNP
stanford-ai-2021	1009	4	B	B	NNP
stanford-ai-2021	1009	5	L	l	NN
stanford-ai-2021	1009	6	E	e	NN
stanford-ai-2021	1009	7	O	o	NN
stanford-ai-2021	1009	8	F	f	NN
stanford-ai-2021	1009	9	C	c	NN
stanford-ai-2021	1009	10	O	o	NN
stanford-ai-2021	1009	11	N	n	NN
stanford-ai-2021	1009	12	T	t	NN
stanford-ai-2021	1009	13	E	e	NN
stanford-ai-2021	1009	14	N	n	NN
stanford-ai-2021	1009	15	T	t	NN
stanford-ai-2021	1009	16	S	s	NN
stanford-ai-2021	1009	17	1	1	CD
stanford-ai-2021	1009	18	47C	47c	CD
stanford-ai-2021	1009	19	H	h	NN
stanford-ai-2021	1009	20	A	a	NN
stanford-ai-2021	1009	21	P	p	NN
stanford-ai-2021	1009	22	T	t	NN
stanford-ai-2021	1009	23	E	e	NN
stanford-ai-2021	1009	24	R	r	NN
stanford-ai-2021	1009	25	6	6	CD
stanford-ai-2021	1009	26	P	p	NN
stanford-ai-2021	1009	27	R	r	NN
stanford-ai-2021	1009	28	E	e	NN
stanford-ai-2021	1009	29	V	v	NN
stanford-ai-2021	1009	30	I	i	NN
stanford-ai-2021	1009	31	E	e	NN
stanford-ai-2021	1009	32	W	W	NNP
stanford-ai-2021	1009	33	Artificial	Artificial	NNP
stanford-ai-2021	1009	34	Intelligence	Intelligence	NNP
stanford-ai-2021	1009	35	Index	Index	NNP
stanford-ai-2021	1009	36	Report	Report	NNP
stanford-ai-2021	1009	37	2021	2021	CD
stanford-ai-2021	1009	38	Q	q	NN
stanford-ai-2021	1009	39	U	u	NN
stanford-ai-2021	1009	40	E	e	NN
stanford-ai-2021	1009	41	E	e	NN
stanford-ai-2021	1009	42	R	r	NN
stanford-ai-2021	1009	43	I	i	NN
stanford-ai-2021	1009	44	N	n	NN
stanford-ai-2021	1009	45	A	a	NN
stanford-ai-2021	1009	46	I	i	NN
stanford-ai-2021	1009	47	This	this	DT
stanford-ai-2021	1009	48	section	section	NN
stanford-ai-2021	1009	49	presents	present	VBZ
stanford-ai-2021	1009	50	data	datum	NNS
stanford-ai-2021	1009	51	from	from	IN
stanford-ai-2021	1009	52	a	a	DT
stanford-ai-2021	1009	53	membership	membership	NN
stanford-ai-2021	1009	54	survey	survey	NN
stanford-ai-2021	1009	55	by	by	IN
stanford-ai-2021	1009	56	Queer	Queer	NNP
stanford-ai-2021	1009	57	in	in	IN
stanford-ai-2021	1009	58	AI	AI	NNP
stanford-ai-2021	1009	59	(	(	-LRB-
stanford-ai-2021	1009	60	QAI	QAI	NNP
stanford-ai-2021	1009	61	)	)	-RRB-
stanford-ai-2021	1009	62	,	,	,
stanford-ai-2021	1009	63	5	5	CD
stanford-ai-2021	1009	64	an	an	DT
stanford-ai-2021	1009	65	organization	organization	NN
stanford-ai-2021	1009	66	that	that	WDT
stanford-ai-2021	1009	67	aims	aim	VBZ
stanford-ai-2021	1009	68	to	to	TO
stanford-ai-2021	1009	69	make	make	VB
stanford-ai-2021	1009	70	the	the	DT
stanford-ai-2021	1009	71	AI	AI	NNP
stanford-ai-2021	1009	72	/	/	SYM
stanford-ai-2021	1009	73	ML	ML	NNP
stanford-ai-2021	1009	74	community	community	NN
stanford-ai-2021	1009	75	one	one	CD
stanford-ai-2021	1009	76	that	that	WDT
stanford-ai-2021	1009	77	welcomes	welcome	VBZ
stanford-ai-2021	1009	78	,	,	,
stanford-ai-2021	1009	79	supports	support	NNS
stanford-ai-2021	1009	80	,	,	,
stanford-ai-2021	1009	81	and	and	CC
stanford-ai-2021	1009	82	values	value	NNS
stanford-ai-2021	1009	83	queer	queer	NN
stanford-ai-2021	1009	84	scientists	scientist	NNS
stanford-ai-2021	1009	85	.	.	.
stanford-ai-2021	1010	1	Founded	found	VBN
stanford-ai-2021	1010	2	in	in	IN
stanford-ai-2021	1010	3	2018	2018	CD
stanford-ai-2021	1010	4	by	by	IN
stanford-ai-2021	1010	5	William	William	NNP
stanford-ai-2021	1010	6	Agnew	Agnew	NNP
stanford-ai-2021	1010	7	,	,	,
stanford-ai-2021	1010	8	Raphael	Raphael	NNP
stanford-ai-2021	1010	9	Gontijo	Gontijo	NNP
stanford-ai-2021	1010	10	Lopes	Lopes	NNP
stanford-ai-2021	1010	11	,	,	,
stanford-ai-2021	1010	12	and	and	CC
stanford-ai-2021	1010	13	Eva	Eva	NNP
stanford-ai-2021	1010	14	Breznik	Breznik	NNP
stanford-ai-2021	1010	15	,	,	,
stanford-ai-2021	1010	16	QAI	QAI	NNP
stanford-ai-2021	1010	17	builds	build	VBZ
stanford-ai-2021	1010	18	a	a	DT
stanford-ai-2021	1010	19	visible	visible	JJ
stanford-ai-2021	1010	20	community	community	NN
stanford-ai-2021	1010	21	of	of	IN
stanford-ai-2021	1010	22	queer	queer	NN
stanford-ai-2021	1010	23	and	and	CC
stanford-ai-2021	1010	24	ally	ally	NNP
stanford-ai-2021	1010	25	AI	AI	NNP
stanford-ai-2021	1010	26	/	/	SYM
stanford-ai-2021	1010	27	ML	ML	NNP
stanford-ai-2021	1010	28	scientists	scientist	NNS
stanford-ai-2021	1010	29	through	through	IN
stanford-ai-2021	1010	30	meetups	meetup	NNS
stanford-ai-2021	1010	31	,	,	,
stanford-ai-2021	1010	32	poster	poster	NN
stanford-ai-2021	1010	33	sessions	session	NNS
stanford-ai-2021	1010	34	,	,	,
stanford-ai-2021	1010	35	mentoring	mentor	VBG
stanford-ai-2021	1010	36	,	,	,
stanford-ai-2021	1010	37	and	and	CC
stanford-ai-2021	1010	38	other	other	JJ
stanford-ai-2021	1010	39	initiatives	initiative	NNS
stanford-ai-2021	1010	40	.	.	.
stanford-ai-2021	1011	1	Demographics	Demographics	NNP
stanford-ai-2021	1011	2	Breakdown	Breakdown	NNP
stanford-ai-2021	1011	3	According	accord	VBG
stanford-ai-2021	1011	4	to	to	IN
stanford-ai-2021	1011	5	the	the	DT
stanford-ai-2021	1011	6	2020	2020	CD
stanford-ai-2021	1011	7	survey	survey	NN
stanford-ai-2021	1011	8	,	,	,
stanford-ai-2021	1011	9	with	with	IN
stanford-ai-2021	1011	10	around	around	RB
stanford-ai-2021	1011	11	100	100	CD
stanford-ai-2021	1011	12	responses	response	NNS
stanford-ai-2021	1011	13	,	,	,
stanford-ai-2021	1011	14	about	about	RB
stanford-ai-2021	1011	15	31.5	31.5	CD
stanford-ai-2021	1011	16	%	%	NN
stanford-ai-2021	1011	17	of	of	IN
stanford-ai-2021	1011	18	respondents	respondent	NNS
stanford-ai-2021	1011	19	identify	identify	VBP
stanford-ai-2021	1011	20	as	as	IN
stanford-ai-2021	1011	21	gay	gay	JJ
stanford-ai-2021	1011	22	,	,	,
stanford-ai-2021	1011	23	followed	follow	VBN
stanford-ai-2021	1011	24	by	by	IN
stanford-ai-2021	1011	25	bisexual	bisexual	JJ
stanford-ai-2021	1011	26	,	,	,
stanford-ai-2021	1011	27	queer	queer	NN
stanford-ai-2021	1011	28	,	,	,
stanford-ai-2021	1011	29	and	and	CC
stanford-ai-2021	1011	30	lesbian	lesbian	JJ
stanford-ai-2021	1011	31	(	(	-LRB-
stanford-ai-2021	1011	32	Figure	Figure	NNP
stanford-ai-2021	1011	33	6.3.1	6.3.1	NNP
stanford-ai-2021	1011	34	)	)	-RRB-
stanford-ai-2021	1011	35	;	;	:
stanford-ai-2021	1011	36	around	around	IN
stanford-ai-2021	1011	37	37.0	37.0	CD
stanford-ai-2021	1011	38	%	%	NN
stanford-ai-2021	1011	39	and	and	CC
stanford-ai-2021	1011	40	26.1	26.1	CD
stanford-ai-2021	1011	41	%	%	NN
stanford-ai-2021	1011	42	of	of	IN
stanford-ai-2021	1011	43	respondents	respondent	NNS
stanford-ai-2021	1011	44	identify	identify	VBP
stanford-ai-2021	1011	45	as	as	IN
stanford-ai-2021	1011	46	cis	cis	NNP
stanford-ai-2021	1011	47	male	male	NNP
stanford-ai-2021	1011	48	and	and	CC
stanford-ai-2021	1011	49	cis	cis	NN
stanford-ai-2021	1011	50	female	female	JJ
stanford-ai-2021	1011	51	,	,	,
stanford-ai-2021	1011	52	respectively	respectively	RB
stanford-ai-2021	1011	53	,	,	,
stanford-ai-2021	1011	54	followed	follow	VBN
stanford-ai-2021	1011	55	by	by	IN
stanford-ai-2021	1011	56	gender	gender	NN
stanford-ai-2021	1011	57	queer	queer	NN
stanford-ai-2021	1011	58	,	,	,
stanford-ai-2021	1011	59	gender	gender	NN
stanford-ai-2021	1011	60	fluid	fluid	NN
stanford-ai-2021	1011	61	,	,	,
stanford-ai-2021	1011	62	nonbinary	nonbinary	JJ
stanford-ai-2021	1011	63	,	,	,
stanford-ai-2021	1011	64	and	and	CC
stanford-ai-2021	1011	65	others	other	NNS
stanford-ai-2021	1011	66	(	(	-LRB-
stanford-ai-2021	1011	67	Figure	Figure	NNP
stanford-ai-2021	1011	68	6.3.2	6.3.2	NNP
stanford-ai-2021	1011	69	)	)	-RRB-
stanford-ai-2021	1011	70	.	.	.
stanford-ai-2021	1012	1	Trans	tran	VBZ
stanford-ai-2021	1012	2	female	female	JJ
stanford-ai-2021	1012	3	and	and	CC
stanford-ai-2021	1012	4	male	male	JJ
stanford-ai-2021	1012	5	account	account	NN
stanford-ai-2021	1012	6	for	for	IN
stanford-ai-2021	1012	7	5.0	5.0	CD
stanford-ai-2021	1012	8	%	%	NN
stanford-ai-2021	1012	9	and	and	CC
stanford-ai-2021	1012	10	2.5	2.5	CD
stanford-ai-2021	1012	11	%	%	NN
stanford-ai-2021	1012	12	of	of	IN
stanford-ai-2021	1012	13	total	total	JJ
stanford-ai-2021	1012	14	members	member	NNS
stanford-ai-2021	1012	15	,	,	,
stanford-ai-2021	1012	16	respectively	respectively	RB
stanford-ai-2021	1012	17	.	.	.
stanford-ai-2021	1013	1	Moreover	moreover	RB
stanford-ai-2021	1013	2	,	,	,
stanford-ai-2021	1013	3	the	the	DT
stanford-ai-2021	1013	4	past	past	JJ
stanford-ai-2021	1013	5	three	three	CD
stanford-ai-2021	1013	6	years	year	NNS
stanford-ai-2021	1013	7	of	of	IN
stanford-ai-2021	1013	8	surveys	survey	NNS
stanford-ai-2021	1013	9	show	show	VBP
stanford-ai-2021	1013	10	that	that	IN
stanford-ai-2021	1013	11	students	student	NNS
stanford-ai-2021	1013	12	make	make	VBP
stanford-ai-2021	1013	13	up	up	RP
stanford-ai-2021	1013	14	the	the	DT
stanford-ai-2021	1013	15	majority	majority	NN
stanford-ai-2021	1013	16	of	of	IN
stanford-ai-2021	1013	17	QAI	QAI	NNP
stanford-ai-2021	1013	18	members	member	NNS
stanford-ai-2021	1013	19	—	—	:
stanford-ai-2021	1013	20	around	around	IN
stanford-ai-2021	1013	21	41.7	41.7	CD
stanford-ai-2021	1013	22	%	%	NN
stanford-ai-2021	1013	23	of	of	IN
stanford-ai-2021	1013	24	all	all	DT
stanford-ai-2021	1013	25	respondents	respondent	NNS
stanford-ai-2021	1013	26	on	on	IN
stanford-ai-2021	1013	27	average	average	JJ
stanford-ai-2021	1013	28	(	(	-LRB-
stanford-ai-2021	1013	29	Figure	Figure	NNP
stanford-ai-2021	1013	30	6.3.3	6.3.3	CD
stanford-ai-2021	1013	31	)	)	-RRB-
stanford-ai-2021	1013	32	,	,	,
stanford-ai-2021	1013	33	followed	follow	VBN
stanford-ai-2021	1013	34	by	by	IN
stanford-ai-2021	1013	35	junior	junior	JJ
stanford-ai-2021	1013	36	-	-	HYPH
stanford-ai-2021	1013	37	level	level	NN
stanford-ai-2021	1013	38	professionals	professional	NNS
stanford-ai-2021	1013	39	in	in	IN
stanford-ai-2021	1013	40	academia	academia	NN
stanford-ai-2021	1013	41	or	or	CC
stanford-ai-2021	1013	42	industry	industry	NN
stanford-ai-2021	1013	43	.	.	.
stanford-ai-2021	1014	1	6.3	6.3	CD
stanford-ai-2021	1014	2	GENDER	gender	NN
stanford-ai-2021	1014	3	IDENTITY	IDENTITY	NNS
stanford-ai-2021	1014	4	AND	and	CC
stanford-ai-2021	1014	5	SEXUAL	SEXUAL	VBN
stanford-ai-2021	1014	6	ORIENTATION	ORIENTATION	VBN
stanford-ai-2021	1014	7	IN	in	IN
stanford-ai-2021	1014	8	AI	ai	NN
stanford-ai-2021	1014	9	0	0	CD
stanford-ai-2021	1014	10	%	%	NN
stanford-ai-2021	1014	11	5	5	CD
stanford-ai-2021	1014	12	%	%	NN
stanford-ai-2021	1014	13	10	10	CD
stanford-ai-2021	1014	14	%	%	NN
stanford-ai-2021	1014	15	15	15	CD
stanford-ai-2021	1014	16	%	%	NN
stanford-ai-2021	1014	17	20	20	CD
stanford-ai-2021	1014	18	%	%	NN
stanford-ai-2021	1014	19	25	25	CD
stanford-ai-2021	1014	20	%	%	NN
stanford-ai-2021	1014	21	30	30	CD
stanford-ai-2021	1014	22	%	%	NN
stanford-ai-2021	1014	23	%	%	NN
stanford-ai-2021	1014	24	of	of	IN
stanford-ai-2021	1014	25	Respondents	Respondents	NNP
stanford-ai-2021	1014	26	Gay	Gay	NNP
stanford-ai-2021	1014	27	Bisexual	Bisexual	NNP
stanford-ai-2021	1014	28	Queer	Queer	NNP
stanford-ai-2021	1014	29	Lesbian	Lesbian	NNP
stanford-ai-2021	1014	30	Straight	Straight	NNP
stanford-ai-2021	1014	31	Asexual	Asexual	NNP
stanford-ai-2021	1014	32	Pansexual	Pansexual	NNP
stanford-ai-2021	1014	33	Others	Others	NNPS
stanford-ai-2021	1014	34	QAI	QAI	NNP
stanford-ai-2021	1014	35	MEMBERSHIP	MEMBERSHIP	NNP
stanford-ai-2021	1014	36	SURVEY	survey	NN
stanford-ai-2021	1014	37	:	:	:
stanford-ai-2021	1014	38	WHAT	what	WP
stanford-ai-2021	1014	39	IS	be	VBZ
stanford-ai-2021	1014	40	YOUR	your	PRP$
stanford-ai-2021	1014	41	SEXUAL	sexual	NN
stanford-ai-2021	1014	42	ORIENTATION	orientation	NN
stanford-ai-2021	1014	43	,	,	,
stanford-ai-2021	1014	44	2020	2020	CD
stanford-ai-2021	1014	45	Source	source	NN
stanford-ai-2021	1014	46	:	:	:
stanford-ai-2021	1014	47	Queer	queer	NN
stanford-ai-2021	1014	48	in	in	IN
stanford-ai-2021	1014	49	AI	AI	NNP
stanford-ai-2021	1014	50	,	,	,
stanford-ai-2021	1014	51	2020	2020	CD
stanford-ai-2021	1014	52	|	|	CD
stanford-ai-2021	1014	53	Chart	Chart	NNP
stanford-ai-2021	1014	54	:	:	:
stanford-ai-2021	1014	55	2021	2021	CD
stanford-ai-2021	1014	56	AI	AI	NNP
stanford-ai-2021	1014	57	Index	Index	NNP
stanford-ai-2021	1014	58	Report	Report	NNP
stanford-ai-2021	1014	59	Figure	Figure	NNP
stanford-ai-2021	1014	60	6.3.1	6.3.1	NNP
stanford-ai-2021	1014	61	6	6	CD
stanford-ai-2021	1014	62	.	.	.
stanford-ai-2021	1015	1	3	3	CD
stanford-ai-2021	1015	2	G	g	NN
stanford-ai-2021	1015	3	E	e	NN
stanford-ai-2021	1015	4	N	n	NN
stanford-ai-2021	1015	5	D	d	NN
stanford-ai-2021	1015	6	E	e	NN
stanford-ai-2021	1015	7	R	r	NN
stanford-ai-2021	1015	8	I	i	NN
stanford-ai-2021	1015	9	D	d	NN
stanford-ai-2021	1015	10	E	e	NN
stanford-ai-2021	1015	11	N	n	NN
stanford-ai-2021	1015	12	T	t	NN
stanford-ai-2021	1015	13	I	i	NN
stanford-ai-2021	1015	14	T	t	NN
stanford-ai-2021	1015	15	Y	y	NN
stanford-ai-2021	1015	16	A	a	NN
stanford-ai-2021	1015	17	N	n	NN
stanford-ai-2021	1015	18	D	d	NN
stanford-ai-2021	1015	19	S	s	NN
stanford-ai-2021	1015	20	E	e	NN
stanford-ai-2021	1015	21	X	x	NN
stanford-ai-2021	1015	22	U	u	NN
stanford-ai-2021	1015	23	A	a	NN
stanford-ai-2021	1015	24	L	l	NN
stanford-ai-2021	1015	25	O	o	NN
stanford-ai-2021	1015	26	R	r	NN
stanford-ai-2021	1015	27	I	i	NN
stanford-ai-2021	1015	28	E	e	NN
stanford-ai-2021	1015	29	N	n	NN
stanford-ai-2021	1015	30	TAT	tat	NN
stanford-ai-2021	1015	31	I	i	NN
stanford-ai-2021	1015	32	O	o	NN
stanford-ai-2021	1015	33	N	n	NN
stanford-ai-2021	1015	34	I	i	NN
stanford-ai-2021	1015	35	N	n	NN
stanford-ai-2021	1015	36	A	a	NN
stanford-ai-2021	1015	37	I	i	NN
stanford-ai-2021	1015	38	C	c	NN
stanford-ai-2021	1015	39	H	h	NN
stanford-ai-2021	1015	40	A	a	NN
stanford-ai-2021	1015	41	P	p	NN
stanford-ai-2021	1015	42	T	t	NN
stanford-ai-2021	1015	43	E	e	NN
stanford-ai-2021	1015	44	R	r	NN
stanford-ai-2021	1015	45	6	6	CD
stanford-ai-2021	1015	46	:	:	:
stanford-ai-2021	1015	47	D	d	NN
stanford-ai-2021	1015	48	I	i	NN
stanford-ai-2021	1015	49	V	v	NN
stanford-ai-2021	1015	50	E	e	NN
stanford-ai-2021	1015	51	R	r	NN
stanford-ai-2021	1015	52	S	s	NN
stanford-ai-2021	1015	53	I	i	NN
stanford-ai-2021	1015	54	T	t	NN
stanford-ai-2021	1015	55	Y	y	NN
stanford-ai-2021	1015	56	I	i	NN
stanford-ai-2021	1015	57	N	n	NN
stanford-ai-2021	1015	58	A	a	NN
stanford-ai-2021	1015	59	I	i	NN
stanford-ai-2021	1015	60	5	5	CD
stanford-ai-2021	1015	61	Queer	queer	NN
stanford-ai-2021	1015	62	in	in	IN
stanford-ai-2021	1015	63	AI	AI	NNP
stanford-ai-2021	1015	64	presents	present	VBZ
stanford-ai-2021	1015	65	the	the	DT
stanford-ai-2021	1015	66	survey	survey	NN
stanford-ai-2021	1015	67	results	result	NNS
stanford-ai-2021	1015	68	at	at	IN
stanford-ai-2021	1015	69	its	-PRON-	PRP$
stanford-ai-2021	1015	70	workshop	workshop	NN
stanford-ai-2021	1015	71	at	at	IN
stanford-ai-2021	1015	72	the	the	DT
stanford-ai-2021	1015	73	annual	annual	JJ
stanford-ai-2021	1015	74	NeurIPS	NeurIPS	NNP
stanford-ai-2021	1015	75	conference	conference	NN
stanford-ai-2021	1015	76	.	.	.
stanford-ai-2021	1016	1	https://sites.google.com/view/queer-in-ai/home?authuser=0	https://sites.google.com/view/queer-in-ai/home?authuser=0	NNP
stanford-ai-2021	1016	2	TA	TA	NNP
stanford-ai-2021	1016	3	B	B	NNP
stanford-ai-2021	1016	4	L	l	NN
stanford-ai-2021	1016	5	E	e	NN
stanford-ai-2021	1016	6	O	o	NN
stanford-ai-2021	1016	7	F	f	NN
stanford-ai-2021	1016	8	C	c	NN
stanford-ai-2021	1016	9	O	o	NN
stanford-ai-2021	1016	10	N	n	NN
stanford-ai-2021	1016	11	T	t	NN
stanford-ai-2021	1016	12	E	e	NN
stanford-ai-2021	1016	13	N	n	NN
stanford-ai-2021	1016	14	T	t	NN
stanford-ai-2021	1016	15	S	s	NN
stanford-ai-2021	1016	16	1	1	CD
stanford-ai-2021	1016	17	4	4	CD
stanford-ai-2021	1016	18	8C	8c	CD
stanford-ai-2021	1016	19	H	h	NN
stanford-ai-2021	1016	20	A	a	NN
stanford-ai-2021	1016	21	P	p	NN
stanford-ai-2021	1016	22	T	t	NN
stanford-ai-2021	1016	23	E	e	NN
stanford-ai-2021	1016	24	R	r	NN
stanford-ai-2021	1016	25	6	6	CD
stanford-ai-2021	1016	26	P	p	NN
stanford-ai-2021	1016	27	R	r	NN
stanford-ai-2021	1016	28	E	e	NN
stanford-ai-2021	1016	29	V	v	NN
stanford-ai-2021	1016	30	I	i	NN
stanford-ai-2021	1016	31	E	e	NN
stanford-ai-2021	1016	32	W	W	NNP
stanford-ai-2021	1016	33	Artificial	Artificial	NNP
stanford-ai-2021	1016	34	Intelligence	Intelligence	NNP
stanford-ai-2021	1016	35	Index	Index	NNP
stanford-ai-2021	1016	36	Report	Report	NNP
stanford-ai-2021	1016	37	2021	2021	CD
stanford-ai-2021	1016	38	0	0	CD
stanford-ai-2021	1016	39	%	%	NN
stanford-ai-2021	1016	40	5	5	CD
stanford-ai-2021	1016	41	%	%	NN
stanford-ai-2021	1016	42	10	10	CD
stanford-ai-2021	1016	43	%	%	NN
stanford-ai-2021	1016	44	15	15	CD
stanford-ai-2021	1016	45	%	%	NN
stanford-ai-2021	1016	46	20	20	CD
stanford-ai-2021	1016	47	%	%	NN
stanford-ai-2021	1016	48	25	25	CD
stanford-ai-2021	1016	49	%	%	NN
stanford-ai-2021	1016	50	30	30	CD
stanford-ai-2021	1016	51	%	%	NN
stanford-ai-2021	1016	52	35	35	CD
stanford-ai-2021	1016	53	%	%	NN
stanford-ai-2021	1016	54	%	%	NN
stanford-ai-2021	1016	55	of	of	IN
stanford-ai-2021	1016	56	Respondents	Respondents	NNP
stanford-ai-2021	1016	57	Cis	Cis	NNP
stanford-ai-2021	1016	58	Male	Male	NNP
stanford-ai-2021	1016	59	Cis	Cis	NNP
stanford-ai-2021	1016	60	Female	Female	NNP
stanford-ai-2021	1016	61	Gender	Gender	NNP
stanford-ai-2021	1016	62	Queer	Queer	NNP
stanford-ai-2021	1016	63	Gender	Gender	NNP
stanford-ai-2021	1016	64	Fluid	Fluid	NNP
stanford-ai-2021	1016	65	NonBinary	NonBinary	NNP
stanford-ai-2021	1016	66	and	and	CC
stanford-ai-2021	1016	67	Others	Others	NNPS
stanford-ai-2021	1016	68	Trans	Trans	NNP
stanford-ai-2021	1016	69	Female	Female	NNP
stanford-ai-2021	1016	70	QAI	QAI	NNP
stanford-ai-2021	1016	71	MEMBERSHIP	MEMBERSHIP	NNP
stanford-ai-2021	1016	72	SURVEY	survey	NN
stanford-ai-2021	1016	73	:	:	:
stanford-ai-2021	1016	74	WHAT	what	WP
stanford-ai-2021	1016	75	IS	be	VBZ
stanford-ai-2021	1016	76	YOUR	your	PRP$
stanford-ai-2021	1016	77	GENDER	gender	NN
stanford-ai-2021	1016	78	IDENTITY	identity	NN
stanford-ai-2021	1016	79	,	,	,
stanford-ai-2021	1016	80	2020	2020	CD
stanford-ai-2021	1016	81	Source	source	NN
stanford-ai-2021	1016	82	:	:	:
stanford-ai-2021	1016	83	Queer	queer	NN
stanford-ai-2021	1016	84	in	in	IN
stanford-ai-2021	1016	85	AI	AI	NNP
stanford-ai-2021	1016	86	,	,	,
stanford-ai-2021	1016	87	2020	2020	CD
stanford-ai-2021	1016	88	|	|	CD
stanford-ai-2021	1016	89	Chart	Chart	NNP
stanford-ai-2021	1016	90	:	:	:
stanford-ai-2021	1016	91	2021	2021	CD
stanford-ai-2021	1016	92	AI	AI	NNP
stanford-ai-2021	1016	93	Index	Index	NNP
stanford-ai-2021	1016	94	Report	Report	NNP
stanford-ai-2021	1016	95	0	0	CD
stanford-ai-2021	1016	96	%	%	NN
stanford-ai-2021	1016	97	5	5	CD
stanford-ai-2021	1016	98	%	%	NN
stanford-ai-2021	1016	99	10	10	CD
stanford-ai-2021	1016	100	%	%	NN
stanford-ai-2021	1016	101	15	15	CD
stanford-ai-2021	1016	102	%	%	NN
stanford-ai-2021	1016	103	20	20	CD
stanford-ai-2021	1016	104	%	%	NN
stanford-ai-2021	1016	105	25	25	CD
stanford-ai-2021	1016	106	%	%	NN
stanford-ai-2021	1016	107	30	30	CD
stanford-ai-2021	1016	108	%	%	NN
stanford-ai-2021	1016	109	35	35	CD
stanford-ai-2021	1016	110	%	%	NN
stanford-ai-2021	1016	111	40	40	CD
stanford-ai-2021	1016	112	%	%	NN
stanford-ai-2021	1016	113	45	45	CD
stanford-ai-2021	1016	114	%	%	NN
stanford-ai-2021	1016	115	%	%	NN
stanford-ai-2021	1016	116	of	of	IN
stanford-ai-2021	1016	117	Respondents	Respondents	NNPS
stanford-ai-2021	1016	118	Student	Student	NNP
stanford-ai-2021	1016	119	Junior	Junior	NNP
stanford-ai-2021	1016	120	Academic	Academic	NNP
stanford-ai-2021	1016	121	Junior	Junior	NNP
stanford-ai-2021	1016	122	Industry	Industry	NNP
stanford-ai-2021	1016	123	Others	Others	NNPS
stanford-ai-2021	1016	124	QAI	QAI	NNP
stanford-ai-2021	1016	125	MEMBERSHIP	MEMBERSHIP	NNP
stanford-ai-2021	1016	126	SURVEY	SURVEY	VBD
stanford-ai-2021	1016	127	:	:	:
stanford-ai-2021	1016	128	HOW	how	WRB
stanford-ai-2021	1016	129	WOULD	WOULD	MD
stanford-ai-2021	1016	130	YOU	you	PRP
stanford-ai-2021	1016	131	DESCRIBE	describe	VB
stanford-ai-2021	1016	132	YOUR	your	PRP$
stanford-ai-2021	1016	133	POSITION	position	NN
stanford-ai-2021	1016	134	,	,	,
stanford-ai-2021	1016	135	2018	2018	CD
stanford-ai-2021	1016	136	-	-	SYM
stanford-ai-2021	1016	137	20	20	CD
stanford-ai-2021	1016	138	Source	source	NN
stanford-ai-2021	1016	139	:	:	:
stanford-ai-2021	1016	140	Queer	queer	NN
stanford-ai-2021	1016	141	in	in	IN
stanford-ai-2021	1016	142	AI	AI	NNP
stanford-ai-2021	1016	143	,	,	,
stanford-ai-2021	1016	144	2020	2020	CD
stanford-ai-2021	1016	145	|	|	CD
stanford-ai-2021	1016	146	Chart	Chart	NNP
stanford-ai-2021	1016	147	:	:	:
stanford-ai-2021	1016	148	2021	2021	CD
stanford-ai-2021	1016	149	AI	AI	NNP
stanford-ai-2021	1016	150	Index	Index	NNP
stanford-ai-2021	1016	151	Report	Report	NNP
stanford-ai-2021	1016	152	2018	2018	CD
stanford-ai-2021	1016	153	2019	2019	CD
stanford-ai-2021	1016	154	2020	2020	CD
stanford-ai-2021	1016	155	Figure	Figure	NNP
stanford-ai-2021	1016	156	6.3.2	6.3.2	NNP
stanford-ai-2021	1016	157	Figure	Figure	NNP
stanford-ai-2021	1016	158	6.3.3	6.3.3	NNP
stanford-ai-2021	1016	159	6	6	CD
stanford-ai-2021	1016	160	.	.	.
stanford-ai-2021	1017	1	3	3	CD
stanford-ai-2021	1017	2	G	g	NN
stanford-ai-2021	1017	3	E	e	NN
stanford-ai-2021	1017	4	N	n	NN
stanford-ai-2021	1017	5	D	d	NN
stanford-ai-2021	1017	6	E	e	NN
stanford-ai-2021	1017	7	R	r	NN
stanford-ai-2021	1017	8	I	i	NN
stanford-ai-2021	1017	9	D	d	NN
stanford-ai-2021	1017	10	E	e	NN
stanford-ai-2021	1017	11	N	n	NN
stanford-ai-2021	1017	12	T	t	NN
stanford-ai-2021	1017	13	I	i	NN
stanford-ai-2021	1017	14	T	t	NN
stanford-ai-2021	1017	15	Y	y	NN
stanford-ai-2021	1017	16	A	a	NN
stanford-ai-2021	1017	17	N	n	NN
stanford-ai-2021	1017	18	D	d	NN
stanford-ai-2021	1017	19	S	s	NN
stanford-ai-2021	1017	20	E	e	NN
stanford-ai-2021	1017	21	X	x	NN
stanford-ai-2021	1017	22	U	u	NN
stanford-ai-2021	1017	23	A	a	NN
stanford-ai-2021	1017	24	L	l	NN
stanford-ai-2021	1017	25	O	o	NN
stanford-ai-2021	1017	26	R	r	NN
stanford-ai-2021	1017	27	I	i	NN
stanford-ai-2021	1017	28	E	e	NN
stanford-ai-2021	1017	29	N	n	NN
stanford-ai-2021	1017	30	TAT	tat	NN
stanford-ai-2021	1017	31	I	i	NN
stanford-ai-2021	1017	32	O	o	NN
stanford-ai-2021	1017	33	N	n	NN
stanford-ai-2021	1017	34	I	i	NN
stanford-ai-2021	1017	35	N	n	NN
stanford-ai-2021	1017	36	A	a	NN
stanford-ai-2021	1017	37	I	i	NN
stanford-ai-2021	1017	38	C	c	NN
stanford-ai-2021	1017	39	H	h	NN
stanford-ai-2021	1017	40	A	a	NN
stanford-ai-2021	1017	41	P	p	NN
stanford-ai-2021	1017	42	T	t	NN
stanford-ai-2021	1017	43	E	e	NN
stanford-ai-2021	1017	44	R	r	NN
stanford-ai-2021	1017	45	6	6	CD
stanford-ai-2021	1017	46	:	:	:
stanford-ai-2021	1017	47	D	d	NN
stanford-ai-2021	1017	48	I	i	NN
stanford-ai-2021	1017	49	V	v	NN
stanford-ai-2021	1017	50	E	e	NN
stanford-ai-2021	1017	51	R	r	NN
stanford-ai-2021	1017	52	S	s	NN
stanford-ai-2021	1017	53	I	i	NN
stanford-ai-2021	1017	54	T	t	NN
stanford-ai-2021	1017	55	Y	y	NN
stanford-ai-2021	1017	56	I	i	NN
stanford-ai-2021	1017	57	N	n	NN
stanford-ai-2021	1017	58	A	a	NN
stanford-ai-2021	1017	59	I	i	NN
stanford-ai-2021	1017	60	TA	ta	NN
stanford-ai-2021	1017	61	B	b	NN
stanford-ai-2021	1017	62	L	l	NN
stanford-ai-2021	1017	63	E	e	NN
stanford-ai-2021	1017	64	O	o	NN
stanford-ai-2021	1017	65	F	f	NN
stanford-ai-2021	1017	66	C	c	NN
stanford-ai-2021	1017	67	O	o	NN
stanford-ai-2021	1017	68	N	n	NN
stanford-ai-2021	1017	69	T	t	NN
stanford-ai-2021	1017	70	E	e	NN
stanford-ai-2021	1017	71	N	n	NN
stanford-ai-2021	1017	72	T	t	NN
stanford-ai-2021	1017	73	S	s	NN
stanford-ai-2021	1017	74	1	1	CD
stanford-ai-2021	1017	75	4	4	CD
stanford-ai-2021	1017	76	9C	9c	NN
stanford-ai-2021	1017	77	H	h	NN
stanford-ai-2021	1017	78	A	a	NN
stanford-ai-2021	1017	79	P	p	NN
stanford-ai-2021	1017	80	T	t	NN
stanford-ai-2021	1017	81	E	e	NN
stanford-ai-2021	1017	82	R	r	NN
stanford-ai-2021	1017	83	6	6	CD
stanford-ai-2021	1017	84	P	p	NN
stanford-ai-2021	1017	85	R	r	NN
stanford-ai-2021	1017	86	E	e	NN
stanford-ai-2021	1017	87	V	v	NN
stanford-ai-2021	1017	88	I	i	NN
stanford-ai-2021	1017	89	E	e	NN
stanford-ai-2021	1017	90	W	W	NNP
stanford-ai-2021	1017	91	Artificial	Artificial	NNP
stanford-ai-2021	1017	92	Intelligence	Intelligence	NNP
stanford-ai-2021	1017	93	Index	Index	NNP
stanford-ai-2021	1017	94	Report	Report	NNP
stanford-ai-2021	1017	95	2021	2021	CD
stanford-ai-2021	1017	96	Experience	Experience	NNP
stanford-ai-2021	1017	97	as	as	IN
stanford-ai-2021	1017	98	Queer	Queer	NNP
stanford-ai-2021	1017	99	Practitioners	Practitioners	NNPS
stanford-ai-2021	1017	100	QAI	QAI	NNP
stanford-ai-2021	1017	101	also	also	RB
stanford-ai-2021	1017	102	surveyed	survey	VBD
stanford-ai-2021	1017	103	its	-PRON-	PRP$
stanford-ai-2021	1017	104	members	member	NNS
stanford-ai-2021	1017	105	on	on	IN
stanford-ai-2021	1017	106	their	-PRON-	PRP$
stanford-ai-2021	1017	107	experiences	experience	NNS
stanford-ai-2021	1017	108	as	as	IN
stanford-ai-2021	1017	109	queer	queer	NN
stanford-ai-2021	1017	110	AI	AI	NNP
stanford-ai-2021	1017	111	/	/	SYM
stanford-ai-2021	1017	112	ML	ML	NNP
stanford-ai-2021	1017	113	practitioners	practitioner	NNS
stanford-ai-2021	1017	114	.	.	.
stanford-ai-2021	1018	1	As	as	IN
stanford-ai-2021	1018	2	shown	show	VBN
stanford-ai-2021	1018	3	in	in	IN
stanford-ai-2021	1018	4	Figure	Figure	NNP
stanford-ai-2021	1018	5	6.3.4	6.3.4	CD
stanford-ai-2021	1018	6	,	,	,
stanford-ai-2021	1018	7	81.4	81.4	CD
stanford-ai-2021	1018	8	%	%	NN
stanford-ai-2021	1018	9	regard	regard	VBP
stanford-ai-2021	1018	10	the	the	DT
stanford-ai-2021	1018	11	lack	lack	NN
stanford-ai-2021	1018	12	of	of	IN
stanford-ai-2021	1018	13	role	role	NN
stanford-ai-2021	1018	14	models	model	NNS
stanford-ai-2021	1018	15	as	as	IN
stanford-ai-2021	1018	16	being	be	VBG
stanford-ai-2021	1018	17	a	a	DT
stanford-ai-2021	1018	18	major	major	JJ
stanford-ai-2021	1018	19	obstacle	obstacle	NN
stanford-ai-2021	1018	20	for	for	IN
stanford-ai-2021	1018	21	their	-PRON-	PRP$
stanford-ai-2021	1018	22	careers	career	NNS
stanford-ai-2021	1018	23	,	,	,
stanford-ai-2021	1018	24	and	and	CC
stanford-ai-2021	1018	25	70.9	70.9	CD
stanford-ai-2021	1018	26	%	%	NN
stanford-ai-2021	1018	27	think	think	VBP
stanford-ai-2021	1018	28	the	the	DT
stanford-ai-2021	1018	29	lack	lack	NN
stanford-ai-2021	1018	30	of	of	IN
stanford-ai-2021	1018	31	community	community	NN
stanford-ai-2021	1018	32	contributes	contribute	VBZ
stanford-ai-2021	1018	33	to	to	IN
stanford-ai-2021	1018	34	the	the	DT
stanford-ai-2021	1018	35	same	same	JJ
stanford-ai-2021	1018	36	phenomenon	phenomenon	NN
stanford-ai-2021	1018	37	.	.	.
stanford-ai-2021	1019	1	Almost	almost	RB
stanford-ai-2021	1019	2	half	half	PDT
stanford-ai-2021	1019	3	the	the	DT
stanford-ai-2021	1019	4	respondents	respondent	NNS
stanford-ai-2021	1019	5	also	also	RB
stanford-ai-2021	1019	6	view	view	VBP
stanford-ai-2021	1019	7	the	the	DT
stanford-ai-2021	1019	8	lack	lack	NN
stanford-ai-2021	1019	9	of	of	IN
stanford-ai-2021	1019	10	inclusiveness	inclusiveness	NN
stanford-ai-2021	1019	11	in	in	IN
stanford-ai-2021	1019	12	the	the	DT
stanford-ai-2021	1019	13	field	field	NN
stanford-ai-2021	1019	14	as	as	IN
stanford-ai-2021	1019	15	an	an	DT
stanford-ai-2021	1019	16	obstacle	obstacle	NN
stanford-ai-2021	1019	17	.	.	.
stanford-ai-2021	1020	1	Moreover	moreover	RB
stanford-ai-2021	1020	2	,	,	,
stanford-ai-2021	1020	3	more	more	JJR
stanford-ai-2021	1020	4	than	than	IN
stanford-ai-2021	1020	5	40	40	CD
stanford-ai-2021	1020	6	%	%	NN
stanford-ai-2021	1020	7	of	of	IN
stanford-ai-2021	1020	8	QAI	QAI	NNP
stanford-ai-2021	1020	9	members	member	NNS
stanford-ai-2021	1020	10	have	have	VBP
stanford-ai-2021	1020	11	experienced	experience	VBN
stanford-ai-2021	1020	12	discrimination	discrimination	NN
stanford-ai-2021	1020	13	or	or	CC
stanford-ai-2021	1020	14	harassment	harassment	NN
stanford-ai-2021	1020	15	as	as	IN
stanford-ai-2021	1020	16	a	a	DT
stanford-ai-2021	1020	17	queer	queer	NN
stanford-ai-2021	1020	18	person	person	NN
stanford-ai-2021	1020	19	at	at	IN
stanford-ai-2021	1020	20	work	work	NN
stanford-ai-2021	1020	21	or	or	CC
stanford-ai-2021	1020	22	school	school	NN
stanford-ai-2021	1020	23	(	(	-LRB-
stanford-ai-2021	1020	24	Figure	Figure	NNP
stanford-ai-2021	1020	25	6.3.5	6.3.5	NNP
stanford-ai-2021	1020	26	)	)	-RRB-
stanford-ai-2021	1020	27	.	.	.
stanford-ai-2021	1021	1	Around	around	IN
stanford-ai-2021	1021	2	9.7	9.7	CD
stanford-ai-2021	1021	3	%	%	NN
stanford-ai-2021	1021	4	have	have	VBP
stanford-ai-2021	1021	5	encountered	encounter	VBN
stanford-ai-2021	1021	6	discrimination	discrimination	NN
stanford-ai-2021	1021	7	or	or	CC
stanford-ai-2021	1021	8	harassment	harassment	NN
stanford-ai-2021	1021	9	on	on	IN
stanford-ai-2021	1021	10	more	more	JJR
stanford-ai-2021	1021	11	than	than	IN
stanford-ai-2021	1021	12	five	five	CD
stanford-ai-2021	1021	13	occasions	occasion	NNS
stanford-ai-2021	1021	14	.	.	.
stanford-ai-2021	1022	1	0	0	CD
stanford-ai-2021	1022	2	%	%	NN
stanford-ai-2021	1022	3	10	10	CD
stanford-ai-2021	1022	4	%	%	NN
stanford-ai-2021	1022	5	20	20	CD
stanford-ai-2021	1022	6	%	%	NN
stanford-ai-2021	1022	7	30	30	CD
stanford-ai-2021	1022	8	%	%	NN
stanford-ai-2021	1022	9	40	40	CD
stanford-ai-2021	1022	10	%	%	NN
stanford-ai-2021	1022	11	50	50	CD
stanford-ai-2021	1022	12	%	%	NN
stanford-ai-2021	1022	13	60	60	CD
stanford-ai-2021	1022	14	%	%	NN
stanford-ai-2021	1022	15	70	70	CD
stanford-ai-2021	1022	16	%	%	NN
stanford-ai-2021	1022	17	80	80	CD
stanford-ai-2021	1022	18	%	%	NN
stanford-ai-2021	1022	19	%	%	NN
stanford-ai-2021	1022	20	of	of	IN
stanford-ai-2021	1022	21	Respondents	Respondents	NNP
stanford-ai-2021	1022	22	Lack	Lack	NNP
stanford-ai-2021	1022	23	of	of	IN
stanford-ai-2021	1022	24	Role	Role	NNP
stanford-ai-2021	1022	25	Models	Models	NNP
stanford-ai-2021	1022	26	Lack	Lack	NNP
stanford-ai-2021	1022	27	of	of	IN
stanford-ai-2021	1022	28	Community	Community	NNP
stanford-ai-2021	1022	29	Lack	Lack	NNP
stanford-ai-2021	1022	30	of	of	IN
stanford-ai-2021	1022	31	Inclusiveness	Inclusiveness	NNP
stanford-ai-2021	1022	32	Lack	Lack	NNP
stanford-ai-2021	1022	33	of	of	IN
stanford-ai-2021	1022	34	Work	Work	NNP
stanford-ai-2021	1022	35	/	/	SYM
stanford-ai-2021	1022	36	School	School	NNP
stanford-ai-2021	1022	37	Support	support	NN
stanford-ai-2021	1022	38	Economic	economic	JJ
stanford-ai-2021	1022	39	Hardship	hardship	NN
stanford-ai-2021	1022	40	Now	now	RB
stanford-ai-2021	1022	41	Harrassment	Harrassment	NNP
stanford-ai-2021	1022	42	/	/	SYM
stanford-ai-2021	1022	43	Discrimination	Discrimination	NNP
stanford-ai-2021	1022	44	QAI	QAI	NNP
stanford-ai-2021	1022	45	MEMBERSHIP	MEMBERSHIP	NNP
stanford-ai-2021	1022	46	SURVEY	survey	NN
stanford-ai-2021	1022	47	:	:	:
stanford-ai-2021	1022	48	WHAT	what	WP
stanford-ai-2021	1022	49	ARE	are	VBP
stanford-ai-2021	1022	50	OBSTACLES	obstacle	NNS
stanford-ai-2021	1022	51	YOU	you	PRP
stanford-ai-2021	1022	52	HAVE	have	VBP
stanford-ai-2021	1022	53	FACED	face	VBN
stanford-ai-2021	1022	54	in	in	IN
stanford-ai-2021	1022	55	BECOMING	become	VBG
stanford-ai-2021	1022	56	a	a	DT
stanford-ai-2021	1022	57	QUEER	QUEER	NNP
stanford-ai-2021	1022	58	AI	AI	NNP
stanford-ai-2021	1022	59	/	/	SYM
stanford-ai-2021	1022	60	ML	ML	NNP
stanford-ai-2021	1022	61	PRACTITIONER	PRACTITIONER	NNP
stanford-ai-2021	1022	62	,	,	,
stanford-ai-2021	1022	63	2020	2020	CD
stanford-ai-2021	1022	64	Source	source	NN
stanford-ai-2021	1022	65	:	:	:
stanford-ai-2021	1022	66	Queer	queer	NN
stanford-ai-2021	1022	67	in	in	IN
stanford-ai-2021	1022	68	AI	AI	NNP
stanford-ai-2021	1022	69	,	,	,
stanford-ai-2021	1022	70	2020	2020	CD
stanford-ai-2021	1022	71	|	|	CD
stanford-ai-2021	1022	72	Chart	Chart	NNP
stanford-ai-2021	1022	73	:	:	:
stanford-ai-2021	1022	74	2021	2021	CD
stanford-ai-2021	1022	75	AI	AI	NNP
stanford-ai-2021	1022	76	Index	Index	NNP
stanford-ai-2021	1022	77	Report	Report	NNP
stanford-ai-2021	1022	78	Figure	Figure	NNP
stanford-ai-2021	1022	79	6.3.4	6.3.4	CD
stanford-ai-2021	1022	80	6	6	CD
stanford-ai-2021	1022	81	.	.	.
stanford-ai-2021	1023	1	3	3	CD
stanford-ai-2021	1023	2	G	g	NN
stanford-ai-2021	1023	3	E	e	NN
stanford-ai-2021	1023	4	N	n	NN
stanford-ai-2021	1023	5	D	d	NN
stanford-ai-2021	1023	6	E	e	NN
stanford-ai-2021	1023	7	R	r	NN
stanford-ai-2021	1023	8	I	i	NN
stanford-ai-2021	1023	9	D	d	NN
stanford-ai-2021	1023	10	E	e	NN
stanford-ai-2021	1023	11	N	n	NN
stanford-ai-2021	1023	12	T	t	NN
stanford-ai-2021	1023	13	I	i	NN
stanford-ai-2021	1023	14	T	t	NN
stanford-ai-2021	1023	15	Y	y	NN
stanford-ai-2021	1023	16	A	a	NN
stanford-ai-2021	1023	17	N	n	NN
stanford-ai-2021	1023	18	D	d	NN
stanford-ai-2021	1023	19	S	s	NN
stanford-ai-2021	1023	20	E	e	NN
stanford-ai-2021	1023	21	X	x	NN
stanford-ai-2021	1023	22	U	u	NN
stanford-ai-2021	1023	23	A	a	NN
stanford-ai-2021	1023	24	L	l	NN
stanford-ai-2021	1023	25	O	o	NN
stanford-ai-2021	1023	26	R	r	NN
stanford-ai-2021	1023	27	I	i	NN
stanford-ai-2021	1023	28	E	e	NN
stanford-ai-2021	1023	29	N	n	NN
stanford-ai-2021	1023	30	TAT	tat	NN
stanford-ai-2021	1023	31	I	i	NN
stanford-ai-2021	1023	32	O	o	NN
stanford-ai-2021	1023	33	N	n	NN
stanford-ai-2021	1023	34	I	i	NN
stanford-ai-2021	1023	35	N	n	NN
stanford-ai-2021	1023	36	A	a	NN
stanford-ai-2021	1023	37	I	i	NN
stanford-ai-2021	1023	38	C	c	NN
stanford-ai-2021	1023	39	H	h	NN
stanford-ai-2021	1023	40	A	a	NN
stanford-ai-2021	1023	41	P	p	NN
stanford-ai-2021	1023	42	T	t	NN
stanford-ai-2021	1023	43	E	e	NN
stanford-ai-2021	1023	44	R	r	NN
stanford-ai-2021	1023	45	6	6	CD
stanford-ai-2021	1023	46	:	:	:
stanford-ai-2021	1023	47	D	d	NN
stanford-ai-2021	1023	48	I	i	NN
stanford-ai-2021	1023	49	V	v	NN
stanford-ai-2021	1023	50	E	e	NN
stanford-ai-2021	1023	51	R	r	NN
stanford-ai-2021	1023	52	S	s	NN
stanford-ai-2021	1023	53	I	i	NN
stanford-ai-2021	1023	54	T	t	NN
stanford-ai-2021	1023	55	Y	y	NN
stanford-ai-2021	1023	56	I	i	NN
stanford-ai-2021	1023	57	N	n	NN
stanford-ai-2021	1023	58	A	a	NN
stanford-ai-2021	1023	59	I	i	NN
stanford-ai-2021	1023	60	Among	among	IN
stanford-ai-2021	1023	61	surveyed	survey	VBN
stanford-ai-2021	1023	62	QAI	QAI	NNP
stanford-ai-2021	1023	63	members	member	NNS
stanford-ai-2021	1023	64	,	,	,
stanford-ai-2021	1023	65	81.4	81.4	CD
stanford-ai-2021	1023	66	%	%	NN
stanford-ai-2021	1023	67	regard	regard	VBP
stanford-ai-2021	1023	68	the	the	DT
stanford-ai-2021	1023	69	lack	lack	NN
stanford-ai-2021	1023	70	of	of	IN
stanford-ai-2021	1023	71	role	role	NN
stanford-ai-2021	1023	72	models	model	NNS
stanford-ai-2021	1023	73	as	as	IN
stanford-ai-2021	1023	74	being	be	VBG
stanford-ai-2021	1023	75	a	a	DT
stanford-ai-2021	1023	76	major	major	JJ
stanford-ai-2021	1023	77	obstacle	obstacle	NN
stanford-ai-2021	1023	78	for	for	IN
stanford-ai-2021	1023	79	their	-PRON-	PRP$
stanford-ai-2021	1023	80	careers	career	NNS
stanford-ai-2021	1023	81	,	,	,
stanford-ai-2021	1023	82	and	and	CC
stanford-ai-2021	1023	83	70.9	70.9	CD
stanford-ai-2021	1023	84	%	%	NN
stanford-ai-2021	1023	85	think	think	VBP
stanford-ai-2021	1023	86	the	the	DT
stanford-ai-2021	1023	87	lack	lack	NN
stanford-ai-2021	1023	88	of	of	IN
stanford-ai-2021	1023	89	community	community	NN
stanford-ai-2021	1023	90	contributes	contribute	VBZ
stanford-ai-2021	1023	91	to	to	IN
stanford-ai-2021	1023	92	the	the	DT
stanford-ai-2021	1023	93	same	same	JJ
stanford-ai-2021	1023	94	phenomenon	phenomenon	NN
stanford-ai-2021	1023	95	.	.	.
stanford-ai-2021	1024	1	TA	TA	NNP
stanford-ai-2021	1024	2	B	B	NNP
stanford-ai-2021	1024	3	L	l	NN
stanford-ai-2021	1024	4	E	e	NN
stanford-ai-2021	1024	5	O	o	NN
stanford-ai-2021	1024	6	F	f	NN
stanford-ai-2021	1024	7	C	c	NN
stanford-ai-2021	1024	8	O	o	NN
stanford-ai-2021	1024	9	N	n	NN
stanford-ai-2021	1024	10	T	t	NN
stanford-ai-2021	1024	11	E	e	NN
stanford-ai-2021	1024	12	N	n	NN
stanford-ai-2021	1024	13	T	t	NN
stanford-ai-2021	1024	14	S	s	NN
stanford-ai-2021	1024	15	1	1	CD
stanford-ai-2021	1024	16	5	5	CD
stanford-ai-2021	1024	17	0C	0c	NN
stanford-ai-2021	1024	18	H	h	NN
stanford-ai-2021	1024	19	A	a	NN
stanford-ai-2021	1024	20	P	p	NN
stanford-ai-2021	1024	21	T	t	NN
stanford-ai-2021	1024	22	E	e	NN
stanford-ai-2021	1024	23	R	r	NN
stanford-ai-2021	1024	24	6	6	CD
stanford-ai-2021	1024	25	P	p	NN
stanford-ai-2021	1024	26	R	r	NN
stanford-ai-2021	1024	27	E	e	NN
stanford-ai-2021	1024	28	V	v	NN
stanford-ai-2021	1024	29	I	i	NN
stanford-ai-2021	1024	30	E	e	NN
stanford-ai-2021	1024	31	W	W	NNP
stanford-ai-2021	1024	32	Artificial	Artificial	NNP
stanford-ai-2021	1024	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1024	34	Index	Index	NNP
stanford-ai-2021	1024	35	Report	Report	NNP
stanford-ai-2021	1024	36	2021	2021	CD
stanford-ai-2021	1024	37	0	0	CD
stanford-ai-2021	1024	38	%	%	NN
stanford-ai-2021	1024	39	5	5	CD
stanford-ai-2021	1024	40	%	%	NN
stanford-ai-2021	1024	41	10	10	CD
stanford-ai-2021	1024	42	%	%	NN
stanford-ai-2021	1024	43	15	15	CD
stanford-ai-2021	1024	44	%	%	NN
stanford-ai-2021	1024	45	20	20	CD
stanford-ai-2021	1024	46	%	%	NN
stanford-ai-2021	1024	47	25	25	CD
stanford-ai-2021	1024	48	%	%	NN
stanford-ai-2021	1024	49	30	30	CD
stanford-ai-2021	1024	50	%	%	NN
stanford-ai-2021	1024	51	35	35	CD
stanford-ai-2021	1024	52	%	%	NN
stanford-ai-2021	1024	53	40	40	CD
stanford-ai-2021	1024	54	%	%	NN
stanford-ai-2021	1024	55	45	45	CD
stanford-ai-2021	1024	56	%	%	NN
stanford-ai-2021	1024	57	50	50	CD
stanford-ai-2021	1024	58	%	%	NN
stanford-ai-2021	1024	59	55	55	CD
stanford-ai-2021	1024	60	%	%	NN
stanford-ai-2021	1024	61	%	%	NN
stanford-ai-2021	1024	62	of	of	IN
stanford-ai-2021	1024	63	Respondents	respondent	NNS
stanford-ai-2021	1024	64	0	0	CD
stanford-ai-2021	1024	65	times	time	NNS
stanford-ai-2021	1024	66	1	1	CD
stanford-ai-2021	1024	67	time	time	NN
stanford-ai-2021	1024	68	2	2	CD
stanford-ai-2021	1024	69	times	time	NNS
stanford-ai-2021	1024	70	5	5	CD
stanford-ai-2021	1024	71	+	+	SYM
stanford-ai-2021	1024	72	times	time	NNS
stanford-ai-2021	1024	73	Others	Others	NNPS
stanford-ai-2021	1024	74	QAI	QAI	NNP
stanford-ai-2021	1024	75	MEMBERSHIP	MEMBERSHIP	NNP
stanford-ai-2021	1024	76	SURVEY	survey	RB
stanford-ai-2021	1024	77	:	:	:
stanford-ai-2021	1024	78	HAVE	have	VBP
stanford-ai-2021	1024	79	YOU	you	PRP
stanford-ai-2021	1024	80	EXPERIENCED	EXPERIENCED	NNP
stanford-ai-2021	1024	81	DISCRIMINATION	discrimination	NN
stanford-ai-2021	1024	82	/	/	SYM
stanford-ai-2021	1024	83	HARASSMENT	HARASSMENT	NNP
stanford-ai-2021	1024	84	as	as	IN
stanford-ai-2021	1024	85	a	a	DT
stanford-ai-2021	1024	86	QUEER	queer	NN
stanford-ai-2021	1024	87	PERSON	person	NN
stanford-ai-2021	1024	88	at	at	IN
stanford-ai-2021	1024	89	YOUR	your	PRP$
stanford-ai-2021	1024	90	JOB	job	NN
stanford-ai-2021	1024	91	or	or	CC
stanford-ai-2021	1024	92	SCHOOL	school	NN
stanford-ai-2021	1024	93	,	,	,
stanford-ai-2021	1024	94	2020	2020	CD
stanford-ai-2021	1024	95	Source	source	NN
stanford-ai-2021	1024	96	:	:	:
stanford-ai-2021	1024	97	Queer	queer	NN
stanford-ai-2021	1024	98	in	in	IN
stanford-ai-2021	1024	99	AI	AI	NNP
stanford-ai-2021	1024	100	,	,	,
stanford-ai-2021	1024	101	2020	2020	CD
stanford-ai-2021	1024	102	|	|	CD
stanford-ai-2021	1024	103	Chart	Chart	NNP
stanford-ai-2021	1024	104	:	:	:
stanford-ai-2021	1024	105	2021	2021	CD
stanford-ai-2021	1024	106	AI	AI	NNP
stanford-ai-2021	1024	107	Index	Index	NNP
stanford-ai-2021	1024	108	Report	Report	NNP
stanford-ai-2021	1024	109	Figure	Figure	NNP
stanford-ai-2021	1024	110	6.3.5	6.3.5	NNP
stanford-ai-2021	1024	111	6	6	CD
stanford-ai-2021	1024	112	.	.	.
stanford-ai-2021	1025	1	3	3	CD
stanford-ai-2021	1025	2	G	g	NN
stanford-ai-2021	1025	3	E	e	NN
stanford-ai-2021	1025	4	N	n	NN
stanford-ai-2021	1025	5	D	d	NN
stanford-ai-2021	1025	6	E	e	NN
stanford-ai-2021	1025	7	R	r	NN
stanford-ai-2021	1025	8	I	i	NN
stanford-ai-2021	1025	9	D	d	NN
stanford-ai-2021	1025	10	E	e	NN
stanford-ai-2021	1025	11	N	n	NN
stanford-ai-2021	1025	12	T	t	NN
stanford-ai-2021	1025	13	I	i	NN
stanford-ai-2021	1025	14	T	t	NN
stanford-ai-2021	1025	15	Y	y	NN
stanford-ai-2021	1025	16	A	a	NN
stanford-ai-2021	1025	17	N	n	NN
stanford-ai-2021	1025	18	D	d	NN
stanford-ai-2021	1025	19	S	s	NN
stanford-ai-2021	1025	20	E	e	NN
stanford-ai-2021	1025	21	X	x	NN
stanford-ai-2021	1025	22	U	u	NN
stanford-ai-2021	1025	23	A	a	NN
stanford-ai-2021	1025	24	L	l	NN
stanford-ai-2021	1025	25	O	o	NN
stanford-ai-2021	1025	26	R	r	NN
stanford-ai-2021	1025	27	I	i	NN
stanford-ai-2021	1025	28	E	e	NN
stanford-ai-2021	1025	29	N	n	NN
stanford-ai-2021	1025	30	TAT	tat	NN
stanford-ai-2021	1025	31	I	i	NN
stanford-ai-2021	1025	32	O	o	NN
stanford-ai-2021	1025	33	N	n	NN
stanford-ai-2021	1025	34	I	i	NN
stanford-ai-2021	1025	35	N	n	NN
stanford-ai-2021	1025	36	A	a	NN
stanford-ai-2021	1025	37	I	i	NN
stanford-ai-2021	1025	38	C	c	NN
stanford-ai-2021	1025	39	H	h	NN
stanford-ai-2021	1025	40	A	a	NN
stanford-ai-2021	1025	41	P	p	NN
stanford-ai-2021	1025	42	T	t	NN
stanford-ai-2021	1025	43	E	e	NN
stanford-ai-2021	1025	44	R	r	NN
stanford-ai-2021	1025	45	6	6	CD
stanford-ai-2021	1025	46	:	:	:
stanford-ai-2021	1025	47	D	d	NN
stanford-ai-2021	1025	48	I	i	NN
stanford-ai-2021	1025	49	V	v	NN
stanford-ai-2021	1025	50	E	e	NN
stanford-ai-2021	1025	51	R	r	NN
stanford-ai-2021	1025	52	S	s	NN
stanford-ai-2021	1025	53	I	i	NN
stanford-ai-2021	1025	54	T	t	NN
stanford-ai-2021	1025	55	Y	y	NN
stanford-ai-2021	1025	56	I	i	NN
stanford-ai-2021	1025	57	N	n	NN
stanford-ai-2021	1025	58	A	a	NN
stanford-ai-2021	1025	59	I	i	NN
stanford-ai-2021	1025	60	More	More	JJR
stanford-ai-2021	1025	61	than	than	IN
stanford-ai-2021	1025	62	40	40	CD
stanford-ai-2021	1025	63	%	%	NN
stanford-ai-2021	1025	64	of	of	IN
stanford-ai-2021	1025	65	QAI	QAI	NNP
stanford-ai-2021	1025	66	members	member	NNS
stanford-ai-2021	1025	67	have	have	VBP
stanford-ai-2021	1025	68	experienced	experience	VBN
stanford-ai-2021	1025	69	discrimination	discrimination	NN
stanford-ai-2021	1025	70	or	or	CC
stanford-ai-2021	1025	71	harassment	harassment	NN
stanford-ai-2021	1025	72	as	as	IN
stanford-ai-2021	1025	73	a	a	DT
stanford-ai-2021	1025	74	queer	queer	NN
stanford-ai-2021	1025	75	person	person	NN
stanford-ai-2021	1025	76	at	at	IN
stanford-ai-2021	1025	77	work	work	NN
stanford-ai-2021	1025	78	or	or	CC
stanford-ai-2021	1025	79	school	school	NN
stanford-ai-2021	1025	80	.	.	.
stanford-ai-2021	1026	1	Around	around	IN
stanford-ai-2021	1026	2	9.7	9.7	CD
stanford-ai-2021	1026	3	%	%	NN
stanford-ai-2021	1026	4	have	have	VBP
stanford-ai-2021	1026	5	encountered	encounter	VBN
stanford-ai-2021	1026	6	discrimination	discrimination	NN
stanford-ai-2021	1026	7	or	or	CC
stanford-ai-2021	1026	8	harassment	harassment	NN
stanford-ai-2021	1026	9	on	on	IN
stanford-ai-2021	1026	10	more	more	JJR
stanford-ai-2021	1026	11	than	than	IN
stanford-ai-2021	1026	12	five	five	CD
stanford-ai-2021	1026	13	occasions	occasion	NNS
stanford-ai-2021	1026	14	.	.	.
stanford-ai-2021	1027	1	TA	TA	NNP
stanford-ai-2021	1027	2	B	B	NNP
stanford-ai-2021	1027	3	L	l	NN
stanford-ai-2021	1027	4	E	e	NN
stanford-ai-2021	1027	5	O	o	NN
stanford-ai-2021	1027	6	F	f	NN
stanford-ai-2021	1027	7	C	c	NN
stanford-ai-2021	1027	8	O	o	NN
stanford-ai-2021	1027	9	N	n	NN
stanford-ai-2021	1027	10	T	t	NN
stanford-ai-2021	1027	11	E	e	NN
stanford-ai-2021	1027	12	N	n	NN
stanford-ai-2021	1027	13	T	t	NN
stanford-ai-2021	1027	14	S	s	NN
stanford-ai-2021	1027	15	1	1	CD
stanford-ai-2021	1027	16	5	5	CD
stanford-ai-2021	1027	17	1C	1c	CD
stanford-ai-2021	1027	18	H	h	NN
stanford-ai-2021	1027	19	A	a	NN
stanford-ai-2021	1027	20	P	p	NN
stanford-ai-2021	1027	21	T	t	NN
stanford-ai-2021	1027	22	E	e	NN
stanford-ai-2021	1027	23	R	r	NN
stanford-ai-2021	1027	24	7	7	CD
stanford-ai-2021	1027	25	P	p	NN
stanford-ai-2021	1027	26	R	r	NN
stanford-ai-2021	1027	27	E	e	NN
stanford-ai-2021	1027	28	V	v	NN
stanford-ai-2021	1027	29	I	i	NN
stanford-ai-2021	1027	30	E	e	NN
stanford-ai-2021	1027	31	W	W	NNP
stanford-ai-2021	1027	32	Artificial	Artificial	NNP
stanford-ai-2021	1027	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1027	34	Index	Index	NNP
stanford-ai-2021	1027	35	Report	Report	NNP
stanford-ai-2021	1027	36	2021	2021	CD
stanford-ai-2021	1027	37	CHAPTER	chapter	NN
stanford-ai-2021	1027	38	7	7	CD
stanford-ai-2021	1027	39	:	:	:
stanford-ai-2021	1027	40	AI	AI	NNP
stanford-ai-2021	1027	41	Policy	Policy	NNP
stanford-ai-2021	1027	42	and	and	CC
stanford-ai-2021	1027	43	National	National	NNP
stanford-ai-2021	1027	44	Strategies	Strategies	NNPS
stanford-ai-2021	1027	45	Artificial	Artificial	NNP
stanford-ai-2021	1027	46	Intelligence	Intelligence	NNP
stanford-ai-2021	1027	47	Index	Index	NNP
stanford-ai-2021	1027	48	Report	Report	NNP
stanford-ai-2021	1027	49	2021	2021	CD
stanford-ai-2021	1027	50	TA	TA	NNP
stanford-ai-2021	1027	51	B	B	NNP
stanford-ai-2021	1027	52	L	l	NN
stanford-ai-2021	1027	53	E	e	NN
stanford-ai-2021	1027	54	O	o	NN
stanford-ai-2021	1027	55	F	f	NN
stanford-ai-2021	1027	56	C	c	NN
stanford-ai-2021	1027	57	O	o	NN
stanford-ai-2021	1027	58	N	n	NN
stanford-ai-2021	1027	59	T	t	NN
stanford-ai-2021	1027	60	E	e	NN
stanford-ai-2021	1027	61	N	n	NN
stanford-ai-2021	1027	62	T	t	NN
stanford-ai-2021	1027	63	S	s	NN
stanford-ai-2021	1027	64	1	1	CD
stanford-ai-2021	1027	65	5	5	CD
stanford-ai-2021	1027	66	2C	2c	CD
stanford-ai-2021	1027	67	H	h	NN
stanford-ai-2021	1027	68	A	a	NN
stanford-ai-2021	1027	69	P	p	NN
stanford-ai-2021	1027	70	T	t	NN
stanford-ai-2021	1027	71	E	e	NN
stanford-ai-2021	1027	72	R	r	NN
stanford-ai-2021	1027	73	7	7	CD
stanford-ai-2021	1027	74	P	p	NN
stanford-ai-2021	1027	75	R	r	NN
stanford-ai-2021	1027	76	E	e	NN
stanford-ai-2021	1027	77	V	v	NN
stanford-ai-2021	1027	78	I	i	NN
stanford-ai-2021	1027	79	E	e	NN
stanford-ai-2021	1027	80	W	W	NNP
stanford-ai-2021	1027	81	Artificial	Artificial	NNP
stanford-ai-2021	1027	82	Intelligence	Intelligence	NNP
stanford-ai-2021	1027	83	Index	Index	NNP
stanford-ai-2021	1027	84	Report	Report	NNP
stanford-ai-2021	1027	85	2021	2021	CD
stanford-ai-2021	1027	86	C	c	NN
stanford-ai-2021	1027	87	H	h	NN
stanford-ai-2021	1027	88	A	a	NN
stanford-ai-2021	1027	89	P	p	NN
stanford-ai-2021	1027	90	T	t	NN
stanford-ai-2021	1027	91	E	e	NN
stanford-ai-2021	1027	92	R	r	NN
stanford-ai-2021	1027	93	7	7	CD
stanford-ai-2021	1027	94	:	:	:
stanford-ai-2021	1027	95	A	a	DT
stanford-ai-2021	1027	96	I	i	NN
stanford-ai-2021	1027	97	P	p	NN
stanford-ai-2021	1027	98	O	o	NN
stanford-ai-2021	1027	99	L	l	NN
stanford-ai-2021	1027	100	I	i	NN
stanford-ai-2021	1027	101	C	c	NN
stanford-ai-2021	1027	102	Y	Y	NNP
stanford-ai-2021	1027	103	A	a	NN
stanford-ai-2021	1027	104	N	n	NN
stanford-ai-2021	1027	105	D	d	NN
stanford-ai-2021	1027	106	N	n	NN
stanford-ai-2021	1027	107	AT	at	IN
stanford-ai-2021	1027	108	I	i	NN
stanford-ai-2021	1027	109	O	o	NN
stanford-ai-2021	1027	110	N	n	NN
stanford-ai-2021	1027	111	A	a	NN
stanford-ai-2021	1027	112	L	l	NN
stanford-ai-2021	1027	113	S	s	NN
stanford-ai-2021	1027	114	T	t	NN
stanford-ai-2021	1027	115	R	r	NN
stanford-ai-2021	1027	116	AT	at	NN
stanford-ai-2021	1027	117	E	e	NN
stanford-ai-2021	1027	118	G	g	NN
stanford-ai-2021	1027	119	I	i	NN
stanford-ai-2021	1027	120	E	e	NN
stanford-ai-2021	1027	121	S	S	NNP
stanford-ai-2021	1027	122	Overview	Overview	NNP
stanford-ai-2021	1027	123	153	153	CD
stanford-ai-2021	1027	124	Chapter	chapter	NN
stanford-ai-2021	1027	125	Highlights	highlight	NNS
stanford-ai-2021	1027	126	154	154	CD
stanford-ai-2021	1027	127	7.1	7.1	CD
stanford-ai-2021	1027	128	NATIONAL	NATIONAL	NNP
stanford-ai-2021	1027	129	AND	and	CC
stanford-ai-2021	1027	130	REGIONAL	REGIONAL	NNP
stanford-ai-2021	1027	131	AI	AI	NNP
stanford-ai-2021	1027	132	STRATEGIES	STRATEGIES	NNP
stanford-ai-2021	1027	133	155	155	CD
stanford-ai-2021	1027	134	Published	publish	VBN
stanford-ai-2021	1027	135	Strategies	strategy	NNS
stanford-ai-2021	1027	136	156	156	CD
stanford-ai-2021	1027	137	2017	2017	CD
stanford-ai-2021	1027	138	156	156	CD
stanford-ai-2021	1027	139	2018	2018	CD
stanford-ai-2021	1027	140	157	157	CD
stanford-ai-2021	1027	141	2019	2019	CD
stanford-ai-2021	1027	142	159	159	CD
stanford-ai-2021	1027	143	2020	2020	CD
stanford-ai-2021	1027	144	161	161	CD
stanford-ai-2021	1027	145	Strategies	Strategies	NNPS
stanford-ai-2021	1027	146	in	in	IN
stanford-ai-2021	1027	147	Development	development	NN
stanford-ai-2021	1027	148	(	(	-LRB-
stanford-ai-2021	1027	149	as	as	IN
stanford-ai-2021	1027	150	of	of	IN
stanford-ai-2021	1027	151	December	December	NNP
stanford-ai-2021	1027	152	2020	2020	CD
stanford-ai-2021	1027	153	)	)	-RRB-
stanford-ai-2021	1027	154	162	162	CD
stanford-ai-2021	1027	155	Strategies	Strategies	NNPS
stanford-ai-2021	1027	156	in	in	IN
stanford-ai-2021	1027	157	Public	Public	NNP
stanford-ai-2021	1027	158	Consultation	Consultation	NNP
stanford-ai-2021	1027	159	162	162	CD
stanford-ai-2021	1027	160	Strategies	Strategies	NNPS
stanford-ai-2021	1027	161	Announced	announce	VBD
stanford-ai-2021	1027	162	163	163	CD
stanford-ai-2021	1027	163	Highlight	Highlight	NNP
stanford-ai-2021	1027	164	:	:	:
stanford-ai-2021	1027	165	National	National	NNP
stanford-ai-2021	1027	166	AI	AI	NNP
stanford-ai-2021	1027	167	Strategies	Strategies	NNPS
stanford-ai-2021	1027	168	and	and	CC
stanford-ai-2021	1027	169	Human	Human	NNP
stanford-ai-2021	1027	170	Rights	Rights	NNPS
stanford-ai-2021	1027	171	164	164	CD
stanford-ai-2021	1027	172	7.2	7.2	CD
stanford-ai-2021	1027	173	INTERNATIONAL	international	JJ
stanford-ai-2021	1027	174	COLLABORATION	collaboration	NN
stanford-ai-2021	1027	175	ON	on	IN
stanford-ai-2021	1027	176	AI	AI	NNP
stanford-ai-2021	1027	177	165	165	CD
stanford-ai-2021	1027	178	Intergovernmental	intergovernmental	JJ
stanford-ai-2021	1027	179	Initiatives	initiative	NNS
stanford-ai-2021	1027	180	165	165	CD
stanford-ai-2021	1027	181	Working	Working	NNP
stanford-ai-2021	1027	182	Group	Group	NNP
stanford-ai-2021	1027	183	165	165	CD
stanford-ai-2021	1027	184	Summits	Summits	NNPS
stanford-ai-2021	1027	185	and	and	CC
stanford-ai-2021	1027	186	Meetings	meeting	NNS
stanford-ai-2021	1027	187	166	166	CD
stanford-ai-2021	1027	188	Bilateral	Bilateral	NNP
stanford-ai-2021	1027	189	Agreements	Agreements	NNPS
stanford-ai-2021	1027	190	166	166	CD
stanford-ai-2021	1027	191	7.3	7.3	CD
stanford-ai-2021	1027	192	U.S.	U.S.	NNP
stanford-ai-2021	1027	193	PUBLIC	public	JJ
stanford-ai-2021	1027	194	INVESTMENT	investment	NN
stanford-ai-2021	1027	195	IN	in	IN
stanford-ai-2021	1027	196	AI	AI	NNP
stanford-ai-2021	1027	197	167	167	CD
stanford-ai-2021	1027	198	Federal	Federal	NNP
stanford-ai-2021	1027	199	Budget	Budget	NNP
stanford-ai-2021	1027	200	for	for	IN
stanford-ai-2021	1027	201	Non	Non	NNP
stanford-ai-2021	1027	202	-	-	NNP
stanford-ai-2021	1027	203	Defense	Defense	NNP
stanford-ai-2021	1027	204	AI	AI	NNP
stanford-ai-2021	1027	205	R&D	r&d	NN
stanford-ai-2021	1027	206	167	167	CD
stanford-ai-2021	1027	207	U.S.	U.S.	NNP
stanford-ai-2021	1027	208	Department	Department	NNP
stanford-ai-2021	1027	209	of	of	IN
stanford-ai-2021	1027	210	Defense	Defense	NNP
stanford-ai-2021	1027	211	Budget	Budget	NNP
stanford-ai-2021	1027	212	Request	Request	NNP
stanford-ai-2021	1027	213	168	168	CD
stanford-ai-2021	1027	214	U.S.	U.S.	NNP
stanford-ai-2021	1027	215	Government	Government	NNP
stanford-ai-2021	1027	216	Contract	Contract	NNP
stanford-ai-2021	1027	217	Spending	spend	VBG
stanford-ai-2021	1027	218	169	169	CD
stanford-ai-2021	1027	219	Total	total	JJ
stanford-ai-2021	1027	220	Contract	contract	NN
stanford-ai-2021	1027	221	Spending	spend	VBG
stanford-ai-2021	1027	222	169	169	CD
stanford-ai-2021	1027	223	Contract	contract	NN
stanford-ai-2021	1027	224	Spending	spending	NN
stanford-ai-2021	1027	225	by	by	IN
stanford-ai-2021	1027	226	Department	Department	NNP
stanford-ai-2021	1027	227	and	and	CC
stanford-ai-2021	1027	228	Agency	Agency	NNP
stanford-ai-2021	1027	229	169	169	CD
stanford-ai-2021	1027	230	7.4	7.4	CD
stanford-ai-2021	1027	231	AI	ai	NN
stanford-ai-2021	1027	232	AND	and	CC
stanford-ai-2021	1027	233	POLICYMAKING	POLICYMAKING	NNP
stanford-ai-2021	1027	234	171	171	CD
stanford-ai-2021	1027	235	Legislation	Legislation	NNP
stanford-ai-2021	1027	236	Records	Records	NNPS
stanford-ai-2021	1027	237	on	on	IN
stanford-ai-2021	1027	238	AI	AI	NNP
stanford-ai-2021	1027	239	171	171	CD
stanford-ai-2021	1027	240	U.S.	U.S.	NNP
stanford-ai-2021	1027	241	Congressional	Congressional	NNP
stanford-ai-2021	1027	242	Record	Record	NNP
stanford-ai-2021	1027	243	172	172	CD
stanford-ai-2021	1027	244	Mentions	Mentions	NNPS
stanford-ai-2021	1027	245	of	of	IN
stanford-ai-2021	1027	246	AI	AI	NNP
stanford-ai-2021	1027	247	and	and	CC
stanford-ai-2021	1027	248	ML	ML	NNP
stanford-ai-2021	1027	249	in	in	IN
stanford-ai-2021	1027	250	Congressional	Congressional	NNP
stanford-ai-2021	1027	251	/	/	SYM
stanford-ai-2021	1027	252	Parliamentary	Parliamentary	NNP
stanford-ai-2021	1027	253	Proceedings	Proceedings	NNP
stanford-ai-2021	1027	254	172	172	CD
stanford-ai-2021	1027	255	Central	Central	NNP
stanford-ai-2021	1027	256	Banks	Banks	NNPS
stanford-ai-2021	1027	257	174	174	CD
stanford-ai-2021	1027	258	U.S.	U.S.	NNP
stanford-ai-2021	1027	259	AI	AI	NNP
stanford-ai-2021	1027	260	Policy	Policy	NNP
stanford-ai-2021	1027	261	Papers	Papers	NNPS
stanford-ai-2021	1027	262	176	176	CD
stanford-ai-2021	1027	263	Chapter	Chapter	NNP
stanford-ai-2021	1027	264	Preview	Preview	NNP
stanford-ai-2021	1027	265	CHAPTER	CHAPTER	NNP
stanford-ai-2021	1027	266	7	7	CD
stanford-ai-2021	1027	267	:	:	:
stanford-ai-2021	1027	268	ACCESS	ACCESS	NNP
stanford-ai-2021	1027	269	THE	the	DT
stanford-ai-2021	1027	270	PUBLIC	PUBLIC	NNP
stanford-ai-2021	1027	271	DATA	DATA	NNP
stanford-ai-2021	1027	272	https://drive.google.com/drive/folders/1B1bY5jgmloqRBTILkNg7Y2uw-77_004C?usp=sharing	https://drive.google.com/drive/folders/1b1by5jgmloqrbtilkng7y2uw-77_004c?usp=share	VBG
stanford-ai-2021	1027	273	TA	TA	NNP
stanford-ai-2021	1027	274	B	B	NNP
stanford-ai-2021	1027	275	L	l	NN
stanford-ai-2021	1027	276	E	e	NN
stanford-ai-2021	1027	277	O	o	NN
stanford-ai-2021	1027	278	F	f	NN
stanford-ai-2021	1027	279	C	c	NN
stanford-ai-2021	1027	280	O	o	NN
stanford-ai-2021	1027	281	N	n	NN
stanford-ai-2021	1027	282	T	t	NN
stanford-ai-2021	1027	283	E	e	NN
stanford-ai-2021	1027	284	N	n	NN
stanford-ai-2021	1027	285	T	t	NN
stanford-ai-2021	1027	286	S	s	NN
stanford-ai-2021	1027	287	1	1	CD
stanford-ai-2021	1027	288	5	5	CD
stanford-ai-2021	1027	289	3C	3c	NN
stanford-ai-2021	1027	290	H	h	NN
stanford-ai-2021	1027	291	A	a	NN
stanford-ai-2021	1027	292	P	p	NN
stanford-ai-2021	1027	293	T	t	NN
stanford-ai-2021	1027	294	E	e	NN
stanford-ai-2021	1027	295	R	r	NN
stanford-ai-2021	1027	296	7	7	CD
stanford-ai-2021	1027	297	P	p	NN
stanford-ai-2021	1027	298	R	r	NN
stanford-ai-2021	1027	299	E	e	NN
stanford-ai-2021	1027	300	V	v	NN
stanford-ai-2021	1027	301	I	i	NN
stanford-ai-2021	1027	302	E	e	NN
stanford-ai-2021	1027	303	W	W	NNP
stanford-ai-2021	1027	304	Artificial	Artificial	NNP
stanford-ai-2021	1027	305	Intelligence	Intelligence	NNP
stanford-ai-2021	1027	306	Index	Index	NNP
stanford-ai-2021	1027	307	Report	Report	NNP
stanford-ai-2021	1027	308	2021	2021	CD
stanford-ai-2021	1027	309	C	c	NN
stanford-ai-2021	1027	310	H	h	NN
stanford-ai-2021	1027	311	A	a	NN
stanford-ai-2021	1027	312	P	p	NN
stanford-ai-2021	1027	313	T	t	NN
stanford-ai-2021	1027	314	E	e	NN
stanford-ai-2021	1027	315	R	r	NN
stanford-ai-2021	1027	316	7	7	CD
stanford-ai-2021	1027	317	:	:	:
stanford-ai-2021	1027	318	A	a	DT
stanford-ai-2021	1027	319	I	i	NN
stanford-ai-2021	1027	320	P	p	NN
stanford-ai-2021	1027	321	O	o	NN
stanford-ai-2021	1027	322	L	l	NN
stanford-ai-2021	1027	323	I	i	NN
stanford-ai-2021	1027	324	C	c	NN
stanford-ai-2021	1027	325	Y	Y	NNP
stanford-ai-2021	1027	326	A	a	NN
stanford-ai-2021	1027	327	N	n	NN
stanford-ai-2021	1027	328	D	d	NN
stanford-ai-2021	1027	329	N	n	NN
stanford-ai-2021	1027	330	AT	at	IN
stanford-ai-2021	1027	331	I	i	NN
stanford-ai-2021	1027	332	O	o	NN
stanford-ai-2021	1027	333	N	n	NN
stanford-ai-2021	1027	334	A	a	NN
stanford-ai-2021	1027	335	L	l	NN
stanford-ai-2021	1027	336	S	s	NN
stanford-ai-2021	1027	337	T	t	NN
stanford-ai-2021	1027	338	R	r	NN
stanford-ai-2021	1027	339	AT	at	NN
stanford-ai-2021	1027	340	E	e	NN
stanford-ai-2021	1027	341	G	g	NN
stanford-ai-2021	1027	342	I	i	NN
stanford-ai-2021	1027	343	E	e	NN
stanford-ai-2021	1027	344	S	s	NN
stanford-ai-2021	1027	345	Overview	overview	NN
stanford-ai-2021	1027	346	O	o	NN
stanford-ai-2021	1027	347	V	v	NN
stanford-ai-2021	1027	348	E	e	NN
stanford-ai-2021	1027	349	R	r	NN
stanford-ai-2021	1027	350	V	v	NN
stanford-ai-2021	1027	351	I	i	NN
stanford-ai-2021	1027	352	E	e	NN
stanford-ai-2021	1027	353	W	w	NN
stanford-ai-2021	1027	354	AI	AI	NNP
stanford-ai-2021	1027	355	is	be	VBZ
stanford-ai-2021	1027	356	set	set	VBN
stanford-ai-2021	1027	357	to	to	TO
stanford-ai-2021	1027	358	shape	shape	VB
stanford-ai-2021	1027	359	global	global	JJ
stanford-ai-2021	1027	360	competitiveness	competitiveness	NN
stanford-ai-2021	1027	361	over	over	IN
stanford-ai-2021	1027	362	the	the	DT
stanford-ai-2021	1027	363	coming	come	VBG
stanford-ai-2021	1027	364	decades	decade	NNS
stanford-ai-2021	1027	365	,	,	,
stanford-ai-2021	1027	366	promising	promise	VBG
stanford-ai-2021	1027	367	to	to	TO
stanford-ai-2021	1027	368	grant	grant	VB
stanford-ai-2021	1027	369	early	early	JJ
stanford-ai-2021	1027	370	adopters	adopter	NNS
stanford-ai-2021	1027	371	a	a	DT
stanford-ai-2021	1027	372	significant	significant	JJ
stanford-ai-2021	1027	373	economic	economic	JJ
stanford-ai-2021	1027	374	and	and	CC
stanford-ai-2021	1027	375	strategic	strategic	JJ
stanford-ai-2021	1027	376	advantage	advantage	NN
stanford-ai-2021	1027	377	.	.	.
stanford-ai-2021	1028	1	To	to	IN
stanford-ai-2021	1028	2	date	date	NN
stanford-ai-2021	1028	3	,	,	,
stanford-ai-2021	1028	4	national	national	JJ
stanford-ai-2021	1028	5	governments	government	NNS
stanford-ai-2021	1028	6	and	and	CC
stanford-ai-2021	1028	7	regional	regional	JJ
stanford-ai-2021	1028	8	and	and	CC
stanford-ai-2021	1028	9	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1028	10	organizations	organization	NNS
stanford-ai-2021	1028	11	have	have	VBP
stanford-ai-2021	1028	12	raced	race	VBN
stanford-ai-2021	1028	13	to	to	TO
stanford-ai-2021	1028	14	put	put	VB
stanford-ai-2021	1028	15	in	in	IN
stanford-ai-2021	1028	16	place	place	NN
stanford-ai-2021	1028	17	AI	AI	NNP
stanford-ai-2021	1028	18	-	-	HYPH
stanford-ai-2021	1028	19	targeted	target	VBN
stanford-ai-2021	1028	20	policies	policy	NNS
stanford-ai-2021	1028	21	to	to	TO
stanford-ai-2021	1028	22	maximize	maximize	VB
stanford-ai-2021	1028	23	the	the	DT
stanford-ai-2021	1028	24	promise	promise	NN
stanford-ai-2021	1028	25	of	of	IN
stanford-ai-2021	1028	26	the	the	DT
stanford-ai-2021	1028	27	technology	technology	NN
stanford-ai-2021	1028	28	while	while	IN
stanford-ai-2021	1028	29	also	also	RB
stanford-ai-2021	1028	30	addressing	address	VBG
stanford-ai-2021	1028	31	its	-PRON-	PRP$
stanford-ai-2021	1028	32	social	social	JJ
stanford-ai-2021	1028	33	and	and	CC
stanford-ai-2021	1028	34	ethical	ethical	JJ
stanford-ai-2021	1028	35	implications	implication	NNS
stanford-ai-2021	1028	36	.	.	.
stanford-ai-2021	1029	1	This	this	DT
stanford-ai-2021	1029	2	chapter	chapter	NN
stanford-ai-2021	1029	3	navigates	navigate	VBZ
stanford-ai-2021	1029	4	the	the	DT
stanford-ai-2021	1029	5	landscape	landscape	NN
stanford-ai-2021	1029	6	of	of	IN
stanford-ai-2021	1029	7	AI	AI	NNP
stanford-ai-2021	1029	8	policymaking	policymaking	NN
stanford-ai-2021	1029	9	and	and	CC
stanford-ai-2021	1029	10	tracks	track	VBZ
stanford-ai-2021	1029	11	efforts	effort	NNS
stanford-ai-2021	1029	12	taking	take	VBG
stanford-ai-2021	1029	13	place	place	NN
stanford-ai-2021	1029	14	on	on	IN
stanford-ai-2021	1029	15	the	the	DT
stanford-ai-2021	1029	16	local	local	JJ
stanford-ai-2021	1029	17	,	,	,
stanford-ai-2021	1029	18	national	national	JJ
stanford-ai-2021	1029	19	,	,	,
stanford-ai-2021	1029	20	and	and	CC
stanford-ai-2021	1029	21	international	international	JJ
stanford-ai-2021	1029	22	levels	level	NNS
stanford-ai-2021	1029	23	to	to	TO
stanford-ai-2021	1029	24	help	help	VB
stanford-ai-2021	1029	25	promote	promote	VB
stanford-ai-2021	1029	26	and	and	CC
stanford-ai-2021	1029	27	govern	govern	VB
stanford-ai-2021	1029	28	AI	AI	NNP
stanford-ai-2021	1029	29	technologies	technology	NNS
stanford-ai-2021	1029	30	.	.	.
stanford-ai-2021	1030	1	It	-PRON-	PRP
stanford-ai-2021	1030	2	begins	begin	VBZ
stanford-ai-2021	1030	3	with	with	IN
stanford-ai-2021	1030	4	an	an	DT
stanford-ai-2021	1030	5	overview	overview	NN
stanford-ai-2021	1030	6	of	of	IN
stanford-ai-2021	1030	7	national	national	JJ
stanford-ai-2021	1030	8	and	and	CC
stanford-ai-2021	1030	9	regional	regional	JJ
stanford-ai-2021	1030	10	AI	AI	NNP
stanford-ai-2021	1030	11	strategies	strategy	NNS
stanford-ai-2021	1030	12	and	and	CC
stanford-ai-2021	1030	13	then	then	RB
stanford-ai-2021	1030	14	reviews	review	VBZ
stanford-ai-2021	1030	15	activities	activity	NNS
stanford-ai-2021	1030	16	on	on	IN
stanford-ai-2021	1030	17	the	the	DT
stanford-ai-2021	1030	18	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1030	19	level	level	NN
stanford-ai-2021	1030	20	.	.	.
stanford-ai-2021	1031	1	The	the	DT
stanford-ai-2021	1031	2	chapter	chapter	NN
stanford-ai-2021	1031	3	then	then	RB
stanford-ai-2021	1031	4	takes	take	VBZ
stanford-ai-2021	1031	5	a	a	DT
stanford-ai-2021	1031	6	closer	close	JJR
stanford-ai-2021	1031	7	look	look	NN
stanford-ai-2021	1031	8	at	at	IN
stanford-ai-2021	1031	9	public	public	JJ
stanford-ai-2021	1031	10	investment	investment	NN
stanford-ai-2021	1031	11	in	in	IN
stanford-ai-2021	1031	12	AI	AI	NNP
stanford-ai-2021	1031	13	in	in	IN
stanford-ai-2021	1031	14	the	the	DT
stanford-ai-2021	1031	15	United	United	NNP
stanford-ai-2021	1031	16	States	States	NNP
stanford-ai-2021	1031	17	as	as	RB
stanford-ai-2021	1031	18	well	well	RB
stanford-ai-2021	1031	19	as	as	IN
stanford-ai-2021	1031	20	how	how	WRB
stanford-ai-2021	1031	21	legislative	legislative	JJ
stanford-ai-2021	1031	22	bodies	body	NNS
stanford-ai-2021	1031	23	,	,	,
stanford-ai-2021	1031	24	central	central	JJ
stanford-ai-2021	1031	25	banks	bank	NNS
stanford-ai-2021	1031	26	,	,	,
stanford-ai-2021	1031	27	and	and	CC
stanford-ai-2021	1031	28	nongovernmental	nongovernmental	JJ
stanford-ai-2021	1031	29	organizations	organization	NNS
stanford-ai-2021	1031	30	are	be	VBP
stanford-ai-2021	1031	31	responding	respond	VBG
stanford-ai-2021	1031	32	to	to	IN
stanford-ai-2021	1031	33	the	the	DT
stanford-ai-2021	1031	34	growing	grow	VBG
stanford-ai-2021	1031	35	need	need	NN
stanford-ai-2021	1031	36	to	to	TO
stanford-ai-2021	1031	37	institute	institute	VB
stanford-ai-2021	1031	38	a	a	DT
stanford-ai-2021	1031	39	policy	policy	NN
stanford-ai-2021	1031	40	framework	framework	NN
stanford-ai-2021	1031	41	for	for	IN
stanford-ai-2021	1031	42	AI	AI	NNP
stanford-ai-2021	1031	43	technologies	technology	NNS
stanford-ai-2021	1031	44	.	.	.
stanford-ai-2021	1032	1	TA	TA	NNP
stanford-ai-2021	1032	2	B	B	NNP
stanford-ai-2021	1032	3	L	l	NN
stanford-ai-2021	1032	4	E	e	NN
stanford-ai-2021	1032	5	O	o	NN
stanford-ai-2021	1032	6	F	f	NN
stanford-ai-2021	1032	7	C	c	NN
stanford-ai-2021	1032	8	O	o	NN
stanford-ai-2021	1032	9	N	n	NN
stanford-ai-2021	1032	10	T	t	NN
stanford-ai-2021	1032	11	E	e	NN
stanford-ai-2021	1032	12	N	n	NN
stanford-ai-2021	1032	13	T	t	NN
stanford-ai-2021	1032	14	S	s	NN
stanford-ai-2021	1032	15	1	1	CD
stanford-ai-2021	1032	16	5	5	CD
stanford-ai-2021	1032	17	4C	4c	CD
stanford-ai-2021	1032	18	H	h	NN
stanford-ai-2021	1032	19	A	A	NNP
stanford-ai-2021	1032	20	P	p	NN
stanford-ai-2021	1032	21	T	t	NN
stanford-ai-2021	1032	22	E	e	NN
stanford-ai-2021	1032	23	R	r	NN
stanford-ai-2021	1032	24	7	7	CD
stanford-ai-2021	1032	25	P	p	NN
stanford-ai-2021	1032	26	R	r	NN
stanford-ai-2021	1032	27	E	e	NN
stanford-ai-2021	1032	28	V	v	NN
stanford-ai-2021	1032	29	I	i	NN
stanford-ai-2021	1032	30	E	e	NN
stanford-ai-2021	1032	31	W	W	NNP
stanford-ai-2021	1032	32	Artificial	Artificial	NNP
stanford-ai-2021	1032	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1032	34	Index	Index	NNP
stanford-ai-2021	1032	35	Report	Report	NNP
stanford-ai-2021	1032	36	2021	2021	CD
stanford-ai-2021	1032	37	C	c	NN
stanford-ai-2021	1032	38	H	h	NN
stanford-ai-2021	1032	39	A	a	NN
stanford-ai-2021	1032	40	P	p	NN
stanford-ai-2021	1032	41	T	t	NN
stanford-ai-2021	1032	42	E	e	NN
stanford-ai-2021	1032	43	R	r	NN
stanford-ai-2021	1032	44	7	7	CD
stanford-ai-2021	1032	45	:	:	:
stanford-ai-2021	1032	46	A	a	DT
stanford-ai-2021	1032	47	I	i	NN
stanford-ai-2021	1032	48	P	p	NN
stanford-ai-2021	1032	49	O	o	NN
stanford-ai-2021	1032	50	L	l	NN
stanford-ai-2021	1032	51	I	i	NN
stanford-ai-2021	1032	52	C	c	NN
stanford-ai-2021	1032	53	Y	Y	NNP
stanford-ai-2021	1032	54	A	a	NN
stanford-ai-2021	1032	55	N	n	NN
stanford-ai-2021	1032	56	D	d	NN
stanford-ai-2021	1032	57	N	n	NN
stanford-ai-2021	1032	58	AT	at	IN
stanford-ai-2021	1032	59	I	i	NN
stanford-ai-2021	1032	60	O	o	NN
stanford-ai-2021	1032	61	N	n	NN
stanford-ai-2021	1032	62	A	a	NN
stanford-ai-2021	1032	63	L	l	NN
stanford-ai-2021	1032	64	S	s	NN
stanford-ai-2021	1032	65	T	t	NN
stanford-ai-2021	1032	66	R	r	NN
stanford-ai-2021	1032	67	AT	at	NN
stanford-ai-2021	1032	68	E	e	NN
stanford-ai-2021	1032	69	G	g	NN
stanford-ai-2021	1032	70	I	i	NN
stanford-ai-2021	1032	71	E	e	NN
stanford-ai-2021	1032	72	S	s	NN
stanford-ai-2021	1032	73	C	c	NN
stanford-ai-2021	1032	74	H	h	NN
stanford-ai-2021	1032	75	A	a	NN
stanford-ai-2021	1032	76	P	p	NN
stanford-ai-2021	1032	77	T	t	NN
stanford-ai-2021	1032	78	E	e	NN
stanford-ai-2021	1032	79	R	r	NN
stanford-ai-2021	1032	80	H	h	NN
stanford-ai-2021	1032	81	I	i	NN
stanford-ai-2021	1032	82	G	g	NN
stanford-ai-2021	1032	83	H	h	NN
stanford-ai-2021	1032	84	L	l	NN
stanford-ai-2021	1032	85	I	i	NN
stanford-ai-2021	1032	86	G	g	NN
stanford-ai-2021	1032	87	H	h	NN
stanford-ai-2021	1032	88	T	t	NN
stanford-ai-2021	1032	89	S	S	NNP
stanford-ai-2021	1032	90	CHAPTER	chapter	NN
stanford-ai-2021	1032	91	HIGHLIGHTS	highlight	NNS
stanford-ai-2021	1032	92	•	•	VBP
stanford-ai-2021	1032	93	Since	since	IN
stanford-ai-2021	1032	94	Canada	Canada	NNP
stanford-ai-2021	1032	95	published	publish	VBD
stanford-ai-2021	1032	96	the	the	DT
stanford-ai-2021	1032	97	world	world	NN
stanford-ai-2021	1032	98	’s	’s	POS
stanford-ai-2021	1032	99	first	first	JJ
stanford-ai-2021	1032	100	national	national	JJ
stanford-ai-2021	1032	101	AI	AI	NNP
stanford-ai-2021	1032	102	strategy	strategy	NN
stanford-ai-2021	1032	103	in	in	IN
stanford-ai-2021	1032	104	2017	2017	CD
stanford-ai-2021	1032	105	,	,	,
stanford-ai-2021	1032	106	more	more	JJR
stanford-ai-2021	1032	107	than	than	IN
stanford-ai-2021	1032	108	30	30	CD
stanford-ai-2021	1032	109	other	other	JJ
stanford-ai-2021	1032	110	countries	country	NNS
stanford-ai-2021	1032	111	and	and	CC
stanford-ai-2021	1032	112	regions	region	NNS
stanford-ai-2021	1032	113	have	have	VBP
stanford-ai-2021	1032	114	published	publish	VBN
stanford-ai-2021	1032	115	similar	similar	JJ
stanford-ai-2021	1032	116	documents	document	NNS
stanford-ai-2021	1032	117	as	as	IN
stanford-ai-2021	1032	118	of	of	IN
stanford-ai-2021	1032	119	December	December	NNP
stanford-ai-2021	1032	120	2020	2020	CD
stanford-ai-2021	1032	121	.	.	.
stanford-ai-2021	1033	1	•	•	VB
stanford-ai-2021	1033	2	The	the	DT
stanford-ai-2021	1033	3	launch	launch	NN
stanford-ai-2021	1033	4	of	of	IN
stanford-ai-2021	1033	5	the	the	DT
stanford-ai-2021	1033	6	Global	Global	NNP
stanford-ai-2021	1033	7	Partnership	Partnership	NNP
stanford-ai-2021	1033	8	on	on	IN
stanford-ai-2021	1033	9	AI	AI	NNP
stanford-ai-2021	1033	10	(	(	-LRB-
stanford-ai-2021	1033	11	GPAI	GPAI	NNP
stanford-ai-2021	1033	12	)	)	-RRB-
stanford-ai-2021	1033	13	and	and	CC
stanford-ai-2021	1033	14	Organisation	Organisation	NNP
stanford-ai-2021	1033	15	for	for	IN
stanford-ai-2021	1033	16	Economic	Economic	NNP
stanford-ai-2021	1033	17	Co	Co	NNP
stanford-ai-2021	1033	18	-	-	NN
stanford-ai-2021	1033	19	operation	operation	NN
stanford-ai-2021	1033	20	and	and	CC
stanford-ai-2021	1033	21	Development	Development	NNP
stanford-ai-2021	1033	22	(	(	-LRB-
stanford-ai-2021	1033	23	OECD	OECD	NNP
stanford-ai-2021	1033	24	)	)	-RRB-
stanford-ai-2021	1033	25	AI	AI	NNP
stanford-ai-2021	1033	26	Policy	Policy	NNP
stanford-ai-2021	1033	27	Observatory	Observatory	NNP
stanford-ai-2021	1033	28	and	and	CC
stanford-ai-2021	1033	29	Network	Network	NNP
stanford-ai-2021	1033	30	of	of	IN
stanford-ai-2021	1033	31	Experts	Experts	NNPS
stanford-ai-2021	1033	32	on	on	IN
stanford-ai-2021	1033	33	AI	AI	NNP
stanford-ai-2021	1033	34	in	in	IN
stanford-ai-2021	1033	35	2020	2020	CD
stanford-ai-2021	1033	36	promoted	promote	VBN
stanford-ai-2021	1033	37	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1033	38	efforts	effort	NNS
stanford-ai-2021	1033	39	to	to	TO
stanford-ai-2021	1033	40	work	work	VB
stanford-ai-2021	1033	41	together	together	RB
stanford-ai-2021	1033	42	to	to	TO
stanford-ai-2021	1033	43	support	support	VB
stanford-ai-2021	1033	44	the	the	DT
stanford-ai-2021	1033	45	development	development	NN
stanford-ai-2021	1033	46	of	of	IN
stanford-ai-2021	1033	47	AI	AI	NNP
stanford-ai-2021	1033	48	for	for	IN
stanford-ai-2021	1033	49	all	all	DT
stanford-ai-2021	1033	50	.	.	.
stanford-ai-2021	1034	1	•	•	VB
stanford-ai-2021	1034	2	In	in	IN
stanford-ai-2021	1034	3	the	the	DT
stanford-ai-2021	1034	4	United	United	NNP
stanford-ai-2021	1034	5	States	States	NNP
stanford-ai-2021	1034	6	,	,	,
stanford-ai-2021	1034	7	the	the	DT
stanford-ai-2021	1034	8	116th	116th	JJ
stanford-ai-2021	1034	9	Congress	Congress	NNP
stanford-ai-2021	1034	10	was	be	VBD
stanford-ai-2021	1034	11	the	the	DT
stanford-ai-2021	1034	12	most	most	RBS
stanford-ai-2021	1034	13	AI	ai	NN
stanford-ai-2021	1034	14	-	-	HYPH
stanford-ai-2021	1034	15	focused	focus	VBN
stanford-ai-2021	1034	16	congressional	congressional	JJ
stanford-ai-2021	1034	17	session	session	NN
stanford-ai-2021	1034	18	in	in	IN
stanford-ai-2021	1034	19	history	history	NN
stanford-ai-2021	1034	20	.	.	.
stanford-ai-2021	1035	1	The	the	DT
stanford-ai-2021	1035	2	number	number	NN
stanford-ai-2021	1035	3	of	of	IN
stanford-ai-2021	1035	4	mentions	mention	NNS
stanford-ai-2021	1035	5	of	of	IN
stanford-ai-2021	1035	6	AI	AI	NNP
stanford-ai-2021	1035	7	by	by	IN
stanford-ai-2021	1035	8	this	this	DT
stanford-ai-2021	1035	9	Congress	Congress	NNP
stanford-ai-2021	1035	10	in	in	IN
stanford-ai-2021	1035	11	legislation	legislation	NN
stanford-ai-2021	1035	12	,	,	,
stanford-ai-2021	1035	13	committee	committee	NN
stanford-ai-2021	1035	14	reports	report	NNS
stanford-ai-2021	1035	15	,	,	,
stanford-ai-2021	1035	16	and	and	CC
stanford-ai-2021	1035	17	Congressional	Congressional	NNP
stanford-ai-2021	1035	18	Research	Research	NNP
stanford-ai-2021	1035	19	Service	Service	NNP
stanford-ai-2021	1035	20	(	(	-LRB-
stanford-ai-2021	1035	21	CRS	CRS	NNP
stanford-ai-2021	1035	22	)	)	-RRB-
stanford-ai-2021	1035	23	reports	report	VBZ
stanford-ai-2021	1035	24	is	be	VBZ
stanford-ai-2021	1035	25	more	more	JJR
stanford-ai-2021	1035	26	than	than	IN
stanford-ai-2021	1035	27	triple	triple	JJ
stanford-ai-2021	1035	28	that	that	DT
stanford-ai-2021	1035	29	of	of	IN
stanford-ai-2021	1035	30	the	the	DT
stanford-ai-2021	1035	31	115th	115th	JJ
stanford-ai-2021	1035	32	Congress	Congress	NNP
stanford-ai-2021	1035	33	.	.	.
stanford-ai-2021	1036	1	TA	TA	NNP
stanford-ai-2021	1036	2	B	B	NNP
stanford-ai-2021	1036	3	L	l	NN
stanford-ai-2021	1036	4	E	e	NN
stanford-ai-2021	1036	5	O	o	NN
stanford-ai-2021	1036	6	F	f	NN
stanford-ai-2021	1036	7	C	c	NN
stanford-ai-2021	1036	8	O	o	NN
stanford-ai-2021	1036	9	N	n	NN
stanford-ai-2021	1036	10	T	t	NN
stanford-ai-2021	1036	11	E	e	NN
stanford-ai-2021	1036	12	N	n	NN
stanford-ai-2021	1036	13	T	t	NN
stanford-ai-2021	1036	14	S	s	NN
stanford-ai-2021	1036	15	1	1	CD
stanford-ai-2021	1036	16	5	5	CD
stanford-ai-2021	1036	17	5C	5c	NN
stanford-ai-2021	1036	18	H	h	NN
stanford-ai-2021	1036	19	A	a	NN
stanford-ai-2021	1036	20	P	p	NN
stanford-ai-2021	1036	21	T	t	NN
stanford-ai-2021	1036	22	E	e	NN
stanford-ai-2021	1036	23	R	r	NN
stanford-ai-2021	1036	24	7	7	CD
stanford-ai-2021	1036	25	P	p	NN
stanford-ai-2021	1036	26	R	r	NN
stanford-ai-2021	1036	27	E	e	NN
stanford-ai-2021	1036	28	V	v	NN
stanford-ai-2021	1036	29	I	i	NN
stanford-ai-2021	1036	30	E	e	NN
stanford-ai-2021	1036	31	W	W	NNP
stanford-ai-2021	1036	32	Artificial	Artificial	NNP
stanford-ai-2021	1036	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1036	34	Index	Index	NNP
stanford-ai-2021	1036	35	Report	Report	NNP
stanford-ai-2021	1036	36	2021	2021	CD
stanford-ai-2021	1036	37	To	to	TO
stanford-ai-2021	1036	38	guide	guide	VB
stanford-ai-2021	1036	39	and	and	CC
stanford-ai-2021	1036	40	foster	foster	VB
stanford-ai-2021	1036	41	the	the	DT
stanford-ai-2021	1036	42	development	development	NN
stanford-ai-2021	1036	43	of	of	IN
stanford-ai-2021	1036	44	AI	AI	NNP
stanford-ai-2021	1036	45	,	,	,
stanford-ai-2021	1036	46	countries	country	NNS
stanford-ai-2021	1036	47	and	and	CC
stanford-ai-2021	1036	48	regions	region	NNS
stanford-ai-2021	1036	49	around	around	IN
stanford-ai-2021	1036	50	the	the	DT
stanford-ai-2021	1036	51	world	world	NN
stanford-ai-2021	1036	52	are	be	VBP
stanford-ai-2021	1036	53	establishing	establish	VBG
stanford-ai-2021	1036	54	strategies	strategy	NNS
stanford-ai-2021	1036	55	and	and	CC
stanford-ai-2021	1036	56	initiatives	initiative	NNS
stanford-ai-2021	1036	57	to	to	TO
stanford-ai-2021	1036	58	coordinate	coordinate	VB
stanford-ai-2021	1036	59	governmental	governmental	JJ
stanford-ai-2021	1036	60	and	and	CC
stanford-ai-2021	1036	61	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1036	62	efforts	effort	NNS
stanford-ai-2021	1036	63	.	.	.
stanford-ai-2021	1037	1	Since	since	IN
stanford-ai-2021	1037	2	Canada	Canada	NNP
stanford-ai-2021	1037	3	published	publish	VBD
stanford-ai-2021	1037	4	the	the	DT
stanford-ai-2021	1037	5	world	world	NN
stanford-ai-2021	1037	6	’s	’s	POS
stanford-ai-2021	1037	7	first	first	JJ
stanford-ai-2021	1037	8	national	national	JJ
stanford-ai-2021	1037	9	AI	AI	NNP
stanford-ai-2021	1037	10	strategy	strategy	NN
stanford-ai-2021	1037	11	in	in	IN
stanford-ai-2021	1037	12	2017	2017	CD
stanford-ai-2021	1037	13	,	,	,
stanford-ai-2021	1037	14	more	more	JJR
stanford-ai-2021	1037	15	than	than	IN
stanford-ai-2021	1037	16	30	30	CD
stanford-ai-2021	1037	17	other	other	JJ
stanford-ai-2021	1037	18	countries	country	NNS
stanford-ai-2021	1037	19	and	and	CC
stanford-ai-2021	1037	20	regions	region	NNS
stanford-ai-2021	1037	21	have	have	VBP
stanford-ai-2021	1037	22	published	publish	VBN
stanford-ai-2021	1037	23	similar	similar	JJ
stanford-ai-2021	1037	24	documents	document	NNS
stanford-ai-2021	1037	25	as	as	IN
stanford-ai-2021	1037	26	of	of	IN
stanford-ai-2021	1037	27	December	December	NNP
stanford-ai-2021	1037	28	2020	2020	CD
stanford-ai-2021	1037	29	.	.	.
stanford-ai-2021	1038	1	7.1	7.1	CD
stanford-ai-2021	1038	2	NATIONAL	NATIONAL	NNP
stanford-ai-2021	1038	3	AND	and	CC
stanford-ai-2021	1038	4	REGIONAL	REGIONAL	NNP
stanford-ai-2021	1038	5	AI	AI	NNP
stanford-ai-2021	1038	6	STRATEGIES	strategy	NNS
stanford-ai-2021	1038	7	C	c	NN
stanford-ai-2021	1038	8	H	h	NN
stanford-ai-2021	1038	9	A	a	NN
stanford-ai-2021	1038	10	P	p	NN
stanford-ai-2021	1038	11	T	t	NN
stanford-ai-2021	1038	12	E	e	NN
stanford-ai-2021	1038	13	R	r	NN
stanford-ai-2021	1038	14	7	7	CD
stanford-ai-2021	1038	15	:	:	:
stanford-ai-2021	1038	16	A	a	DT
stanford-ai-2021	1038	17	I	i	NN
stanford-ai-2021	1038	18	P	p	NN
stanford-ai-2021	1038	19	O	o	NN
stanford-ai-2021	1038	20	L	l	NN
stanford-ai-2021	1038	21	I	i	NN
stanford-ai-2021	1038	22	C	c	NN
stanford-ai-2021	1038	23	Y	Y	NNP
stanford-ai-2021	1038	24	A	a	NN
stanford-ai-2021	1038	25	N	n	NN
stanford-ai-2021	1038	26	D	d	NN
stanford-ai-2021	1038	27	N	n	NN
stanford-ai-2021	1038	28	AT	at	IN
stanford-ai-2021	1038	29	I	i	NN
stanford-ai-2021	1038	30	O	o	NN
stanford-ai-2021	1038	31	N	n	NN
stanford-ai-2021	1038	32	A	a	NN
stanford-ai-2021	1038	33	L	l	NN
stanford-ai-2021	1038	34	S	s	NN
stanford-ai-2021	1038	35	T	t	NN
stanford-ai-2021	1038	36	R	r	NN
stanford-ai-2021	1038	37	AT	at	NN
stanford-ai-2021	1038	38	E	e	NN
stanford-ai-2021	1038	39	G	g	NN
stanford-ai-2021	1038	40	I	i	NN
stanford-ai-2021	1038	41	E	e	NN
stanford-ai-2021	1038	42	S	s	NN
stanford-ai-2021	1038	43	7.1	7.1	CD
stanford-ai-2021	1038	44	N	n	NN
stanford-ai-2021	1038	45	AT	at	IN
stanford-ai-2021	1038	46	I	i	NN
stanford-ai-2021	1038	47	O	o	NN
stanford-ai-2021	1038	48	N	n	NN
stanford-ai-2021	1038	49	A	a	NN
stanford-ai-2021	1038	50	L	l	NN
stanford-ai-2021	1038	51	A	a	NN
stanford-ai-2021	1038	52	N	n	NN
stanford-ai-2021	1038	53	D	d	NN
stanford-ai-2021	1038	54	R	r	NN
stanford-ai-2021	1038	55	E	e	NN
stanford-ai-2021	1038	56	G	g	NN
stanford-ai-2021	1038	57	I	i	NN
stanford-ai-2021	1038	58	O	o	NN
stanford-ai-2021	1038	59	N	n	NN
stanford-ai-2021	1038	60	A	a	NN
stanford-ai-2021	1038	61	L	l	NN
stanford-ai-2021	1038	62	A	a	NN
stanford-ai-2021	1038	63	I	i	NN
stanford-ai-2021	1038	64	S	s	NN
stanford-ai-2021	1038	65	T	t	NN
stanford-ai-2021	1038	66	R	r	NN
stanford-ai-2021	1038	67	AT	at	NN
stanford-ai-2021	1038	68	E	e	NN
stanford-ai-2021	1038	69	G	g	NN
stanford-ai-2021	1038	70	I	i	NN
stanford-ai-2021	1038	71	E	e	NN
stanford-ai-2021	1038	72	S	s	NN
stanford-ai-2021	1038	73	This	this	DT
stanford-ai-2021	1038	74	section	section	NN
stanford-ai-2021	1038	75	presents	present	VBZ
stanford-ai-2021	1038	76	an	an	DT
stanford-ai-2021	1038	77	overview	overview	NN
stanford-ai-2021	1038	78	of	of	IN
stanford-ai-2021	1038	79	select	select	JJ
stanford-ai-2021	1038	80	national	national	JJ
stanford-ai-2021	1038	81	and	and	CC
stanford-ai-2021	1038	82	regional	regional	JJ
stanford-ai-2021	1038	83	AI	AI	NNP
stanford-ai-2021	1038	84	strategies	strategy	NNS
stanford-ai-2021	1038	85	from	from	IN
stanford-ai-2021	1038	86	around	around	IN
stanford-ai-2021	1038	87	the	the	DT
stanford-ai-2021	1038	88	world	world	NN
stanford-ai-2021	1038	89	,	,	,
stanford-ai-2021	1038	90	including	include	VBG
stanford-ai-2021	1038	91	details	detail	NNS
stanford-ai-2021	1038	92	on	on	IN
stanford-ai-2021	1038	93	the	the	DT
stanford-ai-2021	1038	94	strategies	strategy	NNS
stanford-ai-2021	1038	95	for	for	IN
stanford-ai-2021	1038	96	G20	G20	NNP
stanford-ai-2021	1038	97	countries	country	NNS
stanford-ai-2021	1038	98	,	,	,
stanford-ai-2021	1038	99	Estonia	Estonia	NNP
stanford-ai-2021	1038	100	,	,	,
stanford-ai-2021	1038	101	and	and	CC
stanford-ai-2021	1038	102	Singapore	Singapore	NNP
stanford-ai-2021	1038	103	as	as	RB
stanford-ai-2021	1038	104	well	well	RB
stanford-ai-2021	1038	105	as	as	IN
stanford-ai-2021	1038	106	links	link	NNS
stanford-ai-2021	1038	107	to	to	IN
stanford-ai-2021	1038	108	strategy	strategy	VB
stanford-ai-2021	1038	109	documents	document	NNS
stanford-ai-2021	1038	110	for	for	IN
stanford-ai-2021	1038	111	many	many	JJ
stanford-ai-2021	1038	112	others	other	NNS
stanford-ai-2021	1038	113	.	.	.
stanford-ai-2021	1039	1	Sources	source	NNS
stanford-ai-2021	1039	2	include	include	VBP
stanford-ai-2021	1039	3	websites	website	NNS
stanford-ai-2021	1039	4	of	of	IN
stanford-ai-2021	1039	5	national	national	JJ
stanford-ai-2021	1039	6	or	or	CC
stanford-ai-2021	1039	7	regional	regional	JJ
stanford-ai-2021	1039	8	governments	government	NNS
stanford-ai-2021	1039	9	,	,	,
stanford-ai-2021	1039	10	the	the	DT
stanford-ai-2021	1039	11	OECD	OECD	NNP
stanford-ai-2021	1039	12	AI	AI	NNP
stanford-ai-2021	1039	13	Policy	Policy	NNP
stanford-ai-2021	1039	14	Observatory	Observatory	NNP
stanford-ai-2021	1039	15	(	(	-LRB-
stanford-ai-2021	1039	16	OECD.AI	oecd.ai	NN
stanford-ai-2021	1039	17	)	)	-RRB-
stanford-ai-2021	1039	18	,	,	,
stanford-ai-2021	1039	19	and	and	CC
stanford-ai-2021	1039	20	news	news	NN
stanford-ai-2021	1039	21	coverage	coverage	NN
stanford-ai-2021	1039	22	.	.	.
stanford-ai-2021	1040	1	“	"	``
stanford-ai-2021	1040	2	AI	AI	NNP
stanford-ai-2021	1040	3	strategy	strategy	NN
stanford-ai-2021	1040	4	”	"	''
stanford-ai-2021	1040	5	is	be	VBZ
stanford-ai-2021	1040	6	defined	define	VBN
stanford-ai-2021	1040	7	as	as	IN
stanford-ai-2021	1040	8	a	a	DT
stanford-ai-2021	1040	9	policy	policy	NN
stanford-ai-2021	1040	10	document	document	NN
stanford-ai-2021	1040	11	that	that	WDT
stanford-ai-2021	1040	12	communicates	communicate	VBZ
stanford-ai-2021	1040	13	the	the	DT
stanford-ai-2021	1040	14	objective	objective	NN
stanford-ai-2021	1040	15	of	of	IN
stanford-ai-2021	1040	16	supporting	support	VBG
stanford-ai-2021	1040	17	the	the	DT
stanford-ai-2021	1040	18	development	development	NN
stanford-ai-2021	1040	19	of	of	IN
stanford-ai-2021	1040	20	AI	AI	NNP
stanford-ai-2021	1040	21	while	while	IN
stanford-ai-2021	1040	22	also	also	RB
stanford-ai-2021	1040	23	maximizing	maximize	VBG
stanford-ai-2021	1040	24	the	the	DT
stanford-ai-2021	1040	25	benefits	benefit	NNS
stanford-ai-2021	1040	26	of	of	IN
stanford-ai-2021	1040	27	AI	AI	NNP
stanford-ai-2021	1040	28	for	for	IN
stanford-ai-2021	1040	29	society	society	NN
stanford-ai-2021	1040	30	.	.	.
stanford-ai-2021	1041	1	Excluded	exclude	VBN
stanford-ai-2021	1041	2	are	be	VBP
stanford-ai-2021	1041	3	broader	broad	JJR
stanford-ai-2021	1041	4	innovation	innovation	NN
stanford-ai-2021	1041	5	or	or	CC
stanford-ai-2021	1041	6	digital	digital	JJ
stanford-ai-2021	1041	7	strategy	strategy	NN
stanford-ai-2021	1041	8	documents	document	NNS
stanford-ai-2021	1041	9	which	which	WDT
stanford-ai-2021	1041	10	do	do	VBP
stanford-ai-2021	1041	11	not	not	RB
stanford-ai-2021	1041	12	focus	focus	VB
stanford-ai-2021	1041	13	predominantly	predominantly	RB
stanford-ai-2021	1041	14	on	on	IN
stanford-ai-2021	1041	15	AI	AI	NNP
stanford-ai-2021	1041	16	,	,	,
stanford-ai-2021	1041	17	such	such	JJ
stanford-ai-2021	1041	18	as	as	IN
stanford-ai-2021	1041	19	Brazil	Brazil	NNP
stanford-ai-2021	1041	20	’s	’s	POS
stanford-ai-2021	1041	21	E	E	NNP
stanford-ai-2021	1041	22	-	-	NNP
stanford-ai-2021	1041	23	Digital	Digital	NNP
stanford-ai-2021	1041	24	Strategy	Strategy	NNP
stanford-ai-2021	1041	25	and	and	CC
stanford-ai-2021	1041	26	Japan	Japan	NNP
stanford-ai-2021	1041	27	’s	’s	POS
stanford-ai-2021	1041	28	Integrated	Integrated	NNP
stanford-ai-2021	1041	29	Innovation	Innovation	NNP
stanford-ai-2021	1041	30	Strategy	Strategy	NNP
stanford-ai-2021	1041	31	.	.	.
stanford-ai-2021	1042	1	COUNTRIES	country	NNS
stanford-ai-2021	1042	2	WITH	with	IN
stanford-ai-2021	1042	3	PUBLISHED	PUBLISHED	NNS
stanford-ai-2021	1042	4	AI	AI	NNP
stanford-ai-2021	1042	5	STRATEGIES	strategy	NNS
stanford-ai-2021	1042	6	:	:	:
stanford-ai-2021	1042	7	32	32	CD
stanford-ai-2021	1042	8	COUNTRIES	country	NNS
stanford-ai-2021	1042	9	DEVELOPING	develop	VBG
stanford-ai-2021	1042	10	AI	AI	NNP
stanford-ai-2021	1042	11	STRATEGIES	strategy	NNS
stanford-ai-2021	1042	12	:	:	:
stanford-ai-2021	1042	13	22	22	CD
stanford-ai-2021	1042	14	https://oecd.ai/	https://oecd.ai/	NNP
stanford-ai-2021	1042	15	TA	TA	NNP
stanford-ai-2021	1042	16	B	b	NN
stanford-ai-2021	1042	17	L	l	NN
stanford-ai-2021	1042	18	E	e	NN
stanford-ai-2021	1042	19	O	o	NN
stanford-ai-2021	1042	20	F	f	NN
stanford-ai-2021	1042	21	C	c	NN
stanford-ai-2021	1042	22	O	o	NN
stanford-ai-2021	1042	23	N	n	NN
stanford-ai-2021	1042	24	T	t	NN
stanford-ai-2021	1042	25	E	e	NN
stanford-ai-2021	1042	26	N	n	NN
stanford-ai-2021	1042	27	T	t	NN
stanford-ai-2021	1042	28	S	s	NN
stanford-ai-2021	1042	29	1	1	CD
stanford-ai-2021	1042	30	5	5	CD
stanford-ai-2021	1042	31	6C	6c	NN
stanford-ai-2021	1042	32	H	h	NN
stanford-ai-2021	1042	33	A	a	NN
stanford-ai-2021	1042	34	P	p	NN
stanford-ai-2021	1042	35	T	t	NN
stanford-ai-2021	1042	36	E	e	NN
stanford-ai-2021	1042	37	R	r	NN
stanford-ai-2021	1042	38	7	7	CD
stanford-ai-2021	1042	39	P	p	NN
stanford-ai-2021	1042	40	R	r	NN
stanford-ai-2021	1042	41	E	e	NN
stanford-ai-2021	1042	42	V	v	NN
stanford-ai-2021	1042	43	I	i	NN
stanford-ai-2021	1042	44	E	e	NN
stanford-ai-2021	1042	45	W	W	NNP
stanford-ai-2021	1042	46	Artificial	Artificial	NNP
stanford-ai-2021	1042	47	Intelligence	Intelligence	NNP
stanford-ai-2021	1042	48	Index	Index	NNP
stanford-ai-2021	1042	49	Report	Report	NNP
stanford-ai-2021	1042	50	2021	2021	CD
stanford-ai-2021	1042	51	Published	publish	VBN
stanford-ai-2021	1042	52	Strategies	Strategies	NNP
stanford-ai-2021	1042	53	2017	2017	CD
stanford-ai-2021	1042	54	Canada	Canada	NNP
stanford-ai-2021	1042	55	•	•	NNP
stanford-ai-2021	1042	56	AI	AI	NNP
stanford-ai-2021	1042	57	Strategy	Strategy	NNP
stanford-ai-2021	1042	58	:	:	:
stanford-ai-2021	1042	59	Pan	Pan	NNP
stanford-ai-2021	1042	60	Canadian	canadian	JJ
stanford-ai-2021	1042	61	AI	ai	NN
stanford-ai-2021	1042	62	Strategy	Strategy	NNP
stanford-ai-2021	1042	63	•	•	NNP
stanford-ai-2021	1042	64	Responsible	responsible	JJ
stanford-ai-2021	1042	65	Organization	organization	NN
stanford-ai-2021	1042	66	:	:	:
stanford-ai-2021	1042	67	Canadian	Canadian	NNP
stanford-ai-2021	1042	68	Institute	Institute	NNP
stanford-ai-2021	1042	69	for	for	IN
stanford-ai-2021	1042	70	Advanced	Advanced	NNP
stanford-ai-2021	1042	71	Research	Research	NNP
stanford-ai-2021	1042	72	(	(	-LRB-
stanford-ai-2021	1042	73	CIFAR	CIFAR	NNP
stanford-ai-2021	1042	74	)	)	-RRB-
stanford-ai-2021	1042	75	•	•	NN
stanford-ai-2021	1042	76	Highlights	highlight	NNS
stanford-ai-2021	1042	77	:	:	:
stanford-ai-2021	1042	78	The	the	DT
stanford-ai-2021	1042	79	Canadian	canadian	JJ
stanford-ai-2021	1042	80	strategy	strategy	NN
stanford-ai-2021	1042	81	emphasizes	emphasize	VBZ
stanford-ai-2021	1042	82	developing	develop	VBG
stanford-ai-2021	1042	83	Canada	Canada	NNP
stanford-ai-2021	1042	84	’s	’s	POS
stanford-ai-2021	1042	85	future	future	JJ
stanford-ai-2021	1042	86	AI	AI	NNP
stanford-ai-2021	1042	87	workforce	workforce	NN
stanford-ai-2021	1042	88	,	,	,
stanford-ai-2021	1042	89	supporting	support	VBG
stanford-ai-2021	1042	90	major	major	JJ
stanford-ai-2021	1042	91	AI	AI	NNP
stanford-ai-2021	1042	92	innovation	innovation	NN
stanford-ai-2021	1042	93	hubs	hub	NNS
stanford-ai-2021	1042	94	and	and	CC
stanford-ai-2021	1042	95	scientific	scientific	JJ
stanford-ai-2021	1042	96	research	research	NN
stanford-ai-2021	1042	97	,	,	,
stanford-ai-2021	1042	98	and	and	CC
stanford-ai-2021	1042	99	positioning	position	VBG
stanford-ai-2021	1042	100	the	the	DT
stanford-ai-2021	1042	101	country	country	NN
stanford-ai-2021	1042	102	as	as	IN
stanford-ai-2021	1042	103	a	a	DT
stanford-ai-2021	1042	104	thought	thought	NN
stanford-ai-2021	1042	105	leader	leader	NN
stanford-ai-2021	1042	106	in	in	IN
stanford-ai-2021	1042	107	the	the	DT
stanford-ai-2021	1042	108	economic	economic	JJ
stanford-ai-2021	1042	109	,	,	,
stanford-ai-2021	1042	110	ethical	ethical	JJ
stanford-ai-2021	1042	111	,	,	,
stanford-ai-2021	1042	112	policy	policy	NN
stanford-ai-2021	1042	113	,	,	,
stanford-ai-2021	1042	114	and	and	CC
stanford-ai-2021	1042	115	legal	legal	JJ
stanford-ai-2021	1042	116	implications	implication	NNS
stanford-ai-2021	1042	117	of	of	IN
stanford-ai-2021	1042	118	artificial	artificial	JJ
stanford-ai-2021	1042	119	intelligence	intelligence	NN
stanford-ai-2021	1042	120	.	.	.
stanford-ai-2021	1043	1	•	•	VB
stanford-ai-2021	1043	2	Funding	funding	NN
stanford-ai-2021	1043	3	(	(	-LRB-
stanford-ai-2021	1043	4	December	December	NNP
stanford-ai-2021	1043	5	2020	2020	CD
stanford-ai-2021	1043	6	conversion	conversion	NN
stanford-ai-2021	1043	7	rate	rate	NN
stanford-ai-2021	1043	8	)	)	-RRB-
stanford-ai-2021	1043	9	:	:	:
stanford-ai-2021	1043	10	CAD	CAD	NNP
stanford-ai-2021	1043	11	125	125	CD
stanford-ai-2021	1043	12	million	million	CD
stanford-ai-2021	1043	13	(	(	-LRB-
stanford-ai-2021	1043	14	USD	usd	NN
stanford-ai-2021	1043	15	97	97	CD
stanford-ai-2021	1043	16	million	million	CD
stanford-ai-2021	1043	17	)	)	-RRB-
stanford-ai-2021	1043	18	•	•	NNP
stanford-ai-2021	1043	19	In	in	IN
stanford-ai-2021	1043	20	November	November	NNP
stanford-ai-2021	1043	21	2020	2020	CD
stanford-ai-2021	1043	22	,	,	,
stanford-ai-2021	1043	23	CIFAR	CIFAR	NNP
stanford-ai-2021	1043	24	published	publish	VBD
stanford-ai-2021	1043	25	its	-PRON-	PRP$
stanford-ai-2021	1043	26	most	most	RBS
stanford-ai-2021	1043	27	recent	recent	JJ
stanford-ai-2021	1043	28	annual	annual	JJ
stanford-ai-2021	1043	29	report	report	NN
stanford-ai-2021	1043	30	,	,	,
stanford-ai-2021	1043	31	titled	title	VBN
stanford-ai-2021	1043	32	“	"	``
stanford-ai-2021	1043	33	AICAN	AICAN	NNP
stanford-ai-2021	1043	34	,	,	,
stanford-ai-2021	1043	35	”	"	''
stanford-ai-2021	1043	36	which	which	WDT
stanford-ai-2021	1043	37	tracks	track	VBZ
stanford-ai-2021	1043	38	progress	progress	VBP
stanford-ai-2021	1043	39	on	on	IN
stanford-ai-2021	1043	40	implementing	implement	VBG
stanford-ai-2021	1043	41	its	-PRON-	PRP$
stanford-ai-2021	1043	42	national	national	JJ
stanford-ai-2021	1043	43	strategy	strategy	NN
stanford-ai-2021	1043	44	,	,	,
stanford-ai-2021	1043	45	which	which	WDT
stanford-ai-2021	1043	46	highlighted	highlight	VBD
stanford-ai-2021	1043	47	substantial	substantial	JJ
stanford-ai-2021	1043	48	growth	growth	NN
stanford-ai-2021	1043	49	in	in	IN
stanford-ai-2021	1043	50	Canada	Canada	NNP
stanford-ai-2021	1043	51	’s	’s	POS
stanford-ai-2021	1043	52	AI	AI	NNP
stanford-ai-2021	1043	53	ecosystem	ecosystem	NN
stanford-ai-2021	1043	54	,	,	,
stanford-ai-2021	1043	55	as	as	RB
stanford-ai-2021	1043	56	well	well	RB
stanford-ai-2021	1043	57	as	as	IN
stanford-ai-2021	1043	58	research	research	NN
stanford-ai-2021	1043	59	and	and	CC
stanford-ai-2021	1043	60	activities	activity	NNS
stanford-ai-2021	1043	61	related	relate	VBN
stanford-ai-2021	1043	62	to	to	IN
stanford-ai-2021	1043	63	healthcare	healthcare	NN
stanford-ai-2021	1043	64	and	and	CC
stanford-ai-2021	1043	65	AI	AI	NNP
stanford-ai-2021	1043	66	’s	’s	,
stanford-ai-2021	1043	67	impact	impact	NN
stanford-ai-2021	1043	68	on	on	IN
stanford-ai-2021	1043	69	society	society	NN
stanford-ai-2021	1043	70	,	,	,
stanford-ai-2021	1043	71	among	among	IN
stanford-ai-2021	1043	72	other	other	JJ
stanford-ai-2021	1043	73	outcomes	outcome	NNS
stanford-ai-2021	1043	74	of	of	IN
stanford-ai-2021	1043	75	the	the	DT
stanford-ai-2021	1043	76	strategy	strategy	NN
stanford-ai-2021	1043	77	.	.	.
stanford-ai-2021	1044	1	China	China	NNP
stanford-ai-2021	1044	2	•	•	NNP
stanford-ai-2021	1044	3	AI	AI	NNP
stanford-ai-2021	1044	4	Strategy	strategy	NN
stanford-ai-2021	1044	5	:	:	:
stanford-ai-2021	1044	6	A	a	DT
stanford-ai-2021	1044	7	Next	Next	NNP
stanford-ai-2021	1044	8	Generation	Generation	NNP
stanford-ai-2021	1044	9	Artificial	Artificial	NNP
stanford-ai-2021	1044	10	Intelligence	Intelligence	NNP
stanford-ai-2021	1044	11	Development	Development	NNP
stanford-ai-2021	1044	12	Plan	Plan	NNP
stanford-ai-2021	1044	13	•	•	VBP
stanford-ai-2021	1044	14	Responsible	responsible	JJ
stanford-ai-2021	1044	15	Organization	organization	NN
stanford-ai-2021	1044	16	:	:	:
stanford-ai-2021	1044	17	State	State	NNP
stanford-ai-2021	1044	18	Council	Council	NNP
stanford-ai-2021	1044	19	for	for	IN
stanford-ai-2021	1044	20	the	the	DT
stanford-ai-2021	1044	21	People	People	NNPS
stanford-ai-2021	1044	22	’s	’s	NNP
stanford-ai-2021	1044	23	Republic	Republic	NNP
stanford-ai-2021	1044	24	of	of	IN
stanford-ai-2021	1044	25	China	China	NNP
stanford-ai-2021	1044	26	•	•	NNP
stanford-ai-2021	1044	27	Highlights	Highlights	NNP
stanford-ai-2021	1044	28	:	:	:
stanford-ai-2021	1044	29	China	China	NNP
stanford-ai-2021	1044	30	’s	’s	,
stanford-ai-2021	1044	31	AI	AI	NNP
stanford-ai-2021	1044	32	strategy	strategy	NN
stanford-ai-2021	1044	33	is	be	VBZ
stanford-ai-2021	1044	34	one	one	CD
stanford-ai-2021	1044	35	of	of	IN
stanford-ai-2021	1044	36	the	the	DT
stanford-ai-2021	1044	37	most	most	RBS
stanford-ai-2021	1044	38	comprehensive	comprehensive	JJ
stanford-ai-2021	1044	39	in	in	IN
stanford-ai-2021	1044	40	the	the	DT
stanford-ai-2021	1044	41	world	world	NN
stanford-ai-2021	1044	42	.	.	.
stanford-ai-2021	1045	1	It	-PRON-	PRP
stanford-ai-2021	1045	2	encompasses	encompass	VBZ
stanford-ai-2021	1045	3	areas	area	NNS
stanford-ai-2021	1045	4	including	include	VBG
stanford-ai-2021	1045	5	R&D	r&d	NN
stanford-ai-2021	1045	6	and	and	CC
stanford-ai-2021	1045	7	talent	talent	NN
stanford-ai-2021	1045	8	development	development	NN
stanford-ai-2021	1045	9	through	through	IN
stanford-ai-2021	1045	10	education	education	NN
stanford-ai-2021	1045	11	and	and	CC
stanford-ai-2021	1045	12	skills	skill	NNS
stanford-ai-2021	1045	13	acquisition	acquisition	NN
stanford-ai-2021	1045	14	,	,	,
stanford-ai-2021	1045	15	as	as	RB
stanford-ai-2021	1045	16	well	well	RB
stanford-ai-2021	1045	17	as	as	IN
stanford-ai-2021	1045	18	ethical	ethical	JJ
stanford-ai-2021	1045	19	norms	norm	NNS
stanford-ai-2021	1045	20	and	and	CC
stanford-ai-2021	1045	21	implications	implication	NNS
stanford-ai-2021	1045	22	for	for	IN
stanford-ai-2021	1045	23	national	national	JJ
stanford-ai-2021	1045	24	security	security	NN
stanford-ai-2021	1045	25	.	.	.
stanford-ai-2021	1046	1	It	-PRON-	PRP
stanford-ai-2021	1046	2	sets	set	VBZ
stanford-ai-2021	1046	3	specific	specific	JJ
stanford-ai-2021	1046	4	targets	target	NNS
stanford-ai-2021	1046	5	,	,	,
stanford-ai-2021	1046	6	including	include	VBG
stanford-ai-2021	1046	7	bringing	bring	VBG
stanford-ai-2021	1046	8	the	the	DT
stanford-ai-2021	1046	9	AI	AI	NNP
stanford-ai-2021	1046	10	industry	industry	NN
stanford-ai-2021	1046	11	in	in	IN
stanford-ai-2021	1046	12	line	line	NN
stanford-ai-2021	1046	13	with	with	IN
stanford-ai-2021	1046	14	competitors	competitor	NNS
stanford-ai-2021	1046	15	by	by	IN
stanford-ai-2021	1046	16	2020	2020	CD
stanford-ai-2021	1046	17	;	;	:
stanford-ai-2021	1046	18	becoming	become	VBG
stanford-ai-2021	1046	19	the	the	DT
stanford-ai-2021	1046	20	global	global	JJ
stanford-ai-2021	1046	21	leader	leader	NN
stanford-ai-2021	1046	22	in	in	IN
stanford-ai-2021	1046	23	fields	field	NNS
stanford-ai-2021	1046	24	such	such	JJ
stanford-ai-2021	1046	25	as	as	IN
stanford-ai-2021	1046	26	unmanned	unmanned	JJ
stanford-ai-2021	1046	27	aerial	aerial	JJ
stanford-ai-2021	1046	28	vehicles	vehicle	NNS
stanford-ai-2021	1046	29	(	(	-LRB-
stanford-ai-2021	1046	30	UAVs	UAVs	NNP
stanford-ai-2021	1046	31	)	)	-RRB-
stanford-ai-2021	1046	32	,	,	,
stanford-ai-2021	1046	33	voice	voice	NN
stanford-ai-2021	1046	34	and	and	CC
stanford-ai-2021	1046	35	image	image	NN
stanford-ai-2021	1046	36	recognition	recognition	NN
stanford-ai-2021	1046	37	,	,	,
stanford-ai-2021	1046	38	and	and	CC
stanford-ai-2021	1046	39	others	other	NNS
stanford-ai-2021	1046	40	by	by	IN
stanford-ai-2021	1046	41	2025	2025	CD
stanford-ai-2021	1046	42	;	;	:
stanford-ai-2021	1046	43	and	and	CC
stanford-ai-2021	1046	44	emerging	emerge	VBG
stanford-ai-2021	1046	45	as	as	IN
stanford-ai-2021	1046	46	the	the	DT
stanford-ai-2021	1046	47	primary	primary	JJ
stanford-ai-2021	1046	48	center	center	NN
stanford-ai-2021	1046	49	for	for	IN
stanford-ai-2021	1046	50	AI	AI	NNP
stanford-ai-2021	1046	51	innovation	innovation	NN
stanford-ai-2021	1046	52	by	by	IN
stanford-ai-2021	1046	53	2030	2030	CD
stanford-ai-2021	1046	54	.	.	.
stanford-ai-2021	1047	1	•	•	VB
stanford-ai-2021	1047	2	Funding	funding	NN
stanford-ai-2021	1047	3	:	:	:
stanford-ai-2021	1047	4	N	n	NN
stanford-ai-2021	1047	5	/	/	SYM
stanford-ai-2021	1047	6	A	a	NN
stanford-ai-2021	1047	7	•	•	NNP
stanford-ai-2021	1047	8	Recent	recent	JJ
stanford-ai-2021	1047	9	Updates	Updates	NNPS
stanford-ai-2021	1047	10	:	:	:
stanford-ai-2021	1047	11	China	China	NNP
stanford-ai-2021	1047	12	established	establish	VBD
stanford-ai-2021	1047	13	a	a	DT
stanford-ai-2021	1047	14	New	New	NNP
stanford-ai-2021	1047	15	Generation	Generation	NNP
stanford-ai-2021	1047	16	AI	AI	NNP
stanford-ai-2021	1047	17	Innovation	Innovation	NNP
stanford-ai-2021	1047	18	and	and	CC
stanford-ai-2021	1047	19	Development	Development	NNP
stanford-ai-2021	1047	20	Zone	Zone	NNP
stanford-ai-2021	1047	21	in	in	IN
stanford-ai-2021	1047	22	February	February	NNP
stanford-ai-2021	1047	23	2019	2019	CD
stanford-ai-2021	1047	24	and	and	CC
stanford-ai-2021	1047	25	released	release	VBD
stanford-ai-2021	1047	26	the	the	DT
stanford-ai-2021	1047	27	“	"	``
stanford-ai-2021	1047	28	Beijing	Beijing	NNP
stanford-ai-2021	1047	29	AI	AI	NNP
stanford-ai-2021	1047	30	Principles	Principles	NNPS
stanford-ai-2021	1047	31	”	"	''
stanford-ai-2021	1047	32	in	in	IN
stanford-ai-2021	1047	33	May	May	NNP
stanford-ai-2021	1047	34	2019	2019	CD
stanford-ai-2021	1047	35	with	with	IN
stanford-ai-2021	1047	36	a	a	DT
stanford-ai-2021	1047	37	multi	multi	JJ
stanford-ai-2021	1047	38	-	-	JJ
stanford-ai-2021	1047	39	stakeholder	stakeholder	NN
stanford-ai-2021	1047	40	coalition	coalition	NN
stanford-ai-2021	1047	41	consisting	consist	VBG
stanford-ai-2021	1047	42	of	of	IN
stanford-ai-2021	1047	43	academic	academic	JJ
stanford-ai-2021	1047	44	institutions	institution	NNS
stanford-ai-2021	1047	45	and	and	CC
stanford-ai-2021	1047	46	private	private	JJ
stanford-ai-2021	1047	47	-	-	HYPH
stanford-ai-2021	1047	48	sector	sector	NN
stanford-ai-2021	1047	49	players	player	NNS
stanford-ai-2021	1047	50	such	such	JJ
stanford-ai-2021	1047	51	as	as	IN
stanford-ai-2021	1047	52	Tencent	Tencent	NNP
stanford-ai-2021	1047	53	and	and	CC
stanford-ai-2021	1047	54	Baidu	Baidu	NNP
stanford-ai-2021	1047	55	.	.	.
stanford-ai-2021	1048	1	Japan	Japan	NNP
stanford-ai-2021	1048	2	•	•	NNP
stanford-ai-2021	1048	3	AI	AI	NNP
stanford-ai-2021	1048	4	Strategy	Strategy	NNP
stanford-ai-2021	1048	5	:	:	:
stanford-ai-2021	1048	6	Artificial	Artificial	NNP
stanford-ai-2021	1048	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1048	8	Technology	Technology	NNP
stanford-ai-2021	1048	9	Strategy	Strategy	NNP
stanford-ai-2021	1048	10	•	•	NNP
stanford-ai-2021	1048	11	Responsible	responsible	JJ
stanford-ai-2021	1048	12	Organization	organization	NN
stanford-ai-2021	1048	13	:	:	:
stanford-ai-2021	1048	14	Strategic	Strategic	NNP
stanford-ai-2021	1048	15	Council	Council	NNP
stanford-ai-2021	1048	16	for	for	IN
stanford-ai-2021	1048	17	AI	AI	NNP
stanford-ai-2021	1048	18	Technology	Technology	NNP
stanford-ai-2021	1048	19	•	•	NNP
stanford-ai-2021	1048	20	Highlights	highlight	NNS
stanford-ai-2021	1048	21	:	:	:
stanford-ai-2021	1048	22	The	the	DT
stanford-ai-2021	1048	23	strategy	strategy	NN
stanford-ai-2021	1048	24	lays	lay	VBZ
stanford-ai-2021	1048	25	out	out	RP
stanford-ai-2021	1048	26	three	three	CD
stanford-ai-2021	1048	27	discrete	discrete	JJ
stanford-ai-2021	1048	28	phases	phase	NNS
stanford-ai-2021	1048	29	of	of	IN
stanford-ai-2021	1048	30	AI	AI	NNP
stanford-ai-2021	1048	31	development	development	NN
stanford-ai-2021	1048	32	.	.	.
stanford-ai-2021	1049	1	The	the	DT
stanford-ai-2021	1049	2	first	first	JJ
stanford-ai-2021	1049	3	phase	phase	NN
stanford-ai-2021	1049	4	focuses	focus	VBZ
stanford-ai-2021	1049	5	on	on	IN
stanford-ai-2021	1049	6	the	the	DT
stanford-ai-2021	1049	7	utilization	utilization	NN
stanford-ai-2021	1049	8	of	of	IN
stanford-ai-2021	1049	9	data	datum	NNS
stanford-ai-2021	1049	10	and	and	CC
stanford-ai-2021	1049	11	AI	AI	NNP
stanford-ai-2021	1049	12	in	in	IN
stanford-ai-2021	1049	13	related	related	JJ
stanford-ai-2021	1049	14	service	service	NN
stanford-ai-2021	1049	15	industries	industry	NNS
stanford-ai-2021	1049	16	,	,	,
stanford-ai-2021	1049	17	the	the	DT
stanford-ai-2021	1049	18	second	second	JJ
stanford-ai-2021	1049	19	on	on	IN
stanford-ai-2021	1049	20	the	the	DT
stanford-ai-2021	1049	21	public	public	JJ
stanford-ai-2021	1049	22	use	use	NN
stanford-ai-2021	1049	23	of	of	IN
stanford-ai-2021	1049	24	AI	AI	NNP
stanford-ai-2021	1049	25	and	and	CC
stanford-ai-2021	1049	26	the	the	DT
stanford-ai-2021	1049	27	expansion	expansion	NN
stanford-ai-2021	1049	28	of	of	IN
stanford-ai-2021	1049	29	service	service	NN
stanford-ai-2021	1049	30	industries	industry	NNS
stanford-ai-2021	1049	31	,	,	,
stanford-ai-2021	1049	32	and	and	CC
stanford-ai-2021	1049	33	the	the	DT
stanford-ai-2021	1049	34	third	third	JJ
stanford-ai-2021	1049	35	on	on	IN
stanford-ai-2021	1049	36	creating	create	VBG
stanford-ai-2021	1049	37	an	an	DT
stanford-ai-2021	1049	38	overarching	overarch	VBG
stanford-ai-2021	1049	39	ecosystem	ecosystem	NN
stanford-ai-2021	1049	40	where	where	WRB
stanford-ai-2021	1049	41	the	the	DT
stanford-ai-2021	1049	42	various	various	JJ
stanford-ai-2021	1049	43	domains	domain	NNS
stanford-ai-2021	1049	44	are	be	VBP
stanford-ai-2021	1049	45	merged	merge	VBN
stanford-ai-2021	1049	46	.	.	.
stanford-ai-2021	1050	1	•	•	VB
stanford-ai-2021	1050	2	Funding	funding	NN
stanford-ai-2021	1050	3	:	:	:
stanford-ai-2021	1050	4	N	n	NN
stanford-ai-2021	1050	5	/	/	SYM
stanford-ai-2021	1050	6	A	a	NN
stanford-ai-2021	1050	7	•	•	NNP
stanford-ai-2021	1050	8	Recent	recent	JJ
stanford-ai-2021	1050	9	Updates	Updates	NNPS
stanford-ai-2021	1050	10	:	:	:
stanford-ai-2021	1050	11	In	in	IN
stanford-ai-2021	1050	12	2019	2019	CD
stanford-ai-2021	1050	13	,	,	,
stanford-ai-2021	1050	14	the	the	DT
stanford-ai-2021	1050	15	Integrated	Integrated	NNP
stanford-ai-2021	1050	16	Innovation	Innovation	NNP
stanford-ai-2021	1050	17	Strategy	Strategy	NNP
stanford-ai-2021	1050	18	Promotion	Promotion	NNP
stanford-ai-2021	1050	19	Council	Council	NNP
stanford-ai-2021	1050	20	launched	launch	VBD
stanford-ai-2021	1050	21	another	another	DT
stanford-ai-2021	1050	22	AI	AI	NNP
stanford-ai-2021	1050	23	strategy	strategy	NN
stanford-ai-2021	1050	24	,	,	,
stanford-ai-2021	1050	25	aimed	aim	VBN
stanford-ai-2021	1050	26	at	at	IN
stanford-ai-2021	1050	27	taking	take	VBG
stanford-ai-2021	1050	28	the	the	DT
stanford-ai-2021	1050	29	next	next	JJ
stanford-ai-2021	1050	30	step	step	NN
stanford-ai-2021	1050	31	forward	forward	RB
stanford-ai-2021	1050	32	in	in	IN
stanford-ai-2021	1050	33	overcoming	overcome	VBG
stanford-ai-2021	1050	34	issues	issue	NNS
stanford-ai-2021	1050	35	faced	face	VBN
stanford-ai-2021	1050	36	by	by	IN
stanford-ai-2021	1050	37	Japan	Japan	NNP
stanford-ai-2021	1050	38	and	and	CC
stanford-ai-2021	1050	39	making	make	VBG
stanford-ai-2021	1050	40	use	use	NN
stanford-ai-2021	1050	41	of	of	IN
stanford-ai-2021	1050	42	the	the	DT
stanford-ai-2021	1050	43	country	country	NN
stanford-ai-2021	1050	44	’s	’s	POS
stanford-ai-2021	1050	45	strengths	strength	NNS
stanford-ai-2021	1050	46	to	to	TO
stanford-ai-2021	1050	47	open	open	VB
stanford-ai-2021	1050	48	up	up	RP
stanford-ai-2021	1050	49	future	future	JJ
stanford-ai-2021	1050	50	opportunities	opportunity	NNS
stanford-ai-2021	1050	51	.	.	.
stanford-ai-2021	1051	1	Others	other	NNS
stanford-ai-2021	1051	2	Finland	Finland	NNP
stanford-ai-2021	1051	3	:	:	:
stanford-ai-2021	1051	4	Finland	Finland	NNP
stanford-ai-2021	1051	5	’s	’s	NNP
stanford-ai-2021	1051	6	Age	Age	NNP
stanford-ai-2021	1051	7	of	of	IN
stanford-ai-2021	1051	8	Artificial	Artificial	NNP
stanford-ai-2021	1051	9	Intelligence	Intelligence	NNP
stanford-ai-2021	1051	10	United	United	NNP
stanford-ai-2021	1051	11	Arab	Arab	NNP
stanford-ai-2021	1051	12	Emirates	Emirates	NNPS
stanford-ai-2021	1051	13	:	:	:
stanford-ai-2021	1051	14	UAE	UAE	NNP
stanford-ai-2021	1051	15	Strategy	Strategy	NNP
stanford-ai-2021	1051	16	for	for	IN
stanford-ai-2021	1051	17	Artificial	Artificial	NNP
stanford-ai-2021	1051	18	Intelligence	Intelligence	NNP
stanford-ai-2021	1051	19	7.1	7.1	NNP
stanford-ai-2021	1051	20	N	N	NNP
stanford-ai-2021	1051	21	AT	at	IN
stanford-ai-2021	1051	22	I	i	NN
stanford-ai-2021	1051	23	O	o	NN
stanford-ai-2021	1051	24	N	n	NN
stanford-ai-2021	1051	25	A	a	NN
stanford-ai-2021	1051	26	L	l	NN
stanford-ai-2021	1051	27	A	a	NN
stanford-ai-2021	1051	28	N	n	NN
stanford-ai-2021	1051	29	D	d	NN
stanford-ai-2021	1051	30	R	r	NN
stanford-ai-2021	1051	31	E	e	NN
stanford-ai-2021	1051	32	G	g	NN
stanford-ai-2021	1051	33	I	i	NN
stanford-ai-2021	1051	34	O	o	NN
stanford-ai-2021	1051	35	N	n	NN
stanford-ai-2021	1051	36	A	a	NN
stanford-ai-2021	1051	37	L	l	NN
stanford-ai-2021	1051	38	A	a	NN
stanford-ai-2021	1051	39	I	i	NN
stanford-ai-2021	1051	40	S	s	NN
stanford-ai-2021	1051	41	T	t	NN
stanford-ai-2021	1051	42	R	r	NN
stanford-ai-2021	1051	43	AT	at	NN
stanford-ai-2021	1051	44	E	e	NN
stanford-ai-2021	1051	45	G	g	NN
stanford-ai-2021	1051	46	I	i	NN
stanford-ai-2021	1051	47	E	e	NN
stanford-ai-2021	1051	48	S	s	NN
stanford-ai-2021	1051	49	C	c	NN
stanford-ai-2021	1051	50	H	h	NN
stanford-ai-2021	1051	51	A	a	NN
stanford-ai-2021	1051	52	P	p	NN
stanford-ai-2021	1051	53	T	t	NN
stanford-ai-2021	1051	54	E	e	NN
stanford-ai-2021	1051	55	R	r	NN
stanford-ai-2021	1051	56	7	7	CD
stanford-ai-2021	1051	57	:	:	:
stanford-ai-2021	1051	58	A	a	DT
stanford-ai-2021	1051	59	I	i	NN
stanford-ai-2021	1051	60	P	p	NN
stanford-ai-2021	1051	61	O	o	NN
stanford-ai-2021	1051	62	L	l	NN
stanford-ai-2021	1051	63	I	i	NN
stanford-ai-2021	1051	64	C	c	NN
stanford-ai-2021	1051	65	Y	Y	NNP
stanford-ai-2021	1051	66	A	a	NN
stanford-ai-2021	1051	67	N	n	NN
stanford-ai-2021	1051	68	D	d	NN
stanford-ai-2021	1051	69	N	n	NN
stanford-ai-2021	1051	70	AT	at	IN
stanford-ai-2021	1051	71	I	i	NN
stanford-ai-2021	1051	72	O	o	NN
stanford-ai-2021	1051	73	N	n	NN
stanford-ai-2021	1051	74	A	a	NN
stanford-ai-2021	1051	75	L	l	NN
stanford-ai-2021	1051	76	S	s	NN
stanford-ai-2021	1051	77	T	t	NN
stanford-ai-2021	1051	78	R	r	NN
stanford-ai-2021	1051	79	AT	at	NN
stanford-ai-2021	1051	80	E	e	NN
stanford-ai-2021	1051	81	G	g	NN
stanford-ai-2021	1051	82	I	i	NN
stanford-ai-2021	1051	83	E	e	NN
stanford-ai-2021	1051	84	S	S	NNP
stanford-ai-2021	1051	85	https://cifar.ca/ai/	https://cifar.ca/ai/	NNS
stanford-ai-2021	1051	86	https://cifar.ca/wp-content/uploads/2020/11/AICan-2020-CIFAR-Pan-Canadian-AI-Strategy-Impact-Report.pdf	https://cifar.ca/wp-content/uploads/2020/11/aican-2020-cifar-pan-canadian-ai-strategy-impact-report.pdf	NN
stanford-ai-2021	1051	87	https://na-production.s3.amazonaws.com/documents/translation-fulltext-8.1.17.pdf	https://na-production.s3.amazonaws.com/documents/translation-fulltext-8.1.17.pdf	ADD
stanford-ai-2021	1051	88	https://na-production.s3.amazonaws.com/documents/translation-fulltext-8.1.17.pdf	https://na-production.s3.amazonaws.com/documents/translation-fulltext-8.1.17.pdf	ADD
stanford-ai-2021	1051	89	http://www.china.org.cn/china/2019-02/22/content_74493744.htm	http://www.china.org.cn/china/2019-02/22/content_74493744.htm	ADD
stanford-ai-2021	1051	90	https://ai-japan.s3-ap-northeast-1.amazonaws.com/7116/0377/5269/Artificial_Intelligence_Technology_StrategyMarch2017.pdf	https://ai-japan.s3-ap-northeast-1.amazonaws.com/7116/0377/5269/Artificial_Intelligence_Technology_StrategyMarch2017.pdf	NNP
stanford-ai-2021	1051	91	https://www.kantei.go.jp/jp/singi/ai_senryaku/pdf/aistratagy2019en.pdf	https://www.kantei.go.jp/jp/singi/ai_senryaku/pdf/aistratagy2019en.pdf	VB
stanford-ai-2021	1051	92	https://julkaisut.valtioneuvosto.fi/bitstream/handle/10024/160391/TEMrap_47_2017_verkkojulkaisu.pdf	https://julkaisut.valtioneuvosto.fi/bitstream/handle/10024/160391/TEMrap_47_2017_verkkojulkaisu.pdf	NNP
stanford-ai-2021	1051	93	https://u.ae/en/about-the-uae/strategies-initiatives-and-awards/federal-governments-strategies-and-plans/uae-strategy-for-artificial-intelligence	https://u.ae/en/about-the-uae/strategies-initiatives-and-awards/federal-governments-strategies-and-plans/uae-strategy-for-artificial-intelligence	NNP
stanford-ai-2021	1051	94	https://u.ae/en/about-the-uae/strategies-initiatives-and-awards/federal-governments-strategies-and-plans/uae-strategy-for-artificial-intelligence	https://u.ae/en/about-the-uae/strategies-initiatives-and-awards/federal-governments-strategies-and-plans/uae-strategy-for-artificial-intelligence	NNP
stanford-ai-2021	1051	95	TA	TA	NNP
stanford-ai-2021	1051	96	B	B	NNP
stanford-ai-2021	1051	97	L	l	NN
stanford-ai-2021	1051	98	E	e	NN
stanford-ai-2021	1051	99	O	o	NN
stanford-ai-2021	1051	100	F	f	NN
stanford-ai-2021	1051	101	C	c	NN
stanford-ai-2021	1051	102	O	o	NN
stanford-ai-2021	1051	103	N	n	NN
stanford-ai-2021	1051	104	T	t	NN
stanford-ai-2021	1051	105	E	e	NN
stanford-ai-2021	1051	106	N	n	NN
stanford-ai-2021	1051	107	T	t	NN
stanford-ai-2021	1051	108	S	s	NN
stanford-ai-2021	1051	109	1	1	CD
stanford-ai-2021	1051	110	5	5	CD
stanford-ai-2021	1051	111	7C	7c	NN
stanford-ai-2021	1051	112	H	h	NN
stanford-ai-2021	1051	113	A	a	NN
stanford-ai-2021	1051	114	P	p	NN
stanford-ai-2021	1051	115	T	t	NN
stanford-ai-2021	1051	116	E	e	NN
stanford-ai-2021	1051	117	R	r	NN
stanford-ai-2021	1051	118	7	7	CD
stanford-ai-2021	1051	119	P	p	NN
stanford-ai-2021	1051	120	R	r	NN
stanford-ai-2021	1051	121	E	e	NN
stanford-ai-2021	1051	122	V	v	NN
stanford-ai-2021	1051	123	I	i	NN
stanford-ai-2021	1051	124	E	e	NN
stanford-ai-2021	1051	125	W	W	NNP
stanford-ai-2021	1051	126	Artificial	Artificial	NNP
stanford-ai-2021	1051	127	Intelligence	Intelligence	NNP
stanford-ai-2021	1051	128	Index	Index	NNP
stanford-ai-2021	1051	129	Report	Report	NNP
stanford-ai-2021	1051	130	2021	2021	CD
stanford-ai-2021	1051	131	Published	publish	VBN
stanford-ai-2021	1051	132	Strategies	Strategies	NNP
stanford-ai-2021	1051	133	2018	2018	CD
stanford-ai-2021	1051	134	European	European	NNP
stanford-ai-2021	1051	135	Union	Union	NNP
stanford-ai-2021	1051	136	•	•	NNP
stanford-ai-2021	1051	137	AI	AI	NNP
stanford-ai-2021	1051	138	Strategy	Strategy	NNP
stanford-ai-2021	1051	139	:	:	:
stanford-ai-2021	1051	140	Coordinated	Coordinated	NNP
stanford-ai-2021	1051	141	Plan	Plan	NNP
stanford-ai-2021	1051	142	on	on	IN
stanford-ai-2021	1051	143	Artificial	Artificial	NNP
stanford-ai-2021	1051	144	Intelligence	Intelligence	NNP
stanford-ai-2021	1051	145	•	•	NNP
stanford-ai-2021	1051	146	Responsible	Responsible	NNP
stanford-ai-2021	1051	147	Organization	Organization	NNP
stanford-ai-2021	1051	148	:	:	:
stanford-ai-2021	1051	149	European	European	NNP
stanford-ai-2021	1051	150	Commission	Commission	NNP
stanford-ai-2021	1051	151	•	•	NNP
stanford-ai-2021	1051	152	Highlights	highlight	NNS
stanford-ai-2021	1051	153	:	:	:
stanford-ai-2021	1051	154	This	this	DT
stanford-ai-2021	1051	155	strategy	strategy	NN
stanford-ai-2021	1051	156	document	document	NN
stanford-ai-2021	1051	157	outlines	outline	VBZ
stanford-ai-2021	1051	158	the	the	DT
stanford-ai-2021	1051	159	commitments	commitment	NNS
stanford-ai-2021	1051	160	and	and	CC
stanford-ai-2021	1051	161	actions	action	NNS
stanford-ai-2021	1051	162	agreed	agree	VBD
stanford-ai-2021	1051	163	on	on	RP
stanford-ai-2021	1051	164	by	by	IN
stanford-ai-2021	1051	165	EU	EU	NNP
stanford-ai-2021	1051	166	member	member	NN
stanford-ai-2021	1051	167	states	state	NNS
stanford-ai-2021	1051	168	,	,	,
stanford-ai-2021	1051	169	Norway	Norway	NNP
stanford-ai-2021	1051	170	,	,	,
stanford-ai-2021	1051	171	and	and	CC
stanford-ai-2021	1051	172	Switzerland	Switzerland	NNP
stanford-ai-2021	1051	173	to	to	TO
stanford-ai-2021	1051	174	increase	increase	VB
stanford-ai-2021	1051	175	investment	investment	NN
stanford-ai-2021	1051	176	and	and	CC
stanford-ai-2021	1051	177	build	build	VB
stanford-ai-2021	1051	178	their	-PRON-	PRP$
stanford-ai-2021	1051	179	AI	AI	NNP
stanford-ai-2021	1051	180	talent	talent	NN
stanford-ai-2021	1051	181	pipeline	pipeline	NN
stanford-ai-2021	1051	182	.	.	.
stanford-ai-2021	1052	1	It	-PRON-	PRP
stanford-ai-2021	1052	2	emphasizes	emphasize	VBZ
stanford-ai-2021	1052	3	the	the	DT
stanford-ai-2021	1052	4	value	value	NN
stanford-ai-2021	1052	5	of	of	IN
stanford-ai-2021	1052	6	public	public	JJ
stanford-ai-2021	1052	7	-	-	HYPH
stanford-ai-2021	1052	8	private	private	JJ
stanford-ai-2021	1052	9	partnerships	partnership	NNS
stanford-ai-2021	1052	10	,	,	,
stanford-ai-2021	1052	11	creating	create	VBG
stanford-ai-2021	1052	12	European	european	JJ
stanford-ai-2021	1052	13	data	datum	NNS
stanford-ai-2021	1052	14	spaces	space	NNS
stanford-ai-2021	1052	15	,	,	,
stanford-ai-2021	1052	16	and	and	CC
stanford-ai-2021	1052	17	developing	develop	VBG
stanford-ai-2021	1052	18	ethics	ethic	NNS
stanford-ai-2021	1052	19	principles	principle	NNS
stanford-ai-2021	1052	20	.	.	.
stanford-ai-2021	1053	1	•	•	VB
stanford-ai-2021	1053	2	Funding	funding	NN
stanford-ai-2021	1053	3	(	(	-LRB-
stanford-ai-2021	1053	4	December	December	NNP
stanford-ai-2021	1053	5	2020	2020	CD
stanford-ai-2021	1053	6	conversation	conversation	NN
stanford-ai-2021	1053	7	rate	rate	NN
stanford-ai-2021	1053	8	)	)	-RRB-
stanford-ai-2021	1053	9	:	:	:
stanford-ai-2021	1053	10	At	at	IN
stanford-ai-2021	1053	11	least	least	JJS
stanford-ai-2021	1053	12	EUR	EUR	NNP
stanford-ai-2021	1053	13	1	1	CD
stanford-ai-2021	1053	14	billion	billion	CD
stanford-ai-2021	1053	15	(	(	-LRB-
stanford-ai-2021	1053	16	USD	usd	NN
stanford-ai-2021	1053	17	1.1	1.1	CD
stanford-ai-2021	1053	18	billion	billion	CD
stanford-ai-2021	1053	19	)	)	-RRB-
stanford-ai-2021	1053	20	per	per	IN
stanford-ai-2021	1053	21	year	year	NN
stanford-ai-2021	1053	22	for	for	IN
stanford-ai-2021	1053	23	AI	AI	NNP
stanford-ai-2021	1053	24	research	research	NN
stanford-ai-2021	1053	25	and	and	CC
stanford-ai-2021	1053	26	at	at	IN
stanford-ai-2021	1053	27	least	least	JJS
stanford-ai-2021	1053	28	EUR	EUR	NNP
stanford-ai-2021	1053	29	4.9	4.9	CD
stanford-ai-2021	1053	30	billion	billion	CD
stanford-ai-2021	1053	31	(	(	-LRB-
stanford-ai-2021	1053	32	USD	usd	NN
stanford-ai-2021	1053	33	5.4	5.4	CD
stanford-ai-2021	1053	34	billion	billion	CD
stanford-ai-2021	1053	35	)	)	-RRB-
stanford-ai-2021	1053	36	for	for	IN
stanford-ai-2021	1053	37	other	other	JJ
stanford-ai-2021	1053	38	aspects	aspect	NNS
stanford-ai-2021	1053	39	of	of	IN
stanford-ai-2021	1053	40	the	the	DT
stanford-ai-2021	1053	41	strategy	strategy	NN
stanford-ai-2021	1053	42	•	•	NNP
stanford-ai-2021	1053	43	Recent	recent	JJ
stanford-ai-2021	1053	44	updates	update	NNS
stanford-ai-2021	1053	45	:	:	:
stanford-ai-2021	1053	46	A	a	DT
stanford-ai-2021	1053	47	first	first	JJ
stanford-ai-2021	1053	48	draft	draft	NN
stanford-ai-2021	1053	49	of	of	IN
stanford-ai-2021	1053	50	the	the	DT
stanford-ai-2021	1053	51	ethics	ethic	NNS
stanford-ai-2021	1053	52	guidelines	guideline	NNS
stanford-ai-2021	1053	53	was	be	VBD
stanford-ai-2021	1053	54	released	release	VBN
stanford-ai-2021	1053	55	in	in	IN
stanford-ai-2021	1053	56	June	June	NNP
stanford-ai-2021	1053	57	2018	2018	CD
stanford-ai-2021	1053	58	,	,	,
stanford-ai-2021	1053	59	followed	follow	VBN
stanford-ai-2021	1053	60	by	by	IN
stanford-ai-2021	1053	61	an	an	DT
stanford-ai-2021	1053	62	updated	update	VBN
stanford-ai-2021	1053	63	version	version	NN
stanford-ai-2021	1053	64	in	in	IN
stanford-ai-2021	1053	65	April	April	NNP
stanford-ai-2021	1053	66	2019	2019	CD
stanford-ai-2021	1053	67	.	.	.
stanford-ai-2021	1054	1	France	France	NNP
stanford-ai-2021	1054	2	•	•	NNP
stanford-ai-2021	1054	3	AI	AI	NNP
stanford-ai-2021	1054	4	Strategy	strategy	NN
stanford-ai-2021	1054	5	:	:	:
stanford-ai-2021	1054	6	AI	ai	NN
stanford-ai-2021	1054	7	for	for	IN
stanford-ai-2021	1054	8	Humanity	humanity	NN
stanford-ai-2021	1054	9	:	:	:
stanford-ai-2021	1054	10	French	French	NNP
stanford-ai-2021	1054	11	Strategy	Strategy	NNP
stanford-ai-2021	1054	12	for	for	IN
stanford-ai-2021	1054	13	Artificial	Artificial	NNP
stanford-ai-2021	1054	14	Intelligence	Intelligence	NNP
stanford-ai-2021	1054	15	•	•	NNP
stanford-ai-2021	1054	16	Responsible	responsible	JJ
stanford-ai-2021	1054	17	Organizations	organization	NNS
stanford-ai-2021	1054	18	:	:	:
stanford-ai-2021	1054	19	Ministry	Ministry	NNP
stanford-ai-2021	1054	20	for	for	IN
stanford-ai-2021	1054	21	Higher	Higher	NNP
stanford-ai-2021	1054	22	Education	Education	NNP
stanford-ai-2021	1054	23	,	,	,
stanford-ai-2021	1054	24	Research	Research	NNP
stanford-ai-2021	1054	25	and	and	CC
stanford-ai-2021	1054	26	Innovation	Innovation	NNP
stanford-ai-2021	1054	27	;	;	:
stanford-ai-2021	1054	28	Ministry	Ministry	NNP
stanford-ai-2021	1054	29	of	of	IN
stanford-ai-2021	1054	30	Economy	Economy	NNP
stanford-ai-2021	1054	31	and	and	CC
stanford-ai-2021	1054	32	Finance	Finance	NNP
stanford-ai-2021	1054	33	;	;	:
stanford-ai-2021	1054	34	Directorate	Directorate	NNP
stanford-ai-2021	1054	35	General	General	NNP
stanford-ai-2021	1054	36	for	for	IN
stanford-ai-2021	1054	37	Enterprises	Enterprises	NNP
stanford-ai-2021	1054	38	;	;	:
stanford-ai-2021	1054	39	Public	Public	NNP
stanford-ai-2021	1054	40	Health	Health	NNP
stanford-ai-2021	1054	41	Ministry	Ministry	NNP
stanford-ai-2021	1054	42	;	;	:
stanford-ai-2021	1054	43	Ministry	Ministry	NNP
stanford-ai-2021	1054	44	of	of	IN
stanford-ai-2021	1054	45	the	the	DT
stanford-ai-2021	1054	46	Armed	Armed	NNP
stanford-ai-2021	1054	47	Forces	Forces	NNPS
stanford-ai-2021	1054	48	;	;	:
stanford-ai-2021	1054	49	National	National	NNP
stanford-ai-2021	1054	50	Research	Research	NNP
stanford-ai-2021	1054	51	Institute	Institute	NNP
stanford-ai-2021	1054	52	for	for	IN
stanford-ai-2021	1054	53	Digital	Digital	NNP
stanford-ai-2021	1054	54	Sciences	Sciences	NNPS
stanford-ai-2021	1054	55	;	;	:
stanford-ai-2021	1054	56	Interministerial	Interministerial	NNP
stanford-ai-2021	1054	57	Director	Director	NNP
stanford-ai-2021	1054	58	of	of	IN
stanford-ai-2021	1054	59	the	the	DT
stanford-ai-2021	1054	60	Digital	Digital	NNP
stanford-ai-2021	1054	61	Technology	Technology	NNP
stanford-ai-2021	1054	62	and	and	CC
stanford-ai-2021	1054	63	the	the	DT
stanford-ai-2021	1054	64	Information	Information	NNP
stanford-ai-2021	1054	65	and	and	CC
stanford-ai-2021	1054	66	Communication	Communication	NNP
stanford-ai-2021	1054	67	System	System	NNP
stanford-ai-2021	1054	68	•	•	NNP
stanford-ai-2021	1054	69	Highlights	highlight	NNS
stanford-ai-2021	1054	70	:	:	:
stanford-ai-2021	1054	71	The	the	DT
stanford-ai-2021	1054	72	main	main	JJ
stanford-ai-2021	1054	73	themes	theme	NNS
stanford-ai-2021	1054	74	include	include	VBP
stanford-ai-2021	1054	75	developing	develop	VBG
stanford-ai-2021	1054	76	an	an	DT
stanford-ai-2021	1054	77	aggressive	aggressive	JJ
stanford-ai-2021	1054	78	data	data	NN
stanford-ai-2021	1054	79	policy	policy	NN
stanford-ai-2021	1054	80	for	for	IN
stanford-ai-2021	1054	81	big	big	JJ
stanford-ai-2021	1054	82	data	datum	NNS
stanford-ai-2021	1054	83	;	;	:
stanford-ai-2021	1054	84	targeting	target	VBG
stanford-ai-2021	1054	85	four	four	CD
stanford-ai-2021	1054	86	strategic	strategic	JJ
stanford-ai-2021	1054	87	sectors	sector	NNS
stanford-ai-2021	1054	88	,	,	,
stanford-ai-2021	1054	89	namely	namely	RB
stanford-ai-2021	1054	90	health	health	NN
stanford-ai-2021	1054	91	care	care	NN
stanford-ai-2021	1054	92	,	,	,
stanford-ai-2021	1054	93	environment	environment	NN
stanford-ai-2021	1054	94	,	,	,
stanford-ai-2021	1054	95	transport	transport	NN
stanford-ai-2021	1054	96	,	,	,
stanford-ai-2021	1054	97	and	and	CC
stanford-ai-2021	1054	98	defense	defense	NN
stanford-ai-2021	1054	99	;	;	,
stanford-ai-2021	1054	100	boosting	boost	VBG
stanford-ai-2021	1054	101	French	french	JJ
stanford-ai-2021	1054	102	efforts	effort	NNS
stanford-ai-2021	1054	103	in	in	IN
stanford-ai-2021	1054	104	research	research	NN
stanford-ai-2021	1054	105	and	and	CC
stanford-ai-2021	1054	106	development	development	NN
stanford-ai-2021	1054	107	;	;	,
stanford-ai-2021	1054	108	planning	plan	VBG
stanford-ai-2021	1054	109	for	for	IN
stanford-ai-2021	1054	110	the	the	DT
stanford-ai-2021	1054	111	impact	impact	NN
stanford-ai-2021	1054	112	of	of	IN
stanford-ai-2021	1054	113	AI	AI	NNP
stanford-ai-2021	1054	114	on	on	IN
stanford-ai-2021	1054	115	the	the	DT
stanford-ai-2021	1054	116	workforce	workforce	NN
stanford-ai-2021	1054	117	;	;	:
stanford-ai-2021	1054	118	and	and	CC
stanford-ai-2021	1054	119	ensuring	ensure	VBG
stanford-ai-2021	1054	120	inclusivity	inclusivity	NN
stanford-ai-2021	1054	121	and	and	CC
stanford-ai-2021	1054	122	diversity	diversity	NN
stanford-ai-2021	1054	123	within	within	IN
stanford-ai-2021	1054	124	the	the	DT
stanford-ai-2021	1054	125	field	field	NN
stanford-ai-2021	1054	126	.	.	.
stanford-ai-2021	1055	1	•	•	VB
stanford-ai-2021	1055	2	Funding	funding	NN
stanford-ai-2021	1055	3	(	(	-LRB-
stanford-ai-2021	1055	4	December	December	NNP
stanford-ai-2021	1055	5	2020	2020	CD
stanford-ai-2021	1055	6	conversion	conversion	NN
stanford-ai-2021	1055	7	rate	rate	NN
stanford-ai-2021	1055	8	)	)	-RRB-
stanford-ai-2021	1055	9	:	:	:
stanford-ai-2021	1055	10	EUR	EUR	NNP
stanford-ai-2021	1055	11	1.5	1.5	CD
stanford-ai-2021	1055	12	billion	billion	CD
stanford-ai-2021	1055	13	(	(	-LRB-
stanford-ai-2021	1055	14	USD	usd	NN
stanford-ai-2021	1055	15	1.8	1.8	CD
stanford-ai-2021	1055	16	billion	billion	CD
stanford-ai-2021	1055	17	)	)	-RRB-
stanford-ai-2021	1055	18	up	up	IN
stanford-ai-2021	1055	19	to	to	IN
stanford-ai-2021	1055	20	2022	2022	CD
stanford-ai-2021	1055	21	•	•	NNP
stanford-ai-2021	1055	22	Recent	recent	JJ
stanford-ai-2021	1055	23	Updates	Updates	NNPS
stanford-ai-2021	1055	24	:	:	:
stanford-ai-2021	1055	25	The	the	DT
stanford-ai-2021	1055	26	French	French	NNP
stanford-ai-2021	1055	27	National	National	NNP
stanford-ai-2021	1055	28	Research	Research	NNP
stanford-ai-2021	1055	29	Institute	Institute	NNP
stanford-ai-2021	1055	30	for	for	IN
stanford-ai-2021	1055	31	Digital	Digital	NNP
stanford-ai-2021	1055	32	Sciences	Sciences	NNPS
stanford-ai-2021	1055	33	(	(	-LRB-
stanford-ai-2021	1055	34	Inria	Inria	NNP
stanford-ai-2021	1055	35	)	)	-RRB-
stanford-ai-2021	1055	36	has	have	VBZ
stanford-ai-2021	1055	37	committed	commit	VBN
stanford-ai-2021	1055	38	to	to	IN
stanford-ai-2021	1055	39	playing	play	VBG
stanford-ai-2021	1055	40	a	a	DT
stanford-ai-2021	1055	41	central	central	JJ
stanford-ai-2021	1055	42	role	role	NN
stanford-ai-2021	1055	43	in	in	IN
stanford-ai-2021	1055	44	coordinating	coordinate	VBG
stanford-ai-2021	1055	45	the	the	DT
stanford-ai-2021	1055	46	national	national	JJ
stanford-ai-2021	1055	47	AI	AI	NNP
stanford-ai-2021	1055	48	strategy	strategy	NN
stanford-ai-2021	1055	49	and	and	CC
stanford-ai-2021	1055	50	will	will	MD
stanford-ai-2021	1055	51	report	report	VB
stanford-ai-2021	1055	52	annually	annually	RB
stanford-ai-2021	1055	53	on	on	IN
stanford-ai-2021	1055	54	its	-PRON-	PRP$
stanford-ai-2021	1055	55	progress	progress	NN
stanford-ai-2021	1055	56	.	.	.
stanford-ai-2021	1056	1	Germany	Germany	NNP
stanford-ai-2021	1056	2	•	•	NNP
stanford-ai-2021	1056	3	AI	AI	NNP
stanford-ai-2021	1056	4	Strategy	strategy	NN
stanford-ai-2021	1056	5	:	:	:
stanford-ai-2021	1056	6	AI	AI	NNP
stanford-ai-2021	1056	7	Made	make	VBN
stanford-ai-2021	1056	8	in	in	IN
stanford-ai-2021	1056	9	Germany	Germany	NNP
stanford-ai-2021	1056	10	•	•	NNP
stanford-ai-2021	1056	11	Responsible	responsible	JJ
stanford-ai-2021	1056	12	Organizations	Organizations	NNP
stanford-ai-2021	1056	13	:	:	:
stanford-ai-2021	1056	14	Federal	Federal	NNP
stanford-ai-2021	1056	15	Ministry	Ministry	NNP
stanford-ai-2021	1056	16	of	of	IN
stanford-ai-2021	1056	17	Education	Education	NNP
stanford-ai-2021	1056	18	and	and	CC
stanford-ai-2021	1056	19	Research	Research	NNP
stanford-ai-2021	1056	20	;	;	:
stanford-ai-2021	1056	21	Federal	Federal	NNP
stanford-ai-2021	1056	22	Ministry	Ministry	NNP
stanford-ai-2021	1056	23	for	for	IN
stanford-ai-2021	1056	24	Economic	Economic	NNP
stanford-ai-2021	1056	25	Affairs	Affairs	NNPS
stanford-ai-2021	1056	26	and	and	CC
stanford-ai-2021	1056	27	Energy	Energy	NNP
stanford-ai-2021	1056	28	;	;	:
stanford-ai-2021	1056	29	Federal	Federal	NNP
stanford-ai-2021	1056	30	Ministry	Ministry	NNP
stanford-ai-2021	1056	31	of	of	IN
stanford-ai-2021	1056	32	Labour	Labour	NNP
stanford-ai-2021	1056	33	and	and	CC
stanford-ai-2021	1056	34	Social	Social	NNP
stanford-ai-2021	1056	35	Affairs	Affairs	NNPS
stanford-ai-2021	1056	36	•	•	NNP
stanford-ai-2021	1056	37	Highlights	highlight	NNS
stanford-ai-2021	1056	38	:	:	:
stanford-ai-2021	1056	39	The	the	DT
stanford-ai-2021	1056	40	focus	focus	NN
stanford-ai-2021	1056	41	of	of	IN
stanford-ai-2021	1056	42	the	the	DT
stanford-ai-2021	1056	43	strategy	strategy	NN
stanford-ai-2021	1056	44	is	be	VBZ
stanford-ai-2021	1056	45	on	on	IN
stanford-ai-2021	1056	46	cementing	cement	VBG
stanford-ai-2021	1056	47	Germany	Germany	NNP
stanford-ai-2021	1056	48	as	as	IN
stanford-ai-2021	1056	49	a	a	DT
stanford-ai-2021	1056	50	research	research	NN
stanford-ai-2021	1056	51	powerhouse	powerhouse	NN
stanford-ai-2021	1056	52	and	and	CC
stanford-ai-2021	1056	53	strengthening	strengthen	VBG
stanford-ai-2021	1056	54	the	the	DT
stanford-ai-2021	1056	55	value	value	NN
stanford-ai-2021	1056	56	of	of	IN
stanford-ai-2021	1056	57	its	-PRON-	PRP$
stanford-ai-2021	1056	58	industries	industry	NNS
stanford-ai-2021	1056	59	.	.	.
stanford-ai-2021	1057	1	There	there	EX
stanford-ai-2021	1057	2	is	be	VBZ
stanford-ai-2021	1057	3	also	also	RB
stanford-ai-2021	1057	4	an	an	DT
stanford-ai-2021	1057	5	emphasis	emphasis	NN
stanford-ai-2021	1057	6	on	on	IN
stanford-ai-2021	1057	7	the	the	DT
stanford-ai-2021	1057	8	public	public	JJ
stanford-ai-2021	1057	9	interest	interest	NN
stanford-ai-2021	1057	10	and	and	CC
stanford-ai-2021	1057	11	working	work	VBG
stanford-ai-2021	1057	12	to	to	TO
stanford-ai-2021	1057	13	better	better	VB
stanford-ai-2021	1057	14	the	the	DT
stanford-ai-2021	1057	15	lives	life	NNS
stanford-ai-2021	1057	16	of	of	IN
stanford-ai-2021	1057	17	people	people	NNS
stanford-ai-2021	1057	18	and	and	CC
stanford-ai-2021	1057	19	the	the	DT
stanford-ai-2021	1057	20	environment	environment	NN
stanford-ai-2021	1057	21	.	.	.
stanford-ai-2021	1058	1	•	•	VB
stanford-ai-2021	1058	2	Funding	funding	NN
stanford-ai-2021	1058	3	(	(	-LRB-
stanford-ai-2021	1058	4	December	December	NNP
stanford-ai-2021	1058	5	2020	2020	CD
stanford-ai-2021	1058	6	conversion	conversion	NN
stanford-ai-2021	1058	7	rate	rate	NN
stanford-ai-2021	1058	8	)	)	-RRB-
stanford-ai-2021	1058	9	:	:	:
stanford-ai-2021	1058	10	EUR	EUR	NNP
stanford-ai-2021	1058	11	500	500	CD
stanford-ai-2021	1058	12	million	million	CD
stanford-ai-2021	1058	13	(	(	-LRB-
stanford-ai-2021	1058	14	USD	usd	NN
stanford-ai-2021	1058	15	608	608	CD
stanford-ai-2021	1058	16	million	million	CD
stanford-ai-2021	1058	17	)	)	-RRB-
stanford-ai-2021	1058	18	in	in	IN
stanford-ai-2021	1058	19	the	the	DT
stanford-ai-2021	1058	20	2019	2019	CD
stanford-ai-2021	1058	21	budget	budget	NN
stanford-ai-2021	1058	22	and	and	CC
stanford-ai-2021	1058	23	EUR	EUR	NNP
stanford-ai-2021	1058	24	3	3	CD
stanford-ai-2021	1058	25	billion	billion	CD
stanford-ai-2021	1058	26	(	(	-LRB-
stanford-ai-2021	1058	27	USD	usd	NN
stanford-ai-2021	1058	28	3.6	3.6	CD
stanford-ai-2021	1058	29	billion	billion	CD
stanford-ai-2021	1058	30	)	)	-RRB-
stanford-ai-2021	1058	31	for	for	IN
stanford-ai-2021	1058	32	the	the	DT
stanford-ai-2021	1058	33	implementation	implementation	NN
stanford-ai-2021	1058	34	up	up	IN
stanford-ai-2021	1058	35	to	to	IN
stanford-ai-2021	1058	36	2025	2025	CD
stanford-ai-2021	1058	37	•	•	NNP
stanford-ai-2021	1058	38	Recent	recent	JJ
stanford-ai-2021	1058	39	Updates	Updates	NNPS
stanford-ai-2021	1058	40	:	:	:
stanford-ai-2021	1058	41	In	in	IN
stanford-ai-2021	1058	42	November	November	NNP
stanford-ai-2021	1058	43	2019	2019	CD
stanford-ai-2021	1058	44	,	,	,
stanford-ai-2021	1058	45	the	the	DT
stanford-ai-2021	1058	46	government	government	NN
stanford-ai-2021	1058	47	published	publish	VBD
stanford-ai-2021	1058	48	an	an	DT
stanford-ai-2021	1058	49	interim	interim	JJ
stanford-ai-2021	1058	50	progress	progress	NN
stanford-ai-2021	1058	51	report	report	NN
stanford-ai-2021	1058	52	on	on	IN
stanford-ai-2021	1058	53	the	the	DT
stanford-ai-2021	1058	54	Germany	Germany	NNP
stanford-ai-2021	1058	55	AI	AI	NNP
stanford-ai-2021	1058	56	strategy	strategy	NN
stanford-ai-2021	1058	57	.	.	.
stanford-ai-2021	1059	1	7.1	7.1	CD
stanford-ai-2021	1059	2	N	n	NN
stanford-ai-2021	1059	3	AT	at	IN
stanford-ai-2021	1059	4	I	i	NN
stanford-ai-2021	1059	5	O	o	NN
stanford-ai-2021	1059	6	N	n	NN
stanford-ai-2021	1059	7	A	a	NN
stanford-ai-2021	1059	8	L	l	NN
stanford-ai-2021	1059	9	A	a	NN
stanford-ai-2021	1059	10	N	n	NN
stanford-ai-2021	1059	11	D	d	NN
stanford-ai-2021	1059	12	R	r	NN
stanford-ai-2021	1059	13	E	e	NN
stanford-ai-2021	1059	14	G	g	NN
stanford-ai-2021	1059	15	I	i	NN
stanford-ai-2021	1059	16	O	o	NN
stanford-ai-2021	1059	17	N	n	NN
stanford-ai-2021	1059	18	A	a	NN
stanford-ai-2021	1059	19	L	l	NN
stanford-ai-2021	1059	20	A	a	NN
stanford-ai-2021	1059	21	I	i	NN
stanford-ai-2021	1059	22	S	s	NN
stanford-ai-2021	1059	23	T	t	NN
stanford-ai-2021	1059	24	R	r	NN
stanford-ai-2021	1059	25	AT	at	NN
stanford-ai-2021	1059	26	E	e	NN
stanford-ai-2021	1059	27	G	g	NN
stanford-ai-2021	1059	28	I	i	NN
stanford-ai-2021	1059	29	E	e	NN
stanford-ai-2021	1059	30	S	s	NN
stanford-ai-2021	1059	31	C	c	NN
stanford-ai-2021	1059	32	H	h	NN
stanford-ai-2021	1059	33	A	a	NN
stanford-ai-2021	1059	34	P	p	NN
stanford-ai-2021	1059	35	T	t	NN
stanford-ai-2021	1059	36	E	e	NN
stanford-ai-2021	1059	37	R	r	NN
stanford-ai-2021	1059	38	7	7	CD
stanford-ai-2021	1059	39	:	:	:
stanford-ai-2021	1059	40	A	a	DT
stanford-ai-2021	1059	41	I	i	NN
stanford-ai-2021	1059	42	P	p	NN
stanford-ai-2021	1059	43	O	o	NN
stanford-ai-2021	1059	44	L	l	NN
stanford-ai-2021	1059	45	I	i	NN
stanford-ai-2021	1059	46	C	c	NN
stanford-ai-2021	1059	47	Y	Y	NNP
stanford-ai-2021	1059	48	A	a	NN
stanford-ai-2021	1059	49	N	n	NN
stanford-ai-2021	1059	50	D	d	NN
stanford-ai-2021	1059	51	N	n	NN
stanford-ai-2021	1059	52	AT	at	IN
stanford-ai-2021	1059	53	I	i	NN
stanford-ai-2021	1059	54	O	o	NN
stanford-ai-2021	1059	55	N	n	NN
stanford-ai-2021	1059	56	A	a	NN
stanford-ai-2021	1059	57	L	l	NN
stanford-ai-2021	1059	58	S	s	NN
stanford-ai-2021	1059	59	T	t	NN
stanford-ai-2021	1059	60	R	r	NN
stanford-ai-2021	1059	61	AT	at	NN
stanford-ai-2021	1059	62	E	e	NN
stanford-ai-2021	1059	63	G	g	NN
stanford-ai-2021	1059	64	I	i	NN
stanford-ai-2021	1059	65	E	e	NN
stanford-ai-2021	1059	66	S	s	NN
stanford-ai-2021	1059	67	https://ec.europa.eu/knowledge4policy/publication/coordinated-plan-artificial-intelligence-com2018-795-final_en#:~:text=This%20plan%20proposes%20joint%20actions,fostering%20talent%20and%20ensuring%20trust	https://ec.europa.eu/knowledge4policy/publication/coordinated-plan-artificial-intelligence-com2018-795-final_en#:~:text=this%20plan%20proposes%20joint%20actions,fostering%20talent%20and%20ensuring%20trust	NN
stanford-ai-2021	1059	68	.	.	.
stanford-ai-2021	1060	1	https://ec.europa.eu/futurium/en/ai-alliance-consultation/guidelines#Top	https://ec.europa.eu/futurium/en/ai-alliance-consultation/guidelines#Top	NNP
stanford-ai-2021	1060	2	https://www.aiforhumanity.fr/en/	https://www.aiforhumanity.fr/en/	NNP
stanford-ai-2021	1060	3	https://www.aiforhumanity.fr/en/	https://www.aiforhumanity.fr/en/	FW
stanford-ai-2021	1060	4	https://www.ki-strategie-deutschland.de/home.html?file=files/downloads/Nationale_KI-Strategie_engl.pdf	https://www.ki-strategie-deutschland.de/home.html?file=files/downloads/Nationale_KI-Strategie_engl.pdf	NNP
stanford-ai-2021	1060	5	TA	TA	NNP
stanford-ai-2021	1060	6	B	B	NNP
stanford-ai-2021	1060	7	L	l	NN
stanford-ai-2021	1060	8	E	e	NN
stanford-ai-2021	1060	9	O	o	NN
stanford-ai-2021	1060	10	F	f	NN
stanford-ai-2021	1060	11	C	c	NN
stanford-ai-2021	1060	12	O	o	NN
stanford-ai-2021	1060	13	N	n	NN
stanford-ai-2021	1060	14	T	t	NN
stanford-ai-2021	1060	15	E	e	NN
stanford-ai-2021	1060	16	N	n	NN
stanford-ai-2021	1060	17	T	t	NN
stanford-ai-2021	1060	18	S	s	NN
stanford-ai-2021	1060	19	1	1	CD
stanford-ai-2021	1060	20	5	5	CD
stanford-ai-2021	1060	21	8C	8c	CD
stanford-ai-2021	1060	22	H	h	NN
stanford-ai-2021	1060	23	A	a	NN
stanford-ai-2021	1060	24	P	p	NN
stanford-ai-2021	1060	25	T	t	NN
stanford-ai-2021	1060	26	E	e	NN
stanford-ai-2021	1060	27	R	r	NN
stanford-ai-2021	1060	28	7	7	CD
stanford-ai-2021	1060	29	P	p	NN
stanford-ai-2021	1060	30	R	r	NN
stanford-ai-2021	1060	31	E	e	NN
stanford-ai-2021	1060	32	V	v	NN
stanford-ai-2021	1060	33	I	i	NN
stanford-ai-2021	1060	34	E	e	NN
stanford-ai-2021	1060	35	W	W	NNP
stanford-ai-2021	1060	36	Artificial	Artificial	NNP
stanford-ai-2021	1060	37	Intelligence	Intelligence	NNP
stanford-ai-2021	1060	38	Index	Index	NNP
stanford-ai-2021	1060	39	Report	Report	NNP
stanford-ai-2021	1060	40	2021	2021	CD
stanford-ai-2021	1060	41	2018	2018	CD
stanford-ai-2021	1060	42	(	(	-LRB-
stanford-ai-2021	1060	43	continued	continue	VBN
stanford-ai-2021	1060	44	)	)	-RRB-
stanford-ai-2021	1060	45	India	India	NNP
stanford-ai-2021	1060	46	•	•	NNP
stanford-ai-2021	1060	47	AI	AI	NNP
stanford-ai-2021	1060	48	Strategy	Strategy	NNP
stanford-ai-2021	1060	49	:	:	:
stanford-ai-2021	1060	50	National	National	NNP
stanford-ai-2021	1060	51	Strategy	Strategy	NNP
stanford-ai-2021	1060	52	on	on	IN
stanford-ai-2021	1060	53	Artificial	Artificial	NNP
stanford-ai-2021	1060	54	Intelligence	Intelligence	NNP
stanford-ai-2021	1060	55	:	:	:
stanford-ai-2021	1060	56	#	#	$
stanford-ai-2021	1060	57	AIforAll	AIforAll	NNP
stanford-ai-2021	1060	58	•	•	NNP
stanford-ai-2021	1060	59	Responsible	responsible	JJ
stanford-ai-2021	1060	60	Organization	Organization	NNP
stanford-ai-2021	1060	61	:	:	:
stanford-ai-2021	1060	62	National	National	NNP
stanford-ai-2021	1060	63	Institution	Institution	NNP
stanford-ai-2021	1060	64	for	for	IN
stanford-ai-2021	1060	65	Transforming	Transforming	NNP
stanford-ai-2021	1060	66	India	India	NNP
stanford-ai-2021	1060	67	(	(	-LRB-
stanford-ai-2021	1060	68	NITI	NITI	NNP
stanford-ai-2021	1060	69	Ayog	Ayog	NNP
stanford-ai-2021	1060	70	)	)	-RRB-
stanford-ai-2021	1060	71	•	•	NNP
stanford-ai-2021	1060	72	Highlights	highlight	NNS
stanford-ai-2021	1060	73	:	:	:
stanford-ai-2021	1060	74	The	the	DT
stanford-ai-2021	1060	75	Indian	indian	JJ
stanford-ai-2021	1060	76	strategy	strategy	NN
stanford-ai-2021	1060	77	focuses	focus	VBZ
stanford-ai-2021	1060	78	on	on	IN
stanford-ai-2021	1060	79	both	both	CC
stanford-ai-2021	1060	80	economic	economic	JJ
stanford-ai-2021	1060	81	growth	growth	NN
stanford-ai-2021	1060	82	and	and	CC
stanford-ai-2021	1060	83	ways	way	NNS
stanford-ai-2021	1060	84	to	to	TO
stanford-ai-2021	1060	85	leverage	leverage	VB
stanford-ai-2021	1060	86	AI	AI	NNP
stanford-ai-2021	1060	87	to	to	TO
stanford-ai-2021	1060	88	increase	increase	VB
stanford-ai-2021	1060	89	social	social	JJ
stanford-ai-2021	1060	90	inclusion	inclusion	NN
stanford-ai-2021	1060	91	,	,	,
stanford-ai-2021	1060	92	while	while	IN
stanford-ai-2021	1060	93	also	also	RB
stanford-ai-2021	1060	94	promoting	promote	VBG
stanford-ai-2021	1060	95	research	research	NN
stanford-ai-2021	1060	96	to	to	TO
stanford-ai-2021	1060	97	address	address	VB
stanford-ai-2021	1060	98	important	important	JJ
stanford-ai-2021	1060	99	issues	issue	NNS
stanford-ai-2021	1060	100	such	such	JJ
stanford-ai-2021	1060	101	as	as	IN
stanford-ai-2021	1060	102	ethics	ethic	NNS
stanford-ai-2021	1060	103	,	,	,
stanford-ai-2021	1060	104	bias	bias	NN
stanford-ai-2021	1060	105	,	,	,
stanford-ai-2021	1060	106	and	and	CC
stanford-ai-2021	1060	107	privacy	privacy	NN
stanford-ai-2021	1060	108	related	relate	VBN
stanford-ai-2021	1060	109	to	to	IN
stanford-ai-2021	1060	110	AI	AI	NNP
stanford-ai-2021	1060	111	.	.	.
stanford-ai-2021	1061	1	The	the	DT
stanford-ai-2021	1061	2	strategy	strategy	NN
stanford-ai-2021	1061	3	emphasizes	emphasize	VBZ
stanford-ai-2021	1061	4	sectors	sector	NNS
stanford-ai-2021	1061	5	such	such	JJ
stanford-ai-2021	1061	6	as	as	IN
stanford-ai-2021	1061	7	agriculture	agriculture	NN
stanford-ai-2021	1061	8	,	,	,
stanford-ai-2021	1061	9	health	health	NN
stanford-ai-2021	1061	10	,	,	,
stanford-ai-2021	1061	11	and	and	CC
stanford-ai-2021	1061	12	education	education	NN
stanford-ai-2021	1061	13	,	,	,
stanford-ai-2021	1061	14	where	where	WRB
stanford-ai-2021	1061	15	public	public	JJ
stanford-ai-2021	1061	16	investment	investment	NN
stanford-ai-2021	1061	17	and	and	CC
stanford-ai-2021	1061	18	government	government	NN
stanford-ai-2021	1061	19	initiative	initiative	NN
stanford-ai-2021	1061	20	are	be	VBP
stanford-ai-2021	1061	21	necessary	necessary	JJ
stanford-ai-2021	1061	22	.	.	.
stanford-ai-2021	1062	1	•	•	VB
stanford-ai-2021	1062	2	Funding	funding	NN
stanford-ai-2021	1062	3	(	(	-LRB-
stanford-ai-2021	1062	4	December	December	NNP
stanford-ai-2021	1062	5	2020	2020	CD
stanford-ai-2021	1062	6	conversion	conversion	NN
stanford-ai-2021	1062	7	rate	rate	NN
stanford-ai-2021	1062	8	)	)	-RRB-
stanford-ai-2021	1062	9	:	:	:
stanford-ai-2021	1062	10	INR	INR	NNP
stanford-ai-2021	1062	11	7000	7000	CD
stanford-ai-2021	1062	12	crore	crore	NN
stanford-ai-2021	1062	13	(	(	-LRB-
stanford-ai-2021	1062	14	USD	usd	NN
stanford-ai-2021	1062	15	949	949	CD
stanford-ai-2021	1062	16	million	million	CD
stanford-ai-2021	1062	17	)	)	-RRB-
stanford-ai-2021	1062	18	•	•	VBP
stanford-ai-2021	1062	19	Recent	recent	JJ
stanford-ai-2021	1062	20	Updates	update	NNS
stanford-ai-2021	1062	21	:	:	:
stanford-ai-2021	1062	22	In	in	IN
stanford-ai-2021	1062	23	2019	2019	CD
stanford-ai-2021	1062	24	,	,	,
stanford-ai-2021	1062	25	the	the	DT
stanford-ai-2021	1062	26	Ministry	Ministry	NNP
stanford-ai-2021	1062	27	of	of	IN
stanford-ai-2021	1062	28	Electronics	Electronics	NNPS
stanford-ai-2021	1062	29	and	and	CC
stanford-ai-2021	1062	30	Information	Information	NNP
stanford-ai-2021	1062	31	Technology	Technology	NNP
stanford-ai-2021	1062	32	released	release	VBD
stanford-ai-2021	1062	33	its	-PRON-	PRP$
stanford-ai-2021	1062	34	own	own	JJ
stanford-ai-2021	1062	35	proposal	proposal	NN
stanford-ai-2021	1062	36	to	to	TO
stanford-ai-2021	1062	37	set	set	VB
stanford-ai-2021	1062	38	up	up	RP
stanford-ai-2021	1062	39	a	a	DT
stanford-ai-2021	1062	40	national	national	JJ
stanford-ai-2021	1062	41	AI	ai	NN
stanford-ai-2021	1062	42	program	program	NN
stanford-ai-2021	1062	43	with	with	IN
stanford-ai-2021	1062	44	an	an	DT
stanford-ai-2021	1062	45	allocated	allocate	VBN
stanford-ai-2021	1062	46	INR	INR	NNP
stanford-ai-2021	1062	47	400	400	CD
stanford-ai-2021	1062	48	crore	crore	CD
stanford-ai-2021	1062	49	(	(	-LRB-
stanford-ai-2021	1062	50	USD	usd	NN
stanford-ai-2021	1062	51	54	54	CD
stanford-ai-2021	1062	52	million	million	CD
stanford-ai-2021	1062	53	)	)	-RRB-
stanford-ai-2021	1062	54	.	.	.
stanford-ai-2021	1063	1	The	the	DT
stanford-ai-2021	1063	2	Indian	indian	JJ
stanford-ai-2021	1063	3	government	government	NN
stanford-ai-2021	1063	4	formed	form	VBD
stanford-ai-2021	1063	5	a	a	DT
stanford-ai-2021	1063	6	committee	committee	NN
stanford-ai-2021	1063	7	in	in	IN
stanford-ai-2021	1063	8	late	late	JJ
stanford-ai-2021	1063	9	2019	2019	CD
stanford-ai-2021	1063	10	to	to	TO
stanford-ai-2021	1063	11	push	push	VB
stanford-ai-2021	1063	12	for	for	IN
stanford-ai-2021	1063	13	an	an	DT
stanford-ai-2021	1063	14	organized	organized	JJ
stanford-ai-2021	1063	15	AI	AI	NNP
stanford-ai-2021	1063	16	policy	policy	NN
stanford-ai-2021	1063	17	and	and	CC
stanford-ai-2021	1063	18	establish	establish	VB
stanford-ai-2021	1063	19	the	the	DT
stanford-ai-2021	1063	20	precise	precise	JJ
stanford-ai-2021	1063	21	functions	function	NNS
stanford-ai-2021	1063	22	of	of	IN
stanford-ai-2021	1063	23	government	government	NN
stanford-ai-2021	1063	24	agencies	agency	NNS
stanford-ai-2021	1063	25	to	to	IN
stanford-ai-2021	1063	26	further	further	VB
stanford-ai-2021	1063	27	India	India	NNP
stanford-ai-2021	1063	28	’s	’s	POS
stanford-ai-2021	1063	29	AI	AI	NNP
stanford-ai-2021	1063	30	mission	mission	NN
stanford-ai-2021	1063	31	.	.	.
stanford-ai-2021	1064	1	Mexico	Mexico	NNP
stanford-ai-2021	1064	2	•	•	NNP
stanford-ai-2021	1064	3	AI	AI	NNP
stanford-ai-2021	1064	4	Strategy	strategy	NN
stanford-ai-2021	1064	5	:	:	:
stanford-ai-2021	1064	6	Artificial	Artificial	NNP
stanford-ai-2021	1064	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1064	8	Agenda	Agenda	NNP
stanford-ai-2021	1064	9	MX	MX	NNP
stanford-ai-2021	1064	10	(	(	-LRB-
stanford-ai-2021	1064	11	2019	2019	CD
stanford-ai-2021	1064	12	agenda	agenda	NN
stanford-ai-2021	1064	13	-	-	HYPH
stanford-ai-2021	1064	14	in	in	IN
stanford-ai-2021	1064	15	-	-	HYPH
stanford-ai-2021	1064	16	brief	brief	NN
stanford-ai-2021	1064	17	version	version	NN
stanford-ai-2021	1064	18	)	)	-RRB-
stanford-ai-2021	1064	19	•	•	NNP
stanford-ai-2021	1064	20	Responsible	Responsible	NNP
stanford-ai-2021	1064	21	Organization	organization	NN
stanford-ai-2021	1064	22	:	:	:
stanford-ai-2021	1064	23	IA2030Mx	ia2030mx	LS
stanford-ai-2021	1064	24	,	,	,
stanford-ai-2021	1064	25	Economía	Economía	NNP
stanford-ai-2021	1064	26	•	•	NNP
stanford-ai-2021	1064	27	Highlights	highlight	NNS
stanford-ai-2021	1064	28	:	:	:
stanford-ai-2021	1064	29	As	as	IN
stanford-ai-2021	1064	30	Latin	Latin	NNP
stanford-ai-2021	1064	31	America	America	NNP
stanford-ai-2021	1064	32	’s	’s	POS
stanford-ai-2021	1064	33	first	first	JJ
stanford-ai-2021	1064	34	strategy	strategy	NN
stanford-ai-2021	1064	35	,	,	,
stanford-ai-2021	1064	36	the	the	DT
stanford-ai-2021	1064	37	Mexican	mexican	JJ
stanford-ai-2021	1064	38	strategy	strategy	NN
stanford-ai-2021	1064	39	focuses	focus	VBZ
stanford-ai-2021	1064	40	on	on	IN
stanford-ai-2021	1064	41	developing	develop	VBG
stanford-ai-2021	1064	42	a	a	DT
stanford-ai-2021	1064	43	strong	strong	JJ
stanford-ai-2021	1064	44	governance	governance	NN
stanford-ai-2021	1064	45	framework	framework	NN
stanford-ai-2021	1064	46	,	,	,
stanford-ai-2021	1064	47	mapping	map	VBG
stanford-ai-2021	1064	48	the	the	DT
stanford-ai-2021	1064	49	needs	need	NNS
stanford-ai-2021	1064	50	of	of	IN
stanford-ai-2021	1064	51	AI	AI	NNP
stanford-ai-2021	1064	52	in	in	IN
stanford-ai-2021	1064	53	various	various	JJ
stanford-ai-2021	1064	54	industries	industry	NNS
stanford-ai-2021	1064	55	,	,	,
stanford-ai-2021	1064	56	and	and	CC
stanford-ai-2021	1064	57	identifying	identify	VBG
stanford-ai-2021	1064	58	governmental	governmental	JJ
stanford-ai-2021	1064	59	best	good	JJS
stanford-ai-2021	1064	60	practices	practice	NNS
stanford-ai-2021	1064	61	with	with	IN
stanford-ai-2021	1064	62	an	an	DT
stanford-ai-2021	1064	63	emphasis	emphasis	NN
stanford-ai-2021	1064	64	on	on	IN
stanford-ai-2021	1064	65	developing	develop	VBG
stanford-ai-2021	1064	66	Mexico	Mexico	NNP
stanford-ai-2021	1064	67	’s	’s	POS
stanford-ai-2021	1064	68	AI	AI	NNP
stanford-ai-2021	1064	69	leadership	leadership	NN
stanford-ai-2021	1064	70	.	.	.
stanford-ai-2021	1065	1	•	•	VB
stanford-ai-2021	1065	2	Funding	funding	NN
stanford-ai-2021	1065	3	:	:	:
stanford-ai-2021	1065	4	N	n	NN
stanford-ai-2021	1065	5	/	/	SYM
stanford-ai-2021	1065	6	A	a	NN
stanford-ai-2021	1065	7	•	•	NNP
stanford-ai-2021	1065	8	Recent	recent	JJ
stanford-ai-2021	1065	9	Updates	update	NNS
stanford-ai-2021	1065	10	:	:	:
stanford-ai-2021	1065	11	According	accord	VBG
stanford-ai-2021	1065	12	to	to	IN
stanford-ai-2021	1065	13	the	the	DT
stanford-ai-2021	1065	14	Inter	inter	JJ
stanford-ai-2021	1065	15	-	-	JJ
stanford-ai-2021	1065	16	American	American	NNP
stanford-ai-2021	1065	17	Development	Development	NNP
stanford-ai-2021	1065	18	Bank	Bank	NNP
stanford-ai-2021	1065	19	’s	’s	POS
stanford-ai-2021	1065	20	recent	recent	JJ
stanford-ai-2021	1065	21	fAIr	fair	PRP
stanford-ai-2021	1065	22	LAC	lac	NN
stanford-ai-2021	1065	23	report	report	NN
stanford-ai-2021	1065	24	,	,	,
stanford-ai-2021	1065	25	Mexico	Mexico	NNP
stanford-ai-2021	1065	26	is	be	VBZ
stanford-ai-2021	1065	27	in	in	IN
stanford-ai-2021	1065	28	the	the	DT
stanford-ai-2021	1065	29	process	process	NN
stanford-ai-2021	1065	30	of	of	IN
stanford-ai-2021	1065	31	establishing	establish	VBG
stanford-ai-2021	1065	32	concrete	concrete	JJ
stanford-ai-2021	1065	33	AI	AI	NNP
stanford-ai-2021	1065	34	policies	policy	NNS
stanford-ai-2021	1065	35	to	to	IN
stanford-ai-2021	1065	36	further	further	JJ
stanford-ai-2021	1065	37	implementation	implementation	NN
stanford-ai-2021	1065	38	.	.	.
stanford-ai-2021	1066	1	United	United	NNP
stanford-ai-2021	1066	2	Kingdom	Kingdom	NNP
stanford-ai-2021	1066	3	•	•	NNP
stanford-ai-2021	1066	4	AI	AI	NNP
stanford-ai-2021	1066	5	Strategy	Strategy	NNP
stanford-ai-2021	1066	6	:	:	:
stanford-ai-2021	1066	7	Industrial	Industrial	NNP
stanford-ai-2021	1066	8	Strategy	Strategy	NNP
stanford-ai-2021	1066	9	:	:	:
stanford-ai-2021	1066	10	Artificial	Artificial	NNP
stanford-ai-2021	1066	11	Intelligence	Intelligence	NNP
stanford-ai-2021	1066	12	Sector	Sector	NNP
stanford-ai-2021	1066	13	Deal	Deal	NNP
stanford-ai-2021	1066	14	•	•	NNP
stanford-ai-2021	1066	15	Responsible	responsible	JJ
stanford-ai-2021	1066	16	Organization	organization	NN
stanford-ai-2021	1066	17	:	:	:
stanford-ai-2021	1066	18	Office	office	NN
stanford-ai-2021	1066	19	for	for	IN
stanford-ai-2021	1066	20	Artificial	Artificial	NNP
stanford-ai-2021	1066	21	Intelligence	Intelligence	NNP
stanford-ai-2021	1066	22	(	(	-LRB-
stanford-ai-2021	1066	23	OAI	OAI	NNP
stanford-ai-2021	1066	24	)	)	-RRB-
stanford-ai-2021	1066	25	•	•	NN
stanford-ai-2021	1066	26	Highlights	highlight	NNS
stanford-ai-2021	1066	27	:	:	:
stanford-ai-2021	1066	28	The	the	DT
stanford-ai-2021	1066	29	U.K.	U.K.	NNP
stanford-ai-2021	1066	30	strategy	strategy	NN
stanford-ai-2021	1066	31	emphasizes	emphasize	VBZ
stanford-ai-2021	1066	32	a	a	DT
stanford-ai-2021	1066	33	strong	strong	JJ
stanford-ai-2021	1066	34	partnership	partnership	NN
stanford-ai-2021	1066	35	between	between	IN
stanford-ai-2021	1066	36	business	business	NN
stanford-ai-2021	1066	37	,	,	,
stanford-ai-2021	1066	38	academia	academia	NN
stanford-ai-2021	1066	39	,	,	,
stanford-ai-2021	1066	40	and	and	CC
stanford-ai-2021	1066	41	the	the	DT
stanford-ai-2021	1066	42	government	government	NN
stanford-ai-2021	1066	43	and	and	CC
stanford-ai-2021	1066	44	identifies	identify	VBZ
stanford-ai-2021	1066	45	five	five	CD
stanford-ai-2021	1066	46	foundations	foundation	NNS
stanford-ai-2021	1066	47	for	for	IN
stanford-ai-2021	1066	48	a	a	DT
stanford-ai-2021	1066	49	successful	successful	JJ
stanford-ai-2021	1066	50	industrial	industrial	JJ
stanford-ai-2021	1066	51	strategy	strategy	NN
stanford-ai-2021	1066	52	:	:	:
stanford-ai-2021	1066	53	becoming	become	VBG
stanford-ai-2021	1066	54	the	the	DT
stanford-ai-2021	1066	55	world	world	NN
stanford-ai-2021	1066	56	’s	’s	POS
stanford-ai-2021	1066	57	most	most	RBS
stanford-ai-2021	1066	58	innovative	innovative	JJ
stanford-ai-2021	1066	59	economy	economy	NN
stanford-ai-2021	1066	60	,	,	,
stanford-ai-2021	1066	61	creating	create	VBG
stanford-ai-2021	1066	62	jobs	job	NNS
stanford-ai-2021	1066	63	and	and	CC
stanford-ai-2021	1066	64	better	well	JJR
stanford-ai-2021	1066	65	earnings	earning	NNS
stanford-ai-2021	1066	66	potential	potential	NN
stanford-ai-2021	1066	67	,	,	,
stanford-ai-2021	1066	68	infrastructure	infrastructure	NN
stanford-ai-2021	1066	69	upgrades	upgrade	NNS
stanford-ai-2021	1066	70	,	,	,
stanford-ai-2021	1066	71	favorable	favorable	JJ
stanford-ai-2021	1066	72	business	business	NN
stanford-ai-2021	1066	73	conditions	condition	NNS
stanford-ai-2021	1066	74	,	,	,
stanford-ai-2021	1066	75	and	and	CC
stanford-ai-2021	1066	76	building	build	VBG
stanford-ai-2021	1066	77	prosperous	prosperous	JJ
stanford-ai-2021	1066	78	communities	community	NNS
stanford-ai-2021	1066	79	throughout	throughout	IN
stanford-ai-2021	1066	80	the	the	DT
stanford-ai-2021	1066	81	country	country	NN
stanford-ai-2021	1066	82	.	.	.
stanford-ai-2021	1067	1	•	•	VB
stanford-ai-2021	1067	2	Funding	funding	NN
stanford-ai-2021	1067	3	(	(	-LRB-
stanford-ai-2021	1067	4	December	December	NNP
stanford-ai-2021	1067	5	2020	2020	CD
stanford-ai-2021	1067	6	conversion	conversion	NN
stanford-ai-2021	1067	7	rate	rate	NN
stanford-ai-2021	1067	8	)	)	-RRB-
stanford-ai-2021	1067	9	:	:	:
stanford-ai-2021	1067	10	GBP	GBP	NNP
stanford-ai-2021	1067	11	950	950	CD
stanford-ai-2021	1067	12	million	million	CD
stanford-ai-2021	1067	13	(	(	-LRB-
stanford-ai-2021	1067	14	USD	usd	$
stanford-ai-2021	1067	15	1.3	1.3	CD
stanford-ai-2021	1067	16	billion	billion	CD
stanford-ai-2021	1067	17	)	)	-RRB-
stanford-ai-2021	1067	18	•	•	VBP
stanford-ai-2021	1067	19	Recent	recent	JJ
stanford-ai-2021	1067	20	Updates	update	NNS
stanford-ai-2021	1067	21	:	:	:
stanford-ai-2021	1067	22	Between	between	IN
stanford-ai-2021	1067	23	2017	2017	CD
stanford-ai-2021	1067	24	and	and	CC
stanford-ai-2021	1067	25	2019	2019	CD
stanford-ai-2021	1067	26	,	,	,
stanford-ai-2021	1067	27	the	the	DT
stanford-ai-2021	1067	28	U.K.	U.K.	NNP
stanford-ai-2021	1067	29	’s	’s	POS
stanford-ai-2021	1067	30	Select	Select	NNP
stanford-ai-2021	1067	31	Committee	Committee	NNP
stanford-ai-2021	1067	32	on	on	IN
stanford-ai-2021	1067	33	AI	AI	NNP
stanford-ai-2021	1067	34	released	release	VBD
stanford-ai-2021	1067	35	an	an	DT
stanford-ai-2021	1067	36	annual	annual	JJ
stanford-ai-2021	1067	37	report	report	NN
stanford-ai-2021	1067	38	on	on	IN
stanford-ai-2021	1067	39	the	the	DT
stanford-ai-2021	1067	40	country	country	NN
stanford-ai-2021	1067	41	’s	’s	POS
stanford-ai-2021	1067	42	progress	progress	NN
stanford-ai-2021	1067	43	.	.	.
stanford-ai-2021	1068	1	In	in	IN
stanford-ai-2021	1068	2	November	November	NNP
stanford-ai-2021	1068	3	2020	2020	CD
stanford-ai-2021	1068	4	,	,	,
stanford-ai-2021	1068	5	the	the	DT
stanford-ai-2021	1068	6	government	government	NN
stanford-ai-2021	1068	7	announced	announce	VBD
stanford-ai-2021	1068	8	a	a	DT
stanford-ai-2021	1068	9	major	major	JJ
stanford-ai-2021	1068	10	increase	increase	NN
stanford-ai-2021	1068	11	in	in	IN
stanford-ai-2021	1068	12	defense	defense	NN
stanford-ai-2021	1068	13	spending	spending	NN
stanford-ai-2021	1068	14	of	of	IN
stanford-ai-2021	1068	15	GBP	GBP	NNP
stanford-ai-2021	1068	16	16.5	16.5	CD
stanford-ai-2021	1068	17	billion	billion	CD
stanford-ai-2021	1068	18	(	(	-LRB-
stanford-ai-2021	1068	19	USD	usd	NN
stanford-ai-2021	1068	20	21.8	21.8	CD
stanford-ai-2021	1068	21	billion	billion	CD
stanford-ai-2021	1068	22	)	)	-RRB-
stanford-ai-2021	1068	23	over	over	IN
stanford-ai-2021	1068	24	four	four	CD
stanford-ai-2021	1068	25	years	year	NNS
stanford-ai-2021	1068	26	,	,	,
stanford-ai-2021	1068	27	with	with	IN
stanford-ai-2021	1068	28	a	a	DT
stanford-ai-2021	1068	29	major	major	JJ
stanford-ai-2021	1068	30	emphasis	emphasis	NN
stanford-ai-2021	1068	31	on	on	IN
stanford-ai-2021	1068	32	AI	AI	NNP
stanford-ai-2021	1068	33	technologies	technology	NNS
stanford-ai-2021	1068	34	that	that	WDT
stanford-ai-2021	1068	35	promise	promise	VBP
stanford-ai-2021	1068	36	to	to	TO
stanford-ai-2021	1068	37	revolutionize	revolutionize	VB
stanford-ai-2021	1068	38	warfare	warfare	NN
stanford-ai-2021	1068	39	.	.	.
stanford-ai-2021	1069	1	Others	Others	NNP
stanford-ai-2021	1069	2	Sweden	Sweden	NNP
stanford-ai-2021	1069	3	:	:	:
stanford-ai-2021	1069	4	National	National	NNP
stanford-ai-2021	1069	5	Approach	Approach	NNP
stanford-ai-2021	1069	6	to	to	IN
stanford-ai-2021	1069	7	Artificial	Artificial	NNP
stanford-ai-2021	1069	8	Intelligence	Intelligence	NNP
stanford-ai-2021	1069	9	Taiwan	Taiwan	NNP
stanford-ai-2021	1069	10	:	:	:
stanford-ai-2021	1069	11	Taiwan	Taiwan	NNP
stanford-ai-2021	1069	12	AI	AI	NNP
stanford-ai-2021	1069	13	Action	Action	NNP
stanford-ai-2021	1069	14	Plan	Plan	NNP
stanford-ai-2021	1069	15	7.1	7.1	CD
stanford-ai-2021	1069	16	N	n	NN
stanford-ai-2021	1069	17	AT	at	IN
stanford-ai-2021	1069	18	I	i	NN
stanford-ai-2021	1069	19	O	o	NN
stanford-ai-2021	1069	20	N	n	NN
stanford-ai-2021	1069	21	A	a	NN
stanford-ai-2021	1069	22	L	l	NN
stanford-ai-2021	1069	23	A	a	NN
stanford-ai-2021	1069	24	N	n	NN
stanford-ai-2021	1069	25	D	d	NN
stanford-ai-2021	1069	26	R	r	NN
stanford-ai-2021	1069	27	E	e	NN
stanford-ai-2021	1069	28	G	g	NN
stanford-ai-2021	1069	29	I	i	NN
stanford-ai-2021	1069	30	O	o	NN
stanford-ai-2021	1069	31	N	n	NN
stanford-ai-2021	1069	32	A	a	NN
stanford-ai-2021	1069	33	L	l	NN
stanford-ai-2021	1069	34	A	a	NN
stanford-ai-2021	1069	35	I	i	NN
stanford-ai-2021	1069	36	S	s	NN
stanford-ai-2021	1069	37	T	t	NN
stanford-ai-2021	1069	38	R	r	NN
stanford-ai-2021	1069	39	AT	at	NN
stanford-ai-2021	1069	40	E	e	NN
stanford-ai-2021	1069	41	G	g	NN
stanford-ai-2021	1069	42	I	i	NN
stanford-ai-2021	1069	43	E	e	NN
stanford-ai-2021	1069	44	S	s	NN
stanford-ai-2021	1069	45	C	c	NN
stanford-ai-2021	1069	46	H	h	NN
stanford-ai-2021	1069	47	A	a	NN
stanford-ai-2021	1069	48	P	p	NN
stanford-ai-2021	1069	49	T	t	NN
stanford-ai-2021	1069	50	E	e	NN
stanford-ai-2021	1069	51	R	r	NN
stanford-ai-2021	1069	52	7	7	CD
stanford-ai-2021	1069	53	:	:	:
stanford-ai-2021	1069	54	A	a	DT
stanford-ai-2021	1069	55	I	i	NN
stanford-ai-2021	1069	56	P	p	NN
stanford-ai-2021	1069	57	O	o	NN
stanford-ai-2021	1069	58	L	l	NN
stanford-ai-2021	1069	59	I	i	NN
stanford-ai-2021	1069	60	C	c	NN
stanford-ai-2021	1069	61	Y	Y	NNP
stanford-ai-2021	1069	62	A	a	NN
stanford-ai-2021	1069	63	N	n	NN
stanford-ai-2021	1069	64	D	d	NN
stanford-ai-2021	1069	65	N	n	NN
stanford-ai-2021	1069	66	AT	at	IN
stanford-ai-2021	1069	67	I	i	NN
stanford-ai-2021	1069	68	O	o	NN
stanford-ai-2021	1069	69	N	n	NN
stanford-ai-2021	1069	70	A	a	NN
stanford-ai-2021	1069	71	L	l	NN
stanford-ai-2021	1069	72	S	s	NN
stanford-ai-2021	1069	73	T	t	NN
stanford-ai-2021	1069	74	R	r	NN
stanford-ai-2021	1069	75	AT	at	NN
stanford-ai-2021	1069	76	E	e	NN
stanford-ai-2021	1069	77	G	g	NN
stanford-ai-2021	1069	78	I	i	NN
stanford-ai-2021	1069	79	E	e	NN
stanford-ai-2021	1069	80	S	s	NN
stanford-ai-2021	1069	81	https://niti.gov.in/national-strategy-artificial-intelligence	https://niti.gov.in/national-strategy-artificial-intelligence	UH
stanford-ai-2021	1069	82	https://niti.gov.in/national-strategy-artificial-intelligence	https://niti.gov.in/national-strategy-artificial-intelligence	UH
stanford-ai-2021	1069	83	https://36dc704c-0d61-4da0-87fa-917581cbce16.filesusr.com/ugd/7be025_85f5cec6ea584d8a842d11ad401c0685.pdf	https://36dc704c-0d61-4da0-87fa-917581cbce16.filesusr.com/ugd/7be025_85f5cec6ea584d8a842d11ad401c0685.pdf	NNP
stanford-ai-2021	1069	84	https://www.gov.uk/government/publications/artificial-intelligence-sector-deal/ai-sector-deal	https://www.gov.uk/government/publications/artificial-intelligence-sector-deal/ai-sector-deal	NNP
stanford-ai-2021	1069	85	https://www.gov.uk/government/publications/artificial-intelligence-sector-deal/ai-sector-deal	https://www.gov.uk/government/publications/artificial-intelligence-sector-deal/ai-sector-deal	NNP
stanford-ai-2021	1069	86	https://publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	https://publications.parliament.uk/pa/ld201719/ldselect/ldai/100/100.pdf	NFP
stanford-ai-2021	1069	87	https://techcrunch.com/2020/11/19/uk-to-invest-in-ai-and-cyber-as-part-of-major-defense-spending-hike/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAIx4JatDuyEDHYgBB8AfMLeKzlL3Bz2ZnR536RVd-YFlwHgYs9bbSiKmLQq0DcA5nFGUz0oCcUg32K-EQ4VG81RaZsAPnF9URgL3_4QyjjRjpKfZVlfNUzBIeFg3NPy2jf-GcM-JuEmNS5UXMIQCsMKNSwMSC9kcUzf-_8ogVV0Q	https://techcrunch.com/2020/11/19/uk-to-invest-in-ai-and-cyber-as-part-of-major-defense-spending-hike/?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAAIx4JatDuyEDHYgBB8AfMLeKzlL3Bz2ZnR536RVd-YFlwHgYs9bbSiKmLQq0DcA5nFGUz0oCcUg32K-EQ4VG81RaZsAPnF9URgL3_4QyjjRjpKfZVlfNUzBIeFg3NPy2jf-GcM-JuEmNS5UXMIQCsMKNSwMSC9kcUzf-_8ogVV0Q	NNP
stanford-ai-2021	1069	88	https://www.government.se/4a7451/contentassets/fe2ba005fb49433587574c513a837fac/national-approach-to-artificial-intelligence.pdf	https://www.government.se/4a7451/contentassets/fe2ba005fb49433587574c513a837fac/national-approach-to-artificial-intelligence.pdf	NNPS
stanford-ai-2021	1069	89	https://ai.taiwan.gov.tw/	https://ai.taiwan.gov.tw/	VB
stanford-ai-2021	1069	90	TA	TA	NNP
stanford-ai-2021	1069	91	B	B	NNP
stanford-ai-2021	1069	92	L	l	NN
stanford-ai-2021	1069	93	E	e	NN
stanford-ai-2021	1069	94	O	o	NN
stanford-ai-2021	1069	95	F	f	NN
stanford-ai-2021	1069	96	C	c	NN
stanford-ai-2021	1069	97	O	o	NN
stanford-ai-2021	1069	98	N	n	NN
stanford-ai-2021	1069	99	T	t	NN
stanford-ai-2021	1069	100	E	e	NN
stanford-ai-2021	1069	101	N	n	NN
stanford-ai-2021	1069	102	T	t	NN
stanford-ai-2021	1069	103	S	s	NN
stanford-ai-2021	1069	104	1	1	CD
stanford-ai-2021	1069	105	5	5	CD
stanford-ai-2021	1069	106	9C	9c	NN
stanford-ai-2021	1069	107	H	h	NN
stanford-ai-2021	1069	108	A	a	NN
stanford-ai-2021	1069	109	P	p	NN
stanford-ai-2021	1069	110	T	t	NN
stanford-ai-2021	1069	111	E	e	NN
stanford-ai-2021	1069	112	R	r	NN
stanford-ai-2021	1069	113	7	7	CD
stanford-ai-2021	1069	114	P	p	NN
stanford-ai-2021	1069	115	R	r	NN
stanford-ai-2021	1069	116	E	e	NN
stanford-ai-2021	1069	117	V	v	NN
stanford-ai-2021	1069	118	I	i	NN
stanford-ai-2021	1069	119	E	e	NN
stanford-ai-2021	1069	120	W	W	NNP
stanford-ai-2021	1069	121	Artificial	Artificial	NNP
stanford-ai-2021	1069	122	Intelligence	Intelligence	NNP
stanford-ai-2021	1069	123	Index	Index	NNP
stanford-ai-2021	1069	124	Report	Report	NNP
stanford-ai-2021	1069	125	2021	2021	CD
stanford-ai-2021	1069	126	Published	Published	NNP
stanford-ai-2021	1069	127	Strategies	Strategies	NNP
stanford-ai-2021	1069	128	2019	2019	CD
stanford-ai-2021	1069	129	Estonia	Estonia	NNP
stanford-ai-2021	1069	130	•	•	NNP
stanford-ai-2021	1069	131	AI	AI	NNP
stanford-ai-2021	1069	132	Strategy	Strategy	NNP
stanford-ai-2021	1069	133	:	:	:
stanford-ai-2021	1069	134	National	National	NNP
stanford-ai-2021	1069	135	AI	AI	NNP
stanford-ai-2021	1069	136	Strategy	Strategy	NNP
stanford-ai-2021	1069	137	2019–2021	2019–2021	CD
stanford-ai-2021	1069	138	•	•	NNP
stanford-ai-2021	1069	139	Responsible	Responsible	NNP
stanford-ai-2021	1069	140	Organization	Organization	NNP
stanford-ai-2021	1069	141	:	:	:
stanford-ai-2021	1069	142	Ministry	Ministry	NNP
stanford-ai-2021	1069	143	of	of	IN
stanford-ai-2021	1069	144	Economic	Economic	NNP
stanford-ai-2021	1069	145	Affairs	Affairs	NNPS
stanford-ai-2021	1069	146	and	and	CC
stanford-ai-2021	1069	147	Communications	Communications	NNPS
stanford-ai-2021	1069	148	(	(	-LRB-
stanford-ai-2021	1069	149	MKM	MKM	NNP
stanford-ai-2021	1069	150	)	)	-RRB-
stanford-ai-2021	1069	151	•	•	NNP
stanford-ai-2021	1069	152	Highlights	highlight	NNS
stanford-ai-2021	1069	153	:	:	:
stanford-ai-2021	1069	154	The	the	DT
stanford-ai-2021	1069	155	strategy	strategy	NN
stanford-ai-2021	1069	156	emphasizes	emphasize	VBZ
stanford-ai-2021	1069	157	actions	action	NNS
stanford-ai-2021	1069	158	necessary	necessary	JJ
stanford-ai-2021	1069	159	for	for	IN
stanford-ai-2021	1069	160	both	both	CC
stanford-ai-2021	1069	161	the	the	DT
stanford-ai-2021	1069	162	public	public	JJ
stanford-ai-2021	1069	163	and	and	CC
stanford-ai-2021	1069	164	private	private	JJ
stanford-ai-2021	1069	165	sectors	sector	NNS
stanford-ai-2021	1069	166	to	to	TO
stanford-ai-2021	1069	167	take	take	VB
stanford-ai-2021	1069	168	to	to	TO
stanford-ai-2021	1069	169	increase	increase	VB
stanford-ai-2021	1069	170	investment	investment	NN
stanford-ai-2021	1069	171	in	in	IN
stanford-ai-2021	1069	172	AI	AI	NNP
stanford-ai-2021	1069	173	research	research	NN
stanford-ai-2021	1069	174	and	and	CC
stanford-ai-2021	1069	175	development	development	NN
stanford-ai-2021	1069	176	,	,	,
stanford-ai-2021	1069	177	while	while	IN
stanford-ai-2021	1069	178	also	also	RB
stanford-ai-2021	1069	179	improving	improve	VBG
stanford-ai-2021	1069	180	the	the	DT
stanford-ai-2021	1069	181	legal	legal	JJ
stanford-ai-2021	1069	182	environment	environment	NN
stanford-ai-2021	1069	183	for	for	IN
stanford-ai-2021	1069	184	AI	AI	NNP
stanford-ai-2021	1069	185	in	in	IN
stanford-ai-2021	1069	186	Estonia	Estonia	NNP
stanford-ai-2021	1069	187	.	.	.
stanford-ai-2021	1070	1	In	in	IN
stanford-ai-2021	1070	2	addition	addition	NN
stanford-ai-2021	1070	3	,	,	,
stanford-ai-2021	1070	4	it	-PRON-	PRP
stanford-ai-2021	1070	5	hammers	hammer	VBZ
stanford-ai-2021	1070	6	out	out	RP
stanford-ai-2021	1070	7	the	the	DT
stanford-ai-2021	1070	8	framework	framework	NN
stanford-ai-2021	1070	9	for	for	IN
stanford-ai-2021	1070	10	a	a	DT
stanford-ai-2021	1070	11	steering	steering	NN
stanford-ai-2021	1070	12	committee	committee	NN
stanford-ai-2021	1070	13	that	that	WDT
stanford-ai-2021	1070	14	will	will	MD
stanford-ai-2021	1070	15	oversee	oversee	VB
stanford-ai-2021	1070	16	the	the	DT
stanford-ai-2021	1070	17	implementation	implementation	NN
stanford-ai-2021	1070	18	and	and	CC
stanford-ai-2021	1070	19	monitoring	monitoring	NN
stanford-ai-2021	1070	20	of	of	IN
stanford-ai-2021	1070	21	the	the	DT
stanford-ai-2021	1070	22	strategy	strategy	NN
stanford-ai-2021	1070	23	.	.	.
stanford-ai-2021	1071	1	•	•	VB
stanford-ai-2021	1071	2	Funding	funding	NN
stanford-ai-2021	1071	3	(	(	-LRB-
stanford-ai-2021	1071	4	December	December	NNP
stanford-ai-2021	1071	5	2020	2020	CD
stanford-ai-2021	1071	6	conversion	conversion	NN
stanford-ai-2021	1071	7	rate	rate	NN
stanford-ai-2021	1071	8	)	)	-RRB-
stanford-ai-2021	1071	9	:	:	:
stanford-ai-2021	1071	10	EUR	EUR	NNP
stanford-ai-2021	1071	11	10	10	CD
stanford-ai-2021	1071	12	million	million	CD
stanford-ai-2021	1071	13	(	(	-LRB-
stanford-ai-2021	1071	14	USD	usd	NN
stanford-ai-2021	1071	15	12	12	CD
stanford-ai-2021	1071	16	million	million	CD
stanford-ai-2021	1071	17	)	)	-RRB-
stanford-ai-2021	1071	18	up	up	IN
stanford-ai-2021	1071	19	to	to	IN
stanford-ai-2021	1071	20	2021	2021	CD
stanford-ai-2021	1071	21	•	•	NNP
stanford-ai-2021	1071	22	Recent	recent	JJ
stanford-ai-2021	1071	23	Updates	Updates	NNPS
stanford-ai-2021	1071	24	:	:	:
stanford-ai-2021	1071	25	The	the	DT
stanford-ai-2021	1071	26	Estonian	estonian	JJ
stanford-ai-2021	1071	27	government	government	NN
stanford-ai-2021	1071	28	released	release	VBD
stanford-ai-2021	1071	29	an	an	DT
stanford-ai-2021	1071	30	update	update	NN
stanford-ai-2021	1071	31	on	on	IN
stanford-ai-2021	1071	32	the	the	DT
stanford-ai-2021	1071	33	AI	AI	NNP
stanford-ai-2021	1071	34	taskforce	taskforce	NN
stanford-ai-2021	1071	35	in	in	IN
stanford-ai-2021	1071	36	May	May	NNP
stanford-ai-2021	1071	37	2019	2019	CD
stanford-ai-2021	1071	38	.	.	.
stanford-ai-2021	1072	1	Russia	Russia	NNP
stanford-ai-2021	1072	2	•	•	NNP
stanford-ai-2021	1072	3	AI	AI	NNP
stanford-ai-2021	1072	4	Strategy	Strategy	NNP
stanford-ai-2021	1072	5	:	:	:
stanford-ai-2021	1072	6	National	National	NNP
stanford-ai-2021	1072	7	Strategy	Strategy	NNP
stanford-ai-2021	1072	8	for	for	IN
stanford-ai-2021	1072	9	the	the	DT
stanford-ai-2021	1072	10	Development	Development	NNP
stanford-ai-2021	1072	11	of	of	IN
stanford-ai-2021	1072	12	Artificial	Artificial	NNP
stanford-ai-2021	1072	13	Intelligence	Intelligence	NNP
stanford-ai-2021	1072	14	•	•	NNP
stanford-ai-2021	1072	15	Responsible	Responsible	NNP
stanford-ai-2021	1072	16	Organizations	organization	NNS
stanford-ai-2021	1072	17	:	:	:
stanford-ai-2021	1072	18	Ministry	Ministry	NNP
stanford-ai-2021	1072	19	of	of	IN
stanford-ai-2021	1072	20	Digital	Digital	NNP
stanford-ai-2021	1072	21	Development	Development	NNP
stanford-ai-2021	1072	22	,	,	,
stanford-ai-2021	1072	23	Communications	Communications	NNP
stanford-ai-2021	1072	24	and	and	CC
stanford-ai-2021	1072	25	Mass	Mass	NNP
stanford-ai-2021	1072	26	Media	Media	NNP
stanford-ai-2021	1072	27	;	;	:
stanford-ai-2021	1072	28	Government	Government	NNP
stanford-ai-2021	1072	29	of	of	IN
stanford-ai-2021	1072	30	the	the	DT
stanford-ai-2021	1072	31	Russian	Russian	NNP
stanford-ai-2021	1072	32	Federation	Federation	NNP
stanford-ai-2021	1072	33	•	•	NNP
stanford-ai-2021	1072	34	Highlights	Highlights	NNPS
stanford-ai-2021	1072	35	:	:	:
stanford-ai-2021	1072	36	The	the	DT
stanford-ai-2021	1072	37	Russian	russian	JJ
stanford-ai-2021	1072	38	AI	AI	NNP
stanford-ai-2021	1072	39	strategy	strategy	NN
stanford-ai-2021	1072	40	places	place	VBZ
stanford-ai-2021	1072	41	a	a	DT
stanford-ai-2021	1072	42	strong	strong	JJ
stanford-ai-2021	1072	43	emphasis	emphasis	NN
stanford-ai-2021	1072	44	on	on	IN
stanford-ai-2021	1072	45	its	-PRON-	PRP$
stanford-ai-2021	1072	46	national	national	JJ
stanford-ai-2021	1072	47	interests	interest	NNS
stanford-ai-2021	1072	48	and	and	CC
stanford-ai-2021	1072	49	lays	lay	VBZ
stanford-ai-2021	1072	50	down	down	RP
stanford-ai-2021	1072	51	guidelines	guideline	NNS
stanford-ai-2021	1072	52	for	for	IN
stanford-ai-2021	1072	53	the	the	DT
stanford-ai-2021	1072	54	development	development	NN
stanford-ai-2021	1072	55	of	of	IN
stanford-ai-2021	1072	56	an	an	DT
stanford-ai-2021	1072	57	“	"	``
stanford-ai-2021	1072	58	information	information	NN
stanford-ai-2021	1072	59	society	society	NN
stanford-ai-2021	1072	60	”	"	''
stanford-ai-2021	1072	61	between	between	IN
stanford-ai-2021	1072	62	2017	2017	CD
stanford-ai-2021	1072	63	and	and	CC
stanford-ai-2021	1072	64	2030	2030	CD
stanford-ai-2021	1072	65	.	.	.
stanford-ai-2021	1073	1	These	these	DT
stanford-ai-2021	1073	2	include	include	VBP
stanford-ai-2021	1073	3	a	a	DT
stanford-ai-2021	1073	4	national	national	JJ
stanford-ai-2021	1073	5	technology	technology	NN
stanford-ai-2021	1073	6	initiative	initiative	NN
stanford-ai-2021	1073	7	,	,	,
stanford-ai-2021	1073	8	departmental	departmental	JJ
stanford-ai-2021	1073	9	projects	project	NNS
stanford-ai-2021	1073	10	for	for	IN
stanford-ai-2021	1073	11	federal	federal	JJ
stanford-ai-2021	1073	12	executive	executive	JJ
stanford-ai-2021	1073	13	bodies	body	NNS
stanford-ai-2021	1073	14	,	,	,
stanford-ai-2021	1073	15	and	and	CC
stanford-ai-2021	1073	16	programs	program	NNS
stanford-ai-2021	1073	17	such	such	JJ
stanford-ai-2021	1073	18	as	as	IN
stanford-ai-2021	1073	19	the	the	DT
stanford-ai-2021	1073	20	Digital	Digital	NNP
stanford-ai-2021	1073	21	Economy	Economy	NNP
stanford-ai-2021	1073	22	of	of	IN
stanford-ai-2021	1073	23	the	the	DT
stanford-ai-2021	1073	24	Russian	Russian	NNP
stanford-ai-2021	1073	25	Federation	Federation	NNP
stanford-ai-2021	1073	26	,	,	,
stanford-ai-2021	1073	27	designed	design	VBN
stanford-ai-2021	1073	28	to	to	TO
stanford-ai-2021	1073	29	implement	implement	VB
stanford-ai-2021	1073	30	the	the	DT
stanford-ai-2021	1073	31	AI	AI	NNP
stanford-ai-2021	1073	32	framework	framework	NN
stanford-ai-2021	1073	33	across	across	IN
stanford-ai-2021	1073	34	sectors	sector	NNS
stanford-ai-2021	1073	35	.	.	.
stanford-ai-2021	1074	1	•	•	VB
stanford-ai-2021	1074	2	Funding	funding	NN
stanford-ai-2021	1074	3	:	:	:
stanford-ai-2021	1074	4	N	n	NN
stanford-ai-2021	1074	5	/	/	SYM
stanford-ai-2021	1074	6	A	a	NN
stanford-ai-2021	1074	7	•	•	NNP
stanford-ai-2021	1074	8	Recent	recent	JJ
stanford-ai-2021	1074	9	Updates	update	NNS
stanford-ai-2021	1074	10	:	:	:
stanford-ai-2021	1074	11	In	in	IN
stanford-ai-2021	1074	12	December	December	NNP
stanford-ai-2021	1074	13	2020	2020	CD
stanford-ai-2021	1074	14	,	,	,
stanford-ai-2021	1074	15	Russian	russian	JJ
stanford-ai-2021	1074	16	president	president	NN
stanford-ai-2021	1074	17	Vladmir	Vladmir	NNP
stanford-ai-2021	1074	18	Putin	Putin	NNP
stanford-ai-2021	1074	19	took	take	VBD
stanford-ai-2021	1074	20	part	part	NN
stanford-ai-2021	1074	21	in	in	IN
stanford-ai-2021	1074	22	the	the	DT
stanford-ai-2021	1074	23	Artificial	Artificial	NNP
stanford-ai-2021	1074	24	Intelligence	Intelligence	NNP
stanford-ai-2021	1074	25	Journey	Journey	NNP
stanford-ai-2021	1074	26	Conference	Conference	NNP
stanford-ai-2021	1074	27	,	,	,
stanford-ai-2021	1074	28	where	where	WRB
stanford-ai-2021	1074	29	he	-PRON-	PRP
stanford-ai-2021	1074	30	presented	present	VBD
stanford-ai-2021	1074	31	four	four	CD
stanford-ai-2021	1074	32	ideas	idea	NNS
stanford-ai-2021	1074	33	for	for	IN
stanford-ai-2021	1074	34	AI	AI	NNP
stanford-ai-2021	1074	35	policies	policy	NNS
stanford-ai-2021	1074	36	:	:	:
stanford-ai-2021	1074	37	establishing	establish	VBG
stanford-ai-2021	1074	38	experimental	experimental	JJ
stanford-ai-2021	1074	39	legal	legal	JJ
stanford-ai-2021	1074	40	frameworks	framework	NNS
stanford-ai-2021	1074	41	for	for	IN
stanford-ai-2021	1074	42	the	the	DT
stanford-ai-2021	1074	43	use	use	NN
stanford-ai-2021	1074	44	of	of	IN
stanford-ai-2021	1074	45	AI	AI	NNP
stanford-ai-2021	1074	46	,	,	,
stanford-ai-2021	1074	47	developing	develop	VBG
stanford-ai-2021	1074	48	practical	practical	JJ
stanford-ai-2021	1074	49	measures	measure	NNS
stanford-ai-2021	1074	50	to	to	TO
stanford-ai-2021	1074	51	introduce	introduce	VB
stanford-ai-2021	1074	52	AI	AI	NNP
stanford-ai-2021	1074	53	algorithms	algorithm	NNS
stanford-ai-2021	1074	54	,	,	,
stanford-ai-2021	1074	55	providing	provide	VBG
stanford-ai-2021	1074	56	neural	neural	JJ
stanford-ai-2021	1074	57	network	network	NN
stanford-ai-2021	1074	58	developers	developer	NNS
stanford-ai-2021	1074	59	with	with	IN
stanford-ai-2021	1074	60	competitive	competitive	JJ
stanford-ai-2021	1074	61	access	access	NN
stanford-ai-2021	1074	62	to	to	IN
stanford-ai-2021	1074	63	big	big	JJ
stanford-ai-2021	1074	64	data	datum	NNS
stanford-ai-2021	1074	65	,	,	,
stanford-ai-2021	1074	66	and	and	CC
stanford-ai-2021	1074	67	boosting	boost	VBG
stanford-ai-2021	1074	68	private	private	JJ
stanford-ai-2021	1074	69	investment	investment	NN
stanford-ai-2021	1074	70	in	in	IN
stanford-ai-2021	1074	71	domestic	domestic	JJ
stanford-ai-2021	1074	72	AI	AI	NNP
stanford-ai-2021	1074	73	industries	industry	NNS
stanford-ai-2021	1074	74	.	.	.
stanford-ai-2021	1075	1	Singapore	Singapore	NNP
stanford-ai-2021	1075	2	•	•	NNP
stanford-ai-2021	1075	3	AI	AI	NNP
stanford-ai-2021	1075	4	Strategy	Strategy	NNP
stanford-ai-2021	1075	5	:	:	:
stanford-ai-2021	1075	6	National	National	NNP
stanford-ai-2021	1075	7	Artificial	Artificial	NNP
stanford-ai-2021	1075	8	Intelligence	Intelligence	NNP
stanford-ai-2021	1075	9	Strategy	Strategy	NNP
stanford-ai-2021	1075	10	•	•	NNP
stanford-ai-2021	1075	11	Responsible	responsible	JJ
stanford-ai-2021	1075	12	Organization	organization	NN
stanford-ai-2021	1075	13	:	:	:
stanford-ai-2021	1075	14	Smart	Smart	NNP
stanford-ai-2021	1075	15	Nation	Nation	NNP
stanford-ai-2021	1075	16	and	and	CC
stanford-ai-2021	1075	17	Digital	Digital	NNP
stanford-ai-2021	1075	18	Government	Government	NNP
stanford-ai-2021	1075	19	Office	Office	NNP
stanford-ai-2021	1075	20	(	(	-LRB-
stanford-ai-2021	1075	21	SNDGO	SNDGO	NNP
stanford-ai-2021	1075	22	)	)	-RRB-
stanford-ai-2021	1075	23	•	•	NN
stanford-ai-2021	1075	24	Highlights	highlight	NNS
stanford-ai-2021	1075	25	:	:	:
stanford-ai-2021	1075	26	Launched	launch	VBN
stanford-ai-2021	1075	27	by	by	IN
stanford-ai-2021	1075	28	Smart	Smart	NNP
stanford-ai-2021	1075	29	Nation	Nation	NNP
stanford-ai-2021	1075	30	Singapore	Singapore	NNP
stanford-ai-2021	1075	31	,	,	,
stanford-ai-2021	1075	32	a	a	DT
stanford-ai-2021	1075	33	government	government	NN
stanford-ai-2021	1075	34	agency	agency	NN
stanford-ai-2021	1075	35	that	that	WDT
stanford-ai-2021	1075	36	seeks	seek	VBZ
stanford-ai-2021	1075	37	to	to	TO
stanford-ai-2021	1075	38	transform	transform	VB
stanford-ai-2021	1075	39	Singapore	Singapore	NNP
stanford-ai-2021	1075	40	’s	’s	POS
stanford-ai-2021	1075	41	economy	economy	NN
stanford-ai-2021	1075	42	and	and	CC
stanford-ai-2021	1075	43	usher	usher	NN
stanford-ai-2021	1075	44	in	in	IN
stanford-ai-2021	1075	45	a	a	DT
stanford-ai-2021	1075	46	new	new	JJ
stanford-ai-2021	1075	47	digital	digital	JJ
stanford-ai-2021	1075	48	age	age	NN
stanford-ai-2021	1075	49	,	,	,
stanford-ai-2021	1075	50	the	the	DT
stanford-ai-2021	1075	51	strategy	strategy	NN
stanford-ai-2021	1075	52	identifies	identify	VBZ
stanford-ai-2021	1075	53	five	five	CD
stanford-ai-2021	1075	54	national	national	JJ
stanford-ai-2021	1075	55	AI	AI	NNP
stanford-ai-2021	1075	56	projects	project	NNS
stanford-ai-2021	1075	57	in	in	IN
stanford-ai-2021	1075	58	the	the	DT
stanford-ai-2021	1075	59	following	follow	VBG
stanford-ai-2021	1075	60	fields	field	NNS
stanford-ai-2021	1075	61	:	:	:
stanford-ai-2021	1075	62	transport	transport	NN
stanford-ai-2021	1075	63	and	and	CC
stanford-ai-2021	1075	64	logistics	logistic	NNS
stanford-ai-2021	1075	65	,	,	,
stanford-ai-2021	1075	66	smart	smart	JJ
stanford-ai-2021	1075	67	cities	city	NNS
stanford-ai-2021	1075	68	and	and	CC
stanford-ai-2021	1075	69	estates	estate	NNS
stanford-ai-2021	1075	70	,	,	,
stanford-ai-2021	1075	71	health	health	NN
stanford-ai-2021	1075	72	care	care	NN
stanford-ai-2021	1075	73	,	,	,
stanford-ai-2021	1075	74	education	education	NN
stanford-ai-2021	1075	75	,	,	,
stanford-ai-2021	1075	76	and	and	CC
stanford-ai-2021	1075	77	safety	safety	NN
stanford-ai-2021	1075	78	and	and	CC
stanford-ai-2021	1075	79	security	security	NN
stanford-ai-2021	1075	80	.	.	.
stanford-ai-2021	1076	1	•	•	VB
stanford-ai-2021	1076	2	Funding	funding	NN
stanford-ai-2021	1076	3	(	(	-LRB-
stanford-ai-2021	1076	4	December	December	NNP
stanford-ai-2021	1076	5	2020	2020	CD
stanford-ai-2021	1076	6	conversion	conversion	NN
stanford-ai-2021	1076	7	rate	rate	NN
stanford-ai-2021	1076	8	)	)	-RRB-
stanford-ai-2021	1076	9	:	:	:
stanford-ai-2021	1076	10	While	while	IN
stanford-ai-2021	1076	11	the	the	DT
stanford-ai-2021	1076	12	2019	2019	CD
stanford-ai-2021	1076	13	strategy	strategy	NN
stanford-ai-2021	1076	14	does	do	VBZ
stanford-ai-2021	1076	15	not	not	RB
stanford-ai-2021	1076	16	mention	mention	VB
stanford-ai-2021	1076	17	funding	funding	NN
stanford-ai-2021	1076	18	,	,	,
stanford-ai-2021	1076	19	in	in	IN
stanford-ai-2021	1076	20	2017	2017	CD
stanford-ai-2021	1076	21	the	the	DT
stanford-ai-2021	1076	22	government	government	NN
stanford-ai-2021	1076	23	launched	launch	VBD
stanford-ai-2021	1076	24	its	-PRON-	PRP$
stanford-ai-2021	1076	25	national	national	JJ
stanford-ai-2021	1076	26	program	program	NN
stanford-ai-2021	1076	27	,	,	,
stanford-ai-2021	1076	28	AI	AI	NNP
stanford-ai-2021	1076	29	Singapore	Singapore	NNP
stanford-ai-2021	1076	30	,	,	,
stanford-ai-2021	1076	31	with	with	IN
stanford-ai-2021	1076	32	a	a	DT
stanford-ai-2021	1076	33	pledge	pledge	NN
stanford-ai-2021	1076	34	to	to	TO
stanford-ai-2021	1076	35	invest	invest	VB
stanford-ai-2021	1076	36	SGD	SGD	NNP
stanford-ai-2021	1076	37	150	150	CD
stanford-ai-2021	1076	38	million	million	CD
stanford-ai-2021	1076	39	(	(	-LRB-
stanford-ai-2021	1076	40	USD	usd	NN
stanford-ai-2021	1076	41	113	113	CD
stanford-ai-2021	1076	42	million	million	CD
stanford-ai-2021	1076	43	)	)	-RRB-
stanford-ai-2021	1076	44	over	over	IN
stanford-ai-2021	1076	45	five	five	CD
stanford-ai-2021	1076	46	years	year	NNS
stanford-ai-2021	1076	47	.	.	.
stanford-ai-2021	1077	1	•	•	VB
stanford-ai-2021	1077	2	Recent	recent	JJ
stanford-ai-2021	1077	3	Updates	update	NNS
stanford-ai-2021	1077	4	:	:	:
stanford-ai-2021	1077	5	In	in	IN
stanford-ai-2021	1077	6	November	November	NNP
stanford-ai-2021	1077	7	2020	2020	CD
stanford-ai-2021	1077	8	,	,	,
stanford-ai-2021	1077	9	SNDGO	SNDGO	NNP
stanford-ai-2021	1077	10	published	publish	VBD
stanford-ai-2021	1077	11	its	-PRON-	PRP$
stanford-ai-2021	1077	12	inaugural	inaugural	JJ
stanford-ai-2021	1077	13	annual	annual	JJ
stanford-ai-2021	1077	14	update	update	NN
stanford-ai-2021	1077	15	on	on	IN
stanford-ai-2021	1077	16	the	the	DT
stanford-ai-2021	1077	17	Singaporean	singaporean	JJ
stanford-ai-2021	1077	18	government	government	NN
stanford-ai-2021	1077	19	’s	’s	POS
stanford-ai-2021	1077	20	data	data	NN
stanford-ai-2021	1077	21	protection	protection	NN
stanford-ai-2021	1077	22	efforts	effort	NNS
stanford-ai-2021	1077	23	.	.	.
stanford-ai-2021	1078	1	It	-PRON-	PRP
stanford-ai-2021	1078	2	describes	describe	VBZ
stanford-ai-2021	1078	3	the	the	DT
stanford-ai-2021	1078	4	measures	measure	NNS
stanford-ai-2021	1078	5	taken	take	VBN
stanford-ai-2021	1078	6	to	to	IN
stanford-ai-2021	1078	7	date	date	NN
stanford-ai-2021	1078	8	to	to	TO
stanford-ai-2021	1078	9	strengthen	strengthen	VB
stanford-ai-2021	1078	10	public	public	JJ
stanford-ai-2021	1078	11	sector	sector	NN
stanford-ai-2021	1078	12	data	datum	NNS
stanford-ai-2021	1078	13	security	security	NN
stanford-ai-2021	1078	14	and	and	CC
stanford-ai-2021	1078	15	to	to	TO
stanford-ai-2021	1078	16	safeguard	safeguard	VB
stanford-ai-2021	1078	17	citizens	citizen	NNS
stanford-ai-2021	1078	18	’	’	POS
stanford-ai-2021	1078	19	private	private	JJ
stanford-ai-2021	1078	20	data	datum	NNS
stanford-ai-2021	1078	21	.	.	.
stanford-ai-2021	1079	1	7.1	7.1	CD
stanford-ai-2021	1079	2	N	n	NN
stanford-ai-2021	1079	3	AT	at	IN
stanford-ai-2021	1079	4	I	i	NN
stanford-ai-2021	1079	5	O	o	NN
stanford-ai-2021	1079	6	N	n	NN
stanford-ai-2021	1079	7	A	a	NN
stanford-ai-2021	1079	8	L	l	NN
stanford-ai-2021	1079	9	A	a	NN
stanford-ai-2021	1079	10	N	n	NN
stanford-ai-2021	1079	11	D	d	NN
stanford-ai-2021	1079	12	R	r	NN
stanford-ai-2021	1079	13	E	e	NN
stanford-ai-2021	1079	14	G	g	NN
stanford-ai-2021	1079	15	I	i	NN
stanford-ai-2021	1079	16	O	o	NN
stanford-ai-2021	1079	17	N	n	NN
stanford-ai-2021	1079	18	A	a	NN
stanford-ai-2021	1079	19	L	l	NN
stanford-ai-2021	1079	20	A	a	NN
stanford-ai-2021	1079	21	I	i	NN
stanford-ai-2021	1079	22	S	s	NN
stanford-ai-2021	1079	23	T	t	NN
stanford-ai-2021	1079	24	R	r	NN
stanford-ai-2021	1079	25	AT	at	NN
stanford-ai-2021	1079	26	E	e	NN
stanford-ai-2021	1079	27	G	g	NN
stanford-ai-2021	1079	28	I	i	NN
stanford-ai-2021	1079	29	E	e	NN
stanford-ai-2021	1079	30	S	s	NN
stanford-ai-2021	1079	31	C	c	NN
stanford-ai-2021	1079	32	H	h	NN
stanford-ai-2021	1079	33	A	a	NN
stanford-ai-2021	1079	34	P	p	NN
stanford-ai-2021	1079	35	T	t	NN
stanford-ai-2021	1079	36	E	e	NN
stanford-ai-2021	1079	37	R	r	NN
stanford-ai-2021	1079	38	7	7	CD
stanford-ai-2021	1079	39	:	:	:
stanford-ai-2021	1079	40	A	a	DT
stanford-ai-2021	1079	41	I	i	NN
stanford-ai-2021	1079	42	P	p	NN
stanford-ai-2021	1079	43	O	o	NN
stanford-ai-2021	1079	44	L	l	NN
stanford-ai-2021	1079	45	I	i	NN
stanford-ai-2021	1079	46	C	c	NN
stanford-ai-2021	1079	47	Y	Y	NNP
stanford-ai-2021	1079	48	A	a	NN
stanford-ai-2021	1079	49	N	n	NN
stanford-ai-2021	1079	50	D	d	NN
stanford-ai-2021	1079	51	N	n	NN
stanford-ai-2021	1079	52	AT	at	IN
stanford-ai-2021	1079	53	I	i	NN
stanford-ai-2021	1079	54	O	o	NN
stanford-ai-2021	1079	55	N	n	NN
stanford-ai-2021	1079	56	A	a	NN
stanford-ai-2021	1079	57	L	l	NN
stanford-ai-2021	1079	58	S	s	NN
stanford-ai-2021	1079	59	T	t	NN
stanford-ai-2021	1079	60	R	r	NN
stanford-ai-2021	1079	61	AT	at	NN
stanford-ai-2021	1079	62	E	e	NN
stanford-ai-2021	1079	63	G	g	NN
stanford-ai-2021	1079	64	I	i	NN
stanford-ai-2021	1079	65	E	e	NN
stanford-ai-2021	1079	66	S	s	NN
stanford-ai-2021	1079	67	https://f98cc689-5814-47ec-86b3-db505a7c3978.filesusr.com/ugd/7df26f_27a618cb80a648c38be427194affa2f3.pdf	https://f98cc689-5814-47ec-86b3-db505a7c3978.filesusr.com/ugd/7df26f_27a618cb80a648c38be427194affa2f3.pdf	''
stanford-ai-2021	1079	68	https://f98cc689-5814-47ec-86b3-db505a7c3978.filesusr.com/ugd/7df26f_486454c9f32340b28206e140350159cf.pdf	https://f98cc689-5814-47ec-86b3-db505a7c3978.filesusr.com/ugd/7df26f_486454c9f32340b28206e140350159cf.pdf	NNS
stanford-ai-2021	1079	69	http://www.kremlin.ru/acts/bank/44731	http://www.kremlin.ru/acts/bank/44731	VBZ
stanford-ai-2021	1079	70	http://www.kremlin.ru/acts/bank/44731	http://www.kremlin.ru/acts/bank/44731	NNP
stanford-ai-2021	1079	71	http://en.kremlin.ru/events/president/news/64545	http://en.kremlin.ru/events/president/news/64545	NNS
stanford-ai-2021	1079	72	http://en.kremlin.ru/events/president/news/64545	http://en.kremlin.ru/events/president/news/64545	NNP
stanford-ai-2021	1079	73	https://www.smartnation.gov.sg/why-Smart-Nation/NationalAIStrategy	https://www.smartnation.gov.sg/why-Smart-Nation/NationalAIStrategy	NNP
stanford-ai-2021	1079	74	TA	TA	NNP
stanford-ai-2021	1079	75	B	B	NNP
stanford-ai-2021	1079	76	L	l	NN
stanford-ai-2021	1079	77	E	e	NN
stanford-ai-2021	1079	78	O	o	NN
stanford-ai-2021	1079	79	F	f	NN
stanford-ai-2021	1079	80	C	c	NN
stanford-ai-2021	1079	81	O	o	NN
stanford-ai-2021	1079	82	N	n	NN
stanford-ai-2021	1079	83	T	t	NN
stanford-ai-2021	1079	84	E	e	NN
stanford-ai-2021	1079	85	N	n	NN
stanford-ai-2021	1079	86	T	t	NN
stanford-ai-2021	1079	87	S	s	NN
stanford-ai-2021	1079	88	1	1	CD
stanford-ai-2021	1079	89	6	6	CD
stanford-ai-2021	1079	90	0C	0c	NN
stanford-ai-2021	1079	91	H	h	NN
stanford-ai-2021	1079	92	A	a	NN
stanford-ai-2021	1079	93	P	p	NN
stanford-ai-2021	1079	94	T	t	NN
stanford-ai-2021	1079	95	E	e	NN
stanford-ai-2021	1079	96	R	r	NN
stanford-ai-2021	1079	97	7	7	CD
stanford-ai-2021	1079	98	P	p	NN
stanford-ai-2021	1079	99	R	r	NN
stanford-ai-2021	1079	100	E	e	NN
stanford-ai-2021	1079	101	V	v	NN
stanford-ai-2021	1079	102	I	i	NN
stanford-ai-2021	1079	103	E	e	NN
stanford-ai-2021	1079	104	W	W	NNP
stanford-ai-2021	1079	105	Artificial	Artificial	NNP
stanford-ai-2021	1079	106	Intelligence	Intelligence	NNP
stanford-ai-2021	1079	107	Index	Index	NNP
stanford-ai-2021	1079	108	Report	Report	NNP
stanford-ai-2021	1079	109	2021	2021	CD
stanford-ai-2021	1079	110	2019	2019	CD
stanford-ai-2021	1079	111	(	(	-LRB-
stanford-ai-2021	1079	112	continued	continue	VBN
stanford-ai-2021	1079	113	)	)	-RRB-
stanford-ai-2021	1079	114	United	United	NNP
stanford-ai-2021	1079	115	States	States	NNP
stanford-ai-2021	1079	116	•	•	NNP
stanford-ai-2021	1079	117	AI	AI	NNP
stanford-ai-2021	1079	118	Strategy	Strategy	NNP
stanford-ai-2021	1079	119	:	:	:
stanford-ai-2021	1079	120	American	American	NNP
stanford-ai-2021	1079	121	AI	AI	NNP
stanford-ai-2021	1079	122	Initiative	Initiative	NNP
stanford-ai-2021	1079	123	•	•	NNP
stanford-ai-2021	1079	124	Responsible	Responsible	NNP
stanford-ai-2021	1079	125	Organization	Organization	NNP
stanford-ai-2021	1079	126	:	:	:
stanford-ai-2021	1079	127	The	the	DT
stanford-ai-2021	1079	128	White	White	NNP
stanford-ai-2021	1079	129	House	House	NNP
stanford-ai-2021	1079	130	•	•	NNP
stanford-ai-2021	1079	131	Highlights	Highlights	NNPS
stanford-ai-2021	1079	132	:	:	:
stanford-ai-2021	1079	133	The	the	DT
stanford-ai-2021	1079	134	American	American	NNP
stanford-ai-2021	1079	135	AI	AI	NNP
stanford-ai-2021	1079	136	Initiative	Initiative	NNP
stanford-ai-2021	1079	137	prioritizes	prioritize	VBZ
stanford-ai-2021	1079	138	the	the	DT
stanford-ai-2021	1079	139	need	need	NN
stanford-ai-2021	1079	140	for	for	IN
stanford-ai-2021	1079	141	the	the	DT
stanford-ai-2021	1079	142	federal	federal	JJ
stanford-ai-2021	1079	143	government	government	NN
stanford-ai-2021	1079	144	to	to	TO
stanford-ai-2021	1079	145	invest	invest	VB
stanford-ai-2021	1079	146	in	in	IN
stanford-ai-2021	1079	147	AI	AI	NNP
stanford-ai-2021	1079	148	R&D	r&d	NN
stanford-ai-2021	1079	149	,	,	,
stanford-ai-2021	1079	150	reduce	reduce	VB
stanford-ai-2021	1079	151	barriers	barrier	NNS
stanford-ai-2021	1079	152	to	to	IN
stanford-ai-2021	1079	153	federal	federal	JJ
stanford-ai-2021	1079	154	resources	resource	NNS
stanford-ai-2021	1079	155	,	,	,
stanford-ai-2021	1079	156	and	and	CC
stanford-ai-2021	1079	157	ensure	ensure	VB
stanford-ai-2021	1079	158	technical	technical	JJ
stanford-ai-2021	1079	159	standards	standard	NNS
stanford-ai-2021	1079	160	for	for	IN
stanford-ai-2021	1079	161	the	the	DT
stanford-ai-2021	1079	162	safe	safe	JJ
stanford-ai-2021	1079	163	development	development	NN
stanford-ai-2021	1079	164	,	,	,
stanford-ai-2021	1079	165	testing	testing	NN
stanford-ai-2021	1079	166	,	,	,
stanford-ai-2021	1079	167	and	and	CC
stanford-ai-2021	1079	168	deployment	deployment	NN
stanford-ai-2021	1079	169	of	of	IN
stanford-ai-2021	1079	170	AI	AI	NNP
stanford-ai-2021	1079	171	technologies	technology	NNS
stanford-ai-2021	1079	172	.	.	.
stanford-ai-2021	1080	1	The	the	DT
stanford-ai-2021	1080	2	White	White	NNP
stanford-ai-2021	1080	3	House	House	NNP
stanford-ai-2021	1080	4	also	also	RB
stanford-ai-2021	1080	5	emphasizes	emphasize	VBZ
stanford-ai-2021	1080	6	developing	develop	VBG
stanford-ai-2021	1080	7	an	an	DT
stanford-ai-2021	1080	8	AI	ai	NN
stanford-ai-2021	1080	9	-	-	HYPH
stanford-ai-2021	1080	10	ready	ready	JJ
stanford-ai-2021	1080	11	workforce	workforce	NN
stanford-ai-2021	1080	12	and	and	CC
stanford-ai-2021	1080	13	signals	signal	VBZ
stanford-ai-2021	1080	14	a	a	DT
stanford-ai-2021	1080	15	commitment	commitment	NN
stanford-ai-2021	1080	16	to	to	IN
stanford-ai-2021	1080	17	collaborating	collaborate	VBG
stanford-ai-2021	1080	18	with	with	IN
stanford-ai-2021	1080	19	foreign	foreign	JJ
stanford-ai-2021	1080	20	partners	partner	NNS
stanford-ai-2021	1080	21	while	while	IN
stanford-ai-2021	1080	22	promoting	promote	VBG
stanford-ai-2021	1080	23	U.S.	U.S.	NNP
stanford-ai-2021	1080	24	leadership	leadership	NN
stanford-ai-2021	1080	25	in	in	IN
stanford-ai-2021	1080	26	AI	AI	NNP
stanford-ai-2021	1080	27	.	.	.
stanford-ai-2021	1081	1	The	the	DT
stanford-ai-2021	1081	2	initiative	initiative	NN
stanford-ai-2021	1081	3	,	,	,
stanford-ai-2021	1081	4	however	however	RB
stanford-ai-2021	1081	5	,	,	,
stanford-ai-2021	1081	6	lacks	lack	VBZ
stanford-ai-2021	1081	7	specifics	specific	NNS
stanford-ai-2021	1081	8	on	on	IN
stanford-ai-2021	1081	9	the	the	DT
stanford-ai-2021	1081	10	program	program	NN
stanford-ai-2021	1081	11	’s	’s	POS
stanford-ai-2021	1081	12	timeline	timeline	NN
stanford-ai-2021	1081	13	,	,	,
stanford-ai-2021	1081	14	whether	whether	IN
stanford-ai-2021	1081	15	additional	additional	JJ
stanford-ai-2021	1081	16	research	research	NN
stanford-ai-2021	1081	17	will	will	MD
stanford-ai-2021	1081	18	be	be	VB
stanford-ai-2021	1081	19	dedicated	dedicate	VBN
stanford-ai-2021	1081	20	to	to	IN
stanford-ai-2021	1081	21	AI	AI	NNP
stanford-ai-2021	1081	22	development	development	NN
stanford-ai-2021	1081	23	,	,	,
stanford-ai-2021	1081	24	and	and	CC
stanford-ai-2021	1081	25	other	other	JJ
stanford-ai-2021	1081	26	practical	practical	JJ
stanford-ai-2021	1081	27	considerations	consideration	NNS
stanford-ai-2021	1081	28	.	.	.
stanford-ai-2021	1082	1	•	•	VB
stanford-ai-2021	1082	2	Funding	funding	NN
stanford-ai-2021	1082	3	:	:	:
stanford-ai-2021	1082	4	N	n	NN
stanford-ai-2021	1082	5	/	/	SYM
stanford-ai-2021	1082	6	A	a	NN
stanford-ai-2021	1082	7	•	•	NNP
stanford-ai-2021	1082	8	Recent	recent	JJ
stanford-ai-2021	1082	9	Updates	Updates	NNPS
stanford-ai-2021	1082	10	:	:	:
stanford-ai-2021	1082	11	The	the	DT
stanford-ai-2021	1082	12	U.S.	U.S.	NNP
stanford-ai-2021	1082	13	government	government	NN
stanford-ai-2021	1082	14	released	release	VBD
stanford-ai-2021	1082	15	its	-PRON-	PRP$
stanford-ai-2021	1082	16	year	year	NN
stanford-ai-2021	1082	17	one	one	CD
stanford-ai-2021	1082	18	annual	annual	JJ
stanford-ai-2021	1082	19	report	report	NN
stanford-ai-2021	1082	20	in	in	IN
stanford-ai-2021	1082	21	February	February	NNP
stanford-ai-2021	1082	22	2020	2020	CD
stanford-ai-2021	1082	23	,	,	,
stanford-ai-2021	1082	24	followed	follow	VBN
stanford-ai-2021	1082	25	in	in	IN
stanford-ai-2021	1082	26	November	November	NNP
stanford-ai-2021	1082	27	by	by	IN
stanford-ai-2021	1082	28	the	the	DT
stanford-ai-2021	1082	29	first	first	JJ
stanford-ai-2021	1082	30	guidance	guidance	NN
stanford-ai-2021	1082	31	memorandum	memorandum	NN
stanford-ai-2021	1082	32	for	for	IN
stanford-ai-2021	1082	33	federal	federal	JJ
stanford-ai-2021	1082	34	agencies	agency	NNS
stanford-ai-2021	1082	35	on	on	IN
stanford-ai-2021	1082	36	regulating	regulate	VBG
stanford-ai-2021	1082	37	artificial	artificial	JJ
stanford-ai-2021	1082	38	intelligence	intelligence	NN
stanford-ai-2021	1082	39	applications	application	NNS
stanford-ai-2021	1082	40	in	in	IN
stanford-ai-2021	1082	41	the	the	DT
stanford-ai-2021	1082	42	private	private	JJ
stanford-ai-2021	1082	43	sector	sector	NN
stanford-ai-2021	1082	44	,	,	,
stanford-ai-2021	1082	45	including	include	VBG
stanford-ai-2021	1082	46	principles	principle	NNS
stanford-ai-2021	1082	47	that	that	WDT
stanford-ai-2021	1082	48	encourage	encourage	VBP
stanford-ai-2021	1082	49	AI	AI	NNP
stanford-ai-2021	1082	50	innovation	innovation	NN
stanford-ai-2021	1082	51	and	and	CC
stanford-ai-2021	1082	52	growth	growth	NN
stanford-ai-2021	1082	53	and	and	CC
stanford-ai-2021	1082	54	increase	increase	VB
stanford-ai-2021	1082	55	public	public	JJ
stanford-ai-2021	1082	56	trust	trust	NN
stanford-ai-2021	1082	57	and	and	CC
stanford-ai-2021	1082	58	confidence	confidence	NN
stanford-ai-2021	1082	59	in	in	IN
stanford-ai-2021	1082	60	AI	AI	NNP
stanford-ai-2021	1082	61	technologies	technology	NNS
stanford-ai-2021	1082	62	.	.	.
stanford-ai-2021	1083	1	The	the	DT
stanford-ai-2021	1083	2	National	National	NNP
stanford-ai-2021	1083	3	Defense	Defense	NNP
stanford-ai-2021	1083	4	Authorization	Authorization	NNP
stanford-ai-2021	1083	5	Act	Act	NNP
stanford-ai-2021	1083	6	(	(	-LRB-
stanford-ai-2021	1083	7	NDAA	NDAA	NNP
stanford-ai-2021	1083	8	)	)	-RRB-
stanford-ai-2021	1083	9	for	for	IN
stanford-ai-2021	1083	10	Fiscal	Fiscal	NNP
stanford-ai-2021	1083	11	Year	Year	NNP
stanford-ai-2021	1083	12	2021	2021	CD
stanford-ai-2021	1083	13	called	call	VBD
stanford-ai-2021	1083	14	for	for	IN
stanford-ai-2021	1083	15	a	a	DT
stanford-ai-2021	1083	16	National	National	NNP
stanford-ai-2021	1083	17	AI	AI	NNP
stanford-ai-2021	1083	18	Initiative	Initiative	NNP
stanford-ai-2021	1083	19	to	to	TO
stanford-ai-2021	1083	20	coordinate	coordinate	VB
stanford-ai-2021	1083	21	AI	AI	NNP
stanford-ai-2021	1083	22	research	research	NN
stanford-ai-2021	1083	23	and	and	CC
stanford-ai-2021	1083	24	policy	policy	NN
stanford-ai-2021	1083	25	across	across	IN
stanford-ai-2021	1083	26	the	the	DT
stanford-ai-2021	1083	27	federal	federal	JJ
stanford-ai-2021	1083	28	government	government	NN
stanford-ai-2021	1083	29	.	.	.
stanford-ai-2021	1084	1	South	South	NNP
stanford-ai-2021	1084	2	Korea	Korea	NNP
stanford-ai-2021	1084	3	•	•	NNP
stanford-ai-2021	1084	4	AI	AI	NNP
stanford-ai-2021	1084	5	Strategy	Strategy	NNP
stanford-ai-2021	1084	6	:	:	:
stanford-ai-2021	1084	7	National	National	NNP
stanford-ai-2021	1084	8	Strategy	Strategy	NNP
stanford-ai-2021	1084	9	for	for	IN
stanford-ai-2021	1084	10	Artificial	Artificial	NNP
stanford-ai-2021	1084	11	Intelligence	Intelligence	NNP
stanford-ai-2021	1084	12	•	•	NNP
stanford-ai-2021	1084	13	Responsible	Responsible	NNP
stanford-ai-2021	1084	14	Organization	Organization	NNP
stanford-ai-2021	1084	15	:	:	:
stanford-ai-2021	1084	16	Ministry	Ministry	NNP
stanford-ai-2021	1084	17	of	of	IN
stanford-ai-2021	1084	18	Science	Science	NNP
stanford-ai-2021	1084	19	,	,	,
stanford-ai-2021	1084	20	ICT	ICT	NNP
stanford-ai-2021	1084	21	and	and	CC
stanford-ai-2021	1084	22	Future	Future	NNP
stanford-ai-2021	1084	23	Planning	Planning	NNP
stanford-ai-2021	1084	24	(	(	-LRB-
stanford-ai-2021	1084	25	MSIP	MSIP	NNP
stanford-ai-2021	1084	26	)	)	-RRB-
stanford-ai-2021	1084	27	•	•	NN
stanford-ai-2021	1084	28	Highlights	highlight	NNS
stanford-ai-2021	1084	29	:	:	:
stanford-ai-2021	1084	30	The	the	DT
stanford-ai-2021	1084	31	Korean	korean	JJ
stanford-ai-2021	1084	32	strategy	strategy	NN
stanford-ai-2021	1084	33	calls	call	VBZ
stanford-ai-2021	1084	34	for	for	IN
stanford-ai-2021	1084	35	plans	plan	NNS
stanford-ai-2021	1084	36	to	to	TO
stanford-ai-2021	1084	37	facilitate	facilitate	VB
stanford-ai-2021	1084	38	the	the	DT
stanford-ai-2021	1084	39	use	use	NN
stanford-ai-2021	1084	40	of	of	IN
stanford-ai-2021	1084	41	AI	AI	NNP
stanford-ai-2021	1084	42	by	by	IN
stanford-ai-2021	1084	43	businesses	business	NNS
stanford-ai-2021	1084	44	and	and	CC
stanford-ai-2021	1084	45	to	to	TO
stanford-ai-2021	1084	46	streamline	streamline	VB
stanford-ai-2021	1084	47	regulations	regulation	NNS
stanford-ai-2021	1084	48	to	to	TO
stanford-ai-2021	1084	49	create	create	VB
stanford-ai-2021	1084	50	a	a	DT
stanford-ai-2021	1084	51	more	more	RBR
stanford-ai-2021	1084	52	favorable	favorable	JJ
stanford-ai-2021	1084	53	environment	environment	NN
stanford-ai-2021	1084	54	for	for	IN
stanford-ai-2021	1084	55	the	the	DT
stanford-ai-2021	1084	56	development	development	NN
stanford-ai-2021	1084	57	and	and	CC
stanford-ai-2021	1084	58	use	use	NN
stanford-ai-2021	1084	59	of	of	IN
stanford-ai-2021	1084	60	AI	AI	NNP
stanford-ai-2021	1084	61	and	and	CC
stanford-ai-2021	1084	62	other	other	JJ
stanford-ai-2021	1084	63	new	new	JJ
stanford-ai-2021	1084	64	industries	industry	NNS
stanford-ai-2021	1084	65	.	.	.
stanford-ai-2021	1085	1	The	the	DT
stanford-ai-2021	1085	2	Korean	korean	JJ
stanford-ai-2021	1085	3	government	government	NN
stanford-ai-2021	1085	4	also	also	RB
stanford-ai-2021	1085	5	plans	plan	VBZ
stanford-ai-2021	1085	6	to	to	TO
stanford-ai-2021	1085	7	leverage	leverage	VB
stanford-ai-2021	1085	8	its	-PRON-	PRP$
stanford-ai-2021	1085	9	dominance	dominance	NN
stanford-ai-2021	1085	10	in	in	IN
stanford-ai-2021	1085	11	the	the	DT
stanford-ai-2021	1085	12	global	global	JJ
stanford-ai-2021	1085	13	supply	supply	NN
stanford-ai-2021	1085	14	of	of	IN
stanford-ai-2021	1085	15	memory	memory	NN
stanford-ai-2021	1085	16	chips	chip	NNS
stanford-ai-2021	1085	17	to	to	TO
stanford-ai-2021	1085	18	build	build	VB
stanford-ai-2021	1085	19	the	the	DT
stanford-ai-2021	1085	20	next	next	JJ
stanford-ai-2021	1085	21	generation	generation	NN
stanford-ai-2021	1085	22	of	of	IN
stanford-ai-2021	1085	23	smart	smart	JJ
stanford-ai-2021	1085	24	chips	chip	NNS
stanford-ai-2021	1085	25	by	by	IN
stanford-ai-2021	1085	26	2030	2030	CD
stanford-ai-2021	1085	27	.	.	.
stanford-ai-2021	1086	1	•	•	VB
stanford-ai-2021	1086	2	Funding	funding	NN
stanford-ai-2021	1086	3	(	(	-LRB-
stanford-ai-2021	1086	4	December	December	NNP
stanford-ai-2021	1086	5	2020	2020	CD
stanford-ai-2021	1086	6	conversion	conversion	NN
stanford-ai-2021	1086	7	rate	rate	NN
stanford-ai-2021	1086	8	)	)	-RRB-
stanford-ai-2021	1086	9	:	:	:
stanford-ai-2021	1086	10	KRW	KRW	NNP
stanford-ai-2021	1086	11	2.2	2.2	CD
stanford-ai-2021	1086	12	trillion	trillion	CD
stanford-ai-2021	1086	13	(	(	-LRB-
stanford-ai-2021	1086	14	USD	usd	NN
stanford-ai-2021	1086	15	2	2	CD
stanford-ai-2021	1086	16	billion	billion	CD
stanford-ai-2021	1086	17	)	)	-RRB-
stanford-ai-2021	1086	18	•	•	VBP
stanford-ai-2021	1086	19	Recent	recent	JJ
stanford-ai-2021	1086	20	Updates	update	NNS
stanford-ai-2021	1086	21	:	:	:
stanford-ai-2021	1086	22	N	n	NN
stanford-ai-2021	1086	23	/	/	SYM
stanford-ai-2021	1086	24	A	A	NNP
stanford-ai-2021	1086	25	Others	Others	NNPS
stanford-ai-2021	1086	26	Colombia	Colombia	NNP
stanford-ai-2021	1086	27	:	:	:
stanford-ai-2021	1086	28	National	National	NNP
stanford-ai-2021	1086	29	Policy	Policy	NNP
stanford-ai-2021	1086	30	for	for	IN
stanford-ai-2021	1086	31	Digital	Digital	NNP
stanford-ai-2021	1086	32	Transformation	Transformation	NNP
stanford-ai-2021	1086	33	and	and	CC
stanford-ai-2021	1086	34	Artificial	Artificial	NNP
stanford-ai-2021	1086	35	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	36	Czech	Czech	NNP
stanford-ai-2021	1086	37	Republic	Republic	NNP
stanford-ai-2021	1086	38	:	:	:
stanford-ai-2021	1086	39	National	National	NNP
stanford-ai-2021	1086	40	Artificial	Artificial	NNP
stanford-ai-2021	1086	41	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	42	Strategy	Strategy	NNP
stanford-ai-2021	1086	43	of	of	IN
stanford-ai-2021	1086	44	the	the	DT
stanford-ai-2021	1086	45	Czech	Czech	NNP
stanford-ai-2021	1086	46	Republic	Republic	NNP
stanford-ai-2021	1086	47	Lithuania	Lithuania	NNP
stanford-ai-2021	1086	48	:	:	:
stanford-ai-2021	1086	49	Lithuanian	Lithuanian	NNP
stanford-ai-2021	1086	50	Artificial	Artificial	NNP
stanford-ai-2021	1086	51	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	52	Strategy	Strategy	NNP
stanford-ai-2021	1086	53	:	:	:
stanford-ai-2021	1086	54	A	a	DT
stanford-ai-2021	1086	55	Vision	vision	NN
stanford-ai-2021	1086	56	for	for	IN
stanford-ai-2021	1086	57	the	the	DT
stanford-ai-2021	1086	58	Future	Future	NNP
stanford-ai-2021	1086	59	Luxembourg	Luxembourg	NNP
stanford-ai-2021	1086	60	:	:	:
stanford-ai-2021	1086	61	Artificial	Artificial	NNP
stanford-ai-2021	1086	62	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	63	:	:	:
stanford-ai-2021	1086	64	A	a	DT
stanford-ai-2021	1086	65	Strategic	strategic	JJ
stanford-ai-2021	1086	66	Vision	Vision	NNP
stanford-ai-2021	1086	67	for	for	IN
stanford-ai-2021	1086	68	Luxembourg	Luxembourg	NNP
stanford-ai-2021	1086	69	Malta	Malta	NNP
stanford-ai-2021	1086	70	:	:	:
stanford-ai-2021	1086	71	Malta	Malta	NNP
stanford-ai-2021	1086	72	:	:	:
stanford-ai-2021	1086	73	The	the	DT
stanford-ai-2021	1086	74	Ultimate	ultimate	JJ
stanford-ai-2021	1086	75	AI	AI	NNP
stanford-ai-2021	1086	76	Launchpad	Launchpad	NNP
stanford-ai-2021	1086	77	Netherlands	Netherlands	NNP
stanford-ai-2021	1086	78	:	:	:
stanford-ai-2021	1086	79	Strategic	Strategic	NNP
stanford-ai-2021	1086	80	Action	Action	NNP
stanford-ai-2021	1086	81	Plan	Plan	NNP
stanford-ai-2021	1086	82	for	for	IN
stanford-ai-2021	1086	83	Artificial	Artificial	NNP
stanford-ai-2021	1086	84	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	85	Portugal	Portugal	NNP
stanford-ai-2021	1086	86	:	:	:
stanford-ai-2021	1086	87	AI	AI	NNP
stanford-ai-2021	1086	88	Portugal	Portugal	NNP
stanford-ai-2021	1086	89	2030	2030	CD
stanford-ai-2021	1086	90	Qatar	Qatar	NNP
stanford-ai-2021	1086	91	:	:	:
stanford-ai-2021	1086	92	National	National	NNP
stanford-ai-2021	1086	93	Artificial	Artificial	NNP
stanford-ai-2021	1086	94	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	95	for	for	IN
stanford-ai-2021	1086	96	Qatar	Qatar	NNP
stanford-ai-2021	1086	97	7.1	7.1	CD
stanford-ai-2021	1086	98	N	N	NNP
stanford-ai-2021	1086	99	AT	at	IN
stanford-ai-2021	1086	100	I	i	NN
stanford-ai-2021	1086	101	O	o	NN
stanford-ai-2021	1086	102	N	n	NN
stanford-ai-2021	1086	103	A	a	NN
stanford-ai-2021	1086	104	L	l	NN
stanford-ai-2021	1086	105	A	a	NN
stanford-ai-2021	1086	106	N	n	NN
stanford-ai-2021	1086	107	D	d	NN
stanford-ai-2021	1086	108	R	r	NN
stanford-ai-2021	1086	109	E	e	NN
stanford-ai-2021	1086	110	G	g	NN
stanford-ai-2021	1086	111	I	i	NN
stanford-ai-2021	1086	112	O	o	NN
stanford-ai-2021	1086	113	N	n	NN
stanford-ai-2021	1086	114	A	a	NN
stanford-ai-2021	1086	115	L	l	NN
stanford-ai-2021	1086	116	A	a	NN
stanford-ai-2021	1086	117	I	i	NN
stanford-ai-2021	1086	118	S	s	NN
stanford-ai-2021	1086	119	T	t	NN
stanford-ai-2021	1086	120	R	r	NN
stanford-ai-2021	1086	121	AT	at	NN
stanford-ai-2021	1086	122	E	e	NN
stanford-ai-2021	1086	123	G	g	NN
stanford-ai-2021	1086	124	I	i	NN
stanford-ai-2021	1086	125	E	e	NN
stanford-ai-2021	1086	126	S	s	NN
stanford-ai-2021	1086	127	C	c	NN
stanford-ai-2021	1086	128	H	h	NN
stanford-ai-2021	1086	129	A	a	NN
stanford-ai-2021	1086	130	P	p	NN
stanford-ai-2021	1086	131	T	t	NN
stanford-ai-2021	1086	132	E	e	NN
stanford-ai-2021	1086	133	R	r	NN
stanford-ai-2021	1086	134	7	7	CD
stanford-ai-2021	1086	135	:	:	:
stanford-ai-2021	1086	136	A	a	DT
stanford-ai-2021	1086	137	I	i	NN
stanford-ai-2021	1086	138	P	p	NN
stanford-ai-2021	1086	139	O	o	NN
stanford-ai-2021	1086	140	L	l	NN
stanford-ai-2021	1086	141	I	i	NN
stanford-ai-2021	1086	142	C	c	NN
stanford-ai-2021	1086	143	Y	Y	NNP
stanford-ai-2021	1086	144	A	a	NN
stanford-ai-2021	1086	145	N	n	NN
stanford-ai-2021	1086	146	D	d	NN
stanford-ai-2021	1086	147	N	n	NN
stanford-ai-2021	1086	148	AT	at	IN
stanford-ai-2021	1086	149	I	i	NN
stanford-ai-2021	1086	150	O	o	NN
stanford-ai-2021	1086	151	N	n	NN
stanford-ai-2021	1086	152	A	a	NN
stanford-ai-2021	1086	153	L	l	NN
stanford-ai-2021	1086	154	S	s	NN
stanford-ai-2021	1086	155	T	t	NN
stanford-ai-2021	1086	156	R	r	NN
stanford-ai-2021	1086	157	AT	at	NN
stanford-ai-2021	1086	158	E	e	NN
stanford-ai-2021	1086	159	G	g	NN
stanford-ai-2021	1086	160	I	i	NN
stanford-ai-2021	1086	161	E	e	NN
stanford-ai-2021	1086	162	S	s	NN
stanford-ai-2021	1086	163	https://trumpwhitehouse.archives.gov/ai/ai-american-innovation/	https://trumpwhitehouse.archives.gov/ai/ai-american-innovation/	FW
stanford-ai-2021	1086	164	https://trumpwhitehouse.archives.gov/wp-content/uploads/2020/02/American-AI-Initiative-One-Year-Annual-Report.pdf	https://trumpwhitehouse.archives.gov/wp-content/uploads/2020/02/american-ai-initiative-one-year-annual-report.pdf	FW
stanford-ai-2021	1086	165	https://www.whitehouse.gov/wp-content/uploads/2020/11/M-21-06.pdf	https://www.whitehouse.gov/wp-content/uploads/2020/11/m-21-06.pdf	ADD
stanford-ai-2021	1086	166	https://www.korea.kr/news/pressReleaseView.do?newsId=156366736	https://www.korea.kr/news/pressReleaseView.do?newsId=156366736	NNP
stanford-ai-2021	1086	167	https://colaboracion.dnp.gov.co/CDT/Conpes/Econ%C3%B3micos/3975.pdf	https://colaboracion.dnp.gov.co/CDT/Conpes/Econ%C3%B3micos/3975.pdf	NNP
stanford-ai-2021	1086	168	https://colaboracion.dnp.gov.co/CDT/Conpes/Econ%C3%B3micos/3975.pdf	https://colaboracion.dnp.gov.co/CDT/Conpes/Econ%C3%B3micos/3975.pdf	NNP
stanford-ai-2021	1086	169	https://www.mpo.cz/assets/en/guidepost/for-the-media/press-releases/2019/5/NAIS_eng_web.pdf	https://www.mpo.cz/assets/en/guidepost/for-the-media/press-releases/2019/5/nais_eng_web.pdf	ADD
stanford-ai-2021	1086	170	https://www.mpo.cz/assets/en/guidepost/for-the-media/press-releases/2019/5/NAIS_eng_web.pdf	https://www.mpo.cz/assets/en/guidepost/for-the-media/press-releases/2019/5/NAIS_eng_web.pdf	NFP
stanford-ai-2021	1086	171	http://kurklt.lt/wp-content/uploads/2018/09/StrategyIndesignpdf.pdf	http://kurklt.lt/wp-content/uploads/2018/09/strategyindesignpdf.pdf	UH
stanford-ai-2021	1086	172	http://kurklt.lt/wp-content/uploads/2018/09/StrategyIndesignpdf.pdf	http://kurklt.lt/wp-content/uploads/2018/09/strategyindesignpdf.pdf	UH
stanford-ai-2021	1086	173	https://gouvernement.lu/en/publications/rapport-etude-analyse/minist-digitalisation/artificial-intelligence/artificial-intelligence.html	https://gouvernement.lu/en/publications/rapport-etude-analyse/minist-digitalisation/artificial-intelligence/artificial-intelligence.html	NNP
stanford-ai-2021	1086	174	https://gouvernement.lu/en/publications/rapport-etude-analyse/minist-digitalisation/artificial-intelligence/artificial-intelligence.html	https://gouvernement.lu/en/publications/rapport-etude-analyse/minist-digitalisation/artificial-intelligence/artificial-intelligence.html	NNP
stanford-ai-2021	1086	175	https://malta.ai/wp-content/uploads/2019/11/Malta_The_Ultimate_AI_Launchpad_vFinal.pdf	https://malta.ai/wp-content/uploads/2019/11/malta_the_ultimate_ai_launchpad_vfinal.pdf	CD
stanford-ai-2021	1086	176	https://www.government.nl/binaries/government/documents/reports/2019/10/09/strategic-action-plan-for-artificial-intelligence/Strategic+Action+Plan+for+Artificial+Intelligence.pdf	https://www.government.nl/binaries/government/documents/reports/2019/10/09/strategic-action-plan-for-artificial-intelligence/Strategic+Action+Plan+for+Artificial+Intelligence.pdf	NNP
stanford-ai-2021	1086	177	https://www.government.nl/binaries/government/documents/reports/2019/10/09/strategic-action-plan-for-artificial-intelligence/Strategic+Action+Plan+for+Artificial+Intelligence.pdf	https://www.government.nl/binaries/government/documents/reports/2019/10/09/strategic-action-plan-for-artificial-intelligence/Strategic+Action+Plan+for+Artificial+Intelligence.pdf	NNP
stanford-ai-2021	1086	178	https://www.incode2030.gov.pt/sites/default/files/julho_incode_brochura.pdf	https://www.incode2030.gov.pt/sites/default/files/julho_incode_brochura.pdf	ADD
stanford-ai-2021	1086	179	https://www.motc.gov.qa/sites/default/files/national_ai_strategy_-_english_0.pdf	https://www.motc.gov.qa/sites/default/files/national_ai_strategy_-_english_0.pdf	NNP
stanford-ai-2021	1086	180	TA	TA	NNP
stanford-ai-2021	1086	181	B	B	NNP
stanford-ai-2021	1086	182	L	l	NN
stanford-ai-2021	1086	183	E	e	NN
stanford-ai-2021	1086	184	O	o	NN
stanford-ai-2021	1086	185	F	f	NN
stanford-ai-2021	1086	186	C	c	NN
stanford-ai-2021	1086	187	O	o	NN
stanford-ai-2021	1086	188	N	n	NN
stanford-ai-2021	1086	189	T	t	NN
stanford-ai-2021	1086	190	E	e	NN
stanford-ai-2021	1086	191	N	n	NN
stanford-ai-2021	1086	192	T	t	NN
stanford-ai-2021	1086	193	S	s	NN
stanford-ai-2021	1086	194	1	1	CD
stanford-ai-2021	1086	195	61C	61c	CD
stanford-ai-2021	1086	196	H	h	NN
stanford-ai-2021	1086	197	A	a	NN
stanford-ai-2021	1086	198	P	p	NN
stanford-ai-2021	1086	199	T	t	NN
stanford-ai-2021	1086	200	E	e	NN
stanford-ai-2021	1086	201	R	r	NN
stanford-ai-2021	1086	202	7	7	CD
stanford-ai-2021	1086	203	P	p	NN
stanford-ai-2021	1086	204	R	r	NN
stanford-ai-2021	1086	205	E	e	NN
stanford-ai-2021	1086	206	V	v	NN
stanford-ai-2021	1086	207	I	i	NN
stanford-ai-2021	1086	208	E	e	NN
stanford-ai-2021	1086	209	W	W	NNP
stanford-ai-2021	1086	210	Artificial	Artificial	NNP
stanford-ai-2021	1086	211	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	212	Index	Index	NNP
stanford-ai-2021	1086	213	Report	Report	NNP
stanford-ai-2021	1086	214	2021	2021	CD
stanford-ai-2021	1086	215	Published	publish	VBN
stanford-ai-2021	1086	216	Strategies	Strategies	NNPS
stanford-ai-2021	1086	217	2020	2020	CD
stanford-ai-2021	1086	218	Indonesia	Indonesia	NNP
stanford-ai-2021	1086	219	•	•	NNP
stanford-ai-2021	1086	220	AI	AI	NNP
stanford-ai-2021	1086	221	Strategy	Strategy	NNP
stanford-ai-2021	1086	222	:	:	:
stanford-ai-2021	1086	223	National	National	NNP
stanford-ai-2021	1086	224	Strategy	Strategy	NNP
stanford-ai-2021	1086	225	for	for	IN
stanford-ai-2021	1086	226	the	the	DT
stanford-ai-2021	1086	227	Development	Development	NNP
stanford-ai-2021	1086	228	of	of	IN
stanford-ai-2021	1086	229	Artificial	Artificial	NNP
stanford-ai-2021	1086	230	Intelligence	Intelligence	NNP
stanford-ai-2021	1086	231	(	(	-LRB-
stanford-ai-2021	1086	232	Stranas	Stranas	NNP
stanford-ai-2021	1086	233	KA	KA	NNP
stanford-ai-2021	1086	234	)	)	-RRB-
stanford-ai-2021	1086	235	•	•	VBP
stanford-ai-2021	1086	236	Responsible	responsible	JJ
stanford-ai-2021	1086	237	Organizations	organization	NNS
stanford-ai-2021	1086	238	:	:	:
stanford-ai-2021	1086	239	Ministry	Ministry	NNP
stanford-ai-2021	1086	240	of	of	IN
stanford-ai-2021	1086	241	Research	Research	NNP
stanford-ai-2021	1086	242	and	and	CC
stanford-ai-2021	1086	243	Technology	Technology	NNP
stanford-ai-2021	1086	244	(	(	-LRB-
stanford-ai-2021	1086	245	Menristek	Menristek	NNP
stanford-ai-2021	1086	246	)	)	-RRB-
stanford-ai-2021	1086	247	,	,	,
stanford-ai-2021	1086	248	National	National	NNP
stanford-ai-2021	1086	249	Research	Research	NNP
stanford-ai-2021	1086	250	and	and	CC
stanford-ai-2021	1086	251	Innovation	Innovation	NNP
stanford-ai-2021	1086	252	Agency	Agency	NNP
stanford-ai-2021	1086	253	(	(	-LRB-
stanford-ai-2021	1086	254	BRIN	BRIN	NNP
stanford-ai-2021	1086	255	)	)	-RRB-
stanford-ai-2021	1086	256	,	,	,
stanford-ai-2021	1086	257	Agency	Agency	NNP
stanford-ai-2021	1086	258	for	for	IN
stanford-ai-2021	1086	259	the	the	DT
stanford-ai-2021	1086	260	Assessment	Assessment	NNP
stanford-ai-2021	1086	261	and	and	CC
stanford-ai-2021	1086	262	Application	Application	NNP
stanford-ai-2021	1086	263	of	of	IN
stanford-ai-2021	1086	264	Technology	Technology	NNP
stanford-ai-2021	1086	265	(	(	-LRB-
stanford-ai-2021	1086	266	BPPT	BPPT	NNP
stanford-ai-2021	1086	267	)	)	-RRB-
stanford-ai-2021	1086	268	•	•	NNP
stanford-ai-2021	1086	269	Strategy	strategy	NN
stanford-ai-2021	1086	270	Highlights	highlight	NNS
stanford-ai-2021	1086	271	:	:	:
stanford-ai-2021	1086	272	The	the	DT
stanford-ai-2021	1086	273	Indonesian	indonesian	JJ
stanford-ai-2021	1086	274	strategy	strategy	NN
stanford-ai-2021	1086	275	aims	aim	VBZ
stanford-ai-2021	1086	276	to	to	TO
stanford-ai-2021	1086	277	guide	guide	VB
stanford-ai-2021	1086	278	the	the	DT
stanford-ai-2021	1086	279	country	country	NN
stanford-ai-2021	1086	280	in	in	IN
stanford-ai-2021	1086	281	developing	develop	VBG
stanford-ai-2021	1086	282	AI	AI	NNP
stanford-ai-2021	1086	283	between	between	IN
stanford-ai-2021	1086	284	2020	2020	CD
stanford-ai-2021	1086	285	and	and	CC
stanford-ai-2021	1086	286	2045	2045	CD
stanford-ai-2021	1086	287	.	.	.
stanford-ai-2021	1087	1	It	-PRON-	PRP
stanford-ai-2021	1087	2	focuses	focus	VBZ
stanford-ai-2021	1087	3	on	on	IN
stanford-ai-2021	1087	4	education	education	NN
stanford-ai-2021	1087	5	and	and	CC
stanford-ai-2021	1087	6	research	research	NN
stanford-ai-2021	1087	7	,	,	,
stanford-ai-2021	1087	8	health	health	NN
stanford-ai-2021	1087	9	services	service	NNS
stanford-ai-2021	1087	10	,	,	,
stanford-ai-2021	1087	11	food	food	NN
stanford-ai-2021	1087	12	security	security	NN
stanford-ai-2021	1087	13	,	,	,
stanford-ai-2021	1087	14	mobility	mobility	NN
stanford-ai-2021	1087	15	,	,	,
stanford-ai-2021	1087	16	smart	smart	JJ
stanford-ai-2021	1087	17	cities	city	NNS
stanford-ai-2021	1087	18	,	,	,
stanford-ai-2021	1087	19	and	and	CC
stanford-ai-2021	1087	20	public	public	JJ
stanford-ai-2021	1087	21	sector	sector	NN
stanford-ai-2021	1087	22	reform	reform	NN
stanford-ai-2021	1087	23	.	.	.
stanford-ai-2021	1088	1	•	•	VB
stanford-ai-2021	1088	2	Funding	funding	NN
stanford-ai-2021	1088	3	:	:	:
stanford-ai-2021	1088	4	N	n	NN
stanford-ai-2021	1088	5	/	/	SYM
stanford-ai-2021	1088	6	A	a	NN
stanford-ai-2021	1088	7	•	•	NNP
stanford-ai-2021	1088	8	Recent	recent	JJ
stanford-ai-2021	1088	9	Updates	update	NNS
stanford-ai-2021	1088	10	:	:	:
stanford-ai-2021	1088	11	None	none	NN
stanford-ai-2021	1088	12	Saudi	Saudi	NNP
stanford-ai-2021	1088	13	Arabia	Arabia	NNP
stanford-ai-2021	1088	14	•	•	NNP
stanford-ai-2021	1088	15	AI	AI	NNP
stanford-ai-2021	1088	16	Strategy	Strategy	NNP
stanford-ai-2021	1088	17	:	:	:
stanford-ai-2021	1088	18	National	National	NNP
stanford-ai-2021	1088	19	Strategy	Strategy	NNP
stanford-ai-2021	1088	20	on	on	IN
stanford-ai-2021	1088	21	Data	Data	NNP
stanford-ai-2021	1088	22	and	and	CC
stanford-ai-2021	1088	23	AI	AI	NNP
stanford-ai-2021	1088	24	(	(	-LRB-
stanford-ai-2021	1088	25	NSDAI	NSDAI	NNP
stanford-ai-2021	1088	26	)	)	-RRB-
stanford-ai-2021	1088	27	•	•	VBP
stanford-ai-2021	1088	28	Responsible	responsible	JJ
stanford-ai-2021	1088	29	Organization	organization	NN
stanford-ai-2021	1088	30	:	:	:
stanford-ai-2021	1088	31	Saudi	Saudi	NNP
stanford-ai-2021	1088	32	Data	Data	NNP
stanford-ai-2021	1088	33	and	and	CC
stanford-ai-2021	1088	34	Artificial	Artificial	NNP
stanford-ai-2021	1088	35	Intelligence	Intelligence	NNP
stanford-ai-2021	1088	36	Authority	Authority	NNP
stanford-ai-2021	1088	37	(	(	-LRB-
stanford-ai-2021	1088	38	SDAIA	SDAIA	NNP
stanford-ai-2021	1088	39	)	)	-RRB-
stanford-ai-2021	1088	40	•	•	NN
stanford-ai-2021	1088	41	Highlights	highlight	NNS
stanford-ai-2021	1088	42	:	:	:
stanford-ai-2021	1088	43	As	as	IN
stanford-ai-2021	1088	44	part	part	NN
stanford-ai-2021	1088	45	of	of	IN
stanford-ai-2021	1088	46	an	an	DT
stanford-ai-2021	1088	47	effort	effort	NN
stanford-ai-2021	1088	48	to	to	TO
stanford-ai-2021	1088	49	diversify	diversify	VB
stanford-ai-2021	1088	50	the	the	DT
stanford-ai-2021	1088	51	country	country	NN
stanford-ai-2021	1088	52	’s	’s	POS
stanford-ai-2021	1088	53	economy	economy	NN
stanford-ai-2021	1088	54	away	away	RB
stanford-ai-2021	1088	55	from	from	IN
stanford-ai-2021	1088	56	oil	oil	NN
stanford-ai-2021	1088	57	and	and	CC
stanford-ai-2021	1088	58	boost	boost	VB
stanford-ai-2021	1088	59	the	the	DT
stanford-ai-2021	1088	60	private	private	JJ
stanford-ai-2021	1088	61	sector	sector	NN
stanford-ai-2021	1088	62	,	,	,
stanford-ai-2021	1088	63	the	the	DT
stanford-ai-2021	1088	64	NSDAI	NSDAI	NNP
stanford-ai-2021	1088	65	aims	aim	VBZ
stanford-ai-2021	1088	66	to	to	TO
stanford-ai-2021	1088	67	accelerate	accelerate	VB
stanford-ai-2021	1088	68	AI	AI	NNP
stanford-ai-2021	1088	69	development	development	NN
stanford-ai-2021	1088	70	in	in	IN
stanford-ai-2021	1088	71	five	five	CD
stanford-ai-2021	1088	72	critical	critical	JJ
stanford-ai-2021	1088	73	sectors	sector	NNS
stanford-ai-2021	1088	74	:	:	:
stanford-ai-2021	1088	75	health	health	NN
stanford-ai-2021	1088	76	care	care	NN
stanford-ai-2021	1088	77	,	,	,
stanford-ai-2021	1088	78	mobility	mobility	NN
stanford-ai-2021	1088	79	,	,	,
stanford-ai-2021	1088	80	education	education	NN
stanford-ai-2021	1088	81	,	,	,
stanford-ai-2021	1088	82	government	government	NN
stanford-ai-2021	1088	83	,	,	,
stanford-ai-2021	1088	84	and	and	CC
stanford-ai-2021	1088	85	energy	energy	NN
stanford-ai-2021	1088	86	.	.	.
stanford-ai-2021	1089	1	By	by	IN
stanford-ai-2021	1089	2	2030	2030	CD
stanford-ai-2021	1089	3	,	,	,
stanford-ai-2021	1089	4	Saudi	Saudi	NNP
stanford-ai-2021	1089	5	Arabia	Arabia	NNP
stanford-ai-2021	1089	6	intends	intend	VBZ
stanford-ai-2021	1089	7	to	to	TO
stanford-ai-2021	1089	8	train	train	VB
stanford-ai-2021	1089	9	20,000	20,000	CD
stanford-ai-2021	1089	10	data	datum	NNS
stanford-ai-2021	1089	11	and	and	CC
stanford-ai-2021	1089	12	AI	AI	NNP
stanford-ai-2021	1089	13	specialists	specialist	NNS
stanford-ai-2021	1089	14	,	,	,
stanford-ai-2021	1089	15	attract	attract	VB
stanford-ai-2021	1089	16	USD	usd	NN
stanford-ai-2021	1089	17	20	20	CD
stanford-ai-2021	1089	18	billion	billion	CD
stanford-ai-2021	1089	19	in	in	IN
stanford-ai-2021	1089	20	foreign	foreign	JJ
stanford-ai-2021	1089	21	and	and	CC
stanford-ai-2021	1089	22	local	local	JJ
stanford-ai-2021	1089	23	investment	investment	NN
stanford-ai-2021	1089	24	,	,	,
stanford-ai-2021	1089	25	and	and	CC
stanford-ai-2021	1089	26	create	create	VB
stanford-ai-2021	1089	27	an	an	DT
stanford-ai-2021	1089	28	environment	environment	NN
stanford-ai-2021	1089	29	that	that	WDT
stanford-ai-2021	1089	30	will	will	MD
stanford-ai-2021	1089	31	attract	attract	VB
stanford-ai-2021	1089	32	at	at	RB
stanford-ai-2021	1089	33	least	least	RBS
stanford-ai-2021	1089	34	300	300	CD
stanford-ai-2021	1089	35	AI	ai	NN
stanford-ai-2021	1089	36	and	and	CC
stanford-ai-2021	1089	37	data	data	NN
stanford-ai-2021	1089	38	startups	startup	NNS
stanford-ai-2021	1089	39	.	.	.
stanford-ai-2021	1090	1	•	•	VB
stanford-ai-2021	1090	2	Funding	funding	NN
stanford-ai-2021	1090	3	:	:	:
stanford-ai-2021	1090	4	N	n	NN
stanford-ai-2021	1090	5	/	/	SYM
stanford-ai-2021	1090	6	A	a	NN
stanford-ai-2021	1090	7	•	•	NNP
stanford-ai-2021	1090	8	Recent	recent	JJ
stanford-ai-2021	1090	9	Updates	update	NNS
stanford-ai-2021	1090	10	:	:	:
stanford-ai-2021	1090	11	During	during	IN
stanford-ai-2021	1090	12	the	the	DT
stanford-ai-2021	1090	13	summit	summit	NN
stanford-ai-2021	1090	14	where	where	WRB
stanford-ai-2021	1090	15	the	the	DT
stanford-ai-2021	1090	16	Saudi	saudi	JJ
stanford-ai-2021	1090	17	government	government	NN
stanford-ai-2021	1090	18	released	release	VBD
stanford-ai-2021	1090	19	its	-PRON-	PRP$
stanford-ai-2021	1090	20	strategy	strategy	NN
stanford-ai-2021	1090	21	,	,	,
stanford-ai-2021	1090	22	the	the	DT
stanford-ai-2021	1090	23	country	country	NN
stanford-ai-2021	1090	24	’s	’s	POS
stanford-ai-2021	1090	25	National	National	NNP
stanford-ai-2021	1090	26	Center	Center	NNP
stanford-ai-2021	1090	27	for	for	IN
stanford-ai-2021	1090	28	Artificial	Artificial	NNP
stanford-ai-2021	1090	29	Intelligence	Intelligence	NNP
stanford-ai-2021	1090	30	(	(	-LRB-
stanford-ai-2021	1090	31	NCAI	NCAI	NNP
stanford-ai-2021	1090	32	)	)	-RRB-
stanford-ai-2021	1090	33	signed	sign	VBD
stanford-ai-2021	1090	34	collaboration	collaboration	NN
stanford-ai-2021	1090	35	agreements	agreement	NNS
stanford-ai-2021	1090	36	with	with	IN
stanford-ai-2021	1090	37	China	China	NNP
stanford-ai-2021	1090	38	’s	’s	POS
stanford-ai-2021	1090	39	Huawei	Huawei	NNP
stanford-ai-2021	1090	40	and	and	CC
stanford-ai-2021	1090	41	Alibaba	Alibaba	NNP
stanford-ai-2021	1090	42	Cloud	Cloud	NNP
stanford-ai-2021	1090	43	to	to	TO
stanford-ai-2021	1090	44	design	design	VB
stanford-ai-2021	1090	45	AI	ai	NN
stanford-ai-2021	1090	46	-	-	HYPH
stanford-ai-2021	1090	47	related	relate	VBN
stanford-ai-2021	1090	48	Arabic	arabic	JJ
stanford-ai-2021	1090	49	-	-	HYPH
stanford-ai-2021	1090	50	language	language	NN
stanford-ai-2021	1090	51	systems	system	NNS
stanford-ai-2021	1090	52	.	.	.
stanford-ai-2021	1091	1	Others	other	NNS
stanford-ai-2021	1091	2	Hungary	Hungary	NNP
stanford-ai-2021	1091	3	:	:	:
stanford-ai-2021	1091	4	Hungary	Hungary	NNP
stanford-ai-2021	1091	5	’s	’s	NNP
stanford-ai-2021	1091	6	Artificial	Artificial	NNP
stanford-ai-2021	1091	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1091	8	Strategy	Strategy	NNP
stanford-ai-2021	1091	9	Norway	Norway	NNP
stanford-ai-2021	1091	10	:	:	:
stanford-ai-2021	1091	11	National	National	NNP
stanford-ai-2021	1091	12	Strategy	Strategy	NNP
stanford-ai-2021	1091	13	for	for	IN
stanford-ai-2021	1091	14	Artificial	Artificial	NNP
stanford-ai-2021	1091	15	Intelligence	Intelligence	NNP
stanford-ai-2021	1091	16	Serbia	Serbia	NNP
stanford-ai-2021	1091	17	:	:	:
stanford-ai-2021	1091	18	Strategy	strategy	NN
stanford-ai-2021	1091	19	for	for	IN
stanford-ai-2021	1091	20	the	the	DT
stanford-ai-2021	1091	21	Development	Development	NNP
stanford-ai-2021	1091	22	of	of	IN
stanford-ai-2021	1091	23	Artificial	Artificial	NNP
stanford-ai-2021	1091	24	Intelligence	Intelligence	NNP
stanford-ai-2021	1091	25	in	in	IN
stanford-ai-2021	1091	26	the	the	DT
stanford-ai-2021	1091	27	Republic	Republic	NNP
stanford-ai-2021	1091	28	of	of	IN
stanford-ai-2021	1091	29	Serbia	Serbia	NNP
stanford-ai-2021	1091	30	for	for	IN
stanford-ai-2021	1091	31	the	the	DT
stanford-ai-2021	1091	32	Period	Period	NNP
stanford-ai-2021	1091	33	2020–2025	2020–2025	CD
stanford-ai-2021	1091	34	Spain	Spain	NNP
stanford-ai-2021	1091	35	:	:	:
stanford-ai-2021	1091	36	National	National	NNP
stanford-ai-2021	1091	37	Artificial	Artificial	NNP
stanford-ai-2021	1091	38	Intelligence	Intelligence	NNP
stanford-ai-2021	1091	39	Strategy	Strategy	NNP
stanford-ai-2021	1091	40	7.1	7.1	CD
stanford-ai-2021	1091	41	N	N	NNP
stanford-ai-2021	1091	42	AT	at	IN
stanford-ai-2021	1091	43	I	i	NN
stanford-ai-2021	1091	44	O	o	NN
stanford-ai-2021	1091	45	N	n	NN
stanford-ai-2021	1091	46	A	a	NN
stanford-ai-2021	1091	47	L	l	NN
stanford-ai-2021	1091	48	A	a	NN
stanford-ai-2021	1091	49	N	n	NN
stanford-ai-2021	1091	50	D	d	NN
stanford-ai-2021	1091	51	R	r	NN
stanford-ai-2021	1091	52	E	e	NN
stanford-ai-2021	1091	53	G	g	NN
stanford-ai-2021	1091	54	I	i	NN
stanford-ai-2021	1091	55	O	o	NN
stanford-ai-2021	1091	56	N	n	NN
stanford-ai-2021	1091	57	A	a	NN
stanford-ai-2021	1091	58	L	l	NN
stanford-ai-2021	1091	59	A	a	NN
stanford-ai-2021	1091	60	I	i	NN
stanford-ai-2021	1091	61	S	s	NN
stanford-ai-2021	1091	62	T	t	NN
stanford-ai-2021	1091	63	R	r	NN
stanford-ai-2021	1091	64	AT	at	NN
stanford-ai-2021	1091	65	E	e	NN
stanford-ai-2021	1091	66	G	g	NN
stanford-ai-2021	1091	67	I	i	NN
stanford-ai-2021	1091	68	E	e	NN
stanford-ai-2021	1091	69	S	s	NN
stanford-ai-2021	1091	70	C	c	NN
stanford-ai-2021	1091	71	H	h	NN
stanford-ai-2021	1091	72	A	a	NN
stanford-ai-2021	1091	73	P	p	NN
stanford-ai-2021	1091	74	T	t	NN
stanford-ai-2021	1091	75	E	e	NN
stanford-ai-2021	1091	76	R	r	NN
stanford-ai-2021	1091	77	7	7	CD
stanford-ai-2021	1091	78	:	:	:
stanford-ai-2021	1091	79	A	a	DT
stanford-ai-2021	1091	80	I	i	NN
stanford-ai-2021	1091	81	P	p	NN
stanford-ai-2021	1091	82	O	o	NN
stanford-ai-2021	1091	83	L	l	NN
stanford-ai-2021	1091	84	I	i	NN
stanford-ai-2021	1091	85	C	c	NN
stanford-ai-2021	1091	86	Y	Y	NNP
stanford-ai-2021	1091	87	A	a	NN
stanford-ai-2021	1091	88	N	n	NN
stanford-ai-2021	1091	89	D	d	NN
stanford-ai-2021	1091	90	N	n	NN
stanford-ai-2021	1091	91	AT	at	IN
stanford-ai-2021	1091	92	I	i	NN
stanford-ai-2021	1091	93	O	o	NN
stanford-ai-2021	1091	94	N	n	NN
stanford-ai-2021	1091	95	A	a	NN
stanford-ai-2021	1091	96	L	l	NN
stanford-ai-2021	1091	97	S	s	NN
stanford-ai-2021	1091	98	T	t	NN
stanford-ai-2021	1091	99	R	r	NN
stanford-ai-2021	1091	100	AT	at	NN
stanford-ai-2021	1091	101	E	e	NN
stanford-ai-2021	1091	102	G	g	NN
stanford-ai-2021	1091	103	I	i	NN
stanford-ai-2021	1091	104	E	e	NN
stanford-ai-2021	1091	105	S	S	NNP
stanford-ai-2021	1091	106	https://ai-innovation.id/strategi	https://ai-innovation.id/strategi	NNP
stanford-ai-2021	1091	107	https://ai-innovation.id/strategi	https://ai-innovation.id/strategi	NNP
stanford-ai-2021	1091	108	https://ai.sa/Brochure_NSDAI_Summit%20version_EN.pdf	https://ai.sa/Brochure_NSDAI_Summit%20version_EN.pdf	NNP
stanford-ai-2021	1091	109	https://ai-hungary.com/api/v1/companies/15/files/138309/view	https://ai-hungary.com/api/v1/companies/15/files/138309/view	NNP
stanford-ai-2021	1091	110	https://www.regjeringen.no/en/dokumenter/nasjonal-strategi-for-kunstig-intelligens/id2685594/?ch=6#:~:text=The%20Government%20wants%20Norway%20to,AI%20in%20the%20business%20sector	https://www.regjeringen.no/en/dokumenter/nasjonal-strategi-for-kunstig-intelligens/id2685594/?ch=6#:~:text=The%20Government%20wants%20Norway%20to,AI%20in%20the%20business%20sector	NNP
stanford-ai-2021	1091	111	.	.	.
stanford-ai-2021	1092	1	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	NNP
stanford-ai-2021	1092	2	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	NNP
stanford-ai-2021	1092	3	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	https://www.srbija.gov.rs/extfile/sr/437310/strategy_artificial_intelligence-condensed261219_2.docx	NNP
stanford-ai-2021	1092	4	https://www.lamoncloa.gob.es/presidente/actividades/Documents/2020/021220-ENIA.pdf	https://www.lamoncloa.gob.es/presidente/actividades/Documents/2020/021220-ENIA.pdf	NNP
stanford-ai-2021	1092	5	TA	TA	NNP
stanford-ai-2021	1092	6	B	B	NNP
stanford-ai-2021	1092	7	L	l	NN
stanford-ai-2021	1092	8	E	e	NN
stanford-ai-2021	1092	9	O	o	NN
stanford-ai-2021	1092	10	F	f	NN
stanford-ai-2021	1092	11	C	c	NN
stanford-ai-2021	1092	12	O	o	NN
stanford-ai-2021	1092	13	N	n	NN
stanford-ai-2021	1092	14	T	t	NN
stanford-ai-2021	1092	15	E	e	NN
stanford-ai-2021	1092	16	N	n	NN
stanford-ai-2021	1092	17	T	t	NN
stanford-ai-2021	1092	18	S	s	NN
stanford-ai-2021	1092	19	1	1	CD
stanford-ai-2021	1092	20	6	6	CD
stanford-ai-2021	1092	21	2C	2c	NN
stanford-ai-2021	1092	22	H	h	NN
stanford-ai-2021	1092	23	A	a	NN
stanford-ai-2021	1092	24	P	p	NN
stanford-ai-2021	1092	25	T	t	NN
stanford-ai-2021	1092	26	E	e	NN
stanford-ai-2021	1092	27	R	r	NN
stanford-ai-2021	1092	28	7	7	CD
stanford-ai-2021	1092	29	P	p	NN
stanford-ai-2021	1092	30	R	r	NN
stanford-ai-2021	1092	31	E	e	NN
stanford-ai-2021	1092	32	V	v	NN
stanford-ai-2021	1092	33	I	i	NN
stanford-ai-2021	1092	34	E	e	NN
stanford-ai-2021	1092	35	W	W	NNP
stanford-ai-2021	1092	36	Artificial	Artificial	NNP
stanford-ai-2021	1092	37	Intelligence	Intelligence	NNP
stanford-ai-2021	1092	38	Index	Index	NNP
stanford-ai-2021	1092	39	Report	Report	NNP
stanford-ai-2021	1092	40	2021	2021	CD
stanford-ai-2021	1092	41	Strategies	Strategies	NNPS
stanford-ai-2021	1092	42	in	in	IN
stanford-ai-2021	1092	43	Development	Development	NNP
stanford-ai-2021	1092	44	(	(	-LRB-
stanford-ai-2021	1092	45	AS	as	IN
stanford-ai-2021	1092	46	OF	of	IN
stanford-ai-2021	1092	47	DECEMBER	DECEMBER	NNP
stanford-ai-2021	1092	48	2020	2020	CD
stanford-ai-2021	1092	49	)	)	-RRB-
stanford-ai-2021	1092	50	Strategies	Strategies	NNPS
stanford-ai-2021	1092	51	in	in	IN
stanford-ai-2021	1092	52	Public	Public	NNP
stanford-ai-2021	1092	53	Consultation	Consultation	NNP
stanford-ai-2021	1092	54	Brazil	Brazil	NNP
stanford-ai-2021	1092	55	•	•	NNP
stanford-ai-2021	1092	56	AI	AI	NNP
stanford-ai-2021	1092	57	Strategy	Strategy	NNP
stanford-ai-2021	1092	58	Draft	Draft	NNP
stanford-ai-2021	1092	59	:	:	:
stanford-ai-2021	1092	60	Brazilian	Brazilian	NNP
stanford-ai-2021	1092	61	Artificial	Artificial	NNP
stanford-ai-2021	1092	62	Intelligence	Intelligence	NNP
stanford-ai-2021	1092	63	Strategy	Strategy	NNP
stanford-ai-2021	1092	64	•	•	NNP
stanford-ai-2021	1092	65	Responsible	Responsible	NNP
stanford-ai-2021	1092	66	Organization	organization	NN
stanford-ai-2021	1092	67	:	:	:
stanford-ai-2021	1092	68	Ministry	Ministry	NNP
stanford-ai-2021	1092	69	of	of	IN
stanford-ai-2021	1092	70	Science	Science	NNP
stanford-ai-2021	1092	71	,	,	,
stanford-ai-2021	1092	72	Technology	Technology	NNP
stanford-ai-2021	1092	73	and	and	CC
stanford-ai-2021	1092	74	Innovation	Innovation	NNP
stanford-ai-2021	1092	75	(	(	-LRB-
stanford-ai-2021	1092	76	MCTI	MCTI	NNP
stanford-ai-2021	1092	77	)	)	-RRB-
stanford-ai-2021	1092	78	•	•	NN
stanford-ai-2021	1092	79	Highlights	highlight	NNS
stanford-ai-2021	1092	80	:	:	:
stanford-ai-2021	1092	81	Brazil	Brazil	NNP
stanford-ai-2021	1092	82	’s	’s	POS
stanford-ai-2021	1092	83	national	national	JJ
stanford-ai-2021	1092	84	AI	AI	NNP
stanford-ai-2021	1092	85	strategy	strategy	NN
stanford-ai-2021	1092	86	was	be	VBD
stanford-ai-2021	1092	87	announced	announce	VBN
stanford-ai-2021	1092	88	in	in	IN
stanford-ai-2021	1092	89	2019	2019	CD
stanford-ai-2021	1092	90	and	and	CC
stanford-ai-2021	1092	91	is	be	VBZ
stanford-ai-2021	1092	92	currently	currently	RB
stanford-ai-2021	1092	93	in	in	IN
stanford-ai-2021	1092	94	the	the	DT
stanford-ai-2021	1092	95	public	public	JJ
stanford-ai-2021	1092	96	consultation	consultation	NN
stanford-ai-2021	1092	97	stage	stage	NN
stanford-ai-2021	1092	98	.	.	.
stanford-ai-2021	1093	1	According	accord	VBG
stanford-ai-2021	1093	2	to	to	IN
stanford-ai-2021	1093	3	the	the	DT
stanford-ai-2021	1093	4	OECD	OECD	NNP
stanford-ai-2021	1093	5	,	,	,
stanford-ai-2021	1093	6	the	the	DT
stanford-ai-2021	1093	7	strategy	strategy	NN
stanford-ai-2021	1093	8	aims	aim	VBZ
stanford-ai-2021	1093	9	to	to	TO
stanford-ai-2021	1093	10	cover	cover	VB
stanford-ai-2021	1093	11	relevant	relevant	JJ
stanford-ai-2021	1093	12	topics	topic	NNS
stanford-ai-2021	1093	13	bearing	bear	VBG
stanford-ai-2021	1093	14	on	on	IN
stanford-ai-2021	1093	15	AI	AI	NNP
stanford-ai-2021	1093	16	,	,	,
stanford-ai-2021	1093	17	including	include	VBG
stanford-ai-2021	1093	18	its	-PRON-	PRP$
stanford-ai-2021	1093	19	impact	impact	NN
stanford-ai-2021	1093	20	on	on	IN
stanford-ai-2021	1093	21	the	the	DT
stanford-ai-2021	1093	22	economy	economy	NN
stanford-ai-2021	1093	23	,	,	,
stanford-ai-2021	1093	24	ethics	ethic	NNS
stanford-ai-2021	1093	25	,	,	,
stanford-ai-2021	1093	26	development	development	NN
stanford-ai-2021	1093	27	,	,	,
stanford-ai-2021	1093	28	education	education	NN
stanford-ai-2021	1093	29	,	,	,
stanford-ai-2021	1093	30	and	and	CC
stanford-ai-2021	1093	31	jobs	job	NNS
stanford-ai-2021	1093	32	,	,	,
stanford-ai-2021	1093	33	and	and	CC
stanford-ai-2021	1093	34	to	to	TO
stanford-ai-2021	1093	35	coordinate	coordinate	VB
stanford-ai-2021	1093	36	specific	specific	JJ
stanford-ai-2021	1093	37	public	public	JJ
stanford-ai-2021	1093	38	policies	policy	NNS
stanford-ai-2021	1093	39	addressing	address	VBG
stanford-ai-2021	1093	40	such	such	JJ
stanford-ai-2021	1093	41	issues	issue	NNS
stanford-ai-2021	1093	42	.	.	.
stanford-ai-2021	1094	1	•	•	VB
stanford-ai-2021	1094	2	Funding	funding	NN
stanford-ai-2021	1094	3	:	:	:
stanford-ai-2021	1094	4	N	n	NN
stanford-ai-2021	1094	5	/	/	SYM
stanford-ai-2021	1094	6	A	a	NN
stanford-ai-2021	1094	7	•	•	NNP
stanford-ai-2021	1094	8	Recent	recent	JJ
stanford-ai-2021	1094	9	Updates	Updates	NNPS
stanford-ai-2021	1094	10	:	:	:
stanford-ai-2021	1094	11	In	in	IN
stanford-ai-2021	1094	12	October	October	NNP
stanford-ai-2021	1094	13	2020	2020	CD
stanford-ai-2021	1094	14	,	,	,
stanford-ai-2021	1094	15	the	the	DT
stanford-ai-2021	1094	16	country	country	NN
stanford-ai-2021	1094	17	’s	’s	POS
stanford-ai-2021	1094	18	largest	large	JJS
stanford-ai-2021	1094	19	research	research	NN
stanford-ai-2021	1094	20	facility	facility	NN
stanford-ai-2021	1094	21	dedicated	dedicate	VBN
stanford-ai-2021	1094	22	to	to	IN
stanford-ai-2021	1094	23	AI	AI	NNP
stanford-ai-2021	1094	24	was	be	VBD
stanford-ai-2021	1094	25	launched	launch	VBN
stanford-ai-2021	1094	26	in	in	IN
stanford-ai-2021	1094	27	collaboration	collaboration	NN
stanford-ai-2021	1094	28	with	with	IN
stanford-ai-2021	1094	29	IBM	IBM	NNP
stanford-ai-2021	1094	30	,	,	,
stanford-ai-2021	1094	31	the	the	DT
stanford-ai-2021	1094	32	University	University	NNP
stanford-ai-2021	1094	33	of	of	IN
stanford-ai-2021	1094	34	São	São	NNP
stanford-ai-2021	1094	35	Paulo	Paulo	NNP
stanford-ai-2021	1094	36	,	,	,
stanford-ai-2021	1094	37	and	and	CC
stanford-ai-2021	1094	38	the	the	DT
stanford-ai-2021	1094	39	São	São	NNP
stanford-ai-2021	1094	40	Paulo	Paulo	NNP
stanford-ai-2021	1094	41	Research	Research	NNP
stanford-ai-2021	1094	42	Foundation	Foundation	NNP
stanford-ai-2021	1094	43	.	.	.
stanford-ai-2021	1095	1	Italy	Italy	NNP
stanford-ai-2021	1095	2	•	•	NNP
stanford-ai-2021	1095	3	AI	AI	NNP
stanford-ai-2021	1095	4	Strategy	Strategy	NNP
stanford-ai-2021	1095	5	Draft	Draft	NNP
stanford-ai-2021	1095	6	:	:	:
stanford-ai-2021	1095	7	Proposal	proposal	NN
stanford-ai-2021	1095	8	for	for	IN
stanford-ai-2021	1095	9	an	an	DT
stanford-ai-2021	1095	10	Italian	italian	JJ
stanford-ai-2021	1095	11	Strategy	Strategy	NNP
stanford-ai-2021	1095	12	for	for	IN
stanford-ai-2021	1095	13	Artificial	Artificial	NNP
stanford-ai-2021	1095	14	Intelligence	Intelligence	NNP
stanford-ai-2021	1095	15	•	•	NNP
stanford-ai-2021	1095	16	Responsible	Responsible	NNP
stanford-ai-2021	1095	17	Organization	Organization	NNP
stanford-ai-2021	1095	18	:	:	:
stanford-ai-2021	1095	19	Ministry	Ministry	NNP
stanford-ai-2021	1095	20	of	of	IN
stanford-ai-2021	1095	21	Economic	Economic	NNP
stanford-ai-2021	1095	22	Development	Development	NNP
stanford-ai-2021	1095	23	(	(	-LRB-
stanford-ai-2021	1095	24	MISE	MISE	NNP
stanford-ai-2021	1095	25	)	)	-RRB-
stanford-ai-2021	1095	26	•	•	NN
stanford-ai-2021	1095	27	Highlights	highlight	NNS
stanford-ai-2021	1095	28	:	:	:
stanford-ai-2021	1095	29	This	this	DT
stanford-ai-2021	1095	30	document	document	NN
stanford-ai-2021	1095	31	provides	provide	VBZ
stanford-ai-2021	1095	32	the	the	DT
stanford-ai-2021	1095	33	proposed	propose	VBN
stanford-ai-2021	1095	34	strategy	strategy	NN
stanford-ai-2021	1095	35	for	for	IN
stanford-ai-2021	1095	36	the	the	DT
stanford-ai-2021	1095	37	sustainable	sustainable	JJ
stanford-ai-2021	1095	38	development	development	NN
stanford-ai-2021	1095	39	of	of	IN
stanford-ai-2021	1095	40	AI	AI	NNP
stanford-ai-2021	1095	41	,	,	,
stanford-ai-2021	1095	42	aimed	aim	VBN
stanford-ai-2021	1095	43	at	at	IN
stanford-ai-2021	1095	44	improving	improve	VBG
stanford-ai-2021	1095	45	Italy	Italy	NNP
stanford-ai-2021	1095	46	’s	’s	POS
stanford-ai-2021	1095	47	competitiveness	competitiveness	NN
stanford-ai-2021	1095	48	in	in	IN
stanford-ai-2021	1095	49	AI	AI	NNP
stanford-ai-2021	1095	50	.	.	.
stanford-ai-2021	1096	1	It	-PRON-	PRP
stanford-ai-2021	1096	2	focuses	focus	VBZ
stanford-ai-2021	1096	3	on	on	IN
stanford-ai-2021	1096	4	improving	improve	VBG
stanford-ai-2021	1096	5	AI	AI	NNP
stanford-ai-2021	1096	6	-	-	HYPH
stanford-ai-2021	1096	7	based	base	VBN
stanford-ai-2021	1096	8	skills	skill	NNS
stanford-ai-2021	1096	9	and	and	CC
stanford-ai-2021	1096	10	competencies	competency	NNS
stanford-ai-2021	1096	11	,	,	,
stanford-ai-2021	1096	12	fostering	foster	VBG
stanford-ai-2021	1096	13	AI	AI	NNP
stanford-ai-2021	1096	14	research	research	NN
stanford-ai-2021	1096	15	,	,	,
stanford-ai-2021	1096	16	establishing	establish	VBG
stanford-ai-2021	1096	17	a	a	DT
stanford-ai-2021	1096	18	regulatory	regulatory	JJ
stanford-ai-2021	1096	19	and	and	CC
stanford-ai-2021	1096	20	ethical	ethical	JJ
stanford-ai-2021	1096	21	framework	framework	NN
stanford-ai-2021	1096	22	to	to	TO
stanford-ai-2021	1096	23	ensure	ensure	VB
stanford-ai-2021	1096	24	a	a	DT
stanford-ai-2021	1096	25	sustainable	sustainable	JJ
stanford-ai-2021	1096	26	ecosystem	ecosystem	NN
stanford-ai-2021	1096	27	for	for	IN
stanford-ai-2021	1096	28	AI	AI	NNP
stanford-ai-2021	1096	29	,	,	,
stanford-ai-2021	1096	30	and	and	CC
stanford-ai-2021	1096	31	developing	develop	VBG
stanford-ai-2021	1096	32	a	a	DT
stanford-ai-2021	1096	33	robust	robust	JJ
stanford-ai-2021	1096	34	data	data	NN
stanford-ai-2021	1096	35	infrastructure	infrastructure	NN
stanford-ai-2021	1096	36	to	to	TO
stanford-ai-2021	1096	37	fuel	fuel	VB
stanford-ai-2021	1096	38	these	these	DT
stanford-ai-2021	1096	39	developments	development	NNS
stanford-ai-2021	1096	40	.	.	.
stanford-ai-2021	1097	1	•	•	VB
stanford-ai-2021	1097	2	Funding	funding	NN
stanford-ai-2021	1097	3	(	(	-LRB-
stanford-ai-2021	1097	4	December	December	NNP
stanford-ai-2021	1097	5	2020	2020	CD
stanford-ai-2021	1097	6	conversion	conversion	NN
stanford-ai-2021	1097	7	rate	rate	NN
stanford-ai-2021	1097	8	)	)	-RRB-
stanford-ai-2021	1097	9	:	:	:
stanford-ai-2021	1097	10	EUR	EUR	NNP
stanford-ai-2021	1097	11	1	1	CD
stanford-ai-2021	1097	12	billion	billion	CD
stanford-ai-2021	1097	13	(	(	-LRB-
stanford-ai-2021	1097	14	USD	usd	NN
stanford-ai-2021	1097	15	1.1	1.1	CD
stanford-ai-2021	1097	16	billion	billion	CD
stanford-ai-2021	1097	17	)	)	-RRB-
stanford-ai-2021	1097	18	through	through	IN
stanford-ai-2021	1097	19	2025	2025	CD
stanford-ai-2021	1097	20	and	and	CC
stanford-ai-2021	1097	21	expected	expect	VBD
stanford-ai-2021	1097	22	matching	match	VBG
stanford-ai-2021	1097	23	funds	fund	NNS
stanford-ai-2021	1097	24	from	from	IN
stanford-ai-2021	1097	25	the	the	DT
stanford-ai-2021	1097	26	private	private	JJ
stanford-ai-2021	1097	27	sector	sector	NN
stanford-ai-2021	1097	28	,	,	,
stanford-ai-2021	1097	29	bringing	bring	VBG
stanford-ai-2021	1097	30	the	the	DT
stanford-ai-2021	1097	31	total	total	JJ
stanford-ai-2021	1097	32	investment	investment	NN
stanford-ai-2021	1097	33	to	to	IN
stanford-ai-2021	1097	34	EUR	EUR	NNP
stanford-ai-2021	1097	35	2	2	CD
stanford-ai-2021	1097	36	billion	billion	CD
stanford-ai-2021	1097	37	.	.	.
stanford-ai-2021	1098	1	•	•	VB
stanford-ai-2021	1098	2	Recent	recent	JJ
stanford-ai-2021	1098	3	Updates	update	NNS
stanford-ai-2021	1098	4	:	:	:
stanford-ai-2021	1098	5	None	None	NNP
stanford-ai-2021	1098	6	Others	Others	NNP
stanford-ai-2021	1098	7	Cyprus	Cyprus	NNP
stanford-ai-2021	1098	8	:	:	:
stanford-ai-2021	1098	9	National	National	NNP
stanford-ai-2021	1098	10	Strategy	Strategy	NNP
stanford-ai-2021	1098	11	for	for	IN
stanford-ai-2021	1098	12	Artificial	Artificial	NNP
stanford-ai-2021	1098	13	Intelligence	Intelligence	NNP
stanford-ai-2021	1098	14	Ireland	Ireland	NNP
stanford-ai-2021	1098	15	:	:	:
stanford-ai-2021	1098	16	National	National	NNP
stanford-ai-2021	1098	17	Irish	Irish	NNP
stanford-ai-2021	1098	18	Strategy	Strategy	NNP
stanford-ai-2021	1098	19	on	on	IN
stanford-ai-2021	1098	20	Artificial	Artificial	NNP
stanford-ai-2021	1098	21	Intelligence	Intelligence	NNP
stanford-ai-2021	1098	22	Poland	Poland	NNP
stanford-ai-2021	1098	23	:	:	:
stanford-ai-2021	1098	24	Artificial	Artificial	NNP
stanford-ai-2021	1098	25	Intelligence	Intelligence	NNP
stanford-ai-2021	1098	26	Development	Development	NNP
stanford-ai-2021	1098	27	Policy	Policy	NNP
stanford-ai-2021	1098	28	in	in	IN
stanford-ai-2021	1098	29	Poland	Poland	NNP
stanford-ai-2021	1098	30	Uruguay	Uruguay	NNP
stanford-ai-2021	1098	31	:	:	:
stanford-ai-2021	1098	32	Artificial	Artificial	NNP
stanford-ai-2021	1098	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1098	34	Strategy	Strategy	NNP
stanford-ai-2021	1098	35	for	for	IN
stanford-ai-2021	1098	36	Digital	Digital	NNP
stanford-ai-2021	1098	37	Government	Government	NNP
stanford-ai-2021	1098	38	7.1	7.1	CD
stanford-ai-2021	1098	39	N	N	NNP
stanford-ai-2021	1098	40	AT	at	IN
stanford-ai-2021	1098	41	I	i	NN
stanford-ai-2021	1098	42	O	o	NN
stanford-ai-2021	1098	43	N	n	NN
stanford-ai-2021	1098	44	A	a	NN
stanford-ai-2021	1098	45	L	l	NN
stanford-ai-2021	1098	46	A	a	NN
stanford-ai-2021	1098	47	N	n	NN
stanford-ai-2021	1098	48	D	d	NN
stanford-ai-2021	1098	49	R	r	NN
stanford-ai-2021	1098	50	E	e	NN
stanford-ai-2021	1098	51	G	g	NN
stanford-ai-2021	1098	52	I	i	NN
stanford-ai-2021	1098	53	O	o	NN
stanford-ai-2021	1098	54	N	n	NN
stanford-ai-2021	1098	55	A	a	NN
stanford-ai-2021	1098	56	L	l	NN
stanford-ai-2021	1098	57	A	a	NN
stanford-ai-2021	1098	58	I	i	NN
stanford-ai-2021	1098	59	S	s	NN
stanford-ai-2021	1098	60	T	t	NN
stanford-ai-2021	1098	61	R	r	NN
stanford-ai-2021	1098	62	AT	at	NN
stanford-ai-2021	1098	63	E	e	NN
stanford-ai-2021	1098	64	G	g	NN
stanford-ai-2021	1098	65	I	i	NN
stanford-ai-2021	1098	66	E	e	NN
stanford-ai-2021	1098	67	S	s	NN
stanford-ai-2021	1098	68	C	c	NN
stanford-ai-2021	1098	69	H	h	NN
stanford-ai-2021	1098	70	A	a	NN
stanford-ai-2021	1098	71	P	p	NN
stanford-ai-2021	1098	72	T	t	NN
stanford-ai-2021	1098	73	E	e	NN
stanford-ai-2021	1098	74	R	r	NN
stanford-ai-2021	1098	75	7	7	CD
stanford-ai-2021	1098	76	:	:	:
stanford-ai-2021	1098	77	A	a	DT
stanford-ai-2021	1098	78	I	i	NN
stanford-ai-2021	1098	79	P	p	NN
stanford-ai-2021	1098	80	O	o	NN
stanford-ai-2021	1098	81	L	l	NN
stanford-ai-2021	1098	82	I	i	NN
stanford-ai-2021	1098	83	C	c	NN
stanford-ai-2021	1098	84	Y	Y	NNP
stanford-ai-2021	1098	85	A	a	NN
stanford-ai-2021	1098	86	N	n	NN
stanford-ai-2021	1098	87	D	d	NN
stanford-ai-2021	1098	88	N	n	NN
stanford-ai-2021	1098	89	AT	at	IN
stanford-ai-2021	1098	90	I	i	NN
stanford-ai-2021	1098	91	O	o	NN
stanford-ai-2021	1098	92	N	n	NN
stanford-ai-2021	1098	93	A	a	NN
stanford-ai-2021	1098	94	L	l	NN
stanford-ai-2021	1098	95	S	s	NN
stanford-ai-2021	1098	96	T	t	NN
stanford-ai-2021	1098	97	R	r	NN
stanford-ai-2021	1098	98	AT	at	NN
stanford-ai-2021	1098	99	E	e	NN
stanford-ai-2021	1098	100	G	g	NN
stanford-ai-2021	1098	101	I	i	NN
stanford-ai-2021	1098	102	E	e	NN
stanford-ai-2021	1098	103	S	s	NN
stanford-ai-2021	1098	104	http://participa.br/estrategia-brasileira-de-inteligencia-artificial/estrategia-brasileira-de-inteligencia-artificial-aplicacao-nos-setores-produtivos	http://participa.br/estrategia-brasileira-de-inteligencia-artificial/estrategia-brasileira-de-inteligencia-artificial-aplicacao-nos-setores-produtivos	''
stanford-ai-2021	1098	105	https://www.mise.gov.it/images/stories/documenti/Proposte_per_una_Strategia_italiana_AI.pdf	https://www.mise.gov.it/images/stories/documenti/proposte_per_una_strategia_italiana_ai.pdf	NN
stanford-ai-2021	1098	106	https://www.mise.gov.it/images/stories/documenti/Proposte_per_una_Strategia_italiana_AI.pdf	https://www.mise.gov.it/images/stories/documenti/proposte_per_una_strategia_italiana_ai.pdf	NN
stanford-ai-2021	1098	107	https://knowledge4policy.ec.europa.eu/sites/default/files/cyprus_ai_strategy.pdf	https://knowledge4policy.ec.europa.eu/sites/default/files/cyprus_ai_strategy.pdf	ADD
stanford-ai-2021	1098	108	https://enterprise.gov.ie/en/Consultations/Public-Consultation-Development-of-a-National-Strategy-on-Artificial-Intelligence.html	https://enterprise.gov.ie/en/Consultations/Public-Consultation-Development-of-a-National-Strategy-on-Artificial-Intelligence.html	NNP
stanford-ai-2021	1098	109	https://www.gov.pl/attachment/a8ea194c-d0ce-404e-a9ca-e007e9fbc93e	https://www.gov.pl/attachment/a8ea194c-d0ce-404e-a9ca-e007e9fbc93e	ADD
stanford-ai-2021	1098	110	https://www.gov.pl/attachment/a8ea194c-d0ce-404e-a9ca-e007e9fbc93e	https://www.gov.pl/attachment/a8ea194c-d0ce-404e-a9ca-e007e9fbc93e	ADD
stanford-ai-2021	1098	111	https://www.gub.uy/participacionciudadana/consultapublica	https://www.gub.uy/participacionciudadana/consultapublica	PRP
stanford-ai-2021	1098	112	https://www.gub.uy/participacionciudadana/consultapublica	https://www.gub.uy/participacionciudadana/consultapublica	CD
stanford-ai-2021	1098	113	TA	TA	NNP
stanford-ai-2021	1098	114	B	B	NNP
stanford-ai-2021	1098	115	L	l	NN
stanford-ai-2021	1098	116	E	e	NN
stanford-ai-2021	1098	117	O	o	NN
stanford-ai-2021	1098	118	F	f	NN
stanford-ai-2021	1098	119	C	c	NN
stanford-ai-2021	1098	120	O	o	NN
stanford-ai-2021	1098	121	N	n	NN
stanford-ai-2021	1098	122	T	t	NN
stanford-ai-2021	1098	123	E	e	NN
stanford-ai-2021	1098	124	N	n	NN
stanford-ai-2021	1098	125	T	t	NN
stanford-ai-2021	1098	126	S	s	NN
stanford-ai-2021	1098	127	1	1	CD
stanford-ai-2021	1098	128	6	6	CD
stanford-ai-2021	1098	129	3C	3c	NN
stanford-ai-2021	1098	130	H	h	NN
stanford-ai-2021	1098	131	A	a	NN
stanford-ai-2021	1098	132	P	p	NN
stanford-ai-2021	1098	133	T	t	NN
stanford-ai-2021	1098	134	E	e	NN
stanford-ai-2021	1098	135	R	r	NN
stanford-ai-2021	1098	136	7	7	CD
stanford-ai-2021	1098	137	P	p	NN
stanford-ai-2021	1098	138	R	r	NN
stanford-ai-2021	1098	139	E	e	NN
stanford-ai-2021	1098	140	V	v	NN
stanford-ai-2021	1098	141	I	i	NN
stanford-ai-2021	1098	142	E	e	NN
stanford-ai-2021	1098	143	W	W	NNP
stanford-ai-2021	1098	144	Artificial	Artificial	NNP
stanford-ai-2021	1098	145	Intelligence	Intelligence	NNP
stanford-ai-2021	1098	146	Index	Index	NNP
stanford-ai-2021	1098	147	Report	Report	NNP
stanford-ai-2021	1098	148	2021	2021	CD
stanford-ai-2021	1098	149	Strategies	Strategies	NNPS
stanford-ai-2021	1098	150	Announced	Announced	NNP
stanford-ai-2021	1098	151	Argentina	Argentina	NNP
stanford-ai-2021	1098	152	•	•	NNP
stanford-ai-2021	1098	153	Related	related	JJ
stanford-ai-2021	1098	154	Document	document	NN
stanford-ai-2021	1098	155	:	:	:
stanford-ai-2021	1098	156	N	n	NN
stanford-ai-2021	1098	157	/	/	SYM
stanford-ai-2021	1098	158	A	a	NN
stanford-ai-2021	1098	159	•	•	NNP
stanford-ai-2021	1098	160	Responsible	Responsible	NNP
stanford-ai-2021	1098	161	Organization	organization	NN
stanford-ai-2021	1098	162	:	:	:
stanford-ai-2021	1098	163	Ministry	Ministry	NNP
stanford-ai-2021	1098	164	of	of	IN
stanford-ai-2021	1098	165	Science	Science	NNP
stanford-ai-2021	1098	166	,	,	,
stanford-ai-2021	1098	167	Technology	Technology	NNP
stanford-ai-2021	1098	168	and	and	CC
stanford-ai-2021	1098	169	Productive	Productive	NNP
stanford-ai-2021	1098	170	Innovation	Innovation	NNP
stanford-ai-2021	1098	171	(	(	-LRB-
stanford-ai-2021	1098	172	MINCYT	MINCYT	NNP
stanford-ai-2021	1098	173	)	)	-RRB-
stanford-ai-2021	1098	174	•	•	VBP
stanford-ai-2021	1098	175	Status	status	NN
stanford-ai-2021	1098	176	:	:	:
stanford-ai-2021	1098	177	Argentina	Argentina	NNP
stanford-ai-2021	1098	178	’s	’s	,
stanford-ai-2021	1098	179	AI	AI	NNP
stanford-ai-2021	1098	180	plan	plan	NN
stanford-ai-2021	1098	181	is	be	VBZ
stanford-ai-2021	1098	182	a	a	DT
stanford-ai-2021	1098	183	part	part	NN
stanford-ai-2021	1098	184	of	of	IN
stanford-ai-2021	1098	185	the	the	DT
stanford-ai-2021	1098	186	Argentine	Argentine	NNP
stanford-ai-2021	1098	187	Digital	Digital	NNP
stanford-ai-2021	1098	188	Agenda	Agenda	NNP
stanford-ai-2021	1098	189	2030	2030	CD
stanford-ai-2021	1098	190	but	but	CC
stanford-ai-2021	1098	191	has	have	VBZ
stanford-ai-2021	1098	192	not	not	RB
stanford-ai-2021	1098	193	yet	yet	RB
stanford-ai-2021	1098	194	been	be	VBN
stanford-ai-2021	1098	195	published	publish	VBN
stanford-ai-2021	1098	196	.	.	.
stanford-ai-2021	1099	1	It	-PRON-	PRP
stanford-ai-2021	1099	2	is	be	VBZ
stanford-ai-2021	1099	3	intended	intend	VBN
stanford-ai-2021	1099	4	to	to	TO
stanford-ai-2021	1099	5	cover	cover	VB
stanford-ai-2021	1099	6	the	the	DT
stanford-ai-2021	1099	7	decade	decade	NN
stanford-ai-2021	1099	8	between	between	IN
stanford-ai-2021	1099	9	2020	2020	CD
stanford-ai-2021	1099	10	and	and	CC
stanford-ai-2021	1099	11	2030	2030	CD
stanford-ai-2021	1099	12	,	,	,
stanford-ai-2021	1099	13	and	and	CC
stanford-ai-2021	1099	14	reports	report	NNS
stanford-ai-2021	1099	15	indicate	indicate	VBP
stanford-ai-2021	1099	16	that	that	IN
stanford-ai-2021	1099	17	it	-PRON-	PRP
stanford-ai-2021	1099	18	has	have	VBZ
stanford-ai-2021	1099	19	the	the	DT
stanford-ai-2021	1099	20	potential	potential	NN
stanford-ai-2021	1099	21	to	to	TO
stanford-ai-2021	1099	22	reap	reap	VB
stanford-ai-2021	1099	23	huge	huge	JJ
stanford-ai-2021	1099	24	benefits	benefit	NNS
stanford-ai-2021	1099	25	for	for	IN
stanford-ai-2021	1099	26	the	the	DT
stanford-ai-2021	1099	27	agricultural	agricultural	JJ
stanford-ai-2021	1099	28	sector	sector	NN
stanford-ai-2021	1099	29	.	.	.
stanford-ai-2021	1100	1	Australia	Australia	NNP
stanford-ai-2021	1100	2	•	•	VB
stanford-ai-2021	1100	3	Related	related	JJ
stanford-ai-2021	1100	4	Documents	document	NNS
stanford-ai-2021	1100	5	:	:	:
stanford-ai-2021	1100	6	Artificial	Artificial	NNP
stanford-ai-2021	1100	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1100	8	Roadmap	Roadmap	NNP
stanford-ai-2021	1100	9	/	/	,
stanford-ai-2021	1100	10	An	an	DT
stanford-ai-2021	1100	11	AI	AI	NNP
stanford-ai-2021	1100	12	Action	Action	NNP
stanford-ai-2021	1100	13	Plan	Plan	NNP
stanford-ai-2021	1100	14	for	for	IN
stanford-ai-2021	1100	15	all	all	DT
stanford-ai-2021	1100	16	Australians	Australians	NNPS
stanford-ai-2021	1100	17	•	•	VBP
stanford-ai-2021	1100	18	Responsible	responsible	JJ
stanford-ai-2021	1100	19	Organizations	organization	NNS
stanford-ai-2021	1100	20	:	:	:
stanford-ai-2021	1100	21	Commonwealth	Commonwealth	NNP
stanford-ai-2021	1100	22	Scientific	Scientific	NNP
stanford-ai-2021	1100	23	and	and	CC
stanford-ai-2021	1100	24	Industrial	Industrial	NNP
stanford-ai-2021	1100	25	Research	Research	NNP
stanford-ai-2021	1100	26	Organisation	Organisation	NNP
stanford-ai-2021	1100	27	(	(	-LRB-
stanford-ai-2021	1100	28	CSIRO	CSIRO	NNP
stanford-ai-2021	1100	29	)	)	-RRB-
stanford-ai-2021	1100	30	,	,	,
stanford-ai-2021	1100	31	Data	Data	NNP
stanford-ai-2021	1100	32	61	61	CD
stanford-ai-2021	1100	33	,	,	,
stanford-ai-2021	1100	34	and	and	CC
stanford-ai-2021	1100	35	the	the	DT
stanford-ai-2021	1100	36	Australian	australian	JJ
stanford-ai-2021	1100	37	government	government	NN
stanford-ai-2021	1100	38	•	•	VBP
stanford-ai-2021	1100	39	Status	status	NN
stanford-ai-2021	1100	40	:	:	:
stanford-ai-2021	1100	41	The	the	DT
stanford-ai-2021	1100	42	Australian	australian	JJ
stanford-ai-2021	1100	43	government	government	NN
stanford-ai-2021	1100	44	published	publish	VBD
stanford-ai-2021	1100	45	a	a	DT
stanford-ai-2021	1100	46	road	road	NN
stanford-ai-2021	1100	47	map	map	NN
stanford-ai-2021	1100	48	in	in	IN
stanford-ai-2021	1100	49	2019	2019	CD
stanford-ai-2021	1100	50	(	(	-LRB-
stanford-ai-2021	1100	51	in	in	IN
stanford-ai-2021	1100	52	collaboration	collaboration	NN
stanford-ai-2021	1100	53	with	with	IN
stanford-ai-2021	1100	54	the	the	DT
stanford-ai-2021	1100	55	national	national	NNP
stanford-ai-2021	1100	56	science	science	NN
stanford-ai-2021	1100	57	agency	agency	NN
stanford-ai-2021	1100	58	,	,	,
stanford-ai-2021	1100	59	CSIRO	CSIRO	NNP
stanford-ai-2021	1100	60	)	)	-RRB-
stanford-ai-2021	1100	61	and	and	CC
stanford-ai-2021	1100	62	a	a	DT
stanford-ai-2021	1100	63	discussion	discussion	NN
stanford-ai-2021	1100	64	paper	paper	NN
stanford-ai-2021	1100	65	of	of	IN
stanford-ai-2021	1100	66	an	an	DT
stanford-ai-2021	1100	67	AI	AI	NNP
stanford-ai-2021	1100	68	action	action	NN
stanford-ai-2021	1100	69	plan	plan	NN
stanford-ai-2021	1100	70	in	in	IN
stanford-ai-2021	1100	71	2020	2020	CD
stanford-ai-2021	1100	72	as	as	IN
stanford-ai-2021	1100	73	frameworks	framework	NNS
stanford-ai-2021	1100	74	to	to	TO
stanford-ai-2021	1100	75	develop	develop	VB
stanford-ai-2021	1100	76	a	a	DT
stanford-ai-2021	1100	77	national	national	JJ
stanford-ai-2021	1100	78	AI	AI	NNP
stanford-ai-2021	1100	79	strategy	strategy	NN
stanford-ai-2021	1100	80	.	.	.
stanford-ai-2021	1101	1	In	in	IN
stanford-ai-2021	1101	2	its	-PRON-	PRP$
stanford-ai-2021	1101	3	2018–19	2018–19	JJ
stanford-ai-2021	1101	4	budget	budget	NN
stanford-ai-2021	1101	5	,	,	,
stanford-ai-2021	1101	6	the	the	DT
stanford-ai-2021	1101	7	Australian	australian	JJ
stanford-ai-2021	1101	8	government	government	NN
stanford-ai-2021	1101	9	earmarked	earmark	VBD
stanford-ai-2021	1101	10	AUD	AUD	NNP
stanford-ai-2021	1101	11	29.9	29.9	CD
stanford-ai-2021	1101	12	million	million	CD
stanford-ai-2021	1101	13	(	(	-LRB-
stanford-ai-2021	1101	14	USD	usd	NN
stanford-ai-2021	1101	15	22.2	22.2	CD
stanford-ai-2021	1101	16	million	million	CD
stanford-ai-2021	1101	17	[	[	-LRB-
stanford-ai-2021	1101	18	December	December	NNP
stanford-ai-2021	1101	19	2020	2020	CD
stanford-ai-2021	1101	20	conversation	conversation	NN
stanford-ai-2021	1101	21	rate	rate	NN
stanford-ai-2021	1101	22	]	]	-RRB-
stanford-ai-2021	1101	23	)	)	-RRB-
stanford-ai-2021	1101	24	over	over	IN
stanford-ai-2021	1101	25	four	four	CD
stanford-ai-2021	1101	26	years	year	NNS
stanford-ai-2021	1101	27	to	to	TO
stanford-ai-2021	1101	28	strengthen	strengthen	VB
stanford-ai-2021	1101	29	the	the	DT
stanford-ai-2021	1101	30	country	country	NN
stanford-ai-2021	1101	31	’s	’s	POS
stanford-ai-2021	1101	32	capabilities	capability	NNS
stanford-ai-2021	1101	33	in	in	IN
stanford-ai-2021	1101	34	AI	AI	NNP
stanford-ai-2021	1101	35	and	and	CC
stanford-ai-2021	1101	36	machine	machine	NN
stanford-ai-2021	1101	37	learning	learning	NN
stanford-ai-2021	1101	38	(	(	-LRB-
stanford-ai-2021	1101	39	ML	ML	NNP
stanford-ai-2021	1101	40	)	)	-RRB-
stanford-ai-2021	1101	41	.	.	.
stanford-ai-2021	1102	1	In	in	IN
stanford-ai-2021	1102	2	addition	addition	NN
stanford-ai-2021	1102	3	,	,	,
stanford-ai-2021	1102	4	CSIRO	CSIRO	NNP
stanford-ai-2021	1102	5	published	publish	VBD
stanford-ai-2021	1102	6	a	a	DT
stanford-ai-2021	1102	7	research	research	NN
stanford-ai-2021	1102	8	paper	paper	NN
stanford-ai-2021	1102	9	on	on	IN
stanford-ai-2021	1102	10	Australia	Australia	NNP
stanford-ai-2021	1102	11	’s	’s	POS
stanford-ai-2021	1102	12	AI	AI	NNP
stanford-ai-2021	1102	13	Ethics	Ethics	NNP
stanford-ai-2021	1102	14	Framework	Framework	NNP
stanford-ai-2021	1102	15	in	in	IN
stanford-ai-2021	1102	16	2019	2019	CD
stanford-ai-2021	1102	17	and	and	CC
stanford-ai-2021	1102	18	launched	launch	VBD
stanford-ai-2021	1102	19	a	a	DT
stanford-ai-2021	1102	20	public	public	JJ
stanford-ai-2021	1102	21	consultation	consultation	NN
stanford-ai-2021	1102	22	,	,	,
stanford-ai-2021	1102	23	which	which	WDT
stanford-ai-2021	1102	24	is	be	VBZ
stanford-ai-2021	1102	25	expected	expect	VBN
stanford-ai-2021	1102	26	to	to	TO
stanford-ai-2021	1102	27	produce	produce	VB
stanford-ai-2021	1102	28	a	a	DT
stanford-ai-2021	1102	29	forthcoming	forthcoming	JJ
stanford-ai-2021	1102	30	strategy	strategy	NN
stanford-ai-2021	1102	31	document	document	NN
stanford-ai-2021	1102	32	.	.	.
stanford-ai-2021	1103	1	Turkey	Turkey	NNP
stanford-ai-2021	1103	2	•	•	NNP
stanford-ai-2021	1103	3	Related	related	JJ
stanford-ai-2021	1103	4	Document	document	NN
stanford-ai-2021	1103	5	:	:	:
stanford-ai-2021	1103	6	N	n	NN
stanford-ai-2021	1103	7	/	/	SYM
stanford-ai-2021	1103	8	A	a	NN
stanford-ai-2021	1103	9	•	•	NNP
stanford-ai-2021	1103	10	Responsible	responsible	JJ
stanford-ai-2021	1103	11	Organizations	organization	NNS
stanford-ai-2021	1103	12	:	:	:
stanford-ai-2021	1103	13	Presidency	Presidency	NNP
stanford-ai-2021	1103	14	of	of	IN
stanford-ai-2021	1103	15	the	the	DT
stanford-ai-2021	1103	16	Republic	Republic	NNP
stanford-ai-2021	1103	17	of	of	IN
stanford-ai-2021	1103	18	Turkey	Turkey	NNP
stanford-ai-2021	1103	19	Digital	Digital	NNP
stanford-ai-2021	1103	20	Transformation	Transformation	NNP
stanford-ai-2021	1103	21	Office	Office	NNP
stanford-ai-2021	1103	22	;	;	:
stanford-ai-2021	1103	23	Ministry	Ministry	NNP
stanford-ai-2021	1103	24	of	of	IN
stanford-ai-2021	1103	25	Industry	Industry	NNP
stanford-ai-2021	1103	26	and	and	CC
stanford-ai-2021	1103	27	Technology	Technology	NNP
stanford-ai-2021	1103	28	;	;	:
stanford-ai-2021	1103	29	Scientific	Scientific	NNP
stanford-ai-2021	1103	30	and	and	CC
stanford-ai-2021	1103	31	Technological	Technological	NNP
stanford-ai-2021	1103	32	Research	Research	NNP
stanford-ai-2021	1103	33	Council	Council	NNP
stanford-ai-2021	1103	34	of	of	IN
stanford-ai-2021	1103	35	Turkey	Turkey	NNP
stanford-ai-2021	1103	36	;	;	:
stanford-ai-2021	1103	37	Science	Science	NNP
stanford-ai-2021	1103	38	,	,	,
stanford-ai-2021	1103	39	Technology	Technology	NNP
stanford-ai-2021	1103	40	and	and	CC
stanford-ai-2021	1103	41	Innovation	Innovation	NNP
stanford-ai-2021	1103	42	Policies	Policies	NNPS
stanford-ai-2021	1103	43	Council	Council	NNP
stanford-ai-2021	1103	44	•	•	NNP
stanford-ai-2021	1103	45	Status	status	NN
stanford-ai-2021	1103	46	:	:	:
stanford-ai-2021	1103	47	The	the	DT
stanford-ai-2021	1103	48	strategy	strategy	NN
stanford-ai-2021	1103	49	has	have	VBZ
stanford-ai-2021	1103	50	been	be	VBN
stanford-ai-2021	1103	51	announced	announce	VBN
stanford-ai-2021	1103	52	but	but	CC
stanford-ai-2021	1103	53	not	not	RB
stanford-ai-2021	1103	54	yet	yet	RB
stanford-ai-2021	1103	55	published	publish	VBN
stanford-ai-2021	1103	56	.	.	.
stanford-ai-2021	1104	1	According	accord	VBG
stanford-ai-2021	1104	2	to	to	IN
stanford-ai-2021	1104	3	media	medium	NNS
stanford-ai-2021	1104	4	sources	source	NNS
stanford-ai-2021	1104	5	,	,	,
stanford-ai-2021	1104	6	it	-PRON-	PRP
stanford-ai-2021	1104	7	will	will	MD
stanford-ai-2021	1104	8	focus	focus	VB
stanford-ai-2021	1104	9	on	on	IN
stanford-ai-2021	1104	10	talent	talent	NN
stanford-ai-2021	1104	11	development	development	NN
stanford-ai-2021	1104	12	,	,	,
stanford-ai-2021	1104	13	scientific	scientific	JJ
stanford-ai-2021	1104	14	research	research	NN
stanford-ai-2021	1104	15	,	,	,
stanford-ai-2021	1104	16	ethics	ethic	NNS
stanford-ai-2021	1104	17	and	and	CC
stanford-ai-2021	1104	18	inclusion	inclusion	NN
stanford-ai-2021	1104	19	,	,	,
stanford-ai-2021	1104	20	and	and	CC
stanford-ai-2021	1104	21	digital	digital	JJ
stanford-ai-2021	1104	22	infrastructure	infrastructure	NN
stanford-ai-2021	1104	23	.	.	.
stanford-ai-2021	1105	1	Others	other	NNS
stanford-ai-2021	1105	2	Austria	Austria	NNP
stanford-ai-2021	1105	3	:	:	:
stanford-ai-2021	1105	4	Artificial	Artificial	NNP
stanford-ai-2021	1105	5	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	6	Mission	Mission	NNP
stanford-ai-2021	1105	7	Austria	Austria	NNP
stanford-ai-2021	1105	8	(	(	-LRB-
stanford-ai-2021	1105	9	official	official	JJ
stanford-ai-2021	1105	10	report	report	NN
stanford-ai-2021	1105	11	)	)	-RRB-
stanford-ai-2021	1105	12	Bulgaria	Bulgaria	NNP
stanford-ai-2021	1105	13	:	:	:
stanford-ai-2021	1105	14	Concept	concept	NN
stanford-ai-2021	1105	15	for	for	IN
stanford-ai-2021	1105	16	the	the	DT
stanford-ai-2021	1105	17	Development	Development	NNP
stanford-ai-2021	1105	18	of	of	IN
stanford-ai-2021	1105	19	Artificial	Artificial	NNP
stanford-ai-2021	1105	20	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	21	in	in	IN
stanford-ai-2021	1105	22	Bulgaria	Bulgaria	NNP
stanford-ai-2021	1105	23	Until	until	IN
stanford-ai-2021	1105	24	2030	2030	CD
stanford-ai-2021	1105	25	(	(	-LRB-
stanford-ai-2021	1105	26	concept	concept	NN
stanford-ai-2021	1105	27	document	document	NN
stanford-ai-2021	1105	28	)	)	-RRB-
stanford-ai-2021	1105	29	Chile	Chile	NNP
stanford-ai-2021	1105	30	:	:	:
stanford-ai-2021	1105	31	National	National	NNP
stanford-ai-2021	1105	32	AI	AI	NNP
stanford-ai-2021	1105	33	Policy	Policy	NNP
stanford-ai-2021	1105	34	(	(	-LRB-
stanford-ai-2021	1105	35	official	official	JJ
stanford-ai-2021	1105	36	announcement	announcement	NN
stanford-ai-2021	1105	37	)	)	-RRB-
stanford-ai-2021	1105	38	Israel	Israel	NNP
stanford-ai-2021	1105	39	:	:	:
stanford-ai-2021	1105	40	National	National	NNP
stanford-ai-2021	1105	41	AI	AI	NNP
stanford-ai-2021	1105	42	Plan	Plan	NNP
stanford-ai-2021	1105	43	(	(	-LRB-
stanford-ai-2021	1105	44	news	news	NN
stanford-ai-2021	1105	45	article	article	NN
stanford-ai-2021	1105	46	)	)	-RRB-
stanford-ai-2021	1105	47	Kenya	Kenya	NNP
stanford-ai-2021	1105	48	:	:	:
stanford-ai-2021	1105	49	Blockchain	Blockchain	NNP
stanford-ai-2021	1105	50	and	and	CC
stanford-ai-2021	1105	51	Artificial	Artificial	NNP
stanford-ai-2021	1105	52	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	53	Taskforce	Taskforce	NNP
stanford-ai-2021	1105	54	(	(	-LRB-
stanford-ai-2021	1105	55	news	news	NN
stanford-ai-2021	1105	56	article	article	NN
stanford-ai-2021	1105	57	)	)	-RRB-
stanford-ai-2021	1105	58	Latvia	Latvia	NNP
stanford-ai-2021	1105	59	:	:	:
stanford-ai-2021	1105	60	On	on	IN
stanford-ai-2021	1105	61	the	the	DT
stanford-ai-2021	1105	62	Development	Development	NNP
stanford-ai-2021	1105	63	of	of	IN
stanford-ai-2021	1105	64	Artificial	Artificial	NNP
stanford-ai-2021	1105	65	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	66	Solutions	Solutions	NNPS
stanford-ai-2021	1105	67	(	(	-LRB-
stanford-ai-2021	1105	68	official	official	JJ
stanford-ai-2021	1105	69	report	report	NN
stanford-ai-2021	1105	70	)	)	-RRB-
stanford-ai-2021	1105	71	Malaysia	Malaysia	NNP
stanford-ai-2021	1105	72	:	:	:
stanford-ai-2021	1105	73	National	National	NNP
stanford-ai-2021	1105	74	Artificial	Artificial	NNP
stanford-ai-2021	1105	75	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	76	(	(	-LRB-
stanford-ai-2021	1105	77	Al	Al	NNP
stanford-ai-2021	1105	78	)	)	-RRB-
stanford-ai-2021	1105	79	Framework	Framework	NNP
stanford-ai-2021	1105	80	(	(	-LRB-
stanford-ai-2021	1105	81	news	news	NN
stanford-ai-2021	1105	82	article	article	NN
stanford-ai-2021	1105	83	)	)	-RRB-
stanford-ai-2021	1105	84	New	New	NNP
stanford-ai-2021	1105	85	Zealand	Zealand	NNP
stanford-ai-2021	1105	86	:	:	:
stanford-ai-2021	1105	87	Artificial	Artificial	NNP
stanford-ai-2021	1105	88	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	89	:	:	:
stanford-ai-2021	1105	90	Shaping	shape	VBG
stanford-ai-2021	1105	91	a	a	DT
stanford-ai-2021	1105	92	Future	Future	NNP
stanford-ai-2021	1105	93	New	New	NNP
stanford-ai-2021	1105	94	Zealand	Zealand	NNP
stanford-ai-2021	1105	95	(	(	-LRB-
stanford-ai-2021	1105	96	official	official	JJ
stanford-ai-2021	1105	97	report	report	NN
stanford-ai-2021	1105	98	)	)	-RRB-
stanford-ai-2021	1105	99	Sri	Sri	NNP
stanford-ai-2021	1105	100	Lanka	Lanka	NNP
stanford-ai-2021	1105	101	:	:	:
stanford-ai-2021	1105	102	Framework	framework	NN
stanford-ai-2021	1105	103	for	for	IN
stanford-ai-2021	1105	104	Artificial	Artificial	NNP
stanford-ai-2021	1105	105	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	106	(	(	-LRB-
stanford-ai-2021	1105	107	news	news	NN
stanford-ai-2021	1105	108	article	article	NN
stanford-ai-2021	1105	109	)	)	-RRB-
stanford-ai-2021	1105	110	Switzerland	Switzerland	NNP
stanford-ai-2021	1105	111	:	:	:
stanford-ai-2021	1105	112	Artificial	Artificial	NNP
stanford-ai-2021	1105	113	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	114	(	(	-LRB-
stanford-ai-2021	1105	115	official	official	JJ
stanford-ai-2021	1105	116	guidelines	guideline	NNS
stanford-ai-2021	1105	117	)	)	-RRB-
stanford-ai-2021	1105	118	Tunisia	Tunisia	NNP
stanford-ai-2021	1105	119	:	:	:
stanford-ai-2021	1105	120	National	National	NNP
stanford-ai-2021	1105	121	Artificial	Artificial	NNP
stanford-ai-2021	1105	122	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	123	Strategy	Strategy	NNP
stanford-ai-2021	1105	124	(	(	-LRB-
stanford-ai-2021	1105	125	task	task	NN
stanford-ai-2021	1105	126	force	force	NN
stanford-ai-2021	1105	127	announced	announce	VBD
stanford-ai-2021	1105	128	)	)	-RRB-
stanford-ai-2021	1105	129	Ukraine	Ukraine	NNP
stanford-ai-2021	1105	130	:	:	:
stanford-ai-2021	1105	131	Concept	concept	NN
stanford-ai-2021	1105	132	of	of	IN
stanford-ai-2021	1105	133	Artificial	Artificial	NNP
stanford-ai-2021	1105	134	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	135	Development	Development	NNP
stanford-ai-2021	1105	136	in	in	IN
stanford-ai-2021	1105	137	Ukraine	Ukraine	NNP
stanford-ai-2021	1105	138	AI	AI	NNP
stanford-ai-2021	1105	139	(	(	-LRB-
stanford-ai-2021	1105	140	concept	concept	NN
stanford-ai-2021	1105	141	document	document	NN
stanford-ai-2021	1105	142	)	)	-RRB-
stanford-ai-2021	1105	143	Vietnam	Vietnam	NNP
stanford-ai-2021	1105	144	:	:	:
stanford-ai-2021	1105	145	Artificial	Artificial	NNP
stanford-ai-2021	1105	146	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	147	Development	Development	NNP
stanford-ai-2021	1105	148	Strategy	Strategy	NNP
stanford-ai-2021	1105	149	(	(	-LRB-
stanford-ai-2021	1105	150	official	official	JJ
stanford-ai-2021	1105	151	announcement	announcement	NN
stanford-ai-2021	1105	152	)	)	-RRB-
stanford-ai-2021	1105	153	7.1	7.1	CD
stanford-ai-2021	1105	154	N	n	NN
stanford-ai-2021	1105	155	AT	at	IN
stanford-ai-2021	1105	156	I	i	NN
stanford-ai-2021	1105	157	O	o	NN
stanford-ai-2021	1105	158	N	n	NN
stanford-ai-2021	1105	159	A	a	NN
stanford-ai-2021	1105	160	L	l	NN
stanford-ai-2021	1105	161	A	a	NN
stanford-ai-2021	1105	162	N	n	NN
stanford-ai-2021	1105	163	D	d	NN
stanford-ai-2021	1105	164	R	r	NN
stanford-ai-2021	1105	165	E	e	NN
stanford-ai-2021	1105	166	G	g	NN
stanford-ai-2021	1105	167	I	i	NN
stanford-ai-2021	1105	168	O	o	NN
stanford-ai-2021	1105	169	N	n	NN
stanford-ai-2021	1105	170	A	a	NN
stanford-ai-2021	1105	171	L	l	NN
stanford-ai-2021	1105	172	A	a	NN
stanford-ai-2021	1105	173	I	i	NN
stanford-ai-2021	1105	174	S	s	NN
stanford-ai-2021	1105	175	T	t	NN
stanford-ai-2021	1105	176	R	r	NN
stanford-ai-2021	1105	177	AT	at	NN
stanford-ai-2021	1105	178	E	e	NN
stanford-ai-2021	1105	179	G	g	NN
stanford-ai-2021	1105	180	I	i	NN
stanford-ai-2021	1105	181	E	e	NN
stanford-ai-2021	1105	182	S	s	NN
stanford-ai-2021	1105	183	C	c	NN
stanford-ai-2021	1105	184	H	h	NN
stanford-ai-2021	1105	185	A	a	NN
stanford-ai-2021	1105	186	P	p	NN
stanford-ai-2021	1105	187	T	t	NN
stanford-ai-2021	1105	188	E	e	NN
stanford-ai-2021	1105	189	R	r	NN
stanford-ai-2021	1105	190	7	7	CD
stanford-ai-2021	1105	191	:	:	:
stanford-ai-2021	1105	192	A	a	DT
stanford-ai-2021	1105	193	I	i	NN
stanford-ai-2021	1105	194	P	p	NN
stanford-ai-2021	1105	195	O	o	NN
stanford-ai-2021	1105	196	L	l	NN
stanford-ai-2021	1105	197	I	i	NN
stanford-ai-2021	1105	198	C	c	NN
stanford-ai-2021	1105	199	Y	Y	NNP
stanford-ai-2021	1105	200	A	a	NN
stanford-ai-2021	1105	201	N	n	NN
stanford-ai-2021	1105	202	D	d	NN
stanford-ai-2021	1105	203	N	n	NN
stanford-ai-2021	1105	204	AT	at	IN
stanford-ai-2021	1105	205	I	i	NN
stanford-ai-2021	1105	206	O	o	NN
stanford-ai-2021	1105	207	N	n	NN
stanford-ai-2021	1105	208	A	a	NN
stanford-ai-2021	1105	209	L	l	NN
stanford-ai-2021	1105	210	S	s	NN
stanford-ai-2021	1105	211	T	t	NN
stanford-ai-2021	1105	212	R	r	NN
stanford-ai-2021	1105	213	AT	at	NN
stanford-ai-2021	1105	214	E	e	NN
stanford-ai-2021	1105	215	G	g	NN
stanford-ai-2021	1105	216	I	i	NN
stanford-ai-2021	1105	217	E	e	NN
stanford-ai-2021	1105	218	S	S	NNP
stanford-ai-2021	1105	219	https://data61.csiro.au/en/Our-Research/Our-Work/AI-Roadmap	https://data61.csiro.au/en/Our-Research/Our-Work/AI-Roadmap	NNP
stanford-ai-2021	1105	220	https://consult.industry.gov.au/digital-economy/ai-action-plan/supporting_documents/AIDiscussionPaper.pdf	https://consult.industry.gov.au/digital-economy/ai-action-plan/supporting_documents/AIDiscussionPaper.pdf	NNP
stanford-ai-2021	1105	221	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/ArtificialIntelligenceethicsframeworkdiscussionpaper.pdf	https://consult.industry.gov.au/strategic-policy/artificial-intelligence-ethics-framework/supporting_documents/ArtificialIntelligenceethicsframeworkdiscussionpaper.pdf	NNP
stanford-ai-2021	1105	222	https://www.bmk.gv.at/dam/jcr:8acef058-7167-4335-880e-9fa341b723c8/aimat_ua.pdf	https://www.bmk.gv.at/dam/jcr:8acef058-7167-4335-880e-9fa341b723c8/aimat_ua.pdf	NNP
stanford-ai-2021	1105	223	http://libreresearchgroup.org/p/1/3/139-2020-09-17-libre-statement-ai-strategy-bg-1136.pdf	http://libreresearchgroup.org/p/1/3/139-2020-09-17-libre-statement-ai-strategy-bg-1136.pdf	NNP
stanford-ai-2021	1105	224	http://libreresearchgroup.org/p/1/3/139-2020-09-17-libre-statement-ai-strategy-bg-1136.pdf	http://libreresearchgroup.org/p/1/3/139-2020-09-17-libre-statement-ai-strategy-bg-1136.pdf	NNP
stanford-ai-2021	1105	225	https://www.gob.cl/en/news/government-announces-artificial-intelligence-plan-be-developed-science-ministry/	https://www.gob.cl/en/news/government-announces-artificial-intelligence-plan-be-developed-science-ministry/	NNP
stanford-ai-2021	1105	226	https://www.calcalistech.com/ctech/articles/0,7340,L-3883355,00.html	https://www.calcalistech.com/ctech/articles/0,7340,L-3883355,00.html	NNP
stanford-ai-2021	1105	227	https://kenyanwallstreet.com/kenya-govt-sets-blockchain-artificial-intelligence-taskforce/	https://kenyanwallstreet.com/kenya-govt-sets-blockchain-artificial-intelligence-taskforce/	NNP
stanford-ai-2021	1105	228	http://tap.mk.gov.lv/lv/mk/tap/?pid=40475479	http://tap.mk.gov.lv/lv/mk/tap/?pid=40475479	NNP
stanford-ai-2021	1105	229	http://tap.mk.gov.lv/lv/mk/tap/?pid=40475479	http://tap.mk.gov.lv/lv/mk/tap/?pid=40475479	NNP
stanford-ai-2021	1105	230	https://opengovasia.com/plans-for-cloud-first-strategy-and-national-ai-framework-revealed-at-29th-msc-malaysia-implementation-council-meeting/	https://opengovasia.com/plans-for-cloud-first-strategy-and-national-ai-framework-revealed-at-29th-msc-malaysia-implementation-council-meeting/	NNP
stanford-ai-2021	1105	231	https://www.mbie.govt.nz/dmsdocument/5754-artificial-intelligence-shaping-a-future-new-zealand-pdf	https://www.mbie.govt.nz/dmsdocument/5754-artificial-intelligence-shaping-a-future-new-zealand-pdf	NNP
stanford-ai-2021	1105	232	https://www.mbie.govt.nz/dmsdocument/5754-artificial-intelligence-shaping-a-future-new-zealand-pdf	https://www.mbie.govt.nz/dmsdocument/5754-artificial-intelligence-shaping-a-future-new-zealand-pdf	ADD
stanford-ai-2021	1105	233	http://www.colombopage.com/archive_19A/Jun28_1561662503CH.php	http://www.colombopage.com/archive_19a/jun28_1561662503ch.php	NN
stanford-ai-2021	1105	234	https://www.sbfi.admin.ch/sbfi/fr/home/politique-fri/fri-2021-2024/themes-transversaux/numerisation-fri/intelligence-artificielle.html	https://www.sbfi.admin.ch/sbfi/fr/home/politique-fri/fri-2021-2024/themes-transversaux/numerisation-fri/intelligence-artificielle.html	.
stanford-ai-2021	1105	235	http://www.anpr.tn/national-ai-strategy-unlocking-tunisias-capabilities-potential/	http://www.anpr.tn/national-ai-strategy-unlocking-tunisias-capabilities-potential/	NNP
stanford-ai-2021	1105	236	https://www.slideshare.net/mobile/ador1231/ss-239685388?ref=https%3A%2F%2Fthedigital.gov.ua%2F&fbclid=IwAR0nLHzqmYOI5uYZOGkJtF9GR4MtppPc4tUpJKAuLSV_Wb-yz82hUehLB8	https://www.slideshare.net/mobile/ador1231/ss-239685388?ref=https%3A%2F%2Fthedigital.gov.ua%2F&fbclid=IwAR0nLHzqmYOI5uYZOGkJtF9GR4MtppPc4tUpJKAuLSV_Wb-yz82hUehLB8	NNP
stanford-ai-2021	1105	237	M	M	NNP
stanford-ai-2021	1105	238	https://www.slideshare.net/mobile/ador1231/ss-239685388?ref=https%3A%2F%2Fthedigital.gov.ua%2F&fbclid=IwAR0nLHzqmYOI5uYZOGkJtF9GR4MtppPc4tUpJKAuLSV_Wb-yz82hUehLB8	https://www.slideshare.net/mobile/ador1231/ss-239685388?ref=https%3A%2F%2Fthedigital.gov.ua%2F&fbclid=IwAR0nLHzqmYOI5uYZOGkJtF9GR4MtppPc4tUpJKAuLSV_Wb-yz82hUehLB8	NNP
stanford-ai-2021	1105	239	M	M	NNP
stanford-ai-2021	1105	240	https://english.mic.gov.vn/Pages/TinTuc/139578/Selecting-appropriate-artificial-intelligence-development-strategy.html	https://english.mic.gov.vn/Pages/TinTuc/139578/Selecting-appropriate-artificial-intelligence-development-strategy.html	NNP
stanford-ai-2021	1105	241	TA	TA	NNP
stanford-ai-2021	1105	242	B	b	NN
stanford-ai-2021	1105	243	L	l	NN
stanford-ai-2021	1105	244	E	e	NN
stanford-ai-2021	1105	245	O	o	NN
stanford-ai-2021	1105	246	F	f	NN
stanford-ai-2021	1105	247	C	c	NN
stanford-ai-2021	1105	248	O	o	NN
stanford-ai-2021	1105	249	N	n	NN
stanford-ai-2021	1105	250	T	t	NN
stanford-ai-2021	1105	251	E	e	NN
stanford-ai-2021	1105	252	N	n	NN
stanford-ai-2021	1105	253	T	t	NN
stanford-ai-2021	1105	254	S	s	NN
stanford-ai-2021	1105	255	1	1	CD
stanford-ai-2021	1105	256	6	6	CD
stanford-ai-2021	1105	257	4C	4c	NN
stanford-ai-2021	1105	258	H	h	NN
stanford-ai-2021	1105	259	A	a	NN
stanford-ai-2021	1105	260	P	p	NN
stanford-ai-2021	1105	261	T	t	NN
stanford-ai-2021	1105	262	E	e	NN
stanford-ai-2021	1105	263	R	r	NN
stanford-ai-2021	1105	264	7	7	CD
stanford-ai-2021	1105	265	P	p	NN
stanford-ai-2021	1105	266	R	r	NN
stanford-ai-2021	1105	267	E	e	NN
stanford-ai-2021	1105	268	V	v	NN
stanford-ai-2021	1105	269	I	i	NN
stanford-ai-2021	1105	270	E	e	NN
stanford-ai-2021	1105	271	W	W	NNP
stanford-ai-2021	1105	272	Artificial	Artificial	NNP
stanford-ai-2021	1105	273	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	274	Index	Index	NNP
stanford-ai-2021	1105	275	Report	Report	NNP
stanford-ai-2021	1105	276	2021	2021	CD
stanford-ai-2021	1105	277	Read	read	VBP
stanford-ai-2021	1105	278	more	more	RBR
stanford-ai-2021	1105	279	on	on	IN
stanford-ai-2021	1105	280	AI	AI	NNP
stanford-ai-2021	1105	281	national	national	JJ
stanford-ai-2021	1105	282	strategies	strategy	NNS
stanford-ai-2021	1105	283	:	:	:
stanford-ai-2021	1105	284	•	•	NNP
stanford-ai-2021	1105	285	Tim	Tim	NNP
stanford-ai-2021	1105	286	Dutton	Dutton	NNP
stanford-ai-2021	1105	287	:	:	:
stanford-ai-2021	1105	288	An	an	DT
stanford-ai-2021	1105	289	Overview	Overview	NNP
stanford-ai-2021	1105	290	of	of	IN
stanford-ai-2021	1105	291	National	National	NNP
stanford-ai-2021	1105	292	AI	AI	NNP
stanford-ai-2021	1105	293	Strategies	Strategies	NNPS
stanford-ai-2021	1105	294	•	•	NNP
stanford-ai-2021	1105	295	Organisation	organisation	NN
stanford-ai-2021	1105	296	for	for	IN
stanford-ai-2021	1105	297	Economic	Economic	NNP
stanford-ai-2021	1105	298	Co	Co	NNP
stanford-ai-2021	1105	299	-	-	NN
stanford-ai-2021	1105	300	operation	operation	NN
stanford-ai-2021	1105	301	and	and	CC
stanford-ai-2021	1105	302	Development	development	NN
stanford-ai-2021	1105	303	:	:	:
stanford-ai-2021	1105	304	OECD	OECD	NNP
stanford-ai-2021	1105	305	AI	AI	NNP
stanford-ai-2021	1105	306	Policy	Policy	NNP
stanford-ai-2021	1105	307	Observatory	Observatory	NNP
stanford-ai-2021	1105	308	•	•	NNP
stanford-ai-2021	1105	309	Canadian	Canadian	NNP
stanford-ai-2021	1105	310	Institute	Institute	NNP
stanford-ai-2021	1105	311	for	for	IN
stanford-ai-2021	1105	312	Advanced	Advanced	NNP
stanford-ai-2021	1105	313	Research	Research	NNP
stanford-ai-2021	1105	314	:	:	:
stanford-ai-2021	1105	315	Building	build	VBG
stanford-ai-2021	1105	316	an	an	DT
stanford-ai-2021	1105	317	AI	AI	NNP
stanford-ai-2021	1105	318	World	World	NNP
stanford-ai-2021	1105	319	,	,	,
stanford-ai-2021	1105	320	Second	Second	NNP
stanford-ai-2021	1105	321	Edition	Edition	NNP
stanford-ai-2021	1105	322	•	•	NNP
stanford-ai-2021	1105	323	Inter	inter	JJ
stanford-ai-2021	1105	324	-	-	JJ
stanford-ai-2021	1105	325	American	American	NNP
stanford-ai-2021	1105	326	Development	Development	NNP
stanford-ai-2021	1105	327	Bank	Bank	NNP
stanford-ai-2021	1105	328	:	:	:
stanford-ai-2021	1105	329	Artificial	Artificial	NNP
stanford-ai-2021	1105	330	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	331	for	for	IN
stanford-ai-2021	1105	332	Social	Social	NNP
stanford-ai-2021	1105	333	Good	Good	NNP
stanford-ai-2021	1105	334	in	in	IN
stanford-ai-2021	1105	335	Latin	Latin	NNP
stanford-ai-2021	1105	336	America	America	NNP
stanford-ai-2021	1105	337	and	and	CC
stanford-ai-2021	1105	338	the	the	DT
stanford-ai-2021	1105	339	Caribbean	caribbean	JJ
stanford-ai-2021	1105	340	:	:	:
stanford-ai-2021	1105	341	The	the	DT
stanford-ai-2021	1105	342	Regional	Regional	NNP
stanford-ai-2021	1105	343	Landscape	Landscape	NNP
stanford-ai-2021	1105	344	and	and	CC
stanford-ai-2021	1105	345	12	12	CD
stanford-ai-2021	1105	346	Country	Country	NNP
stanford-ai-2021	1105	347	Snapshots	Snapshots	NNPS
stanford-ai-2021	1105	348	7.1	7.1	CD
stanford-ai-2021	1105	349	N	n	NN
stanford-ai-2021	1105	350	AT	at	IN
stanford-ai-2021	1105	351	I	i	NN
stanford-ai-2021	1105	352	O	o	NN
stanford-ai-2021	1105	353	N	n	NN
stanford-ai-2021	1105	354	A	a	NN
stanford-ai-2021	1105	355	L	l	NN
stanford-ai-2021	1105	356	A	a	NN
stanford-ai-2021	1105	357	N	n	NN
stanford-ai-2021	1105	358	D	d	NN
stanford-ai-2021	1105	359	R	r	NN
stanford-ai-2021	1105	360	E	e	NN
stanford-ai-2021	1105	361	G	g	NN
stanford-ai-2021	1105	362	I	i	NN
stanford-ai-2021	1105	363	O	o	NN
stanford-ai-2021	1105	364	N	n	NN
stanford-ai-2021	1105	365	A	a	NN
stanford-ai-2021	1105	366	L	l	NN
stanford-ai-2021	1105	367	A	a	NN
stanford-ai-2021	1105	368	I	i	NN
stanford-ai-2021	1105	369	S	s	NN
stanford-ai-2021	1105	370	T	t	NN
stanford-ai-2021	1105	371	R	r	NN
stanford-ai-2021	1105	372	AT	at	NN
stanford-ai-2021	1105	373	E	e	NN
stanford-ai-2021	1105	374	G	g	NN
stanford-ai-2021	1105	375	I	i	NN
stanford-ai-2021	1105	376	E	e	NN
stanford-ai-2021	1105	377	S	s	NN
stanford-ai-2021	1105	378	C	c	NN
stanford-ai-2021	1105	379	H	h	NN
stanford-ai-2021	1105	380	A	a	NN
stanford-ai-2021	1105	381	P	p	NN
stanford-ai-2021	1105	382	T	t	NN
stanford-ai-2021	1105	383	E	e	NN
stanford-ai-2021	1105	384	R	r	NN
stanford-ai-2021	1105	385	7	7	CD
stanford-ai-2021	1105	386	:	:	:
stanford-ai-2021	1105	387	A	a	DT
stanford-ai-2021	1105	388	I	i	NN
stanford-ai-2021	1105	389	P	p	NN
stanford-ai-2021	1105	390	O	o	NN
stanford-ai-2021	1105	391	L	l	NN
stanford-ai-2021	1105	392	I	i	NN
stanford-ai-2021	1105	393	C	c	NN
stanford-ai-2021	1105	394	Y	Y	NNP
stanford-ai-2021	1105	395	A	a	NN
stanford-ai-2021	1105	396	N	n	NN
stanford-ai-2021	1105	397	D	d	NN
stanford-ai-2021	1105	398	N	n	NN
stanford-ai-2021	1105	399	AT	at	IN
stanford-ai-2021	1105	400	I	i	NN
stanford-ai-2021	1105	401	O	o	NN
stanford-ai-2021	1105	402	N	n	NN
stanford-ai-2021	1105	403	A	a	NN
stanford-ai-2021	1105	404	L	l	NN
stanford-ai-2021	1105	405	S	s	NN
stanford-ai-2021	1105	406	T	t	NN
stanford-ai-2021	1105	407	R	r	NN
stanford-ai-2021	1105	408	AT	at	NN
stanford-ai-2021	1105	409	E	e	NN
stanford-ai-2021	1105	410	G	g	NN
stanford-ai-2021	1105	411	I	i	NN
stanford-ai-2021	1105	412	E	e	NN
stanford-ai-2021	1105	413	S	S	NNP
stanford-ai-2021	1105	414	National	National	NNP
stanford-ai-2021	1105	415	AI	AI	NNP
stanford-ai-2021	1105	416	Strategies	Strategies	NNPS
stanford-ai-2021	1105	417	and	and	CC
stanford-ai-2021	1105	418	Human	Human	NNP
stanford-ai-2021	1105	419	Rights	Rights	NNPS
stanford-ai-2021	1105	420	Table	table	NN
stanford-ai-2021	1105	421	7.1.1	7.1.1	CD
stanford-ai-2021	1105	422	:	:	:
stanford-ai-2021	1105	423	Mapping	map	VBG
stanford-ai-2021	1105	424	human	human	JJ
stanford-ai-2021	1105	425	rights	right	NNS
stanford-ai-2021	1105	426	referenced	reference	VBN
stanford-ai-2021	1105	427	in	in	IN
stanford-ai-2021	1105	428	national	national	JJ
stanford-ai-2021	1105	429	AI	AI	NNP
stanford-ai-2021	1105	430	strategies	strategy	NNS
stanford-ai-2021	1105	431	HUMAN	human	NN
stanford-ai-2021	1105	432	RIGHTS	right	NNS
stanford-ai-2021	1105	433	MENTIONED	mentioned	NN
stanford-ai-2021	1105	434	STATES	state	NNS
stanford-ai-2021	1105	435	/	/	SYM
stanford-ai-2021	1105	436	REGIONAL	regional	JJ
stanford-ai-2021	1105	437	ORGANIZATIONS	organizations	NN
stanford-ai-2021	1105	438	The	the	DT
stanford-ai-2021	1105	439	right	right	NN
stanford-ai-2021	1105	440	to	to	TO
stanford-ai-2021	1105	441	privacy	privacy	VB
stanford-ai-2021	1105	442	Australia	Australia	NNP
stanford-ai-2021	1105	443	,	,	,
stanford-ai-2021	1105	444	Belgium	Belgium	NNP
stanford-ai-2021	1105	445	,	,	,
stanford-ai-2021	1105	446	China	China	NNP
stanford-ai-2021	1105	447	,	,	,
stanford-ai-2021	1105	448	Czech	Czech	NNP
stanford-ai-2021	1105	449	Republic	Republic	NNP
stanford-ai-2021	1105	450	,	,	,
stanford-ai-2021	1105	451	Germany	Germany	NNP
stanford-ai-2021	1105	452	,	,	,
stanford-ai-2021	1105	453	India	India	NNP
stanford-ai-2021	1105	454	,	,	,
stanford-ai-2021	1105	455	Italy	Italy	NNP
stanford-ai-2021	1105	456	,	,	,
stanford-ai-2021	1105	457	Luxembourg	Luxembourg	NNP
stanford-ai-2021	1105	458	,	,	,
stanford-ai-2021	1105	459	Malta	Malta	NNP
stanford-ai-2021	1105	460	,	,	,
stanford-ai-2021	1105	461	Netherlands	Netherlands	NNP
stanford-ai-2021	1105	462	,	,	,
stanford-ai-2021	1105	463	Norway	Norway	NNP
stanford-ai-2021	1105	464	,	,	,
stanford-ai-2021	1105	465	Portugal	Portugal	NNP
stanford-ai-2021	1105	466	,	,	,
stanford-ai-2021	1105	467	Qatar	Qatar	NNP
stanford-ai-2021	1105	468	,	,	,
stanford-ai-2021	1105	469	South	South	NNP
stanford-ai-2021	1105	470	Korea	Korea	NNP
stanford-ai-2021	1105	471	,	,	,
stanford-ai-2021	1105	472	United	United	NNP
stanford-ai-2021	1105	473	States	States	NNP
stanford-ai-2021	1105	474	The	the	DT
stanford-ai-2021	1105	475	right	right	NN
stanford-ai-2021	1105	476	to	to	IN
stanford-ai-2021	1105	477	equality/	equality/	CD
stanford-ai-2021	1105	478	nondiscrimination	nondiscrimination	NN
stanford-ai-2021	1105	479	Australia	Australia	NNP
stanford-ai-2021	1105	480	,	,	,
stanford-ai-2021	1105	481	Belgium	Belgium	NNP
stanford-ai-2021	1105	482	,	,	,
stanford-ai-2021	1105	483	Czech	Czech	NNP
stanford-ai-2021	1105	484	Republic	Republic	NNP
stanford-ai-2021	1105	485	,	,	,
stanford-ai-2021	1105	486	Denmark	Denmark	NNP
stanford-ai-2021	1105	487	,	,	,
stanford-ai-2021	1105	488	Estonia	Estonia	NNP
stanford-ai-2021	1105	489	,	,	,
stanford-ai-2021	1105	490	EU	EU	NNP
stanford-ai-2021	1105	491	,	,	,
stanford-ai-2021	1105	492	France	France	NNP
stanford-ai-2021	1105	493	,	,	,
stanford-ai-2021	1105	494	Germany	Germany	NNP
stanford-ai-2021	1105	495	,	,	,
stanford-ai-2021	1105	496	Italy	Italy	NNP
stanford-ai-2021	1105	497	,	,	,
stanford-ai-2021	1105	498	Malta	Malta	NNP
stanford-ai-2021	1105	499	,	,	,
stanford-ai-2021	1105	500	Netherlands	Netherlands	NNP
stanford-ai-2021	1105	501	,	,	,
stanford-ai-2021	1105	502	Norway	Norway	NNP
stanford-ai-2021	1105	503	The	the	DT
stanford-ai-2021	1105	504	right	right	NN
stanford-ai-2021	1105	505	to	to	IN
stanford-ai-2021	1105	506	an	an	DT
stanford-ai-2021	1105	507	effective	effective	JJ
stanford-ai-2021	1105	508	remedy	remedy	NN
stanford-ai-2021	1105	509	Australia	Australia	NNP
stanford-ai-2021	1105	510	(	(	-LRB-
stanford-ai-2021	1105	511	responsibility	responsibility	NN
stanford-ai-2021	1105	512	and	and	CC
stanford-ai-2021	1105	513	ability	ability	NN
stanford-ai-2021	1105	514	to	to	TO
stanford-ai-2021	1105	515	hold	hold	VB
stanford-ai-2021	1105	516	humans	human	NNS
stanford-ai-2021	1105	517	responsible	responsible	JJ
stanford-ai-2021	1105	518	)	)	-RRB-
stanford-ai-2021	1105	519	,	,	,
stanford-ai-2021	1105	520	Denmark	Denmark	NNP
stanford-ai-2021	1105	521	,	,	,
stanford-ai-2021	1105	522	Malta	Malta	NNP
stanford-ai-2021	1105	523	,	,	,
stanford-ai-2021	1105	524	Netherlands	Netherlands	NNP
stanford-ai-2021	1105	525	The	the	DT
stanford-ai-2021	1105	526	rights	right	NNS
stanford-ai-2021	1105	527	to	to	IN
stanford-ai-2021	1105	528	freedom	freedom	NN
stanford-ai-2021	1105	529	of	of	IN
stanford-ai-2021	1105	530	thought	thought	NN
stanford-ai-2021	1105	531	,	,	,
stanford-ai-2021	1105	532	expression	expression	NN
stanford-ai-2021	1105	533	,	,	,
stanford-ai-2021	1105	534	and	and	CC
stanford-ai-2021	1105	535	access	access	NN
stanford-ai-2021	1105	536	to	to	IN
stanford-ai-2021	1105	537	information	information	NN
stanford-ai-2021	1105	538	France	France	NNP
stanford-ai-2021	1105	539	,	,	,
stanford-ai-2021	1105	540	Netherlands	Netherlands	NNP
stanford-ai-2021	1105	541	,	,	,
stanford-ai-2021	1105	542	Russia	Russia	NNP
stanford-ai-2021	1105	543	The	the	DT
stanford-ai-2021	1105	544	right	right	NN
stanford-ai-2021	1105	545	to	to	TO
stanford-ai-2021	1105	546	work	work	VB
stanford-ai-2021	1105	547	France	France	NNP
stanford-ai-2021	1105	548	,	,	,
stanford-ai-2021	1105	549	Russia	Russia	NNP
stanford-ai-2021	1105	550	In	in	IN
stanford-ai-2021	1105	551	2020	2020	CD
stanford-ai-2021	1105	552	,	,	,
stanford-ai-2021	1105	553	Global	Global	NNP
stanford-ai-2021	1105	554	Partners	Partners	NNPS
stanford-ai-2021	1105	555	Digital	Digital	NNP
stanford-ai-2021	1105	556	and	and	CC
stanford-ai-2021	1105	557	Stanford	Stanford	NNP
stanford-ai-2021	1105	558	’s	’s	NNP
stanford-ai-2021	1105	559	Global	Global	NNP
stanford-ai-2021	1105	560	Digital	Digital	NNP
stanford-ai-2021	1105	561	Policy	Policy	NNP
stanford-ai-2021	1105	562	Incubator	Incubator	NNP
stanford-ai-2021	1105	563	published	publish	VBD
stanford-ai-2021	1105	564	a	a	DT
stanford-ai-2021	1105	565	report	report	NN
stanford-ai-2021	1105	566	examining	examine	VBG
stanford-ai-2021	1105	567	governments	government	NNS
stanford-ai-2021	1105	568	’	’	POS
stanford-ai-2021	1105	569	national	national	JJ
stanford-ai-2021	1105	570	AI	AI	NNP
stanford-ai-2021	1105	571	strategies	strategy	NNS
stanford-ai-2021	1105	572	from	from	IN
stanford-ai-2021	1105	573	a	a	DT
stanford-ai-2021	1105	574	human	human	JJ
stanford-ai-2021	1105	575	rights	right	NNS
stanford-ai-2021	1105	576	perspective	perspective	NN
stanford-ai-2021	1105	577	,	,	,
stanford-ai-2021	1105	578	titled	title	VBN
stanford-ai-2021	1105	579	“	"	``
stanford-ai-2021	1105	580	National	National	NNP
stanford-ai-2021	1105	581	Artificial	Artificial	NNP
stanford-ai-2021	1105	582	Intelligence	Intelligence	NNP
stanford-ai-2021	1105	583	Strategies	Strategies	NNPS
stanford-ai-2021	1105	584	and	and	CC
stanford-ai-2021	1105	585	Human	Human	NNP
stanford-ai-2021	1105	586	Rights	Rights	NNPS
stanford-ai-2021	1105	587	:	:	:
stanford-ai-2021	1105	588	A	a	DT
stanford-ai-2021	1105	589	Review	Review	NNP
stanford-ai-2021	1105	590	.	.	.
stanford-ai-2021	1105	591	”	"	''
stanford-ai-2021	1105	592	The	the	DT
stanford-ai-2021	1105	593	report	report	NN
stanford-ai-2021	1105	594	assesses	assess	VBZ
stanford-ai-2021	1105	595	the	the	DT
stanford-ai-2021	1105	596	extent	extent	NN
stanford-ai-2021	1105	597	to	to	TO
stanford-ai-2021	1105	598	which	which	WDT
stanford-ai-2021	1105	599	governments	government	NNS
stanford-ai-2021	1105	600	and	and	CC
stanford-ai-2021	1105	601	regional	regional	JJ
stanford-ai-2021	1105	602	organizations	organization	NNS
stanford-ai-2021	1105	603	have	have	VBP
stanford-ai-2021	1105	604	incorporated	incorporate	VBN
stanford-ai-2021	1105	605	human	human	JJ
stanford-ai-2021	1105	606	rights	right	NNS
stanford-ai-2021	1105	607	considerations	consideration	NNS
stanford-ai-2021	1105	608	into	into	IN
stanford-ai-2021	1105	609	their	-PRON-	PRP$
stanford-ai-2021	1105	610	national	national	JJ
stanford-ai-2021	1105	611	AI	AI	NNP
stanford-ai-2021	1105	612	strategies	strategy	NNS
stanford-ai-2021	1105	613	and	and	CC
stanford-ai-2021	1105	614	made	make	VBD
stanford-ai-2021	1105	615	recommendations	recommendation	NNS
stanford-ai-2021	1105	616	to	to	IN
stanford-ai-2021	1105	617	policymakers	policymaker	NNS
stanford-ai-2021	1105	618	looking	look	VBG
stanford-ai-2021	1105	619	to	to	TO
stanford-ai-2021	1105	620	develop	develop	VB
stanford-ai-2021	1105	621	or	or	CC
stanford-ai-2021	1105	622	review	review	VB
stanford-ai-2021	1105	623	AI	AI	NNP
stanford-ai-2021	1105	624	strategies	strategy	NNS
stanford-ai-2021	1105	625	in	in	IN
stanford-ai-2021	1105	626	the	the	DT
stanford-ai-2021	1105	627	future	future	NN
stanford-ai-2021	1105	628	.	.	.
stanford-ai-2021	1106	1	The	the	DT
stanford-ai-2021	1106	2	report	report	NN
stanford-ai-2021	1106	3	found	find	VBD
stanford-ai-2021	1106	4	that	that	IN
stanford-ai-2021	1106	5	among	among	IN
stanford-ai-2021	1106	6	the	the	DT
stanford-ai-2021	1106	7	30	30	CD
stanford-ai-2021	1106	8	states	state	NNS
stanford-ai-2021	1106	9	and	and	CC
stanford-ai-2021	1106	10	two	two	CD
stanford-ai-2021	1106	11	regional	regional	JJ
stanford-ai-2021	1106	12	strategies	strategy	NNS
stanford-ai-2021	1106	13	(	(	-LRB-
stanford-ai-2021	1106	14	from	from	IN
stanford-ai-2021	1106	15	the	the	DT
stanford-ai-2021	1106	16	European	European	NNP
stanford-ai-2021	1106	17	Union	Union	NNP
stanford-ai-2021	1106	18	and	and	CC
stanford-ai-2021	1106	19	the	the	DT
stanford-ai-2021	1106	20	Nordic	nordic	JJ
stanford-ai-2021	1106	21	-	-	HYPH
stanford-ai-2021	1106	22	Baltic	baltic	JJ
stanford-ai-2021	1106	23	states	state	NNS
stanford-ai-2021	1106	24	)	)	-RRB-
stanford-ai-2021	1106	25	,	,	,
stanford-ai-2021	1106	26	a	a	DT
stanford-ai-2021	1106	27	number	number	NN
stanford-ai-2021	1106	28	of	of	IN
stanford-ai-2021	1106	29	strategies	strategy	NNS
stanford-ai-2021	1106	30	refer	refer	VBP
stanford-ai-2021	1106	31	to	to	IN
stanford-ai-2021	1106	32	the	the	DT
stanford-ai-2021	1106	33	impact	impact	NN
stanford-ai-2021	1106	34	of	of	IN
stanford-ai-2021	1106	35	AI	AI	NNP
stanford-ai-2021	1106	36	on	on	IN
stanford-ai-2021	1106	37	human	human	JJ
stanford-ai-2021	1106	38	rights	right	NNS
stanford-ai-2021	1106	39	,	,	,
stanford-ai-2021	1106	40	with	with	IN
stanford-ai-2021	1106	41	the	the	DT
stanford-ai-2021	1106	42	right	right	NN
stanford-ai-2021	1106	43	to	to	IN
stanford-ai-2021	1106	44	privacy	privacy	NN
stanford-ai-2021	1106	45	as	as	IN
stanford-ai-2021	1106	46	the	the	DT
stanford-ai-2021	1106	47	most	most	RBS
stanford-ai-2021	1106	48	commonly	commonly	RB
stanford-ai-2021	1106	49	mentioned	mention	VBN
stanford-ai-2021	1106	50	,	,	,
stanford-ai-2021	1106	51	followed	follow	VBN
stanford-ai-2021	1106	52	by	by	IN
stanford-ai-2021	1106	53	equality	equality	NN
stanford-ai-2021	1106	54	and	and	CC
stanford-ai-2021	1106	55	nondiscrimination	nondiscrimination	NN
stanford-ai-2021	1106	56	(	(	-LRB-
stanford-ai-2021	1106	57	Table	table	NN
stanford-ai-2021	1106	58	6.1.1	6.1.1	CD
stanford-ai-2021	1106	59	)	)	-RRB-
stanford-ai-2021	1106	60	.	.	.
stanford-ai-2021	1107	1	However	however	RB
stanford-ai-2021	1107	2	,	,	,
stanford-ai-2021	1107	3	very	very	RB
stanford-ai-2021	1107	4	few	few	JJ
stanford-ai-2021	1107	5	strategy	strategy	NN
stanford-ai-2021	1107	6	documents	document	NNS
stanford-ai-2021	1107	7	provide	provide	VBP
stanford-ai-2021	1107	8	deep	deep	JJ
stanford-ai-2021	1107	9	analysis	analysis	NN
stanford-ai-2021	1107	10	or	or	CC
stanford-ai-2021	1107	11	concrete	concrete	JJ
stanford-ai-2021	1107	12	assessment	assessment	NN
stanford-ai-2021	1107	13	of	of	IN
stanford-ai-2021	1107	14	the	the	DT
stanford-ai-2021	1107	15	impact	impact	NN
stanford-ai-2021	1107	16	of	of	IN
stanford-ai-2021	1107	17	AI	AI	NNP
stanford-ai-2021	1107	18	applications	application	NNS
stanford-ai-2021	1107	19	on	on	IN
stanford-ai-2021	1107	20	human	human	JJ
stanford-ai-2021	1107	21	rights	right	NNS
stanford-ai-2021	1107	22	.	.	.
stanford-ai-2021	1108	1	Specifics	specific	NNS
stanford-ai-2021	1108	2	as	as	IN
stanford-ai-2021	1108	3	to	to	IN
stanford-ai-2021	1108	4	how	how	WRB
stanford-ai-2021	1108	5	and	and	CC
stanford-ai-2021	1108	6	the	the	DT
stanford-ai-2021	1108	7	depth	depth	NN
stanford-ai-2021	1108	8	to	to	IN
stanford-ai-2021	1108	9	which	which	WDT
stanford-ai-2021	1108	10	human	human	JJ
stanford-ai-2021	1108	11	rights	right	NNS
stanford-ai-2021	1108	12	should	should	MD
stanford-ai-2021	1108	13	be	be	VB
stanford-ai-2021	1108	14	protected	protect	VBN
stanford-ai-2021	1108	15	in	in	IN
stanford-ai-2021	1108	16	the	the	DT
stanford-ai-2021	1108	17	context	context	NN
stanford-ai-2021	1108	18	of	of	IN
stanford-ai-2021	1108	19	AI	AI	NNP
stanford-ai-2021	1108	20	is	be	VBZ
stanford-ai-2021	1108	21	largely	largely	RB
stanford-ai-2021	1108	22	missing	missing	JJ
stanford-ai-2021	1108	23	,	,	,
stanford-ai-2021	1108	24	in	in	IN
stanford-ai-2021	1108	25	contrast	contrast	NN
stanford-ai-2021	1108	26	to	to	IN
stanford-ai-2021	1108	27	the	the	DT
stanford-ai-2021	1108	28	level	level	NN
stanford-ai-2021	1108	29	of	of	IN
stanford-ai-2021	1108	30	specificity	specificity	NN
stanford-ai-2021	1108	31	on	on	IN
stanford-ai-2021	1108	32	other	other	JJ
stanford-ai-2021	1108	33	issues	issue	NNS
stanford-ai-2021	1108	34	such	such	JJ
stanford-ai-2021	1108	35	as	as	IN
stanford-ai-2021	1108	36	economic	economic	JJ
stanford-ai-2021	1108	37	competitiveness	competitiveness	NN
stanford-ai-2021	1108	38	and	and	CC
stanford-ai-2021	1108	39	innovation	innovation	NN
stanford-ai-2021	1108	40	advantage	advantage	NN
stanford-ai-2021	1108	41	.	.	.
stanford-ai-2021	1109	1	https://medium.com/politics-ai/an-overview-of-national-ai-strategies-2a70ec6edfd	https://medium.com/politics-ai/an-overview-of-national-ai-strategies-2a70ec6edfd	NNP
stanford-ai-2021	1109	2	https://oecd.ai/	https://oecd.ai/	NNP
stanford-ai-2021	1109	3	https://cifar.ca/wp-content/uploads/2020/10/building-an-ai-world-second-edition.pdf	https://cifar.ca/wp-content/uploads/2020/10/building-an-ai-world-second-edition.pdf	IN
stanford-ai-2021	1109	4	https://publications.iadb.org/es/la-inteligencia-artificial-al-servicio-del-bien-social-en-america-latina-y-el-caribe-panor%C3%A1mica-regional-e-instant%C3%A1neas-de-doce-paises	https://publications.iadb.org/es/la-inteligencia-artificial-al-servicio-del-bien-social-en-america-latina-y-el-caribe-panor%C3%A1mica-regional-e-instant%C3%A1neas-de-doce-paises	NNP
stanford-ai-2021	1109	5	https://publications.iadb.org/es/la-inteligencia-artificial-al-servicio-del-bien-social-en-america-latina-y-el-caribe-panor%C3%A1mica-regional-e-instant%C3%A1neas-de-doce-paises	https://publications.iadb.org/es/la-inteligencia-artificial-al-servicio-del-bien-social-en-america-latina-y-el-caribe-panor%C3%A1mica-regional-e-instant%C3%A1neas-de-doce-paises	NNPS
stanford-ai-2021	1109	6	https://fsi-live.s3.us-west-1.amazonaws.com/s3fs-public/national_artifical_intelligence_strategies_and_human_rights-a_review1.pdf	https://fsi-live.s3.us-west-1.amazonaws.com/s3fs-public/national_artifical_intelligence_strategies_and_human_rights-a_review1.pdf	.
stanford-ai-2021	1109	7	https://fsi-live.s3.us-west-1.amazonaws.com/s3fs-public/national_artifical_intelligence_strategies_and_human_rights-a_review1.pdf	https://fsi-live.s3.us-west-1.amazonaws.com/s3fs-public/national_artifical_intelligence_strategies_and_human_rights-a_review1.pdf	IN
stanford-ai-2021	1109	8	TA	TA	NNP
stanford-ai-2021	1109	9	B	B	NNP
stanford-ai-2021	1109	10	L	l	NN
stanford-ai-2021	1109	11	E	e	NN
stanford-ai-2021	1109	12	O	o	NN
stanford-ai-2021	1109	13	F	f	NN
stanford-ai-2021	1109	14	C	c	NN
stanford-ai-2021	1109	15	O	o	NN
stanford-ai-2021	1109	16	N	n	NN
stanford-ai-2021	1109	17	T	t	NN
stanford-ai-2021	1109	18	E	e	NN
stanford-ai-2021	1109	19	N	n	NN
stanford-ai-2021	1109	20	T	t	NN
stanford-ai-2021	1109	21	S	s	NN
stanford-ai-2021	1109	22	1	1	CD
stanford-ai-2021	1109	23	6	6	CD
stanford-ai-2021	1109	24	5C	5c	NN
stanford-ai-2021	1109	25	H	h	NN
stanford-ai-2021	1109	26	A	a	NN
stanford-ai-2021	1109	27	P	p	NN
stanford-ai-2021	1109	28	T	t	NN
stanford-ai-2021	1109	29	E	e	NN
stanford-ai-2021	1109	30	R	r	NN
stanford-ai-2021	1109	31	7	7	CD
stanford-ai-2021	1109	32	P	p	NN
stanford-ai-2021	1109	33	R	r	NN
stanford-ai-2021	1109	34	E	e	NN
stanford-ai-2021	1109	35	V	v	NN
stanford-ai-2021	1109	36	I	i	NN
stanford-ai-2021	1109	37	E	e	NN
stanford-ai-2021	1109	38	W	W	NNP
stanford-ai-2021	1109	39	Artificial	Artificial	NNP
stanford-ai-2021	1109	40	Intelligence	Intelligence	NNP
stanford-ai-2021	1109	41	Index	Index	NNP
stanford-ai-2021	1109	42	Report	Report	NNP
stanford-ai-2021	1109	43	2021	2021	CD
stanford-ai-2021	1109	44	Given	give	VBN
stanford-ai-2021	1109	45	the	the	DT
stanford-ai-2021	1109	46	scale	scale	NN
stanford-ai-2021	1109	47	of	of	IN
stanford-ai-2021	1109	48	the	the	DT
stanford-ai-2021	1109	49	opportunities	opportunity	NNS
stanford-ai-2021	1109	50	and	and	CC
stanford-ai-2021	1109	51	the	the	DT
stanford-ai-2021	1109	52	challenges	challenge	NNS
stanford-ai-2021	1109	53	presented	present	VBN
stanford-ai-2021	1109	54	by	by	IN
stanford-ai-2021	1109	55	AI	AI	NNP
stanford-ai-2021	1109	56	,	,	,
stanford-ai-2021	1109	57	a	a	DT
stanford-ai-2021	1109	58	number	number	NN
stanford-ai-2021	1109	59	of	of	IN
stanford-ai-2021	1109	60	international	international	JJ
stanford-ai-2021	1109	61	efforts	effort	NNS
stanford-ai-2021	1109	62	have	have	VBP
stanford-ai-2021	1109	63	recently	recently	RB
stanford-ai-2021	1109	64	been	be	VBN
stanford-ai-2021	1109	65	announced	announce	VBN
stanford-ai-2021	1109	66	that	that	DT
stanford-ai-2021	1109	67	aim	aim	NN
stanford-ai-2021	1109	68	to	to	TO
stanford-ai-2021	1109	69	develop	develop	VB
stanford-ai-2021	1109	70	multilateral	multilateral	JJ
stanford-ai-2021	1109	71	AI	AI	NNP
stanford-ai-2021	1109	72	strategies	strategy	NNS
stanford-ai-2021	1109	73	.	.	.
stanford-ai-2021	1110	1	This	this	DT
stanford-ai-2021	1110	2	section	section	NN
stanford-ai-2021	1110	3	provides	provide	VBZ
stanford-ai-2021	1110	4	an	an	DT
stanford-ai-2021	1110	5	overview	overview	NN
stanford-ai-2021	1110	6	of	of	IN
stanford-ai-2021	1110	7	those	those	DT
stanford-ai-2021	1110	8	international	international	JJ
stanford-ai-2021	1110	9	initiatives	initiative	NNS
stanford-ai-2021	1110	10	from	from	IN
stanford-ai-2021	1110	11	governments	government	NNS
stanford-ai-2021	1110	12	committed	commit	VBN
stanford-ai-2021	1110	13	to	to	IN
stanford-ai-2021	1110	14	working	work	VBG
stanford-ai-2021	1110	15	together	together	RB
stanford-ai-2021	1110	16	to	to	TO
stanford-ai-2021	1110	17	support	support	VB
stanford-ai-2021	1110	18	the	the	DT
stanford-ai-2021	1110	19	development	development	NN
stanford-ai-2021	1110	20	of	of	IN
stanford-ai-2021	1110	21	AI	AI	NNP
stanford-ai-2021	1110	22	for	for	IN
stanford-ai-2021	1110	23	all	all	DT
stanford-ai-2021	1110	24	.	.	.
stanford-ai-2021	1111	1	These	these	DT
stanford-ai-2021	1111	2	multilateral	multilateral	JJ
stanford-ai-2021	1111	3	initiatives	initiative	NNS
stanford-ai-2021	1111	4	on	on	IN
stanford-ai-2021	1111	5	AI	AI	NNP
stanford-ai-2021	1111	6	suggest	suggest	VBP
stanford-ai-2021	1111	7	that	that	IN
stanford-ai-2021	1111	8	organizations	organization	NNS
stanford-ai-2021	1111	9	are	be	VBP
stanford-ai-2021	1111	10	taking	take	VBG
stanford-ai-2021	1111	11	a	a	DT
stanford-ai-2021	1111	12	variety	variety	NN
stanford-ai-2021	1111	13	of	of	IN
stanford-ai-2021	1111	14	approaches	approach	NNS
stanford-ai-2021	1111	15	to	to	TO
stanford-ai-2021	1111	16	tackle	tackle	VB
stanford-ai-2021	1111	17	the	the	DT
stanford-ai-2021	1111	18	practical	practical	JJ
stanford-ai-2021	1111	19	applications	application	NNS
stanford-ai-2021	1111	20	of	of	IN
stanford-ai-2021	1111	21	AI	ai	NN
stanford-ai-2021	1111	22	and	and	CC
stanford-ai-2021	1111	23	scale	scale	VB
stanford-ai-2021	1111	24	those	those	DT
stanford-ai-2021	1111	25	solutions	solution	NNS
stanford-ai-2021	1111	26	for	for	IN
stanford-ai-2021	1111	27	maximum	maximum	JJ
stanford-ai-2021	1111	28	global	global	JJ
stanford-ai-2021	1111	29	impact	impact	NN
stanford-ai-2021	1111	30	.	.	.
stanford-ai-2021	1112	1	Many	many	JJ
stanford-ai-2021	1112	2	countries	country	NNS
stanford-ai-2021	1112	3	turn	turn	VBP
stanford-ai-2021	1112	4	to	to	IN
stanford-ai-2021	1112	5	international	international	JJ
stanford-ai-2021	1112	6	organizations	organization	NNS
stanford-ai-2021	1112	7	for	for	IN
stanford-ai-2021	1112	8	global	global	JJ
stanford-ai-2021	1112	9	AI	AI	NNP
stanford-ai-2021	1112	10	norm	norm	NN
stanford-ai-2021	1112	11	formulation	formulation	NN
stanford-ai-2021	1112	12	,	,	,
stanford-ai-2021	1112	13	while	while	IN
stanford-ai-2021	1112	14	others	other	NNS
stanford-ai-2021	1112	15	engage	engage	VBP
stanford-ai-2021	1112	16	in	in	IN
stanford-ai-2021	1112	17	partnerships	partnership	NNS
stanford-ai-2021	1112	18	or	or	CC
stanford-ai-2021	1112	19	bilateral	bilateral	JJ
stanford-ai-2021	1112	20	agreements	agreement	NNS
stanford-ai-2021	1112	21	.	.	.
stanford-ai-2021	1113	1	Among	among	IN
stanford-ai-2021	1113	2	the	the	DT
stanford-ai-2021	1113	3	topics	topic	NNS
stanford-ai-2021	1113	4	under	under	IN
stanford-ai-2021	1113	5	discussion	discussion	NN
stanford-ai-2021	1113	6	,	,	,
stanford-ai-2021	1113	7	the	the	DT
stanford-ai-2021	1113	8	ethics	ethic	NNS
stanford-ai-2021	1113	9	of	of	IN
stanford-ai-2021	1113	10	AI	AI	NNP
stanford-ai-2021	1113	11	—	—	:
stanford-ai-2021	1113	12	or	or	CC
stanford-ai-2021	1113	13	the	the	DT
stanford-ai-2021	1113	14	ethical	ethical	JJ
stanford-ai-2021	1113	15	challenges	challenge	NNS
stanford-ai-2021	1113	16	raised	raise	VBN
stanford-ai-2021	1113	17	by	by	IN
stanford-ai-2021	1113	18	current	current	JJ
stanford-ai-2021	1113	19	and	and	CC
stanford-ai-2021	1113	20	future	future	JJ
stanford-ai-2021	1113	21	applications	application	NNS
stanford-ai-2021	1113	22	of	of	IN
stanford-ai-2021	1113	23	AI	AI	NNP
stanford-ai-2021	1113	24	—	—	:
stanford-ai-2021	1113	25	stands	stand	VBZ
stanford-ai-2021	1113	26	out	out	RP
stanford-ai-2021	1113	27	as	as	IN
stanford-ai-2021	1113	28	a	a	DT
stanford-ai-2021	1113	29	particular	particular	JJ
stanford-ai-2021	1113	30	focus	focus	JJ
stanford-ai-2021	1113	31	area	area	NN
stanford-ai-2021	1113	32	for	for	IN
stanford-ai-2021	1113	33	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1113	34	efforts	effort	NNS
stanford-ai-2021	1113	35	.	.	.
stanford-ai-2021	1114	1	Countries	country	NNS
stanford-ai-2021	1114	2	such	such	JJ
stanford-ai-2021	1114	3	as	as	IN
stanford-ai-2021	1114	4	Japan	Japan	NNP
stanford-ai-2021	1114	5	,	,	,
stanford-ai-2021	1114	6	South	South	NNP
stanford-ai-2021	1114	7	Korea	Korea	NNP
stanford-ai-2021	1114	8	,	,	,
stanford-ai-2021	1114	9	the	the	DT
stanford-ai-2021	1114	10	United	United	NNP
stanford-ai-2021	1114	11	Kingdom	Kingdom	NNP
stanford-ai-2021	1114	12	,	,	,
stanford-ai-2021	1114	13	the	the	DT
stanford-ai-2021	1114	14	United	United	NNP
stanford-ai-2021	1114	15	States	States	NNP
stanford-ai-2021	1114	16	,	,	,
stanford-ai-2021	1114	17	and	and	CC
stanford-ai-2021	1114	18	members	member	NNS
stanford-ai-2021	1114	19	of	of	IN
stanford-ai-2021	1114	20	the	the	DT
stanford-ai-2021	1114	21	European	European	NNP
stanford-ai-2021	1114	22	Union	Union	NNP
stanford-ai-2021	1114	23	are	be	VBP
stanford-ai-2021	1114	24	active	active	JJ
stanford-ai-2021	1114	25	participants	participant	NNS
stanford-ai-2021	1114	26	of	of	IN
stanford-ai-2021	1114	27	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1114	28	efforts	effort	NNS
stanford-ai-2021	1114	29	on	on	IN
stanford-ai-2021	1114	30	AI	AI	NNP
stanford-ai-2021	1114	31	.	.	.
stanford-ai-2021	1115	1	A	a	DT
stanford-ai-2021	1115	2	major	major	JJ
stanford-ai-2021	1115	3	AI	AI	NNP
stanford-ai-2021	1115	4	powerhouse	powerhouse	NN
stanford-ai-2021	1115	5	,	,	,
stanford-ai-2021	1115	6	China	China	NNP
stanford-ai-2021	1115	7	,	,	,
stanford-ai-2021	1115	8	on	on	IN
stanford-ai-2021	1115	9	the	the	DT
stanford-ai-2021	1115	10	other	other	JJ
stanford-ai-2021	1115	11	hand	hand	NN
stanford-ai-2021	1115	12	,	,	,
stanford-ai-2021	1115	13	has	have	VBZ
stanford-ai-2021	1115	14	opted	opt	VBN
stanford-ai-2021	1115	15	to	to	TO
stanford-ai-2021	1115	16	engage	engage	VB
stanford-ai-2021	1115	17	in	in	IN
stanford-ai-2021	1115	18	a	a	DT
stanford-ai-2021	1115	19	number	number	NN
stanford-ai-2021	1115	20	of	of	IN
stanford-ai-2021	1115	21	science	science	NN
stanford-ai-2021	1115	22	and	and	CC
stanford-ai-2021	1115	23	technology	technology	NN
stanford-ai-2021	1115	24	bilateral	bilateral	JJ
stanford-ai-2021	1115	25	agreements	agreement	NNS
stanford-ai-2021	1115	26	that	that	WDT
stanford-ai-2021	1115	27	stress	stress	VBP
stanford-ai-2021	1115	28	cooperation	cooperation	NN
stanford-ai-2021	1115	29	on	on	IN
stanford-ai-2021	1115	30	AI	AI	NNP
stanford-ai-2021	1115	31	as	as	IN
stanford-ai-2021	1115	32	part	part	NN
stanford-ai-2021	1115	33	of	of	IN
stanford-ai-2021	1115	34	the	the	DT
stanford-ai-2021	1115	35	Digital	Digital	NNP
stanford-ai-2021	1115	36	Silk	Silk	NNP
stanford-ai-2021	1115	37	Road	Road	NNP
stanford-ai-2021	1115	38	under	under	IN
stanford-ai-2021	1115	39	the	the	DT
stanford-ai-2021	1115	40	Belt	Belt	NNP
stanford-ai-2021	1115	41	and	and	CC
stanford-ai-2021	1115	42	Road	Road	NNP
stanford-ai-2021	1115	43	(	(	-LRB-
stanford-ai-2021	1115	44	BRI	BRI	NNP
stanford-ai-2021	1115	45	)	)	-RRB-
stanford-ai-2021	1115	46	initiative	initiative	NN
stanford-ai-2021	1115	47	framework	framework	NN
stanford-ai-2021	1115	48	.	.	.
stanford-ai-2021	1116	1	For	for	IN
stanford-ai-2021	1116	2	example	example	NN
stanford-ai-2021	1116	3	,	,	,
stanford-ai-2021	1116	4	AI	AI	NNP
stanford-ai-2021	1116	5	is	be	VBZ
stanford-ai-2021	1116	6	mentioned	mention	VBN
stanford-ai-2021	1116	7	in	in	IN
stanford-ai-2021	1116	8	China	China	NNP
stanford-ai-2021	1116	9	’s	’s	POS
stanford-ai-2021	1116	10	economic	economic	JJ
stanford-ai-2021	1116	11	cooperation	cooperation	NN
stanford-ai-2021	1116	12	under	under	IN
stanford-ai-2021	1116	13	the	the	DT
stanford-ai-2021	1116	14	BRI	BRI	NNP
stanford-ai-2021	1116	15	Initiative	Initiative	NNP
stanford-ai-2021	1116	16	with	with	IN
stanford-ai-2021	1116	17	the	the	DT
stanford-ai-2021	1116	18	United	United	NNP
stanford-ai-2021	1116	19	Arab	Arab	NNP
stanford-ai-2021	1116	20	Emirates	Emirates	NNPS
stanford-ai-2021	1116	21	.	.	.
stanford-ai-2021	1117	1	I	-PRON-	PRP
stanford-ai-2021	1117	2	N	n	CC
stanford-ai-2021	1117	3	T	t	NN
stanford-ai-2021	1117	4	E	e	NN
stanford-ai-2021	1117	5	R	r	NN
stanford-ai-2021	1117	6	G	g	NN
stanford-ai-2021	1117	7	O	o	NN
stanford-ai-2021	1117	8	V	v	NN
stanford-ai-2021	1117	9	E	e	NN
stanford-ai-2021	1117	10	R	r	NN
stanford-ai-2021	1117	11	N	n	NN
stanford-ai-2021	1117	12	M	m	NN
stanford-ai-2021	1117	13	E	e	NN
stanford-ai-2021	1117	14	N	n	NN
stanford-ai-2021	1117	15	TA	ta	NN
stanford-ai-2021	1117	16	L	l	NN
stanford-ai-2021	1117	17	I	i	NN
stanford-ai-2021	1117	18	N	n	NN
stanford-ai-2021	1117	19	I	i	NN
stanford-ai-2021	1117	20	T	t	NN
stanford-ai-2021	1117	21	I	i	NN
stanford-ai-2021	1117	22	AT	at	VBP
stanford-ai-2021	1117	23	I	i	NN
stanford-ai-2021	1117	24	V	v	NN
stanford-ai-2021	1117	25	E	e	NN
stanford-ai-2021	1117	26	S	S	NNP
stanford-ai-2021	1117	27	Intergovernmental	intergovernmental	JJ
stanford-ai-2021	1117	28	working	work	VBG
stanford-ai-2021	1117	29	groups	group	NNS
stanford-ai-2021	1117	30	consist	consist	VBP
stanford-ai-2021	1117	31	of	of	IN
stanford-ai-2021	1117	32	experts	expert	NNS
stanford-ai-2021	1117	33	and	and	CC
stanford-ai-2021	1117	34	policymakers	policymaker	NNS
stanford-ai-2021	1117	35	from	from	IN
stanford-ai-2021	1117	36	member	member	NN
stanford-ai-2021	1117	37	states	state	NNS
stanford-ai-2021	1117	38	who	who	WP
stanford-ai-2021	1117	39	study	study	VBP
stanford-ai-2021	1117	40	and	and	CC
stanford-ai-2021	1117	41	report	report	VB
stanford-ai-2021	1117	42	on	on	IN
stanford-ai-2021	1117	43	the	the	DT
stanford-ai-2021	1117	44	most	most	RBS
stanford-ai-2021	1117	45	urgent	urgent	JJ
stanford-ai-2021	1117	46	challenges	challenge	NNS
stanford-ai-2021	1117	47	related	relate	VBN
stanford-ai-2021	1117	48	to	to	IN
stanford-ai-2021	1117	49	developing	develop	VBG
stanford-ai-2021	1117	50	and	and	CC
stanford-ai-2021	1117	51	deploying	deploy	VBG
stanford-ai-2021	1117	52	AI	AI	NNP
stanford-ai-2021	1117	53	and	and	CC
stanford-ai-2021	1117	54	then	then	RB
stanford-ai-2021	1117	55	make	make	VB
stanford-ai-2021	1117	56	recommendations	recommendation	NNS
stanford-ai-2021	1117	57	based	base	VBN
stanford-ai-2021	1117	58	on	on	IN
stanford-ai-2021	1117	59	their	-PRON-	PRP$
stanford-ai-2021	1117	60	findings	finding	NNS
stanford-ai-2021	1117	61	.	.	.
stanford-ai-2021	1118	1	These	these	DT
stanford-ai-2021	1118	2	groups	group	NNS
stanford-ai-2021	1118	3	are	be	VBP
stanford-ai-2021	1118	4	instrumental	instrumental	JJ
stanford-ai-2021	1118	5	in	in	IN
stanford-ai-2021	1118	6	identifying	identify	VBG
stanford-ai-2021	1118	7	and	and	CC
stanford-ai-2021	1118	8	developing	develop	VBG
stanford-ai-2021	1118	9	strategies	strategy	NNS
stanford-ai-2021	1118	10	for	for	IN
stanford-ai-2021	1118	11	the	the	DT
stanford-ai-2021	1118	12	most	most	RBS
stanford-ai-2021	1118	13	pressing	pressing	JJ
stanford-ai-2021	1118	14	issues	issue	NNS
stanford-ai-2021	1118	15	in	in	IN
stanford-ai-2021	1118	16	AI	AI	NNP
stanford-ai-2021	1118	17	technologies	technology	NNS
stanford-ai-2021	1118	18	and	and	CC
stanford-ai-2021	1118	19	their	-PRON-	PRP$
stanford-ai-2021	1118	20	applications	application	NNS
stanford-ai-2021	1118	21	.	.	.
stanford-ai-2021	1119	1	Working	Working	NNP
stanford-ai-2021	1119	2	Groups	Groups	NNPS
stanford-ai-2021	1119	3	Global	Global	NNP
stanford-ai-2021	1119	4	Partnership	Partnership	NNP
stanford-ai-2021	1119	5	on	on	IN
stanford-ai-2021	1119	6	AI	AI	NNP
stanford-ai-2021	1119	7	(	(	-LRB-
stanford-ai-2021	1119	8	GPAI	GPAI	NNP
stanford-ai-2021	1119	9	)	)	-RRB-
stanford-ai-2021	1119	10	•	•	NN
stanford-ai-2021	1119	11	Participants	participant	NNS
stanford-ai-2021	1119	12	:	:	:
stanford-ai-2021	1119	13	Australia	Australia	NNP
stanford-ai-2021	1119	14	,	,	,
stanford-ai-2021	1119	15	Brazil	Brazil	NNP
stanford-ai-2021	1119	16	,	,	,
stanford-ai-2021	1119	17	Canada	Canada	NNP
stanford-ai-2021	1119	18	,	,	,
stanford-ai-2021	1119	19	France	France	NNP
stanford-ai-2021	1119	20	,	,	,
stanford-ai-2021	1119	21	Germany	Germany	NNP
stanford-ai-2021	1119	22	,	,	,
stanford-ai-2021	1119	23	India	India	NNP
stanford-ai-2021	1119	24	,	,	,
stanford-ai-2021	1119	25	Italy	Italy	NNP
stanford-ai-2021	1119	26	,	,	,
stanford-ai-2021	1119	27	Japan	Japan	NNP
stanford-ai-2021	1119	28	,	,	,
stanford-ai-2021	1119	29	Mexico	Mexico	NNP
stanford-ai-2021	1119	30	,	,	,
stanford-ai-2021	1119	31	the	the	DT
stanford-ai-2021	1119	32	Netherlands	Netherlands	NNP
stanford-ai-2021	1119	33	,	,	,
stanford-ai-2021	1119	34	New	New	NNP
stanford-ai-2021	1119	35	Zealand	Zealand	NNP
stanford-ai-2021	1119	36	,	,	,
stanford-ai-2021	1119	37	South	South	NNP
stanford-ai-2021	1119	38	Korea	Korea	NNP
stanford-ai-2021	1119	39	,	,	,
stanford-ai-2021	1119	40	Poland	Poland	NNP
stanford-ai-2021	1119	41	,	,	,
stanford-ai-2021	1119	42	Singapore	Singapore	NNP
stanford-ai-2021	1119	43	,	,	,
stanford-ai-2021	1119	44	Slovenia	Slovenia	NNP
stanford-ai-2021	1119	45	,	,	,
stanford-ai-2021	1119	46	Spain	Spain	NNP
stanford-ai-2021	1119	47	,	,	,
stanford-ai-2021	1119	48	the	the	DT
stanford-ai-2021	1119	49	United	United	NNP
stanford-ai-2021	1119	50	Kingdom	Kingdom	NNP
stanford-ai-2021	1119	51	,	,	,
stanford-ai-2021	1119	52	the	the	DT
stanford-ai-2021	1119	53	United	United	NNP
stanford-ai-2021	1119	54	States	States	NNP
stanford-ai-2021	1119	55	,	,	,
stanford-ai-2021	1119	56	and	and	CC
stanford-ai-2021	1119	57	the	the	DT
stanford-ai-2021	1119	58	European	European	NNP
stanford-ai-2021	1119	59	Union	Union	NNP
stanford-ai-2021	1119	60	(	(	-LRB-
stanford-ai-2021	1119	61	as	as	IN
stanford-ai-2021	1119	62	of	of	IN
stanford-ai-2021	1119	63	December	December	NNP
stanford-ai-2021	1119	64	2020	2020	CD
stanford-ai-2021	1119	65	)	)	-RRB-
stanford-ai-2021	1119	66	•	•	NNP
stanford-ai-2021	1119	67	Host	host	NN
stanford-ai-2021	1119	68	of	of	IN
stanford-ai-2021	1119	69	Secretariat	Secretariat	NNP
stanford-ai-2021	1119	70	:	:	:
stanford-ai-2021	1119	71	OECD	OECD	NNP
stanford-ai-2021	1119	72	•	•	NNP
stanford-ai-2021	1119	73	Focus	Focus	NNP
stanford-ai-2021	1119	74	Areas	area	NNS
stanford-ai-2021	1119	75	:	:	:
stanford-ai-2021	1119	76	Responsible	responsible	JJ
stanford-ai-2021	1119	77	AI	ai	NN
stanford-ai-2021	1119	78	;	;	:
stanford-ai-2021	1119	79	data	datum	NNS
stanford-ai-2021	1119	80	governance	governance	NN
stanford-ai-2021	1119	81	;	;	:
stanford-ai-2021	1119	82	the	the	DT
stanford-ai-2021	1119	83	future	future	NN
stanford-ai-2021	1119	84	of	of	IN
stanford-ai-2021	1119	85	work	work	NN
stanford-ai-2021	1119	86	;	;	:
stanford-ai-2021	1119	87	innovation	innovation	NN
stanford-ai-2021	1119	88	and	and	CC
stanford-ai-2021	1119	89	commercialization	commercialization	NN
stanford-ai-2021	1119	90	•	•	VBP
stanford-ai-2021	1119	91	Recent	recent	JJ
stanford-ai-2021	1119	92	Activities	activity	NNS
stanford-ai-2021	1119	93	:	:	:
stanford-ai-2021	1119	94	Two	two	CD
stanford-ai-2021	1119	95	International	international	JJ
stanford-ai-2021	1119	96	Centres	Centres	NNPS
stanford-ai-2021	1119	97	of	of	IN
stanford-ai-2021	1119	98	Expertise	Expertise	NNP
stanford-ai-2021	1119	99	—	—	:
stanford-ai-2021	1119	100	the	the	DT
stanford-ai-2021	1119	101	International	International	NNP
stanford-ai-2021	1119	102	Centre	Centre	NNP
stanford-ai-2021	1119	103	of	of	IN
stanford-ai-2021	1119	104	Expertise	Expertise	NNP
stanford-ai-2021	1119	105	in	in	IN
stanford-ai-2021	1119	106	Montreal	Montreal	NNP
stanford-ai-2021	1119	107	for	for	IN
stanford-ai-2021	1119	108	the	the	DT
stanford-ai-2021	1119	109	Advancement	Advancement	NNP
stanford-ai-2021	1119	110	of	of	IN
stanford-ai-2021	1119	111	Artificial	Artificial	NNP
stanford-ai-2021	1119	112	Intelligence	Intelligence	NNP
stanford-ai-2021	1119	113	and	and	CC
stanford-ai-2021	1119	114	the	the	DT
stanford-ai-2021	1119	115	French	French	NNP
stanford-ai-2021	1119	116	National	National	NNP
stanford-ai-2021	1119	117	Institute	Institute	NNP
stanford-ai-2021	1119	118	for	for	IN
stanford-ai-2021	1119	119	Research	Research	NNP
stanford-ai-2021	1119	120	in	in	IN
stanford-ai-2021	1119	121	Digital	Digital	NNP
stanford-ai-2021	1119	122	Science	Science	NNP
stanford-ai-2021	1119	123	and	and	CC
stanford-ai-2021	1119	124	Technology	Technology	NNP
stanford-ai-2021	1119	125	(	(	-LRB-
stanford-ai-2021	1119	126	INRIA	INRIA	NNP
stanford-ai-2021	1119	127	)	)	-RRB-
stanford-ai-2021	1119	128	in	in	IN
stanford-ai-2021	1119	129	Paris	Paris	NNP
stanford-ai-2021	1119	130	—	—	:
stanford-ai-2021	1119	131	are	be	VBP
stanford-ai-2021	1119	132	supporting	support	VBG
stanford-ai-2021	1119	133	the	the	DT
stanford-ai-2021	1119	134	work	work	NN
stanford-ai-2021	1119	135	in	in	IN
stanford-ai-2021	1119	136	the	the	DT
stanford-ai-2021	1119	137	four	four	CD
stanford-ai-2021	1119	138	focus	focus	NN
stanford-ai-2021	1119	139	areas	area	NNS
stanford-ai-2021	1119	140	and	and	CC
stanford-ai-2021	1119	141	held	hold	VBD
stanford-ai-2021	1119	142	the	the	DT
stanford-ai-2021	1119	143	Montreal	Montreal	NNP
stanford-ai-2021	1119	144	Summit	Summit	NNP
stanford-ai-2021	1119	145	2020	2020	CD
stanford-ai-2021	1119	146	in	in	IN
stanford-ai-2021	1119	147	December	December	NNP
stanford-ai-2021	1119	148	2020	2020	CD
stanford-ai-2021	1119	149	.	.	.
stanford-ai-2021	1120	1	Moreover	moreover	RB
stanford-ai-2021	1120	2	,	,	,
stanford-ai-2021	1120	3	the	the	DT
stanford-ai-2021	1120	4	data	datum	NNS
stanford-ai-2021	1120	5	governance	governance	NN
stanford-ai-2021	1120	6	working	work	VBG
stanford-ai-2021	1120	7	group	group	NN
stanford-ai-2021	1120	8	published	publish	VBD
stanford-ai-2021	1120	9	the	the	DT
stanford-ai-2021	1120	10	beta	beta	JJ
stanford-ai-2021	1120	11	version	version	NN
stanford-ai-2021	1120	12	of	of	IN
stanford-ai-2021	1120	13	the	the	DT
stanford-ai-2021	1120	14	group	group	NN
stanford-ai-2021	1120	15	’s	’s	POS
stanford-ai-2021	1120	16	framework	framework	NN
stanford-ai-2021	1120	17	in	in	IN
stanford-ai-2021	1120	18	November	November	NNP
stanford-ai-2021	1120	19	2020	2020	CD
stanford-ai-2021	1120	20	.	.	.
stanford-ai-2021	1121	1	OECD	OECD	NNP
stanford-ai-2021	1121	2	Network	Network	NNP
stanford-ai-2021	1121	3	of	of	IN
stanford-ai-2021	1121	4	Experts	Experts	NNPS
stanford-ai-2021	1121	5	on	on	IN
stanford-ai-2021	1121	6	AI	AI	NNP
stanford-ai-2021	1121	7	(	(	-LRB-
stanford-ai-2021	1121	8	ONE	ONE	NNP
stanford-ai-2021	1121	9	AI	AI	NNP
stanford-ai-2021	1121	10	)	)	-RRB-
stanford-ai-2021	1121	11	•	•	NN
stanford-ai-2021	1121	12	Participants	participant	NNS
stanford-ai-2021	1121	13	:	:	:
stanford-ai-2021	1121	14	OECD	oecd	NN
stanford-ai-2021	1121	15	countries	country	NNS
stanford-ai-2021	1121	16	•	•	VBP
stanford-ai-2021	1121	17	Host	host	NN
stanford-ai-2021	1121	18	:	:	:
stanford-ai-2021	1121	19	OECD	OECD	NNP
stanford-ai-2021	1121	20	•	•	NNP
stanford-ai-2021	1121	21	Focus	Focus	NNP
stanford-ai-2021	1121	22	Areas	area	NNS
stanford-ai-2021	1121	23	:	:	:
stanford-ai-2021	1121	24	Classification	classification	NN
stanford-ai-2021	1121	25	of	of	IN
stanford-ai-2021	1121	26	AI	AI	NNP
stanford-ai-2021	1121	27	;	;	:
stanford-ai-2021	1121	28	implementing	implement	VBG
stanford-ai-2021	1121	29	trustworthy	trustworthy	JJ
stanford-ai-2021	1121	30	AI	AI	NNP
stanford-ai-2021	1121	31	;	;	:
stanford-ai-2021	1121	32	policies	policy	NNS
stanford-ai-2021	1121	33	for	for	IN
stanford-ai-2021	1121	34	AI	AI	NNP
stanford-ai-2021	1121	35	;	;	:
stanford-ai-2021	1121	36	AI	AI	NNP
stanford-ai-2021	1121	37	compute	compute	NN
stanford-ai-2021	1121	38	•	•	VBP
stanford-ai-2021	1121	39	Recent	recent	JJ
stanford-ai-2021	1121	40	Activities	activity	NNS
stanford-ai-2021	1121	41	:	:	:
stanford-ai-2021	1121	42	ONE	one	CD
stanford-ai-2021	1121	43	AI	AI	NNP
stanford-ai-2021	1121	44	convened	convene	VBD
stanford-ai-2021	1121	45	its	-PRON-	PRP$
stanford-ai-2021	1121	46	first	first	JJ
stanford-ai-2021	1121	47	meeting	meeting	NN
stanford-ai-2021	1121	48	in	in	IN
stanford-ai-2021	1121	49	February	February	NNP
stanford-ai-2021	1121	50	2020	2020	CD
stanford-ai-2021	1121	51	,	,	,
stanford-ai-2021	1121	52	when	when	WRB
stanford-ai-2021	1121	53	it	-PRON-	PRP
stanford-ai-2021	1121	54	also	also	RB
stanford-ai-2021	1121	55	launched	launch	VBD
stanford-ai-2021	1121	56	the	the	DT
stanford-ai-2021	1121	57	OECD	OECD	NNP
stanford-ai-2021	1121	58	AI	AI	NNP
stanford-ai-2021	1121	59	Policy	Policy	NNP
stanford-ai-2021	1121	60	Observatory	Observatory	NNP
stanford-ai-2021	1121	61	.	.	.
stanford-ai-2021	1122	1	In	in	IN
stanford-ai-2021	1122	2	November	November	NNP
stanford-ai-2021	1122	3	2020	2020	CD
stanford-ai-2021	1122	4	,	,	,
stanford-ai-2021	1122	5	the	the	DT
stanford-ai-2021	1122	6	working	working	NN
stanford-ai-2021	1122	7	group	group	NN
stanford-ai-2021	1122	8	on	on	IN
stanford-ai-2021	1122	9	the	the	DT
stanford-ai-2021	1122	10	classification	classification	NN
stanford-ai-2021	1122	11	of	of	IN
stanford-ai-2021	1122	12	AI	AI	NNP
stanford-ai-2021	1122	13	presented	present	VBD
stanford-ai-2021	1122	14	the	the	DT
stanford-ai-2021	1122	15	first	first	JJ
stanford-ai-2021	1122	16	look	look	NN
stanford-ai-2021	1122	17	at	at	IN
stanford-ai-2021	1122	18	an	an	DT
stanford-ai-2021	1122	19	AI	AI	NNP
stanford-ai-2021	1122	20	classification	classification	NN
stanford-ai-2021	1122	21	framework	framework	NN
stanford-ai-2021	1122	22	based	base	VBN
stanford-ai-2021	1122	23	on	on	IN
stanford-ai-2021	1122	24	OECD	OECD	NNP
stanford-ai-2021	1122	25	’s	’s	POS
stanford-ai-2021	1122	26	definition	definition	NN
stanford-ai-2021	1122	27	of	of	IN
stanford-ai-2021	1122	28	AI	AI	NNP
stanford-ai-2021	1122	29	divided	divide	VBN
stanford-ai-2021	1122	30	into	into	IN
stanford-ai-2021	1122	31	four	four	CD
stanford-ai-2021	1122	32	dimensions	dimension	NNS
stanford-ai-2021	1122	33	(	(	-LRB-
stanford-ai-2021	1122	34	context	context	NN
stanford-ai-2021	1122	35	,	,	,
stanford-ai-2021	1122	36	data	datum	NNS
stanford-ai-2021	1122	37	and	and	CC
stanford-ai-2021	1122	38	input	input	NN
stanford-ai-2021	1122	39	,	,	,
stanford-ai-2021	1122	40	AI	AI	NNP
stanford-ai-2021	1122	41	model	model	NN
stanford-ai-2021	1122	42	,	,	,
stanford-ai-2021	1122	43	task	task	NN
stanford-ai-2021	1122	44	and	and	CC
stanford-ai-2021	1122	45	output	output	NN
stanford-ai-2021	1122	46	)	)	-RRB-
stanford-ai-2021	1122	47	that	that	WDT
stanford-ai-2021	1122	48	aims	aim	VBZ
stanford-ai-2021	1122	49	to	to	TO
stanford-ai-2021	1122	50	guide	guide	VB
stanford-ai-2021	1122	51	policymakers	policymaker	NNS
stanford-ai-2021	1122	52	in	in	IN
stanford-ai-2021	1122	53	designing	design	VBG
stanford-ai-2021	1122	54	adequate	adequate	JJ
stanford-ai-2021	1122	55	policies	policy	NNS
stanford-ai-2021	1122	56	for	for	IN
stanford-ai-2021	1122	57	each	each	DT
stanford-ai-2021	1122	58	type	type	NN
stanford-ai-2021	1122	59	of	of	IN
stanford-ai-2021	1122	60	AI	AI	NNP
stanford-ai-2021	1122	61	system	system	NN
stanford-ai-2021	1122	62	.	.	.
stanford-ai-2021	1123	1	High	high	JJ
stanford-ai-2021	1123	2	-	-	HYPH
stanford-ai-2021	1123	3	Level	level	NN
stanford-ai-2021	1123	4	Expert	Expert	NNP
stanford-ai-2021	1123	5	Group	Group	NNP
stanford-ai-2021	1123	6	on	on	IN
stanford-ai-2021	1123	7	Artificial	Artificial	NNP
stanford-ai-2021	1123	8	Intelligence	Intelligence	NNP
stanford-ai-2021	1123	9	(	(	-LRB-
stanford-ai-2021	1123	10	HLEG	HLEG	NNP
stanford-ai-2021	1123	11	)	)	-RRB-
stanford-ai-2021	1123	12	•	•	NN
stanford-ai-2021	1123	13	Participants	participant	NNS
stanford-ai-2021	1123	14	:	:	:
stanford-ai-2021	1123	15	EU	EU	NNP
stanford-ai-2021	1123	16	countries	country	NNS
stanford-ai-2021	1123	17	•	•	VBP
stanford-ai-2021	1123	18	Host	host	NN
stanford-ai-2021	1123	19	:	:	:
stanford-ai-2021	1123	20	European	European	NNP
stanford-ai-2021	1123	21	Commission	Commission	NNP
stanford-ai-2021	1123	22	•	•	NNP
stanford-ai-2021	1123	23	Focus	Focus	NNP
stanford-ai-2021	1123	24	Areas	Areas	NNPS
stanford-ai-2021	1123	25	:	:	:
stanford-ai-2021	1123	26	Ethics	Ethics	NNP
stanford-ai-2021	1123	27	guidelines	guideline	NNS
stanford-ai-2021	1123	28	for	for	IN
stanford-ai-2021	1123	29	trustworthy	trustworthy	JJ
stanford-ai-2021	1123	30	AI	AI	NNP
stanford-ai-2021	1123	31	•	•	NNP
stanford-ai-2021	1123	32	Recent	recent	JJ
stanford-ai-2021	1123	33	Activities	activity	NNS
stanford-ai-2021	1123	34	:	:	:
stanford-ai-2021	1123	35	Since	since	IN
stanford-ai-2021	1123	36	its	-PRON-	PRP$
stanford-ai-2021	1123	37	launch	launch	NN
stanford-ai-2021	1123	38	at	at	IN
stanford-ai-2021	1123	39	the	the	DT
stanford-ai-2021	1123	40	recommendation	recommendation	NN
stanford-ai-2021	1123	41	7.2	7.2	CD
stanford-ai-2021	1123	42	INTERNATIONAL	international	JJ
stanford-ai-2021	1123	43	COLLABORATION	collaboration	NN
stanford-ai-2021	1123	44	ON	on	IN
stanford-ai-2021	1123	45	AI	AI	NNP
stanford-ai-2021	1123	46	C	c	NN
stanford-ai-2021	1123	47	H	h	NN
stanford-ai-2021	1123	48	A	a	NN
stanford-ai-2021	1123	49	P	p	NN
stanford-ai-2021	1123	50	T	t	NN
stanford-ai-2021	1123	51	E	e	NN
stanford-ai-2021	1123	52	R	r	NN
stanford-ai-2021	1123	53	7	7	CD
stanford-ai-2021	1123	54	:	:	:
stanford-ai-2021	1123	55	A	a	DT
stanford-ai-2021	1123	56	I	i	NN
stanford-ai-2021	1123	57	P	p	NN
stanford-ai-2021	1123	58	O	o	NN
stanford-ai-2021	1123	59	L	l	NN
stanford-ai-2021	1123	60	I	i	NN
stanford-ai-2021	1123	61	C	c	NN
stanford-ai-2021	1123	62	Y	Y	NNP
stanford-ai-2021	1123	63	A	a	NN
stanford-ai-2021	1123	64	N	n	NN
stanford-ai-2021	1123	65	D	d	NN
stanford-ai-2021	1123	66	N	n	NN
stanford-ai-2021	1123	67	AT	at	IN
stanford-ai-2021	1123	68	I	i	NN
stanford-ai-2021	1123	69	O	o	NN
stanford-ai-2021	1123	70	N	n	NN
stanford-ai-2021	1123	71	A	a	NN
stanford-ai-2021	1123	72	L	l	NN
stanford-ai-2021	1123	73	S	s	NN
stanford-ai-2021	1123	74	T	t	NN
stanford-ai-2021	1123	75	R	r	NN
stanford-ai-2021	1123	76	AT	at	NN
stanford-ai-2021	1123	77	E	e	NN
stanford-ai-2021	1123	78	G	g	NN
stanford-ai-2021	1123	79	I	i	NN
stanford-ai-2021	1123	80	E	e	NN
stanford-ai-2021	1123	81	S	s	NN
stanford-ai-2021	1123	82	7	7	CD
stanford-ai-2021	1123	83	.	.	.
stanford-ai-2021	1124	1	2	2	LS
stanford-ai-2021	1124	2	I	i	NN
stanford-ai-2021	1124	3	N	n	NN
stanford-ai-2021	1124	4	T	t	NN
stanford-ai-2021	1124	5	E	e	NN
stanford-ai-2021	1124	6	R	r	NN
stanford-ai-2021	1124	7	N	n	NN
stanford-ai-2021	1124	8	AT	at	IN
stanford-ai-2021	1124	9	I	i	NN
stanford-ai-2021	1124	10	O	o	NN
stanford-ai-2021	1124	11	N	n	NN
stanford-ai-2021	1124	12	A	a	NN
stanford-ai-2021	1124	13	L	l	NN
stanford-ai-2021	1124	14	C	c	NN
stanford-ai-2021	1124	15	O	o	NN
stanford-ai-2021	1124	16	L	l	NN
stanford-ai-2021	1124	17	L	l	NN
stanford-ai-2021	1124	18	A	a	NN
stanford-ai-2021	1124	19	B	b	NN
stanford-ai-2021	1124	20	O	o	NN
stanford-ai-2021	1124	21	R	r	NN
stanford-ai-2021	1124	22	AT	at	IN
stanford-ai-2021	1124	23	I	i	NN
stanford-ai-2021	1124	24	O	o	NN
stanford-ai-2021	1124	25	N	n	NN
stanford-ai-2021	1124	26	O	o	NN
stanford-ai-2021	1124	27	N	n	NN
stanford-ai-2021	1124	28	A	A	NNP
stanford-ai-2021	1124	29	I	i	NN
stanford-ai-2021	1124	30	http://english.scio.gov.cn/beltandroad/2018-07/23/content_57813914.htm	http://english.scio.gov.cn/beltandroad/2018-07/23/content_57813914.htm	NN
stanford-ai-2021	1124	31	https://www.gpai.ai/	https://www.gpai.ai/	XX
stanford-ai-2021	1124	32	https://oecd.ai/wonk/open-call-input-gpai-data-governance-working-group	https://oecd.ai/wonk/open-call-input-gpai-data-governance-working-group	NNS
stanford-ai-2021	1124	33	https://www.oecd.ai/network-of-experts	https://www.oecd.ai/network-of-expert	NNS
stanford-ai-2021	1124	34	https://oecd.ai/	https://oecd.ai/	NNP
stanford-ai-2021	1124	35	https://oecd.ai/	https://oecd.ai/	NNP
stanford-ai-2021	1124	36	https://www.oecd.ai/wonk/a-first-look-at-the-oecds-framework-for-the-classification-of-ai-systems-for-policymakers	https://www.oecd.ai/wonk/a-first-look-at-the-oecds-framework-for-the-classification-of-ai-systems-for-policymakers	NNP
stanford-ai-2021	1124	37	https://www.oecd.ai/wonk/a-first-look-at-the-oecds-framework-for-the-classification-of-ai-systems-for-policymakers	https://www.oecd.ai/wonk/a-first-look-at-the-oecds-framework-for-the-classification-of-ai-systems-for-policymakers	NN
stanford-ai-2021	1124	38	https://ec.europa.eu/digital-single-market/en/high-level-expert-group-artificial-intelligence	https://ec.europa.eu/digital-single-market/en/high-level-expert-group-artificial-intelligence	NN
stanford-ai-2021	1124	39	TA	ta	NN
stanford-ai-2021	1124	40	B	b	NN
stanford-ai-2021	1124	41	L	l	NN
stanford-ai-2021	1124	42	E	e	NN
stanford-ai-2021	1124	43	O	o	NN
stanford-ai-2021	1124	44	F	f	NN
stanford-ai-2021	1124	45	C	c	NN
stanford-ai-2021	1124	46	O	o	NN
stanford-ai-2021	1124	47	N	n	NN
stanford-ai-2021	1124	48	T	t	NN
stanford-ai-2021	1124	49	E	e	NN
stanford-ai-2021	1124	50	N	n	NN
stanford-ai-2021	1124	51	T	t	NN
stanford-ai-2021	1124	52	S	s	NN
stanford-ai-2021	1124	53	1	1	CD
stanford-ai-2021	1124	54	6	6	CD
stanford-ai-2021	1124	55	6C	6c	NN
stanford-ai-2021	1124	56	H	h	NN
stanford-ai-2021	1124	57	A	a	NN
stanford-ai-2021	1124	58	P	p	NN
stanford-ai-2021	1124	59	T	t	NN
stanford-ai-2021	1124	60	E	e	NN
stanford-ai-2021	1124	61	R	r	NN
stanford-ai-2021	1124	62	7	7	CD
stanford-ai-2021	1124	63	P	p	NN
stanford-ai-2021	1124	64	R	r	NN
stanford-ai-2021	1124	65	E	e	NN
stanford-ai-2021	1124	66	V	v	NN
stanford-ai-2021	1124	67	I	i	NN
stanford-ai-2021	1124	68	E	e	NN
stanford-ai-2021	1124	69	W	W	NNP
stanford-ai-2021	1124	70	Artificial	Artificial	NNP
stanford-ai-2021	1124	71	Intelligence	Intelligence	NNP
stanford-ai-2021	1124	72	Index	Index	NNP
stanford-ai-2021	1124	73	Report	Report	NNP
stanford-ai-2021	1124	74	2021	2021	CD
stanford-ai-2021	1124	75	of	of	IN
stanford-ai-2021	1124	76	the	the	DT
stanford-ai-2021	1124	77	EU	EU	NNP
stanford-ai-2021	1124	78	AI	AI	NNP
stanford-ai-2021	1124	79	strategy	strategy	NN
stanford-ai-2021	1124	80	in	in	IN
stanford-ai-2021	1124	81	2018	2018	CD
stanford-ai-2021	1124	82	,	,	,
stanford-ai-2021	1124	83	HLEG	HLEG	NNP
stanford-ai-2021	1124	84	presented	present	VBD
stanford-ai-2021	1124	85	the	the	DT
stanford-ai-2021	1124	86	EU	EU	NNP
stanford-ai-2021	1124	87	Ethics	Ethics	NNP
stanford-ai-2021	1124	88	Guidelines	Guidelines	NNP
stanford-ai-2021	1124	89	for	for	IN
stanford-ai-2021	1124	90	Trustworthy	Trustworthy	NNP
stanford-ai-2021	1124	91	Artificial	Artificial	NNP
stanford-ai-2021	1124	92	Intelligence	Intelligence	NNP
stanford-ai-2021	1124	93	and	and	CC
stanford-ai-2021	1124	94	a	a	DT
stanford-ai-2021	1124	95	series	series	NN
stanford-ai-2021	1124	96	of	of	IN
stanford-ai-2021	1124	97	policy	policy	NN
stanford-ai-2021	1124	98	and	and	CC
stanford-ai-2021	1124	99	investment	investment	NN
stanford-ai-2021	1124	100	recommendations	recommendation	NNS
stanford-ai-2021	1124	101	,	,	,
stanford-ai-2021	1124	102	as	as	RB
stanford-ai-2021	1124	103	well	well	RB
stanford-ai-2021	1124	104	as	as	IN
stanford-ai-2021	1124	105	an	an	DT
stanford-ai-2021	1124	106	assessment	assessment	NN
stanford-ai-2021	1124	107	checklist	checklist	NN
stanford-ai-2021	1124	108	related	relate	VBN
stanford-ai-2021	1124	109	to	to	IN
stanford-ai-2021	1124	110	the	the	DT
stanford-ai-2021	1124	111	guidelines	guideline	NNS
stanford-ai-2021	1124	112	.	.	.
stanford-ai-2021	1125	1	Ad	ad	NN
stanford-ai-2021	1125	2	Hoc	Hoc	NNP
stanford-ai-2021	1125	3	Expert	Expert	NNP
stanford-ai-2021	1125	4	Group	Group	NNP
stanford-ai-2021	1125	5	(	(	-LRB-
stanford-ai-2021	1125	6	AHEG	AHEG	NNP
stanford-ai-2021	1125	7	)	)	-RRB-
stanford-ai-2021	1125	8	for	for	IN
stanford-ai-2021	1125	9	the	the	DT
stanford-ai-2021	1125	10	Recommendation	Recommendation	NNP
stanford-ai-2021	1125	11	on	on	IN
stanford-ai-2021	1125	12	the	the	DT
stanford-ai-2021	1125	13	Ethics	Ethics	NNP
stanford-ai-2021	1125	14	of	of	IN
stanford-ai-2021	1125	15	Artificial	Artificial	NNP
stanford-ai-2021	1125	16	Intelligence	Intelligence	NNP
stanford-ai-2021	1125	17	•	•	NNP
stanford-ai-2021	1125	18	Participants	participant	NNS
stanford-ai-2021	1125	19	:	:	:
stanford-ai-2021	1125	20	United	United	NNP
stanford-ai-2021	1125	21	Nations	Nations	NNP
stanford-ai-2021	1125	22	Educational	Educational	NNP
stanford-ai-2021	1125	23	,	,	,
stanford-ai-2021	1125	24	Scientific	Scientific	NNP
stanford-ai-2021	1125	25	and	and	CC
stanford-ai-2021	1125	26	Cultural	Cultural	NNP
stanford-ai-2021	1125	27	Organization	Organization	NNP
stanford-ai-2021	1125	28	(	(	-LRB-
stanford-ai-2021	1125	29	UNESCO	UNESCO	NNP
stanford-ai-2021	1125	30	)	)	-RRB-
stanford-ai-2021	1125	31	member	member	NN
stanford-ai-2021	1125	32	states	state	NNS
stanford-ai-2021	1125	33	•	•	VBP
stanford-ai-2021	1125	34	Host	host	NN
stanford-ai-2021	1125	35	:	:	:
stanford-ai-2021	1125	36	UNESCO	UNESCO	NNP
stanford-ai-2021	1125	37	•	•	NNP
stanford-ai-2021	1125	38	Focus	Focus	NNP
stanford-ai-2021	1125	39	Areas	Areas	NNPS
stanford-ai-2021	1125	40	:	:	:
stanford-ai-2021	1125	41	Ethical	ethical	JJ
stanford-ai-2021	1125	42	issues	issue	NNS
stanford-ai-2021	1125	43	raised	raise	VBN
stanford-ai-2021	1125	44	by	by	IN
stanford-ai-2021	1125	45	the	the	DT
stanford-ai-2021	1125	46	development	development	NN
stanford-ai-2021	1125	47	and	and	CC
stanford-ai-2021	1125	48	use	use	NN
stanford-ai-2021	1125	49	of	of	IN
stanford-ai-2021	1125	50	AI	AI	NNP
stanford-ai-2021	1125	51	•	•	NNP
stanford-ai-2021	1125	52	Recent	recent	JJ
stanford-ai-2021	1125	53	Activities	activity	NNS
stanford-ai-2021	1125	54	:	:	:
stanford-ai-2021	1125	55	The	the	DT
stanford-ai-2021	1125	56	AHEG	AHEG	NNP
stanford-ai-2021	1125	57	produced	produce	VBD
stanford-ai-2021	1125	58	a	a	DT
stanford-ai-2021	1125	59	revised	revised	JJ
stanford-ai-2021	1125	60	first	first	JJ
stanford-ai-2021	1125	61	draft	draft	NN
stanford-ai-2021	1125	62	Recommendation	recommendation	NN
stanford-ai-2021	1125	63	on	on	IN
stanford-ai-2021	1125	64	the	the	DT
stanford-ai-2021	1125	65	Ethics	Ethics	NNP
stanford-ai-2021	1125	66	of	of	IN
stanford-ai-2021	1125	67	Artificial	Artificial	NNP
stanford-ai-2021	1125	68	Intelligence	Intelligence	NNP
stanford-ai-2021	1125	69	,	,	,
stanford-ai-2021	1125	70	which	which	WDT
stanford-ai-2021	1125	71	was	be	VBD
stanford-ai-2021	1125	72	transmitted	transmit	VBN
stanford-ai-2021	1125	73	in	in	IN
stanford-ai-2021	1125	74	September	September	NNP
stanford-ai-2021	1125	75	2020	2020	CD
stanford-ai-2021	1125	76	to	to	IN
stanford-ai-2021	1125	77	Member	Member	NNP
stanford-ai-2021	1125	78	States	States	NNPS
stanford-ai-2021	1125	79	of	of	IN
stanford-ai-2021	1125	80	UNESCO	UNESCO	NNP
stanford-ai-2021	1125	81	for	for	IN
stanford-ai-2021	1125	82	their	-PRON-	PRP$
stanford-ai-2021	1125	83	comments	comment	NNS
stanford-ai-2021	1125	84	by	by	IN
stanford-ai-2021	1125	85	December	December	NNP
stanford-ai-2021	1125	86	31	31	CD
stanford-ai-2021	1125	87	,	,	,
stanford-ai-2021	1125	88	2020	2020	CD
stanford-ai-2021	1125	89	.	.	.
stanford-ai-2021	1126	1	Summits	Summits	NNP
stanford-ai-2021	1126	2	and	and	CC
stanford-ai-2021	1126	3	Meetings	meeting	NNS
stanford-ai-2021	1126	4	AI	AI	NNP
stanford-ai-2021	1126	5	for	for	IN
stanford-ai-2021	1126	6	Good	Good	NNP
stanford-ai-2021	1126	7	Global	Global	NNP
stanford-ai-2021	1126	8	Summit	Summit	NNP
stanford-ai-2021	1126	9	•	•	NNP
stanford-ai-2021	1126	10	Participants	participant	NNS
stanford-ai-2021	1126	11	:	:	:
stanford-ai-2021	1126	12	Global	global	JJ
stanford-ai-2021	1126	13	(	(	-LRB-
stanford-ai-2021	1126	14	with	with	IN
stanford-ai-2021	1126	15	the	the	DT
stanford-ai-2021	1126	16	United	United	NNP
stanford-ai-2021	1126	17	Nations	Nations	NNP
stanford-ai-2021	1126	18	and	and	CC
stanford-ai-2021	1126	19	its	-PRON-	PRP$
stanford-ai-2021	1126	20	agencies	agency	NNS
stanford-ai-2021	1126	21	)	)	-RRB-
stanford-ai-2021	1126	22	•	•	NNP
stanford-ai-2021	1126	23	Hosts	host	NNS
stanford-ai-2021	1126	24	:	:	:
stanford-ai-2021	1126	25	International	International	NNP
stanford-ai-2021	1126	26	Telecommunication	Telecommunication	NNP
stanford-ai-2021	1126	27	Union	Union	NNP
stanford-ai-2021	1126	28	,	,	,
stanford-ai-2021	1126	29	XPRIZE	XPRIZE	NNP
stanford-ai-2021	1126	30	Foundation	Foundation	NNP
stanford-ai-2021	1126	31	•	•	NNP
stanford-ai-2021	1126	32	Focus	Focus	NNP
stanford-ai-2021	1126	33	Areas	Areas	NNP
stanford-ai-2021	1126	34	:	:	:
stanford-ai-2021	1126	35	Trusted	trust	VBN
stanford-ai-2021	1126	36	,	,	,
stanford-ai-2021	1126	37	safe	safe	JJ
stanford-ai-2021	1126	38	,	,	,
stanford-ai-2021	1126	39	and	and	CC
stanford-ai-2021	1126	40	inclusive	inclusive	JJ
stanford-ai-2021	1126	41	development	development	NN
stanford-ai-2021	1126	42	of	of	IN
stanford-ai-2021	1126	43	AI	AI	NNP
stanford-ai-2021	1126	44	technologies	technology	NNS
stanford-ai-2021	1126	45	and	and	CC
stanford-ai-2021	1126	46	equitable	equitable	JJ
stanford-ai-2021	1126	47	access	access	NN
stanford-ai-2021	1126	48	to	to	IN
stanford-ai-2021	1126	49	their	-PRON-	PRP$
stanford-ai-2021	1126	50	benefits	benefit	NNS
stanford-ai-2021	1126	51	AI	AI	NNP
stanford-ai-2021	1126	52	Partnership	Partnership	NNP
stanford-ai-2021	1126	53	for	for	IN
stanford-ai-2021	1126	54	Defense	Defense	NNP
stanford-ai-2021	1126	55	•	•	NNP
stanford-ai-2021	1126	56	Participants	participant	NNS
stanford-ai-2021	1126	57	:	:	:
stanford-ai-2021	1126	58	Australia	Australia	NNP
stanford-ai-2021	1126	59	,	,	,
stanford-ai-2021	1126	60	Canada	Canada	NNP
stanford-ai-2021	1126	61	,	,	,
stanford-ai-2021	1126	62	Denmark	Denmark	NNP
stanford-ai-2021	1126	63	,	,	,
stanford-ai-2021	1126	64	Estonia	Estonia	NNP
stanford-ai-2021	1126	65	,	,	,
stanford-ai-2021	1126	66	Finland	Finland	NNP
stanford-ai-2021	1126	67	,	,	,
stanford-ai-2021	1126	68	France	France	NNP
stanford-ai-2021	1126	69	,	,	,
stanford-ai-2021	1126	70	Israel	Israel	NNP
stanford-ai-2021	1126	71	,	,	,
stanford-ai-2021	1126	72	Japan	Japan	NNP
stanford-ai-2021	1126	73	,	,	,
stanford-ai-2021	1126	74	Norway	Norway	NNP
stanford-ai-2021	1126	75	,	,	,
stanford-ai-2021	1126	76	South	South	NNP
stanford-ai-2021	1126	77	Korea	Korea	NNP
stanford-ai-2021	1126	78	,	,	,
stanford-ai-2021	1126	79	Sweden	Sweden	NNP
stanford-ai-2021	1126	80	,	,	,
stanford-ai-2021	1126	81	the	the	DT
stanford-ai-2021	1126	82	United	United	NNP
stanford-ai-2021	1126	83	Kingdom	Kingdom	NNP
stanford-ai-2021	1126	84	,	,	,
stanford-ai-2021	1126	85	and	and	CC
stanford-ai-2021	1126	86	the	the	DT
stanford-ai-2021	1126	87	United	United	NNP
stanford-ai-2021	1126	88	States	States	NNP
stanford-ai-2021	1126	89	•	•	NNP
stanford-ai-2021	1126	90	Hosts	host	NNS
stanford-ai-2021	1126	91	:	:	:
stanford-ai-2021	1126	92	Joint	Joint	NNP
stanford-ai-2021	1126	93	Artificial	Artificial	NNP
stanford-ai-2021	1126	94	Intelligence	Intelligence	NNP
stanford-ai-2021	1126	95	Center	Center	NNP
stanford-ai-2021	1126	96	,	,	,
stanford-ai-2021	1126	97	U.S.	U.S.	NNP
stanford-ai-2021	1126	98	Department	Department	NNP
stanford-ai-2021	1126	99	of	of	IN
stanford-ai-2021	1126	100	Defense	Defense	NNP
stanford-ai-2021	1126	101	•	•	NNP
stanford-ai-2021	1126	102	Focus	Focus	NNP
stanford-ai-2021	1126	103	Areas	Areas	NNP
stanford-ai-2021	1126	104	:	:	:
stanford-ai-2021	1126	105	AI	AI	NNP
stanford-ai-2021	1126	106	ethical	ethical	JJ
stanford-ai-2021	1126	107	principles	principle	NNS
stanford-ai-2021	1126	108	for	for	IN
stanford-ai-2021	1126	109	defense	defense	NN
stanford-ai-2021	1126	110	China	China	NNP
stanford-ai-2021	1126	111	-	-	HYPH
stanford-ai-2021	1126	112	Association	Association	NNP
stanford-ai-2021	1126	113	of	of	IN
stanford-ai-2021	1126	114	Southeast	Southeast	NNP
stanford-ai-2021	1126	115	Asian	Asian	NNP
stanford-ai-2021	1126	116	Nations	Nations	NNPS
stanford-ai-2021	1126	117	(	(	-LRB-
stanford-ai-2021	1126	118	ASEAN	ASEAN	NNP
stanford-ai-2021	1126	119	)	)	-RRB-
stanford-ai-2021	1126	120	AI	AI	NNP
stanford-ai-2021	1126	121	Summit	Summit	NNP
stanford-ai-2021	1126	122	•	•	NNP
stanford-ai-2021	1126	123	Participants	participant	NNS
stanford-ai-2021	1126	124	:	:	:
stanford-ai-2021	1126	125	Brunei	Brunei	NNP
stanford-ai-2021	1126	126	,	,	,
stanford-ai-2021	1126	127	Cambodia	Cambodia	NNP
stanford-ai-2021	1126	128	,	,	,
stanford-ai-2021	1126	129	China	China	NNP
stanford-ai-2021	1126	130	,	,	,
stanford-ai-2021	1126	131	Indonesia	Indonesia	NNP
stanford-ai-2021	1126	132	,	,	,
stanford-ai-2021	1126	133	Laos	Laos	NNP
stanford-ai-2021	1126	134	,	,	,
stanford-ai-2021	1126	135	Malaysia	Malaysia	NNP
stanford-ai-2021	1126	136	,	,	,
stanford-ai-2021	1126	137	Myanmar	Myanmar	NNP
stanford-ai-2021	1126	138	,	,	,
stanford-ai-2021	1126	139	the	the	DT
stanford-ai-2021	1126	140	Philippines	Philippines	NNP
stanford-ai-2021	1126	141	,	,	,
stanford-ai-2021	1126	142	Singapore	Singapore	NNP
stanford-ai-2021	1126	143	,	,	,
stanford-ai-2021	1126	144	Thailand	Thailand	NNP
stanford-ai-2021	1126	145	,	,	,
stanford-ai-2021	1126	146	and	and	CC
stanford-ai-2021	1126	147	Vietnam	Vietnam	NNP
stanford-ai-2021	1126	148	•	•	NNP
stanford-ai-2021	1126	149	Hosts	host	NNS
stanford-ai-2021	1126	150	:	:	:
stanford-ai-2021	1126	151	China	China	NNP
stanford-ai-2021	1126	152	Association	Association	NNP
stanford-ai-2021	1126	153	for	for	IN
stanford-ai-2021	1126	154	Science	Science	NNP
stanford-ai-2021	1126	155	and	and	CC
stanford-ai-2021	1126	156	Technology	Technology	NNP
stanford-ai-2021	1126	157	,	,	,
stanford-ai-2021	1126	158	Guangxi	Guangxi	NNP
stanford-ai-2021	1126	159	Zhuang	Zhuang	NNP
stanford-ai-2021	1126	160	Autonomous	Autonomous	NNP
stanford-ai-2021	1126	161	Region	Region	NNP
stanford-ai-2021	1126	162	,	,	,
stanford-ai-2021	1126	163	China	China	NNP
stanford-ai-2021	1126	164	•	•	NNP
stanford-ai-2021	1126	165	Focus	Focus	NNP
stanford-ai-2021	1126	166	Areas	Areas	NNPS
stanford-ai-2021	1126	167	:	:	:
stanford-ai-2021	1126	168	Infrastructure	infrastructure	NN
stanford-ai-2021	1126	169	construction	construction	NN
stanford-ai-2021	1126	170	,	,	,
stanford-ai-2021	1126	171	digital	digital	JJ
stanford-ai-2021	1126	172	economy	economy	NN
stanford-ai-2021	1126	173	,	,	,
stanford-ai-2021	1126	174	and	and	CC
stanford-ai-2021	1126	175	innovation	innovation	NN
stanford-ai-2021	1126	176	-	-	HYPH
stanford-ai-2021	1126	177	driven	drive	VBN
stanford-ai-2021	1126	178	development	development	NN
stanford-ai-2021	1126	179	B	B	NNP
stanford-ai-2021	1126	180	I	I	NNP
stanford-ai-2021	1126	181	L	L	NNP
stanford-ai-2021	1126	182	AT	at	NN
stanford-ai-2021	1126	183	E	e	NN
stanford-ai-2021	1126	184	R	r	NN
stanford-ai-2021	1126	185	A	a	NN
stanford-ai-2021	1126	186	L	l	NN
stanford-ai-2021	1126	187	AG	ag	NN
stanford-ai-2021	1126	188	R	r	NN
stanford-ai-2021	1126	189	E	e	NN
stanford-ai-2021	1126	190	E	e	NN
stanford-ai-2021	1126	191	M	m	NN
stanford-ai-2021	1126	192	E	e	NN
stanford-ai-2021	1126	193	N	n	NN
stanford-ai-2021	1126	194	T	t	NN
stanford-ai-2021	1126	195	S	s	NN
stanford-ai-2021	1126	196	Bilateral	bilateral	JJ
stanford-ai-2021	1126	197	agreements	agreement	NNS
stanford-ai-2021	1126	198	focusing	focus	VBG
stanford-ai-2021	1126	199	on	on	IN
stanford-ai-2021	1126	200	AI	AI	NNP
stanford-ai-2021	1126	201	are	be	VBP
stanford-ai-2021	1126	202	another	another	DT
stanford-ai-2021	1126	203	form	form	NN
stanford-ai-2021	1126	204	of	of	IN
stanford-ai-2021	1126	205	international	international	JJ
stanford-ai-2021	1126	206	collaboration	collaboration	NN
stanford-ai-2021	1126	207	that	that	WDT
stanford-ai-2021	1126	208	has	have	VBZ
stanford-ai-2021	1126	209	been	be	VBN
stanford-ai-2021	1126	210	gaining	gain	VBG
stanford-ai-2021	1126	211	in	in	IN
stanford-ai-2021	1126	212	popularity	popularity	NN
stanford-ai-2021	1126	213	in	in	IN
stanford-ai-2021	1126	214	recent	recent	JJ
stanford-ai-2021	1126	215	years	year	NNS
stanford-ai-2021	1126	216	.	.	.
stanford-ai-2021	1127	1	AI	AI	NNP
stanford-ai-2021	1127	2	is	be	VBZ
stanford-ai-2021	1127	3	usually	usually	RB
stanford-ai-2021	1127	4	included	include	VBN
stanford-ai-2021	1127	5	in	in	IN
stanford-ai-2021	1127	6	the	the	DT
stanford-ai-2021	1127	7	broader	broad	JJR
stanford-ai-2021	1127	8	context	context	NN
stanford-ai-2021	1127	9	of	of	IN
stanford-ai-2021	1127	10	collaborating	collaborate	VBG
stanford-ai-2021	1127	11	on	on	IN
stanford-ai-2021	1127	12	the	the	DT
stanford-ai-2021	1127	13	development	development	NN
stanford-ai-2021	1127	14	of	of	IN
stanford-ai-2021	1127	15	digital	digital	JJ
stanford-ai-2021	1127	16	economies	economy	NNS
stanford-ai-2021	1127	17	,	,	,
stanford-ai-2021	1127	18	though	though	IN
stanford-ai-2021	1127	19	India	India	NNP
stanford-ai-2021	1127	20	stands	stand	VBZ
stanford-ai-2021	1127	21	apart	apart	RB
stanford-ai-2021	1127	22	for	for	IN
stanford-ai-2021	1127	23	investing	invest	VBG
stanford-ai-2021	1127	24	in	in	IN
stanford-ai-2021	1127	25	developing	develop	VBG
stanford-ai-2021	1127	26	multiple	multiple	JJ
stanford-ai-2021	1127	27	bilateral	bilateral	JJ
stanford-ai-2021	1127	28	agreements	agreement	NNS
stanford-ai-2021	1127	29	specifically	specifically	RB
stanford-ai-2021	1127	30	geared	gear	VBN
stanford-ai-2021	1127	31	toward	toward	IN
stanford-ai-2021	1127	32	AI	AI	NNP
stanford-ai-2021	1127	33	.	.	.
stanford-ai-2021	1128	1	India	India	NNP
stanford-ai-2021	1128	2	and	and	CC
stanford-ai-2021	1128	3	United	United	NNP
stanford-ai-2021	1128	4	Arab	Arab	NNP
stanford-ai-2021	1128	5	Emirates	Emirates	NNPS
stanford-ai-2021	1128	6	Invest	Invest	NNP
stanford-ai-2021	1128	7	India	India	NNP
stanford-ai-2021	1128	8	and	and	CC
stanford-ai-2021	1128	9	the	the	DT
stanford-ai-2021	1128	10	UAE	UAE	NNP
stanford-ai-2021	1128	11	Ministry	Ministry	NNP
stanford-ai-2021	1128	12	of	of	IN
stanford-ai-2021	1128	13	Artificial	Artificial	NNP
stanford-ai-2021	1128	14	Intelligence	Intelligence	NNP
stanford-ai-2021	1128	15	signed	sign	VBD
stanford-ai-2021	1128	16	a	a	DT
stanford-ai-2021	1128	17	memorandum	memorandum	NN
stanford-ai-2021	1128	18	of	of	IN
stanford-ai-2021	1128	19	understanding	understanding	NN
stanford-ai-2021	1128	20	in	in	IN
stanford-ai-2021	1128	21	July	July	NNP
stanford-ai-2021	1128	22	2018	2018	CD
stanford-ai-2021	1128	23	to	to	TO
stanford-ai-2021	1128	24	collaborate	collaborate	VB
stanford-ai-2021	1128	25	on	on	IN
stanford-ai-2021	1128	26	fostering	foster	VBG
stanford-ai-2021	1128	27	innovative	innovative	JJ
stanford-ai-2021	1128	28	AI	AI	NNP
stanford-ai-2021	1128	29	ecosystems	ecosystem	NNS
stanford-ai-2021	1128	30	and	and	CC
stanford-ai-2021	1128	31	other	other	JJ
stanford-ai-2021	1128	32	policy	policy	NN
stanford-ai-2021	1128	33	concerns	concern	NNS
stanford-ai-2021	1128	34	related	relate	VBN
stanford-ai-2021	1128	35	to	to	IN
stanford-ai-2021	1128	36	AI	AI	NNP
stanford-ai-2021	1128	37	.	.	.
stanford-ai-2021	1129	1	Two	two	CD
stanford-ai-2021	1129	2	countries	country	NNS
stanford-ai-2021	1129	3	will	will	MD
stanford-ai-2021	1129	4	convene	convene	VB
stanford-ai-2021	1129	5	a	a	DT
stanford-ai-2021	1129	6	working	work	VBG
stanford-ai-2021	1129	7	committee	committee	NN
stanford-ai-2021	1129	8	aimed	aim	VBN
stanford-ai-2021	1129	9	at	at	IN
stanford-ai-2021	1129	10	increasing	increase	VBG
stanford-ai-2021	1129	11	investment	investment	NN
stanford-ai-2021	1129	12	in	in	IN
stanford-ai-2021	1129	13	AI	AI	NNP
stanford-ai-2021	1129	14	startups	startup	NNS
stanford-ai-2021	1129	15	and	and	CC
stanford-ai-2021	1129	16	research	research	NN
stanford-ai-2021	1129	17	activities	activity	NNS
stanford-ai-2021	1129	18	in	in	IN
stanford-ai-2021	1129	19	partnership	partnership	NN
stanford-ai-2021	1129	20	with	with	IN
stanford-ai-2021	1129	21	the	the	DT
stanford-ai-2021	1129	22	private	private	JJ
stanford-ai-2021	1129	23	sector	sector	NN
stanford-ai-2021	1129	24	.	.	.
stanford-ai-2021	1130	1	India	India	NNP
stanford-ai-2021	1130	2	and	and	CC
stanford-ai-2021	1130	3	Germany	Germany	NNP
stanford-ai-2021	1130	4	It	-PRON-	PRP
stanford-ai-2021	1130	5	was	be	VBD
stanford-ai-2021	1130	6	reported	report	VBN
stanford-ai-2021	1130	7	in	in	IN
stanford-ai-2021	1130	8	October	October	NNP
stanford-ai-2021	1130	9	2019	2019	CD
stanford-ai-2021	1130	10	that	that	IN
stanford-ai-2021	1130	11	India	India	NNP
stanford-ai-2021	1130	12	and	and	CC
stanford-ai-2021	1130	13	Germany	Germany	NNP
stanford-ai-2021	1130	14	likely	likely	RB
stanford-ai-2021	1130	15	will	will	MD
stanford-ai-2021	1130	16	sign	sign	VB
stanford-ai-2021	1130	17	an	an	DT
stanford-ai-2021	1130	18	agreement	agreement	NN
stanford-ai-2021	1130	19	including	include	VBG
stanford-ai-2021	1130	20	partnerships	partnership	NNS
stanford-ai-2021	1130	21	on	on	IN
stanford-ai-2021	1130	22	the	the	DT
stanford-ai-2021	1130	23	use	use	NN
stanford-ai-2021	1130	24	of	of	IN
stanford-ai-2021	1130	25	artificial	artificial	JJ
stanford-ai-2021	1130	26	intelligence	intelligence	NN
stanford-ai-2021	1130	27	(	(	-LRB-
stanford-ai-2021	1130	28	especially	especially	RB
stanford-ai-2021	1130	29	in	in	IN
stanford-ai-2021	1130	30	farming	farming	NN
stanford-ai-2021	1130	31	)	)	-RRB-
stanford-ai-2021	1130	32	.	.	.
stanford-ai-2021	1131	1	United	United	NNP
stanford-ai-2021	1131	2	States	States	NNP
stanford-ai-2021	1131	3	and	and	CC
stanford-ai-2021	1131	4	United	United	NNP
stanford-ai-2021	1131	5	Kingdom	Kingdom	NNP
stanford-ai-2021	1131	6	The	the	DT
stanford-ai-2021	1131	7	U.S.	U.S.	NNP
stanford-ai-2021	1131	8	and	and	CC
stanford-ai-2021	1131	9	the	the	DT
stanford-ai-2021	1131	10	U.K.	U.K.	NNP
stanford-ai-2021	1131	11	announced	announce	VBD
stanford-ai-2021	1131	12	a	a	DT
stanford-ai-2021	1131	13	declaration	declaration	NN
stanford-ai-2021	1131	14	in	in	IN
stanford-ai-2021	1131	15	September	September	NNP
stanford-ai-2021	1131	16	2020	2020	CD
stanford-ai-2021	1131	17	,	,	,
stanford-ai-2021	1131	18	through	through	IN
stanford-ai-2021	1131	19	the	the	DT
stanford-ai-2021	1131	20	Special	Special	NNP
stanford-ai-2021	1131	21	Relationship	relationship	NN
stanford-ai-2021	1131	22	Economic	Economic	NNP
stanford-ai-2021	1131	23	Working	Working	NNP
stanford-ai-2021	1131	24	Group	Group	NNP
stanford-ai-2021	1131	25	,	,	,
stanford-ai-2021	1131	26	that	that	IN
stanford-ai-2021	1131	27	the	the	DT
stanford-ai-2021	1131	28	two	two	CD
stanford-ai-2021	1131	29	countries	country	NNS
stanford-ai-2021	1131	30	will	will	MD
stanford-ai-2021	1131	31	enter	enter	VB
stanford-ai-2021	1131	32	into	into	IN
stanford-ai-2021	1131	33	a	a	DT
stanford-ai-2021	1131	34	bilateral	bilateral	JJ
stanford-ai-2021	1131	35	dialogue	dialogue	NN
stanford-ai-2021	1131	36	on	on	IN
stanford-ai-2021	1131	37	advancing	advance	VBG
stanford-ai-2021	1131	38	AI	AI	NNP
stanford-ai-2021	1131	39	in	in	IN
stanford-ai-2021	1131	40	line	line	NN
stanford-ai-2021	1131	41	with	with	IN
stanford-ai-2021	1131	42	shared	share	VBN
stanford-ai-2021	1131	43	democratic	democratic	JJ
stanford-ai-2021	1131	44	values	value	NNS
stanford-ai-2021	1131	45	and	and	CC
stanford-ai-2021	1131	46	further	further	JJ
stanford-ai-2021	1131	47	cooperation	cooperation	NN
stanford-ai-2021	1131	48	in	in	IN
stanford-ai-2021	1131	49	AI	AI	NNP
stanford-ai-2021	1131	50	R&D	r&d	NN
stanford-ai-2021	1131	51	efforts	effort	NNS
stanford-ai-2021	1131	52	.	.	.
stanford-ai-2021	1132	1	India	India	NNP
stanford-ai-2021	1132	2	and	and	CC
stanford-ai-2021	1132	3	Japan	Japan	NNP
stanford-ai-2021	1132	4	India	India	NNP
stanford-ai-2021	1132	5	and	and	CC
stanford-ai-2021	1132	6	Japan	Japan	NNP
stanford-ai-2021	1132	7	were	be	VBD
stanford-ai-2021	1132	8	said	say	VBN
stanford-ai-2021	1132	9	to	to	TO
stanford-ai-2021	1132	10	have	have	VB
stanford-ai-2021	1132	11	finalized	finalize	VBN
stanford-ai-2021	1132	12	an	an	DT
stanford-ai-2021	1132	13	agreement	agreement	NN
stanford-ai-2021	1132	14	in	in	IN
stanford-ai-2021	1132	15	October	October	NNP
stanford-ai-2021	1132	16	2020	2020	CD
stanford-ai-2021	1132	17	that	that	WDT
stanford-ai-2021	1132	18	focuses	focus	VBZ
stanford-ai-2021	1132	19	on	on	IN
stanford-ai-2021	1132	20	collaborating	collaborate	VBG
stanford-ai-2021	1132	21	on	on	IN
stanford-ai-2021	1132	22	digital	digital	JJ
stanford-ai-2021	1132	23	technologies	technology	NNS
stanford-ai-2021	1132	24	,	,	,
stanford-ai-2021	1132	25	including	include	VBG
stanford-ai-2021	1132	26	5	5	CD
stanford-ai-2021	1132	27	G	g	NN
stanford-ai-2021	1132	28	and	and	CC
stanford-ai-2021	1132	29	AI	AI	NNP
stanford-ai-2021	1132	30	.	.	.
stanford-ai-2021	1133	1	French	French	NNP
stanford-ai-2021	1133	2	and	and	CC
stanford-ai-2021	1133	3	Germany	Germany	NNP
stanford-ai-2021	1133	4	France	France	NNP
stanford-ai-2021	1133	5	and	and	CC
stanford-ai-2021	1133	6	Germany	Germany	NNP
stanford-ai-2021	1133	7	signed	sign	VBD
stanford-ai-2021	1133	8	a	a	DT
stanford-ai-2021	1133	9	road	road	NN
stanford-ai-2021	1133	10	map	map	NN
stanford-ai-2021	1133	11	for	for	IN
stanford-ai-2021	1133	12	a	a	DT
stanford-ai-2021	1133	13	Franco-	Franco-	NNP
stanford-ai-2021	1133	14	German	German	NNP
stanford-ai-2021	1133	15	Research	Research	NNP
stanford-ai-2021	1133	16	and	and	CC
stanford-ai-2021	1133	17	Innovation	Innovation	NNP
stanford-ai-2021	1133	18	Network	Network	NNP
stanford-ai-2021	1133	19	on	on	IN
stanford-ai-2021	1133	20	artificial	artificial	JJ
stanford-ai-2021	1133	21	intelligence	intelligence	NN
stanford-ai-2021	1133	22	as	as	IN
stanford-ai-2021	1133	23	part	part	NN
stanford-ai-2021	1133	24	of	of	IN
stanford-ai-2021	1133	25	the	the	DT
stanford-ai-2021	1133	26	Declaration	Declaration	NNP
stanford-ai-2021	1133	27	of	of	IN
stanford-ai-2021	1133	28	Toulouse	Toulouse	NNP
stanford-ai-2021	1133	29	in	in	IN
stanford-ai-2021	1133	30	October	October	NNP
stanford-ai-2021	1133	31	2019	2019	CD
stanford-ai-2021	1133	32	to	to	TO
stanford-ai-2021	1133	33	advance	advance	VB
stanford-ai-2021	1133	34	European	european	JJ
stanford-ai-2021	1133	35	efforts	effort	NNS
stanford-ai-2021	1133	36	in	in	IN
stanford-ai-2021	1133	37	the	the	DT
stanford-ai-2021	1133	38	development	development	NN
stanford-ai-2021	1133	39	and	and	CC
stanford-ai-2021	1133	40	application	application	NN
stanford-ai-2021	1133	41	of	of	IN
stanford-ai-2021	1133	42	AI	AI	NNP
stanford-ai-2021	1133	43	,	,	,
stanford-ai-2021	1133	44	taking	take	VBG
stanford-ai-2021	1133	45	into	into	IN
stanford-ai-2021	1133	46	account	account	NN
stanford-ai-2021	1133	47	ethical	ethical	JJ
stanford-ai-2021	1133	48	guidelines	guideline	NNS
stanford-ai-2021	1133	49	.	.	.
stanford-ai-2021	1134	1	C	c	NN
stanford-ai-2021	1134	2	H	h	NN
stanford-ai-2021	1134	3	A	a	NN
stanford-ai-2021	1134	4	P	p	NN
stanford-ai-2021	1134	5	T	t	NN
stanford-ai-2021	1134	6	E	e	NN
stanford-ai-2021	1134	7	R	r	NN
stanford-ai-2021	1134	8	7	7	CD
stanford-ai-2021	1134	9	:	:	:
stanford-ai-2021	1134	10	A	a	DT
stanford-ai-2021	1134	11	I	i	NN
stanford-ai-2021	1134	12	P	p	NN
stanford-ai-2021	1134	13	O	o	NN
stanford-ai-2021	1134	14	L	l	NN
stanford-ai-2021	1134	15	I	i	NN
stanford-ai-2021	1134	16	C	c	NN
stanford-ai-2021	1134	17	Y	Y	NNP
stanford-ai-2021	1134	18	A	a	NN
stanford-ai-2021	1134	19	N	n	NN
stanford-ai-2021	1134	20	D	d	NN
stanford-ai-2021	1134	21	N	n	NN
stanford-ai-2021	1134	22	AT	at	IN
stanford-ai-2021	1134	23	I	i	NN
stanford-ai-2021	1134	24	O	o	NN
stanford-ai-2021	1134	25	N	n	NN
stanford-ai-2021	1134	26	A	a	NN
stanford-ai-2021	1134	27	L	l	NN
stanford-ai-2021	1134	28	S	s	NN
stanford-ai-2021	1134	29	T	t	NN
stanford-ai-2021	1134	30	R	r	NN
stanford-ai-2021	1134	31	AT	at	NN
stanford-ai-2021	1134	32	E	e	NN
stanford-ai-2021	1134	33	G	g	NN
stanford-ai-2021	1134	34	I	i	NN
stanford-ai-2021	1134	35	E	e	NN
stanford-ai-2021	1134	36	S	s	NN
stanford-ai-2021	1134	37	7	7	CD
stanford-ai-2021	1134	38	.	.	.
stanford-ai-2021	1135	1	2	2	LS
stanford-ai-2021	1135	2	I	i	NN
stanford-ai-2021	1135	3	N	n	NN
stanford-ai-2021	1135	4	T	t	NN
stanford-ai-2021	1135	5	E	e	NN
stanford-ai-2021	1135	6	R	r	NN
stanford-ai-2021	1135	7	N	n	NN
stanford-ai-2021	1135	8	AT	at	IN
stanford-ai-2021	1135	9	I	i	NN
stanford-ai-2021	1135	10	O	o	NN
stanford-ai-2021	1135	11	N	n	NN
stanford-ai-2021	1135	12	A	a	NN
stanford-ai-2021	1135	13	L	l	NN
stanford-ai-2021	1135	14	C	c	NN
stanford-ai-2021	1135	15	O	o	NN
stanford-ai-2021	1135	16	L	l	NN
stanford-ai-2021	1135	17	L	l	NN
stanford-ai-2021	1135	18	A	a	NN
stanford-ai-2021	1135	19	B	b	NN
stanford-ai-2021	1135	20	O	o	NN
stanford-ai-2021	1135	21	R	r	NN
stanford-ai-2021	1135	22	AT	at	IN
stanford-ai-2021	1135	23	I	i	NN
stanford-ai-2021	1135	24	O	o	NN
stanford-ai-2021	1135	25	N	n	NN
stanford-ai-2021	1135	26	O	o	NN
stanford-ai-2021	1135	27	N	n	NN
stanford-ai-2021	1135	28	A	A	NNP
stanford-ai-2021	1135	29	I	-PRON-	PRP
stanford-ai-2021	1135	30	https://en.unesco.org/artificial-intelligence/ethics	https://en.unesco.org/artificial-intelligence/ethics	NNP
stanford-ai-2021	1135	31	https://en.unesco.org/artificial-intelligence/ethics	https://en.unesco.org/artificial-intelligence/ethics	NNP
stanford-ai-2021	1135	32	https://aiforgood.itu.int/	https://aiforgood.itu.int/	NNP
stanford-ai-2021	1135	33	https://www.ai.mil/news_09_16_20-jaic_facilitates_first-ever_international_ai_dialogue_for_defense_.html	https://www.ai.mil/news_09_16_20-jaic_facilitates_first-ever_international_ai_dialogue_for_defense_.html	NN
stanford-ai-2021	1135	34	https://www.prnewswire.com/news-releases/xinhua-silk-road-ai-empowers-china-asean-cooperation-helping-tap-into-market-opportunities-301174146.html	https://www.prnewswire.com/news-releases/xinhua-silk-road-ai-empowers-china-asean-cooperation-helping-tap-into-market-opportunities-301174146.html	NN
stanford-ai-2021	1135	35	https://www.prnewswire.com/news-releases/xinhua-silk-road-ai-empowers-china-asean-cooperation-helping-tap-into-market-opportunities-301174146.html	https://www.prnewswire.com/news-releases/xinhua-silk-road-ai-empowers-china-asean-cooperation-helping-tap-into-market-opportunities-301174146.html	NNP
stanford-ai-2021	1135	36	https://pib.gov.in/Pressreleaseshare.aspx?PRID=1540480	https://pib.gov.in/Pressreleaseshare.aspx?PRID=1540480	NNP
stanford-ai-2021	1135	37	https://www.reuters.com/article/us-india-germany/india-and-germany-likely-to-sign-agreement-on-artificial-intelligence-idUSKBN1X91JW	https://www.reuters.com/article/us-india-germany/india-and-germany-likely-to-sign-agreement-on-artificial-intelligence-idUSKBN1X91JW	NNP
stanford-ai-2021	1135	38	https://www.gov.uk/government/publications/declaration-of-the-united-states-of-america-and-the-united-kingdom-of-great-britain-and-northern-ireland-on-cooperation-in-ai-research-and-development/declaration-of-the-united-states-of-america-and-the-united-kingdom-of-great-britain-and-northern-ireland-on-cooperation-in-artificial-intelligence-re	https://www.gov.uk/government/publications/declaration-of-the-united-states-of-america-and-the-united-kingdom-of-great-britain-and-northern-ireland-on-cooperation-in-ai-research-and-development/declaration-of-the-united-states-of-america-and-the-united-kingdom-of-great-britain-and-northern-ireland-on-cooperation-in-artificial-intelligence-re	NNP
stanford-ai-2021	1135	39	https://economictimes.indiatimes.com/news/defence/india-japan-finalise-pact-for-cooperation-in-5g-ai-critical-information-infrastructure/articleshow/78534833.cms	https://economictimes.indiatimes.com/news/defence/india-japan-finalise-pact-for-cooperation-in-5g-ai-critical-information-infrastructure/articleshow/78534833.cms	NNP
stanford-ai-2021	1135	40	https://www.diplomatie.gouv.fr/en/country-files/germany/events/article/french-german-declaration-of-toulouse-16-oct-19	https://www.diplomatie.gouv.fr/en/country-files/germany/events/article/french-german-declaration-of-toulouse-16-oct-19	NNP
stanford-ai-2021	1135	41	TA	TA	NNP
stanford-ai-2021	1135	42	B	B	NNP
stanford-ai-2021	1135	43	L	l	NN
stanford-ai-2021	1135	44	E	e	NN
stanford-ai-2021	1135	45	O	o	NN
stanford-ai-2021	1135	46	F	f	NN
stanford-ai-2021	1135	47	C	c	NN
stanford-ai-2021	1135	48	O	o	NN
stanford-ai-2021	1135	49	N	n	NN
stanford-ai-2021	1135	50	T	t	NN
stanford-ai-2021	1135	51	E	e	NN
stanford-ai-2021	1135	52	N	n	NN
stanford-ai-2021	1135	53	T	t	NN
stanford-ai-2021	1135	54	S	s	NN
stanford-ai-2021	1135	55	1	1	CD
stanford-ai-2021	1135	56	6	6	CD
stanford-ai-2021	1135	57	7C	7c	NN
stanford-ai-2021	1135	58	H	h	NN
stanford-ai-2021	1135	59	A	a	NN
stanford-ai-2021	1135	60	P	p	NN
stanford-ai-2021	1135	61	T	t	NN
stanford-ai-2021	1135	62	E	e	NN
stanford-ai-2021	1135	63	R	r	NN
stanford-ai-2021	1135	64	7	7	CD
stanford-ai-2021	1135	65	P	p	NN
stanford-ai-2021	1135	66	R	r	NN
stanford-ai-2021	1135	67	E	e	NN
stanford-ai-2021	1135	68	V	v	NN
stanford-ai-2021	1135	69	I	i	NN
stanford-ai-2021	1135	70	E	e	NN
stanford-ai-2021	1135	71	W	W	NNP
stanford-ai-2021	1135	72	Artificial	Artificial	NNP
stanford-ai-2021	1135	73	Intelligence	Intelligence	NNP
stanford-ai-2021	1135	74	Index	Index	NNP
stanford-ai-2021	1135	75	Report	Report	NNP
stanford-ai-2021	1135	76	2021	2021	CD
stanford-ai-2021	1135	77	2020	2020	CD
stanford-ai-2021	1135	78	(	(	-LRB-
stanford-ai-2021	1135	79	Request	request	NN
stanford-ai-2021	1135	80	)	)	-RRB-
stanford-ai-2021	1135	81	2020	2020	CD
stanford-ai-2021	1135	82	(	(	-LRB-
stanford-ai-2021	1135	83	Enacted	enact	VBN
stanford-ai-2021	1135	84	)	)	-RRB-
stanford-ai-2021	1135	85	2021	2021	CD
stanford-ai-2021	1135	86	(	(	-LRB-
stanford-ai-2021	1135	87	Request	Request	NNP
stanford-ai-2021	1135	88	)	)	-RRB-
stanford-ai-2021	1135	89	0	0	NFP
stanford-ai-2021	1135	90	500	500	CD
stanford-ai-2021	1135	91	1,000	1,000	CD
stanford-ai-2021	1135	92	1,500	1,500	CD
stanford-ai-2021	1135	93	B	B	NNP
stanford-ai-2021	1135	94	u	u	NNP
stanford-ai-2021	1135	95	d	d	NNP
stanford-ai-2021	1135	96	g	g	NNP
stanford-ai-2021	1135	97	et	et	NNP
stanford-ai-2021	1135	98	(	(	-LRB-
stanford-ai-2021	1135	99	in	in	IN
stanford-ai-2021	1135	100	M	M	NNP
stanford-ai-2021	1135	101	ill	ill	NNP
stanford-ai-2021	1135	102	io	io	NNP
stanford-ai-2021	1135	103	n	n	NNP
stanford-ai-2021	1135	104	s	s	NNP
stanford-ai-2021	1135	105	o	o	NNP
stanford-ai-2021	1135	106	f	f	NNP
stanford-ai-2021	1135	107	U	u	NN
stanford-ai-2021	1135	108	.S	.S	.
stanford-ai-2021	1135	109	.	.	.
stanford-ai-2021	1136	1	D	D	NNP
stanford-ai-2021	1136	2	o	o	NN
stanford-ai-2021	1136	3	lla	lla	NN
stanford-ai-2021	1136	4	rs	rs	NN
stanford-ai-2021	1136	5	)	)	-RRB-
stanford-ai-2021	1136	6	U.S.	U.S.	NNP
stanford-ai-2021	1136	7	FEDERAL	federal	JJ
stanford-ai-2021	1136	8	BUDGET	BUDGET	NNP
stanford-ai-2021	1136	9	for	for	IN
stanford-ai-2021	1136	10	NON	NON	NNP
stanford-ai-2021	1136	11	-	-	JJ
stanford-ai-2021	1136	12	DEFENSE	defense	JJ
stanford-ai-2021	1136	13	AI	AI	NNP
stanford-ai-2021	1136	14	R&D	r&d	NN
stanford-ai-2021	1136	15	,	,	,
stanford-ai-2021	1136	16	FY	FY	NNP
stanford-ai-2021	1136	17	2020	2020	CD
stanford-ai-2021	1136	18	-	-	SYM
stanford-ai-2021	1136	19	21	21	CD
stanford-ai-2021	1136	20	Source	source	NN
stanford-ai-2021	1136	21	:	:	:
stanford-ai-2021	1136	22	U.S.	U.S.	NNP
stanford-ai-2021	1136	23	NITRD	NITRD	NNP
stanford-ai-2021	1136	24	Program	Program	NNP
stanford-ai-2021	1136	25	,	,	,
stanford-ai-2021	1136	26	2020	2020	CD
stanford-ai-2021	1136	27	|	|	CD
stanford-ai-2021	1136	28	Chart	Chart	NNP
stanford-ai-2021	1136	29	:	:	:
stanford-ai-2021	1136	30	2021	2021	CD
stanford-ai-2021	1136	31	AI	AI	NNP
stanford-ai-2021	1136	32	Index	Index	NNP
stanford-ai-2021	1136	33	Report	Report	NNP
stanford-ai-2021	1136	34	F	F	NNP
stanford-ai-2021	1136	35	E	e	NN
stanford-ai-2021	1136	36	D	d	NN
stanford-ai-2021	1136	37	E	e	NN
stanford-ai-2021	1136	38	R	r	NN
stanford-ai-2021	1136	39	A	a	NN
stanford-ai-2021	1136	40	L	l	NN
stanford-ai-2021	1136	41	B	b	NN
stanford-ai-2021	1136	42	U	u	NN
stanford-ai-2021	1136	43	D	d	NN
stanford-ai-2021	1136	44	G	g	NN
stanford-ai-2021	1136	45	E	e	NN
stanford-ai-2021	1136	46	T	t	NN
stanford-ai-2021	1136	47	F	f	NN
stanford-ai-2021	1136	48	O	o	NN
stanford-ai-2021	1136	49	R	r	NN
stanford-ai-2021	1136	50	N	n	NN
stanford-ai-2021	1136	51	O	o	NN
stanford-ai-2021	1136	52	N	n	NN
stanford-ai-2021	1136	53	-	-	HYPH
stanford-ai-2021	1136	54	D	d	NN
stanford-ai-2021	1136	55	E	e	NN
stanford-ai-2021	1136	56	F	f	NN
stanford-ai-2021	1136	57	E	e	NN
stanford-ai-2021	1136	58	N	n	NN
stanford-ai-2021	1136	59	S	s	NN
stanford-ai-2021	1136	60	E	e	NN
stanford-ai-2021	1136	61	A	a	NN
stanford-ai-2021	1136	62	I	i	NN
stanford-ai-2021	1136	63	R	r	NN
stanford-ai-2021	1136	64	&	&	CC
stanford-ai-2021	1136	65	D	d	NN
stanford-ai-2021	1136	66	In	in	IN
stanford-ai-2021	1136	67	September	September	NNP
stanford-ai-2021	1136	68	2019	2019	CD
stanford-ai-2021	1136	69	,	,	,
stanford-ai-2021	1136	70	the	the	DT
stanford-ai-2021	1136	71	White	White	NNP
stanford-ai-2021	1136	72	House	House	NNP
stanford-ai-2021	1136	73	National	National	NNP
stanford-ai-2021	1136	74	Science	Science	NNP
stanford-ai-2021	1136	75	and	and	CC
stanford-ai-2021	1136	76	Technology	Technology	NNP
stanford-ai-2021	1136	77	Council	Council	NNP
stanford-ai-2021	1136	78	released	release	VBD
stanford-ai-2021	1136	79	a	a	DT
stanford-ai-2021	1136	80	report	report	NN
stanford-ai-2021	1136	81	attempting	attempt	VBG
stanford-ai-2021	1136	82	to	to	TO
stanford-ai-2021	1136	83	total	total	VB
stanford-ai-2021	1136	84	up	up	RP
stanford-ai-2021	1136	85	all	all	DT
stanford-ai-2021	1136	86	public	public	JJ
stanford-ai-2021	1136	87	-	-	HYPH
stanford-ai-2021	1136	88	sector	sector	NN
stanford-ai-2021	1136	89	AI	AI	NNP
stanford-ai-2021	1136	90	R&D	r&d	NN
stanford-ai-2021	1136	91	funding	funding	NN
stanford-ai-2021	1136	92	,	,	,
stanford-ai-2021	1136	93	the	the	DT
stanford-ai-2021	1136	94	first	first	JJ
stanford-ai-2021	1136	95	time	time	NN
stanford-ai-2021	1136	96	such	such	PDT
stanford-ai-2021	1136	97	a	a	DT
stanford-ai-2021	1136	98	figure	figure	NN
stanford-ai-2021	1136	99	was	be	VBD
stanford-ai-2021	1136	100	published	publish	VBN
stanford-ai-2021	1136	101	.	.	.
stanford-ai-2021	1137	1	This	this	DT
stanford-ai-2021	1137	2	funding	funding	NN
stanford-ai-2021	1137	3	is	be	VBZ
stanford-ai-2021	1137	4	to	to	TO
stanford-ai-2021	1137	5	be	be	VB
stanford-ai-2021	1137	6	disbursed	disburse	VBN
stanford-ai-2021	1137	7	as	as	IN
stanford-ai-2021	1137	8	grants	grant	NNS
stanford-ai-2021	1137	9	for	for	IN
stanford-ai-2021	1137	10	government	government	NN
stanford-ai-2021	1137	11	laboratories	laboratory	NNS
stanford-ai-2021	1137	12	or	or	CC
stanford-ai-2021	1137	13	research	research	NN
stanford-ai-2021	1137	14	universities	university	NNS
stanford-ai-2021	1137	15	or	or	CC
stanford-ai-2021	1137	16	in	in	IN
stanford-ai-2021	1137	17	the	the	DT
stanford-ai-2021	1137	18	form	form	NN
stanford-ai-2021	1137	19	of	of	IN
stanford-ai-2021	1137	20	government	government	NN
stanford-ai-2021	1137	21	contracts	contract	NNS
stanford-ai-2021	1137	22	.	.	.
stanford-ai-2021	1138	1	These	these	DT
stanford-ai-2021	1138	2	federal	federal	JJ
stanford-ai-2021	1138	3	budget	budget	NN
stanford-ai-2021	1138	4	figures	figure	NNS
stanford-ai-2021	1138	5	,	,	,
stanford-ai-2021	1138	6	however	however	RB
stanford-ai-2021	1138	7	,	,	,
stanford-ai-2021	1138	8	do	do	VBP
stanford-ai-2021	1138	9	not	not	RB
stanford-ai-2021	1138	10	include	include	VB
stanford-ai-2021	1138	11	substantial	substantial	JJ
stanford-ai-2021	1138	12	AI	AI	NNP
stanford-ai-2021	1138	13	R&D	r&d	NN
stanford-ai-2021	1138	14	investments	investment	NNS
stanford-ai-2021	1138	15	by	by	IN
stanford-ai-2021	1138	16	the	the	DT
stanford-ai-2021	1138	17	Department	Department	NNP
stanford-ai-2021	1138	18	of	of	IN
stanford-ai-2021	1138	19	Defense	Defense	NNP
stanford-ai-2021	1138	20	(	(	-LRB-
stanford-ai-2021	1138	21	DOD	DOD	NNP
stanford-ai-2021	1138	22	)	)	-RRB-
stanford-ai-2021	1138	23	and	and	CC
stanford-ai-2021	1138	24	the	the	DT
stanford-ai-2021	1138	25	intelligence	intelligence	NN
stanford-ai-2021	1138	26	sector	sector	NN
stanford-ai-2021	1138	27	,	,	,
stanford-ai-2021	1138	28	as	as	IN
stanford-ai-2021	1138	29	they	-PRON-	PRP
stanford-ai-2021	1138	30	were	be	VBD
stanford-ai-2021	1138	31	withheld	withhold	VBN
stanford-ai-2021	1138	32	from	from	IN
stanford-ai-2021	1138	33	publication	publication	NN
stanford-ai-2021	1138	34	for	for	IN
stanford-ai-2021	1138	35	national	national	JJ
stanford-ai-2021	1138	36	security	security	NN
stanford-ai-2021	1138	37	reasons	reason	NNS
stanford-ai-2021	1138	38	.	.	.
stanford-ai-2021	1139	1	As	as	IN
stanford-ai-2021	1139	2	shown	show	VBN
stanford-ai-2021	1139	3	in	in	IN
stanford-ai-2021	1139	4	Figure	Figure	NNP
stanford-ai-2021	1139	5	7.3.1	7.3.1	CD
stanford-ai-2021	1139	6	,	,	,
stanford-ai-2021	1139	7	federal	federal	JJ
stanford-ai-2021	1139	8	civilian	civilian	JJ
stanford-ai-2021	1139	9	agencies	agency	NNS
stanford-ai-2021	1139	10	—	—	:
stanford-ai-2021	1139	11	those	those	DT
stanford-ai-2021	1139	12	agencies	agency	NNS
stanford-ai-2021	1139	13	that	that	WDT
stanford-ai-2021	1139	14	are	be	VBP
stanford-ai-2021	1139	15	not	not	RB
stanford-ai-2021	1139	16	part	part	NN
stanford-ai-2021	1139	17	of	of	IN
stanford-ai-2021	1139	18	the	the	DT
stanford-ai-2021	1139	19	DOD	DOD	NNP
stanford-ai-2021	1139	20	or	or	CC
stanford-ai-2021	1139	21	the	the	DT
stanford-ai-2021	1139	22	intelligence	intelligence	NN
stanford-ai-2021	1139	23	sector	sector	NN
stanford-ai-2021	1139	24	—	—	:
stanford-ai-2021	1139	25	allocated	allocate	VBD
stanford-ai-2021	1139	26	USD	usd	NN
stanford-ai-2021	1139	27	973.5	973.5	CD
stanford-ai-2021	1139	28	million	million	CD
stanford-ai-2021	1139	29	to	to	IN
stanford-ai-2021	1139	30	AI	AI	NNP
stanford-ai-2021	1139	31	R&D	R&D	NNP
stanford-ai-2021	1139	32	for	for	IN
stanford-ai-2021	1139	33	FY	FY	NNP
stanford-ai-2021	1139	34	2020	2020	CD
stanford-ai-2021	1139	35	,	,	,
stanford-ai-2021	1139	36	a	a	DT
stanford-ai-2021	1139	37	figure	figure	NN
stanford-ai-2021	1139	38	that	that	WDT
stanford-ai-2021	1139	39	rose	rise	VBD
stanford-ai-2021	1139	40	to	to	IN
stanford-ai-2021	1139	41	USD	usd	NN
stanford-ai-2021	1139	42	1.1	1.1	CD
stanford-ai-2021	1139	43	billion	billion	CD
stanford-ai-2021	1139	44	once	once	RB
stanford-ai-2021	1139	45	congressional	congressional	JJ
stanford-ai-2021	1139	46	appropriations	appropriation	NNS
stanford-ai-2021	1139	47	and	and	CC
stanford-ai-2021	1139	48	transfers	transfer	NNS
stanford-ai-2021	1139	49	were	be	VBD
stanford-ai-2021	1139	50	factored	factor	VBN
stanford-ai-2021	1139	51	in	in	RP
stanford-ai-2021	1139	52	.	.	.
stanford-ai-2021	1140	1	For	for	IN
stanford-ai-2021	1140	2	FY	FY	NNP
stanford-ai-2021	1140	3	2021	2021	CD
stanford-ai-2021	1140	4	,	,	,
stanford-ai-2021	1140	5	federal	federal	JJ
stanford-ai-2021	1140	6	civilian	civilian	JJ
stanford-ai-2021	1140	7	agencies	agency	NNS
stanford-ai-2021	1140	8	budgeted	budget	VBD
stanford-ai-2021	1140	9	USD	usd	NN
stanford-ai-2021	1140	10	1.5	1.5	CD
stanford-ai-2021	1140	11	billion	billion	CD
stanford-ai-2021	1140	12	,	,	,
stanford-ai-2021	1140	13	which	which	WDT
stanford-ai-2021	1140	14	is	be	VBZ
stanford-ai-2021	1140	15	almost	almost	RB
stanford-ai-2021	1140	16	55	55	CD
stanford-ai-2021	1140	17	%	%	NN
stanford-ai-2021	1140	18	higher	high	JJR
stanford-ai-2021	1140	19	than	than	IN
stanford-ai-2021	1140	20	its	-PRON-	PRP$
stanford-ai-2021	1140	21	2020	2020	CD
stanford-ai-2021	1140	22	request	request	NN
stanford-ai-2021	1140	23	.	.	.
stanford-ai-2021	1141	1	7.3	7.3	CD
stanford-ai-2021	1141	2	U.S.	U.S.	NNP
stanford-ai-2021	1141	3	PUBLIC	PUBLIC	NNP
stanford-ai-2021	1141	4	INVESTMENT	investment	NN
stanford-ai-2021	1141	5	IN	in	IN
stanford-ai-2021	1141	6	AI	ai	NN
stanford-ai-2021	1141	7	C	c	NN
stanford-ai-2021	1141	8	H	h	NN
stanford-ai-2021	1141	9	A	a	NN
stanford-ai-2021	1141	10	P	p	NN
stanford-ai-2021	1141	11	T	t	NN
stanford-ai-2021	1141	12	E	e	NN
stanford-ai-2021	1141	13	R	r	NN
stanford-ai-2021	1141	14	7	7	CD
stanford-ai-2021	1141	15	:	:	:
stanford-ai-2021	1141	16	A	a	DT
stanford-ai-2021	1141	17	I	i	NN
stanford-ai-2021	1141	18	P	p	NN
stanford-ai-2021	1141	19	O	o	NN
stanford-ai-2021	1141	20	L	l	NN
stanford-ai-2021	1141	21	I	i	NN
stanford-ai-2021	1141	22	C	c	NN
stanford-ai-2021	1141	23	Y	Y	NNP
stanford-ai-2021	1141	24	A	a	NN
stanford-ai-2021	1141	25	N	n	NN
stanford-ai-2021	1141	26	D	d	NN
stanford-ai-2021	1141	27	N	n	NN
stanford-ai-2021	1141	28	AT	at	IN
stanford-ai-2021	1141	29	I	i	NN
stanford-ai-2021	1141	30	O	o	NN
stanford-ai-2021	1141	31	N	n	NN
stanford-ai-2021	1141	32	A	a	NN
stanford-ai-2021	1141	33	L	l	NN
stanford-ai-2021	1141	34	S	s	NN
stanford-ai-2021	1141	35	T	t	NN
stanford-ai-2021	1141	36	R	r	NN
stanford-ai-2021	1141	37	AT	at	NN
stanford-ai-2021	1141	38	E	e	NN
stanford-ai-2021	1141	39	G	g	NN
stanford-ai-2021	1141	40	I	i	NN
stanford-ai-2021	1141	41	E	e	NN
stanford-ai-2021	1141	42	S	s	NN
stanford-ai-2021	1141	43	7	7	CD
stanford-ai-2021	1141	44	.	.	.
stanford-ai-2021	1142	1	3	3	CD
stanford-ai-2021	1142	2	U.	U.	NNP
stanford-ai-2021	1143	1	S	s	NN
stanford-ai-2021	1143	2	.	.	.
stanford-ai-2021	1144	1	P	p	NN
stanford-ai-2021	1144	2	U	U	NNP
stanford-ai-2021	1144	3	B	B	NNP
stanford-ai-2021	1144	4	L	L	NNP
stanford-ai-2021	1144	5	I	i	NN
stanford-ai-2021	1144	6	C	c	NN
stanford-ai-2021	1144	7	I	i	NN
stanford-ai-2021	1144	8	N	n	NN
stanford-ai-2021	1144	9	V	v	NN
stanford-ai-2021	1144	10	E	e	NN
stanford-ai-2021	1144	11	S	s	NN
stanford-ai-2021	1144	12	T	t	NN
stanford-ai-2021	1144	13	M	m	NN
stanford-ai-2021	1144	14	E	e	NN
stanford-ai-2021	1144	15	N	n	NN
stanford-ai-2021	1144	16	T	t	NN
stanford-ai-2021	1144	17	I	i	NN
stanford-ai-2021	1144	18	N	n	NN
stanford-ai-2021	1144	19	A	a	NN
stanford-ai-2021	1144	20	I	i	NN
stanford-ai-2021	1144	21	This	this	DT
stanford-ai-2021	1144	22	section	section	NN
stanford-ai-2021	1144	23	examines	examine	VBZ
stanford-ai-2021	1144	24	public	public	JJ
stanford-ai-2021	1144	25	investment	investment	NN
stanford-ai-2021	1144	26	in	in	IN
stanford-ai-2021	1144	27	AI	AI	NNP
stanford-ai-2021	1144	28	in	in	IN
stanford-ai-2021	1144	29	the	the	DT
stanford-ai-2021	1144	30	United	United	NNP
stanford-ai-2021	1144	31	States	States	NNP
stanford-ai-2021	1144	32	based	base	VBN
stanford-ai-2021	1144	33	on	on	IN
stanford-ai-2021	1144	34	data	datum	NNS
stanford-ai-2021	1144	35	from	from	IN
stanford-ai-2021	1144	36	the	the	DT
stanford-ai-2021	1144	37	U.S.	U.S.	NNP
stanford-ai-2021	1144	38	Networking	Networking	NNP
stanford-ai-2021	1144	39	and	and	CC
stanford-ai-2021	1144	40	Information	Information	NNP
stanford-ai-2021	1144	41	Technology	Technology	NNP
stanford-ai-2021	1144	42	Research	Research	NNP
stanford-ai-2021	1144	43	and	and	CC
stanford-ai-2021	1144	44	Development	Development	NNP
stanford-ai-2021	1144	45	(	(	-LRB-
stanford-ai-2021	1144	46	NITRD	NITRD	NNP
stanford-ai-2021	1144	47	)	)	-RRB-
stanford-ai-2021	1144	48	program	program	NN
stanford-ai-2021	1144	49	and	and	CC
stanford-ai-2021	1144	50	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1144	51	Government	Government	NNP
stanford-ai-2021	1144	52	.	.	.
stanford-ai-2021	1145	1	Figure	figure	NN
stanford-ai-2021	1145	2	7.3.1	7.3.1	CD
stanford-ai-2021	1145	3	Federal	federal	JJ
stanford-ai-2021	1145	4	civilian	civilian	JJ
stanford-ai-2021	1145	5	agencies	agency	NNS
stanford-ai-2021	1145	6	—	—	:
stanford-ai-2021	1145	7	those	those	DT
stanford-ai-2021	1145	8	agencies	agency	NNS
stanford-ai-2021	1145	9	that	that	WDT
stanford-ai-2021	1145	10	are	be	VBP
stanford-ai-2021	1145	11	not	not	RB
stanford-ai-2021	1145	12	part	part	NN
stanford-ai-2021	1145	13	of	of	IN
stanford-ai-2021	1145	14	the	the	DT
stanford-ai-2021	1145	15	DOD	DOD	NNP
stanford-ai-2021	1145	16	or	or	CC
stanford-ai-2021	1145	17	the	the	DT
stanford-ai-2021	1145	18	intelligence	intelligence	NN
stanford-ai-2021	1145	19	sector	sector	NN
stanford-ai-2021	1145	20	—	—	:
stanford-ai-2021	1145	21	allocated	allocate	VBD
stanford-ai-2021	1145	22	USD	usd	NN
stanford-ai-2021	1145	23	973.5	973.5	CD
stanford-ai-2021	1145	24	million	million	CD
stanford-ai-2021	1145	25	to	to	IN
stanford-ai-2021	1145	26	AI	AI	NNP
stanford-ai-2021	1145	27	R&D	R&D	NNP
stanford-ai-2021	1145	28	for	for	IN
stanford-ai-2021	1145	29	FY	FY	NNP
stanford-ai-2021	1145	30	2020	2020	CD
stanford-ai-2021	1145	31	,	,	,
stanford-ai-2021	1145	32	a	a	DT
stanford-ai-2021	1145	33	figure	figure	NN
stanford-ai-2021	1145	34	that	that	WDT
stanford-ai-2021	1145	35	rose	rise	VBD
stanford-ai-2021	1145	36	to	to	IN
stanford-ai-2021	1145	37	USD	usd	NN
stanford-ai-2021	1145	38	1.1	1.1	CD
stanford-ai-2021	1145	39	billion	billion	CD
stanford-ai-2021	1145	40	once	once	RB
stanford-ai-2021	1145	41	congressional	congressional	JJ
stanford-ai-2021	1145	42	appropriations	appropriation	NNS
stanford-ai-2021	1145	43	and	and	CC
stanford-ai-2021	1145	44	transfers	transfer	NNS
stanford-ai-2021	1145	45	were	be	VBD
stanford-ai-2021	1145	46	factored	factor	VBN
stanford-ai-2021	1145	47	in	in	RP
stanford-ai-2021	1145	48	.	.	.
stanford-ai-2021	1146	1	https://www.nitrd.gov/pubs/FY2020-NITRD-Supplement.pdf	https://www.nitrd.gov/pubs/fy2020-nitrd-supplement.pdf	VB
stanford-ai-2021	1146	2	TA	TA	NNP
stanford-ai-2021	1146	3	B	B	NNP
stanford-ai-2021	1146	4	L	l	NN
stanford-ai-2021	1146	5	E	e	NN
stanford-ai-2021	1146	6	O	o	NN
stanford-ai-2021	1146	7	F	f	NN
stanford-ai-2021	1146	8	C	c	NN
stanford-ai-2021	1146	9	O	o	NN
stanford-ai-2021	1146	10	N	n	NN
stanford-ai-2021	1146	11	T	t	NN
stanford-ai-2021	1146	12	E	e	NN
stanford-ai-2021	1146	13	N	n	NN
stanford-ai-2021	1146	14	T	t	NN
stanford-ai-2021	1146	15	S	s	NN
stanford-ai-2021	1146	16	1	1	CD
stanford-ai-2021	1146	17	6	6	CD
stanford-ai-2021	1146	18	8C	8c	CD
stanford-ai-2021	1146	19	H	h	NN
stanford-ai-2021	1146	20	A	a	NN
stanford-ai-2021	1146	21	P	p	NN
stanford-ai-2021	1146	22	T	t	NN
stanford-ai-2021	1146	23	E	e	NN
stanford-ai-2021	1146	24	R	r	NN
stanford-ai-2021	1146	25	7	7	CD
stanford-ai-2021	1146	26	P	p	NN
stanford-ai-2021	1146	27	R	r	NN
stanford-ai-2021	1146	28	E	e	NN
stanford-ai-2021	1146	29	V	v	NN
stanford-ai-2021	1146	30	I	i	NN
stanford-ai-2021	1146	31	E	e	NN
stanford-ai-2021	1146	32	W	W	NNP
stanford-ai-2021	1146	33	Artificial	Artificial	NNP
stanford-ai-2021	1146	34	Intelligence	Intelligence	NNP
stanford-ai-2021	1146	35	Index	Index	NNP
stanford-ai-2021	1146	36	Report	Report	NNP
stanford-ai-2021	1146	37	2021	2021	CD
stanford-ai-2021	1146	38	2018	2018	CD
stanford-ai-2021	1146	39	(	(	-LRB-
stanford-ai-2021	1146	40	Enacted	enact	VBN
stanford-ai-2021	1146	41	)	)	-RRB-
stanford-ai-2021	1146	42	2019	2019	CD
stanford-ai-2021	1146	43	(	(	-LRB-
stanford-ai-2021	1146	44	Enacted	enact	VBN
stanford-ai-2021	1146	45	)	)	-RRB-
stanford-ai-2021	1146	46	2020	2020	CD
stanford-ai-2021	1146	47	(	(	-LRB-
stanford-ai-2021	1146	48	Enacted	enact	VBN
stanford-ai-2021	1146	49	)	)	-RRB-
stanford-ai-2021	1146	50	2021	2021	CD
stanford-ai-2021	1146	51	(	(	-LRB-
stanford-ai-2021	1146	52	Request	request	NN
stanford-ai-2021	1146	53	)	)	-RRB-
stanford-ai-2021	1146	54	0	0	NFP
stanford-ai-2021	1146	55	1,000	1,000	CD
stanford-ai-2021	1146	56	2,000	2,000	CD
stanford-ai-2021	1146	57	3,000	3,000	CD
stanford-ai-2021	1146	58	4,000	4,000	CD
stanford-ai-2021	1146	59	5,000	5,000	CD
stanford-ai-2021	1146	60	B	b	NN
stanford-ai-2021	1146	61	u	u	NNP
stanford-ai-2021	1146	62	d	d	NNP
stanford-ai-2021	1146	63	g	g	NNP
stanford-ai-2021	1146	64	e	e	NNP
stanford-ai-2021	1146	65	t	t	NNP
stanford-ai-2021	1146	66	(	(	-LRB-
stanford-ai-2021	1146	67	i	i	NNP
stanford-ai-2021	1146	68	n	n	CC
stanford-ai-2021	1146	69	M	M	NNP
stanford-ai-2021	1146	70	ill	ill	NNP
stanford-ai-2021	1146	71	io	io	IN
stanford-ai-2021	1146	72	n	n	NNP
stanford-ai-2021	1146	73	s	s	NNP
stanford-ai-2021	1146	74	o	o	NNP
stanford-ai-2021	1146	75	f	f	NNP
stanford-ai-2021	1146	76	U	u	NN
stanford-ai-2021	1146	77	.S	.S	.
stanford-ai-2021	1146	78	.	.	.
stanford-ai-2021	1147	1	D	D	NNP
stanford-ai-2021	1147	2	o	o	NN
stanford-ai-2021	1147	3	lla	lla	NN
stanford-ai-2021	1147	4	rs	rs	NN
stanford-ai-2021	1147	5	)	)	-RRB-
stanford-ai-2021	1147	6	927	927	CD
stanford-ai-2021	1147	7	841	841	CD
stanford-ai-2021	1147	8	DOD	DOD	NNP
stanford-ai-2021	1147	9	Reported	Reported	NNP
stanford-ai-2021	1147	10	Budget	Budget	NNP
stanford-ai-2021	1147	11	on	on	IN
stanford-ai-2021	1147	12	AI	AI	NNP
stanford-ai-2021	1147	13	R&D	r&d	NN
stanford-ai-2021	1147	14	DOD	DOD	NNP
stanford-ai-2021	1147	15	Reported	Reported	NNP
stanford-ai-2021	1147	16	Budget	Budget	NNP
stanford-ai-2021	1147	17	on	on	IN
stanford-ai-2021	1147	18	AI	AI	NNP
stanford-ai-2021	1147	19	R&D	r&d	NN
stanford-ai-2021	1147	20	U.S.	U.S.	NNP
stanford-ai-2021	1147	21	DOD	DOD	NNP
stanford-ai-2021	1147	22	BUDGET	BUDGET	NNP
stanford-ai-2021	1147	23	for	for	IN
stanford-ai-2021	1147	24	AI	AI	NNP
stanford-ai-2021	1147	25	-	-	HYPH
stanford-ai-2021	1147	26	SPECIFIC	SPECIFIC	VBN
stanford-ai-2021	1147	27	RESEARCH	research	NN
stanford-ai-2021	1147	28	DEVELOPMENT	development	NN
stanford-ai-2021	1147	29	,	,	,
stanford-ai-2021	1147	30	TEST	test	NN
stanford-ai-2021	1147	31	,	,	,
stanford-ai-2021	1147	32	and	and	CC
stanford-ai-2021	1147	33	EVALUATION	EVALUATION	NNP
stanford-ai-2021	1147	34	(	(	-LRB-
stanford-ai-2021	1147	35	RDT&E	RDT&E	NNP
stanford-ai-2021	1147	36	)	)	-RRB-
stanford-ai-2021	1147	37	,	,	,
stanford-ai-2021	1147	38	FY	FY	NNP
stanford-ai-2021	1147	39	2018	2018	CD
stanford-ai-2021	1147	40	-	-	SYM
stanford-ai-2021	1147	41	20	20	CD
stanford-ai-2021	1147	42	Sources	source	NNS
stanford-ai-2021	1147	43	:	:	:
stanford-ai-2021	1147	44	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1147	45	Government	Government	NNP
stanford-ai-2021	1147	46	&	&	CC
stanford-ai-2021	1147	47	U.S.	U.S.	NNP
stanford-ai-2021	1147	48	Department	Department	NNP
stanford-ai-2021	1147	49	of	of	IN
stanford-ai-2021	1147	50	Defense	Defense	NNP
stanford-ai-2021	1147	51	,	,	,
stanford-ai-2021	1147	52	2020	2020	CD
stanford-ai-2021	1147	53	|	|	CD
stanford-ai-2021	1147	54	Chart	Chart	NNP
stanford-ai-2021	1147	55	:	:	:
stanford-ai-2021	1147	56	2021	2021	CD
stanford-ai-2021	1147	57	AI	AI	NNP
stanford-ai-2021	1147	58	Index	Index	NNP
stanford-ai-2021	1147	59	Report	Report	NNP
stanford-ai-2021	1147	60	Figure	Figure	NNP
stanford-ai-2021	1147	61	7.3.2	7.3.2	NNP
stanford-ai-2021	1147	62	U.	U.	NNP
stanford-ai-2021	1148	1	S	s	NN
stanford-ai-2021	1148	2	.	.	.
stanford-ai-2021	1149	1	D	D	NNP
stanford-ai-2021	1149	2	E	e	NN
stanford-ai-2021	1149	3	PA	pa	NN
stanford-ai-2021	1149	4	R	r	NN
stanford-ai-2021	1149	5	T	t	NN
stanford-ai-2021	1149	6	M	m	NN
stanford-ai-2021	1149	7	E	e	NN
stanford-ai-2021	1149	8	N	n	NN
stanford-ai-2021	1149	9	T	t	NN
stanford-ai-2021	1149	10	O	o	NN
stanford-ai-2021	1149	11	F	f	NN
stanford-ai-2021	1149	12	D	d	NN
stanford-ai-2021	1149	13	E	e	NN
stanford-ai-2021	1149	14	F	f	NN
stanford-ai-2021	1149	15	E	e	NN
stanford-ai-2021	1149	16	N	n	NN
stanford-ai-2021	1149	17	S	s	NN
stanford-ai-2021	1149	18	E	e	NN
stanford-ai-2021	1149	19	A	a	NN
stanford-ai-2021	1149	20	I	i	NN
stanford-ai-2021	1149	21	R	r	NN
stanford-ai-2021	1149	22	&	&	CC
stanford-ai-2021	1149	23	D	d	NN
stanford-ai-2021	1149	24	B	b	NN
stanford-ai-2021	1149	25	U	u	NN
stanford-ai-2021	1149	26	D	d	NN
stanford-ai-2021	1149	27	G	g	NN
stanford-ai-2021	1149	28	E	e	NN
stanford-ai-2021	1149	29	T	t	NN
stanford-ai-2021	1149	30	R	r	NN
stanford-ai-2021	1149	31	E	e	NN
stanford-ai-2021	1149	32	Q	q	NN
stanford-ai-2021	1149	33	U	u	NN
stanford-ai-2021	1149	34	E	e	NN
stanford-ai-2021	1149	35	S	s	NN
stanford-ai-2021	1149	36	T	t	NN
stanford-ai-2021	1149	37	While	while	IN
stanford-ai-2021	1149	38	the	the	DT
stanford-ai-2021	1149	39	official	official	JJ
stanford-ai-2021	1149	40	DOD	DOD	NNP
stanford-ai-2021	1149	41	budget	budget	NN
stanford-ai-2021	1149	42	is	be	VBZ
stanford-ai-2021	1149	43	not	not	RB
stanford-ai-2021	1149	44	publicly	publicly	RB
stanford-ai-2021	1149	45	available	available	JJ
stanford-ai-2021	1149	46	,	,	,
stanford-ai-2021	1149	47	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1149	48	Government	Government	NNP
stanford-ai-2021	1149	49	has	have	VBZ
stanford-ai-2021	1149	50	analyzed	analyze	VBN
stanford-ai-2021	1149	51	the	the	DT
stanford-ai-2021	1149	52	department	department	NN
stanford-ai-2021	1149	53	’s	’s	POS
stanford-ai-2021	1149	54	publicly	publicly	RB
stanford-ai-2021	1149	55	available	available	JJ
stanford-ai-2021	1149	56	budget	budget	NN
stanford-ai-2021	1149	57	request	request	NN
stanford-ai-2021	1149	58	for	for	IN
stanford-ai-2021	1149	59	research	research	NN
stanford-ai-2021	1149	60	,	,	,
stanford-ai-2021	1149	61	development	development	NN
stanford-ai-2021	1149	62	,	,	,
stanford-ai-2021	1149	63	test	test	NN
stanford-ai-2021	1149	64	,	,	,
stanford-ai-2021	1149	65	and	and	CC
stanford-ai-2021	1149	66	evaluation	evaluation	NN
stanford-ai-2021	1149	67	(	(	-LRB-
stanford-ai-2021	1149	68	RDT&E	RDT&E	NNP
stanford-ai-2021	1149	69	)	)	-RRB-
stanford-ai-2021	1149	70	—	—	:
stanford-ai-2021	1149	71	data	datum	NNS
stanford-ai-2021	1149	72	that	that	WDT
stanford-ai-2021	1149	73	sheds	shed	VBZ
stanford-ai-2021	1149	74	light	light	NN
stanford-ai-2021	1149	75	on	on	IN
stanford-ai-2021	1149	76	its	-PRON-	PRP$
stanford-ai-2021	1149	77	spending	spending	NN
stanford-ai-2021	1149	78	on	on	IN
stanford-ai-2021	1149	79	AI	AI	NNP
stanford-ai-2021	1149	80	R&D.	r&d.	NN
stanford-ai-2021	1150	1	With	with	IN
stanford-ai-2021	1150	2	305	305	CD
stanford-ai-2021	1150	3	unclassified	unclassified	JJ
stanford-ai-2021	1150	4	DOD	DOD	NNP
stanford-ai-2021	1150	5	R&D	R&D	NNP
stanford-ai-2021	1150	6	programs	program	NNS
stanford-ai-2021	1150	7	specifying	specify	VBG
stanford-ai-2021	1150	8	the	the	DT
stanford-ai-2021	1150	9	use	use	NN
stanford-ai-2021	1150	10	of	of	IN
stanford-ai-2021	1150	11	AI	AI	NNP
stanford-ai-2021	1150	12	or	or	CC
stanford-ai-2021	1150	13	ML	ML	NNP
stanford-ai-2021	1150	14	technologies	technology	NNS
stanford-ai-2021	1150	15	,	,	,
stanford-ai-2021	1150	16	the	the	DT
stanford-ai-2021	1150	17	combined	combine	VBN
stanford-ai-2021	1150	18	U.S.	U.S.	NNP
stanford-ai-2021	1150	19	military	military	JJ
stanford-ai-2021	1150	20	budget	budget	NN
stanford-ai-2021	1150	21	for	for	IN
stanford-ai-2021	1150	22	AI	AI	NNP
stanford-ai-2021	1150	23	R&D	R&D	NNP
stanford-ai-2021	1150	24	in	in	IN
stanford-ai-2021	1150	25	FY	FY	NNP
stanford-ai-2021	1150	26	2021	2021	CD
stanford-ai-2021	1150	27	is	be	VBZ
stanford-ai-2021	1150	28	USD	usd	$
stanford-ai-2021	1150	29	5.0	5.0	CD
stanford-ai-2021	1150	30	billion	billion	CD
stanford-ai-2021	1150	31	(	(	-LRB-
stanford-ai-2021	1150	32	Figure	Figure	NNP
stanford-ai-2021	1150	33	7.3.2	7.3.2	NNP
stanford-ai-2021	1150	34	)	)	-RRB-
stanford-ai-2021	1150	35	.	.	.
stanford-ai-2021	1151	1	This	this	DT
stanford-ai-2021	1151	2	figure	figure	NN
stanford-ai-2021	1151	3	appears	appear	VBZ
stanford-ai-2021	1151	4	consistent	consistent	JJ
stanford-ai-2021	1151	5	with	with	IN
stanford-ai-2021	1151	6	the	the	DT
stanford-ai-2021	1151	7	USD	USD	NNP
stanford-ai-2021	1151	8	5.0	5.0	CD
stanford-ai-2021	1151	9	billion	billion	CD
stanford-ai-2021	1151	10	enacted	enact	VBD
stanford-ai-2021	1151	11	the	the	DT
stanford-ai-2021	1151	12	previous	previous	JJ
stanford-ai-2021	1151	13	year	year	NN
stanford-ai-2021	1151	14	.	.	.
stanford-ai-2021	1152	1	However	however	RB
stanford-ai-2021	1152	2	,	,	,
stanford-ai-2021	1152	3	the	the	DT
stanford-ai-2021	1152	4	FY	FY	NNP
stanford-ai-2021	1152	5	2021	2021	CD
stanford-ai-2021	1152	6	figure	figure	NN
stanford-ai-2021	1152	7	reflects	reflect	VBZ
stanford-ai-2021	1152	8	a	a	DT
stanford-ai-2021	1152	9	budget	budget	NN
stanford-ai-2021	1152	10	request	request	NN
stanford-ai-2021	1152	11	,	,	,
stanford-ai-2021	1152	12	rather	rather	RB
stanford-ai-2021	1152	13	than	than	IN
stanford-ai-2021	1152	14	a	a	DT
stanford-ai-2021	1152	15	final	final	JJ
stanford-ai-2021	1152	16	enacted	enacted	JJ
stanford-ai-2021	1152	17	budget	budget	NN
stanford-ai-2021	1152	18	.	.	.
stanford-ai-2021	1153	1	As	as	IN
stanford-ai-2021	1153	2	noted	note	VBN
stanford-ai-2021	1153	3	above	above	IN
stanford-ai-2021	1153	4	,	,	,
stanford-ai-2021	1153	5	once	once	IN
stanford-ai-2021	1153	6	congressional	congressional	JJ
stanford-ai-2021	1153	7	appropriations	appropriation	NNS
stanford-ai-2021	1153	8	are	be	VBP
stanford-ai-2021	1153	9	factored	factor	VBN
stanford-ai-2021	1153	10	in	in	RP
stanford-ai-2021	1153	11	,	,	,
stanford-ai-2021	1153	12	the	the	DT
stanford-ai-2021	1153	13	true	true	JJ
stanford-ai-2021	1153	14	level	level	NN
stanford-ai-2021	1153	15	of	of	IN
stanford-ai-2021	1153	16	funding	funding	NN
stanford-ai-2021	1153	17	available	available	JJ
stanford-ai-2021	1153	18	to	to	IN
stanford-ai-2021	1153	19	DOD	DOD	NNP
stanford-ai-2021	1153	20	AI	AI	NNP
stanford-ai-2021	1153	21	R&D	R&D	NNP
stanford-ai-2021	1153	22	programs	program	NNS
stanford-ai-2021	1153	23	in	in	IN
stanford-ai-2021	1153	24	FY	FY	NNP
stanford-ai-2021	1153	25	2021	2021	CD
stanford-ai-2021	1153	26	may	may	MD
stanford-ai-2021	1153	27	rise	rise	VB
stanford-ai-2021	1153	28	substantially	substantially	RB
stanford-ai-2021	1153	29	.	.	.
stanford-ai-2021	1154	1	The	the	DT
stanford-ai-2021	1154	2	top	top	JJ
stanford-ai-2021	1154	3	five	five	CD
stanford-ai-2021	1154	4	projects	project	NNS
stanford-ai-2021	1154	5	set	set	VBN
stanford-ai-2021	1154	6	to	to	TO
stanford-ai-2021	1154	7	receive	receive	VB
stanford-ai-2021	1154	8	the	the	DT
stanford-ai-2021	1154	9	highest	high	JJS
stanford-ai-2021	1154	10	amount	amount	NN
stanford-ai-2021	1154	11	of	of	IN
stanford-ai-2021	1154	12	AI	AI	NNP
stanford-ai-2021	1154	13	R&D	r&d	NN
stanford-ai-2021	1154	14	investment	investment	NN
stanford-ai-2021	1154	15	in	in	IN
stanford-ai-2021	1154	16	FY	FY	NNP
stanford-ai-2021	1154	17	2021	2021	CD
stanford-ai-2021	1154	18	:	:	:
stanford-ai-2021	1154	19	•	•	NNP
stanford-ai-2021	1154	20	Rapid	Rapid	NNP
stanford-ai-2021	1154	21	Capability	Capability	NNP
stanford-ai-2021	1154	22	Development	Development	NNP
stanford-ai-2021	1154	23	and	and	CC
stanford-ai-2021	1154	24	Maturation	Maturation	NNP
stanford-ai-2021	1154	25	,	,	,
stanford-ai-2021	1154	26	by	by	IN
stanford-ai-2021	1154	27	the	the	DT
stanford-ai-2021	1154	28	U.S.	U.S.	NNP
stanford-ai-2021	1154	29	Army	Army	NNP
stanford-ai-2021	1154	30	(	(	-LRB-
stanford-ai-2021	1154	31	USD	usd	NN
stanford-ai-2021	1154	32	284.2	284.2	CD
stanford-ai-2021	1154	33	million	million	CD
stanford-ai-2021	1154	34	)	)	-RRB-
stanford-ai-2021	1154	35	•	•	NNP
stanford-ai-2021	1154	36	Counter	Counter	NNP
stanford-ai-2021	1154	37	WMD	WMD	NNP
stanford-ai-2021	1154	38	Technologies	Technologies	NNPS
stanford-ai-2021	1154	39	and	and	CC
stanford-ai-2021	1154	40	Capabilities	Capabilities	NNPS
stanford-ai-2021	1154	41	Development	Development	NNP
stanford-ai-2021	1154	42	,	,	,
stanford-ai-2021	1154	43	by	by	IN
stanford-ai-2021	1154	44	the	the	DT
stanford-ai-2021	1154	45	DOD	DOD	NNP
stanford-ai-2021	1154	46	Threat	Threat	NNP
stanford-ai-2021	1154	47	Reduction	Reduction	NNP
stanford-ai-2021	1154	48	Agency	Agency	NNP
stanford-ai-2021	1154	49	(	(	-LRB-
stanford-ai-2021	1154	50	USD	usd	$
stanford-ai-2021	1154	51	265.2	265.2	CD
stanford-ai-2021	1154	52	million	million	CD
stanford-ai-2021	1154	53	)	)	-RRB-
stanford-ai-2021	1154	54	•	•	NNP
stanford-ai-2021	1154	55	Algorithmic	Algorithmic	NNP
stanford-ai-2021	1154	56	Warfare	Warfare	NNP
stanford-ai-2021	1154	57	Cross	Cross	NNP
stanford-ai-2021	1154	58	-	-	NNP
stanford-ai-2021	1154	59	Functional	Functional	NNP
stanford-ai-2021	1154	60	Team	Team	NNP
stanford-ai-2021	1154	61	(	(	-LRB-
stanford-ai-2021	1154	62	Project	Project	NNP
stanford-ai-2021	1154	63	Maven	Maven	NNP
stanford-ai-2021	1154	64	)	)	-RRB-
stanford-ai-2021	1154	65	,	,	,
stanford-ai-2021	1154	66	by	by	IN
stanford-ai-2021	1154	67	the	the	DT
stanford-ai-2021	1154	68	Office	Office	NNP
stanford-ai-2021	1154	69	of	of	IN
stanford-ai-2021	1154	70	the	the	DT
stanford-ai-2021	1154	71	Secretary	Secretary	NNP
stanford-ai-2021	1154	72	of	of	IN
stanford-ai-2021	1154	73	Defense	Defense	NNP
stanford-ai-2021	1154	74	(	(	-LRB-
stanford-ai-2021	1154	75	USD	usd	$
stanford-ai-2021	1154	76	250.1	250.1	CD
stanford-ai-2021	1154	77	million	million	CD
stanford-ai-2021	1154	78	)	)	-RRB-
stanford-ai-2021	1154	79	•	•	NNP
stanford-ai-2021	1154	80	Joint	Joint	NNP
stanford-ai-2021	1154	81	Artificial	Artificial	NNP
stanford-ai-2021	1154	82	Intelligence	Intelligence	NNP
stanford-ai-2021	1154	83	Center	Center	NNP
stanford-ai-2021	1154	84	(	(	-LRB-
stanford-ai-2021	1154	85	JAIC	JAIC	NNP
stanford-ai-2021	1154	86	)	)	-RRB-
stanford-ai-2021	1154	87	,	,	,
stanford-ai-2021	1154	88	by	by	IN
stanford-ai-2021	1154	89	the	the	DT
stanford-ai-2021	1154	90	Defense	Defense	NNP
stanford-ai-2021	1154	91	Information	Information	NNP
stanford-ai-2021	1154	92	Systems	Systems	NNP
stanford-ai-2021	1154	93	Agency	Agency	NNP
stanford-ai-2021	1154	94	(	(	-LRB-
stanford-ai-2021	1154	95	USD	usd	NN
stanford-ai-2021	1154	96	132.1	132.1	CD
stanford-ai-2021	1154	97	million	million	CD
stanford-ai-2021	1154	98	)	)	-RRB-
stanford-ai-2021	1154	99	•	•	NNP
stanford-ai-2021	1154	100	High	High	NNP
stanford-ai-2021	1154	101	Performance	Performance	NNP
stanford-ai-2021	1154	102	Computing	Computing	NNP
stanford-ai-2021	1154	103	Modernization	Modernization	NNP
stanford-ai-2021	1154	104	Program	Program	NNP
stanford-ai-2021	1154	105	,	,	,
stanford-ai-2021	1154	106	by	by	IN
stanford-ai-2021	1154	107	the	the	DT
stanford-ai-2021	1154	108	U.S.	U.S.	NNP
stanford-ai-2021	1154	109	Army	Army	NNP
stanford-ai-2021	1154	110	(	(	-LRB-
stanford-ai-2021	1154	111	USD	usd	NN
stanford-ai-2021	1154	112	99.6	99.6	CD
stanford-ai-2021	1154	113	million	million	CD
stanford-ai-2021	1154	114	)	)	-RRB-
stanford-ai-2021	1154	115	In	in	IN
stanford-ai-2021	1154	116	addition	addition	NN
stanford-ai-2021	1154	117	,	,	,
stanford-ai-2021	1154	118	the	the	DT
stanford-ai-2021	1154	119	Defense	Defense	NNP
stanford-ai-2021	1154	120	Advanced	Advanced	NNP
stanford-ai-2021	1154	121	Research	Research	NNP
stanford-ai-2021	1154	122	Projects	Projects	NNPS
stanford-ai-2021	1154	123	Agency	Agency	NNP
stanford-ai-2021	1154	124	(	(	-LRB-
stanford-ai-2021	1154	125	DARPA	DARPA	NNP
stanford-ai-2021	1154	126	)	)	-RRB-
stanford-ai-2021	1154	127	alone	alone	RB
stanford-ai-2021	1154	128	is	be	VBZ
stanford-ai-2021	1154	129	investing	invest	VBG
stanford-ai-2021	1154	130	USD	usd	$
stanford-ai-2021	1154	131	568.4	568.4	CD
stanford-ai-2021	1154	132	million	million	CD
stanford-ai-2021	1154	133	in	in	IN
stanford-ai-2021	1154	134	AI	AI	NNP
stanford-ai-2021	1154	135	R&D	r&d	NN
stanford-ai-2021	1154	136	,	,	,
stanford-ai-2021	1154	137	an	an	DT
stanford-ai-2021	1154	138	increase	increase	NN
stanford-ai-2021	1154	139	of	of	IN
stanford-ai-2021	1154	140	USD	usd	NN
stanford-ai-2021	1154	141	82	82	CD
stanford-ai-2021	1154	142	million	million	CD
stanford-ai-2021	1154	143	from	from	IN
stanford-ai-2021	1154	144	FY	FY	NNP
stanford-ai-2021	1154	145	2020	2020	CD
stanford-ai-2021	1154	146	.	.	.
stanford-ai-2021	1155	1	C	c	NN
stanford-ai-2021	1155	2	H	h	NN
stanford-ai-2021	1155	3	A	a	NN
stanford-ai-2021	1155	4	P	p	NN
stanford-ai-2021	1155	5	T	t	NN
stanford-ai-2021	1155	6	E	e	NN
stanford-ai-2021	1155	7	R	r	NN
stanford-ai-2021	1155	8	7	7	CD
stanford-ai-2021	1155	9	:	:	:
stanford-ai-2021	1155	10	A	a	DT
stanford-ai-2021	1155	11	I	i	NN
stanford-ai-2021	1155	12	P	p	NN
stanford-ai-2021	1155	13	O	o	NN
stanford-ai-2021	1155	14	L	l	NN
stanford-ai-2021	1155	15	I	i	NN
stanford-ai-2021	1155	16	C	c	NN
stanford-ai-2021	1155	17	Y	Y	NNP
stanford-ai-2021	1155	18	A	a	NN
stanford-ai-2021	1155	19	N	n	NN
stanford-ai-2021	1155	20	D	d	NN
stanford-ai-2021	1155	21	N	n	NN
stanford-ai-2021	1155	22	AT	at	IN
stanford-ai-2021	1155	23	I	i	NN
stanford-ai-2021	1155	24	O	o	NN
stanford-ai-2021	1155	25	N	n	NN
stanford-ai-2021	1155	26	A	a	NN
stanford-ai-2021	1155	27	L	l	NN
stanford-ai-2021	1155	28	S	s	NN
stanford-ai-2021	1155	29	T	t	NN
stanford-ai-2021	1155	30	R	r	NN
stanford-ai-2021	1155	31	AT	at	NN
stanford-ai-2021	1155	32	E	e	NN
stanford-ai-2021	1155	33	G	g	NN
stanford-ai-2021	1155	34	I	i	NN
stanford-ai-2021	1155	35	E	e	NN
stanford-ai-2021	1155	36	S	s	NN
stanford-ai-2021	1155	37	7	7	CD
stanford-ai-2021	1155	38	.	.	.
stanford-ai-2021	1156	1	3	3	CD
stanford-ai-2021	1156	2	U.	U.	NNP
stanford-ai-2021	1157	1	S	s	NN
stanford-ai-2021	1157	2	.	.	.
stanford-ai-2021	1158	1	P	p	NN
stanford-ai-2021	1158	2	U	U	NNP
stanford-ai-2021	1158	3	B	B	NNP
stanford-ai-2021	1158	4	L	L	NNP
stanford-ai-2021	1158	5	I	i	NN
stanford-ai-2021	1158	6	C	c	NN
stanford-ai-2021	1158	7	I	i	NN
stanford-ai-2021	1158	8	N	n	NN
stanford-ai-2021	1158	9	V	v	NN
stanford-ai-2021	1158	10	E	e	NN
stanford-ai-2021	1158	11	S	s	NN
stanford-ai-2021	1158	12	T	t	NN
stanford-ai-2021	1158	13	M	m	NN
stanford-ai-2021	1158	14	E	e	NN
stanford-ai-2021	1158	15	N	n	NN
stanford-ai-2021	1158	16	T	t	NN
stanford-ai-2021	1158	17	I	i	NN
stanford-ai-2021	1158	18	N	n	NN
stanford-ai-2021	1158	19	A	a	DT
stanford-ai-2021	1158	20	I	i	NN
stanford-ai-2021	1158	21	Important	important	JJ
stanford-ai-2021	1158	22	data	datum	NNS
stanford-ai-2021	1158	23	caveat	caveat	VBP
stanford-ai-2021	1158	24	:	:	:
stanford-ai-2021	1158	25	This	this	DT
stanford-ai-2021	1158	26	chart	chart	NN
stanford-ai-2021	1158	27	illustrates	illustrate	VBZ
stanford-ai-2021	1158	28	the	the	DT
stanford-ai-2021	1158	29	challenge	challenge	NN
stanford-ai-2021	1158	30	of	of	IN
stanford-ai-2021	1158	31	working	work	VBG
stanford-ai-2021	1158	32	with	with	IN
stanford-ai-2021	1158	33	contemporary	contemporary	JJ
stanford-ai-2021	1158	34	government	government	NN
stanford-ai-2021	1158	35	data	datum	NNS
stanford-ai-2021	1158	36	sources	source	NNS
stanford-ai-2021	1158	37	to	to	TO
stanford-ai-2021	1158	38	understand	understand	VB
stanford-ai-2021	1158	39	spending	spending	NN
stanford-ai-2021	1158	40	on	on	IN
stanford-ai-2021	1158	41	AI	AI	NNP
stanford-ai-2021	1158	42	.	.	.
stanford-ai-2021	1159	1	By	by	IN
stanford-ai-2021	1159	2	one	one	CD
stanford-ai-2021	1159	3	measure	measure	NN
stanford-ai-2021	1159	4	—	—	:
stanford-ai-2021	1159	5	the	the	DT
stanford-ai-2021	1159	6	requests	request	NNS
stanford-ai-2021	1159	7	that	that	WDT
stanford-ai-2021	1159	8	include	include	VBP
stanford-ai-2021	1159	9	AI	AI	NNP
stanford-ai-2021	1159	10	-	-	HYPH
stanford-ai-2021	1159	11	relevant	relevant	JJ
stanford-ai-2021	1159	12	keywords	keyword	NNS
stanford-ai-2021	1159	13	—	—	:
stanford-ai-2021	1159	14	the	the	DT
stanford-ai-2021	1159	15	DOD	DOD	NNP
stanford-ai-2021	1159	16	is	be	VBZ
stanford-ai-2021	1159	17	requesting	request	VBG
stanford-ai-2021	1159	18	more	more	JJR
stanford-ai-2021	1159	19	than	than	IN
stanford-ai-2021	1159	20	USD	usd	NN
stanford-ai-2021	1159	21	5	5	CD
stanford-ai-2021	1159	22	billion	billion	CD
stanford-ai-2021	1159	23	for	for	IN
stanford-ai-2021	1159	24	AI	ai	NN
stanford-ai-2021	1159	25	-	-	HYPH
stanford-ai-2021	1159	26	specific	specific	JJ
stanford-ai-2021	1159	27	research	research	NN
stanford-ai-2021	1159	28	development	development	NN
stanford-ai-2021	1159	29	in	in	IN
stanford-ai-2021	1159	30	2021	2021	CD
stanford-ai-2021	1159	31	.	.	.
stanford-ai-2021	1160	1	However	however	RB
stanford-ai-2021	1160	2	,	,	,
stanford-ai-2021	1160	3	DOD	DOD	NNP
stanford-ai-2021	1160	4	’s	’s	POS
stanford-ai-2021	1160	5	own	own	JJ
stanford-ai-2021	1160	6	accounting	accounting	NN
stanford-ai-2021	1160	7	produces	produce	VBZ
stanford-ai-2021	1160	8	a	a	DT
stanford-ai-2021	1160	9	radically	radically	RB
stanford-ai-2021	1160	10	smaller	small	JJR
stanford-ai-2021	1160	11	number	number	NN
stanford-ai-2021	1160	12	:	:	:
stanford-ai-2021	1160	13	USD	usd	NN
stanford-ai-2021	1160	14	841	841	CD
stanford-ai-2021	1160	15	million	million	CD
stanford-ai-2021	1160	16	.	.	.
stanford-ai-2021	1161	1	This	this	DT
stanford-ai-2021	1161	2	relates	relate	VBZ
stanford-ai-2021	1161	3	to	to	IN
stanford-ai-2021	1161	4	the	the	DT
stanford-ai-2021	1161	5	issue	issue	NN
stanford-ai-2021	1161	6	of	of	IN
stanford-ai-2021	1161	7	defining	define	VBG
stanford-ai-2021	1161	8	where	where	WRB
stanford-ai-2021	1161	9	an	an	DT
stanford-ai-2021	1161	10	AI	AI	NNP
stanford-ai-2021	1161	11	system	system	NN
stanford-ai-2021	1161	12	ends	end	VBZ
stanford-ai-2021	1161	13	and	and	CC
stanford-ai-2021	1161	14	another	another	DT
stanford-ai-2021	1161	15	system	system	NN
stanford-ai-2021	1161	16	begins	begin	VBZ
stanford-ai-2021	1161	17	;	;	:
stanford-ai-2021	1161	18	for	for	IN
stanford-ai-2021	1161	19	instance	instance	NN
stanford-ai-2021	1161	20	,	,	,
stanford-ai-2021	1161	21	an	an	DT
stanford-ai-2021	1161	22	initiative	initiative	NN
stanford-ai-2021	1161	23	that	that	WDT
stanford-ai-2021	1161	24	uses	use	VBZ
stanford-ai-2021	1161	25	AI	AI	NNP
stanford-ai-2021	1161	26	for	for	IN
stanford-ai-2021	1161	27	drones	drone	NNS
stanford-ai-2021	1161	28	may	may	MD
stanford-ai-2021	1161	29	also	also	RB
stanford-ai-2021	1161	30	count	count	VB
stanford-ai-2021	1161	31	hardware	hardware	NN
stanford-ai-2021	1161	32	-	-	HYPH
stanford-ai-2021	1161	33	related	relate	VBN
stanford-ai-2021	1161	34	expenditures	expenditure	NNS
stanford-ai-2021	1161	35	for	for	IN
stanford-ai-2021	1161	36	the	the	DT
stanford-ai-2021	1161	37	drones	drone	NNS
stanford-ai-2021	1161	38	within	within	IN
stanford-ai-2021	1161	39	its	-PRON-	PRP$
stanford-ai-2021	1161	40	“	"	``
stanford-ai-2021	1161	41	AI	AI	NNP
stanford-ai-2021	1161	42	”	"	''
stanford-ai-2021	1161	43	budget	budget	NN
stanford-ai-2021	1161	44	request	request	NN
stanford-ai-2021	1161	45	,	,	,
stanford-ai-2021	1161	46	though	though	IN
stanford-ai-2021	1161	47	the	the	DT
stanford-ai-2021	1161	48	AI	AI	NNP
stanford-ai-2021	1161	49	software	software	NN
stanford-ai-2021	1161	50	component	component	NN
stanford-ai-2021	1161	51	will	will	MD
stanford-ai-2021	1161	52	be	be	VB
stanford-ai-2021	1161	53	much	much	RB
stanford-ai-2021	1161	54	smaller	small	JJR
stanford-ai-2021	1161	55	.	.	.
stanford-ai-2021	1162	1	TA	TA	NNP
stanford-ai-2021	1162	2	B	B	NNP
stanford-ai-2021	1162	3	L	l	NN
stanford-ai-2021	1162	4	E	e	NN
stanford-ai-2021	1162	5	O	o	NN
stanford-ai-2021	1162	6	F	f	NN
stanford-ai-2021	1162	7	C	c	NN
stanford-ai-2021	1162	8	O	o	NN
stanford-ai-2021	1162	9	N	n	NN
stanford-ai-2021	1162	10	T	t	NN
stanford-ai-2021	1162	11	E	e	NN
stanford-ai-2021	1162	12	N	n	NN
stanford-ai-2021	1162	13	T	t	NN
stanford-ai-2021	1162	14	S	s	NN
stanford-ai-2021	1162	15	1	1	CD
stanford-ai-2021	1162	16	6	6	CD
stanford-ai-2021	1162	17	9C	9c	NN
stanford-ai-2021	1162	18	H	h	NN
stanford-ai-2021	1162	19	A	a	NN
stanford-ai-2021	1162	20	P	p	NN
stanford-ai-2021	1162	21	T	t	NN
stanford-ai-2021	1162	22	E	e	NN
stanford-ai-2021	1162	23	R	r	NN
stanford-ai-2021	1162	24	7	7	CD
stanford-ai-2021	1162	25	P	p	NN
stanford-ai-2021	1162	26	R	r	NN
stanford-ai-2021	1162	27	E	e	NN
stanford-ai-2021	1162	28	V	v	NN
stanford-ai-2021	1162	29	I	i	NN
stanford-ai-2021	1162	30	E	e	NN
stanford-ai-2021	1162	31	W	W	NNP
stanford-ai-2021	1162	32	Artificial	Artificial	NNP
stanford-ai-2021	1162	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1162	34	Index	Index	NNP
stanford-ai-2021	1162	35	Report	Report	NNP
stanford-ai-2021	1162	36	2021	2021	CD
stanford-ai-2021	1162	37	USD	usd	NN
stanford-ai-2021	1162	38	1.5	1.5	CD
stanford-ai-2021	1162	39	billion	billion	CD
stanford-ai-2021	1162	40	agencies	agency	NNS
stanford-ai-2021	1162	41	spent	spend	VBN
stanford-ai-2021	1162	42	in	in	IN
stanford-ai-2021	1162	43	FY	FY	NNP
stanford-ai-2021	1162	44	2019	2019	CD
stanford-ai-2021	1162	45	(	(	-LRB-
stanford-ai-2021	1162	46	Figure	Figure	NNP
stanford-ai-2021	1162	47	7.3.3	7.3.3	CD
stanford-ai-2021	1162	48	)	)	-RRB-
stanford-ai-2021	1162	49	.	.	.
stanford-ai-2021	1163	1	AI	AI	NNP
stanford-ai-2021	1163	2	spending	spend	VBG
stanford-ai-2021	1163	3	in	in	IN
stanford-ai-2021	1163	4	2020	2020	CD
stanford-ai-2021	1163	5	was	be	VBD
stanford-ai-2021	1163	6	more	more	JJR
stanford-ai-2021	1163	7	than	than	IN
stanford-ai-2021	1163	8	six	six	CD
stanford-ai-2021	1163	9	times	time	NNS
stanford-ai-2021	1163	10	higher	high	JJR
stanford-ai-2021	1163	11	than	than	IN
stanford-ai-2021	1163	12	what	what	WP
stanford-ai-2021	1163	13	it	-PRON-	PRP
stanford-ai-2021	1163	14	was	be	VBD
stanford-ai-2021	1163	15	just	just	RB
stanford-ai-2021	1163	16	five	five	CD
stanford-ai-2021	1163	17	years	year	NNS
stanford-ai-2021	1163	18	ago	ago	RB
stanford-ai-2021	1163	19	—	—	:
stanford-ai-2021	1163	20	about	about	RB
stanford-ai-2021	1163	21	USD	usd	NN
stanford-ai-2021	1163	22	300	300	CD
stanford-ai-2021	1163	23	million	million	CD
stanford-ai-2021	1163	24	in	in	IN
stanford-ai-2021	1163	25	FY	FY	NNP
stanford-ai-2021	1163	26	2015	2015	CD
stanford-ai-2021	1163	27	.	.	.
stanford-ai-2021	1164	1	However	however	RB
stanford-ai-2021	1164	2	,	,	,
stanford-ai-2021	1164	3	to	to	TO
stanford-ai-2021	1164	4	put	put	VB
stanford-ai-2021	1164	5	this	this	DT
stanford-ai-2021	1164	6	in	in	IN
stanford-ai-2021	1164	7	perspective	perspective	NN
stanford-ai-2021	1164	8	,	,	,
stanford-ai-2021	1164	9	the	the	DT
stanford-ai-2021	1164	10	federal	federal	JJ
stanford-ai-2021	1164	11	government	government	NN
stanford-ai-2021	1164	12	spent	spend	VBD
stanford-ai-2021	1164	13	USD	USD	NNP
stanford-ai-2021	1164	14	682	682	CD
stanford-ai-2021	1164	15	billion	billion	CD
stanford-ai-2021	1164	16	on	on	IN
stanford-ai-2021	1164	17	contracts	contract	NNS
stanford-ai-2021	1164	18	in	in	IN
stanford-ai-2021	1164	19	FY	FY	NNP
stanford-ai-2021	1164	20	2020	2020	CD
stanford-ai-2021	1164	21	,	,	,
stanford-ai-2021	1164	22	so	so	RB
stanford-ai-2021	1164	23	AI	AI	NNP
stanford-ai-2021	1164	24	currently	currently	RB
stanford-ai-2021	1164	25	represents	represent	VBZ
stanford-ai-2021	1164	26	0.25	0.25	CD
stanford-ai-2021	1164	27	%	%	NN
stanford-ai-2021	1164	28	of	of	IN
stanford-ai-2021	1164	29	government	government	NN
stanford-ai-2021	1164	30	spending	spending	NN
stanford-ai-2021	1164	31	.	.	.
stanford-ai-2021	1165	1	Contract	contract	NN
stanford-ai-2021	1165	2	Spending	Spending	NNP
stanford-ai-2021	1165	3	by	by	IN
stanford-ai-2021	1165	4	Department	Department	NNP
stanford-ai-2021	1165	5	and	and	CC
stanford-ai-2021	1165	6	Agency	Agency	NNP
stanford-ai-2021	1165	7	Figure	Figure	NNP
stanford-ai-2021	1165	8	7.3.4	7.3.4	CD
stanford-ai-2021	1165	9	shows	show	VBZ
stanford-ai-2021	1165	10	that	that	IN
stanford-ai-2021	1165	11	in	in	IN
stanford-ai-2021	1165	12	FY	FY	NNP
stanford-ai-2021	1165	13	2020	2020	CD
stanford-ai-2021	1165	14	,	,	,
stanford-ai-2021	1165	15	the	the	DT
stanford-ai-2021	1165	16	DOD	DOD	NNP
stanford-ai-2021	1165	17	spent	spend	VBD
stanford-ai-2021	1165	18	more	more	RBR
stanford-ai-2021	1165	19	on	on	IN
stanford-ai-2021	1165	20	AI	AI	NNP
stanford-ai-2021	1165	21	-	-	HYPH
stanford-ai-2021	1165	22	related	relate	VBN
stanford-ai-2021	1165	23	contracts	contract	NNS
stanford-ai-2021	1165	24	than	than	IN
stanford-ai-2021	1165	25	any	any	DT
stanford-ai-2021	1165	26	other	other	JJ
stanford-ai-2021	1165	27	federal	federal	JJ
stanford-ai-2021	1165	28	department	department	NN
stanford-ai-2021	1165	29	or	or	CC
stanford-ai-2021	1165	30	agency	agency	NN
stanford-ai-2021	1165	31	(	(	-LRB-
stanford-ai-2021	1165	32	USD	usd	NN
stanford-ai-2021	1165	33	1.4	1.4	CD
stanford-ai-2021	1165	34	billion	billion	CD
stanford-ai-2021	1165	35	)	)	-RRB-
stanford-ai-2021	1165	36	.	.	.
stanford-ai-2021	1166	1	In	in	IN
stanford-ai-2021	1166	2	second	second	JJ
stanford-ai-2021	1166	3	and	and	CC
stanford-ai-2021	1166	4	third	third	JJ
stanford-ai-2021	1166	5	place	place	NN
stanford-ai-2021	1166	6	are	be	VBP
stanford-ai-2021	1166	7	NASA	NASA	NNP
stanford-ai-2021	1166	8	(	(	-LRB-
stanford-ai-2021	1166	9	USD	usd	NN
stanford-ai-2021	1166	10	139.1	139.1	CD
stanford-ai-2021	1166	11	million	million	CD
stanford-ai-2021	1166	12	)	)	-RRB-
stanford-ai-2021	1166	13	and	and	CC
stanford-ai-2021	1166	14	the	the	DT
stanford-ai-2021	1166	15	Department	Department	NNP
stanford-ai-2021	1166	16	of	of	IN
stanford-ai-2021	1166	17	Homeland	Homeland	NNP
stanford-ai-2021	1166	18	Security	Security	NNP
stanford-ai-2021	1166	19	(	(	-LRB-
stanford-ai-2021	1166	20	USD	usd	NN
stanford-ai-2021	1166	21	112.3	112.3	CD
stanford-ai-2021	1166	22	million	million	CD
stanford-ai-2021	1166	23	)	)	-RRB-
stanford-ai-2021	1166	24	.	.	.
stanford-ai-2021	1167	1	DOD	DOD	NNP
stanford-ai-2021	1167	2	,	,	,
stanford-ai-2021	1167	3	NASA	NASA	NNP
stanford-ai-2021	1167	4	,	,	,
stanford-ai-2021	1167	5	and	and	CC
stanford-ai-2021	1167	6	the	the	DT
stanford-ai-2021	1167	7	Department	Department	NNP
stanford-ai-2021	1167	8	of	of	IN
stanford-ai-2021	1167	9	Health	Health	NNP
stanford-ai-2021	1167	10	and	and	CC
stanford-ai-2021	1167	11	Human	Human	NNP
stanford-ai-2021	1167	12	Services	Services	NNPS
stanford-ai-2021	1167	13	top	top	VBP
stanford-ai-2021	1167	14	the	the	DT
stanford-ai-2021	1167	15	list	list	NN
stanford-ai-2021	1167	16	for	for	IN
stanford-ai-2021	1167	17	the	the	DT
stanford-ai-2021	1167	18	most	most	JJS
stanford-ai-2021	1167	19	contract	contract	NN
stanford-ai-2021	1167	20	spending	spending	NN
stanford-ai-2021	1167	21	on	on	IN
stanford-ai-2021	1167	22	AI	AI	NNP
stanford-ai-2021	1167	23	over	over	IN
stanford-ai-2021	1167	24	the	the	DT
stanford-ai-2021	1167	25	past	past	JJ
stanford-ai-2021	1167	26	10	10	CD
stanford-ai-2021	1167	27	years	year	NNS
stanford-ai-2021	1167	28	combined	combine	VBN
stanford-ai-2021	1167	29	(	(	-LRB-
stanford-ai-2021	1167	30	Figure	Figure	NNP
stanford-ai-2021	1167	31	7.3.5	7.3.5	NNP
stanford-ai-2021	1167	32	)	)	-RRB-
stanford-ai-2021	1167	33	.	.	.
stanford-ai-2021	1168	1	In	in	IN
stanford-ai-2021	1168	2	fact	fact	NN
stanford-ai-2021	1168	3	,	,	,
stanford-ai-2021	1168	4	DOD	DOD	NNP
stanford-ai-2021	1168	5	’s	’s	POS
stanford-ai-2021	1168	6	total	total	JJ
stanford-ai-2021	1168	7	contract	contract	NN
stanford-ai-2021	1168	8	spending	spending	NN
stanford-ai-2021	1168	9	on	on	IN
stanford-ai-2021	1168	10	AI	AI	NNP
stanford-ai-2021	1168	11	from	from	IN
stanford-ai-2021	1168	12	2001	2001	CD
stanford-ai-2021	1168	13	to	to	IN
stanford-ai-2021	1168	14	2020	2020	CD
stanford-ai-2021	1168	15	(	(	-LRB-
stanford-ai-2021	1168	16	USD	usd	NN
stanford-ai-2021	1168	17	3.9	3.9	CD
stanford-ai-2021	1168	18	billion	billion	CD
stanford-ai-2021	1168	19	)	)	-RRB-
stanford-ai-2021	1168	20	is	be	VBZ
stanford-ai-2021	1168	21	more	more	JJR
stanford-ai-2021	1168	22	than	than	IN
stanford-ai-2021	1168	23	what	what	WP
stanford-ai-2021	1168	24	was	be	VBD
stanford-ai-2021	1168	25	spent	spend	VBN
stanford-ai-2021	1168	26	by	by	IN
stanford-ai-2021	1168	27	the	the	DT
stanford-ai-2021	1168	28	other	other	JJ
stanford-ai-2021	1168	29	44	44	CD
stanford-ai-2021	1168	30	departments	department	NNS
stanford-ai-2021	1168	31	and	and	CC
stanford-ai-2021	1168	32	agencies	agency	NNS
stanford-ai-2021	1168	33	combined	combine	VBN
stanford-ai-2021	1168	34	(	(	-LRB-
stanford-ai-2021	1168	35	USD	usd	NN
stanford-ai-2021	1168	36	2.9	2.9	CD
stanford-ai-2021	1168	37	billion	billion	CD
stanford-ai-2021	1168	38	)	)	-RRB-
stanford-ai-2021	1168	39	over	over	IN
stanford-ai-2021	1168	40	the	the	DT
stanford-ai-2021	1168	41	same	same	JJ
stanford-ai-2021	1168	42	period	period	NN
stanford-ai-2021	1168	43	.	.	.
stanford-ai-2021	1169	1	Looking	look	VBG
stanford-ai-2021	1169	2	ahead	ahead	RB
stanford-ai-2021	1169	3	,	,	,
stanford-ai-2021	1169	4	DOD	DOD	NNP
stanford-ai-2021	1169	5	spending	spend	VBG
stanford-ai-2021	1169	6	on	on	IN
stanford-ai-2021	1169	7	AI	AI	NNP
stanford-ai-2021	1169	8	contracts	contract	NNS
stanford-ai-2021	1169	9	is	be	VBZ
stanford-ai-2021	1169	10	only	only	RB
stanford-ai-2021	1169	11	expected	expect	VBN
stanford-ai-2021	1169	12	to	to	TO
stanford-ai-2021	1169	13	grow	grow	VB
stanford-ai-2021	1169	14	as	as	IN
stanford-ai-2021	1169	15	the	the	DT
stanford-ai-2021	1169	16	Pentagon	Pentagon	NNP
stanford-ai-2021	1169	17	’s	’s	,
stanford-ai-2021	1169	18	Joint	Joint	NNP
stanford-ai-2021	1169	19	Artificial	Artificial	NNP
stanford-ai-2021	1169	20	Intelligence	Intelligence	NNP
stanford-ai-2021	1169	21	Center	Center	NNP
stanford-ai-2021	1169	22	(	(	-LRB-
stanford-ai-2021	1169	23	JAIC	JAIC	NNP
stanford-ai-2021	1169	24	)	)	-RRB-
stanford-ai-2021	1169	25	,	,	,
stanford-ai-2021	1169	26	established	establish	VBN
stanford-ai-2021	1169	27	in	in	IN
stanford-ai-2021	1169	28	June	June	NNP
stanford-ai-2021	1169	29	2018	2018	CD
stanford-ai-2021	1169	30	,	,	,
stanford-ai-2021	1169	31	is	be	VBZ
stanford-ai-2021	1169	32	20	20	CD
stanford-ai-2021	1169	33	0	0	CD
stanford-ai-2021	1169	34	1	1	CD
stanford-ai-2021	1169	35	20	20	CD
stanford-ai-2021	1169	36	0	0	CD
stanford-ai-2021	1169	37	2	2	CD
stanford-ai-2021	1169	38	20	20	CD
stanford-ai-2021	1169	39	0	0	CD
stanford-ai-2021	1169	40	3	3	CD
stanford-ai-2021	1169	41	20	20	CD
stanford-ai-2021	1169	42	0	0	CD
stanford-ai-2021	1169	43	4	4	CD
stanford-ai-2021	1169	44	20	20	CD
stanford-ai-2021	1169	45	0	0	CD
stanford-ai-2021	1169	46	5	5	CD
stanford-ai-2021	1169	47	20	20	CD
stanford-ai-2021	1169	48	0	0	CD
stanford-ai-2021	1169	49	6	6	CD
stanford-ai-2021	1169	50	20	20	CD
stanford-ai-2021	1169	51	0	0	CD
stanford-ai-2021	1169	52	7	7	CD
stanford-ai-2021	1169	53	20	20	CD
stanford-ai-2021	1169	54	0	0	CD
stanford-ai-2021	1169	55	8	8	CD
stanford-ai-2021	1169	56	20	20	CD
stanford-ai-2021	1169	57	0	0	CD
stanford-ai-2021	1169	58	9	9	CD
stanford-ai-2021	1169	59	20	20	CD
stanford-ai-2021	1169	60	10	10	CD
stanford-ai-2021	1169	61	20	20	CD
stanford-ai-2021	1169	62	11	11	CD
stanford-ai-2021	1169	63	20	20	CD
stanford-ai-2021	1169	64	12	12	CD
stanford-ai-2021	1169	65	20	20	CD
stanford-ai-2021	1169	66	13	13	CD
stanford-ai-2021	1169	67	20	20	CD
stanford-ai-2021	1169	68	14	14	CD
stanford-ai-2021	1169	69	20	20	CD
stanford-ai-2021	1169	70	15	15	CD
stanford-ai-2021	1169	71	20	20	CD
stanford-ai-2021	1169	72	16	16	CD
stanford-ai-2021	1169	73	20	20	CD
stanford-ai-2021	1169	74	17	17	CD
stanford-ai-2021	1169	75	20	20	CD
stanford-ai-2021	1169	76	18	18	CD
stanford-ai-2021	1169	77	20	20	CD
stanford-ai-2021	1169	78	19	19	CD
stanford-ai-2021	1169	79	20	20	CD
stanford-ai-2021	1169	80	20	20	CD
stanford-ai-2021	1169	81	0	0	CD
stanford-ai-2021	1169	82	500	500	CD
stanford-ai-2021	1169	83	1,000	1,000	CD
stanford-ai-2021	1169	84	1,500	1,500	CD
stanford-ai-2021	1169	85	2,000	2,000	CD
stanford-ai-2021	1169	86	C	c	NN
stanford-ai-2021	1169	87	o	o	NN
stanford-ai-2021	1169	88	n	n	NN
stanford-ai-2021	1169	89	tr	tr	NN
stanford-ai-2021	1169	90	ac	ac	NNP
stanford-ai-2021	1169	91	t	t	NNP
stanford-ai-2021	1169	92	S	S	NNP
stanford-ai-2021	1169	93	p	p	NN
stanford-ai-2021	1169	94	e	e	NN
stanford-ai-2021	1169	95	n	n	NN
stanford-ai-2021	1169	96	d	d	NN
stanford-ai-2021	1169	97	in	in	IN
stanford-ai-2021	1169	98	g	g	NNP
stanford-ai-2021	1169	99	(	(	-LRB-
stanford-ai-2021	1169	100	in	in	IN
stanford-ai-2021	1169	101	M	M	NNP
stanford-ai-2021	1169	102	ill	ill	NNP
stanford-ai-2021	1169	103	io	io	NNP
stanford-ai-2021	1169	104	n	n	NNP
stanford-ai-2021	1169	105	s	s	NNP
stanford-ai-2021	1169	106	o	o	NNP
stanford-ai-2021	1169	107	f	f	NNP
stanford-ai-2021	1169	108	U	u	NN
stanford-ai-2021	1169	109	.S	.S	.
stanford-ai-2021	1169	110	.	.	.
stanford-ai-2021	1170	1	D	D	NNP
stanford-ai-2021	1170	2	o	o	NN
stanford-ai-2021	1170	3	lla	lla	NN
stanford-ai-2021	1170	4	rs	rs	NN
stanford-ai-2021	1170	5	)	)	-RRB-
stanford-ai-2021	1170	6	1,837	1,837	CD
stanford-ai-2021	1170	7	U.S.	U.S.	NNP
stanford-ai-2021	1170	8	GOVERNMENT	GOVERNMENT	NNP
stanford-ai-2021	1170	9	TOTAL	total	JJ
stanford-ai-2021	1170	10	CONTRACT	contract	JJ
stanford-ai-2021	1170	11	SPENDING	spending	NN
stanford-ai-2021	1170	12	on	on	IN
stanford-ai-2021	1170	13	AI	AI	NNP
stanford-ai-2021	1170	14	,	,	,
stanford-ai-2021	1170	15	FY	FY	NNP
stanford-ai-2021	1170	16	2001	2001	CD
stanford-ai-2021	1170	17	-	-	SYM
stanford-ai-2021	1170	18	20	20	CD
stanford-ai-2021	1170	19	Source	source	NN
stanford-ai-2021	1170	20	:	:	:
stanford-ai-2021	1170	21	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1170	22	Government	Government	NNP
stanford-ai-2021	1170	23	,	,	,
stanford-ai-2021	1170	24	2020	2020	CD
stanford-ai-2021	1170	25	|	|	NNP
stanford-ai-2021	1170	26	Chart	Chart	NNP
stanford-ai-2021	1170	27	:	:	:
stanford-ai-2021	1170	28	2021	2021	CD
stanford-ai-2021	1170	29	AI	AI	NNP
stanford-ai-2021	1170	30	Index	Index	NNP
stanford-ai-2021	1170	31	Report	Report	NNP
stanford-ai-2021	1170	32	Figure	Figure	NNP
stanford-ai-2021	1170	33	7.3.3	7.3.3	NNP
stanford-ai-2021	1170	34	C	c	NN
stanford-ai-2021	1170	35	H	h	NN
stanford-ai-2021	1170	36	A	a	NN
stanford-ai-2021	1170	37	P	p	NN
stanford-ai-2021	1170	38	T	t	NN
stanford-ai-2021	1170	39	E	e	NN
stanford-ai-2021	1170	40	R	r	NN
stanford-ai-2021	1170	41	7	7	CD
stanford-ai-2021	1170	42	:	:	:
stanford-ai-2021	1170	43	A	a	DT
stanford-ai-2021	1170	44	I	i	NN
stanford-ai-2021	1170	45	P	p	NN
stanford-ai-2021	1170	46	O	o	NN
stanford-ai-2021	1170	47	L	l	NN
stanford-ai-2021	1170	48	I	i	NN
stanford-ai-2021	1170	49	C	c	NN
stanford-ai-2021	1170	50	Y	Y	NNP
stanford-ai-2021	1170	51	A	a	NN
stanford-ai-2021	1170	52	N	n	NN
stanford-ai-2021	1170	53	D	d	NN
stanford-ai-2021	1170	54	N	n	NN
stanford-ai-2021	1170	55	AT	at	IN
stanford-ai-2021	1170	56	I	i	NN
stanford-ai-2021	1170	57	O	o	NN
stanford-ai-2021	1170	58	N	n	NN
stanford-ai-2021	1170	59	A	a	NN
stanford-ai-2021	1170	60	L	l	NN
stanford-ai-2021	1170	61	S	s	NN
stanford-ai-2021	1170	62	T	t	NN
stanford-ai-2021	1170	63	R	r	NN
stanford-ai-2021	1170	64	AT	at	NN
stanford-ai-2021	1170	65	E	e	NN
stanford-ai-2021	1170	66	G	g	NN
stanford-ai-2021	1170	67	I	i	NN
stanford-ai-2021	1170	68	E	e	NN
stanford-ai-2021	1170	69	S	s	NN
stanford-ai-2021	1170	70	7	7	CD
stanford-ai-2021	1170	71	.	.	.
stanford-ai-2021	1171	1	3	3	CD
stanford-ai-2021	1171	2	U.	U.	NNP
stanford-ai-2021	1172	1	S	s	NN
stanford-ai-2021	1172	2	.	.	.
stanford-ai-2021	1173	1	P	p	NN
stanford-ai-2021	1173	2	U	U	NNP
stanford-ai-2021	1173	3	B	B	NNP
stanford-ai-2021	1173	4	L	L	NNP
stanford-ai-2021	1173	5	I	i	NN
stanford-ai-2021	1173	6	C	c	NN
stanford-ai-2021	1173	7	I	i	NN
stanford-ai-2021	1173	8	N	n	NN
stanford-ai-2021	1173	9	V	v	NN
stanford-ai-2021	1173	10	E	e	NN
stanford-ai-2021	1173	11	S	s	NN
stanford-ai-2021	1173	12	T	t	NN
stanford-ai-2021	1173	13	M	m	NN
stanford-ai-2021	1173	14	E	e	NN
stanford-ai-2021	1173	15	N	n	NN
stanford-ai-2021	1173	16	T	t	NN
stanford-ai-2021	1173	17	I	i	NN
stanford-ai-2021	1173	18	N	n	NN
stanford-ai-2021	1173	19	A	a	NN
stanford-ai-2021	1173	20	I	i	NN
stanford-ai-2021	1173	21	U.	u.	NN
stanford-ai-2021	1174	1	S	s	NN
stanford-ai-2021	1174	2	.	.	.
stanford-ai-2021	1175	1	G	g	NN
stanford-ai-2021	1175	2	O	o	NN
stanford-ai-2021	1175	3	V	v	NN
stanford-ai-2021	1175	4	E	e	NN
stanford-ai-2021	1175	5	R	r	NN
stanford-ai-2021	1175	6	N	n	NN
stanford-ai-2021	1175	7	M	m	NN
stanford-ai-2021	1175	8	E	e	NN
stanford-ai-2021	1175	9	N	n	NN
stanford-ai-2021	1175	10	T	t	NN
stanford-ai-2021	1175	11	A	a	NN
stanford-ai-2021	1175	12	I	i	NN
stanford-ai-2021	1175	13	-	-	HYPH
stanford-ai-2021	1175	14	R	r	NN
stanford-ai-2021	1175	15	E	e	NN
stanford-ai-2021	1175	16	L	l	NN
stanford-ai-2021	1175	17	AT	at	NN
stanford-ai-2021	1175	18	E	e	NN
stanford-ai-2021	1175	19	D	d	NN
stanford-ai-2021	1175	20	C	c	NN
stanford-ai-2021	1175	21	O	o	NN
stanford-ai-2021	1175	22	N	n	NN
stanford-ai-2021	1175	23	T	t	NN
stanford-ai-2021	1175	24	R	r	NN
stanford-ai-2021	1175	25	AC	ac	NN
stanford-ai-2021	1175	26	T	t	NN
stanford-ai-2021	1175	27	S	s	NN
stanford-ai-2021	1175	28	P	p	NN
stanford-ai-2021	1175	29	E	e	NN
stanford-ai-2021	1175	30	N	n	NN
stanford-ai-2021	1175	31	D	d	NN
stanford-ai-2021	1175	32	I	i	NN
stanford-ai-2021	1175	33	N	n	NN
stanford-ai-2021	1175	34	G	g	NN
stanford-ai-2021	1175	35	Another	another	DT
stanford-ai-2021	1175	36	indicator	indicator	NN
stanford-ai-2021	1175	37	of	of	IN
stanford-ai-2021	1175	38	public	public	JJ
stanford-ai-2021	1175	39	investment	investment	NN
stanford-ai-2021	1175	40	in	in	IN
stanford-ai-2021	1175	41	AI	AI	NNP
stanford-ai-2021	1175	42	technologies	technology	NNS
stanford-ai-2021	1175	43	is	be	VBZ
stanford-ai-2021	1175	44	the	the	DT
stanford-ai-2021	1175	45	level	level	NN
stanford-ai-2021	1175	46	of	of	IN
stanford-ai-2021	1175	47	spending	spend	VBG
stanford-ai-2021	1175	48	on	on	IN
stanford-ai-2021	1175	49	government	government	NN
stanford-ai-2021	1175	50	contracts	contract	NNS
stanford-ai-2021	1175	51	across	across	IN
stanford-ai-2021	1175	52	the	the	DT
stanford-ai-2021	1175	53	federal	federal	JJ
stanford-ai-2021	1175	54	government	government	NN
stanford-ai-2021	1175	55	.	.	.
stanford-ai-2021	1176	1	Contracting	contract	VBG
stanford-ai-2021	1176	2	for	for	IN
stanford-ai-2021	1176	3	products	product	NNS
stanford-ai-2021	1176	4	and	and	CC
stanford-ai-2021	1176	5	services	service	NNS
stanford-ai-2021	1176	6	supplied	supply	VBN
stanford-ai-2021	1176	7	by	by	IN
stanford-ai-2021	1176	8	private	private	JJ
stanford-ai-2021	1176	9	businesses	business	NNS
stanford-ai-2021	1176	10	typically	typically	RB
stanford-ai-2021	1176	11	occupies	occupy	VBZ
stanford-ai-2021	1176	12	the	the	DT
stanford-ai-2021	1176	13	largest	large	JJS
stanford-ai-2021	1176	14	share	share	NN
stanford-ai-2021	1176	15	of	of	IN
stanford-ai-2021	1176	16	an	an	DT
stanford-ai-2021	1176	17	agency	agency	NN
stanford-ai-2021	1176	18	’s	’s	POS
stanford-ai-2021	1176	19	budget	budget	NN
stanford-ai-2021	1176	20	.	.	.
stanford-ai-2021	1177	1	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1177	2	Government	Government	NNP
stanford-ai-2021	1177	3	built	build	VBD
stanford-ai-2021	1177	4	a	a	DT
stanford-ai-2021	1177	5	model	model	NN
stanford-ai-2021	1177	6	that	that	WDT
stanford-ai-2021	1177	7	captures	capture	VBZ
stanford-ai-2021	1177	8	contract	contract	VBP
stanford-ai-2021	1177	9	spending	spending	NN
stanford-ai-2021	1177	10	on	on	IN
stanford-ai-2021	1177	11	AI	AI	NNP
stanford-ai-2021	1177	12	technologies	technology	NNS
stanford-ai-2021	1177	13	by	by	IN
stanford-ai-2021	1177	14	adding	add	VBG
stanford-ai-2021	1177	15	up	up	RP
stanford-ai-2021	1177	16	all	all	DT
stanford-ai-2021	1177	17	contracting	contracting	NN
stanford-ai-2021	1177	18	transactions	transaction	NNS
stanford-ai-2021	1177	19	that	that	WDT
stanford-ai-2021	1177	20	contain	contain	VBP
stanford-ai-2021	1177	21	a	a	DT
stanford-ai-2021	1177	22	set	set	NN
stanford-ai-2021	1177	23	of	of	IN
stanford-ai-2021	1177	24	more	more	JJR
stanford-ai-2021	1177	25	than	than	IN
stanford-ai-2021	1177	26	100	100	CD
stanford-ai-2021	1177	27	AI	ai	NN
stanford-ai-2021	1177	28	-	-	HYPH
stanford-ai-2021	1177	29	specific	specific	JJ
stanford-ai-2021	1177	30	keywords	keyword	NNS
stanford-ai-2021	1177	31	in	in	IN
stanford-ai-2021	1177	32	their	-PRON-	PRP$
stanford-ai-2021	1177	33	titles	title	NNS
stanford-ai-2021	1177	34	or	or	CC
stanford-ai-2021	1177	35	descriptions	description	NNS
stanford-ai-2021	1177	36	.	.	.
stanford-ai-2021	1178	1	The	the	DT
stanford-ai-2021	1178	2	data	datum	NNS
stanford-ai-2021	1178	3	reveals	reveal	VBZ
stanford-ai-2021	1178	4	that	that	IN
stanford-ai-2021	1178	5	the	the	DT
stanford-ai-2021	1178	6	amount	amount	NN
stanford-ai-2021	1178	7	the	the	DT
stanford-ai-2021	1178	8	federal	federal	JJ
stanford-ai-2021	1178	9	government	government	NN
stanford-ai-2021	1178	10	spends	spend	VBZ
stanford-ai-2021	1178	11	on	on	IN
stanford-ai-2021	1178	12	contracts	contract	NNS
stanford-ai-2021	1178	13	for	for	IN
stanford-ai-2021	1178	14	AI	AI	NNP
stanford-ai-2021	1178	15	products	product	NNS
stanford-ai-2021	1178	16	and	and	CC
stanford-ai-2021	1178	17	services	service	NNS
stanford-ai-2021	1178	18	has	have	VBZ
stanford-ai-2021	1178	19	reached	reach	VBN
stanford-ai-2021	1178	20	an	an	DT
stanford-ai-2021	1178	21	all	all	DT
stanford-ai-2021	1178	22	-	-	HYPH
stanford-ai-2021	1178	23	time	time	NN
stanford-ai-2021	1178	24	high	high	JJ
stanford-ai-2021	1178	25	and	and	CC
stanford-ai-2021	1178	26	shows	show	VBZ
stanford-ai-2021	1178	27	no	no	DT
stanford-ai-2021	1178	28	sign	sign	NN
stanford-ai-2021	1178	29	of	of	IN
stanford-ai-2021	1178	30	slowing	slow	VBG
stanford-ai-2021	1178	31	down	down	RP
stanford-ai-2021	1178	32	.	.	.
stanford-ai-2021	1179	1	However	however	RB
stanford-ai-2021	1179	2	,	,	,
stanford-ai-2021	1179	3	note	note	VB
stanford-ai-2021	1179	4	that	that	IN
stanford-ai-2021	1179	5	during	during	IN
stanford-ai-2021	1179	6	the	the	DT
stanford-ai-2021	1179	7	procurement	procurement	NN
stanford-ai-2021	1179	8	process	process	NN
stanford-ai-2021	1179	9	,	,	,
stanford-ai-2021	1179	10	vendors	vendor	NNS
stanford-ai-2021	1179	11	may	may	MD
stanford-ai-2021	1179	12	add	add	VB
stanford-ai-2021	1179	13	a	a	DT
stanford-ai-2021	1179	14	bunch	bunch	NN
stanford-ai-2021	1179	15	of	of	IN
stanford-ai-2021	1179	16	keywords	keyword	NNS
stanford-ai-2021	1179	17	into	into	IN
stanford-ai-2021	1179	18	their	-PRON-	PRP$
stanford-ai-2021	1179	19	applications	application	NNS
stanford-ai-2021	1179	20	,	,	,
stanford-ai-2021	1179	21	so	so	CC
stanford-ai-2021	1179	22	some	some	DT
stanford-ai-2021	1179	23	of	of	IN
stanford-ai-2021	1179	24	these	these	DT
stanford-ai-2021	1179	25	things	thing	NNS
stanford-ai-2021	1179	26	may	may	MD
stanford-ai-2021	1179	27	have	have	VB
stanford-ai-2021	1179	28	a	a	DT
stanford-ai-2021	1179	29	relatively	relatively	RB
stanford-ai-2021	1179	30	small	small	JJ
stanford-ai-2021	1179	31	AI	AI	NNP
stanford-ai-2021	1179	32	component	component	NN
stanford-ai-2021	1179	33	relative	relative	JJ
stanford-ai-2021	1179	34	to	to	IN
stanford-ai-2021	1179	35	other	other	JJ
stanford-ai-2021	1179	36	parts	part	NNS
stanford-ai-2021	1179	37	of	of	IN
stanford-ai-2021	1179	38	technology	technology	NN
stanford-ai-2021	1179	39	.	.	.
stanford-ai-2021	1180	1	Total	total	JJ
stanford-ai-2021	1180	2	Contract	Contract	NNP
stanford-ai-2021	1180	3	Spending	spend	VBG
stanford-ai-2021	1180	4	Federal	Federal	NNP
stanford-ai-2021	1180	5	departments	department	NNS
stanford-ai-2021	1180	6	and	and	CC
stanford-ai-2021	1180	7	agencies	agency	NNS
stanford-ai-2021	1180	8	spent	spend	VBD
stanford-ai-2021	1180	9	a	a	DT
stanford-ai-2021	1180	10	combined	combined	JJ
stanford-ai-2021	1180	11	USD	usd	NN
stanford-ai-2021	1180	12	1.8	1.8	CD
stanford-ai-2021	1180	13	billion	billion	CD
stanford-ai-2021	1180	14	on	on	IN
stanford-ai-2021	1180	15	unclassified	unclassified	JJ
stanford-ai-2021	1180	16	AI	ai	NN
stanford-ai-2021	1180	17	-	-	HYPH
stanford-ai-2021	1180	18	related	relate	VBN
stanford-ai-2021	1180	19	contracts	contract	NNS
stanford-ai-2021	1180	20	in	in	IN
stanford-ai-2021	1180	21	FY	FY	NNP
stanford-ai-2021	1180	22	2020	2020	CD
stanford-ai-2021	1180	23	.	.	.
stanford-ai-2021	1181	1	This	this	DT
stanford-ai-2021	1181	2	represents	represent	VBZ
stanford-ai-2021	1181	3	a	a	DT
stanford-ai-2021	1181	4	more	more	JJR
stanford-ai-2021	1181	5	than	than	IN
stanford-ai-2021	1181	6	25	25	CD
stanford-ai-2021	1181	7	%	%	NN
stanford-ai-2021	1181	8	increase	increase	NN
stanford-ai-2021	1181	9	from	from	IN
stanford-ai-2021	1181	10	the	the	DT
stanford-ai-2021	1181	11	TA	TA	NNP
stanford-ai-2021	1181	12	B	B	NNP
stanford-ai-2021	1181	13	L	l	NN
stanford-ai-2021	1181	14	E	e	NN
stanford-ai-2021	1181	15	O	o	NN
stanford-ai-2021	1181	16	F	f	NN
stanford-ai-2021	1181	17	C	c	NN
stanford-ai-2021	1181	18	O	o	NN
stanford-ai-2021	1181	19	N	n	NN
stanford-ai-2021	1181	20	T	t	NN
stanford-ai-2021	1181	21	E	e	NN
stanford-ai-2021	1181	22	N	n	NN
stanford-ai-2021	1181	23	T	t	NN
stanford-ai-2021	1181	24	S	s	NN
stanford-ai-2021	1181	25	1	1	CD
stanford-ai-2021	1181	26	70C	70c	CD
stanford-ai-2021	1181	27	H	h	NN
stanford-ai-2021	1181	28	A	a	NN
stanford-ai-2021	1181	29	P	p	NN
stanford-ai-2021	1181	30	T	t	NN
stanford-ai-2021	1181	31	E	e	NN
stanford-ai-2021	1181	32	R	r	NN
stanford-ai-2021	1181	33	7	7	CD
stanford-ai-2021	1181	34	P	p	NN
stanford-ai-2021	1181	35	R	r	NN
stanford-ai-2021	1181	36	E	e	NN
stanford-ai-2021	1181	37	V	v	NN
stanford-ai-2021	1181	38	I	i	NN
stanford-ai-2021	1181	39	E	e	NN
stanford-ai-2021	1181	40	W	W	NNP
stanford-ai-2021	1181	41	Artificial	Artificial	NNP
stanford-ai-2021	1181	42	Intelligence	Intelligence	NNP
stanford-ai-2021	1181	43	Index	Index	NNP
stanford-ai-2021	1181	44	Report	Report	NNP
stanford-ai-2021	1181	45	2021	2021	CD
stanford-ai-2021	1181	46	0	0	CD
stanford-ai-2021	1181	47	500	500	CD
stanford-ai-2021	1181	48	1000	1000	CD
stanford-ai-2021	1181	49	1500	1500	CD
stanford-ai-2021	1181	50	2000	2000	CD
stanford-ai-2021	1181	51	2500	2500	CD
stanford-ai-2021	1181	52	3000	3000	CD
stanford-ai-2021	1181	53	3500	3500	CD
stanford-ai-2021	1181	54	4000	4000	CD
stanford-ai-2021	1181	55	Contract	Contract	NNP
stanford-ai-2021	1181	56	Spending	spending	NN
stanford-ai-2021	1181	57	(	(	-LRB-
stanford-ai-2021	1181	58	in	in	IN
stanford-ai-2021	1181	59	Millions	million	NNS
stanford-ai-2021	1181	60	of	of	IN
stanford-ai-2021	1181	61	U.S.	U.S.	NNP
stanford-ai-2021	1182	1	Dollars	dollar	NNS
stanford-ai-2021	1182	2	)	)	-RRB-
stanford-ai-2021	1182	3	Department	Department	NNP
stanford-ai-2021	1182	4	of	of	IN
stanford-ai-2021	1182	5	Defense	Defense	NNP
stanford-ai-2021	1182	6	(	(	-LRB-
stanford-ai-2021	1182	7	DOD	DOD	NNP
stanford-ai-2021	1182	8	)	)	-RRB-
stanford-ai-2021	1182	9	National	National	NNP
stanford-ai-2021	1182	10	Aeronautics	Aeronautics	NNP
stanford-ai-2021	1182	11	and	and	CC
stanford-ai-2021	1182	12	Space	Space	NNP
stanford-ai-2021	1182	13	Administration	Administration	NNP
stanford-ai-2021	1182	14	(	(	-LRB-
stanford-ai-2021	1182	15	NASA	NASA	NNP
stanford-ai-2021	1182	16	)	)	-RRB-
stanford-ai-2021	1182	17	Department	Department	NNP
stanford-ai-2021	1182	18	of	of	IN
stanford-ai-2021	1182	19	Health	Health	NNP
stanford-ai-2021	1182	20	and	and	CC
stanford-ai-2021	1182	21	Human	Human	NNP
stanford-ai-2021	1182	22	Services	Services	NNPS
stanford-ai-2021	1182	23	(	(	-LRB-
stanford-ai-2021	1182	24	HHS	HHS	NNP
stanford-ai-2021	1182	25	)	)	-RRB-
stanford-ai-2021	1182	26	Department	Department	NNP
stanford-ai-2021	1182	27	of	of	IN
stanford-ai-2021	1182	28	the	the	DT
stanford-ai-2021	1182	29	Treasury	Treasury	NNP
stanford-ai-2021	1182	30	(	(	-LRB-
stanford-ai-2021	1182	31	TREAS	TREAS	NNP
stanford-ai-2021	1182	32	)	)	-RRB-
stanford-ai-2021	1182	33	Department	Department	NNP
stanford-ai-2021	1182	34	of	of	IN
stanford-ai-2021	1182	35	Homeland	Homeland	NNP
stanford-ai-2021	1182	36	Security	Security	NNP
stanford-ai-2021	1182	37	(	(	-LRB-
stanford-ai-2021	1182	38	DHS	DHS	NNP
stanford-ai-2021	1182	39	)	)	-RRB-
stanford-ai-2021	1182	40	Department	Department	NNP
stanford-ai-2021	1182	41	of	of	IN
stanford-ai-2021	1182	42	Veterans	Veterans	NNPS
stanford-ai-2021	1182	43	A	A	NNP
stanford-ai-2021	1182	44	airs	air	NNS
stanford-ai-2021	1182	45	(	(	-LRB-
stanford-ai-2021	1182	46	VA	VA	NNP
stanford-ai-2021	1182	47	)	)	-RRB-
stanford-ai-2021	1182	48	Department	Department	NNP
stanford-ai-2021	1182	49	of	of	IN
stanford-ai-2021	1182	50	Commerce	Commerce	NNP
stanford-ai-2021	1182	51	(	(	-LRB-
stanford-ai-2021	1182	52	DOC	DOC	NNP
stanford-ai-2021	1182	53	)	)	-RRB-
stanford-ai-2021	1182	54	Department	Department	NNP
stanford-ai-2021	1182	55	of	of	IN
stanford-ai-2021	1182	56	Agriculture	Agriculture	NNP
stanford-ai-2021	1182	57	(	(	-LRB-
stanford-ai-2021	1182	58	USDA	USDA	NNP
stanford-ai-2021	1182	59	)	)	-RRB-
stanford-ai-2021	1182	60	General	General	NNP
stanford-ai-2021	1182	61	Services	Services	NNPS
stanford-ai-2021	1182	62	Administration	Administration	NNP
stanford-ai-2021	1182	63	(	(	-LRB-
stanford-ai-2021	1182	64	GSA	GSA	NNP
stanford-ai-2021	1182	65	)	)	-RRB-
stanford-ai-2021	1182	66	Department	Department	NNP
stanford-ai-2021	1182	67	of	of	IN
stanford-ai-2021	1182	68	State	State	NNP
stanford-ai-2021	1182	69	(	(	-LRB-
stanford-ai-2021	1182	70	DOS	DOS	NNP
stanford-ai-2021	1182	71	)	)	-RRB-
stanford-ai-2021	1182	72	TOP	TOP	NNP
stanford-ai-2021	1182	73	10	10	CD
stanford-ai-2021	1182	74	CONTRACT	contract	NN
stanford-ai-2021	1182	75	SPENDING	spending	NN
stanford-ai-2021	1182	76	on	on	IN
stanford-ai-2021	1182	77	AI	AI	NNP
stanford-ai-2021	1182	78	by	by	IN
stanford-ai-2021	1182	79	U.S.	U.S.	NNP
stanford-ai-2021	1182	80	GOVERNMENT	GOVERNMENT	NNP
stanford-ai-2021	1182	81	DEPARTMENT	DEPARTMENT	NNP
stanford-ai-2021	1182	82	and	and	CC
stanford-ai-2021	1182	83	AGENCY	AGENCY	NNP
stanford-ai-2021	1182	84	,	,	,
stanford-ai-2021	1182	85	2001	2001	CD
stanford-ai-2021	1182	86	-	-	SYM
stanford-ai-2021	1182	87	20	20	CD
stanford-ai-2021	1182	88	(	(	-LRB-
stanford-ai-2021	1182	89	SUM	sum	NN
stanford-ai-2021	1182	90	)	)	-RRB-
stanford-ai-2021	1182	91	Source	source	NN
stanford-ai-2021	1182	92	:	:	:
stanford-ai-2021	1182	93	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1182	94	Government	Government	NNP
stanford-ai-2021	1182	95	,	,	,
stanford-ai-2021	1182	96	2020	2020	CD
stanford-ai-2021	1182	97	|	|	NNP
stanford-ai-2021	1182	98	Chart	Chart	NNP
stanford-ai-2021	1182	99	:	:	:
stanford-ai-2021	1182	100	2021	2021	CD
stanford-ai-2021	1182	101	AI	AI	NNP
stanford-ai-2021	1182	102	Index	Index	NNP
stanford-ai-2021	1182	103	Report	Report	NNP
stanford-ai-2021	1182	104	0	0	CD
stanford-ai-2021	1182	105	200	200	CD
stanford-ai-2021	1182	106	400	400	CD
stanford-ai-2021	1182	107	600	600	CD
stanford-ai-2021	1182	108	800	800	CD
stanford-ai-2021	1182	109	1,000	1,000	CD
stanford-ai-2021	1182	110	1,200	1,200	CD
stanford-ai-2021	1182	111	1,400	1,400	CD
stanford-ai-2021	1182	112	Contract	Contract	NNP
stanford-ai-2021	1182	113	Spending	spending	NN
stanford-ai-2021	1182	114	(	(	-LRB-
stanford-ai-2021	1182	115	in	in	IN
stanford-ai-2021	1182	116	Millions	million	NNS
stanford-ai-2021	1182	117	of	of	IN
stanford-ai-2021	1182	118	U.S.	U.S.	NNP
stanford-ai-2021	1183	1	Dollars	dollar	NNS
stanford-ai-2021	1183	2	)	)	-RRB-
stanford-ai-2021	1183	3	Department	Department	NNP
stanford-ai-2021	1183	4	of	of	IN
stanford-ai-2021	1183	5	Defense	Defense	NNP
stanford-ai-2021	1183	6	(	(	-LRB-
stanford-ai-2021	1183	7	DOD	DOD	NNP
stanford-ai-2021	1183	8	)	)	-RRB-
stanford-ai-2021	1183	9	National	National	NNP
stanford-ai-2021	1183	10	Aeronautics	Aeronautics	NNP
stanford-ai-2021	1183	11	and	and	CC
stanford-ai-2021	1183	12	Space	Space	NNP
stanford-ai-2021	1183	13	Administration	Administration	NNP
stanford-ai-2021	1183	14	(	(	-LRB-
stanford-ai-2021	1183	15	NASA	NASA	NNP
stanford-ai-2021	1183	16	)	)	-RRB-
stanford-ai-2021	1183	17	Department	Department	NNP
stanford-ai-2021	1183	18	of	of	IN
stanford-ai-2021	1183	19	Homeland	Homeland	NNP
stanford-ai-2021	1183	20	Security	Security	NNP
stanford-ai-2021	1183	21	(	(	-LRB-
stanford-ai-2021	1183	22	DHS	DHS	NNP
stanford-ai-2021	1183	23	)	)	-RRB-
stanford-ai-2021	1183	24	Department	Department	NNP
stanford-ai-2021	1183	25	of	of	IN
stanford-ai-2021	1183	26	Health	Health	NNP
stanford-ai-2021	1183	27	and	and	CC
stanford-ai-2021	1183	28	Human	Human	NNP
stanford-ai-2021	1183	29	Services	Services	NNPS
stanford-ai-2021	1183	30	(	(	-LRB-
stanford-ai-2021	1183	31	HHS	HHS	NNP
stanford-ai-2021	1183	32	)	)	-RRB-
stanford-ai-2021	1183	33	Department	Department	NNP
stanford-ai-2021	1183	34	of	of	IN
stanford-ai-2021	1183	35	Commerce	Commerce	NNP
stanford-ai-2021	1183	36	(	(	-LRB-
stanford-ai-2021	1183	37	DOC	DOC	NNP
stanford-ai-2021	1183	38	)	)	-RRB-
stanford-ai-2021	1183	39	Department	Department	NNP
stanford-ai-2021	1183	40	of	of	IN
stanford-ai-2021	1183	41	the	the	DT
stanford-ai-2021	1183	42	Treasury	Treasury	NNP
stanford-ai-2021	1183	43	(	(	-LRB-
stanford-ai-2021	1183	44	TREAS	TREAS	NNP
stanford-ai-2021	1183	45	)	)	-RRB-
stanford-ai-2021	1183	46	Department	Department	NNP
stanford-ai-2021	1183	47	of	of	IN
stanford-ai-2021	1183	48	Veterans	Veterans	NNPS
stanford-ai-2021	1183	49	A	A	NNP
stanford-ai-2021	1183	50	airs	air	NNS
stanford-ai-2021	1183	51	(	(	-LRB-
stanford-ai-2021	1183	52	VA	VA	NNP
stanford-ai-2021	1183	53	)	)	-RRB-
stanford-ai-2021	1183	54	Securities	Securities	NNP
stanford-ai-2021	1183	55	and	and	CC
stanford-ai-2021	1183	56	Exchange	Exchange	NNP
stanford-ai-2021	1183	57	Commission	Commission	NNP
stanford-ai-2021	1183	58	(	(	-LRB-
stanford-ai-2021	1183	59	SEC	SEC	NNP
stanford-ai-2021	1183	60	)	)	-RRB-
stanford-ai-2021	1183	61	Department	Department	NNP
stanford-ai-2021	1183	62	of	of	IN
stanford-ai-2021	1183	63	Agriculture	Agriculture	NNP
stanford-ai-2021	1183	64	(	(	-LRB-
stanford-ai-2021	1183	65	USDA	USDA	NNP
stanford-ai-2021	1183	66	)	)	-RRB-
stanford-ai-2021	1183	67	Department	Department	NNP
stanford-ai-2021	1183	68	of	of	IN
stanford-ai-2021	1183	69	Justice	Justice	NNP
stanford-ai-2021	1183	70	(	(	-LRB-
stanford-ai-2021	1183	71	DOJ	DOJ	NNP
stanford-ai-2021	1183	72	)	)	-RRB-
stanford-ai-2021	1183	73	TOP	TOP	NNP
stanford-ai-2021	1183	74	10	10	CD
stanford-ai-2021	1183	75	CONTRACT	contract	NN
stanford-ai-2021	1183	76	SPENDING	spending	NN
stanford-ai-2021	1183	77	on	on	IN
stanford-ai-2021	1183	78	AI	AI	NNP
stanford-ai-2021	1183	79	by	by	IN
stanford-ai-2021	1183	80	U.S.	U.S.	NNP
stanford-ai-2021	1183	81	GOVERNMENT	GOVERNMENT	NNP
stanford-ai-2021	1183	82	DEPARTMENT	DEPARTMENT	NNP
stanford-ai-2021	1183	83	and	and	CC
stanford-ai-2021	1183	84	AGENCY	AGENCY	NNP
stanford-ai-2021	1183	85	,	,	,
stanford-ai-2021	1183	86	2020	2020	CD
stanford-ai-2021	1183	87	Source	source	NN
stanford-ai-2021	1183	88	:	:	:
stanford-ai-2021	1183	89	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1183	90	Government	Government	NNP
stanford-ai-2021	1183	91	,	,	,
stanford-ai-2021	1183	92	2020	2020	CD
stanford-ai-2021	1183	93	|	|	NNP
stanford-ai-2021	1183	94	Chart	Chart	NNP
stanford-ai-2021	1183	95	:	:	:
stanford-ai-2021	1183	96	2021	2021	CD
stanford-ai-2021	1183	97	AI	AI	NNP
stanford-ai-2021	1183	98	Index	Index	NNP
stanford-ai-2021	1183	99	Report	Report	NNP
stanford-ai-2021	1183	100	Figure	Figure	NNP
stanford-ai-2021	1183	101	7.3.4	7.3.4	NNP
stanford-ai-2021	1183	102	Figure	figure	NN
stanford-ai-2021	1183	103	7.3.5	7.3.5	NN
stanford-ai-2021	1183	104	C	c	NN
stanford-ai-2021	1183	105	H	h	NN
stanford-ai-2021	1183	106	A	a	NN
stanford-ai-2021	1183	107	P	p	NN
stanford-ai-2021	1183	108	T	t	NN
stanford-ai-2021	1183	109	E	e	NN
stanford-ai-2021	1183	110	R	r	NN
stanford-ai-2021	1183	111	7	7	CD
stanford-ai-2021	1183	112	:	:	:
stanford-ai-2021	1183	113	A	a	DT
stanford-ai-2021	1183	114	I	i	NN
stanford-ai-2021	1183	115	P	p	NN
stanford-ai-2021	1183	116	O	o	NN
stanford-ai-2021	1183	117	L	l	NN
stanford-ai-2021	1183	118	I	i	NN
stanford-ai-2021	1183	119	C	c	NN
stanford-ai-2021	1183	120	Y	Y	NNP
stanford-ai-2021	1183	121	A	a	NN
stanford-ai-2021	1183	122	N	n	NN
stanford-ai-2021	1183	123	D	d	NN
stanford-ai-2021	1183	124	N	n	NN
stanford-ai-2021	1183	125	AT	at	IN
stanford-ai-2021	1183	126	I	i	NN
stanford-ai-2021	1183	127	O	o	NN
stanford-ai-2021	1183	128	N	n	NN
stanford-ai-2021	1183	129	A	a	NN
stanford-ai-2021	1183	130	L	l	NN
stanford-ai-2021	1183	131	S	s	NN
stanford-ai-2021	1183	132	T	t	NN
stanford-ai-2021	1183	133	R	r	NN
stanford-ai-2021	1183	134	AT	at	NN
stanford-ai-2021	1183	135	E	e	NN
stanford-ai-2021	1183	136	G	g	NN
stanford-ai-2021	1183	137	I	i	NN
stanford-ai-2021	1183	138	E	e	NN
stanford-ai-2021	1183	139	S	s	NN
stanford-ai-2021	1183	140	7	7	CD
stanford-ai-2021	1183	141	.	.	.
stanford-ai-2021	1184	1	3	3	CD
stanford-ai-2021	1184	2	U.	U.	NNP
stanford-ai-2021	1185	1	S	s	NN
stanford-ai-2021	1185	2	.	.	.
stanford-ai-2021	1186	1	P	p	NN
stanford-ai-2021	1186	2	U	U	NNP
stanford-ai-2021	1186	3	B	B	NNP
stanford-ai-2021	1186	4	L	L	NNP
stanford-ai-2021	1186	5	I	i	NN
stanford-ai-2021	1186	6	C	c	NN
stanford-ai-2021	1186	7	I	i	NN
stanford-ai-2021	1186	8	N	n	NN
stanford-ai-2021	1186	9	V	v	NN
stanford-ai-2021	1186	10	E	e	NN
stanford-ai-2021	1186	11	S	s	NN
stanford-ai-2021	1186	12	T	t	NN
stanford-ai-2021	1186	13	M	m	NN
stanford-ai-2021	1186	14	E	e	NN
stanford-ai-2021	1186	15	N	n	NN
stanford-ai-2021	1186	16	T	t	NN
stanford-ai-2021	1186	17	I	i	NN
stanford-ai-2021	1186	18	N	n	NN
stanford-ai-2021	1186	19	A	a	NN
stanford-ai-2021	1186	20	I	-PRON-	PRP
stanford-ai-2021	1186	21	still	still	RB
stanford-ai-2021	1186	22	in	in	IN
stanford-ai-2021	1186	23	the	the	DT
stanford-ai-2021	1186	24	early	early	JJ
stanford-ai-2021	1186	25	stages	stage	NNS
stanford-ai-2021	1186	26	of	of	IN
stanford-ai-2021	1186	27	driving	drive	VBG
stanford-ai-2021	1186	28	DOD	DOD	NNP
stanford-ai-2021	1186	29	’s	’s	,
stanford-ai-2021	1186	30	AI	AI	NNP
stanford-ai-2021	1186	31	spending	spending	NN
stanford-ai-2021	1186	32	.	.	.
stanford-ai-2021	1187	1	In	in	IN
stanford-ai-2021	1187	2	2020	2020	CD
stanford-ai-2021	1187	3	,	,	,
stanford-ai-2021	1187	4	JAIC	JAIC	NNP
stanford-ai-2021	1187	5	awarded	award	VBD
stanford-ai-2021	1187	6	two	two	CD
stanford-ai-2021	1187	7	massive	massive	JJ
stanford-ai-2021	1187	8	contracts	contract	NNS
stanford-ai-2021	1187	9	,	,	,
stanford-ai-2021	1187	10	one	one	CD
stanford-ai-2021	1187	11	to	to	IN
stanford-ai-2021	1187	12	Booz	Booz	NNP
stanford-ai-2021	1187	13	Allen	Allen	NNP
stanford-ai-2021	1187	14	Hamilton	Hamilton	NNP
stanford-ai-2021	1187	15	for	for	IN
stanford-ai-2021	1187	16	the	the	DT
stanford-ai-2021	1187	17	five	five	CD
stanford-ai-2021	1187	18	-	-	HYPH
stanford-ai-2021	1187	19	year	year	NN
stanford-ai-2021	1187	20	,	,	,
stanford-ai-2021	1187	21	USD	usd	NN
stanford-ai-2021	1187	22	800	800	CD
stanford-ai-2021	1187	23	million	million	CD
stanford-ai-2021	1187	24	Joint	Joint	NNP
stanford-ai-2021	1187	25	Warfighter	Warfighter	NNP
stanford-ai-2021	1187	26	program	program	NN
stanford-ai-2021	1187	27	,	,	,
stanford-ai-2021	1187	28	and	and	CC
stanford-ai-2021	1187	29	another	another	DT
stanford-ai-2021	1187	30	to	to	IN
stanford-ai-2021	1187	31	Deloitte	Deloitte	NNP
stanford-ai-2021	1187	32	Consulting	Consulting	NNP
stanford-ai-2021	1187	33	for	for	IN
stanford-ai-2021	1187	34	a	a	DT
stanford-ai-2021	1187	35	four	four	CD
stanford-ai-2021	1187	36	-	-	HYPH
stanford-ai-2021	1187	37	year	year	NN
stanford-ai-2021	1187	38	,	,	,
stanford-ai-2021	1187	39	USD	usd	NN
stanford-ai-2021	1187	40	106	106	CD
stanford-ai-2021	1187	41	million	million	CD
stanford-ai-2021	1187	42	enterprise	enterprise	NN
stanford-ai-2021	1187	43	cloud	cloud	NN
stanford-ai-2021	1187	44	environment	environment	NN
stanford-ai-2021	1187	45	for	for	IN
stanford-ai-2021	1187	46	the	the	DT
stanford-ai-2021	1187	47	JAIC	JAIC	NNP
stanford-ai-2021	1187	48	,	,	,
stanford-ai-2021	1187	49	known	know	VBN
stanford-ai-2021	1187	50	as	as	IN
stanford-ai-2021	1187	51	the	the	DT
stanford-ai-2021	1187	52	Joint	Joint	NNP
stanford-ai-2021	1187	53	Common	Common	NNP
stanford-ai-2021	1187	54	Foundation	Foundation	NNP
stanford-ai-2021	1187	55	.	.	.
stanford-ai-2021	1188	1	TA	TA	NNP
stanford-ai-2021	1188	2	B	B	NNP
stanford-ai-2021	1188	3	L	l	NN
stanford-ai-2021	1188	4	E	e	NN
stanford-ai-2021	1188	5	O	o	NN
stanford-ai-2021	1188	6	F	f	NN
stanford-ai-2021	1188	7	C	c	NN
stanford-ai-2021	1188	8	O	o	NN
stanford-ai-2021	1188	9	N	n	NN
stanford-ai-2021	1188	10	T	t	NN
stanford-ai-2021	1188	11	E	e	NN
stanford-ai-2021	1188	12	N	n	NN
stanford-ai-2021	1188	13	T	t	NN
stanford-ai-2021	1188	14	S	s	NN
stanford-ai-2021	1188	15	1	1	CD
stanford-ai-2021	1188	16	7	7	CD
stanford-ai-2021	1188	17	1C	1c	NN
stanford-ai-2021	1188	18	H	h	NN
stanford-ai-2021	1188	19	A	a	NN
stanford-ai-2021	1188	20	P	p	NN
stanford-ai-2021	1188	21	T	t	NN
stanford-ai-2021	1188	22	E	e	NN
stanford-ai-2021	1188	23	R	r	NN
stanford-ai-2021	1188	24	7	7	CD
stanford-ai-2021	1188	25	P	p	NN
stanford-ai-2021	1188	26	R	r	NN
stanford-ai-2021	1188	27	E	e	NN
stanford-ai-2021	1188	28	V	v	NN
stanford-ai-2021	1188	29	I	i	NN
stanford-ai-2021	1188	30	E	e	NN
stanford-ai-2021	1188	31	W	W	NNP
stanford-ai-2021	1188	32	Artificial	Artificial	NNP
stanford-ai-2021	1188	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1188	34	Index	Index	NNP
stanford-ai-2021	1188	35	Report	Report	NNP
stanford-ai-2021	1188	36	2021	2021	CD
stanford-ai-2021	1188	37	107Th	107th	CD
stanford-ai-2021	1188	38	(	(	-LRB-
stanford-ai-2021	1188	39	2001	2001	CD
stanford-ai-2021	1188	40	-	-	SYM
stanford-ai-2021	1188	41	2002	2002	CD
stanford-ai-2021	1188	42	)	)	-RRB-
stanford-ai-2021	1188	43	108Th	108th	CD
stanford-ai-2021	1188	44	(	(	-LRB-
stanford-ai-2021	1188	45	2003	2003	CD
stanford-ai-2021	1188	46	-	-	SYM
stanford-ai-2021	1188	47	2004	2004	CD
stanford-ai-2021	1188	48	)	)	-RRB-
stanford-ai-2021	1188	49	109Th	109th	CD
stanford-ai-2021	1188	50	(	(	-LRB-
stanford-ai-2021	1188	51	2005	2005	CD
stanford-ai-2021	1188	52	-	-	SYM
stanford-ai-2021	1188	53	2006	2006	CD
stanford-ai-2021	1188	54	)	)	-RRB-
stanford-ai-2021	1188	55	110Th	110th	CD
stanford-ai-2021	1188	56	(	(	-LRB-
stanford-ai-2021	1188	57	2007	2007	CD
stanford-ai-2021	1188	58	-	-	SYM
stanford-ai-2021	1188	59	2008	2008	CD
stanford-ai-2021	1188	60	)	)	-RRB-
stanford-ai-2021	1188	61	111Th	111th	CD
stanford-ai-2021	1188	62	(	(	-LRB-
stanford-ai-2021	1188	63	2009	2009	CD
stanford-ai-2021	1188	64	-	-	SYM
stanford-ai-2021	1188	65	2010	2010	CD
stanford-ai-2021	1188	66	)	)	-RRB-
stanford-ai-2021	1188	67	112Th	112th	CD
stanford-ai-2021	1188	68	(	(	-LRB-
stanford-ai-2021	1188	69	2011	2011	CD
stanford-ai-2021	1188	70	-	-	SYM
stanford-ai-2021	1188	71	2012	2012	CD
stanford-ai-2021	1188	72	)	)	-RRB-
stanford-ai-2021	1188	73	113Th	113th	CD
stanford-ai-2021	1188	74	(	(	-LRB-
stanford-ai-2021	1188	75	2013	2013	CD
stanford-ai-2021	1188	76	-	-	SYM
stanford-ai-2021	1188	77	2014	2014	CD
stanford-ai-2021	1188	78	)	)	-RRB-
stanford-ai-2021	1188	79	114Th	114th	CD
stanford-ai-2021	1188	80	(	(	-LRB-
stanford-ai-2021	1188	81	2015	2015	CD
stanford-ai-2021	1188	82	-	-	SYM
stanford-ai-2021	1188	83	2016	2016	CD
stanford-ai-2021	1188	84	)	)	-RRB-
stanford-ai-2021	1188	85	115Th	115th	CD
stanford-ai-2021	1188	86	(	(	-LRB-
stanford-ai-2021	1188	87	2017	2017	CD
stanford-ai-2021	1188	88	-	-	SYM
stanford-ai-2021	1188	89	2018	2018	CD
stanford-ai-2021	1188	90	)	)	-RRB-
stanford-ai-2021	1188	91	116th	116th	NNP
stanford-ai-2021	1188	92	(	(	-LRB-
stanford-ai-2021	1188	93	2019	2019	CD
stanford-ai-2021	1188	94	-	-	SYM
stanford-ai-2021	1188	95	2020	2020	CD
stanford-ai-2021	1188	96	)	)	-RRB-
stanford-ai-2021	1188	97	0	0	CD
stanford-ai-2021	1188	98	100	100	CD
stanford-ai-2021	1188	99	200	200	CD
stanford-ai-2021	1188	100	300	300	CD
stanford-ai-2021	1188	101	400	400	CD
stanford-ai-2021	1188	102	500	500	CD
stanford-ai-2021	1188	103	N	N	NNP
stanford-ai-2021	1188	104	u	u	NNP
stanford-ai-2021	1188	105	m	m	NNP
stanford-ai-2021	1188	106	b	b	NNP
stanford-ai-2021	1188	107	er	er	UH
stanford-ai-2021	1188	108	o	o	XX
stanford-ai-2021	1188	109	f	f	NN
stanford-ai-2021	1188	110	M	M	NNP
stanford-ai-2021	1188	111	en	en	FW
stanford-ai-2021	1188	112	ti	ti	NNP
stanford-ai-2021	1188	113	o	o	NN
stanford-ai-2021	1188	114	n	n	NN
stanford-ai-2021	1188	115	s	s	NNP
stanford-ai-2021	1188	116	486	486	CD
stanford-ai-2021	1188	117	149	149	CD
stanford-ai-2021	1188	118	22	22	CD
stanford-ai-2021	1188	119	10	10	CD
stanford-ai-2021	1188	120	1615174	1615174	CD
stanford-ai-2021	1188	121	87	87	CD
stanford-ai-2021	1188	122	243	243	CD
stanford-ai-2021	1188	123	173	173	CD
stanford-ai-2021	1188	124	44	44	CD
stanford-ai-2021	1188	125	66	66	CD
stanford-ai-2021	1188	126	39	39	CD
stanford-ai-2021	1188	127	70	70	CD
stanford-ai-2021	1188	128	MENTIONS	mention	NNS
stanford-ai-2021	1188	129	of	of	IN
stanford-ai-2021	1188	130	AI	ai	NN
stanford-ai-2021	1188	131	in	in	IN
stanford-ai-2021	1188	132	U.S.	U.S.	NNP
stanford-ai-2021	1188	133	CONGRESSIONAL	congressional	JJ
stanford-ai-2021	1188	134	RECORD	record	NN
stanford-ai-2021	1188	135	by	by	IN
stanford-ai-2021	1188	136	LEGISLATIVE	LEGISLATIVE	NNP
stanford-ai-2021	1188	137	SESSION	SESSION	NNP
stanford-ai-2021	1188	138	,	,	,
stanford-ai-2021	1188	139	2001	2001	CD
stanford-ai-2021	1188	140	-	-	SYM
stanford-ai-2021	1188	141	20	20	CD
stanford-ai-2021	1188	142	Source	source	NN
stanford-ai-2021	1188	143	:	:	:
stanford-ai-2021	1188	144	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1188	145	Government	Government	NNP
stanford-ai-2021	1188	146	,	,	,
stanford-ai-2021	1188	147	2020	2020	CD
stanford-ai-2021	1188	148	|	|	NNP
stanford-ai-2021	1188	149	Chart	Chart	NNP
stanford-ai-2021	1188	150	:	:	:
stanford-ai-2021	1188	151	2021	2021	CD
stanford-ai-2021	1188	152	AI	AI	NNP
stanford-ai-2021	1188	153	Index	Index	NNP
stanford-ai-2021	1188	154	Report	Report	NNP
stanford-ai-2021	1188	155	Congressional	Congressional	NNP
stanford-ai-2021	1188	156	Research	Research	NNP
stanford-ai-2021	1188	157	Service	Service	NNP
stanford-ai-2021	1188	158	Reports	Reports	NNPS
stanford-ai-2021	1188	159	Committee	Committee	NNP
stanford-ai-2021	1188	160	Reports	Reports	NNPS
stanford-ai-2021	1188	161	Legislation	Legislation	NNP
stanford-ai-2021	1188	162	As	as	IN
stanford-ai-2021	1188	163	AI	AI	NNP
stanford-ai-2021	1188	164	gains	gain	VBZ
stanford-ai-2021	1188	165	attention	attention	NN
stanford-ai-2021	1188	166	and	and	CC
stanford-ai-2021	1188	167	importance	importance	NN
stanford-ai-2021	1188	168	,	,	,
stanford-ai-2021	1188	169	policies	policy	NNS
stanford-ai-2021	1188	170	and	and	CC
stanford-ai-2021	1188	171	initiatives	initiative	NNS
stanford-ai-2021	1188	172	related	relate	VBN
stanford-ai-2021	1188	173	to	to	IN
stanford-ai-2021	1188	174	the	the	DT
stanford-ai-2021	1188	175	technology	technology	NN
stanford-ai-2021	1188	176	are	be	VBP
stanford-ai-2021	1188	177	becoming	become	VBG
stanford-ai-2021	1188	178	higher	high	JJR
stanford-ai-2021	1188	179	priorities	priority	NNS
stanford-ai-2021	1188	180	for	for	IN
stanford-ai-2021	1188	181	governments	government	NNS
stanford-ai-2021	1188	182	,	,	,
stanford-ai-2021	1188	183	private	private	JJ
stanford-ai-2021	1188	184	companies	company	NNS
stanford-ai-2021	1188	185	,	,	,
stanford-ai-2021	1188	186	technical	technical	JJ
stanford-ai-2021	1188	187	organizations	organization	NNS
stanford-ai-2021	1188	188	,	,	,
stanford-ai-2021	1188	189	and	and	CC
stanford-ai-2021	1188	190	civil	civil	JJ
stanford-ai-2021	1188	191	society	society	NN
stanford-ai-2021	1188	192	.	.	.
stanford-ai-2021	1189	1	This	this	DT
stanford-ai-2021	1189	2	section	section	NN
stanford-ai-2021	1189	3	examines	examine	VBZ
stanford-ai-2021	1189	4	how	how	WRB
stanford-ai-2021	1189	5	three	three	CD
stanford-ai-2021	1189	6	of	of	IN
stanford-ai-2021	1189	7	these	these	DT
stanford-ai-2021	1189	8	four	four	CD
stanford-ai-2021	1189	9	are	be	VBP
stanford-ai-2021	1189	10	setting	set	VBG
stanford-ai-2021	1189	11	the	the	DT
stanford-ai-2021	1189	12	agenda	agenda	NN
stanford-ai-2021	1189	13	for	for	IN
stanford-ai-2021	1189	14	AI	AI	NNP
stanford-ai-2021	1189	15	policymaking	policymaking	NN
stanford-ai-2021	1189	16	,	,	,
stanford-ai-2021	1189	17	including	include	VBG
stanford-ai-2021	1189	18	the	the	DT
stanford-ai-2021	1189	19	legislative	legislative	JJ
stanford-ai-2021	1189	20	and	and	CC
stanford-ai-2021	1189	21	monetary	monetary	JJ
stanford-ai-2021	1189	22	authority	authority	NN
stanford-ai-2021	1189	23	of	of	IN
stanford-ai-2021	1189	24	national	national	JJ
stanford-ai-2021	1189	25	governments	government	NNS
stanford-ai-2021	1189	26	,	,	,
stanford-ai-2021	1189	27	as	as	RB
stanford-ai-2021	1189	28	well	well	RB
stanford-ai-2021	1189	29	as	as	IN
stanford-ai-2021	1189	30	think	think	NN
stanford-ai-2021	1189	31	tanks	tank	NNS
stanford-ai-2021	1189	32	,	,	,
stanford-ai-2021	1189	33	civil	civil	JJ
stanford-ai-2021	1189	34	society	society	NN
stanford-ai-2021	1189	35	,	,	,
stanford-ai-2021	1189	36	and	and	CC
stanford-ai-2021	1189	37	the	the	DT
stanford-ai-2021	1189	38	technology	technology	NN
stanford-ai-2021	1189	39	and	and	CC
stanford-ai-2021	1189	40	consultancy	consultancy	NN
stanford-ai-2021	1189	41	industry	industry	NN
stanford-ai-2021	1189	42	.	.	.
stanford-ai-2021	1190	1	L	l	NN
stanford-ai-2021	1190	2	E	e	NN
stanford-ai-2021	1190	3	G	g	NN
stanford-ai-2021	1190	4	I	i	NN
stanford-ai-2021	1190	5	S	s	NN
stanford-ai-2021	1190	6	L	l	NN
stanford-ai-2021	1190	7	AT	at	IN
stanford-ai-2021	1190	8	I	i	NN
stanford-ai-2021	1190	9	O	o	NN
stanford-ai-2021	1190	10	N	n	NN
stanford-ai-2021	1190	11	R	r	NN
stanford-ai-2021	1190	12	E	e	NN
stanford-ai-2021	1190	13	C	c	NN
stanford-ai-2021	1190	14	O	o	NN
stanford-ai-2021	1190	15	R	r	NN
stanford-ai-2021	1190	16	D	d	NN
stanford-ai-2021	1190	17	S	s	NN
stanford-ai-2021	1190	18	O	o	NN
stanford-ai-2021	1190	19	N	n	NN
stanford-ai-2021	1190	20	A	a	NN
stanford-ai-2021	1190	21	I	i	NN
stanford-ai-2021	1190	22	The	the	DT
stanford-ai-2021	1190	23	number	number	NN
stanford-ai-2021	1190	24	of	of	IN
stanford-ai-2021	1190	25	congressional	congressional	JJ
stanford-ai-2021	1190	26	and	and	CC
stanford-ai-2021	1190	27	parliamentary	parliamentary	JJ
stanford-ai-2021	1190	28	records	record	NNS
stanford-ai-2021	1190	29	on	on	IN
stanford-ai-2021	1190	30	AI	AI	NNP
stanford-ai-2021	1190	31	is	be	VBZ
stanford-ai-2021	1190	32	an	an	DT
stanford-ai-2021	1190	33	indicator	indicator	NN
stanford-ai-2021	1190	34	of	of	IN
stanford-ai-2021	1190	35	governmental	governmental	JJ
stanford-ai-2021	1190	36	interest	interest	NN
stanford-ai-2021	1190	37	in	in	IN
stanford-ai-2021	1190	38	developing	develop	VBG
stanford-ai-2021	1190	39	AI	AI	NNP
stanford-ai-2021	1190	40	capabilities	capability	NNS
stanford-ai-2021	1190	41	—	—	:
stanford-ai-2021	1190	42	and	and	CC
stanford-ai-2021	1190	43	legislating	legislate	VBG
stanford-ai-2021	1190	44	issues	issue	NNS
stanford-ai-2021	1190	45	pertaining	pertain	VBG
stanford-ai-2021	1190	46	to	to	IN
stanford-ai-2021	1190	47	AI	AI	NNP
stanford-ai-2021	1190	48	.	.	.
stanford-ai-2021	1191	1	In	in	IN
stanford-ai-2021	1191	2	this	this	DT
stanford-ai-2021	1191	3	section	section	NN
stanford-ai-2021	1191	4	,	,	,
stanford-ai-2021	1191	5	we	-PRON-	PRP
stanford-ai-2021	1191	6	use	use	VBP
stanford-ai-2021	1191	7	data	datum	NNS
stanford-ai-2021	1191	8	from	from	IN
stanford-ai-2021	1191	9	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1191	10	and	and	CC
stanford-ai-2021	1191	11	McKinsey	McKinsey	NNP
stanford-ai-2021	1191	12	&	&	CC
stanford-ai-2021	1191	13	Company	Company	NNP
stanford-ai-2021	1191	14	to	to	TO
stanford-ai-2021	1191	15	ascertain	ascertain	VB
stanford-ai-2021	1191	16	the	the	DT
stanford-ai-2021	1191	17	7.4	7.4	CD
stanford-ai-2021	1191	18	AI	ai	NN
stanford-ai-2021	1191	19	AND	and	CC
stanford-ai-2021	1191	20	POLICYMAKING	policymaking	NN
stanford-ai-2021	1191	21	C	c	NN
stanford-ai-2021	1191	22	H	h	NN
stanford-ai-2021	1191	23	A	a	NN
stanford-ai-2021	1191	24	P	p	NN
stanford-ai-2021	1191	25	T	t	NN
stanford-ai-2021	1191	26	E	e	NN
stanford-ai-2021	1191	27	R	r	NN
stanford-ai-2021	1191	28	7	7	CD
stanford-ai-2021	1191	29	:	:	:
stanford-ai-2021	1191	30	A	a	DT
stanford-ai-2021	1191	31	I	i	NN
stanford-ai-2021	1191	32	P	p	NN
stanford-ai-2021	1191	33	O	o	NN
stanford-ai-2021	1191	34	L	l	NN
stanford-ai-2021	1191	35	I	i	NN
stanford-ai-2021	1191	36	C	c	NN
stanford-ai-2021	1191	37	Y	Y	NNP
stanford-ai-2021	1191	38	A	a	NN
stanford-ai-2021	1191	39	N	n	NN
stanford-ai-2021	1191	40	D	d	NN
stanford-ai-2021	1191	41	N	n	NN
stanford-ai-2021	1191	42	AT	at	IN
stanford-ai-2021	1191	43	I	i	NN
stanford-ai-2021	1191	44	O	o	NN
stanford-ai-2021	1191	45	N	n	NN
stanford-ai-2021	1191	46	A	a	NN
stanford-ai-2021	1191	47	L	l	NN
stanford-ai-2021	1191	48	S	s	NN
stanford-ai-2021	1191	49	T	t	NN
stanford-ai-2021	1191	50	R	r	NN
stanford-ai-2021	1191	51	AT	at	NN
stanford-ai-2021	1191	52	E	e	NN
stanford-ai-2021	1191	53	G	g	NN
stanford-ai-2021	1191	54	I	i	NN
stanford-ai-2021	1191	55	E	e	NN
stanford-ai-2021	1191	56	S	s	NN
stanford-ai-2021	1191	57	7	7	CD
stanford-ai-2021	1191	58	.	.	.
stanford-ai-2021	1192	1	4	4	LS
stanford-ai-2021	1192	2	A	a	NN
stanford-ai-2021	1192	3	I	i	NN
stanford-ai-2021	1192	4	A	a	NN
stanford-ai-2021	1192	5	N	n	NN
stanford-ai-2021	1192	6	D	d	NN
stanford-ai-2021	1192	7	P	p	NN
stanford-ai-2021	1192	8	O	o	NN
stanford-ai-2021	1192	9	L	l	NN
stanford-ai-2021	1192	10	I	i	NN
stanford-ai-2021	1192	11	C	c	NN
stanford-ai-2021	1192	12	Y	y	NN
stanford-ai-2021	1192	13	M	m	NN
stanford-ai-2021	1192	14	A	a	NN
stanford-ai-2021	1192	15	K	k	NN
stanford-ai-2021	1192	16	I	i	NN
stanford-ai-2021	1192	17	N	n	NN
stanford-ai-2021	1192	18	G	g	NN
stanford-ai-2021	1192	19	Figure	figure	NN
stanford-ai-2021	1192	20	7.4.1	7.4.1	NN
stanford-ai-2021	1192	21	number	number	NN
stanford-ai-2021	1192	22	of	of	IN
stanford-ai-2021	1192	23	these	these	DT
stanford-ai-2021	1192	24	records	record	NNS
stanford-ai-2021	1192	25	and	and	CC
stanford-ai-2021	1192	26	how	how	WRB
stanford-ai-2021	1192	27	that	that	DT
stanford-ai-2021	1192	28	number	number	NN
stanford-ai-2021	1192	29	has	have	VBZ
stanford-ai-2021	1192	30	evolved	evolve	VBN
stanford-ai-2021	1192	31	in	in	IN
stanford-ai-2021	1192	32	the	the	DT
stanford-ai-2021	1192	33	last	last	JJ
stanford-ai-2021	1192	34	10	10	CD
stanford-ai-2021	1192	35	years	year	NNS
stanford-ai-2021	1192	36	.	.	.
stanford-ai-2021	1193	1	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1193	2	Government	Government	NNP
stanford-ai-2021	1193	3	identified	identify	VBD
stanford-ai-2021	1193	4	all	all	DT
stanford-ai-2021	1193	5	legislation	legislation	NN
stanford-ai-2021	1193	6	(	(	-LRB-
stanford-ai-2021	1193	7	passed	pass	VBN
stanford-ai-2021	1193	8	or	or	CC
stanford-ai-2021	1193	9	introduced	introduce	VBN
stanford-ai-2021	1193	10	)	)	-RRB-
stanford-ai-2021	1193	11	,	,	,
stanford-ai-2021	1193	12	reports	report	NNS
stanford-ai-2021	1193	13	published	publish	VBN
stanford-ai-2021	1193	14	by	by	IN
stanford-ai-2021	1193	15	congressional	congressional	JJ
stanford-ai-2021	1193	16	committees	committee	NNS
stanford-ai-2021	1193	17	,	,	,
stanford-ai-2021	1193	18	and	and	CC
stanford-ai-2021	1193	19	CRS	CRS	NNP
stanford-ai-2021	1193	20	reports	report	VBZ
stanford-ai-2021	1193	21	that	that	WDT
stanford-ai-2021	1193	22	referenced	reference	VBD
stanford-ai-2021	1193	23	one	one	CD
stanford-ai-2021	1193	24	or	or	CC
stanford-ai-2021	1193	25	more	more	JJR
stanford-ai-2021	1193	26	AI	ai	NN
stanford-ai-2021	1193	27	-	-	HYPH
stanford-ai-2021	1193	28	specific	specific	JJ
stanford-ai-2021	1193	29	keywords	keyword	NNS
stanford-ai-2021	1193	30	.	.	.
stanford-ai-2021	1194	1	McKinsey	McKinsey	NNP
stanford-ai-2021	1194	2	&	&	CC
stanford-ai-2021	1194	3	Company	Company	NNP
stanford-ai-2021	1194	4	searched	search	VBD
stanford-ai-2021	1194	5	for	for	IN
stanford-ai-2021	1194	6	the	the	DT
stanford-ai-2021	1194	7	terms	term	NNS
stanford-ai-2021	1194	8	“	"	``
stanford-ai-2021	1194	9	artificial	artificial	JJ
stanford-ai-2021	1194	10	intelligence	intelligence	NN
stanford-ai-2021	1194	11	”	"	''
stanford-ai-2021	1194	12	and	and	CC
stanford-ai-2021	1194	13	“	"	``
stanford-ai-2021	1194	14	machine	machine	NN
stanford-ai-2021	1194	15	learning	learning	NN
stanford-ai-2021	1194	16	”	"	''
stanford-ai-2021	1194	17	on	on	IN
stanford-ai-2021	1194	18	the	the	DT
stanford-ai-2021	1194	19	websites	website	NNS
stanford-ai-2021	1194	20	of	of	IN
stanford-ai-2021	1194	21	the	the	DT
stanford-ai-2021	1194	22	U.S.	U.S.	NNP
stanford-ai-2021	1194	23	Congressional	Congressional	NNP
stanford-ai-2021	1194	24	Record	Record	NNP
stanford-ai-2021	1194	25	,	,	,
stanford-ai-2021	1194	26	the	the	DT
stanford-ai-2021	1194	27	U.K.	U.K.	NNP
stanford-ai-2021	1194	28	Parliament	Parliament	NNP
stanford-ai-2021	1194	29	,	,	,
stanford-ai-2021	1194	30	and	and	CC
stanford-ai-2021	1194	31	the	the	DT
stanford-ai-2021	1194	32	Parliament	Parliament	NNP
stanford-ai-2021	1194	33	of	of	IN
stanford-ai-2021	1194	34	Canada	Canada	NNP
stanford-ai-2021	1194	35	.	.	.
stanford-ai-2021	1195	1	For	for	IN
stanford-ai-2021	1195	2	the	the	DT
stanford-ai-2021	1195	3	United	United	NNP
stanford-ai-2021	1195	4	States	States	NNP
stanford-ai-2021	1195	5	,	,	,
stanford-ai-2021	1195	6	each	each	DT
stanford-ai-2021	1195	7	count	count	NN
stanford-ai-2021	1195	8	indicates	indicate	VBZ
stanford-ai-2021	1195	9	that	that	IN
stanford-ai-2021	1195	10	AI	AI	NNP
stanford-ai-2021	1195	11	or	or	CC
stanford-ai-2021	1195	12	ML	ML	NNP
stanford-ai-2021	1195	13	was	be	VBD
stanford-ai-2021	1195	14	mentioned	mention	VBN
stanford-ai-2021	1195	15	during	during	IN
stanford-ai-2021	1195	16	a	a	DT
stanford-ai-2021	1195	17	particular	particular	JJ
stanford-ai-2021	1195	18	event	event	NN
stanford-ai-2021	1195	19	contained	contain	VBN
stanford-ai-2021	1195	20	in	in	IN
stanford-ai-2021	1195	21	the	the	DT
stanford-ai-2021	1195	22	Congressional	Congressional	NNP
stanford-ai-2021	1195	23	Record	Record	NNP
stanford-ai-2021	1195	24	,	,	,
stanford-ai-2021	1195	25	including	include	VBG
stanford-ai-2021	1195	26	the	the	DT
stanford-ai-2021	1195	27	reading	reading	NN
stanford-ai-2021	1195	28	of	of	IN
stanford-ai-2021	1195	29	a	a	DT
stanford-ai-2021	1195	30	bill	bill	NN
stanford-ai-2021	1195	31	;	;	:
stanford-ai-2021	1195	32	for	for	IN
stanford-ai-2021	1195	33	the	the	DT
stanford-ai-2021	1195	34	U.K.	U.K.	NNP
stanford-ai-2021	1195	35	and	and	CC
stanford-ai-2021	1195	36	Canada	Canada	NNP
stanford-ai-2021	1195	37	,	,	,
stanford-ai-2021	1195	38	each	each	DT
stanford-ai-2021	1195	39	count	count	NN
stanford-ai-2021	1195	40	indicates	indicate	VBZ
stanford-ai-2021	1195	41	that	that	IN
stanford-ai-2021	1195	42	AI	AI	NNP
stanford-ai-2021	1195	43	or	or	CC
stanford-ai-2021	1195	44	ML	ML	NNP
stanford-ai-2021	1195	45	was	be	VBD
stanford-ai-2021	1195	46	mentioned	mention	VBN
stanford-ai-2021	1195	47	in	in	IN
stanford-ai-2021	1195	48	a	a	DT
stanford-ai-2021	1195	49	particular	particular	JJ
stanford-ai-2021	1195	50	comment	comment	NN
stanford-ai-2021	1195	51	or	or	CC
stanford-ai-2021	1195	52	remark	remark	NN
stanford-ai-2021	1195	53	during	during	IN
stanford-ai-2021	1195	54	the	the	DT
stanford-ai-2021	1195	55	proceedings.1	proceedings.1	CD
stanford-ai-2021	1195	56	1	1	CD
stanford-ai-2021	1195	57	If	if	IN
stanford-ai-2021	1195	58	a	a	DT
stanford-ai-2021	1195	59	speaker	speaker	NN
stanford-ai-2021	1195	60	or	or	CC
stanford-ai-2021	1195	61	member	member	NN
stanford-ai-2021	1195	62	mentioned	mention	VBD
stanford-ai-2021	1195	63	artificial	artificial	JJ
stanford-ai-2021	1195	64	intelligence	intelligence	NN
stanford-ai-2021	1195	65	(	(	-LRB-
stanford-ai-2021	1195	66	AI	AI	NNP
stanford-ai-2021	1195	67	)	)	-RRB-
stanford-ai-2021	1195	68	or	or	CC
stanford-ai-2021	1195	69	machine	machine	NN
stanford-ai-2021	1195	70	learning	learning	NN
stanford-ai-2021	1195	71	(	(	-LRB-
stanford-ai-2021	1195	72	ML	ML	NNP
stanford-ai-2021	1195	73	)	)	-RRB-
stanford-ai-2021	1195	74	multiple	multiple	JJ
stanford-ai-2021	1195	75	times	time	NNS
stanford-ai-2021	1195	76	within	within	IN
stanford-ai-2021	1195	77	remarks	remark	NNS
stanford-ai-2021	1195	78	,	,	,
stanford-ai-2021	1195	79	or	or	CC
stanford-ai-2021	1195	80	multiple	multiple	JJ
stanford-ai-2021	1195	81	speakers	speaker	NNS
stanford-ai-2021	1195	82	mentioned	mention	VBD
stanford-ai-2021	1195	83	AI	AI	NNP
stanford-ai-2021	1195	84	or	or	CC
stanford-ai-2021	1195	85	ML	ML	NNP
stanford-ai-2021	1195	86	within	within	IN
stanford-ai-2021	1195	87	the	the	DT
stanford-ai-2021	1195	88	same	same	JJ
stanford-ai-2021	1195	89	event	event	NN
stanford-ai-2021	1195	90	,	,	,
stanford-ai-2021	1195	91	it	-PRON-	PRP
stanford-ai-2021	1195	92	appears	appear	VBZ
stanford-ai-2021	1195	93	only	only	RB
stanford-ai-2021	1195	94	once	once	RB
stanford-ai-2021	1195	95	as	as	IN
stanford-ai-2021	1195	96	a	a	DT
stanford-ai-2021	1195	97	result	result	NN
stanford-ai-2021	1195	98	.	.	.
stanford-ai-2021	1196	1	Counts	count	NNS
stanford-ai-2021	1196	2	for	for	IN
stanford-ai-2021	1196	3	AI	AI	NNP
stanford-ai-2021	1196	4	and	and	CC
stanford-ai-2021	1196	5	ML	ML	NNP
stanford-ai-2021	1196	6	are	be	VBP
stanford-ai-2021	1196	7	separate	separate	JJ
stanford-ai-2021	1196	8	,	,	,
stanford-ai-2021	1196	9	as	as	IN
stanford-ai-2021	1196	10	they	-PRON-	PRP
stanford-ai-2021	1196	11	were	be	VBD
stanford-ai-2021	1196	12	conducted	conduct	VBN
stanford-ai-2021	1196	13	in	in	IN
stanford-ai-2021	1196	14	separate	separate	JJ
stanford-ai-2021	1196	15	searches	search	NNS
stanford-ai-2021	1196	16	.	.	.
stanford-ai-2021	1197	1	Mentions	mention	NNS
stanford-ai-2021	1197	2	of	of	IN
stanford-ai-2021	1197	3	the	the	DT
stanford-ai-2021	1197	4	abbreviations	abbreviation	NNS
stanford-ai-2021	1197	5	“	"	``
stanford-ai-2021	1197	6	AI	AI	NNP
stanford-ai-2021	1197	7	”	"	''
stanford-ai-2021	1197	8	or	or	CC
stanford-ai-2021	1197	9	“	"	``
stanford-ai-2021	1197	10	ML	ML	NNP
stanford-ai-2021	1197	11	”	"	''
stanford-ai-2021	1197	12	are	be	VBP
stanford-ai-2021	1197	13	not	not	RB
stanford-ai-2021	1197	14	included	include	VBN
stanford-ai-2021	1197	15	.	.	.
stanford-ai-2021	1198	1	TA	TA	NNP
stanford-ai-2021	1198	2	B	B	NNP
stanford-ai-2021	1198	3	L	l	NN
stanford-ai-2021	1198	4	E	e	NN
stanford-ai-2021	1198	5	O	o	NN
stanford-ai-2021	1198	6	F	f	NN
stanford-ai-2021	1198	7	C	c	NN
stanford-ai-2021	1198	8	O	o	NN
stanford-ai-2021	1198	9	N	n	NN
stanford-ai-2021	1198	10	T	t	NN
stanford-ai-2021	1198	11	E	e	NN
stanford-ai-2021	1198	12	N	n	NN
stanford-ai-2021	1198	13	T	t	NN
stanford-ai-2021	1198	14	S	s	NN
stanford-ai-2021	1198	15	1	1	CD
stanford-ai-2021	1198	16	7	7	CD
stanford-ai-2021	1198	17	2C	2c	NN
stanford-ai-2021	1198	18	H	h	NN
stanford-ai-2021	1198	19	A	a	NN
stanford-ai-2021	1198	20	P	p	NN
stanford-ai-2021	1198	21	T	t	NN
stanford-ai-2021	1198	22	E	e	NN
stanford-ai-2021	1198	23	R	r	NN
stanford-ai-2021	1198	24	7	7	CD
stanford-ai-2021	1198	25	P	p	NN
stanford-ai-2021	1198	26	R	r	NN
stanford-ai-2021	1198	27	E	e	NN
stanford-ai-2021	1198	28	V	v	NN
stanford-ai-2021	1198	29	I	i	NN
stanford-ai-2021	1198	30	E	e	NN
stanford-ai-2021	1198	31	W	W	NNP
stanford-ai-2021	1198	32	Artificial	Artificial	NNP
stanford-ai-2021	1198	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1198	34	Index	Index	NNP
stanford-ai-2021	1198	35	Report	Report	NNP
stanford-ai-2021	1198	36	2021	2021	CD
stanford-ai-2021	1198	37	2011	2011	CD
stanford-ai-2021	1198	38	2012	2012	CD
stanford-ai-2021	1198	39	2013	2013	CD
stanford-ai-2021	1198	40	2014	2014	CD
stanford-ai-2021	1198	41	2015	2015	CD
stanford-ai-2021	1198	42	2016	2016	CD
stanford-ai-2021	1198	43	2017	2017	CD
stanford-ai-2021	1198	44	2018	2018	CD
stanford-ai-2021	1198	45	2019	2019	CD
stanford-ai-2021	1198	46	2020	2020	CD
stanford-ai-2021	1198	47	0	0	CD
stanford-ai-2021	1198	48	20	20	CD
stanford-ai-2021	1198	49	40	40	CD
stanford-ai-2021	1198	50	60	60	CD
stanford-ai-2021	1198	51	80	80	CD
stanford-ai-2021	1198	52	100	100	CD
stanford-ai-2021	1198	53	120	120	CD
stanford-ai-2021	1198	54	140	140	CD
stanford-ai-2021	1198	55	N	n	CD
stanford-ai-2021	1198	56	u	u	NNP
stanford-ai-2021	1198	57	m	m	NNP
stanford-ai-2021	1198	58	b	b	NNP
stanford-ai-2021	1198	59	er	er	UH
stanford-ai-2021	1198	60	o	o	XX
stanford-ai-2021	1198	61	f	f	NN
stanford-ai-2021	1198	62	M	M	NNP
stanford-ai-2021	1198	63	en	en	FW
stanford-ai-2021	1198	64	ti	ti	NNP
stanford-ai-2021	1198	65	o	o	NN
stanford-ai-2021	1198	66	n	n	NN
stanford-ai-2021	1198	67	s	s	NNP
stanford-ai-2021	1198	68	120	120	CD
stanford-ai-2021	1198	69	129	129	CD
stanford-ai-2021	1198	70	92	92	CD
stanford-ai-2021	1198	71	27	27	CD
stanford-ai-2021	1198	72	0	0	CD
stanford-ai-2021	1198	73	98	98	CD
stanford-ai-2021	1198	74	11	11	CD
stanford-ai-2021	1198	75	1	1	CD
stanford-ai-2021	1198	76	101	101	CD
stanford-ai-2021	1198	77	92	92	CD
stanford-ai-2021	1198	78	28	28	CD
stanford-ai-2021	1198	79	28	28	CD
stanford-ai-2021	1198	80	25	25	CD
stanford-ai-2021	1198	81	23	23	CD
stanford-ai-2021	1198	82	67	67	CD
stanford-ai-2021	1198	83	67	67	CD
stanford-ai-2021	1198	84	MENTIONS	mention	NNS
stanford-ai-2021	1198	85	of	of	IN
stanford-ai-2021	1198	86	AI	AI	NNP
stanford-ai-2021	1198	87	and	and	CC
stanford-ai-2021	1198	88	ML	ML	NNP
stanford-ai-2021	1198	89	in	in	IN
stanford-ai-2021	1198	90	the	the	DT
stanford-ai-2021	1198	91	PROCEEDINGS	PROCEEDINGS	NNP
stanford-ai-2021	1198	92	of	of	IN
stanford-ai-2021	1198	93	U.S.	U.S.	NNP
stanford-ai-2021	1198	94	CONGRESS	CONGRESS	NNP
stanford-ai-2021	1198	95	,	,	,
stanford-ai-2021	1198	96	2011	2011	CD
stanford-ai-2021	1198	97	-	-	SYM
stanford-ai-2021	1198	98	20	20	CD
stanford-ai-2021	1198	99	Sources	source	NNS
stanford-ai-2021	1198	100	:	:	:
stanford-ai-2021	1198	101	U.S.	U.S.	NNP
stanford-ai-2021	1198	102	Congressional	Congressional	NNP
stanford-ai-2021	1198	103	Record	Record	NNP
stanford-ai-2021	1198	104	website	website	NN
stanford-ai-2021	1198	105	,	,	,
stanford-ai-2021	1198	106	the	the	DT
stanford-ai-2021	1198	107	McKinsey	McKinsey	NNP
stanford-ai-2021	1198	108	Global	Global	NNP
stanford-ai-2021	1198	109	Institute	Institute	NNP
stanford-ai-2021	1198	110	,	,	,
stanford-ai-2021	1198	111	2020	2020	CD
stanford-ai-2021	1198	112	|	|	NNP
stanford-ai-2021	1198	113	Chart	Chart	NNP
stanford-ai-2021	1198	114	:	:	:
stanford-ai-2021	1198	115	2021	2021	CD
stanford-ai-2021	1198	116	AI	AI	NNP
stanford-ai-2021	1198	117	Index	Index	NNP
stanford-ai-2021	1198	118	Report	Report	NNP
stanford-ai-2021	1198	119	Machine	Machine	NNP
stanford-ai-2021	1198	120	Learning	Learning	NNP
stanford-ai-2021	1198	121	Artificial	Artificial	NNP
stanford-ai-2021	1198	122	Intelligence	Intelligence	NNP
stanford-ai-2021	1198	123	U.S.	U.S.	NNP
stanford-ai-2021	1198	124	Congressional	Congressional	NNP
stanford-ai-2021	1198	125	Record	Record	NNP
stanford-ai-2021	1198	126	The	the	DT
stanford-ai-2021	1198	127	116th	116th	JJ
stanford-ai-2021	1198	128	Congress	Congress	NNP
stanford-ai-2021	1198	129	(	(	-LRB-
stanford-ai-2021	1198	130	January	January	NNP
stanford-ai-2021	1198	131	1	1	CD
stanford-ai-2021	1198	132	,	,	,
stanford-ai-2021	1198	133	2019–January	2019–january	CD
stanford-ai-2021	1198	134	3	3	CD
stanford-ai-2021	1198	135	,	,	,
stanford-ai-2021	1198	136	2021	2021	CD
stanford-ai-2021	1198	137	)	)	-RRB-
stanford-ai-2021	1198	138	is	be	VBZ
stanford-ai-2021	1198	139	the	the	DT
stanford-ai-2021	1198	140	most	most	JJS
stanford-ai-2021	1198	141	AI	ai	NN
stanford-ai-2021	1198	142	-	-	HYPH
stanford-ai-2021	1198	143	focused	focus	VBN
stanford-ai-2021	1198	144	congressional	congressional	JJ
stanford-ai-2021	1198	145	session	session	NN
stanford-ai-2021	1198	146	in	in	IN
stanford-ai-2021	1198	147	history	history	NN
stanford-ai-2021	1198	148	.	.	.
stanford-ai-2021	1199	1	The	the	DT
stanford-ai-2021	1199	2	number	number	NN
stanford-ai-2021	1199	3	of	of	IN
stanford-ai-2021	1199	4	mentions	mention	NNS
stanford-ai-2021	1199	5	of	of	IN
stanford-ai-2021	1199	6	AI	AI	NNP
stanford-ai-2021	1199	7	by	by	IN
stanford-ai-2021	1199	8	this	this	DT
stanford-ai-2021	1199	9	Congress	Congress	NNP
stanford-ai-2021	1199	10	in	in	IN
stanford-ai-2021	1199	11	legislation	legislation	NN
stanford-ai-2021	1199	12	,	,	,
stanford-ai-2021	1199	13	committee	committee	NN
stanford-ai-2021	1199	14	reports	report	NNS
stanford-ai-2021	1199	15	,	,	,
stanford-ai-2021	1199	16	and	and	CC
stanford-ai-2021	1199	17	CRS	CRS	NNP
stanford-ai-2021	1199	18	reports	report	VBZ
stanford-ai-2021	1199	19	is	be	VBZ
stanford-ai-2021	1199	20	more	more	JJR
stanford-ai-2021	1199	21	than	than	IN
stanford-ai-2021	1199	22	triple	triple	JJ
stanford-ai-2021	1199	23	that	that	DT
stanford-ai-2021	1199	24	of	of	IN
stanford-ai-2021	1199	25	the	the	DT
stanford-ai-2021	1199	26	115th	115th	JJ
stanford-ai-2021	1199	27	Congress	Congress	NNP
stanford-ai-2021	1199	28	.	.	.
stanford-ai-2021	1200	1	Congressional	congressional	JJ
stanford-ai-2021	1200	2	interest	interest	NN
stanford-ai-2021	1200	3	in	in	IN
stanford-ai-2021	1200	4	AI	AI	NNP
stanford-ai-2021	1200	5	has	have	VBZ
stanford-ai-2021	1200	6	continued	continue	VBN
stanford-ai-2021	1200	7	to	to	TO
stanford-ai-2021	1200	8	accelerate	accelerate	VB
stanford-ai-2021	1200	9	in	in	IN
stanford-ai-2021	1200	10	2020	2020	CD
stanford-ai-2021	1200	11	.	.	.
stanford-ai-2021	1201	1	Figure	figure	NN
stanford-ai-2021	1201	2	7.4.1	7.4.1	NNP
stanford-ai-2021	1201	3	shows	show	VBZ
stanford-ai-2021	1201	4	that	that	IN
stanford-ai-2021	1201	5	during	during	IN
stanford-ai-2021	1201	6	this	this	DT
stanford-ai-2021	1201	7	congressional	congressional	JJ
stanford-ai-2021	1201	8	session	session	NN
stanford-ai-2021	1201	9	,	,	,
stanford-ai-2021	1201	10	173	173	CD
stanford-ai-2021	1201	11	distinct	distinct	JJ
stanford-ai-2021	1201	12	pieces	piece	NNS
stanford-ai-2021	1201	13	of	of	IN
stanford-ai-2021	1201	14	legislation	legislation	NN
stanford-ai-2021	1201	15	either	either	CC
stanford-ai-2021	1201	16	focused	focus	VBD
stanford-ai-2021	1201	17	on	on	IN
stanford-ai-2021	1201	18	or	or	CC
stanford-ai-2021	1201	19	contained	contain	VBN
stanford-ai-2021	1201	20	language	language	NN
stanford-ai-2021	1201	21	about	about	IN
stanford-ai-2021	1201	22	AI	AI	NNP
stanford-ai-2021	1201	23	technologies	technology	NNS
stanford-ai-2021	1201	24	,	,	,
stanford-ai-2021	1201	25	their	-PRON-	PRP$
stanford-ai-2021	1201	26	development	development	NN
stanford-ai-2021	1201	27	,	,	,
stanford-ai-2021	1201	28	use	use	VBP
stanford-ai-2021	1201	29	,	,	,
stanford-ai-2021	1201	30	and	and	CC
stanford-ai-2021	1201	31	rules	rule	NNS
stanford-ai-2021	1201	32	governing	govern	VBG
stanford-ai-2021	1201	33	them	-PRON-	PRP
stanford-ai-2021	1201	34	.	.	.
stanford-ai-2021	1202	1	During	during	IN
stanford-ai-2021	1202	2	that	that	DT
stanford-ai-2021	1202	3	two	two	CD
stanford-ai-2021	1202	4	-	-	HYPH
stanford-ai-2021	1202	5	year	year	NN
stanford-ai-2021	1202	6	period	period	NN
stanford-ai-2021	1202	7	,	,	,
stanford-ai-2021	1202	8	various	various	JJ
stanford-ai-2021	1202	9	House	House	NNP
stanford-ai-2021	1202	10	and	and	CC
stanford-ai-2021	1202	11	Senate	Senate	NNP
stanford-ai-2021	1202	12	committees	committee	NNS
stanford-ai-2021	1202	13	and	and	CC
stanford-ai-2021	1202	14	C	c	NN
stanford-ai-2021	1202	15	H	h	NN
stanford-ai-2021	1202	16	A	a	NN
stanford-ai-2021	1202	17	P	p	NN
stanford-ai-2021	1202	18	T	t	NN
stanford-ai-2021	1202	19	E	e	NN
stanford-ai-2021	1202	20	R	r	NN
stanford-ai-2021	1202	21	7	7	CD
stanford-ai-2021	1202	22	:	:	:
stanford-ai-2021	1202	23	A	a	DT
stanford-ai-2021	1202	24	I	i	NN
stanford-ai-2021	1202	25	P	p	NN
stanford-ai-2021	1202	26	O	o	NN
stanford-ai-2021	1202	27	L	l	NN
stanford-ai-2021	1202	28	I	i	NN
stanford-ai-2021	1202	29	C	c	NN
stanford-ai-2021	1202	30	Y	Y	NNP
stanford-ai-2021	1202	31	A	a	NN
stanford-ai-2021	1202	32	N	n	NN
stanford-ai-2021	1202	33	D	d	NN
stanford-ai-2021	1202	34	N	n	NN
stanford-ai-2021	1202	35	AT	at	IN
stanford-ai-2021	1202	36	I	i	NN
stanford-ai-2021	1202	37	O	o	NN
stanford-ai-2021	1202	38	N	n	NN
stanford-ai-2021	1202	39	A	a	NN
stanford-ai-2021	1202	40	L	l	NN
stanford-ai-2021	1202	41	S	s	NN
stanford-ai-2021	1202	42	T	t	NN
stanford-ai-2021	1202	43	R	r	NN
stanford-ai-2021	1202	44	AT	at	NN
stanford-ai-2021	1202	45	E	e	NN
stanford-ai-2021	1202	46	G	g	NN
stanford-ai-2021	1202	47	I	i	NN
stanford-ai-2021	1202	48	E	e	NN
stanford-ai-2021	1202	49	S	s	NN
stanford-ai-2021	1202	50	7	7	CD
stanford-ai-2021	1202	51	.	.	.
stanford-ai-2021	1203	1	4	4	LS
stanford-ai-2021	1203	2	A	a	NN
stanford-ai-2021	1203	3	I	i	NN
stanford-ai-2021	1203	4	A	a	NN
stanford-ai-2021	1203	5	N	n	NN
stanford-ai-2021	1203	6	D	d	NN
stanford-ai-2021	1203	7	P	p	NN
stanford-ai-2021	1203	8	O	o	NN
stanford-ai-2021	1203	9	L	l	NN
stanford-ai-2021	1203	10	I	i	NN
stanford-ai-2021	1203	11	C	c	NN
stanford-ai-2021	1203	12	Y	y	NN
stanford-ai-2021	1203	13	M	m	NN
stanford-ai-2021	1203	14	A	a	NN
stanford-ai-2021	1203	15	K	k	NN
stanford-ai-2021	1203	16	I	i	NN
stanford-ai-2021	1203	17	N	n	NN
stanford-ai-2021	1203	18	G	g	NN
stanford-ai-2021	1203	19	Figure	Figure	NNP
stanford-ai-2021	1203	20	7.4.2	7.4.2	NNP
stanford-ai-2021	1203	21	subcommittees	subcommittee	NNS
stanford-ai-2021	1203	22	commissioned	commission	VBD
stanford-ai-2021	1203	23	70	70	CD
stanford-ai-2021	1203	24	reports	report	NNS
stanford-ai-2021	1203	25	on	on	IN
stanford-ai-2021	1203	26	AI	AI	NNP
stanford-ai-2021	1203	27	,	,	,
stanford-ai-2021	1203	28	while	while	IN
stanford-ai-2021	1203	29	the	the	DT
stanford-ai-2021	1203	30	CRS	CRS	NNP
stanford-ai-2021	1203	31	,	,	,
stanford-ai-2021	1203	32	tasked	task	VBD
stanford-ai-2021	1203	33	as	as	IN
stanford-ai-2021	1203	34	a	a	DT
stanford-ai-2021	1203	35	fact	fact	NN
stanford-ai-2021	1203	36	-	-	HYPH
stanford-ai-2021	1203	37	finding	find	VBG
stanford-ai-2021	1203	38	body	body	NN
stanford-ai-2021	1203	39	for	for	IN
stanford-ai-2021	1203	40	members	member	NNS
stanford-ai-2021	1203	41	of	of	IN
stanford-ai-2021	1203	42	Congress	Congress	NNP
stanford-ai-2021	1203	43	,	,	,
stanford-ai-2021	1203	44	published	publish	VBD
stanford-ai-2021	1203	45	243	243	CD
stanford-ai-2021	1203	46	about	about	IN
stanford-ai-2021	1203	47	AI	AI	NNP
stanford-ai-2021	1203	48	or	or	CC
stanford-ai-2021	1203	49	referencing	reference	VBG
stanford-ai-2021	1203	50	AI	AI	NNP
stanford-ai-2021	1203	51	.	.	.
stanford-ai-2021	1204	1	Mentions	mention	NNS
stanford-ai-2021	1204	2	of	of	IN
stanford-ai-2021	1204	3	AI	AI	NNP
stanford-ai-2021	1204	4	and	and	CC
stanford-ai-2021	1204	5	ML	ML	NNP
stanford-ai-2021	1204	6	in	in	IN
stanford-ai-2021	1204	7	Congressional/	Congressional/	NNP
stanford-ai-2021	1204	8	Parliamentary	Parliamentary	NNP
stanford-ai-2021	1204	9	Proceedings	Proceedings	NNP
stanford-ai-2021	1204	10	As	as	IN
stanford-ai-2021	1204	11	shown	show	VBN
stanford-ai-2021	1204	12	in	in	IN
stanford-ai-2021	1204	13	Figures	Figures	NNP
stanford-ai-2021	1204	14	7.4.2–7.4.5	7.4.2–7.4.5	NNP
stanford-ai-2021	1204	15	,	,	,
stanford-ai-2021	1204	16	the	the	DT
stanford-ai-2021	1204	17	number	number	NN
stanford-ai-2021	1204	18	of	of	IN
stanford-ai-2021	1204	19	mentions	mention	NNS
stanford-ai-2021	1204	20	of	of	IN
stanford-ai-2021	1204	21	artificial	artificial	JJ
stanford-ai-2021	1204	22	intelligence	intelligence	NN
stanford-ai-2021	1204	23	and	and	CC
stanford-ai-2021	1204	24	machine	machine	NN
stanford-ai-2021	1204	25	learning	learn	VBG
stanford-ai-2021	1204	26	in	in	IN
stanford-ai-2021	1204	27	the	the	DT
stanford-ai-2021	1204	28	proceedings	proceeding	NNS
stanford-ai-2021	1204	29	of	of	IN
stanford-ai-2021	1204	30	the	the	DT
stanford-ai-2021	1204	31	U.S.	U.S.	NNP
stanford-ai-2021	1204	32	Congress	Congress	NNP
stanford-ai-2021	1204	33	and	and	CC
stanford-ai-2021	1204	34	the	the	DT
stanford-ai-2021	1204	35	U.K.	U.K.	NNP
stanford-ai-2021	1204	36	parliament	parliament	NN
stanford-ai-2021	1204	37	continued	continue	VBD
stanford-ai-2021	1204	38	to	to	TO
stanford-ai-2021	1204	39	rise	rise	VB
stanford-ai-2021	1204	40	in	in	IN
stanford-ai-2021	1204	41	2020	2020	CD
stanford-ai-2021	1204	42	,	,	,
stanford-ai-2021	1204	43	while	while	IN
stanford-ai-2021	1204	44	there	there	EX
stanford-ai-2021	1204	45	were	be	VBD
stanford-ai-2021	1204	46	fewer	few	JJR
stanford-ai-2021	1204	47	mentions	mention	NNS
stanford-ai-2021	1204	48	in	in	IN
stanford-ai-2021	1204	49	the	the	DT
stanford-ai-2021	1204	50	parliamentary	parliamentary	JJ
stanford-ai-2021	1204	51	proceedings	proceeding	NNS
stanford-ai-2021	1204	52	of	of	IN
stanford-ai-2021	1204	53	Canada	Canada	NNP
stanford-ai-2021	1204	54	.	.	.
stanford-ai-2021	1205	1	TA	TA	NNP
stanford-ai-2021	1205	2	B	B	NNP
stanford-ai-2021	1205	3	L	l	NN
stanford-ai-2021	1205	4	E	e	NN
stanford-ai-2021	1205	5	O	o	NN
stanford-ai-2021	1205	6	F	f	NN
stanford-ai-2021	1205	7	C	c	NN
stanford-ai-2021	1205	8	O	o	NN
stanford-ai-2021	1205	9	N	n	NN
stanford-ai-2021	1205	10	T	t	NN
stanford-ai-2021	1205	11	E	e	NN
stanford-ai-2021	1205	12	N	n	NN
stanford-ai-2021	1205	13	T	t	NN
stanford-ai-2021	1205	14	S	s	NN
stanford-ai-2021	1205	15	1	1	CD
stanford-ai-2021	1205	16	7	7	CD
stanford-ai-2021	1205	17	3C	3c	NN
stanford-ai-2021	1205	18	H	h	NN
stanford-ai-2021	1205	19	A	a	NN
stanford-ai-2021	1205	20	P	p	NN
stanford-ai-2021	1205	21	T	t	NN
stanford-ai-2021	1205	22	E	e	NN
stanford-ai-2021	1205	23	R	r	NN
stanford-ai-2021	1205	24	7	7	CD
stanford-ai-2021	1205	25	P	p	NN
stanford-ai-2021	1205	26	R	r	NN
stanford-ai-2021	1205	27	E	e	NN
stanford-ai-2021	1205	28	V	v	NN
stanford-ai-2021	1205	29	I	i	NN
stanford-ai-2021	1205	30	E	e	NN
stanford-ai-2021	1205	31	W	W	NNP
stanford-ai-2021	1205	32	Artificial	Artificial	NNP
stanford-ai-2021	1205	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1205	34	Index	Index	NNP
stanford-ai-2021	1205	35	Report	Report	NNP
stanford-ai-2021	1205	36	2021	2021	CD
stanford-ai-2021	1205	37	2011	2011	CD
stanford-ai-2021	1205	38	2012	2012	CD
stanford-ai-2021	1205	39	2013	2013	CD
stanford-ai-2021	1205	40	2014	2014	CD
stanford-ai-2021	1205	41	2015	2015	CD
stanford-ai-2021	1205	42	2016	2016	CD
stanford-ai-2021	1205	43	2017	2017	CD
stanford-ai-2021	1205	44	2018	2018	CD
stanford-ai-2021	1205	45	2019	2019	CD
stanford-ai-2021	1205	46	2020	2020	CD
stanford-ai-2021	1205	47	0	0	CD
stanford-ai-2021	1205	48	50	50	CD
stanford-ai-2021	1205	49	100	100	CD
stanford-ai-2021	1205	50	150	150	CD
stanford-ai-2021	1205	51	200	200	CD
stanford-ai-2021	1205	52	250	250	CD
stanford-ai-2021	1205	53	300	300	CD
stanford-ai-2021	1205	54	N	n	CD
stanford-ai-2021	1205	55	u	u	NNP
stanford-ai-2021	1205	56	m	m	NNP
stanford-ai-2021	1205	57	b	b	NNP
stanford-ai-2021	1205	58	er	er	UH
stanford-ai-2021	1205	59	o	o	XX
stanford-ai-2021	1205	60	f	f	NN
stanford-ai-2021	1205	61	M	M	NNP
stanford-ai-2021	1205	62	en	en	FW
stanford-ai-2021	1205	63	ti	ti	NNP
stanford-ai-2021	1205	64	o	o	NN
stanford-ai-2021	1205	65	n	n	NNP
stanford-ai-2021	1205	66	s	s	NNP
stanford-ai-2021	1205	67	283	283	CD
stanford-ai-2021	1205	68	192	192	CD
stanford-ai-2021	1205	69	183	183	CD
stanford-ai-2021	1205	70	138	138	CD
stanford-ai-2021	1205	71	51	51	CD
stanford-ai-2021	1205	72	0	0	CD
stanford-ai-2021	1205	73	4	4	CD
stanford-ai-2021	1205	74	57	57	CD
stanford-ai-2021	1205	75	1	1	CD
stanford-ai-2021	1205	76	246	246	CD
stanford-ai-2021	1205	77	158	158	CD
stanford-ai-2021	1205	78	138	138	CD
stanford-ai-2021	1205	79	179	179	CD
stanford-ai-2021	1205	80	34	34	CD
stanford-ai-2021	1205	81	42	42	CD
stanford-ai-2021	1205	82	37	37	CD
stanford-ai-2021	1205	83	MENTIONS	mention	NNS
stanford-ai-2021	1205	84	of	of	IN
stanford-ai-2021	1205	85	AI	AI	NNP
stanford-ai-2021	1205	86	and	and	CC
stanford-ai-2021	1205	87	ML	ML	NNP
stanford-ai-2021	1205	88	in	in	IN
stanford-ai-2021	1205	89	the	the	DT
stanford-ai-2021	1205	90	PROCEEDINGS	PROCEEDINGS	NNP
stanford-ai-2021	1205	91	of	of	IN
stanford-ai-2021	1205	92	U.K.	U.K.	NNP
stanford-ai-2021	1205	93	PARLIAMENT	PARLIAMENT	NNP
stanford-ai-2021	1205	94	,	,	,
stanford-ai-2021	1205	95	2011	2011	CD
stanford-ai-2021	1205	96	-	-	SYM
stanford-ai-2021	1205	97	20	20	CD
stanford-ai-2021	1205	98	Sources	Sources	NNPS
stanford-ai-2021	1205	99	:	:	:
stanford-ai-2021	1205	100	Parliament	Parliament	NNP
stanford-ai-2021	1205	101	of	of	IN
stanford-ai-2021	1205	102	U.K.	U.K.	NNP
stanford-ai-2021	1205	103	website	website	NN
stanford-ai-2021	1205	104	,	,	,
stanford-ai-2021	1205	105	the	the	DT
stanford-ai-2021	1205	106	McKinsey	McKinsey	NNP
stanford-ai-2021	1205	107	Global	Global	NNP
stanford-ai-2021	1205	108	Institute	Institute	NNP
stanford-ai-2021	1205	109	,	,	,
stanford-ai-2021	1205	110	2020	2020	CD
stanford-ai-2021	1205	111	|	|	NNP
stanford-ai-2021	1205	112	Chart	Chart	NNP
stanford-ai-2021	1205	113	:	:	:
stanford-ai-2021	1205	114	2021	2021	CD
stanford-ai-2021	1205	115	AI	AI	NNP
stanford-ai-2021	1205	116	Index	Index	NNP
stanford-ai-2021	1205	117	Report	Report	NNP
stanford-ai-2021	1205	118	Machine	Machine	NNP
stanford-ai-2021	1205	119	Learning	Learning	NNP
stanford-ai-2021	1205	120	Artificial	Artificial	NNP
stanford-ai-2021	1205	121	Intelligence	Intelligence	NNP
stanford-ai-2021	1205	122	2011	2011	CD
stanford-ai-2021	1205	123	2012	2012	CD
stanford-ai-2021	1205	124	2013	2013	CD
stanford-ai-2021	1205	125	2014	2014	CD
stanford-ai-2021	1205	126	2015	2015	CD
stanford-ai-2021	1205	127	2016	2016	CD
stanford-ai-2021	1205	128	2017	2017	CD
stanford-ai-2021	1205	129	2018	2018	CD
stanford-ai-2021	1205	130	2019	2019	CD
stanford-ai-2021	1205	131	2020	2020	CD
stanford-ai-2021	1205	132	0	0	CD
stanford-ai-2021	1205	133	10	10	CD
stanford-ai-2021	1205	134	20	20	CD
stanford-ai-2021	1205	135	30	30	CD
stanford-ai-2021	1205	136	40	40	CD
stanford-ai-2021	1205	137	N	n	CD
stanford-ai-2021	1205	138	u	u	NNP
stanford-ai-2021	1205	139	m	m	NN
stanford-ai-2021	1205	140	b	b	NNP
stanford-ai-2021	1205	141	er	er	UH
stanford-ai-2021	1205	142	o	o	XX
stanford-ai-2021	1205	143	f	f	NN
stanford-ai-2021	1205	144	M	M	NNP
stanford-ai-2021	1205	145	en	en	FW
stanford-ai-2021	1205	146	ti	ti	NNP
stanford-ai-2021	1205	147	o	o	NN
stanford-ai-2021	1205	148	n	n	NNP
stanford-ai-2021	1205	149	s	s	NNP
stanford-ai-2021	1205	150	34	34	CD
stanford-ai-2021	1205	151	38	38	CD
stanford-ai-2021	1205	152	18	18	CD
stanford-ai-2021	1205	153	21	21	CD
stanford-ai-2021	1205	154	00	00	CD
stanford-ai-2021	1205	155	000	000	CD
stanford-ai-2021	1205	156	2	2	CD
stanford-ai-2021	1205	157	35	35	CD
stanford-ai-2021	1205	158	33	33	CD
stanford-ai-2021	1205	159	21	21	CD
stanford-ai-2021	1205	160	17	17	CD
stanford-ai-2021	1205	161	3	3	CD
stanford-ai-2021	1205	162	MENTIONS	mentions	NN
stanford-ai-2021	1205	163	of	of	IN
stanford-ai-2021	1205	164	AI	AI	NNP
stanford-ai-2021	1205	165	and	and	CC
stanford-ai-2021	1205	166	ML	ML	NNP
stanford-ai-2021	1205	167	in	in	IN
stanford-ai-2021	1205	168	the	the	DT
stanford-ai-2021	1205	169	PROCEEDINGS	proceeding	NNS
stanford-ai-2021	1205	170	of	of	IN
stanford-ai-2021	1205	171	CANADIAN	canadian	JJ
stanford-ai-2021	1205	172	PARLIAMENT	parliament	NN
stanford-ai-2021	1205	173	,	,	,
stanford-ai-2021	1205	174	2011	2011	CD
stanford-ai-2021	1205	175	-	-	SYM
stanford-ai-2021	1205	176	20	20	CD
stanford-ai-2021	1205	177	Sources	source	NNS
stanford-ai-2021	1205	178	:	:	:
stanford-ai-2021	1205	179	Canadian	Canadian	NNP
stanford-ai-2021	1205	180	Parliament	Parliament	NNP
stanford-ai-2021	1205	181	website	website	NN
stanford-ai-2021	1205	182	,	,	,
stanford-ai-2021	1205	183	the	the	DT
stanford-ai-2021	1205	184	McKinsey	McKinsey	NNP
stanford-ai-2021	1205	185	Global	Global	NNP
stanford-ai-2021	1205	186	Institute	Institute	NNP
stanford-ai-2021	1205	187	,	,	,
stanford-ai-2021	1205	188	2020	2020	CD
stanford-ai-2021	1205	189	|	|	NNP
stanford-ai-2021	1205	190	Chart	Chart	NNP
stanford-ai-2021	1205	191	:	:	:
stanford-ai-2021	1205	192	2021	2021	CD
stanford-ai-2021	1205	193	AI	AI	NNP
stanford-ai-2021	1205	194	Index	Index	NNP
stanford-ai-2021	1205	195	Report	Report	NNP
stanford-ai-2021	1205	196	Machine	Machine	NNP
stanford-ai-2021	1205	197	Learning	Learning	NNP
stanford-ai-2021	1205	198	Artificial	Artificial	NNP
stanford-ai-2021	1205	199	Intelligence	Intelligence	NNP
stanford-ai-2021	1205	200	C	C	NNP
stanford-ai-2021	1205	201	H	h	NN
stanford-ai-2021	1205	202	A	a	NN
stanford-ai-2021	1205	203	P	p	NN
stanford-ai-2021	1205	204	T	t	NN
stanford-ai-2021	1205	205	E	e	NN
stanford-ai-2021	1205	206	R	r	NN
stanford-ai-2021	1205	207	7	7	CD
stanford-ai-2021	1205	208	:	:	:
stanford-ai-2021	1205	209	A	a	DT
stanford-ai-2021	1205	210	I	i	NN
stanford-ai-2021	1205	211	P	p	NN
stanford-ai-2021	1205	212	O	o	NN
stanford-ai-2021	1205	213	L	l	NN
stanford-ai-2021	1205	214	I	i	NN
stanford-ai-2021	1205	215	C	c	NN
stanford-ai-2021	1205	216	Y	Y	NNP
stanford-ai-2021	1205	217	A	a	NN
stanford-ai-2021	1205	218	N	n	NN
stanford-ai-2021	1205	219	D	d	NN
stanford-ai-2021	1205	220	N	n	NN
stanford-ai-2021	1205	221	AT	at	IN
stanford-ai-2021	1205	222	I	i	NN
stanford-ai-2021	1205	223	O	o	NN
stanford-ai-2021	1205	224	N	n	NN
stanford-ai-2021	1205	225	A	a	NN
stanford-ai-2021	1205	226	L	l	NN
stanford-ai-2021	1205	227	S	s	NN
stanford-ai-2021	1205	228	T	t	NN
stanford-ai-2021	1205	229	R	r	NN
stanford-ai-2021	1205	230	AT	at	NN
stanford-ai-2021	1205	231	E	e	NN
stanford-ai-2021	1205	232	G	g	NN
stanford-ai-2021	1205	233	I	i	NN
stanford-ai-2021	1205	234	E	e	NN
stanford-ai-2021	1205	235	S	s	NN
stanford-ai-2021	1205	236	7	7	CD
stanford-ai-2021	1205	237	.	.	.
stanford-ai-2021	1206	1	4	4	LS
stanford-ai-2021	1206	2	A	a	NN
stanford-ai-2021	1206	3	I	i	NN
stanford-ai-2021	1206	4	A	a	NN
stanford-ai-2021	1206	5	N	n	NN
stanford-ai-2021	1206	6	D	d	NN
stanford-ai-2021	1206	7	P	p	NN
stanford-ai-2021	1206	8	O	o	NN
stanford-ai-2021	1206	9	L	l	NN
stanford-ai-2021	1206	10	I	i	NN
stanford-ai-2021	1206	11	C	c	NN
stanford-ai-2021	1206	12	Y	y	NN
stanford-ai-2021	1206	13	M	m	NN
stanford-ai-2021	1206	14	A	a	NN
stanford-ai-2021	1206	15	K	k	NN
stanford-ai-2021	1206	16	I	i	NN
stanford-ai-2021	1206	17	N	n	NN
stanford-ai-2021	1206	18	G	g	NN
stanford-ai-2021	1206	19	Figure	figure	NN
stanford-ai-2021	1206	20	7.4.3	7.4.3	NN
stanford-ai-2021	1206	21	Figure	figure	NN
stanford-ai-2021	1206	22	7.4.4	7.4.4	NN
stanford-ai-2021	1206	23	TA	TA	NNP
stanford-ai-2021	1206	24	B	b	NN
stanford-ai-2021	1206	25	L	l	NN
stanford-ai-2021	1206	26	E	e	NN
stanford-ai-2021	1206	27	O	o	NN
stanford-ai-2021	1206	28	F	f	NN
stanford-ai-2021	1206	29	C	c	NN
stanford-ai-2021	1206	30	O	o	NN
stanford-ai-2021	1206	31	N	n	NN
stanford-ai-2021	1206	32	T	t	NN
stanford-ai-2021	1206	33	E	e	NN
stanford-ai-2021	1206	34	N	n	NN
stanford-ai-2021	1206	35	T	t	NN
stanford-ai-2021	1206	36	S	s	NN
stanford-ai-2021	1206	37	1	1	CD
stanford-ai-2021	1206	38	74C	74c	CD
stanford-ai-2021	1206	39	H	h	NN
stanford-ai-2021	1206	40	A	a	NN
stanford-ai-2021	1206	41	P	p	NN
stanford-ai-2021	1206	42	T	t	NN
stanford-ai-2021	1206	43	E	e	NN
stanford-ai-2021	1206	44	R	r	NN
stanford-ai-2021	1206	45	7	7	CD
stanford-ai-2021	1206	46	P	p	NN
stanford-ai-2021	1206	47	R	r	NN
stanford-ai-2021	1206	48	E	e	NN
stanford-ai-2021	1206	49	V	v	NN
stanford-ai-2021	1206	50	I	i	NN
stanford-ai-2021	1206	51	E	e	NN
stanford-ai-2021	1206	52	W	W	NNP
stanford-ai-2021	1206	53	Artificial	Artificial	NNP
stanford-ai-2021	1206	54	Intelligence	Intelligence	NNP
stanford-ai-2021	1206	55	Index	Index	NNP
stanford-ai-2021	1206	56	Report	Report	NNP
stanford-ai-2021	1206	57	2021	2021	CD
stanford-ai-2021	1206	58	C	c	NN
stanford-ai-2021	1206	59	H	h	NN
stanford-ai-2021	1206	60	A	a	NN
stanford-ai-2021	1206	61	P	p	NN
stanford-ai-2021	1206	62	T	t	NN
stanford-ai-2021	1206	63	E	e	NN
stanford-ai-2021	1206	64	R	r	NN
stanford-ai-2021	1206	65	7	7	CD
stanford-ai-2021	1206	66	:	:	:
stanford-ai-2021	1206	67	A	a	DT
stanford-ai-2021	1206	68	I	i	NN
stanford-ai-2021	1206	69	P	p	NN
stanford-ai-2021	1206	70	O	o	NN
stanford-ai-2021	1206	71	L	l	NN
stanford-ai-2021	1206	72	I	i	NN
stanford-ai-2021	1206	73	C	c	NN
stanford-ai-2021	1206	74	Y	Y	NNP
stanford-ai-2021	1206	75	A	a	NN
stanford-ai-2021	1206	76	N	n	NN
stanford-ai-2021	1206	77	D	d	NN
stanford-ai-2021	1206	78	N	n	NN
stanford-ai-2021	1206	79	AT	at	IN
stanford-ai-2021	1206	80	I	i	NN
stanford-ai-2021	1206	81	O	o	NN
stanford-ai-2021	1206	82	N	n	NN
stanford-ai-2021	1206	83	A	a	NN
stanford-ai-2021	1206	84	L	l	NN
stanford-ai-2021	1206	85	S	s	NN
stanford-ai-2021	1206	86	T	t	NN
stanford-ai-2021	1206	87	R	r	NN
stanford-ai-2021	1206	88	AT	at	NN
stanford-ai-2021	1206	89	E	e	NN
stanford-ai-2021	1206	90	G	g	NN
stanford-ai-2021	1206	91	I	i	NN
stanford-ai-2021	1206	92	E	e	NN
stanford-ai-2021	1206	93	S	s	NN
stanford-ai-2021	1206	94	7	7	CD
stanford-ai-2021	1206	95	.	.	.
stanford-ai-2021	1207	1	4	4	LS
stanford-ai-2021	1207	2	A	a	NN
stanford-ai-2021	1207	3	I	i	NN
stanford-ai-2021	1207	4	A	a	NN
stanford-ai-2021	1207	5	N	n	NN
stanford-ai-2021	1207	6	D	d	NN
stanford-ai-2021	1207	7	P	p	NN
stanford-ai-2021	1207	8	O	o	NN
stanford-ai-2021	1207	9	L	l	NN
stanford-ai-2021	1207	10	I	i	NN
stanford-ai-2021	1207	11	C	c	NN
stanford-ai-2021	1207	12	Y	y	NN
stanford-ai-2021	1207	13	M	m	NN
stanford-ai-2021	1207	14	A	a	NN
stanford-ai-2021	1207	15	K	k	NN
stanford-ai-2021	1207	16	I	i	NN
stanford-ai-2021	1207	17	N	n	NN
stanford-ai-2021	1207	18	G	g	NN
stanford-ai-2021	1207	19	2	2	CD
stanford-ai-2021	1207	20	See	See	NNP
stanford-ai-2021	1207	21	Science	Science	NNP
stanford-ai-2021	1207	22	&	&	CC
stanford-ai-2021	1207	23	Technology	Technology	NNP
stanford-ai-2021	1207	24	Review	Review	NNP
stanford-ai-2021	1207	25	and	and	CC
stanford-ai-2021	1207	26	Scientific	Scientific	NNP
stanford-ai-2021	1207	27	American	American	NNP
stanford-ai-2021	1207	28	for	for	IN
stanford-ai-2021	1207	29	more	more	JJR
stanford-ai-2021	1207	30	details	detail	NNS
stanford-ai-2021	1207	31	.	.	.
stanford-ai-2021	1208	1	2011	2011	CD
stanford-ai-2021	1208	2	2012	2012	CD
stanford-ai-2021	1208	3	2013	2013	CD
stanford-ai-2021	1208	4	2014	2014	CD
stanford-ai-2021	1208	5	2015	2015	CD
stanford-ai-2021	1208	6	2016	2016	CD
stanford-ai-2021	1208	7	2017	2017	CD
stanford-ai-2021	1208	8	2018	2018	CD
stanford-ai-2021	1208	9	2019	2019	CD
stanford-ai-2021	1208	10	2020	2020	CD
stanford-ai-2021	1208	11	0	0	CD
stanford-ai-2021	1208	12	200	200	CD
stanford-ai-2021	1208	13	400	400	CD
stanford-ai-2021	1208	14	600	600	CD
stanford-ai-2021	1208	15	800	800	CD
stanford-ai-2021	1208	16	1,000	1,000	CD
stanford-ai-2021	1208	17	N	n	CD
stanford-ai-2021	1208	18	u	u	NNP
stanford-ai-2021	1208	19	m	m	NNP
stanford-ai-2021	1208	20	b	b	NNP
stanford-ai-2021	1208	21	er	er	UH
stanford-ai-2021	1208	22	o	o	XX
stanford-ai-2021	1208	23	f	f	NN
stanford-ai-2021	1208	24	M	M	NNP
stanford-ai-2021	1208	25	en	en	FW
stanford-ai-2021	1208	26	ti	ti	NNP
stanford-ai-2021	1208	27	o	o	NN
stanford-ai-2021	1208	28	n	n	NN
stanford-ai-2021	1208	29	s	s	NNP
stanford-ai-2021	1208	30	225	225	CD
stanford-ai-2021	1208	31	MENTIONS	mention	NNS
stanford-ai-2021	1208	32	of	of	IN
stanford-ai-2021	1208	33	AI	AI	NNP
stanford-ai-2021	1208	34	in	in	IN
stanford-ai-2021	1208	35	CENTRAL	CENTRAL	NNP
stanford-ai-2021	1208	36	BANK	BANK	NNP
stanford-ai-2021	1208	37	COMMUNICATIONS	communication	NNS
stanford-ai-2021	1208	38	around	around	IN
stanford-ai-2021	1208	39	THE	the	DT
stanford-ai-2021	1208	40	WORLD	WORLD	NNP
stanford-ai-2021	1208	41	,	,	,
stanford-ai-2021	1208	42	2011	2011	CD
stanford-ai-2021	1208	43	-	-	SYM
stanford-ai-2021	1208	44	20	20	CD
stanford-ai-2021	1208	45	Source	source	NN
stanford-ai-2021	1208	46	:	:	:
stanford-ai-2021	1208	47	Prattle	Prattle	NNP
stanford-ai-2021	1208	48	/	/	SYM
stanford-ai-2021	1208	49	LiquidNet	LiquidNet	NNP
stanford-ai-2021	1208	50	,	,	,
stanford-ai-2021	1208	51	2020	2020	CD
stanford-ai-2021	1208	52	|	|	CD
stanford-ai-2021	1208	53	Chart	Chart	NNP
stanford-ai-2021	1208	54	:	:	:
stanford-ai-2021	1208	55	2021	2021	CD
stanford-ai-2021	1208	56	AI	AI	NNP
stanford-ai-2021	1208	57	Index	Index	NNP
stanford-ai-2021	1208	58	Report	Report	NNP
stanford-ai-2021	1208	59	Figure	Figure	NNP
stanford-ai-2021	1208	60	7.4.5	7.4.5	CD
stanford-ai-2021	1208	61	C	c	NN
stanford-ai-2021	1208	62	E	e	NN
stanford-ai-2021	1208	63	N	n	NN
stanford-ai-2021	1208	64	T	t	NN
stanford-ai-2021	1208	65	R	r	NN
stanford-ai-2021	1208	66	A	a	NN
stanford-ai-2021	1208	67	L	l	NN
stanford-ai-2021	1208	68	B	B	NNP
stanford-ai-2021	1208	69	A	A	NNP
stanford-ai-2021	1208	70	N	n	NN
stanford-ai-2021	1208	71	K	k	NN
stanford-ai-2021	1208	72	S	S	NNP
stanford-ai-2021	1208	73	Central	central	JJ
stanford-ai-2021	1208	74	banks	bank	NNS
stanford-ai-2021	1208	75	play	play	VBP
stanford-ai-2021	1208	76	a	a	DT
stanford-ai-2021	1208	77	key	key	JJ
stanford-ai-2021	1208	78	role	role	NN
stanford-ai-2021	1208	79	in	in	IN
stanford-ai-2021	1208	80	conducting	conduct	VBG
stanford-ai-2021	1208	81	currency	currency	NN
stanford-ai-2021	1208	82	and	and	CC
stanford-ai-2021	1208	83	monetary	monetary	JJ
stanford-ai-2021	1208	84	policy	policy	NN
stanford-ai-2021	1208	85	in	in	IN
stanford-ai-2021	1208	86	a	a	DT
stanford-ai-2021	1208	87	country	country	NN
stanford-ai-2021	1208	88	or	or	CC
stanford-ai-2021	1208	89	a	a	DT
stanford-ai-2021	1208	90	monetary	monetary	JJ
stanford-ai-2021	1208	91	union	union	NN
stanford-ai-2021	1208	92	.	.	.
stanford-ai-2021	1209	1	As	as	IN
stanford-ai-2021	1209	2	with	with	IN
stanford-ai-2021	1209	3	many	many	JJ
stanford-ai-2021	1209	4	other	other	JJ
stanford-ai-2021	1209	5	institutions	institution	NNS
stanford-ai-2021	1209	6	,	,	,
stanford-ai-2021	1209	7	central	central	JJ
stanford-ai-2021	1209	8	banks	bank	NNS
stanford-ai-2021	1209	9	are	be	VBP
stanford-ai-2021	1209	10	tasked	task	VBN
stanford-ai-2021	1209	11	with	with	IN
stanford-ai-2021	1209	12	integrating	integrate	VBG
stanford-ai-2021	1209	13	AI	AI	NNP
stanford-ai-2021	1209	14	into	into	IN
stanford-ai-2021	1209	15	their	-PRON-	PRP$
stanford-ai-2021	1209	16	operations	operation	NNS
stanford-ai-2021	1209	17	and	and	CC
stanford-ai-2021	1209	18	relying	rely	VBG
stanford-ai-2021	1209	19	on	on	IN
stanford-ai-2021	1209	20	big	big	JJ
stanford-ai-2021	1209	21	data	datum	NNS
stanford-ai-2021	1209	22	analytics	analytic	NNS
stanford-ai-2021	1209	23	to	to	TO
stanford-ai-2021	1209	24	assist	assist	VB
stanford-ai-2021	1209	25	them	-PRON-	PRP
stanford-ai-2021	1209	26	with	with	IN
stanford-ai-2021	1209	27	forecasting	forecasting	NN
stanford-ai-2021	1209	28	,	,	,
stanford-ai-2021	1209	29	risk	risk	NN
stanford-ai-2021	1209	30	management	management	NN
stanford-ai-2021	1209	31	,	,	,
stanford-ai-2021	1209	32	and	and	CC
stanford-ai-2021	1209	33	financial	financial	JJ
stanford-ai-2021	1209	34	supervision	supervision	NN
stanford-ai-2021	1209	35	.	.	.
stanford-ai-2021	1210	1	Prattle	Prattle	NNP
stanford-ai-2021	1210	2	,	,	,
stanford-ai-2021	1210	3	a	a	DT
stanford-ai-2021	1210	4	leading	lead	VBG
stanford-ai-2021	1210	5	provider	provider	NN
stanford-ai-2021	1210	6	of	of	IN
stanford-ai-2021	1210	7	automated	automate	VBN
stanford-ai-2021	1210	8	investment	investment	NN
stanford-ai-2021	1210	9	research	research	NN
stanford-ai-2021	1210	10	solutions	solution	NNS
stanford-ai-2021	1210	11	,	,	,
stanford-ai-2021	1210	12	monitors	monitor	VBZ
stanford-ai-2021	1210	13	mentions	mention	NNS
stanford-ai-2021	1210	14	of	of	IN
stanford-ai-2021	1210	15	AI	AI	NNP
stanford-ai-2021	1210	16	in	in	IN
stanford-ai-2021	1210	17	the	the	DT
stanford-ai-2021	1210	18	communications	communication	NNS
stanford-ai-2021	1210	19	of	of	IN
stanford-ai-2021	1210	20	central	central	JJ
stanford-ai-2021	1210	21	banks	bank	NNS
stanford-ai-2021	1210	22	,	,	,
stanford-ai-2021	1210	23	including	include	VBG
stanford-ai-2021	1210	24	meeting	meeting	NN
stanford-ai-2021	1210	25	minutes	minute	NNS
stanford-ai-2021	1210	26	,	,	,
stanford-ai-2021	1210	27	monetary	monetary	JJ
stanford-ai-2021	1210	28	policy	policy	NN
stanford-ai-2021	1210	29	papers	paper	NNS
stanford-ai-2021	1210	30	,	,	,
stanford-ai-2021	1210	31	press	press	NN
stanford-ai-2021	1210	32	releases	release	NNS
stanford-ai-2021	1210	33	,	,	,
stanford-ai-2021	1210	34	speeches	speech	NNS
stanford-ai-2021	1210	35	,	,	,
stanford-ai-2021	1210	36	and	and	CC
stanford-ai-2021	1210	37	other	other	JJ
stanford-ai-2021	1210	38	official	official	JJ
stanford-ai-2021	1210	39	publications	publication	NNS
stanford-ai-2021	1210	40	.	.	.
stanford-ai-2021	1211	1	Figure	figure	NN
stanford-ai-2021	1211	2	7.4.5	7.4.5	CD
stanford-ai-2021	1211	3	shows	show	VBZ
stanford-ai-2021	1211	4	a	a	DT
stanford-ai-2021	1211	5	significant	significant	JJ
stanford-ai-2021	1211	6	increase	increase	NN
stanford-ai-2021	1211	7	in	in	IN
stanford-ai-2021	1211	8	the	the	DT
stanford-ai-2021	1211	9	mention	mention	NN
stanford-ai-2021	1211	10	of	of	IN
stanford-ai-2021	1211	11	AI	AI	NNP
stanford-ai-2021	1211	12	across	across	IN
stanford-ai-2021	1211	13	16	16	CD
stanford-ai-2021	1211	14	central	central	JJ
stanford-ai-2021	1211	15	banks	bank	NNS
stanford-ai-2021	1211	16	over	over	IN
stanford-ai-2021	1211	17	the	the	DT
stanford-ai-2021	1211	18	past	past	JJ
stanford-ai-2021	1211	19	10	10	CD
stanford-ai-2021	1211	20	years	year	NNS
stanford-ai-2021	1211	21	,	,	,
stanford-ai-2021	1211	22	with	with	IN
stanford-ai-2021	1211	23	the	the	DT
stanford-ai-2021	1211	24	number	number	NN
stanford-ai-2021	1211	25	reaching	reach	VBG
stanford-ai-2021	1211	26	a	a	DT
stanford-ai-2021	1211	27	peak	peak	NN
stanford-ai-2021	1211	28	of	of	IN
stanford-ai-2021	1211	29	1,020	1,020	CD
stanford-ai-2021	1211	30	in	in	IN
stanford-ai-2021	1211	31	2019	2019	CD
stanford-ai-2021	1211	32	.	.	.
stanford-ai-2021	1212	1	The	the	DT
stanford-ai-2021	1212	2	sharp	sharp	JJ
stanford-ai-2021	1212	3	decline	decline	NN
stanford-ai-2021	1212	4	in	in	IN
stanford-ai-2021	1212	5	2020	2020	CD
stanford-ai-2021	1212	6	can	can	MD
stanford-ai-2021	1212	7	be	be	VB
stanford-ai-2021	1212	8	explained	explain	VBN
stanford-ai-2021	1212	9	by	by	IN
stanford-ai-2021	1212	10	the	the	DT
stanford-ai-2021	1212	11	COVID-19	covid-19	JJ
stanford-ai-2021	1212	12	pandemic	pandemic	NN
stanford-ai-2021	1212	13	as	as	IN
stanford-ai-2021	1212	14	most	most	JJS
stanford-ai-2021	1212	15	central	central	JJ
stanford-ai-2021	1212	16	bank	bank	NN
stanford-ai-2021	1212	17	communications	communication	NNS
stanford-ai-2021	1212	18	focused	focus	VBD
stanford-ai-2021	1212	19	on	on	IN
stanford-ai-2021	1212	20	responses	response	NNS
stanford-ai-2021	1212	21	to	to	IN
stanford-ai-2021	1212	22	the	the	DT
stanford-ai-2021	1212	23	economic	economic	JJ
stanford-ai-2021	1212	24	downturn	downturn	NN
stanford-ai-2021	1212	25	.	.	.
stanford-ai-2021	1213	1	Moreover	moreover	RB
stanford-ai-2021	1213	2	,	,	,
stanford-ai-2021	1213	3	the	the	DT
stanford-ai-2021	1213	4	Federal	Federal	NNP
stanford-ai-2021	1213	5	Reserve	Reserve	NNP
stanford-ai-2021	1213	6	in	in	IN
stanford-ai-2021	1213	7	the	the	DT
stanford-ai-2021	1213	8	United	United	NNP
stanford-ai-2021	1213	9	States	States	NNP
stanford-ai-2021	1213	10	,	,	,
stanford-ai-2021	1213	11	Norges	Norges	NNP
stanford-ai-2021	1213	12	Bank	Bank	NNP
stanford-ai-2021	1213	13	in	in	IN
stanford-ai-2021	1213	14	Norway	Norway	NNP
stanford-ai-2021	1213	15	,	,	,
stanford-ai-2021	1213	16	and	and	CC
stanford-ai-2021	1213	17	the	the	DT
stanford-ai-2021	1213	18	European	European	NNP
stanford-ai-2021	1213	19	Central	Central	NNP
stanford-ai-2021	1213	20	Bank	Bank	NNP
stanford-ai-2021	1213	21	top	top	VB
stanford-ai-2021	1213	22	the	the	DT
stanford-ai-2021	1213	23	list	list	NN
stanford-ai-2021	1213	24	for	for	IN
stanford-ai-2021	1213	25	the	the	DT
stanford-ai-2021	1213	26	most	most	RBS
stanford-ai-2021	1213	27	aggregated	aggregated	JJ
stanford-ai-2021	1213	28	number	number	NN
stanford-ai-2021	1213	29	of	of	IN
stanford-ai-2021	1213	30	AI	AI	NNP
stanford-ai-2021	1213	31	mentions	mention	NNS
stanford-ai-2021	1213	32	in	in	IN
stanford-ai-2021	1213	33	communications	communication	NNS
stanford-ai-2021	1213	34	in	in	IN
stanford-ai-2021	1213	35	the	the	DT
stanford-ai-2021	1213	36	past	past	JJ
stanford-ai-2021	1213	37	five	five	CD
stanford-ai-2021	1213	38	years	year	NNS
stanford-ai-2021	1213	39	(	(	-LRB-
stanford-ai-2021	1213	40	Figure	Figure	NNP
stanford-ai-2021	1213	41	7.4.6	7.4.6	CD
stanford-ai-2021	1213	42	)	)	-RRB-
stanford-ai-2021	1213	43	.	.	.
stanford-ai-2021	1214	1	http://www.kjdb.org/EN/abstract/abstract14765.shtml	http://www.kjdb.org/EN/abstract/abstract14765.shtml	NNS
stanford-ai-2021	1214	2	#	#	NNP
stanford-ai-2021	1214	3	https://blogs.scientificamerican.com/observations/algorithmic-foreign-policy/	https://blogs.scientificamerican.com/observations/algorithmic-foreign-policy/	NN
stanford-ai-2021	1214	4	TA	TA	NNP
stanford-ai-2021	1214	5	B	B	NNP
stanford-ai-2021	1214	6	L	l	NN
stanford-ai-2021	1214	7	E	e	NN
stanford-ai-2021	1214	8	O	o	NN
stanford-ai-2021	1214	9	F	f	NN
stanford-ai-2021	1214	10	C	c	NN
stanford-ai-2021	1214	11	O	o	NN
stanford-ai-2021	1214	12	N	n	NN
stanford-ai-2021	1214	13	T	t	NN
stanford-ai-2021	1214	14	E	e	NN
stanford-ai-2021	1214	15	N	n	NN
stanford-ai-2021	1214	16	T	t	NN
stanford-ai-2021	1214	17	S	s	NN
stanford-ai-2021	1214	18	1	1	CD
stanford-ai-2021	1214	19	75C	75c	CD
stanford-ai-2021	1214	20	H	h	NN
stanford-ai-2021	1214	21	A	a	NN
stanford-ai-2021	1214	22	P	p	NN
stanford-ai-2021	1214	23	T	t	NN
stanford-ai-2021	1214	24	E	e	NN
stanford-ai-2021	1214	25	R	r	NN
stanford-ai-2021	1214	26	7	7	CD
stanford-ai-2021	1214	27	P	p	NN
stanford-ai-2021	1214	28	R	r	NN
stanford-ai-2021	1214	29	E	e	NN
stanford-ai-2021	1214	30	V	v	NN
stanford-ai-2021	1214	31	I	i	NN
stanford-ai-2021	1214	32	E	e	NN
stanford-ai-2021	1214	33	W	W	NNP
stanford-ai-2021	1214	34	Artificial	Artificial	NNP
stanford-ai-2021	1214	35	Intelligence	Intelligence	NNP
stanford-ai-2021	1214	36	Index	Index	NNP
stanford-ai-2021	1214	37	Report	Report	NNP
stanford-ai-2021	1214	38	2021	2021	CD
stanford-ai-2021	1214	39	0	0	CD
stanford-ai-2021	1214	40	200	200	CD
stanford-ai-2021	1214	41	400	400	CD
stanford-ai-2021	1214	42	600	600	CD
stanford-ai-2021	1214	43	800	800	CD
stanford-ai-2021	1214	44	1,000	1,000	CD
stanford-ai-2021	1214	45	1,200	1,200	CD
stanford-ai-2021	1214	46	1,400	1,400	CD
stanford-ai-2021	1214	47	1,600	1,600	CD
stanford-ai-2021	1214	48	1,800	1,800	CD
stanford-ai-2021	1214	49	2,000	2,000	CD
stanford-ai-2021	1214	50	Number	Number	NNP
stanford-ai-2021	1214	51	of	of	IN
stanford-ai-2021	1214	52	Mentions	Mentions	NNP
stanford-ai-2021	1214	53	Federal	Federal	NNP
stanford-ai-2021	1214	54	Reserve	Reserve	NNP
stanford-ai-2021	1214	55	Norges	Norges	NNPS
stanford-ai-2021	1214	56	Bank	Bank	NNP
stanford-ai-2021	1214	57	European	European	NNP
stanford-ai-2021	1214	58	Central	Central	NNP
stanford-ai-2021	1214	59	Bank	Bank	NNP
stanford-ai-2021	1214	60	Reserve	Reserve	NNP
stanford-ai-2021	1214	61	Bank	Bank	NNP
stanford-ai-2021	1214	62	of	of	IN
stanford-ai-2021	1214	63	India	India	NNP
stanford-ai-2021	1214	64	Bank	Bank	NNP
stanford-ai-2021	1214	65	of	of	IN
stanford-ai-2021	1214	66	England	England	NNP
stanford-ai-2021	1214	67	Bank	Bank	NNP
stanford-ai-2021	1214	68	of	of	IN
stanford-ai-2021	1214	69	Israel	Israel	NNP
stanford-ai-2021	1214	70	Bank	Bank	NNP
stanford-ai-2021	1214	71	of	of	IN
stanford-ai-2021	1214	72	Japan	Japan	NNP
stanford-ai-2021	1214	73	Bank	Bank	NNP
stanford-ai-2021	1214	74	of	of	IN
stanford-ai-2021	1214	75	Korea	Korea	NNP
stanford-ai-2021	1214	76	Reserve	Reserve	NNP
stanford-ai-2021	1214	77	Bank	Bank	NNP
stanford-ai-2021	1214	78	of	of	IN
stanford-ai-2021	1214	79	Australia	Australia	NNP
stanford-ai-2021	1214	80	Reserve	Reserve	NNP
stanford-ai-2021	1214	81	bank	bank	NN
stanford-ai-2021	1214	82	of	of	IN
stanford-ai-2021	1214	83	New	New	NNP
stanford-ai-2021	1214	84	Zealand	Zealand	NNP
stanford-ai-2021	1214	85	Bank	Bank	NNP
stanford-ai-2021	1214	86	of	of	IN
stanford-ai-2021	1214	87	Taiwan	Taiwan	NNP
stanford-ai-2021	1214	88	Bank	Bank	NNP
stanford-ai-2021	1214	89	of	of	IN
stanford-ai-2021	1214	90	Canada	Canada	NNP
stanford-ai-2021	1214	91	Sveriges	Sveriges	NNPS
stanford-ai-2021	1214	92	Riksbank	Riksbank	NNP
stanford-ai-2021	1214	93	Swedish	Swedish	NNP
stanford-ai-2021	1214	94	Riksbank	Riksbank	NNP
stanford-ai-2021	1214	95	Central	Central	NNP
stanford-ai-2021	1214	96	Bank	Bank	NNP
stanford-ai-2021	1214	97	of	of	IN
stanford-ai-2021	1214	98	the	the	DT
stanford-ai-2021	1214	99	Republic	Republic	NNP
stanford-ai-2021	1214	100	of	of	IN
stanford-ai-2021	1214	101	Turkey	Turkey	NNP
stanford-ai-2021	1214	102	Central	Central	NNP
stanford-ai-2021	1214	103	Bank	Bank	NNP
stanford-ai-2021	1214	104	of	of	IN
stanford-ai-2021	1214	105	Brazil	Brazil	NNP
stanford-ai-2021	1214	106	MENTIONS	MENTIONS	NNP
stanford-ai-2021	1214	107	of	of	IN
stanford-ai-2021	1214	108	AI	AI	NNP
stanford-ai-2021	1214	109	in	in	IN
stanford-ai-2021	1214	110	CENTRAL	CENTRAL	NNP
stanford-ai-2021	1214	111	BANK	BANK	NNP
stanford-ai-2021	1214	112	COMMUNICATIONS	communication	NNS
stanford-ai-2021	1214	113	around	around	IN
stanford-ai-2021	1214	114	THE	the	DT
stanford-ai-2021	1214	115	WORLD	WORLD	NNP
stanford-ai-2021	1214	116	by	by	IN
stanford-ai-2021	1214	117	BANK	BANK	NNP
stanford-ai-2021	1214	118	,	,	,
stanford-ai-2021	1214	119	2016	2016	CD
stanford-ai-2021	1214	120	-	-	SYM
stanford-ai-2021	1214	121	20	20	CD
stanford-ai-2021	1214	122	(	(	-LRB-
stanford-ai-2021	1214	123	SUM	sum	NN
stanford-ai-2021	1214	124	)	)	-RRB-
stanford-ai-2021	1214	125	Source	source	NN
stanford-ai-2021	1214	126	:	:	:
stanford-ai-2021	1214	127	Prattle	Prattle	NNP
stanford-ai-2021	1214	128	/	/	SYM
stanford-ai-2021	1214	129	LiquidNet	LiquidNet	NNP
stanford-ai-2021	1214	130	,	,	,
stanford-ai-2021	1214	131	2020	2020	CD
stanford-ai-2021	1214	132	|	|	CD
stanford-ai-2021	1214	133	Chart	Chart	NNP
stanford-ai-2021	1214	134	:	:	:
stanford-ai-2021	1214	135	2021	2021	CD
stanford-ai-2021	1214	136	AI	AI	NNP
stanford-ai-2021	1214	137	Index	Index	NNP
stanford-ai-2021	1214	138	Report	Report	NNP
stanford-ai-2021	1214	139	C	C	NNP
stanford-ai-2021	1214	140	H	h	NN
stanford-ai-2021	1214	141	A	a	NN
stanford-ai-2021	1214	142	P	p	NN
stanford-ai-2021	1214	143	T	t	NN
stanford-ai-2021	1214	144	E	e	NN
stanford-ai-2021	1214	145	R	r	NN
stanford-ai-2021	1214	146	7	7	CD
stanford-ai-2021	1214	147	:	:	:
stanford-ai-2021	1214	148	A	a	DT
stanford-ai-2021	1214	149	I	i	NN
stanford-ai-2021	1214	150	P	p	NN
stanford-ai-2021	1214	151	O	o	NN
stanford-ai-2021	1214	152	L	l	NN
stanford-ai-2021	1214	153	I	i	NN
stanford-ai-2021	1214	154	C	c	NN
stanford-ai-2021	1214	155	Y	Y	NNP
stanford-ai-2021	1214	156	A	a	NN
stanford-ai-2021	1214	157	N	n	NN
stanford-ai-2021	1214	158	D	d	NN
stanford-ai-2021	1214	159	N	n	NN
stanford-ai-2021	1214	160	AT	at	IN
stanford-ai-2021	1214	161	I	i	NN
stanford-ai-2021	1214	162	O	o	NN
stanford-ai-2021	1214	163	N	n	NN
stanford-ai-2021	1214	164	A	a	NN
stanford-ai-2021	1214	165	L	l	NN
stanford-ai-2021	1214	166	S	s	NN
stanford-ai-2021	1214	167	T	t	NN
stanford-ai-2021	1214	168	R	r	NN
stanford-ai-2021	1214	169	AT	at	NN
stanford-ai-2021	1214	170	E	e	NN
stanford-ai-2021	1214	171	G	g	NN
stanford-ai-2021	1214	172	I	i	NN
stanford-ai-2021	1214	173	E	e	NN
stanford-ai-2021	1214	174	S	s	NN
stanford-ai-2021	1214	175	7	7	CD
stanford-ai-2021	1214	176	.	.	.
stanford-ai-2021	1215	1	4	4	LS
stanford-ai-2021	1215	2	A	a	NN
stanford-ai-2021	1215	3	I	i	NN
stanford-ai-2021	1215	4	A	a	NN
stanford-ai-2021	1215	5	N	n	NN
stanford-ai-2021	1215	6	D	d	NN
stanford-ai-2021	1215	7	P	p	NN
stanford-ai-2021	1215	8	O	o	NN
stanford-ai-2021	1215	9	L	l	NN
stanford-ai-2021	1215	10	I	i	NN
stanford-ai-2021	1215	11	C	c	NN
stanford-ai-2021	1215	12	Y	y	NN
stanford-ai-2021	1215	13	M	m	NN
stanford-ai-2021	1215	14	A	a	NN
stanford-ai-2021	1215	15	K	k	NN
stanford-ai-2021	1215	16	I	i	NN
stanford-ai-2021	1215	17	N	n	NN
stanford-ai-2021	1215	18	G	g	NN
stanford-ai-2021	1215	19	Figure	figure	NN
stanford-ai-2021	1215	20	7.4.6	7.4.6	NN
stanford-ai-2021	1215	21	TA	TA	NNP
stanford-ai-2021	1215	22	B	B	NNP
stanford-ai-2021	1215	23	L	l	NN
stanford-ai-2021	1215	24	E	e	NN
stanford-ai-2021	1215	25	O	o	NN
stanford-ai-2021	1215	26	F	f	NN
stanford-ai-2021	1215	27	C	c	NN
stanford-ai-2021	1215	28	O	o	NN
stanford-ai-2021	1215	29	N	n	NN
stanford-ai-2021	1215	30	T	t	NN
stanford-ai-2021	1215	31	E	e	NN
stanford-ai-2021	1215	32	N	n	NN
stanford-ai-2021	1215	33	T	t	NN
stanford-ai-2021	1215	34	S	s	NN
stanford-ai-2021	1215	35	1	1	CD
stanford-ai-2021	1215	36	76C	76c	NN
stanford-ai-2021	1215	37	H	h	NN
stanford-ai-2021	1215	38	A	a	NN
stanford-ai-2021	1215	39	P	p	NN
stanford-ai-2021	1215	40	T	t	NN
stanford-ai-2021	1215	41	E	e	NN
stanford-ai-2021	1215	42	R	r	NN
stanford-ai-2021	1215	43	7	7	CD
stanford-ai-2021	1215	44	P	p	NN
stanford-ai-2021	1215	45	R	r	NN
stanford-ai-2021	1215	46	E	e	NN
stanford-ai-2021	1215	47	V	v	NN
stanford-ai-2021	1215	48	I	i	NN
stanford-ai-2021	1215	49	E	e	NN
stanford-ai-2021	1215	50	W	W	NNP
stanford-ai-2021	1215	51	Artificial	Artificial	NNP
stanford-ai-2021	1215	52	Intelligence	Intelligence	NNP
stanford-ai-2021	1215	53	Index	Index	NNP
stanford-ai-2021	1215	54	Report	Report	NNP
stanford-ai-2021	1215	55	2021	2021	CD
stanford-ai-2021	1215	56	0	0	CD
stanford-ai-2021	1215	57	20	20	CD
stanford-ai-2021	1215	58	40	40	CD
stanford-ai-2021	1215	59	60	60	CD
stanford-ai-2021	1215	60	80	80	CD
stanford-ai-2021	1215	61	100	100	CD
stanford-ai-2021	1215	62	120	120	CD
stanford-ai-2021	1215	63	140	140	CD
stanford-ai-2021	1215	64	160	160	CD
stanford-ai-2021	1215	65	Number	Number	NNP
stanford-ai-2021	1215	66	of	of	IN
stanford-ai-2021	1215	67	Policy	Policy	NNP
stanford-ai-2021	1215	68	Products	Products	NNPS
stanford-ai-2021	1215	69	Innovation	Innovation	NNP
stanford-ai-2021	1215	70	&	&	CC
stanford-ai-2021	1215	71	Technology	Technology	NNP
stanford-ai-2021	1215	72	Int'l	int'l	POS
stanford-ai-2021	1215	73	Affairs	Affairs	NNP
stanford-ai-2021	1215	74	&	&	CC
stanford-ai-2021	1215	75	Int'l	Int'l	NNP
stanford-ai-2021	1215	76	Security	Security	NNP
stanford-ai-2021	1215	77	Industry	Industry	NNP
stanford-ai-2021	1215	78	&	&	CC
stanford-ai-2021	1215	79	Regulation	Regulation	NNP
stanford-ai-2021	1215	80	Workforce	Workforce	NNP
stanford-ai-2021	1215	81	&	&	CC
stanford-ai-2021	1215	82	Labor	Labor	NNP
stanford-ai-2021	1215	83	Government	Government	NNP
stanford-ai-2021	1215	84	&	&	CC
stanford-ai-2021	1215	85	Public	Public	NNP
stanford-ai-2021	1215	86	Administration	Administration	NNP
stanford-ai-2021	1215	87	Privacy	Privacy	NNP
stanford-ai-2021	1215	88	,	,	,
stanford-ai-2021	1215	89	Safety	Safety	NNP
stanford-ai-2021	1215	90	&	&	CC
stanford-ai-2021	1215	91	Security	Security	NNP
stanford-ai-2021	1215	92	Ethics	Ethics	NNP
stanford-ai-2021	1215	93	Justice	Justice	NNP
stanford-ai-2021	1215	94	&	&	CC
stanford-ai-2021	1215	95	Law	Law	NNP
stanford-ai-2021	1215	96	Enforcement	Enforcement	NNP
stanford-ai-2021	1215	97	Equity	Equity	NNP
stanford-ai-2021	1215	98	&	&	CC
stanford-ai-2021	1215	99	Inclusion	Inclusion	NNP
stanford-ai-2021	1215	100	Education	Education	NNP
stanford-ai-2021	1215	101	&	&	CC
stanford-ai-2021	1215	102	Skills	Skills	NNP
stanford-ai-2021	1215	103	Social	Social	NNP
stanford-ai-2021	1215	104	&	&	CC
stanford-ai-2021	1215	105	Behavioral	Behavioral	NNP
stanford-ai-2021	1215	106	Sciences	Sciences	NNPS
stanford-ai-2021	1215	107	Health	Health	NNP
stanford-ai-2021	1215	108	&	&	CC
stanford-ai-2021	1215	109	Biological	Biological	NNP
stanford-ai-2021	1215	110	Sciences	Sciences	NNPS
stanford-ai-2021	1215	111	Communications	Communications	NNP
stanford-ai-2021	1215	112	&	&	CC
stanford-ai-2021	1215	113	Media	Media	NNP
stanford-ai-2021	1215	114	Democracy	Democracy	NNP
stanford-ai-2021	1215	115	Humanities	Humanities	NNPS
stanford-ai-2021	1215	116	Energy	Energy	NNP
stanford-ai-2021	1215	117	&	&	CC
stanford-ai-2021	1215	118	Environment	Environment	NNP
stanford-ai-2021	1215	119	Physical	Physical	NNP
stanford-ai-2021	1215	120	Sciences	Sciences	NNPS
stanford-ai-2021	1215	121	U.S.	U.S.	NNP
stanford-ai-2021	1215	122	AI	AI	NNP
stanford-ai-2021	1215	123	POLICY	POLICY	NNP
stanford-ai-2021	1215	124	PRODUCTS	product	NNS
stanford-ai-2021	1215	125	by	by	IN
stanford-ai-2021	1215	126	TOPIC	TOPIC	NNP
stanford-ai-2021	1215	127	,	,	,
stanford-ai-2021	1215	128	2019	2019	CD
stanford-ai-2021	1215	129	-	-	SYM
stanford-ai-2021	1215	130	20	20	CD
stanford-ai-2021	1215	131	(	(	-LRB-
stanford-ai-2021	1215	132	SUM	sum	NN
stanford-ai-2021	1215	133	)	)	-RRB-
stanford-ai-2021	1215	134	Source	source	NN
stanford-ai-2021	1215	135	:	:	:
stanford-ai-2021	1215	136	Stanford	Stanford	NNP
stanford-ai-2021	1215	137	HAI	HAI	NNP
stanford-ai-2021	1215	138	&	&	CC
stanford-ai-2021	1215	139	AI	AI	NNP
stanford-ai-2021	1215	140	Index	Index	NNP
stanford-ai-2021	1215	141	,	,	,
stanford-ai-2021	1215	142	2020	2020	CD
stanford-ai-2021	1215	143	|	|	NNP
stanford-ai-2021	1215	144	Chart	Chart	NNP
stanford-ai-2021	1215	145	:	:	:
stanford-ai-2021	1215	146	2021	2021	CD
stanford-ai-2021	1215	147	AI	AI	NNP
stanford-ai-2021	1215	148	Index	Index	NNP
stanford-ai-2021	1215	149	Report	Report	NNP
stanford-ai-2021	1215	150	Secondary	Secondary	NNP
stanford-ai-2021	1215	151	Topic	Topic	NNP
stanford-ai-2021	1215	152	Primary	Primary	NNP
stanford-ai-2021	1215	153	Topic	Topic	NNP
stanford-ai-2021	1215	154	U.	U.	NNP
stanford-ai-2021	1216	1	S	s	NN
stanford-ai-2021	1216	2	.	.	.
stanford-ai-2021	1217	1	A	a	DT
stanford-ai-2021	1217	2	I	i	NN
stanford-ai-2021	1217	3	P	p	NN
stanford-ai-2021	1217	4	O	o	NN
stanford-ai-2021	1217	5	L	l	NN
stanford-ai-2021	1217	6	I	i	NN
stanford-ai-2021	1217	7	C	c	NN
stanford-ai-2021	1217	8	Y	y	NN
stanford-ai-2021	1217	9	PA	pa	NN
stanford-ai-2021	1217	10	P	p	NN
stanford-ai-2021	1217	11	E	e	NN
stanford-ai-2021	1217	12	R	r	NN
stanford-ai-2021	1217	13	S	s	NN
stanford-ai-2021	1217	14	What	what	WP
stanford-ai-2021	1217	15	are	be	VBP
stanford-ai-2021	1217	16	the	the	DT
stanford-ai-2021	1217	17	AI	AI	NNP
stanford-ai-2021	1217	18	policy	policy	NN
stanford-ai-2021	1217	19	initiatives	initiative	NNS
stanford-ai-2021	1217	20	outside	outside	IN
stanford-ai-2021	1217	21	national	national	JJ
stanford-ai-2021	1217	22	and	and	CC
stanford-ai-2021	1217	23	intergovernmental	intergovernmental	JJ
stanford-ai-2021	1217	24	governments	government	NNS
stanford-ai-2021	1217	25	?	?	.
stanford-ai-2021	1218	1	We	-PRON-	PRP
stanford-ai-2021	1218	2	monitored	monitor	VBD
stanford-ai-2021	1218	3	42	42	CD
stanford-ai-2021	1218	4	prominent	prominent	JJ
stanford-ai-2021	1218	5	organizations	organization	NNS
stanford-ai-2021	1218	6	that	that	WDT
stanford-ai-2021	1218	7	deliver	deliver	VBP
stanford-ai-2021	1218	8	policy	policy	NN
stanford-ai-2021	1218	9	papers	paper	NNS
stanford-ai-2021	1218	10	on	on	IN
stanford-ai-2021	1218	11	topics	topic	NNS
stanford-ai-2021	1218	12	related	relate	VBN
stanford-ai-2021	1218	13	to	to	IN
stanford-ai-2021	1218	14	AI	AI	NNP
stanford-ai-2021	1218	15	and	and	CC
stanford-ai-2021	1218	16	assessed	assess	VBD
stanford-ai-2021	1218	17	the	the	DT
stanford-ai-2021	1218	18	primary	primary	JJ
stanford-ai-2021	1218	19	topic	topic	NN
stanford-ai-2021	1218	20	as	as	RB
stanford-ai-2021	1218	21	well	well	RB
stanford-ai-2021	1218	22	as	as	IN
stanford-ai-2021	1218	23	the	the	DT
stanford-ai-2021	1218	24	secondary	secondary	JJ
stanford-ai-2021	1218	25	topic	topic	NN
stanford-ai-2021	1218	26	on	on	IN
stanford-ai-2021	1218	27	policy	policy	NN
stanford-ai-2021	1218	28	papers	paper	NNS
stanford-ai-2021	1218	29	published	publish	VBN
stanford-ai-2021	1218	30	in	in	IN
stanford-ai-2021	1218	31	2019	2019	CD
stanford-ai-2021	1218	32	and	and	CC
stanford-ai-2021	1218	33	2020	2020	CD
stanford-ai-2021	1218	34	.	.	.
stanford-ai-2021	1219	1	(	(	-LRB-
stanford-ai-2021	1219	2	See	see	VB
stanford-ai-2021	1219	3	the	the	DT
stanford-ai-2021	1219	4	Appendix	Appendix	NNP
stanford-ai-2021	1219	5	for	for	IN
stanford-ai-2021	1219	6	a	a	DT
stanford-ai-2021	1219	7	complete	complete	JJ
stanford-ai-2021	1219	8	list	list	NN
stanford-ai-2021	1219	9	of	of	IN
stanford-ai-2021	1219	10	organizations	organization	NNS
stanford-ai-2021	1219	11	included	include	VBN
stanford-ai-2021	1219	12	.	.	.
stanford-ai-2021	1219	13	)	)	-RRB-
stanford-ai-2021	1220	1	Those	those	DT
stanford-ai-2021	1220	2	organizations	organization	NNS
stanford-ai-2021	1220	3	are	be	VBP
stanford-ai-2021	1220	4	either	either	CC
stanford-ai-2021	1220	5	U.S.-based	u.s.-based	JJ
stanford-ai-2021	1220	6	or	or	CC
stanford-ai-2021	1220	7	have	have	VB
stanford-ai-2021	1220	8	a	a	DT
stanford-ai-2021	1220	9	sizable	sizable	JJ
stanford-ai-2021	1220	10	presence	presence	NN
stanford-ai-2021	1220	11	in	in	IN
stanford-ai-2021	1220	12	the	the	DT
stanford-ai-2021	1220	13	United	United	NNP
stanford-ai-2021	1220	14	States	States	NNP
stanford-ai-2021	1220	15	,	,	,
stanford-ai-2021	1220	16	and	and	CC
stanford-ai-2021	1220	17	we	-PRON-	PRP
stanford-ai-2021	1220	18	grouped	group	VBD
stanford-ai-2021	1220	19	them	-PRON-	PRP
stanford-ai-2021	1220	20	into	into	IN
stanford-ai-2021	1220	21	three	three	CD
stanford-ai-2021	1220	22	categories	category	NNS
stanford-ai-2021	1220	23	:	:	:
stanford-ai-2021	1220	24	think	think	VB
stanford-ai-2021	1220	25	tanks	tank	NNS
stanford-ai-2021	1220	26	,	,	,
stanford-ai-2021	1220	27	policy	policy	NN
stanford-ai-2021	1220	28	institutes	institutes	NN
stanford-ai-2021	1220	29	and	and	CC
stanford-ai-2021	1220	30	academia	academia	NN
stanford-ai-2021	1220	31	(	(	-LRB-
stanford-ai-2021	1220	32	27	27	CD
stanford-ai-2021	1220	33	)	)	-RRB-
stanford-ai-2021	1220	34	;	;	:
stanford-ai-2021	1220	35	civil	civil	JJ
stanford-ai-2021	1220	36	society	society	NN
stanford-ai-2021	1220	37	organizations	organization	NNS
stanford-ai-2021	1220	38	,	,	,
stanford-ai-2021	1220	39	associations	association	NNS
stanford-ai-2021	1220	40	and	and	CC
stanford-ai-2021	1220	41	consortiums	consortium	NNS
stanford-ai-2021	1220	42	(	(	-LRB-
stanford-ai-2021	1220	43	9	9	CD
stanford-ai-2021	1220	44	)	)	-RRB-
stanford-ai-2021	1220	45	;	;	:
stanford-ai-2021	1220	46	and	and	CC
stanford-ai-2021	1220	47	industry	industry	NN
stanford-ai-2021	1220	48	and	and	CC
stanford-ai-2021	1220	49	consultancy	consultancy	NN
stanford-ai-2021	1220	50	(	(	-LRB-
stanford-ai-2021	1220	51	6	6	CD
stanford-ai-2021	1220	52	)	)	-RRB-
stanford-ai-2021	1220	53	.	.	.
stanford-ai-2021	1221	1	AI	AI	NNP
stanford-ai-2021	1221	2	policy	policy	NN
stanford-ai-2021	1221	3	papers	paper	NNS
stanford-ai-2021	1221	4	are	be	VBP
stanford-ai-2021	1221	5	defined	define	VBN
stanford-ai-2021	1221	6	as	as	IN
stanford-ai-2021	1221	7	research	research	NN
stanford-ai-2021	1221	8	papers	paper	NNS
stanford-ai-2021	1221	9	,	,	,
stanford-ai-2021	1221	10	research	research	NN
stanford-ai-2021	1221	11	reports	report	NNS
stanford-ai-2021	1221	12	,	,	,
stanford-ai-2021	1221	13	blog	blog	NN
stanford-ai-2021	1221	14	posts	post	NNS
stanford-ai-2021	1221	15	,	,	,
stanford-ai-2021	1221	16	and	and	CC
stanford-ai-2021	1221	17	briefs	brief	NNS
stanford-ai-2021	1221	18	that	that	WDT
stanford-ai-2021	1221	19	focus	focus	VBP
stanford-ai-2021	1221	20	on	on	IN
stanford-ai-2021	1221	21	a	a	DT
stanford-ai-2021	1221	22	specific	specific	JJ
stanford-ai-2021	1221	23	policy	policy	NN
stanford-ai-2021	1221	24	issue	issue	NN
stanford-ai-2021	1221	25	related	relate	VBN
stanford-ai-2021	1221	26	to	to	IN
stanford-ai-2021	1221	27	AI	AI	NNP
stanford-ai-2021	1221	28	and	and	CC
stanford-ai-2021	1221	29	provide	provide	VB
stanford-ai-2021	1221	30	clear	clear	JJ
stanford-ai-2021	1221	31	recommendations	recommendation	NNS
stanford-ai-2021	1221	32	C	c	NN
stanford-ai-2021	1221	33	H	h	NN
stanford-ai-2021	1221	34	A	a	NN
stanford-ai-2021	1221	35	P	p	NN
stanford-ai-2021	1221	36	T	t	NN
stanford-ai-2021	1221	37	E	e	NN
stanford-ai-2021	1221	38	R	r	NN
stanford-ai-2021	1221	39	7	7	CD
stanford-ai-2021	1221	40	:	:	:
stanford-ai-2021	1221	41	A	a	DT
stanford-ai-2021	1221	42	I	i	NN
stanford-ai-2021	1221	43	P	p	NN
stanford-ai-2021	1221	44	O	o	NN
stanford-ai-2021	1221	45	L	l	NN
stanford-ai-2021	1221	46	I	i	NN
stanford-ai-2021	1221	47	C	c	NN
stanford-ai-2021	1221	48	Y	Y	NNP
stanford-ai-2021	1221	49	A	a	NN
stanford-ai-2021	1221	50	N	n	NN
stanford-ai-2021	1221	51	D	d	NN
stanford-ai-2021	1221	52	N	n	NN
stanford-ai-2021	1221	53	AT	at	IN
stanford-ai-2021	1221	54	I	i	NN
stanford-ai-2021	1221	55	O	o	NN
stanford-ai-2021	1221	56	N	n	NN
stanford-ai-2021	1221	57	A	a	NN
stanford-ai-2021	1221	58	L	l	NN
stanford-ai-2021	1221	59	S	s	NN
stanford-ai-2021	1221	60	T	t	NN
stanford-ai-2021	1221	61	R	r	NN
stanford-ai-2021	1221	62	AT	at	NN
stanford-ai-2021	1221	63	E	e	NN
stanford-ai-2021	1221	64	G	g	NN
stanford-ai-2021	1221	65	I	i	NN
stanford-ai-2021	1221	66	E	e	NN
stanford-ai-2021	1221	67	S	s	NN
stanford-ai-2021	1221	68	7	7	CD
stanford-ai-2021	1221	69	.	.	.
stanford-ai-2021	1222	1	4	4	LS
stanford-ai-2021	1222	2	A	a	NN
stanford-ai-2021	1222	3	I	i	NN
stanford-ai-2021	1222	4	A	a	NN
stanford-ai-2021	1222	5	N	n	NN
stanford-ai-2021	1222	6	D	d	NN
stanford-ai-2021	1222	7	P	p	NN
stanford-ai-2021	1222	8	O	o	NN
stanford-ai-2021	1222	9	L	l	NN
stanford-ai-2021	1222	10	I	i	NN
stanford-ai-2021	1222	11	C	c	NN
stanford-ai-2021	1222	12	Y	y	NN
stanford-ai-2021	1222	13	M	m	NN
stanford-ai-2021	1222	14	A	a	NN
stanford-ai-2021	1222	15	K	k	NN
stanford-ai-2021	1222	16	I	i	NN
stanford-ai-2021	1222	17	N	n	NN
stanford-ai-2021	1222	18	G	g	NN
stanford-ai-2021	1222	19	Figure	figure	NN
stanford-ai-2021	1222	20	7.4.7	7.4.7	NNP
stanford-ai-2021	1222	21	for	for	IN
stanford-ai-2021	1222	22	policymakers	policymaker	NNS
stanford-ai-2021	1222	23	.	.	.
stanford-ai-2021	1223	1	Primary	primary	JJ
stanford-ai-2021	1223	2	topics	topic	NNS
stanford-ai-2021	1223	3	mean	mean	VBP
stanford-ai-2021	1223	4	that	that	IN
stanford-ai-2021	1223	5	such	such	PDT
stanford-ai-2021	1223	6	a	a	DT
stanford-ai-2021	1223	7	topic	topic	NN
stanford-ai-2021	1223	8	is	be	VBZ
stanford-ai-2021	1223	9	the	the	DT
stanford-ai-2021	1223	10	main	main	JJ
stanford-ai-2021	1223	11	focus	focus	NN
stanford-ai-2021	1223	12	of	of	IN
stanford-ai-2021	1223	13	the	the	DT
stanford-ai-2021	1223	14	policy	policy	NN
stanford-ai-2021	1223	15	paper	paper	NN
stanford-ai-2021	1223	16	,	,	,
stanford-ai-2021	1223	17	while	while	IN
stanford-ai-2021	1223	18	secondary	secondary	JJ
stanford-ai-2021	1223	19	topics	topic	NNS
stanford-ai-2021	1223	20	mean	mean	VBP
stanford-ai-2021	1223	21	that	that	IN
stanford-ai-2021	1223	22	the	the	DT
stanford-ai-2021	1223	23	policy	policy	NN
stanford-ai-2021	1223	24	paper	paper	NN
stanford-ai-2021	1223	25	either	either	CC
stanford-ai-2021	1223	26	briefly	briefly	RB
stanford-ai-2021	1223	27	touches	touch	VBZ
stanford-ai-2021	1223	28	on	on	IN
stanford-ai-2021	1223	29	the	the	DT
stanford-ai-2021	1223	30	topic	topic	NN
stanford-ai-2021	1223	31	or	or	CC
stanford-ai-2021	1223	32	the	the	DT
stanford-ai-2021	1223	33	topic	topic	NN
stanford-ai-2021	1223	34	is	be	VBZ
stanford-ai-2021	1223	35	a	a	DT
stanford-ai-2021	1223	36	sub	sub	JJ
stanford-ai-2021	1223	37	-	-	NN
stanford-ai-2021	1223	38	focus	focus	NN
stanford-ai-2021	1223	39	of	of	IN
stanford-ai-2021	1223	40	the	the	DT
stanford-ai-2021	1223	41	paper	paper	NN
stanford-ai-2021	1223	42	.	.	.
stanford-ai-2021	1224	1	Combined	combine	VBN
stanford-ai-2021	1224	2	data	datum	NNS
stanford-ai-2021	1224	3	for	for	IN
stanford-ai-2021	1224	4	2019	2019	CD
stanford-ai-2021	1224	5	and	and	CC
stanford-ai-2021	1224	6	2020	2020	CD
stanford-ai-2021	1224	7	suggests	suggest	VBZ
stanford-ai-2021	1224	8	that	that	IN
stanford-ai-2021	1224	9	the	the	DT
stanford-ai-2021	1224	10	topics	topic	NNS
stanford-ai-2021	1224	11	of	of	IN
stanford-ai-2021	1224	12	innovation	innovation	NN
stanford-ai-2021	1224	13	and	and	CC
stanford-ai-2021	1224	14	technology	technology	NN
stanford-ai-2021	1224	15	,	,	,
stanford-ai-2021	1224	16	international	international	JJ
stanford-ai-2021	1224	17	affairs	affair	NNS
stanford-ai-2021	1224	18	and	and	CC
stanford-ai-2021	1224	19	international	international	JJ
stanford-ai-2021	1224	20	security	security	NN
stanford-ai-2021	1224	21	,	,	,
stanford-ai-2021	1224	22	and	and	CC
stanford-ai-2021	1224	23	industry	industry	NN
stanford-ai-2021	1224	24	and	and	CC
stanford-ai-2021	1224	25	regulation	regulation	NN
stanford-ai-2021	1224	26	are	be	VBP
stanford-ai-2021	1224	27	the	the	DT
stanford-ai-2021	1224	28	main	main	JJ
stanford-ai-2021	1224	29	focuses	focus	NNS
stanford-ai-2021	1224	30	of	of	IN
stanford-ai-2021	1224	31	AI	AI	NNP
stanford-ai-2021	1224	32	policy	policy	NN
stanford-ai-2021	1224	33	papers	paper	NNS
stanford-ai-2021	1224	34	in	in	IN
stanford-ai-2021	1224	35	the	the	DT
stanford-ai-2021	1224	36	United	United	NNP
stanford-ai-2021	1224	37	States	States	NNP
stanford-ai-2021	1224	38	(	(	-LRB-
stanford-ai-2021	1224	39	Figure	Figure	NNP
stanford-ai-2021	1224	40	7.4.7	7.4.7	NNP
stanford-ai-2021	1224	41	)	)	-RRB-
stanford-ai-2021	1224	42	.	.	.
stanford-ai-2021	1225	1	Fewer	few	JJR
stanford-ai-2021	1225	2	documents	document	NNS
stanford-ai-2021	1225	3	placed	place	VBD
stanford-ai-2021	1225	4	a	a	DT
stanford-ai-2021	1225	5	primary	primary	JJ
stanford-ai-2021	1225	6	focus	focus	NN
stanford-ai-2021	1225	7	on	on	IN
stanford-ai-2021	1225	8	topics	topic	NNS
stanford-ai-2021	1225	9	related	relate	VBN
stanford-ai-2021	1225	10	to	to	IN
stanford-ai-2021	1225	11	AI	AI	NNP
stanford-ai-2021	1225	12	ethics	ethic	NNS
stanford-ai-2021	1225	13	—	—	:
stanford-ai-2021	1225	14	such	such	JJ
stanford-ai-2021	1225	15	as	as	IN
stanford-ai-2021	1225	16	ethics	ethic	NNS
stanford-ai-2021	1225	17	,	,	,
stanford-ai-2021	1225	18	equity	equity	NN
stanford-ai-2021	1225	19	and	and	CC
stanford-ai-2021	1225	20	inclusion	inclusion	NN
stanford-ai-2021	1225	21	;	;	:
stanford-ai-2021	1225	22	privacy	privacy	NN
stanford-ai-2021	1225	23	,	,	,
stanford-ai-2021	1225	24	safety	safety	NN
stanford-ai-2021	1225	25	and	and	CC
stanford-ai-2021	1225	26	security	security	NN
stanford-ai-2021	1225	27	;	;	:
stanford-ai-2021	1225	28	and	and	CC
stanford-ai-2021	1225	29	justice	justice	NN
stanford-ai-2021	1225	30	and	and	CC
stanford-ai-2021	1225	31	law	law	NN
stanford-ai-2021	1225	32	enforcement	enforcement	NN
stanford-ai-2021	1225	33	—	—	:
stanford-ai-2021	1225	34	which	which	WDT
stanford-ai-2021	1225	35	have	have	VBP
stanford-ai-2021	1225	36	largely	largely	RB
stanford-ai-2021	1225	37	been	be	VBN
stanford-ai-2021	1225	38	secondary	secondary	JJ
stanford-ai-2021	1225	39	topics	topic	NNS
stanford-ai-2021	1225	40	.	.	.
stanford-ai-2021	1226	1	Moreover	moreover	RB
stanford-ai-2021	1226	2	,	,	,
stanford-ai-2021	1226	3	topics	topic	NNS
stanford-ai-2021	1226	4	bearing	bear	VBG
stanford-ai-2021	1226	5	on	on	IN
stanford-ai-2021	1226	6	the	the	DT
stanford-ai-2021	1226	7	physical	physical	JJ
stanford-ai-2021	1226	8	sciences	science	NNS
stanford-ai-2021	1226	9	,	,	,
stanford-ai-2021	1226	10	energy	energy	NN
stanford-ai-2021	1226	11	and	and	CC
stanford-ai-2021	1226	12	environment	environment	NN
stanford-ai-2021	1226	13	,	,	,
stanford-ai-2021	1226	14	humanities	humanity	NNS
stanford-ai-2021	1226	15	,	,	,
stanford-ai-2021	1226	16	and	and	CC
stanford-ai-2021	1226	17	democracy	democracy	NN
stanford-ai-2021	1226	18	have	have	VBP
stanford-ai-2021	1226	19	received	receive	VBN
stanford-ai-2021	1226	20	the	the	DT
stanford-ai-2021	1226	21	least	least	JJS
stanford-ai-2021	1226	22	attention	attention	NN
stanford-ai-2021	1226	23	in	in	IN
stanford-ai-2021	1226	24	U.S.	U.S.	NNP
stanford-ai-2021	1226	25	AI	AI	NNP
stanford-ai-2021	1226	26	policy	policy	NN
stanford-ai-2021	1226	27	papers	paper	NNS
stanford-ai-2021	1226	28	.	.	.
stanford-ai-2021	1227	1	TA	TA	NNP
stanford-ai-2021	1227	2	B	B	NNP
stanford-ai-2021	1227	3	L	l	NN
stanford-ai-2021	1227	4	E	e	NN
stanford-ai-2021	1227	5	O	o	NN
stanford-ai-2021	1227	6	F	f	NN
stanford-ai-2021	1227	7	C	c	NN
stanford-ai-2021	1227	8	O	o	NN
stanford-ai-2021	1227	9	N	n	NN
stanford-ai-2021	1227	10	T	t	NN
stanford-ai-2021	1227	11	E	e	NN
stanford-ai-2021	1227	12	N	n	NN
stanford-ai-2021	1227	13	T	t	NN
stanford-ai-2021	1227	14	S	s	NN
stanford-ai-2021	1227	15	1	1	CD
stanford-ai-2021	1227	16	7	7	CD
stanford-ai-2021	1227	17	7A	7a	NN
stanford-ai-2021	1227	18	P	p	NN
stanford-ai-2021	1227	19	P	p	NN
stanford-ai-2021	1227	20	E	e	NN
stanford-ai-2021	1227	21	N	n	NN
stanford-ai-2021	1227	22	D	d	NN
stanford-ai-2021	1227	23	I	i	NN
stanford-ai-2021	1227	24	X	X	NNP
stanford-ai-2021	1227	25	Artificial	Artificial	NNP
stanford-ai-2021	1227	26	Intelligence	Intelligence	NNP
stanford-ai-2021	1227	27	Index	Index	NNP
stanford-ai-2021	1227	28	Report	Report	NNP
stanford-ai-2021	1227	29	2021	2021	CD
stanford-ai-2021	1227	30	Artificial	Artificial	NNP
stanford-ai-2021	1227	31	Intelligence	Intelligence	NNP
stanford-ai-2021	1227	32	Index	Index	NNP
stanford-ai-2021	1227	33	Report	Report	NNP
stanford-ai-2021	1227	34	2021	2021	CD
stanford-ai-2021	1227	35	Appendix	Appendix	NNP
stanford-ai-2021	1227	36	TA	TA	NNP
stanford-ai-2021	1227	37	B	B	NNP
stanford-ai-2021	1227	38	L	l	NN
stanford-ai-2021	1227	39	E	e	NN
stanford-ai-2021	1227	40	O	o	NN
stanford-ai-2021	1227	41	F	f	NN
stanford-ai-2021	1227	42	C	c	NN
stanford-ai-2021	1227	43	O	o	NN
stanford-ai-2021	1227	44	N	n	NN
stanford-ai-2021	1227	45	T	t	NN
stanford-ai-2021	1227	46	E	e	NN
stanford-ai-2021	1227	47	N	n	NN
stanford-ai-2021	1227	48	T	t	NN
stanford-ai-2021	1227	49	S	s	NN
stanford-ai-2021	1227	50	1	1	CD
stanford-ai-2021	1227	51	7	7	CD
stanford-ai-2021	1227	52	8A	8A	NNP
stanford-ai-2021	1227	53	P	p	NN
stanford-ai-2021	1227	54	P	p	NN
stanford-ai-2021	1227	55	E	e	NN
stanford-ai-2021	1227	56	N	n	NN
stanford-ai-2021	1227	57	D	d	NN
stanford-ai-2021	1227	58	I	i	NN
stanford-ai-2021	1227	59	X	X	NNP
stanford-ai-2021	1227	60	Artificial	Artificial	NNP
stanford-ai-2021	1227	61	Intelligence	Intelligence	NNP
stanford-ai-2021	1227	62	Index	Index	NNP
stanford-ai-2021	1227	63	Report	Report	NNP
stanford-ai-2021	1227	64	2021	2021	CD
stanford-ai-2021	1227	65	Appendix	Appendix	NNP
stanford-ai-2021	1227	66	A	A	NNP
stanford-ai-2021	1227	67	P	p	NN
stanford-ai-2021	1227	68	P	p	NN
stanford-ai-2021	1227	69	E	e	NN
stanford-ai-2021	1227	70	N	n	NN
stanford-ai-2021	1227	71	D	d	NN
stanford-ai-2021	1227	72	I	i	NN
stanford-ai-2021	1227	73	X	x	NN
stanford-ai-2021	1227	74	CHAPTER	chapter	NN
stanford-ai-2021	1227	75	1	1	CD
stanford-ai-2021	1227	76	Research	Research	NNP
stanford-ai-2021	1227	77	and	and	CC
stanford-ai-2021	1227	78	Development	Development	NNP
stanford-ai-2021	1227	79	179	179	CD
stanford-ai-2021	1227	80	CHAPTER	chapter	NN
stanford-ai-2021	1227	81	2	2	CD
stanford-ai-2021	1227	82	Technical	Technical	NNP
stanford-ai-2021	1227	83	Performance	Performance	NNP
stanford-ai-2021	1227	84	194	194	CD
stanford-ai-2021	1227	85	CHAPTER	chapter	NN
stanford-ai-2021	1227	86	3	3	CD
stanford-ai-2021	1227	87	The	the	DT
stanford-ai-2021	1227	88	Economy	Economy	NNP
stanford-ai-2021	1227	89	203	203	CD
stanford-ai-2021	1227	90	CHAPTER	chapter	NN
stanford-ai-2021	1227	91	4	4	CD
stanford-ai-2021	1227	92	AI	AI	NNP
stanford-ai-2021	1227	93	Education	Education	NNP
stanford-ai-2021	1227	94	208	208	CD
stanford-ai-2021	1227	95	CHAPTER	chapter	NN
stanford-ai-2021	1227	96	5	5	CD
stanford-ai-2021	1227	97	Ethical	ethical	JJ
stanford-ai-2021	1227	98	Challenges	Challenges	NNPS
stanford-ai-2021	1227	99	of	of	IN
stanford-ai-2021	1227	100	AI	AI	NNP
stanford-ai-2021	1227	101	Applications	Applications	NNPS
stanford-ai-2021	1227	102	211	211	CD
stanford-ai-2021	1227	103	CHAPTER	chapter	NN
stanford-ai-2021	1227	104	6	6	CD
stanford-ai-2021	1227	105	Diversity	diversity	NN
stanford-ai-2021	1227	106	in	in	IN
stanford-ai-2021	1227	107	AI	AI	NNP
stanford-ai-2021	1227	108	214	214	CD
stanford-ai-2021	1227	109	CHAPTER	chapter	NN
stanford-ai-2021	1227	110	7	7	CD
stanford-ai-2021	1227	111	AI	AI	NNP
stanford-ai-2021	1227	112	Policy	Policy	NNP
stanford-ai-2021	1227	113	and	and	CC
stanford-ai-2021	1227	114	National	National	NNP
stanford-ai-2021	1227	115	Strategies	Strategies	NNP
stanford-ai-2021	1227	116	215	215	CD
stanford-ai-2021	1227	117	GLOBAL	GLOBAL	NNP
stanford-ai-2021	1227	118	AI	ai	NN
stanford-ai-2021	1227	119	VIBRANCY	vibrancy	IN
stanford-ai-2021	1227	120	218	218	CD
stanford-ai-2021	1227	121	TA	TA	NNP
stanford-ai-2021	1227	122	B	B	NNP
stanford-ai-2021	1227	123	L	l	NN
stanford-ai-2021	1227	124	E	e	NN
stanford-ai-2021	1227	125	O	o	NN
stanford-ai-2021	1227	126	F	f	NN
stanford-ai-2021	1227	127	C	c	NN
stanford-ai-2021	1227	128	O	o	NN
stanford-ai-2021	1227	129	N	n	NN
stanford-ai-2021	1227	130	T	t	NN
stanford-ai-2021	1227	131	E	e	NN
stanford-ai-2021	1227	132	N	n	NN
stanford-ai-2021	1227	133	T	t	NN
stanford-ai-2021	1227	134	S	s	NN
stanford-ai-2021	1227	135	1	1	CD
stanford-ai-2021	1227	136	7	7	CD
stanford-ai-2021	1227	137	9A	9a	JJ
stanford-ai-2021	1227	138	P	p	NN
stanford-ai-2021	1227	139	P	p	NN
stanford-ai-2021	1227	140	E	e	NN
stanford-ai-2021	1227	141	N	n	NN
stanford-ai-2021	1227	142	D	d	NN
stanford-ai-2021	1227	143	I	i	NN
stanford-ai-2021	1227	144	X	X	NNP
stanford-ai-2021	1227	145	Artificial	Artificial	NNP
stanford-ai-2021	1227	146	Intelligence	Intelligence	NNP
stanford-ai-2021	1227	147	Index	Index	NNP
stanford-ai-2021	1227	148	Report	Report	NNP
stanford-ai-2021	1227	149	2021	2021	CD
stanford-ai-2021	1227	150	E	E	NNP
stanford-ai-2021	1227	151	L	l	NN
stanford-ai-2021	1227	152	S	s	NN
stanford-ai-2021	1227	153	E	e	NN
stanford-ai-2021	1227	154	V	v	NN
stanford-ai-2021	1227	155	I	i	NN
stanford-ai-2021	1227	156	E	e	NN
stanford-ai-2021	1227	157	R	r	NN
stanford-ai-2021	1227	158	Prepared	prepare	VBN
stanford-ai-2021	1227	159	by	by	IN
stanford-ai-2021	1227	160	Jörg	Jörg	NNP
stanford-ai-2021	1227	161	Hellwig	Hellwig	NNP
stanford-ai-2021	1227	162	and	and	CC
stanford-ai-2021	1227	163	Thomas	Thomas	NNP
stanford-ai-2021	1227	164	A.	a.	NN
stanford-ai-2021	1227	165	Collins	Collins	NNP
stanford-ai-2021	1227	166	Source	Source	NNP
stanford-ai-2021	1227	167	Elsevier	Elsevier	NNP
stanford-ai-2021	1227	168	’s	’s	POS
stanford-ai-2021	1227	169	Scopus	Scopus	NNP
stanford-ai-2021	1227	170	database	database	NN
stanford-ai-2021	1227	171	of	of	IN
stanford-ai-2021	1227	172	scholarly	scholarly	JJ
stanford-ai-2021	1227	173	publications	publication	NNS
stanford-ai-2021	1227	174	has	have	VBZ
stanford-ai-2021	1227	175	indexed	index	VBN
stanford-ai-2021	1227	176	more	more	JJR
stanford-ai-2021	1227	177	than	than	IN
stanford-ai-2021	1227	178	81	81	CD
stanford-ai-2021	1227	179	million	million	CD
stanford-ai-2021	1227	180	peer	peer	NN
stanford-ai-2021	1227	181	-	-	HYPH
stanford-ai-2021	1227	182	reviewed	review	VBN
stanford-ai-2021	1227	183	documents	document	NNS
stanford-ai-2021	1227	184	.	.	.
stanford-ai-2021	1228	1	This	this	DT
stanford-ai-2021	1228	2	data	data	NN
stanford-ai-2021	1228	3	was	be	VBD
stanford-ai-2021	1228	4	compiled	compile	VBN
stanford-ai-2021	1228	5	by	by	IN
stanford-ai-2021	1228	6	Elsevier	Elsevier	NNP
stanford-ai-2021	1228	7	.	.	.
stanford-ai-2021	1229	1	Methodology	Methodology	NNP
stanford-ai-2021	1229	2	Scopus	Scopus	NNP
stanford-ai-2021	1229	3	tags	tag	VBZ
stanford-ai-2021	1229	4	its	-PRON-	PRP$
stanford-ai-2021	1229	5	papers	paper	NNS
stanford-ai-2021	1229	6	with	with	IN
stanford-ai-2021	1229	7	keywords	keyword	NNS
stanford-ai-2021	1229	8	,	,	,
stanford-ai-2021	1229	9	publication	publication	NN
stanford-ai-2021	1229	10	dates	date	NNS
stanford-ai-2021	1229	11	,	,	,
stanford-ai-2021	1229	12	country	country	NN
stanford-ai-2021	1229	13	affiliations	affiliation	NNS
stanford-ai-2021	1229	14	,	,	,
stanford-ai-2021	1229	15	and	and	CC
stanford-ai-2021	1229	16	other	other	JJ
stanford-ai-2021	1229	17	bibliographic	bibliographic	JJ
stanford-ai-2021	1229	18	information	information	NN
stanford-ai-2021	1229	19	.	.	.
stanford-ai-2021	1230	1	The	the	DT
stanford-ai-2021	1230	2	Elsevier	Elsevier	NNP
stanford-ai-2021	1230	3	AI	AI	NNP
stanford-ai-2021	1230	4	Classifier	Classifier	NNP
stanford-ai-2021	1230	5	leveraged	leverage	VBD
stanford-ai-2021	1230	6	the	the	DT
stanford-ai-2021	1230	7	following	follow	VBG
stanford-ai-2021	1230	8	features	feature	NNS
stanford-ai-2021	1230	9	extracted	extract	VBN
stanford-ai-2021	1230	10	from	from	IN
stanford-ai-2021	1230	11	the	the	DT
stanford-ai-2021	1230	12	Scopus	Scopus	NNP
stanford-ai-2021	1230	13	records	record	NNS
stanford-ai-2021	1230	14	that	that	WDT
stanford-ai-2021	1230	15	were	be	VBD
stanford-ai-2021	1230	16	returned	return	VBN
stanford-ai-2021	1230	17	as	as	IN
stanford-ai-2021	1230	18	a	a	DT
stanford-ai-2021	1230	19	result	result	NN
stanford-ai-2021	1230	20	of	of	IN
stanford-ai-2021	1230	21	querying	querying	NN
stanford-ai-2021	1230	22	against	against	IN
stanford-ai-2021	1230	23	the	the	DT
stanford-ai-2021	1230	24	provided	provide	VBN
stanford-ai-2021	1230	25	approximately	approximately	RB
stanford-ai-2021	1230	26	800	800	CD
stanford-ai-2021	1230	27	AI	ai	NN
stanford-ai-2021	1230	28	search	search	NN
stanford-ai-2021	1230	29	terms	term	NNS
stanford-ai-2021	1230	30	.	.	.
stanford-ai-2021	1231	1	Each	each	DT
stanford-ai-2021	1231	2	record	record	NN
stanford-ai-2021	1231	3	fed	feed	VBD
stanford-ai-2021	1231	4	into	into	IN
stanford-ai-2021	1231	5	the	the	DT
stanford-ai-2021	1231	6	feature	feature	NN
stanford-ai-2021	1231	7	creation	creation	NN
stanford-ai-2021	1231	8	also	also	RB
stanford-ai-2021	1231	9	maintained	maintain	VBD
stanford-ai-2021	1231	10	a	a	DT
stanford-ai-2021	1231	11	list	list	NN
stanford-ai-2021	1231	12	of	of	IN
stanford-ai-2021	1231	13	each	each	DT
stanford-ai-2021	1231	14	search	search	NN
stanford-ai-2021	1231	15	term	term	NN
stanford-ai-2021	1231	16	that	that	WDT
stanford-ai-2021	1231	17	hit	hit	VBD
stanford-ai-2021	1231	18	for	for	IN
stanford-ai-2021	1231	19	that	that	DT
stanford-ai-2021	1231	20	particular	particular	JJ
stanford-ai-2021	1231	21	record	record	NN
stanford-ai-2021	1231	22	:	:	:
stanford-ai-2021	1231	23	•	•	VB
stanford-ai-2021	1231	24	hasAbs	hasabs	NN
stanford-ai-2021	1231	25	:	:	:
stanford-ai-2021	1231	26	Boolean	boolean	JJ
stanford-ai-2021	1231	27	value	value	NN
stanford-ai-2021	1231	28	whether	whether	IN
stanford-ai-2021	1231	29	or	or	CC
stanford-ai-2021	1231	30	not	not	RB
stanford-ai-2021	1231	31	the	the	DT
stanford-ai-2021	1231	32	record	record	NN
stanford-ai-2021	1231	33	had	have	VBD
stanford-ai-2021	1231	34	an	an	DT
stanford-ai-2021	1231	35	abstract	abstract	JJ
stanford-ai-2021	1231	36	text	text	NN
stanford-ai-2021	1231	37	section	section	NN
stanford-ai-2021	1231	38	in	in	IN
stanford-ai-2021	1231	39	the	the	DT
stanford-ai-2021	1231	40	record	record	NN
stanford-ai-2021	1231	41	(	(	-LRB-
stanford-ai-2021	1231	42	e.g.	e.g.	RB
stanford-ai-2021	1231	43	,	,	,
stanford-ai-2021	1231	44	some	some	DT
stanford-ai-2021	1231	45	records	record	NNS
stanford-ai-2021	1231	46	are	be	VBP
stanford-ai-2021	1231	47	only	only	RB
stanford-ai-2021	1231	48	title	title	NN
stanford-ai-2021	1231	49	and	and	CC
stanford-ai-2021	1231	50	optional	optional	JJ
stanford-ai-2021	1231	51	keywords	keyword	NNS
stanford-ai-2021	1231	52	)	)	-RRB-
stanford-ai-2021	1231	53	•	•	NN
stanford-ai-2021	1231	54	coreCnt	corecnt	NN
stanford-ai-2021	1231	55	:	:	:
stanford-ai-2021	1231	56	number	number	NN
stanford-ai-2021	1231	57	of	of	IN
stanford-ai-2021	1231	58	core	core	NN
stanford-ai-2021	1231	59	-	-	HYPH
stanford-ai-2021	1231	60	scored	score	VBN
stanford-ai-2021	1231	61	search	search	NN
stanford-ai-2021	1231	62	terms	term	NNS
stanford-ai-2021	1231	63	present	present	JJ
stanford-ai-2021	1231	64	for	for	IN
stanford-ai-2021	1231	65	the	the	DT
stanford-ai-2021	1231	66	record	record	NN
stanford-ai-2021	1231	67	•	•	NN
stanford-ai-2021	1231	68	mediumCnt	mediumCnt	NNP
stanford-ai-2021	1231	69	:	:	:
stanford-ai-2021	1231	70	number	number	NN
stanford-ai-2021	1231	71	of	of	IN
stanford-ai-2021	1231	72	medium	medium	NN
stanford-ai-2021	1231	73	-	-	HYPH
stanford-ai-2021	1231	74	scored	score	VBN
stanford-ai-2021	1231	75	search	search	NN
stanford-ai-2021	1231	76	terms	term	NNS
stanford-ai-2021	1231	77	present	present	JJ
stanford-ai-2021	1231	78	for	for	IN
stanford-ai-2021	1231	79	the	the	DT
stanford-ai-2021	1231	80	record	record	NN
stanford-ai-2021	1231	81	•	•	NNP
stanford-ai-2021	1231	82	lowCnt	lowcnt	NN
stanford-ai-2021	1231	83	:	:	:
stanford-ai-2021	1231	84	number	number	NN
stanford-ai-2021	1231	85	of	of	IN
stanford-ai-2021	1231	86	low	low	RB
stanford-ai-2021	1231	87	-	-	HYPH
stanford-ai-2021	1231	88	scored	score	VBN
stanford-ai-2021	1231	89	search	search	NN
stanford-ai-2021	1231	90	terms	term	NNS
stanford-ai-2021	1231	91	present	present	JJ
stanford-ai-2021	1231	92	for	for	IN
stanford-ai-2021	1231	93	the	the	DT
stanford-ai-2021	1231	94	record	record	NN
stanford-ai-2021	1231	95	•	•	NN
stanford-ai-2021	1231	96	totalCnt	totalcnt	NN
stanford-ai-2021	1231	97	:	:	:
stanford-ai-2021	1231	98	total	total	JJ
stanford-ai-2021	1231	99	number	number	NN
stanford-ai-2021	1231	100	of	of	IN
stanford-ai-2021	1231	101	search	search	NN
stanford-ai-2021	1231	102	terms	term	NNS
stanford-ai-2021	1231	103	present	present	JJ
stanford-ai-2021	1231	104	for	for	IN
stanford-ai-2021	1231	105	the	the	DT
stanford-ai-2021	1231	106	record	record	NN
stanford-ai-2021	1231	107	•	•	NNP
stanford-ai-2021	1231	108	pcntCore	pcntcore	NN
stanford-ai-2021	1231	109	:	:	:
stanford-ai-2021	1231	110	coreCnt	coreCnt	NNP
stanford-ai-2021	1231	111	/	/	SYM
stanford-ai-2021	1231	112	totalCnt	totalCnt	NNP
stanford-ai-2021	1231	113	•	•	NNP
stanford-ai-2021	1231	114	pcntMedium	pcntmedium	NN
stanford-ai-2021	1231	115	:	:	:
stanford-ai-2021	1231	116	mediumCnt	mediumCnt	NNP
stanford-ai-2021	1231	117	/	/	SYM
stanford-ai-2021	1231	118	totalCnt	totalCnt	NNP
stanford-ai-2021	1231	119	•	•	NNP
stanford-ai-2021	1231	120	pcntLow	pcntLow	NNS
stanford-ai-2021	1231	121	:	:	:
stanford-ai-2021	1231	122	lowCnt	lowCnt	NNP
stanford-ai-2021	1231	123	/	/	SYM
stanford-ai-2021	1231	124	totalCnt	totalCnt	NNP
stanford-ai-2021	1231	125	•	•	NNP
stanford-ai-2021	1231	126	totalWeight	totalweight	NN
stanford-ai-2021	1231	127	=	=	SYM
stanford-ai-2021	1231	128	5*coreCnt	5*corecnt	CD
stanford-ai-2021	1231	129	+	+	SYM
stanford-ai-2021	1231	130	3*mediumCnt	3*mediumcnt	CD
stanford-ai-2021	1231	131	+	+	SYM
stanford-ai-2021	1231	132	1*lowCnt	1*lowcnt	CD
stanford-ai-2021	1231	133	•	•	VBP
stanford-ai-2021	1231	134	normWeight	normweight	JJ
stanford-ai-2021	1231	135	=	=	NNS
stanford-ai-2021	1231	136	if	if	IN
stanford-ai-2021	1231	137	(	(	-LRB-
stanford-ai-2021	1231	138	has	have	VBZ
stanford-ai-2021	1231	139	Abs	abs	NN
stanford-ai-2021	1231	140	)	)	-RRB-
stanford-ai-2021	1231	141	{	{	-LRB-
stanford-ai-2021	1231	142	totalWeight	totalweight	NN
stanford-ai-2021	1231	143	/	/	SYM
stanford-ai-2021	1231	144	(	(	-LRB-
stanford-ai-2021	1231	145	title.length	title.length	NN
stanford-ai-2021	1231	146	+	+	SYM
stanford-ai-2021	1231	147	abstract.length	abstract.length	NN
stanford-ai-2021	1231	148	)	)	-RRB-
stanford-ai-2021	1231	149	}	}	-RRB-
stanford-ai-2021	1231	150	else	else	RB
stanford-ai-2021	1231	151	•	•	NN
stanford-ai-2021	1231	152	{	{	-LRB-
stanford-ai-2021	1231	153	totalWeight	totalweight	NN
stanford-ai-2021	1231	154	/	/	SYM
stanford-ai-2021	1231	155	title.length	title.length	NN
stanford-ai-2021	1231	156	}	}	-RRB-
stanford-ai-2021	1231	157	•	•	NNP
stanford-ai-2021	1231	158	hasASJC	hasasjc	UH
stanford-ai-2021	1231	159	:	:	:
stanford-ai-2021	1231	160	Boolean	boolean	JJ
stanford-ai-2021	1231	161	value	value	NN
stanford-ai-2021	1231	162	:	:	:
stanford-ai-2021	1231	163	does	do	VBZ
stanford-ai-2021	1231	164	the	the	DT
stanford-ai-2021	1231	165	record	record	NN
stanford-ai-2021	1231	166	have	have	VB
stanford-ai-2021	1231	167	an	an	DT
stanford-ai-2021	1231	168	associated	associate	VBN
stanford-ai-2021	1231	169	ASJC	ASJC	NNP
stanford-ai-2021	1231	170	list	list	NN
stanford-ai-2021	1231	171	?	?	.
stanford-ai-2021	1232	1	•	•	NNP
stanford-ai-2021	1232	2	isAiASJC	isAiASJC	,
stanford-ai-2021	1232	3	:	:	:
stanford-ai-2021	1232	4	does	do	VBZ
stanford-ai-2021	1232	5	ASJC	ASJC	NNP
stanford-ai-2021	1232	6	list	list	NN
stanford-ai-2021	1232	7	contain	contain	VB
stanford-ai-2021	1232	8	1702	1702	CD
stanford-ai-2021	1232	9	?	?	.
stanford-ai-2021	1233	1	•	•	NN
stanford-ai-2021	1233	2	isCompSciASJC	iscompsciasjc	RB
stanford-ai-2021	1233	3	does	do	VBZ
stanford-ai-2021	1233	4	ASJC	ASJC	NNP
stanford-ai-2021	1233	5	list	list	NN
stanford-ai-2021	1233	6	contain	contain	VB
stanford-ai-2021	1233	7	a	a	DT
stanford-ai-2021	1233	8	17XX	17xx	CD
stanford-ai-2021	1233	9	ASJC	ASJC	NNP
stanford-ai-2021	1233	10	code	code	NN
stanford-ai-2021	1233	11	(	(	-LRB-
stanford-ai-2021	1233	12	“	"	``
stanford-ai-2021	1233	13	1700	1700	CD
stanford-ai-2021	1233	14	,	,	,
stanford-ai-2021	1233	15	”	"	''
stanford-ai-2021	1233	16	“	"	``
stanford-ai-2021	1233	17	1701	1701	CD
stanford-ai-2021	1233	18	,	,	,
stanford-ai-2021	1233	19	”	"	''
stanford-ai-2021	1233	20	“	"	``
stanford-ai-2021	1233	21	1702	1702	CD
stanford-ai-2021	1233	22	,	,	,
stanford-ai-2021	1233	23	”	"	''
stanford-ai-2021	1233	24	“	"	``
stanford-ai-2021	1233	25	1703	1703	CD
stanford-ai-2021	1233	26	,	,	,
stanford-ai-2021	1233	27	”	"	''
stanford-ai-2021	1233	28	“	"	``
stanford-ai-2021	1233	29	1704	1704	CD
stanford-ai-2021	1233	30	,	,	,
stanford-ai-2021	1233	31	”	"	''
stanford-ai-2021	1233	32	“	"	``
stanford-ai-2021	1233	33	1705	1705	CD
stanford-ai-2021	1233	34	,	,	,
stanford-ai-2021	1233	35	”	"	''
stanford-ai-2021	1233	36	“	"	``
stanford-ai-2021	1233	37	1706	1706	CD
stanford-ai-2021	1233	38	,	,	,
stanford-ai-2021	1233	39	”	"	''
stanford-ai-2021	1233	40	“	"	``
stanford-ai-2021	1233	41	1707	1707	CD
stanford-ai-2021	1233	42	,	,	,
stanford-ai-2021	1233	43	”	"	''
stanford-ai-2021	1233	44	“	"	``
stanford-ai-2021	1233	45	1708	1708	CD
stanford-ai-2021	1233	46	,	,	,
stanford-ai-2021	1233	47	”	"	''
stanford-ai-2021	1233	48	“	"	``
stanford-ai-2021	1233	49	1709	1709	CD
stanford-ai-2021	1233	50	,	,	,
stanford-ai-2021	1233	51	”	"	''
stanford-ai-2021	1233	52	“	"	``
stanford-ai-2021	1233	53	1710	1710	CD
stanford-ai-2021	1233	54	,	,	,
stanford-ai-2021	1233	55	”	"	''
stanford-ai-2021	1233	56	“	"	``
stanford-ai-2021	1233	57	1711	1711	CD
stanford-ai-2021	1233	58	,	,	,
stanford-ai-2021	1233	59	”	"	''
stanford-ai-2021	1233	60	“	"	``
stanford-ai-2021	1233	61	1712	1712	CD
stanford-ai-2021	1233	62	”	"	''
stanford-ai-2021	1233	63	)	)	-RRB-
stanford-ai-2021	1233	64	•	•	NNP
stanford-ai-2021	1233	65	isCompSubj	isCompSubj	NNP
stanford-ai-2021	1233	66	:	:	:
stanford-ai-2021	1233	67	does	do	VBZ
stanford-ai-2021	1233	68	the	the	DT
stanford-ai-2021	1233	69	Scopus	Scopus	NNP
stanford-ai-2021	1233	70	record	record	NN
stanford-ai-2021	1233	71	have	have	VB
stanford-ai-2021	1233	72	a	a	DT
stanford-ai-2021	1233	73	ComputerScience	ComputerScience	NNP
stanford-ai-2021	1233	74	subject	subject	JJ
stanford-ai-2021	1233	75	code	code	NN
stanford-ai-2021	1233	76	associated	associate	VBN
stanford-ai-2021	1233	77	with	with	IN
stanford-ai-2021	1233	78	it	-PRON-	PRP
stanford-ai-2021	1233	79	?	?	.
stanford-ai-2021	1234	1	This	this	DT
stanford-ai-2021	1234	2	should	should	MD
stanford-ai-2021	1234	3	track	track	VB
stanford-ai-2021	1234	4	1:1	1:1	NNS
stanford-ai-2021	1234	5	to	to	IN
stanford-ai-2021	1234	6	isCompSciASJC	isCompSciASJC	NNP
stanford-ai-2021	1234	7	.	.	.
stanford-ai-2021	1235	1	Scopus	Scopus	NNP
stanford-ai-2021	1235	2	has	have	VBZ
stanford-ai-2021	1235	3	27	27	CD
stanford-ai-2021	1235	4	major	major	JJ
stanford-ai-2021	1235	5	subject	subject	JJ
stanford-ai-2021	1235	6	areas	area	NNS
stanford-ai-2021	1235	7	of	of	IN
stanford-ai-2021	1235	8	which	which	WDT
stanford-ai-2021	1235	9	one	one	NN
stanford-ai-2021	1235	10	is	be	VBZ
stanford-ai-2021	1235	11	Computer	Computer	NNP
stanford-ai-2021	1235	12	Science	Science	NNP
stanford-ai-2021	1235	13	.	.	.
stanford-ai-2021	1236	1	The	the	DT
stanford-ai-2021	1236	2	feature	feature	NN
stanford-ai-2021	1236	3	checks	check	NNS
stanford-ai-2021	1236	4	,	,	,
stanford-ai-2021	1236	5	if	if	IN
stanford-ai-2021	1236	6	the	the	DT
stanford-ai-2021	1236	7	publication	publication	NN
stanford-ai-2021	1236	8	is	be	VBZ
stanford-ai-2021	1236	9	within	within	IN
stanford-ai-2021	1236	10	Computer	Computer	NNP
stanford-ai-2021	1236	11	Science	Science	NNP
stanford-ai-2021	1236	12	or	or	CC
stanford-ai-2021	1236	13	not	not	RB
stanford-ai-2021	1236	14	.	.	.
stanford-ai-2021	1237	1	This	this	DT
stanford-ai-2021	1237	2	is	be	VBZ
stanford-ai-2021	1237	3	no	no	DT
stanford-ai-2021	1237	4	exclusion.pcntCompSciASJC	exclusion.pcntcompsciasjc	NN
stanford-ai-2021	1237	5	:	:	:
stanford-ai-2021	1237	6	percentage	percentage	NN
stanford-ai-2021	1237	7	of	of	IN
stanford-ai-2021	1237	8	ASJC	ASJC	NNP
stanford-ai-2021	1237	9	codes	code	NNS
stanford-ai-2021	1237	10	for	for	IN
stanford-ai-2021	1237	11	record	record	NN
stanford-ai-2021	1237	12	that	that	WDT
stanford-ai-2021	1237	13	are	be	VBP
stanford-ai-2021	1237	14	from	from	IN
stanford-ai-2021	1237	15	the	the	DT
stanford-ai-2021	1237	16	CompSci	CompSci	NNP
stanford-ai-2021	1237	17	ASJC	ASJC	NNP
stanford-ai-2021	1237	18	code	code	NN
stanford-ai-2021	1237	19	list	list	NN
stanford-ai-2021	1237	20	Details	Details	NNP
stanford-ai-2021	1237	21	on	on	IN
stanford-ai-2021	1237	22	Elsevier	Elsevier	NNP
stanford-ai-2021	1237	23	’s	’s	POS
stanford-ai-2021	1237	24	dataset	dataset	NN
stanford-ai-2021	1237	25	defining	define	VBG
stanford-ai-2021	1237	26	AI	AI	NNP
stanford-ai-2021	1237	27	,	,	,
stanford-ai-2021	1237	28	country	country	NN
stanford-ai-2021	1237	29	affiliations	affiliation	NNS
stanford-ai-2021	1237	30	,	,	,
stanford-ai-2021	1237	31	and	and	CC
stanford-ai-2021	1237	32	AI	AI	NNP
stanford-ai-2021	1237	33	subcategories	subcategorie	NNS
stanford-ai-2021	1237	34	can	can	MD
stanford-ai-2021	1237	35	be	be	VB
stanford-ai-2021	1237	36	found	find	VBN
stanford-ai-2021	1237	37	in	in	IN
stanford-ai-2021	1237	38	the	the	DT
stanford-ai-2021	1237	39	2018	2018	CD
stanford-ai-2021	1237	40	AI	AI	NNP
stanford-ai-2021	1237	41	Index	Index	NNP
stanford-ai-2021	1237	42	Report	Report	NNP
stanford-ai-2021	1237	43	Appendix	Appendix	NNP
stanford-ai-2021	1237	44	.	.	.
stanford-ai-2021	1238	1	Nuance	Nuance	NNP
stanford-ai-2021	1238	2	•	•	NNP
stanford-ai-2021	1238	3	The	the	DT
stanford-ai-2021	1238	4	Scopus	Scopus	NNP
stanford-ai-2021	1238	5	system	system	NN
stanford-ai-2021	1238	6	is	be	VBZ
stanford-ai-2021	1238	7	retroactively	retroactively	RB
stanford-ai-2021	1238	8	updated	update	VBN
stanford-ai-2021	1238	9	.	.	.
stanford-ai-2021	1239	1	As	as	IN
stanford-ai-2021	1239	2	a	a	DT
stanford-ai-2021	1239	3	result	result	NN
stanford-ai-2021	1239	4	,	,	,
stanford-ai-2021	1239	5	the	the	DT
stanford-ai-2021	1239	6	number	number	NN
stanford-ai-2021	1239	7	of	of	IN
stanford-ai-2021	1239	8	papers	paper	NNS
stanford-ai-2021	1239	9	for	for	IN
stanford-ai-2021	1239	10	a	a	DT
stanford-ai-2021	1239	11	given	give	VBN
stanford-ai-2021	1239	12	query	query	NN
stanford-ai-2021	1239	13	may	may	MD
stanford-ai-2021	1239	14	increase	increase	VB
stanford-ai-2021	1239	15	over	over	IN
stanford-ai-2021	1239	16	time	time	NN
stanford-ai-2021	1239	17	.	.	.
stanford-ai-2021	1240	1	•	•	NNP
stanford-ai-2021	1240	2	Members	member	NNS
stanford-ai-2021	1240	3	of	of	IN
stanford-ai-2021	1240	4	the	the	DT
stanford-ai-2021	1240	5	Elsevier	Elsevier	NNP
stanford-ai-2021	1240	6	team	team	NN
stanford-ai-2021	1240	7	commented	comment	VBD
stanford-ai-2021	1240	8	that	that	IN
stanford-ai-2021	1240	9	data	data	NN
stanford-ai-2021	1240	10	on	on	IN
stanford-ai-2021	1240	11	papers	paper	NNS
stanford-ai-2021	1240	12	published	publish	VBN
stanford-ai-2021	1240	13	after	after	IN
stanford-ai-2021	1240	14	1995	1995	CD
stanford-ai-2021	1240	15	would	would	MD
stanford-ai-2021	1240	16	be	be	VB
stanford-ai-2021	1240	17	the	the	DT
stanford-ai-2021	1240	18	most	most	RBS
stanford-ai-2021	1240	19	reliable	reliable	JJ
stanford-ai-2021	1240	20	.	.	.
stanford-ai-2021	1241	1	The	the	DT
stanford-ai-2021	1241	2	raw	raw	JJ
stanford-ai-2021	1241	3	data	data	NN
stanford-ai-2021	1241	4	has	have	VBZ
stanford-ai-2021	1241	5	1996	1996	CD
stanford-ai-2021	1241	6	as	as	IN
stanford-ai-2021	1241	7	the	the	DT
stanford-ai-2021	1241	8	starting	starting	NN
stanford-ai-2021	1241	9	year	year	NN
stanford-ai-2021	1241	10	for	for	IN
stanford-ai-2021	1241	11	Scopus	Scopus	NNP
stanford-ai-2021	1241	12	data	datum	NNS
stanford-ai-2021	1241	13	.	.	.
stanford-ai-2021	1242	1	Nuances	nuance	NNS
stanford-ai-2021	1242	2	specific	specific	JJ
stanford-ai-2021	1242	3	to	to	IN
stanford-ai-2021	1242	4	AI	AI	NNP
stanford-ai-2021	1242	5	publications	publication	NNS
stanford-ai-2021	1242	6	by	by	IN
stanford-ai-2021	1242	7	region	region	NN
stanford-ai-2021	1242	8	•	•	NNP
stanford-ai-2021	1242	9	Papers	paper	NNS
stanford-ai-2021	1242	10	are	be	VBP
stanford-ai-2021	1242	11	counted	count	VBN
stanford-ai-2021	1242	12	utilizing	utilize	VBG
stanford-ai-2021	1242	13	whole	whole	JJ
stanford-ai-2021	1242	14	counting	counting	NN
stanford-ai-2021	1242	15	rather	rather	RB
stanford-ai-2021	1242	16	than	than	IN
stanford-ai-2021	1242	17	fractional	fractional	JJ
stanford-ai-2021	1242	18	counting	counting	NN
stanford-ai-2021	1242	19	.	.	.
stanford-ai-2021	1243	1	Papers	paper	NNS
stanford-ai-2021	1243	2	assigned	assign	VBN
stanford-ai-2021	1243	3	to	to	IN
stanford-ai-2021	1243	4	multiple	multiple	JJ
stanford-ai-2021	1243	5	countries	country	NNS
stanford-ai-2021	1243	6	(	(	-LRB-
stanford-ai-2021	1243	7	or	or	CC
stanford-ai-2021	1243	8	regions	region	NNS
stanford-ai-2021	1243	9	)	)	-RRB-
stanford-ai-2021	1243	10	due	due	JJ
stanford-ai-2021	1243	11	to	to	IN
stanford-ai-2021	1243	12	collaborations	collaboration	NNS
stanford-ai-2021	1243	13	are	be	VBP
stanford-ai-2021	1243	14	counted	count	VBN
stanford-ai-2021	1243	15	toward	toward	IN
stanford-ai-2021	1243	16	each	each	DT
stanford-ai-2021	1243	17	country	country	NN
stanford-ai-2021	1243	18	(	(	-LRB-
stanford-ai-2021	1243	19	or	or	CC
stanford-ai-2021	1243	20	region	region	NN
stanford-ai-2021	1243	21	)	)	-RRB-
stanford-ai-2021	1243	22	.	.	.
stanford-ai-2021	1244	1	This	this	DT
stanford-ai-2021	1244	2	explains	explain	VBZ
stanford-ai-2021	1244	3	why	why	WRB
stanford-ai-2021	1244	4	top-	top-	NN
stanford-ai-2021	1244	5	line	line	NN
stanford-ai-2021	1244	6	numbers	number	NNS
stanford-ai-2021	1244	7	in	in	IN
stanford-ai-2021	1244	8	a	a	DT
stanford-ai-2021	1244	9	given	give	VBN
stanford-ai-2021	1244	10	year	year	NN
stanford-ai-2021	1244	11	may	may	MD
stanford-ai-2021	1244	12	not	not	RB
stanford-ai-2021	1244	13	match	match	VB
stanford-ai-2021	1244	14	individual	individual	JJ
stanford-ai-2021	1244	15	country	country	NN
stanford-ai-2021	1244	16	numbers	number	NNS
stanford-ai-2021	1244	17	.	.	.
stanford-ai-2021	1245	1	For	for	IN
stanford-ai-2021	1245	2	example	example	NN
stanford-ai-2021	1245	3	,	,	,
stanford-ai-2021	1245	4	a	a	DT
stanford-ai-2021	1245	5	paper	paper	NN
stanford-ai-2021	1245	6	assigned	assign	VBN
stanford-ai-2021	1245	7	to	to	IN
stanford-ai-2021	1245	8	Germany	Germany	NNP
stanford-ai-2021	1245	9	,	,	,
stanford-ai-2021	1245	10	France	France	NNP
stanford-ai-2021	1245	11	,	,	,
stanford-ai-2021	1245	12	and	and	CC
stanford-ai-2021	1245	13	the	the	DT
stanford-ai-2021	1245	14	United	United	NNP
stanford-ai-2021	1245	15	States	States	NNP
stanford-ai-2021	1245	16	will	will	MD
stanford-ai-2021	1245	17	appear	appear	VB
stanford-ai-2021	1245	18	on	on	IN
stanford-ai-2021	1245	19	each	each	DT
stanford-ai-2021	1245	20	country	country	NN
stanford-ai-2021	1245	21	’s	’s	POS
stanford-ai-2021	1245	22	count	count	NN
stanford-ai-2021	1245	23	,	,	,
stanford-ai-2021	1245	24	but	but	CC
stanford-ai-2021	1245	25	only	only	RB
stanford-ai-2021	1245	26	once	once	RB
stanford-ai-2021	1245	27	for	for	IN
stanford-ai-2021	1245	28	Europe	Europe	NNP
stanford-ai-2021	1245	29	(	(	-LRB-
stanford-ai-2021	1245	30	plus	plus	CC
stanford-ai-2021	1245	31	once	once	RB
stanford-ai-2021	1245	32	for	for	IN
stanford-ai-2021	1245	33	the	the	DT
stanford-ai-2021	1245	34	U.S.	U.S.	NNP
stanford-ai-2021	1245	35	)	)	-RRB-
stanford-ai-2021	1245	36	as	as	RB
stanford-ai-2021	1245	37	well	well	RB
stanford-ai-2021	1245	38	as	as	IN
stanford-ai-2021	1245	39	being	be	VBG
stanford-ai-2021	1245	40	counted	count	VBN
stanford-ai-2021	1245	41	only	only	RB
stanford-ai-2021	1245	42	at	at	IN
stanford-ai-2021	1245	43	the	the	DT
stanford-ai-2021	1245	44	global	global	JJ
stanford-ai-2021	1245	45	level	level	NN
stanford-ai-2021	1245	46	.	.	.
stanford-ai-2021	1246	1	•	•	VB
stanford-ai-2021	1246	2	“	"	``
stanford-ai-2021	1246	3	Other	other	JJ
stanford-ai-2021	1246	4	”	"	''
stanford-ai-2021	1246	5	includes	include	VBZ
stanford-ai-2021	1246	6	all	all	DT
stanford-ai-2021	1246	7	other	other	JJ
stanford-ai-2021	1246	8	countries	country	NNS
stanford-ai-2021	1246	9	that	that	WDT
stanford-ai-2021	1246	10	have	have	VBP
stanford-ai-2021	1246	11	published	publish	VBN
stanford-ai-2021	1246	12	one	one	CD
stanford-ai-2021	1246	13	or	or	CC
stanford-ai-2021	1246	14	more	more	JJR
stanford-ai-2021	1246	15	AI	AI	NNP
stanford-ai-2021	1246	16	papers	paper	NNS
stanford-ai-2021	1246	17	on	on	IN
stanford-ai-2021	1246	18	Scopus	Scopus	NNP
stanford-ai-2021	1246	19	.	.	.
stanford-ai-2021	1247	1	CHAPTER	chapter	NN
stanford-ai-2021	1247	2	1	1	CD
stanford-ai-2021	1247	3	:	:	:
stanford-ai-2021	1247	4	RESEARCH	RESEARCH	NNP
stanford-ai-2021	1247	5	&	&	CC
stanford-ai-2021	1247	6	DEVELOPMENT	DEVELOPMENT	NNP
stanford-ai-2021	1247	7	C	c	NN
stanford-ai-2021	1247	8	H	h	NN
stanford-ai-2021	1247	9	A	a	NN
stanford-ai-2021	1247	10	P	p	NN
stanford-ai-2021	1247	11	T	t	NN
stanford-ai-2021	1247	12	E	e	NN
stanford-ai-2021	1247	13	R	r	NN
stanford-ai-2021	1247	14	1	1	CD
stanford-ai-2021	1247	15	:	:	:
stanford-ai-2021	1247	16	R	r	NN
stanford-ai-2021	1247	17	E	e	NN
stanford-ai-2021	1247	18	S	s	NN
stanford-ai-2021	1247	19	E	e	NN
stanford-ai-2021	1247	20	A	a	NN
stanford-ai-2021	1247	21	R	r	NN
stanford-ai-2021	1247	22	C	c	NN
stanford-ai-2021	1247	23	H	h	NN
stanford-ai-2021	1247	24	&	&	CC
stanford-ai-2021	1247	25	D	d	NN
stanford-ai-2021	1247	26	E	e	NN
stanford-ai-2021	1247	27	V	v	NN
stanford-ai-2021	1247	28	E	e	NN
stanford-ai-2021	1247	29	L	l	NN
stanford-ai-2021	1247	30	O	o	NN
stanford-ai-2021	1247	31	P	p	NN
stanford-ai-2021	1247	32	M	m	NN
stanford-ai-2021	1247	33	E	e	NN
stanford-ai-2021	1247	34	N	n	NN
stanford-ai-2021	1247	35	T	t	NN
stanford-ai-2021	1247	36	A	a	NN
stanford-ai-2021	1247	37	P	p	NN
stanford-ai-2021	1247	38	P	p	NN
stanford-ai-2021	1247	39	E	e	NN
stanford-ai-2021	1247	40	N	n	NN
stanford-ai-2021	1247	41	D	d	NN
stanford-ai-2021	1247	42	I	i	NN
stanford-ai-2021	1247	43	X	x	NN
stanford-ai-2021	1247	44	https://www.elsevier.com/solutions/scopus	https://www.elsevier.com/solutions/scopus	ADD
stanford-ai-2021	1247	45	https://www.elsevier.com/	https://www.elsevier.com/	NN
stanford-ai-2021	1247	46	TA	TA	NNP
stanford-ai-2021	1247	47	B	B	NNP
stanford-ai-2021	1247	48	L	l	NN
stanford-ai-2021	1247	49	E	e	NN
stanford-ai-2021	1247	50	O	o	NN
stanford-ai-2021	1247	51	F	f	NN
stanford-ai-2021	1247	52	C	c	NN
stanford-ai-2021	1247	53	O	o	NN
stanford-ai-2021	1247	54	N	n	NN
stanford-ai-2021	1247	55	T	t	NN
stanford-ai-2021	1247	56	E	e	NN
stanford-ai-2021	1247	57	N	n	NN
stanford-ai-2021	1247	58	T	t	NN
stanford-ai-2021	1247	59	S	s	NN
stanford-ai-2021	1247	60	1	1	CD
stanford-ai-2021	1247	61	8	8	CD
stanford-ai-2021	1247	62	0A	0a	NN
stanford-ai-2021	1247	63	P	p	NN
stanford-ai-2021	1247	64	P	p	NN
stanford-ai-2021	1247	65	E	e	NN
stanford-ai-2021	1247	66	N	n	NN
stanford-ai-2021	1247	67	D	d	NN
stanford-ai-2021	1247	68	I	i	NN
stanford-ai-2021	1247	69	X	X	NNP
stanford-ai-2021	1247	70	Artificial	Artificial	NNP
stanford-ai-2021	1247	71	Intelligence	Intelligence	NNP
stanford-ai-2021	1247	72	Index	Index	NNP
stanford-ai-2021	1247	73	Report	Report	NNP
stanford-ai-2021	1247	74	2021	2021	CD
stanford-ai-2021	1247	75	C	c	NN
stanford-ai-2021	1247	76	H	h	NN
stanford-ai-2021	1247	77	A	a	NN
stanford-ai-2021	1247	78	P	p	NN
stanford-ai-2021	1247	79	T	t	NN
stanford-ai-2021	1247	80	E	e	NN
stanford-ai-2021	1247	81	R	r	NN
stanford-ai-2021	1247	82	1	1	CD
stanford-ai-2021	1247	83	:	:	:
stanford-ai-2021	1247	84	R	r	NN
stanford-ai-2021	1247	85	E	e	NN
stanford-ai-2021	1247	86	S	s	NN
stanford-ai-2021	1247	87	E	e	NN
stanford-ai-2021	1247	88	A	a	NN
stanford-ai-2021	1247	89	R	r	NN
stanford-ai-2021	1247	90	C	c	NN
stanford-ai-2021	1247	91	H	h	NN
stanford-ai-2021	1247	92	&	&	CC
stanford-ai-2021	1247	93	D	d	NN
stanford-ai-2021	1247	94	E	e	NN
stanford-ai-2021	1247	95	V	v	NN
stanford-ai-2021	1247	96	E	e	NN
stanford-ai-2021	1247	97	L	l	NN
stanford-ai-2021	1247	98	O	o	NN
stanford-ai-2021	1247	99	P	p	NN
stanford-ai-2021	1247	100	M	m	NN
stanford-ai-2021	1247	101	E	e	NN
stanford-ai-2021	1247	102	N	n	NN
stanford-ai-2021	1247	103	T	t	NN
stanford-ai-2021	1247	104	A	a	NN
stanford-ai-2021	1247	105	P	p	NN
stanford-ai-2021	1247	106	P	p	NN
stanford-ai-2021	1247	107	E	e	NN
stanford-ai-2021	1247	108	N	n	NN
stanford-ai-2021	1247	109	D	d	NN
stanford-ai-2021	1247	110	I	i	NN
stanford-ai-2021	1247	111	X	x	NN
stanford-ai-2021	1247	112	Nuances	nuance	NNS
stanford-ai-2021	1247	113	specific	specific	JJ
stanford-ai-2021	1247	114	to	to	IN
stanford-ai-2021	1247	115	publications	publication	NNS
stanford-ai-2021	1247	116	by	by	IN
stanford-ai-2021	1247	117	topic	topic	NN
stanford-ai-2021	1247	118	•	•	NNP
stanford-ai-2021	1247	119	The	the	DT
stanford-ai-2021	1247	120	2017	2017	CD
stanford-ai-2021	1247	121	AI	AI	NNP
stanford-ai-2021	1247	122	Index	Index	NNP
stanford-ai-2021	1247	123	Report	Report	NNP
stanford-ai-2021	1247	124	showed	show	VBD
stanford-ai-2021	1247	125	only	only	RB
stanford-ai-2021	1247	126	AI	AI	NNP
stanford-ai-2021	1247	127	papers	paper	NNS
stanford-ai-2021	1247	128	within	within	IN
stanford-ai-2021	1247	129	the	the	DT
stanford-ai-2021	1247	130	CS	CS	NNP
stanford-ai-2021	1247	131	category	category	NN
stanford-ai-2021	1247	132	.	.	.
stanford-ai-2021	1248	1	In	in	IN
stanford-ai-2021	1248	2	the	the	DT
stanford-ai-2021	1248	3	2018	2018	CD
stanford-ai-2021	1248	4	and	and	CC
stanford-ai-2021	1248	5	2019	2019	CD
stanford-ai-2021	1248	6	reports	report	NNS
stanford-ai-2021	1248	7	,	,	,
stanford-ai-2021	1248	8	all	all	DT
stanford-ai-2021	1248	9	papers	paper	NNS
stanford-ai-2021	1248	10	tagged	tag	VBD
stanford-ai-2021	1248	11	as	as	IN
stanford-ai-2021	1248	12	AI	AI	NNP
stanford-ai-2021	1248	13	were	be	VBD
stanford-ai-2021	1248	14	included	include	VBN
stanford-ai-2021	1248	15	,	,	,
stanford-ai-2021	1248	16	regardless	regardless	RB
stanford-ai-2021	1248	17	of	of	IN
stanford-ai-2021	1248	18	whether	whether	IN
stanford-ai-2021	1248	19	they	-PRON-	PRP
stanford-ai-2021	1248	20	fell	fall	VBD
stanford-ai-2021	1248	21	into	into	IN
stanford-ai-2021	1248	22	the	the	DT
stanford-ai-2021	1248	23	larger	large	JJR
stanford-ai-2021	1248	24	CS	CS	NNP
stanford-ai-2021	1248	25	category	category	NN
stanford-ai-2021	1248	26	.	.	.
stanford-ai-2021	1249	1	•	•	NNP
stanford-ai-2021	1249	2	Scopus	Scopus	NNP
stanford-ai-2021	1249	3	has	have	VBZ
stanford-ai-2021	1249	4	a	a	DT
stanford-ai-2021	1249	5	subject	subject	JJ
stanford-ai-2021	1249	6	category	category	NN
stanford-ai-2021	1249	7	called	call	VBN
stanford-ai-2021	1249	8	AI	AI	NNP
stanford-ai-2021	1249	9	,	,	,
stanford-ai-2021	1249	10	which	which	WDT
stanford-ai-2021	1249	11	is	be	VBZ
stanford-ai-2021	1249	12	a	a	DT
stanford-ai-2021	1249	13	subset	subset	NN
stanford-ai-2021	1249	14	of	of	IN
stanford-ai-2021	1249	15	CS	CS	NNP
stanford-ai-2021	1249	16	,	,	,
stanford-ai-2021	1249	17	but	but	CC
stanford-ai-2021	1249	18	this	this	DT
stanford-ai-2021	1249	19	is	be	VBZ
stanford-ai-2021	1249	20	relevant	relevant	JJ
stanford-ai-2021	1249	21	only	only	RB
stanford-ai-2021	1249	22	for	for	IN
stanford-ai-2021	1249	23	a	a	DT
stanford-ai-2021	1249	24	subject-	subject-	JJ
stanford-ai-2021	1249	25	category	category	NN
stanford-ai-2021	1249	26	approach	approach	NN
stanford-ai-2021	1249	27	to	to	IN
stanford-ai-2021	1249	28	defining	define	VBG
stanford-ai-2021	1249	29	AI	AI	NNP
stanford-ai-2021	1249	30	papers	paper	NNS
stanford-ai-2021	1249	31	.	.	.
stanford-ai-2021	1250	1	The	the	DT
stanford-ai-2021	1250	2	methodology	methodology	NN
stanford-ai-2021	1250	3	used	use	VBN
stanford-ai-2021	1250	4	for	for	IN
stanford-ai-2021	1250	5	the	the	DT
stanford-ai-2021	1250	6	report	report	NN
stanford-ai-2021	1250	7	includes	include	VBZ
stanford-ai-2021	1250	8	all	all	DT
stanford-ai-2021	1250	9	papers	paper	NNS
stanford-ai-2021	1250	10	,	,	,
stanford-ai-2021	1250	11	since	since	IN
stanford-ai-2021	1250	12	increasingly	increasingly	RB
stanford-ai-2021	1250	13	not	not	RB
stanford-ai-2021	1250	14	all	all	DT
stanford-ai-2021	1250	15	AI	AI	NNP
stanford-ai-2021	1250	16	papers	paper	NNS
stanford-ai-2021	1250	17	fall	fall	VBP
stanford-ai-2021	1250	18	under	under	IN
stanford-ai-2021	1250	19	CS	CS	NNP
stanford-ai-2021	1250	20	.	.	.
stanford-ai-2021	1251	1	Nuances	nuance	NNS
stanford-ai-2021	1251	2	specific	specific	JJ
stanford-ai-2021	1251	3	to	to	IN
stanford-ai-2021	1251	4	methodology	methodology	NN
stanford-ai-2021	1251	5	•	•	NNP
stanford-ai-2021	1251	6	The	the	DT
stanford-ai-2021	1251	7	entire	entire	JJ
stanford-ai-2021	1251	8	data	data	NN
stanford-ai-2021	1251	9	collection	collection	NN
stanford-ai-2021	1251	10	process	process	NN
stanford-ai-2021	1251	11	was	be	VBD
stanford-ai-2021	1251	12	done	do	VBN
stanford-ai-2021	1251	13	by	by	IN
stanford-ai-2021	1251	14	Elsevier	Elsevier	NNP
stanford-ai-2021	1251	15	internally	internally	RB
stanford-ai-2021	1251	16	.	.	.
stanford-ai-2021	1252	1	The	the	DT
stanford-ai-2021	1252	2	AI	AI	NNP
stanford-ai-2021	1252	3	Index	Index	NNP
stanford-ai-2021	1252	4	was	be	VBD
stanford-ai-2021	1252	5	not	not	RB
stanford-ai-2021	1252	6	involved	involve	VBN
stanford-ai-2021	1252	7	in	in	IN
stanford-ai-2021	1252	8	the	the	DT
stanford-ai-2021	1252	9	keyword	keyword	NN
stanford-ai-2021	1252	10	selection	selection	NN
stanford-ai-2021	1252	11	process	process	NN
stanford-ai-2021	1252	12	or	or	CC
stanford-ai-2021	1252	13	the	the	DT
stanford-ai-2021	1252	14	counting	counting	NN
stanford-ai-2021	1252	15	of	of	IN
stanford-ai-2021	1252	16	relevant	relevant	JJ
stanford-ai-2021	1252	17	papers	paper	NNS
stanford-ai-2021	1252	18	.	.	.
stanford-ai-2021	1253	1	•	•	VB
stanford-ai-2021	1253	2	The	the	DT
stanford-ai-2021	1253	3	boundaries	boundary	NNS
stanford-ai-2021	1253	4	of	of	IN
stanford-ai-2021	1253	5	AI	AI	NNP
stanford-ai-2021	1253	6	are	be	VBP
stanford-ai-2021	1253	7	difficult	difficult	JJ
stanford-ai-2021	1253	8	to	to	TO
stanford-ai-2021	1253	9	establish	establish	VB
stanford-ai-2021	1253	10	,	,	,
stanford-ai-2021	1253	11	in	in	IN
stanford-ai-2021	1253	12	part	part	NN
stanford-ai-2021	1253	13	because	because	IN
stanford-ai-2021	1253	14	of	of	IN
stanford-ai-2021	1253	15	the	the	DT
stanford-ai-2021	1253	16	rapidly	rapidly	RB
stanford-ai-2021	1253	17	increasing	increase	VBG
stanford-ai-2021	1253	18	applications	application	NNS
stanford-ai-2021	1253	19	in	in	IN
stanford-ai-2021	1253	20	many	many	JJ
stanford-ai-2021	1253	21	fields	field	NNS
stanford-ai-2021	1253	22	,	,	,
stanford-ai-2021	1253	23	such	such	JJ
stanford-ai-2021	1253	24	as	as	IN
stanford-ai-2021	1253	25	speech	speech	NN
stanford-ai-2021	1253	26	recognition	recognition	NN
stanford-ai-2021	1253	27	,	,	,
stanford-ai-2021	1253	28	computer	computer	NN
stanford-ai-2021	1253	29	vision	vision	NN
stanford-ai-2021	1253	30	,	,	,
stanford-ai-2021	1253	31	robotics	robotic	NNS
stanford-ai-2021	1253	32	,	,	,
stanford-ai-2021	1253	33	cybersecurity	cybersecurity	NN
stanford-ai-2021	1253	34	,	,	,
stanford-ai-2021	1253	35	bioinformatics	bioinformatic	NNS
stanford-ai-2021	1253	36	,	,	,
stanford-ai-2021	1253	37	and	and	CC
stanford-ai-2021	1253	38	healthcare	healthcare	NN
stanford-ai-2021	1253	39	.	.	.
stanford-ai-2021	1254	1	But	but	CC
stanford-ai-2021	1254	2	limits	limit	NNS
stanford-ai-2021	1254	3	are	be	VBP
stanford-ai-2021	1254	4	also	also	RB
stanford-ai-2021	1254	5	difficult	difficult	JJ
stanford-ai-2021	1254	6	to	to	TO
stanford-ai-2021	1254	7	define	define	VB
stanford-ai-2021	1254	8	because	because	IN
stanford-ai-2021	1254	9	of	of	IN
stanford-ai-2021	1254	10	AI	AI	NNP
stanford-ai-2021	1254	11	’s	’s	POS
stanford-ai-2021	1254	12	methodological	methodological	JJ
stanford-ai-2021	1254	13	dependency	dependency	NN
stanford-ai-2021	1254	14	on	on	IN
stanford-ai-2021	1254	15	many	many	JJ
stanford-ai-2021	1254	16	areas	area	NNS
stanford-ai-2021	1254	17	,	,	,
stanford-ai-2021	1254	18	such	such	JJ
stanford-ai-2021	1254	19	as	as	IN
stanford-ai-2021	1254	20	logic	logic	NN
stanford-ai-2021	1254	21	,	,	,
stanford-ai-2021	1254	22	probability	probability	NN
stanford-ai-2021	1254	23	and	and	CC
stanford-ai-2021	1254	24	statistics	statistic	NNS
stanford-ai-2021	1254	25	,	,	,
stanford-ai-2021	1254	26	optimization	optimization	NN
stanford-ai-2021	1254	27	,	,	,
stanford-ai-2021	1254	28	photogrammetry	photogrammetry	NN
stanford-ai-2021	1254	29	,	,	,
stanford-ai-2021	1254	30	neuroscience	neuroscience	NN
stanford-ai-2021	1254	31	,	,	,
stanford-ai-2021	1254	32	and	and	CC
stanford-ai-2021	1254	33	game	game	NN
stanford-ai-2021	1254	34	theory	theory	NN
stanford-ai-2021	1254	35	—	—	:
stanford-ai-2021	1254	36	to	to	TO
stanford-ai-2021	1254	37	name	name	VB
stanford-ai-2021	1254	38	just	just	RB
stanford-ai-2021	1254	39	a	a	DT
stanford-ai-2021	1254	40	few	few	JJ
stanford-ai-2021	1254	41	.	.	.
stanford-ai-2021	1255	1	Given	give	VBN
stanford-ai-2021	1255	2	the	the	DT
stanford-ai-2021	1255	3	community	community	NN
stanford-ai-2021	1255	4	’s	’s	POS
stanford-ai-2021	1255	5	interest	interest	NN
stanford-ai-2021	1255	6	in	in	IN
stanford-ai-2021	1255	7	AI	AI	NNP
stanford-ai-2021	1255	8	bibliometrics	bibliometric	NNS
stanford-ai-2021	1255	9	,	,	,
stanford-ai-2021	1255	10	it	-PRON-	PRP
stanford-ai-2021	1255	11	would	would	MD
stanford-ai-2021	1255	12	be	be	VB
stanford-ai-2021	1255	13	valuable	valuable	JJ
stanford-ai-2021	1255	14	if	if	IN
stanford-ai-2021	1255	15	groups	group	NNS
stanford-ai-2021	1255	16	producing	produce	VBG
stanford-ai-2021	1255	17	these	these	DT
stanford-ai-2021	1255	18	studies	study	NNS
stanford-ai-2021	1255	19	strived	strive	VBN
stanford-ai-2021	1255	20	for	for	IN
stanford-ai-2021	1255	21	a	a	DT
stanford-ai-2021	1255	22	level	level	NN
stanford-ai-2021	1255	23	of	of	IN
stanford-ai-2021	1255	24	transparency	transparency	NN
stanford-ai-2021	1255	25	in	in	IN
stanford-ai-2021	1255	26	their	-PRON-	PRP$
stanford-ai-2021	1255	27	methods	method	NNS
stanford-ai-2021	1255	28	,	,	,
stanford-ai-2021	1255	29	which	which	WDT
stanford-ai-2021	1255	30	would	would	MD
stanford-ai-2021	1255	31	support	support	VB
stanford-ai-2021	1255	32	the	the	DT
stanford-ai-2021	1255	33	reproducibility	reproducibility	NN
stanford-ai-2021	1255	34	of	of	IN
stanford-ai-2021	1255	35	results	result	NNS
stanford-ai-2021	1255	36	,	,	,
stanford-ai-2021	1255	37	particularly	particularly	RB
stanford-ai-2021	1255	38	on	on	IN
stanford-ai-2021	1255	39	different	different	JJ
stanford-ai-2021	1255	40	underlying	underlying	JJ
stanford-ai-2021	1255	41	bibliographic	bibliographic	JJ
stanford-ai-2021	1255	42	databases	database	NNS
stanford-ai-2021	1255	43	.	.	.
stanford-ai-2021	1256	1	AI	AI	NNP
stanford-ai-2021	1256	2	Training	training	NN
stanford-ai-2021	1256	3	Set	Set	NNP
stanford-ai-2021	1256	4	A	a	DT
stanford-ai-2021	1256	5	training	training	NN
stanford-ai-2021	1256	6	set	set	NN
stanford-ai-2021	1256	7	of	of	IN
stanford-ai-2021	1256	8	approximately	approximately	RB
stanford-ai-2021	1256	9	1,500	1,500	CD
stanford-ai-2021	1256	10	publications	publication	NNS
stanford-ai-2021	1256	11	defines	define	VBZ
stanford-ai-2021	1256	12	the	the	DT
stanford-ai-2021	1256	13	AI	AI	NNP
stanford-ai-2021	1256	14	field	field	NN
stanford-ai-2021	1256	15	.	.	.
stanford-ai-2021	1257	1	The	the	DT
stanford-ai-2021	1257	2	set	set	NN
stanford-ai-2021	1257	3	is	be	VBZ
stanford-ai-2021	1257	4	only	only	RB
stanford-ai-2021	1257	5	the	the	DT
stanford-ai-2021	1257	6	EID	eid	NN
stanford-ai-2021	1257	7	(	(	-LRB-
stanford-ai-2021	1257	8	the	the	DT
stanford-ai-2021	1257	9	Scopus	Scopus	NNP
stanford-ai-2021	1257	10	identifier	identifier	NN
stanford-ai-2021	1257	11	of	of	IN
stanford-ai-2021	1257	12	the	the	DT
stanford-ai-2021	1257	13	underlying	underlie	VBG
stanford-ai-2021	1257	14	publications	publication	NNS
stanford-ai-2021	1257	15	)	)	-RRB-
stanford-ai-2021	1257	16	.	.	.
stanford-ai-2021	1258	1	Publications	publication	NNS
stanford-ai-2021	1258	2	can	can	MD
stanford-ai-2021	1258	3	be	be	VB
stanford-ai-2021	1258	4	searched	search	VBN
stanford-ai-2021	1258	5	and	and	CC
stanford-ai-2021	1258	6	downloaded	download	VBN
stanford-ai-2021	1258	7	either	either	CC
stanford-ai-2021	1258	8	from	from	IN
stanford-ai-2021	1258	9	Scopus	Scopus	NNP
stanford-ai-2021	1258	10	directly	directly	RB
stanford-ai-2021	1258	11	or	or	CC
stanford-ai-2021	1258	12	via	via	IN
stanford-ai-2021	1258	13	the	the	DT
stanford-ai-2021	1258	14	API.The	API.The	NNP
stanford-ai-2021	1258	15	training	training	NN
stanford-ai-2021	1258	16	set	set	NN
stanford-ai-2021	1258	17	is	be	VBZ
stanford-ai-2021	1258	18	a	a	DT
stanford-ai-2021	1258	19	set	set	NN
stanford-ai-2021	1258	20	of	of	IN
stanford-ai-2021	1258	21	publications	publication	NNS
stanford-ai-2021	1258	22	randomly	randomly	RB
stanford-ai-2021	1258	23	selected	select	VBN
stanford-ai-2021	1258	24	from	from	IN
stanford-ai-2021	1258	25	the	the	DT
stanford-ai-2021	1258	26	initial	initial	JJ
stanford-ai-2021	1258	27	seven	seven	CD
stanford-ai-2021	1258	28	mio	mio	NN
stanford-ai-2021	1258	29	publications	publication	NNS
stanford-ai-2021	1258	30	.	.	.
stanford-ai-2021	1259	1	After	after	IN
stanford-ai-2021	1259	2	running	run	VBG
stanford-ai-2021	1259	3	the	the	DT
stanford-ai-2021	1259	4	algorithm	algorithm	NN
stanford-ai-2021	1259	5	we	-PRON-	PRP
stanford-ai-2021	1259	6	verify	verify	VBP
stanford-ai-2021	1259	7	the	the	DT
stanford-ai-2021	1259	8	results	result	NNS
stanford-ai-2021	1259	9	of	of	IN
stanford-ai-2021	1259	10	the	the	DT
stanford-ai-2021	1259	11	training	training	NN
stanford-ai-2021	1259	12	set	set	VBN
stanford-ai-2021	1259	13	with	with	IN
stanford-ai-2021	1259	14	the	the	DT
stanford-ai-2021	1259	15	gold	gold	NN
stanford-ai-2021	1259	16	set	set	NN
stanford-ai-2021	1259	17	(	(	-LRB-
stanford-ai-2021	1259	18	expert	expert	JJ
stanford-ai-2021	1259	19	hand	hand	NN
stanford-ai-2021	1259	20	-	-	HYPH
stanford-ai-2021	1259	21	checked	check	VBN
stanford-ai-2021	1259	22	publications	publication	NNS
stanford-ai-2021	1259	23	which	which	WDT
stanford-ai-2021	1259	24	are	be	VBP
stanford-ai-2021	1259	25	definitely	definitely	RB
stanford-ai-2021	1259	26	AI	AI	NNP
stanford-ai-2021	1259	27	)	)	-RRB-
stanford-ai-2021	1259	28	.	.	.
stanford-ai-2021	1260	1	TA	TA	NNP
stanford-ai-2021	1260	2	B	B	NNP
stanford-ai-2021	1260	3	L	l	NN
stanford-ai-2021	1260	4	E	e	NN
stanford-ai-2021	1260	5	O	o	NN
stanford-ai-2021	1260	6	F	f	NN
stanford-ai-2021	1260	7	C	c	NN
stanford-ai-2021	1260	8	O	o	NN
stanford-ai-2021	1260	9	N	n	NN
stanford-ai-2021	1260	10	T	t	NN
stanford-ai-2021	1260	11	E	e	NN
stanford-ai-2021	1260	12	N	n	NN
stanford-ai-2021	1260	13	T	t	NN
stanford-ai-2021	1260	14	S	s	NN
stanford-ai-2021	1260	15	1	1	CD
stanford-ai-2021	1260	16	8	8	CD
stanford-ai-2021	1260	17	1A	1a	CD
stanford-ai-2021	1260	18	P	p	NN
stanford-ai-2021	1260	19	P	p	NN
stanford-ai-2021	1260	20	E	e	NN
stanford-ai-2021	1260	21	N	n	NN
stanford-ai-2021	1260	22	D	d	NN
stanford-ai-2021	1260	23	I	i	NN
stanford-ai-2021	1260	24	X	X	NNP
stanford-ai-2021	1260	25	Artificial	Artificial	NNP
stanford-ai-2021	1260	26	Intelligence	Intelligence	NNP
stanford-ai-2021	1260	27	Index	Index	NNP
stanford-ai-2021	1260	28	Report	Report	NNP
stanford-ai-2021	1260	29	2021	2021	CD
stanford-ai-2021	1260	30	C	c	NN
stanford-ai-2021	1260	31	H	h	NN
stanford-ai-2021	1260	32	A	a	NN
stanford-ai-2021	1260	33	P	p	NN
stanford-ai-2021	1260	34	T	t	NN
stanford-ai-2021	1260	35	E	e	NN
stanford-ai-2021	1260	36	R	r	NN
stanford-ai-2021	1260	37	1	1	CD
stanford-ai-2021	1260	38	:	:	:
stanford-ai-2021	1260	39	R	r	NN
stanford-ai-2021	1260	40	E	e	NN
stanford-ai-2021	1260	41	S	s	NN
stanford-ai-2021	1260	42	E	e	NN
stanford-ai-2021	1260	43	A	a	NN
stanford-ai-2021	1260	44	R	r	NN
stanford-ai-2021	1260	45	C	c	NN
stanford-ai-2021	1260	46	H	h	NN
stanford-ai-2021	1260	47	&	&	CC
stanford-ai-2021	1260	48	D	d	NN
stanford-ai-2021	1260	49	E	e	NN
stanford-ai-2021	1260	50	V	v	NN
stanford-ai-2021	1260	51	E	e	NN
stanford-ai-2021	1260	52	L	l	NN
stanford-ai-2021	1260	53	O	o	NN
stanford-ai-2021	1260	54	P	p	NN
stanford-ai-2021	1260	55	M	m	NN
stanford-ai-2021	1260	56	E	e	NN
stanford-ai-2021	1260	57	N	n	NN
stanford-ai-2021	1260	58	T	t	NN
stanford-ai-2021	1260	59	A	a	NN
stanford-ai-2021	1260	60	P	p	NN
stanford-ai-2021	1260	61	P	p	NN
stanford-ai-2021	1260	62	E	e	NN
stanford-ai-2021	1260	63	N	n	NN
stanford-ai-2021	1260	64	D	d	NN
stanford-ai-2021	1260	65	I	i	NN
stanford-ai-2021	1260	66	X	x	NN
stanford-ai-2021	1260	67	M	m	NN
stanford-ai-2021	1260	68	I	i	NN
stanford-ai-2021	1260	69	C	c	NN
stanford-ai-2021	1260	70	R	r	NN
stanford-ai-2021	1260	71	O	o	NN
stanford-ai-2021	1260	72	S	s	NN
stanford-ai-2021	1260	73	O	o	NN
stanford-ai-2021	1260	74	F	f	NN
stanford-ai-2021	1260	75	T	t	NN
stanford-ai-2021	1260	76	AC	ac	NN
stanford-ai-2021	1260	77	A	a	NN
stanford-ai-2021	1260	78	D	d	NN
stanford-ai-2021	1260	79	E	e	NN
stanford-ai-2021	1260	80	M	m	NN
stanford-ai-2021	1260	81	I	i	NN
stanford-ai-2021	1260	82	C	c	NN
stanford-ai-2021	1260	83	G	g	NN
stanford-ai-2021	1260	84	R	r	NN
stanford-ai-2021	1260	85	A	a	NN
stanford-ai-2021	1260	86	P	p	NN
stanford-ai-2021	1260	87	H	h	NN
stanford-ai-2021	1260	88	:	:	:
stanford-ai-2021	1260	89	M	m	NN
stanford-ai-2021	1260	90	E	e	NN
stanford-ai-2021	1260	91	T	t	NN
stanford-ai-2021	1260	92	H	h	NN
stanford-ai-2021	1260	93	O	o	NN
stanford-ai-2021	1260	94	D	d	NN
stanford-ai-2021	1260	95	O	o	NN
stanford-ai-2021	1260	96	L	l	NN
stanford-ai-2021	1260	97	O	o	NN
stanford-ai-2021	1260	98	G	g	NN
stanford-ai-2021	1260	99	Y	y	NN
stanford-ai-2021	1260	100	Prepared	prepare	VBN
stanford-ai-2021	1260	101	by	by	IN
stanford-ai-2021	1260	102	Zhihong	Zhihong	NNP
stanford-ai-2021	1260	103	Shen	Shen	NNP
stanford-ai-2021	1260	104	,	,	,
stanford-ai-2021	1260	105	Boya	Boya	NNP
stanford-ai-2021	1260	106	Xie	Xie	NNP
stanford-ai-2021	1260	107	,	,	,
stanford-ai-2021	1260	108	Chiyuan	Chiyuan	NNP
stanford-ai-2021	1260	109	Huang	Huang	NNP
stanford-ai-2021	1260	110	,	,	,
stanford-ai-2021	1260	111	Chieh	Chieh	NNP
stanford-ai-2021	1260	112	-	-	HYPH
stanford-ai-2021	1260	113	Han	Han	NNP
stanford-ai-2021	1260	114	Wu	Wu	NNP
stanford-ai-2021	1260	115	,	,	,
stanford-ai-2021	1260	116	and	and	CC
stanford-ai-2021	1260	117	Kuansan	Kuansan	NNP
stanford-ai-2021	1260	118	Wang	Wang	NNP
stanford-ai-2021	1260	119	Source	Source	NNP
stanford-ai-2021	1260	120	The	the	DT
stanford-ai-2021	1260	121	Microsoft	Microsoft	NNP
stanford-ai-2021	1260	122	Academic	Academic	NNP
stanford-ai-2021	1260	123	Graph1	Graph1	NNP
stanford-ai-2021	1260	124	is	be	VBZ
stanford-ai-2021	1260	125	a	a	DT
stanford-ai-2021	1260	126	heterogeneous	heterogeneous	JJ
stanford-ai-2021	1260	127	graph	graph	NN
stanford-ai-2021	1260	128	containing	contain	VBG
stanford-ai-2021	1260	129	scientific	scientific	JJ
stanford-ai-2021	1260	130	publication	publication	NN
stanford-ai-2021	1260	131	records	record	NNS
stanford-ai-2021	1260	132	and	and	CC
stanford-ai-2021	1260	133	citation	citation	NN
stanford-ai-2021	1260	134	relationships	relationship	NNS
stanford-ai-2021	1260	135	between	between	IN
stanford-ai-2021	1260	136	those	those	DT
stanford-ai-2021	1260	137	publications	publication	NNS
stanford-ai-2021	1260	138	,	,	,
stanford-ai-2021	1260	139	as	as	RB
stanford-ai-2021	1260	140	well	well	RB
stanford-ai-2021	1260	141	as	as	IN
stanford-ai-2021	1260	142	authors	author	NNS
stanford-ai-2021	1260	143	,	,	,
stanford-ai-2021	1260	144	institutions	institution	NNS
stanford-ai-2021	1260	145	,	,	,
stanford-ai-2021	1260	146	journals	journal	NNS
stanford-ai-2021	1260	147	,	,	,
stanford-ai-2021	1260	148	conferences	conference	NNS
stanford-ai-2021	1260	149	,	,	,
stanford-ai-2021	1260	150	and	and	CC
stanford-ai-2021	1260	151	fields	field	NNS
stanford-ai-2021	1260	152	of	of	IN
stanford-ai-2021	1260	153	study	study	NN
stanford-ai-2021	1260	154	.	.	.
stanford-ai-2021	1261	1	This	this	DT
stanford-ai-2021	1261	2	graph	graph	NN
stanford-ai-2021	1261	3	is	be	VBZ
stanford-ai-2021	1261	4	used	use	VBN
stanford-ai-2021	1261	5	to	to	IN
stanford-ai-2021	1261	6	power	power	NN
stanford-ai-2021	1261	7	experiences	experience	NNS
stanford-ai-2021	1261	8	in	in	IN
stanford-ai-2021	1261	9	Bing	Bing	NNP
stanford-ai-2021	1261	10	,	,	,
stanford-ai-2021	1261	11	Cortana	Cortana	NNP
stanford-ai-2021	1261	12	,	,	,
stanford-ai-2021	1261	13	Word	Word	NNP
stanford-ai-2021	1261	14	,	,	,
stanford-ai-2021	1261	15	and	and	CC
stanford-ai-2021	1261	16	Microsoft	Microsoft	NNP
stanford-ai-2021	1261	17	Academic	Academic	NNP
stanford-ai-2021	1261	18	.	.	.
stanford-ai-2021	1262	1	The	the	DT
stanford-ai-2021	1262	2	graph	graph	NN
stanford-ai-2021	1262	3	is	be	VBZ
stanford-ai-2021	1262	4	currently	currently	RB
stanford-ai-2021	1262	5	being	be	VBG
stanford-ai-2021	1262	6	updated	update	VBN
stanford-ai-2021	1262	7	on	on	IN
stanford-ai-2021	1262	8	a	a	DT
stanford-ai-2021	1262	9	weekly	weekly	JJ
stanford-ai-2021	1262	10	basis	basis	NN
stanford-ai-2021	1262	11	.	.	.
stanford-ai-2021	1263	1	Learn	learn	VB
stanford-ai-2021	1263	2	more	more	JJR
stanford-ai-2021	1263	3	about	about	IN
stanford-ai-2021	1263	4	MAG	MAG	NNP
stanford-ai-2021	1263	5	here	here	RB
stanford-ai-2021	1263	6	.	.	.
stanford-ai-2021	1264	1	Methodology	Methodology	NNP
stanford-ai-2021	1264	2	MAG	MAG	NNP
stanford-ai-2021	1264	3	Data	Data	NNP
stanford-ai-2021	1264	4	Attribution	Attribution	NNP
stanford-ai-2021	1264	5	:	:	:
stanford-ai-2021	1264	6	Each	each	DT
stanford-ai-2021	1264	7	paper	paper	NN
stanford-ai-2021	1264	8	is	be	VBZ
stanford-ai-2021	1264	9	counted	count	VBN
stanford-ai-2021	1264	10	exactly	exactly	RB
stanford-ai-2021	1264	11	once	once	RB
stanford-ai-2021	1264	12	.	.	.
stanford-ai-2021	1265	1	When	when	WRB
stanford-ai-2021	1265	2	a	a	DT
stanford-ai-2021	1265	3	paper	paper	NN
stanford-ai-2021	1265	4	has	have	VBZ
stanford-ai-2021	1265	5	multiple	multiple	JJ
stanford-ai-2021	1265	6	authors	author	NNS
stanford-ai-2021	1265	7	or	or	CC
stanford-ai-2021	1265	8	regions	region	NNS
stanford-ai-2021	1265	9	,	,	,
stanford-ai-2021	1265	10	the	the	DT
stanford-ai-2021	1265	11	credit	credit	NN
stanford-ai-2021	1265	12	is	be	VBZ
stanford-ai-2021	1265	13	equally	equally	RB
stanford-ai-2021	1265	14	distributed	distribute	VBN
stanford-ai-2021	1265	15	to	to	IN
stanford-ai-2021	1265	16	the	the	DT
stanford-ai-2021	1265	17	unique	unique	JJ
stanford-ai-2021	1265	18	regions	region	NNS
stanford-ai-2021	1265	19	.	.	.
stanford-ai-2021	1266	1	For	for	IN
stanford-ai-2021	1266	2	example	example	NN
stanford-ai-2021	1266	3	,	,	,
stanford-ai-2021	1266	4	if	if	IN
stanford-ai-2021	1266	5	a	a	DT
stanford-ai-2021	1266	6	paper	paper	NN
stanford-ai-2021	1266	7	has	have	VBZ
stanford-ai-2021	1266	8	two	two	CD
stanford-ai-2021	1266	9	authors	author	NNS
stanford-ai-2021	1266	10	from	from	IN
stanford-ai-2021	1266	11	the	the	DT
stanford-ai-2021	1266	12	United	United	NNP
stanford-ai-2021	1266	13	States	States	NNP
stanford-ai-2021	1266	14	,	,	,
stanford-ai-2021	1266	15	one	one	CD
stanford-ai-2021	1266	16	from	from	IN
stanford-ai-2021	1266	17	China	China	NNP
stanford-ai-2021	1266	18	,	,	,
stanford-ai-2021	1266	19	and	and	CC
stanford-ai-2021	1266	20	one	one	CD
stanford-ai-2021	1266	21	from	from	IN
stanford-ai-2021	1266	22	the	the	DT
stanford-ai-2021	1266	23	United	United	NNP
stanford-ai-2021	1266	24	Kingdom	Kingdom	NNP
stanford-ai-2021	1266	25	,	,	,
stanford-ai-2021	1266	26	then	then	RB
stanford-ai-2021	1266	27	the	the	DT
stanford-ai-2021	1266	28	United	United	NNP
stanford-ai-2021	1266	29	States	States	NNP
stanford-ai-2021	1266	30	,	,	,
stanford-ai-2021	1266	31	China	China	NNP
stanford-ai-2021	1266	32	,	,	,
stanford-ai-2021	1266	33	and	and	CC
stanford-ai-2021	1266	34	the	the	DT
stanford-ai-2021	1266	35	United	United	NNP
stanford-ai-2021	1266	36	Kingdom	Kingdom	NNP
stanford-ai-2021	1266	37	each	each	DT
stanford-ai-2021	1266	38	get	get	VBP
stanford-ai-2021	1266	39	one	one	CD
stanford-ai-2021	1266	40	-	-	HYPH
stanford-ai-2021	1266	41	third	third	NN
stanford-ai-2021	1266	42	credit	credit	NN
stanford-ai-2021	1266	43	.	.	.
stanford-ai-2021	1267	1	Metrics	metric	NNS
stanford-ai-2021	1267	2	:	:	:
stanford-ai-2021	1267	3	Total	total	JJ
stanford-ai-2021	1267	4	number	number	NN
stanford-ai-2021	1267	5	of	of	IN
stanford-ai-2021	1267	6	published	publish	VBN
stanford-ai-2021	1267	7	papers	paper	NNS
stanford-ai-2021	1267	8	(	(	-LRB-
stanford-ai-2021	1267	9	journal	journal	NNP
stanford-ai-2021	1267	10	papers	paper	NNS
stanford-ai-2021	1267	11	,	,	,
stanford-ai-2021	1267	12	conference	conference	NN
stanford-ai-2021	1267	13	papers	paper	NNS
stanford-ai-2021	1267	14	,	,	,
stanford-ai-2021	1267	15	patents	patent	NNS
stanford-ai-2021	1267	16	,	,	,
stanford-ai-2021	1267	17	repository2	repository2	NN
stanford-ai-2021	1267	18	)	)	-RRB-
stanford-ai-2021	1267	19	;	;	:
stanford-ai-2021	1267	20	total	total	JJ
stanford-ai-2021	1267	21	number	number	NN
stanford-ai-2021	1267	22	of	of	IN
stanford-ai-2021	1267	23	citations	citation	NNS
stanford-ai-2021	1267	24	of	of	IN
stanford-ai-2021	1267	25	published	publish	VBN
stanford-ai-2021	1267	26	papers	paper	NNS
stanford-ai-2021	1267	27	.	.	.
stanford-ai-2021	1268	1	Definition	definition	NN
stanford-ai-2021	1268	2	:	:	:
stanford-ai-2021	1268	3	The	the	DT
stanford-ai-2021	1268	4	citation	citation	NN
stanford-ai-2021	1268	5	and	and	CC
stanford-ai-2021	1268	6	reference	reference	NN
stanford-ai-2021	1268	7	count	count	NN
stanford-ai-2021	1268	8	represents	represent	VBZ
stanford-ai-2021	1268	9	the	the	DT
stanford-ai-2021	1268	10	number	number	NN
stanford-ai-2021	1268	11	of	of	IN
stanford-ai-2021	1268	12	respective	respective	JJ
stanford-ai-2021	1268	13	metrics	metric	NNS
stanford-ai-2021	1268	14	for	for	IN
stanford-ai-2021	1268	15	AI	AI	NNP
stanford-ai-2021	1268	16	papers	paper	NNS
stanford-ai-2021	1268	17	collected	collect	VBN
stanford-ai-2021	1268	18	from	from	IN
stanford-ai-2021	1268	19	all	all	DT
stanford-ai-2021	1268	20	papers	paper	NNS
stanford-ai-2021	1268	21	.	.	.
stanford-ai-2021	1269	1	For	for	IN
stanford-ai-2021	1269	2	example	example	NN
stanford-ai-2021	1269	3	,	,	,
stanford-ai-2021	1269	4	in	in	IN
stanford-ai-2021	1269	5	“	"	``
stanford-ai-2021	1269	6	OutAiPaperCitationCountryPairByYearConf.csv	OutAiPaperCitationCountryPairByYearConf.csv	NNP
stanford-ai-2021	1269	7	,	,	,
stanford-ai-2021	1269	8	”	"	''
stanford-ai-2021	1269	9	a	a	DT
stanford-ai-2021	1269	10	row	row	NN
stanford-ai-2021	1269	11	stating	state	VBG
stanford-ai-2021	1269	12	“	"	``
stanford-ai-2021	1269	13	China	China	NNP
stanford-ai-2021	1269	14	,	,	,
stanford-ai-2021	1269	15	United	United	NNP
stanford-ai-2021	1269	16	States	States	NNP
stanford-ai-2021	1269	17	,	,	,
stanford-ai-2021	1269	18	2016	2016	CD
stanford-ai-2021	1269	19	,	,	,
stanford-ai-2021	1269	20	14955	14955	CD
stanford-ai-2021	1269	21	”	"	''
stanford-ai-2021	1269	22	means	mean	VBZ
stanford-ai-2021	1269	23	that	that	IN
stanford-ai-2021	1269	24	China	China	NNP
stanford-ai-2021	1269	25	’s	’s	POS
stanford-ai-2021	1269	26	conference	conference	NN
stanford-ai-2021	1269	27	AI	AI	NNP
stanford-ai-2021	1269	28	papers	paper	NNS
stanford-ai-2021	1269	29	published	publish	VBN
stanford-ai-2021	1269	30	in	in	IN
stanford-ai-2021	1269	31	2016	2016	CD
stanford-ai-2021	1269	32	received	receive	VBD
stanford-ai-2021	1269	33	14,955	14,955	CD
stanford-ai-2021	1269	34	citations	citation	NNS
stanford-ai-2021	1269	35	from	from	IN
stanford-ai-2021	1269	36	(	(	-LRB-
stanford-ai-2021	1269	37	all	all	DT
stanford-ai-2021	1269	38	)	)	-RRB-
stanford-ai-2021	1269	39	U.S.	U.S.	NNP
stanford-ai-2021	1269	40	papers	paper	NNS
stanford-ai-2021	1269	41	indexed	index	VBN
stanford-ai-2021	1269	42	by	by	IN
stanford-ai-2021	1269	43	MAG	MAG	NNP
stanford-ai-2021	1269	44	.	.	.
stanford-ai-2021	1270	1	Curating	curate	VBG
stanford-ai-2021	1270	2	the	the	DT
stanford-ai-2021	1270	3	MAG	MAG	NNP
stanford-ai-2021	1270	4	Dataset	Dataset	NNP
stanford-ai-2021	1270	5	and	and	CC
stanford-ai-2021	1270	6	References	References	NNPS
stanford-ai-2021	1270	7	:	:	:
stanford-ai-2021	1270	8	Generally	generally	RB
stanford-ai-2021	1270	9	speaking	speak	VBG
stanford-ai-2021	1270	10	,	,	,
stanford-ai-2021	1270	11	the	the	DT
stanford-ai-2021	1270	12	robots	robot	NNS
stanford-ai-2021	1270	13	sit	sit	VBP
stanford-ai-2021	1270	14	on	on	IN
stanford-ai-2021	1270	15	top	top	NN
stanford-ai-2021	1270	16	of	of	IN
stanford-ai-2021	1270	17	a	a	DT
stanford-ai-2021	1270	18	Bing	Bing	NNP
stanford-ai-2021	1270	19	crawler	crawler	NN
stanford-ai-2021	1270	20	to	to	TO
stanford-ai-2021	1270	21	read	read	VB
stanford-ai-2021	1270	22	everything	everything	NN
stanford-ai-2021	1270	23	from	from	IN
stanford-ai-2021	1270	24	the	the	DT
stanford-ai-2021	1270	25	web	web	NN
stanford-ai-2021	1270	26	and	and	CC
stanford-ai-2021	1270	27	have	have	VB
stanford-ai-2021	1270	28	access	access	NN
stanford-ai-2021	1270	29	to	to	IN
stanford-ai-2021	1270	30	the	the	DT
stanford-ai-2021	1270	31	entire	entire	JJ
stanford-ai-2021	1270	32	web	web	NN
stanford-ai-2021	1270	33	index	index	NN
stanford-ai-2021	1270	34	.	.	.
stanford-ai-2021	1271	1	As	as	IN
stanford-ai-2021	1271	2	a	a	DT
stanford-ai-2021	1271	3	result	result	NN
stanford-ai-2021	1271	4	,	,	,
stanford-ai-2021	1271	5	MAG	MAG	NNP
stanford-ai-2021	1271	6	is	be	VBZ
stanford-ai-2021	1271	7	able	able	JJ
stanford-ai-2021	1271	8	to	to	TO
stanford-ai-2021	1271	9	program	program	VB
stanford-ai-2021	1271	10	the	the	DT
stanford-ai-2021	1271	11	robots	robot	NNS
stanford-ai-2021	1271	12	to	to	TO
stanford-ai-2021	1271	13	conduct	conduct	VB
stanford-ai-2021	1271	14	more	more	JJR
stanford-ai-2021	1271	15	web	web	NN
stanford-ai-2021	1271	16	searches	search	NNS
stanford-ai-2021	1271	17	than	than	IN
stanford-ai-2021	1271	18	a	a	DT
stanford-ai-2021	1271	19	typical	typical	JJ
stanford-ai-2021	1271	20	human	human	NN
stanford-ai-2021	1271	21	can	can	MD
stanford-ai-2021	1271	22	complete	complete	VB
stanford-ai-2021	1271	23	.	.	.
stanford-ai-2021	1272	1	This	this	DT
stanford-ai-2021	1272	2	helps	help	VBZ
stanford-ai-2021	1272	3	disambiguate	disambiguate	VB
stanford-ai-2021	1272	4	entities	entity	NNS
stanford-ai-2021	1272	5	with	with	IN
stanford-ai-2021	1272	6	the	the	DT
stanford-ai-2021	1272	7	same	same	JJ
stanford-ai-2021	1272	8	names	name	NNS
stanford-ai-2021	1272	9	.	.	.
stanford-ai-2021	1273	1	For	for	IN
stanford-ai-2021	1273	2	example	example	NN
stanford-ai-2021	1273	3	,	,	,
stanford-ai-2021	1273	4	for	for	IN
stanford-ai-2021	1273	5	authors	author	NNS
stanford-ai-2021	1273	6	,	,	,
stanford-ai-2021	1273	7	MAG	MAG	NNP
stanford-ai-2021	1273	8	gets	get	VBZ
stanford-ai-2021	1273	9	to	to	TO
stanford-ai-2021	1273	10	additionally	additionally	RB
stanford-ai-2021	1273	11	use	use	VB
stanford-ai-2021	1273	12	all	all	PDT
stanford-ai-2021	1273	13	the	the	DT
stanford-ai-2021	1273	14	CVs	cv	NNS
stanford-ai-2021	1273	15	and	and	CC
stanford-ai-2021	1273	16	institutional	institutional	JJ
stanford-ai-2021	1273	17	homepages	homepage	NNS
stanford-ai-2021	1273	18	on	on	IN
stanford-ai-2021	1273	19	the	the	DT
stanford-ai-2021	1273	20	web	web	NN
stanford-ai-2021	1273	21	as	as	IN
stanford-ai-2021	1273	22	signals	signal	NNS
stanford-ai-2021	1273	23	to	to	TO
stanford-ai-2021	1273	24	recognize	recognize	VB
stanford-ai-2021	1273	25	and	and	CC
stanford-ai-2021	1273	26	verify	verify	VB
stanford-ai-2021	1273	27	claims3	claims3	NNP
stanford-ai-2021	1273	28	.	.	.
stanford-ai-2021	1274	1	MAG	MAG	NNP
stanford-ai-2021	1274	2	has	have	VBZ
stanford-ai-2021	1274	3	found	find	VBN
stanford-ai-2021	1274	4	this	this	DT
stanford-ai-2021	1274	5	approach	approach	NN
stanford-ai-2021	1274	6	to	to	TO
stanford-ai-2021	1274	7	be	be	VB
stanford-ai-2021	1274	8	superior	superior	JJ
stanford-ai-2021	1274	9	to	to	IN
stanford-ai-2021	1274	10	the	the	DT
stanford-ai-2021	1274	11	results	result	NNS
stanford-ai-2021	1274	12	of	of	IN
stanford-ai-2021	1274	13	the	the	DT
stanford-ai-2021	1274	14	best	good	JJS
stanford-ai-2021	1274	15	of	of	IN
stanford-ai-2021	1274	16	the	the	DT
stanford-ai-2021	1274	17	KDD	KDD	NNP
stanford-ai-2021	1274	18	Cup	Cup	NNP
stanford-ai-2021	1274	19	2013	2013	CD
stanford-ai-2021	1274	20	competition	competition	NN
stanford-ai-2021	1274	21	,	,	,
stanford-ai-2021	1274	22	which	which	WDT
stanford-ai-2021	1274	23	uses	use	VBZ
stanford-ai-2021	1274	24	only	only	JJ
stanford-ai-2021	1274	25	data	datum	NNS
stanford-ai-2021	1274	26	from	from	IN
stanford-ai-2021	1274	27	within	within	IN
stanford-ai-2021	1274	28	all	all	DT
stanford-ai-2021	1274	29	publication	publication	NN
stanford-ai-2021	1274	30	records	record	NNS
stanford-ai-2021	1274	31	and	and	CC
stanford-ai-2021	1274	32	Open	open	JJ
stanford-ai-2021	1274	33	Researcher	Researcher	NNP
stanford-ai-2021	1274	34	and	and	CC
stanford-ai-2021	1274	35	Contributor	Contributor	NNP
stanford-ai-2021	1274	36	Identifiers	Identifiers	NNP
stanford-ai-2021	1274	37	(	(	-LRB-
stanford-ai-2021	1274	38	ORCIDs	ORCIDs	NNP
stanford-ai-2021	1274	39	)	)	-RRB-
stanford-ai-2021	1274	40	.	.	.
stanford-ai-2021	1275	1	Notes	note	NNS
stanford-ai-2021	1275	2	About	about	IN
stanford-ai-2021	1275	3	the	the	DT
stanford-ai-2021	1275	4	MAG	MAG	NNP
stanford-ai-2021	1275	5	Data	Data	NNP
stanford-ai-2021	1275	6	Conference	Conference	NNP
stanford-ai-2021	1275	7	Papers	Papers	NNPS
stanford-ai-2021	1275	8	:	:	:
stanford-ai-2021	1275	9	After	after	IN
stanford-ai-2021	1275	10	the	the	DT
stanford-ai-2021	1275	11	contents	content	NNS
stanford-ai-2021	1275	12	and	and	CC
stanford-ai-2021	1275	13	data	datum	NNS
stanford-ai-2021	1275	14	sources	source	NNS
stanford-ai-2021	1275	15	were	be	VBD
stanford-ai-2021	1275	16	scrutinized	scrutinize	VBN
stanford-ai-2021	1275	17	,	,	,
stanford-ai-2021	1275	18	it	-PRON-	PRP
stanford-ai-2021	1275	19	was	be	VBD
stanford-ai-2021	1275	20	determined	determine	VBN
stanford-ai-2021	1275	21	that	that	IN
stanford-ai-2021	1275	22	some	some	DT
stanford-ai-2021	1275	23	of	of	IN
stanford-ai-2021	1275	24	the	the	DT
stanford-ai-2021	1275	25	2020	2020	CD
stanford-ai-2021	1275	26	conference	conference	NN
stanford-ai-2021	1275	27	papers	paper	NNS
stanford-ai-2021	1275	28	were	be	VBD
stanford-ai-2021	1275	29	not	not	RB
stanford-ai-2021	1275	30	properly	properly	RB
stanford-ai-2021	1275	31	tagged	tag	VBN
stanford-ai-2021	1275	32	with	with	IN
stanford-ai-2021	1275	33	their	-PRON-	PRP$
stanford-ai-2021	1275	34	conference	conference	NN
stanford-ai-2021	1275	35	venue	venue	NN
stanford-ai-2021	1275	36	.	.	.
stanford-ai-2021	1276	1	Many	many	JJ
stanford-ai-2021	1276	2	conference	conference	NN
stanford-ai-2021	1276	3	papers	paper	NNS
stanford-ai-2021	1276	4	in	in	IN
stanford-ai-2021	1276	5	the	the	DT
stanford-ai-2021	1276	6	MAG	MAG	NNP
stanford-ai-2021	1276	7	system	system	NN
stanford-ai-2021	1276	8	are	be	VBP
stanford-ai-2021	1276	9	under	under	IN
stanford-ai-2021	1276	10	arXiv	arXiv	NNP
stanford-ai-2021	1276	11	papers	paper	NNS
stanford-ai-2021	1276	12	,	,	,
stanford-ai-2021	1276	13	but	but	CC
stanford-ai-2021	1276	14	due	due	IN
stanford-ai-2021	1276	15	to	to	IN
stanford-ai-2021	1276	16	issues	issue	NNS
stanford-ai-2021	1276	17	arising	arise	VBG
stanford-ai-2021	1276	18	from	from	IN
stanford-ai-2021	1276	19	some	some	DT
stanford-ai-2021	1276	20	data	datum	NNS
stanford-ai-2021	1276	21	sources	source	NNS
stanford-ai-2021	1276	22	(	(	-LRB-
stanford-ai-2021	1276	23	including	include	VBG
stanford-ai-2021	1276	24	delays	delay	NNS
stanford-ai-2021	1276	25	in	in	IN
stanford-ai-2021	1276	26	DBLP	dblp	NN
stanford-ai-2021	1276	27	and	and	CC
stanford-ai-2021	1276	28	web	web	NN
stanford-ai-2021	1276	29	form	form	NN
stanford-ai-2021	1276	30	changes	change	NNS
stanford-ai-2021	1276	31	on	on	IN
stanford-ai-2021	1276	32	the	the	DT
stanford-ai-2021	1276	33	ACM	ACM	NNP
stanford-ai-2021	1276	34	website	website	NN
stanford-ai-2021	1276	35	)	)	-RRB-
stanford-ai-2021	1276	36	,	,	,
stanford-ai-2021	1276	37	they	-PRON-	PRP
stanford-ai-2021	1276	38	were	be	VBD
stanford-ai-2021	1276	39	possibly	possibly	RB
stanford-ai-2021	1276	40	omitted	omit	VBN
stanford-ai-2021	1276	41	as	as	IN
stanford-ai-2021	1276	42	2020	2020	CD
stanford-ai-2021	1276	43	conference	conference	NN
stanford-ai-2021	1276	44	papers	paper	NNS
stanford-ai-2021	1276	45	(	(	-LRB-
stanford-ai-2021	1276	46	ICML	ICML	NNP
stanford-ai-2021	1276	47	-	-	HYPH
stanford-ai-2021	1276	48	PKDD	PKDD	NNP
stanford-ai-2021	1276	49	,	,	,
stanford-ai-2021	1276	50	IROS	IROS	NNP
stanford-ai-2021	1276	51	,	,	,
stanford-ai-2021	1276	52	etc	etc	FW
stanford-ai-2021	1276	53	.	.	.
stanford-ai-2021	1276	54	)	)	-RRB-
stanford-ai-2021	1276	55	.	.	.
stanford-ai-2021	1277	1	However	however	RB
stanford-ai-2021	1277	2	,	,	,
stanford-ai-2021	1277	3	the	the	DT
stanford-ai-2021	1277	4	top	top	JJ
stanford-ai-2021	1277	5	AI	AI	NNP
stanford-ai-2021	1277	6	conferences	conference	NNS
stanford-ai-2021	1277	7	(	(	-LRB-
stanford-ai-2021	1277	8	selected	select	VBN
stanford-ai-2021	1277	9	not	not	RB
stanford-ai-2021	1277	10	in	in	IN
stanford-ai-2021	1277	11	terms	term	NNS
stanford-ai-2021	1277	12	of	of	IN
stanford-ai-2021	1277	13	publication	publication	NN
stanford-ai-2021	1277	14	count	count	NN
stanford-ai-2021	1277	15	,	,	,
stanford-ai-2021	1277	16	but	but	CC
stanford-ai-2021	1277	17	rather	rather	RB
stanford-ai-2021	1277	18	considering	consider	VBG
stanford-ai-2021	1277	19	both	both	DT
stanford-ai-2021	1277	20	publication	publication	NN
stanford-ai-2021	1277	21	and	and	CC
stanford-ai-2021	1277	22	citation	citation	NN
stanford-ai-2021	1277	23	count	count	NN
stanford-ai-2021	1277	24	as	as	RB
stanford-ai-2021	1277	25	well	well	RB
stanford-ai-2021	1277	26	as	as	IN
stanford-ai-2021	1277	27	community	community	NN
stanford-ai-2021	1277	28	prestige	prestige	NN
stanford-ai-2021	1277	29	)	)	-RRB-
stanford-ai-2021	1277	30	are	be	VBP
stanford-ai-2021	1277	31	complete	complete	JJ
stanford-ai-2021	1277	32	.	.	.
stanford-ai-2021	1278	1	In	in	IN
stanford-ai-2021	1278	2	2020	2020	CD
stanford-ai-2021	1278	3	,	,	,
stanford-ai-2021	1278	4	the	the	DT
stanford-ai-2021	1278	5	top	top	JJ
stanford-ai-2021	1278	6	20	20	CD
stanford-ai-2021	1278	7	conferences	conference	NNS
stanford-ai-2021	1278	8	presented	present	VBD
stanford-ai-2021	1278	9	103,000	103,000	CD
stanford-ai-2021	1278	10	papers	paper	NNS
stanford-ai-2021	1278	11	,	,	,
stanford-ai-2021	1278	12	which	which	WDT
stanford-ai-2021	1278	13	is	be	VBZ
stanford-ai-2021	1278	14	13.7	13.7	CD
stanford-ai-2021	1278	15	%	%	NN
stanford-ai-2021	1278	16	of	of	IN
stanford-ai-2021	1278	17	all	all	DT
stanford-ai-2021	1278	18	AI	AI	NNP
stanford-ai-2021	1278	19	conference	conference	NN
stanford-ai-2021	1278	20	papers	paper	NNS
stanford-ai-2021	1278	21	,	,	,
stanford-ai-2021	1278	22	and	and	CC
stanford-ai-2021	1278	23	they	-PRON-	PRP
stanford-ai-2021	1278	24	received	receive	VBD
stanford-ai-2021	1278	25	7.15	7.15	CD
stanford-ai-2021	1278	26	million	million	CD
stanford-ai-2021	1278	27	citations	citation	NNS
stanford-ai-2021	1278	28	collectively	collectively	RB
stanford-ai-2021	1278	29	,	,	,
stanford-ai-2021	1278	30	contributing	contribute	VBG
stanford-ai-2021	1278	31	47	47	CD
stanford-ai-2021	1278	32	%	%	NN
stanford-ai-2021	1278	33	of	of	IN
stanford-ai-2021	1278	34	all	all	DT
stanford-ai-2021	1278	35	citations	citation	NNS
stanford-ai-2021	1278	36	received	receive	VBN
stanford-ai-2021	1278	37	for	for	IN
stanford-ai-2021	1278	38	all	all	DT
stanford-ai-2021	1278	39	AI	AI	NNP
stanford-ai-2021	1278	40	conference	conference	NN
stanford-ai-2021	1278	41	papers	paper	NNS
stanford-ai-2021	1278	42	.	.	.
stanford-ai-2021	1279	1	The	the	DT
stanford-ai-2021	1279	2	number	number	NN
stanford-ai-2021	1279	3	of	of	IN
stanford-ai-2021	1279	4	2020	2020	CD
stanford-ai-2021	1279	5	conference	conference	NN
stanford-ai-2021	1279	6	publications	publication	NNS
stanford-ai-2021	1279	7	is	be	VBZ
stanford-ai-2021	1279	8	slightly	slightly	RB
stanford-ai-2021	1279	9	lower	low	JJR
stanford-ai-2021	1279	10	than	than	IN
stanford-ai-2021	1279	11	in	in	IN
stanford-ai-2021	1279	12	2019	2019	CD
stanford-ai-2021	1279	13	.	.	.
stanford-ai-2021	1280	1	Data	datum	NNS
stanford-ai-2021	1280	2	is	be	VBZ
stanford-ai-2021	1280	3	known	know	VBN
stanford-ai-2021	1280	4	to	to	TO
stanford-ai-2021	1280	5	be	be	VB
stanford-ai-2021	1280	6	missing	miss	VBG
stanford-ai-2021	1280	7	for	for	IN
stanford-ai-2021	1280	8	ICCV	ICCV	NNP
stanford-ai-2021	1280	9	and	and	CC
stanford-ai-2021	1280	10	NAACL	NAACL	NNP
stanford-ai-2021	1280	11	.	.	.
stanford-ai-2021	1281	1	About	about	IN
stanford-ai-2021	1281	2	100	100	CD
stanford-ai-2021	1281	3	Autonomous	Autonomous	NNP
stanford-ai-2021	1281	4	Agents	Agents	NNPS
stanford-ai-2021	1281	5	and	and	CC
stanford-ai-2021	1281	6	Multiagent	Multiagent	NNP
stanford-ai-2021	1281	7	Systems	Systems	NNP
stanford-ai-2021	1281	8	(	(	-LRB-
stanford-ai-2021	1281	9	AAMAS	AAMAS	NNP
stanford-ai-2021	1281	10	)	)	-RRB-
stanford-ai-2021	1281	11	conference	conference	NN
stanford-ai-2021	1281	12	papers	paper	NNS
stanford-ai-2021	1281	13	are	be	VBP
stanford-ai-2021	1281	14	erroneously	erroneously	RB
stanford-ai-2021	1281	15	attributed	attribute	VBN
stanford-ai-2021	1281	16	to	to	IN
stanford-ai-2021	1281	17	an	an	DT
stanford-ai-2021	1281	18	eponymous	eponymous	JJ
stanford-ai-2021	1281	19	journal	journal	NN
stanford-ai-2021	1281	20	.	.	.
stanford-ai-2021	1282	1	Unknown	unknown	JJ
stanford-ai-2021	1282	2	Countries	country	NNS
stanford-ai-2021	1282	3	for	for	IN
stanford-ai-2021	1282	4	Journals	Journals	NNPS
stanford-ai-2021	1282	5	and	and	CC
stanford-ai-2021	1282	6	Conferences	Conferences	NNPS
stanford-ai-2021	1282	7	:	:	:
stanford-ai-2021	1282	8	For	for	IN
stanford-ai-2021	1282	9	the	the	DT
stanford-ai-2021	1282	10	past	past	JJ
stanford-ai-2021	1282	11	20	20	CD
stanford-ai-2021	1282	12	to	to	TO
stanford-ai-2021	1282	13	30	30	CD
stanford-ai-2021	1282	14	years	year	NNS
stanford-ai-2021	1282	15	,	,	,
stanford-ai-2021	1282	16	30	30	CD
stanford-ai-2021	1282	17	%	%	NN
stanford-ai-2021	1282	18	of	of	IN
stanford-ai-2021	1282	19	journal	journal	NNP
stanford-ai-2021	1282	20	and	and	CC
stanford-ai-2021	1282	21	conference	conference	NNP
stanford-ai-2021	1282	22	affiliation	affiliation	NNP
stanford-ai-2021	1282	23	data	data	NNP
stanford-ai-2021	1282	24	lacks	lack	VBZ
stanford-ai-2021	1282	25	affiliation	affiliation	NN
stanford-ai-2021	1282	26	by	by	IN
stanford-ai-2021	1282	27	country	country	NN
stanford-ai-2021	1282	28	or	or	CC
stanford-ai-2021	1282	29	region	region	NN
stanford-ai-2021	1282	30	,	,	,
stanford-ai-2021	1282	31	due	due	IN
stanford-ai-2021	1282	32	to	to	IN
stanford-ai-2021	1282	33	errors	error	NNS
stanford-ai-2021	1282	34	in	in	IN
stanford-ai-2021	1282	35	paper	paper	NN
stanford-ai-2021	1282	36	format	format	NN
stanford-ai-2021	1282	37	,	,	,
stanford-ai-2021	1282	38	data	datum	NNS
stanford-ai-2021	1282	39	source	source	NN
stanford-ai-2021	1282	40	,	,	,
stanford-ai-2021	1282	41	and	and	CC
stanford-ai-2021	1282	42	PDF	PDF	NNP
stanford-ai-2021	1282	43	parsing	parsing	NN
stanford-ai-2021	1282	44	,	,	,
stanford-ai-2021	1282	45	among	among	IN
stanford-ai-2021	1282	46	others	other	NNS
stanford-ai-2021	1282	47	.	.	.
stanford-ai-2021	1283	1	1	1	LS
stanford-ai-2021	1283	2	See	see	VB
stanford-ai-2021	1283	3	“	"	``
stanford-ai-2021	1283	4	A	A	NNP
stanford-ai-2021	1283	5	Review	Review	NNP
stanford-ai-2021	1283	6	of	of	IN
stanford-ai-2021	1283	7	Microsoft	Microsoft	NNP
stanford-ai-2021	1283	8	Academic	Academic	NNP
stanford-ai-2021	1283	9	Services	Services	NNPS
stanford-ai-2021	1283	10	for	for	IN
stanford-ai-2021	1283	11	Science	Science	NNP
stanford-ai-2021	1283	12	of	of	IN
stanford-ai-2021	1283	13	Science	Science	NNP
stanford-ai-2021	1283	14	Studies	Studies	NNPS
stanford-ai-2021	1283	15	”	"	''
stanford-ai-2021	1283	16	and	and	CC
stanford-ai-2021	1283	17	“	"	``
stanford-ai-2021	1283	18	Microsoft	Microsoft	NNP
stanford-ai-2021	1283	19	Academic	Academic	NNP
stanford-ai-2021	1283	20	Graph	Graph	NNP
stanford-ai-2021	1283	21	:	:	:
stanford-ai-2021	1283	22	When	when	WRB
stanford-ai-2021	1283	23	Experts	expert	NNS
stanford-ai-2021	1283	24	Are	be	VBP
stanford-ai-2021	1283	25	Not	not	RB
stanford-ai-2021	1283	26	Enough	enough	JJ
stanford-ai-2021	1283	27	”	"	''
stanford-ai-2021	1283	28	for	for	IN
stanford-ai-2021	1283	29	more	more	JJR
stanford-ai-2021	1283	30	details	detail	NNS
stanford-ai-2021	1283	31	.	.	.
stanford-ai-2021	1284	1	2	2	CD
stanford-ai-2021	1284	2	Repository	repository	NN
stanford-ai-2021	1284	3	as	as	IN
stanford-ai-2021	1284	4	a	a	DT
stanford-ai-2021	1284	5	publication	publication	NN
stanford-ai-2021	1284	6	type	type	NN
stanford-ai-2021	1284	7	in	in	IN
stanford-ai-2021	1284	8	MAG	MAG	NNP
stanford-ai-2021	1284	9	refers	refer	VBZ
stanford-ai-2021	1284	10	to	to	IN
stanford-ai-2021	1284	11	both	both	DT
stanford-ai-2021	1284	12	preprints	preprint	NNS
stanford-ai-2021	1284	13	and	and	CC
stanford-ai-2021	1284	14	postprints	postprint	NNS
stanford-ai-2021	1284	15	.	.	.
stanford-ai-2021	1285	1	In	in	IN
stanford-ai-2021	1285	2	the	the	DT
stanford-ai-2021	1285	3	AI	AI	NNP
stanford-ai-2021	1285	4	domain	domain	NN
stanford-ai-2021	1285	5	,	,	,
stanford-ai-2021	1285	6	it	-PRON-	PRP
stanford-ai-2021	1285	7	predominantly	predominantly	RB
stanford-ai-2021	1285	8	comes	come	VBZ
stanford-ai-2021	1285	9	from	from	IN
stanford-ai-2021	1285	10	arXiv	arXiv	NNP
stanford-ai-2021	1285	11	.	.	.
stanford-ai-2021	1286	1	See	see	VB
stanford-ai-2021	1286	2	“	"	``
stanford-ai-2021	1286	3	Is	be	VBZ
stanford-ai-2021	1286	4	Preprint	Preprint	NNP
stanford-ai-2021	1286	5	the	the	DT
stanford-ai-2021	1286	6	Future	future	NN
stanford-ai-2021	1286	7	of	of	IN
stanford-ai-2021	1286	8	Science	Science	NNP
stanford-ai-2021	1286	9	?	?	.
stanford-ai-2021	1287	1	A	a	DT
stanford-ai-2021	1287	2	Thirty	thirty	CD
stanford-ai-2021	1287	3	Year	year	NN
stanford-ai-2021	1287	4	Journey	Journey	NNP
stanford-ai-2021	1287	5	of	of	IN
stanford-ai-2021	1287	6	Online	Online	NNP
stanford-ai-2021	1287	7	Preprint	Preprint	NNP
stanford-ai-2021	1287	8	Services	Services	NNP
stanford-ai-2021	1287	9	”	"	''
stanford-ai-2021	1287	10	for	for	IN
stanford-ai-2021	1287	11	details	detail	NNS
stanford-ai-2021	1287	12	.	.	.
stanford-ai-2021	1288	1	3	3	LS
stanford-ai-2021	1288	2	See	see	VB
stanford-ai-2021	1288	3	“	"	``
stanford-ai-2021	1288	4	Machine	Machine	NNP
stanford-ai-2021	1288	5	Verification	Verification	NNP
stanford-ai-2021	1288	6	for	for	IN
stanford-ai-2021	1288	7	Paper	Paper	NNP
stanford-ai-2021	1288	8	and	and	CC
stanford-ai-2021	1288	9	Author	Author	NNP
stanford-ai-2021	1288	10	Claims	Claims	NNPS
stanford-ai-2021	1288	11	”	"	''
stanford-ai-2021	1288	12	and	and	CC
stanford-ai-2021	1288	13	“	"	``
stanford-ai-2021	1288	14	How	how	WRB
stanford-ai-2021	1288	15	Microsoft	Microsoft	NNP
stanford-ai-2021	1288	16	Academic	Academic	NNP
stanford-ai-2021	1288	17	Uses	use	VBZ
stanford-ai-2021	1288	18	Knowledge	knowledge	NN
stanford-ai-2021	1288	19	to	to	TO
stanford-ai-2021	1288	20	Address	address	VB
stanford-ai-2021	1288	21	the	the	DT
stanford-ai-2021	1288	22	Problem	problem	NN
stanford-ai-2021	1288	23	of	of	IN
stanford-ai-2021	1288	24	Conflation	Conflation	NNP
stanford-ai-2021	1288	25	/	/	SYM
stanford-ai-2021	1288	26	Disambiguation	Disambiguation	NNP
stanford-ai-2021	1288	27	”	"	''
stanford-ai-2021	1288	28	for	for	IN
stanford-ai-2021	1288	29	details	detail	NNS
stanford-ai-2021	1288	30	.	.	.
stanford-ai-2021	1289	1	https://www.microsoft.com/en-us/research/project/microsoft-academic-graph/	https://www.microsoft.com/en-us/research/project/microsoft-academic-graph/	NNP
stanford-ai-2021	1289	2	https://www.kaggle.com/c/kdd-cup-2013-author-paper-identification-challenge	https://www.kaggle.com/c/kdd-cup-2013-author-paper-identification-challenge	NNP
stanford-ai-2021	1289	3	https://www.microsoft.com/en-us/research/publication/a-review-of-microsoft-academic-services-for-science-of-science-studies/	https://www.microsoft.com/en-us/research/publication/a-review-of-microsoft-academic-services-for-science-of-science-studies/	NNPS
stanford-ai-2021	1289	4	https://www.microsoft.com/en-us/research/publication/microsoft-academic-graph-when-experts-are-not-enough/	https://www.microsoft.com/en-us/research/publication/microsoft-academic-graph-when-experts-are-not-enough/	NNP
stanford-ai-2021	1289	5	https://arxiv.org/pdf/2102.09066.pdf	https://arxiv.org/pdf/2102.09066.pdf	NN
stanford-ai-2021	1289	6	https://arxiv.org/pdf/2102.09066.pdf	https://arxiv.org/pdf/2102.09066.pdf	.
stanford-ai-2021	1289	7	https://www.microsoft.com/en-us/research/project/academic/articles/machine-verification-paper-author-claims/	https://www.microsoft.com/en-us/research/project/academic/articles/machine-verification-paper-author-claims/	NNP
stanford-ai-2021	1289	8	https://www.microsoft.com/en-us/research/project/academic/articles/microsoft-academic-uses-knowledge-address-problem-conflation-disambiguation/	https://www.microsoft.com/en-us/research/project/academic/articles/microsoft-academic-uses-knowledge-address-problem-conflation-disambiguation/	NNP
stanford-ai-2021	1289	9	TA	TA	NNP
stanford-ai-2021	1289	10	B	b	NN
stanford-ai-2021	1289	11	L	l	NN
stanford-ai-2021	1289	12	E	e	NN
stanford-ai-2021	1289	13	O	o	NN
stanford-ai-2021	1289	14	F	f	NN
stanford-ai-2021	1289	15	C	c	NN
stanford-ai-2021	1289	16	O	o	NN
stanford-ai-2021	1289	17	N	n	NN
stanford-ai-2021	1289	18	T	t	NN
stanford-ai-2021	1289	19	E	e	NN
stanford-ai-2021	1289	20	N	n	NN
stanford-ai-2021	1289	21	T	t	NN
stanford-ai-2021	1289	22	S	s	NN
stanford-ai-2021	1289	23	1	1	CD
stanford-ai-2021	1289	24	8	8	CD
stanford-ai-2021	1289	25	2A	2a	CD
stanford-ai-2021	1289	26	P	p	NN
stanford-ai-2021	1289	27	P	p	NN
stanford-ai-2021	1289	28	E	e	NN
stanford-ai-2021	1289	29	N	n	NN
stanford-ai-2021	1289	30	D	d	NN
stanford-ai-2021	1289	31	I	i	NN
stanford-ai-2021	1289	32	X	X	NNP
stanford-ai-2021	1289	33	Artificial	Artificial	NNP
stanford-ai-2021	1289	34	Intelligence	Intelligence	NNP
stanford-ai-2021	1289	35	Index	Index	NNP
stanford-ai-2021	1289	36	Report	Report	NNP
stanford-ai-2021	1289	37	2021	2021	CD
stanford-ai-2021	1289	38	C	c	NN
stanford-ai-2021	1289	39	H	h	NN
stanford-ai-2021	1289	40	A	a	NN
stanford-ai-2021	1289	41	P	p	NN
stanford-ai-2021	1289	42	T	t	NN
stanford-ai-2021	1289	43	E	e	NN
stanford-ai-2021	1289	44	R	r	NN
stanford-ai-2021	1289	45	1	1	CD
stanford-ai-2021	1289	46	:	:	:
stanford-ai-2021	1289	47	R	r	NN
stanford-ai-2021	1289	48	E	e	NN
stanford-ai-2021	1289	49	S	s	NN
stanford-ai-2021	1289	50	E	e	NN
stanford-ai-2021	1289	51	A	a	NN
stanford-ai-2021	1289	52	R	r	NN
stanford-ai-2021	1289	53	C	c	NN
stanford-ai-2021	1289	54	H	h	NN
stanford-ai-2021	1289	55	&	&	CC
stanford-ai-2021	1289	56	D	d	NN
stanford-ai-2021	1289	57	E	e	NN
stanford-ai-2021	1289	58	V	v	NN
stanford-ai-2021	1289	59	E	e	NN
stanford-ai-2021	1289	60	L	l	NN
stanford-ai-2021	1289	61	O	o	NN
stanford-ai-2021	1289	62	P	p	NN
stanford-ai-2021	1289	63	M	m	NN
stanford-ai-2021	1289	64	E	e	NN
stanford-ai-2021	1289	65	N	n	NN
stanford-ai-2021	1289	66	T	t	NN
stanford-ai-2021	1289	67	A	a	NN
stanford-ai-2021	1289	68	P	p	NN
stanford-ai-2021	1289	69	P	p	NN
stanford-ai-2021	1289	70	E	e	NN
stanford-ai-2021	1289	71	N	n	NN
stanford-ai-2021	1289	72	D	d	NN
stanford-ai-2021	1289	73	I	i	NN
stanford-ai-2021	1289	74	X	x	NN
stanford-ai-2021	1289	75	M	m	NN
stanford-ai-2021	1289	76	I	i	NN
stanford-ai-2021	1289	77	C	c	NN
stanford-ai-2021	1289	78	R	r	NN
stanford-ai-2021	1289	79	O	o	NN
stanford-ai-2021	1289	80	S	s	NN
stanford-ai-2021	1289	81	O	o	NN
stanford-ai-2021	1289	82	F	f	NN
stanford-ai-2021	1289	83	T	t	NN
stanford-ai-2021	1289	84	AC	ac	NN
stanford-ai-2021	1289	85	A	a	NN
stanford-ai-2021	1289	86	D	d	NN
stanford-ai-2021	1289	87	E	e	NN
stanford-ai-2021	1289	88	M	m	NN
stanford-ai-2021	1289	89	I	i	NN
stanford-ai-2021	1289	90	C	c	NN
stanford-ai-2021	1289	91	G	g	NN
stanford-ai-2021	1289	92	R	r	NN
stanford-ai-2021	1289	93	A	a	NN
stanford-ai-2021	1289	94	P	p	NN
stanford-ai-2021	1289	95	H	h	NN
stanford-ai-2021	1289	96	:	:	:
stanford-ai-2021	1289	97	PAT	PAT	NNP
stanford-ai-2021	1289	98	E	e	NN
stanford-ai-2021	1289	99	N	N	NNP
stanford-ai-2021	1289	100	T	t	NN
stanford-ai-2021	1289	101	DATA	data	NN
stanford-ai-2021	1289	102	C	c	NN
stanford-ai-2021	1289	103	H	h	NN
stanford-ai-2021	1289	104	A	a	NN
stanford-ai-2021	1289	105	L	l	NN
stanford-ai-2021	1289	106	L	l	NN
stanford-ai-2021	1289	107	E	e	NN
stanford-ai-2021	1289	108	N	n	NN
stanford-ai-2021	1289	109	G	g	NN
stanford-ai-2021	1289	110	E	e	NN
stanford-ai-2021	1289	111	As	as	IN
stanford-ai-2021	1289	112	mentioned	mention	VBN
stanford-ai-2021	1289	113	in	in	IN
stanford-ai-2021	1289	114	the	the	DT
stanford-ai-2021	1289	115	report	report	NN
stanford-ai-2021	1289	116	,	,	,
stanford-ai-2021	1289	117	the	the	DT
stanford-ai-2021	1289	118	patent	patent	NN
stanford-ai-2021	1289	119	data	datum	NNS
stanford-ai-2021	1289	120	—	—	:
stanford-ai-2021	1289	121	especially	especially	RB
stanford-ai-2021	1289	122	the	the	DT
stanford-ai-2021	1289	123	affiliation	affiliation	NN
stanford-ai-2021	1289	124	information	information	NN
stanford-ai-2021	1289	125	—	—	:
stanford-ai-2021	1289	126	is	be	VBZ
stanford-ai-2021	1289	127	incomplete	incomplete	JJ
stanford-ai-2021	1289	128	in	in	IN
stanford-ai-2021	1289	129	the	the	DT
stanford-ai-2021	1289	130	MAG	MAG	NNP
stanford-ai-2021	1289	131	database	database	NN
stanford-ai-2021	1289	132	.	.	.
stanford-ai-2021	1290	1	The	the	DT
stanford-ai-2021	1290	2	reason	reason	NN
stanford-ai-2021	1290	3	for	for	IN
stanford-ai-2021	1290	4	the	the	DT
stanford-ai-2021	1290	5	low	low	JJ
stanford-ai-2021	1290	6	coverage	coverage	NN
stanford-ai-2021	1290	7	is	be	VBZ
stanford-ai-2021	1290	8	twofold	twofold	JJ
stanford-ai-2021	1290	9	.	.	.
stanford-ai-2021	1291	1	First	first	RB
stanford-ai-2021	1291	2	,	,	,
stanford-ai-2021	1291	3	applications	application	NNS
stanford-ai-2021	1291	4	published	publish	VBN
stanford-ai-2021	1291	5	by	by	IN
stanford-ai-2021	1291	6	the	the	DT
stanford-ai-2021	1291	7	patent	patent	NN
stanford-ai-2021	1291	8	offices	office	NNS
stanford-ai-2021	1291	9	often	often	RB
stanford-ai-2021	1291	10	identify	identify	VBP
stanford-ai-2021	1291	11	the	the	DT
stanford-ai-2021	1291	12	inventors	inventor	NNS
stanford-ai-2021	1291	13	by	by	IN
stanford-ai-2021	1291	14	their	-PRON-	PRP$
stanford-ai-2021	1291	15	residencies	residency	NNS
stanford-ai-2021	1291	16	not	not	RB
stanford-ai-2021	1291	17	affiliations	affiliation	NNS
stanford-ai-2021	1291	18	.	.	.
stanford-ai-2021	1292	1	While	while	IN
stanford-ai-2021	1292	2	patent	patent	NN
stanford-ai-2021	1292	3	applications	application	NNS
stanford-ai-2021	1292	4	often	often	RB
stanford-ai-2021	1292	5	have	have	VBP
stanford-ai-2021	1292	6	the	the	DT
stanford-ai-2021	1292	7	information	information	NN
stanford-ai-2021	1292	8	about	about	IN
stanford-ai-2021	1292	9	the	the	DT
stanford-ai-2021	1292	10	“	"	``
stanford-ai-2021	1292	11	assignees	assignee	NNS
stanford-ai-2021	1292	12	”	"	''
stanford-ai-2021	1292	13	of	of	IN
stanford-ai-2021	1292	14	a	a	DT
stanford-ai-2021	1292	15	patent	patent	NN
stanford-ai-2021	1292	16	,	,	,
stanford-ai-2021	1292	17	they	-PRON-	PRP
stanford-ai-2021	1292	18	do	do	VBP
stanford-ai-2021	1292	19	not	not	RB
stanford-ai-2021	1292	20	necessarily	necessarily	RB
stanford-ai-2021	1292	21	mean	mean	VB
stanford-ai-2021	1292	22	the	the	DT
stanford-ai-2021	1292	23	underlying	underlie	VBG
stanford-ai-2021	1292	24	inventions	invention	NNS
stanford-ai-2021	1292	25	originate	originate	VBP
stanford-ai-2021	1292	26	from	from	IN
stanford-ai-2021	1292	27	the	the	DT
stanford-ai-2021	1292	28	assignee	assignee	NN
stanford-ai-2021	1292	29	institutions	institution	NNS
stanford-ai-2021	1292	30	.	.	.
stanford-ai-2021	1293	1	Therefore	therefore	RB
stanford-ai-2021	1293	2	,	,	,
stanford-ai-2021	1293	3	detected	detect	VBN
stanford-ai-2021	1293	4	affiliations	affiliation	NNS
stanford-ai-2021	1293	5	may	may	MD
stanford-ai-2021	1293	6	be	be	VB
stanford-ai-2021	1293	7	inaccurate	inaccurate	JJ
stanford-ai-2021	1293	8	.	.	.
stanford-ai-2021	1294	1	In	in	IN
stanford-ai-2021	1294	2	case	case	NN
stanford-ai-2021	1294	3	a	a	DT
stanford-ai-2021	1294	4	patent	patent	NN
stanford-ai-2021	1294	5	discloses	disclose	VBZ
stanford-ai-2021	1294	6	the	the	DT
stanford-ai-2021	1294	7	scholarly	scholarly	JJ
stanford-ai-2021	1294	8	publications	publication	NNS
stanford-ai-2021	1294	9	underlying	underlie	VBG
stanford-ai-2021	1294	10	the	the	DT
stanford-ai-2021	1294	11	invention	invention	NN
stanford-ai-2021	1294	12	,	,	,
stanford-ai-2021	1294	13	MAG	MAG	NNP
stanford-ai-2021	1294	14	can	can	MD
stanford-ai-2021	1294	15	infer	infer	VB
stanford-ai-2021	1294	16	inventors	inventor	NNS
stanford-ai-2021	1294	17	’	’	POS
stanford-ai-2021	1294	18	affiliations	affiliation	NNS
stanford-ai-2021	1294	19	through	through	IN
stanford-ai-2021	1294	20	the	the	DT
stanford-ai-2021	1294	21	scholarly	scholarly	JJ
stanford-ai-2021	1294	22	publications	publication	NNS
stanford-ai-2021	1294	23	.	.	.
stanford-ai-2021	1295	1	Second	second	RB
stanford-ai-2021	1295	2	,	,	,
stanford-ai-2021	1295	3	to	to	TO
stanford-ai-2021	1295	4	maximize	maximize	VB
stanford-ai-2021	1295	5	intellectual	intellectual	JJ
stanford-ai-2021	1295	6	property	property	NN
stanford-ai-2021	1295	7	protection	protection	NN
stanford-ai-2021	1295	8	around	around	IN
stanford-ai-2021	1295	9	the	the	DT
stanford-ai-2021	1295	10	globe	globe	NN
stanford-ai-2021	1295	11	,	,	,
stanford-ai-2021	1295	12	institutions	institution	NNS
stanford-ai-2021	1295	13	typically	typically	RB
stanford-ai-2021	1295	14	file	file	VBP
stanford-ai-2021	1295	15	multiple	multiple	JJ
stanford-ai-2021	1295	16	patent	patent	NN
stanford-ai-2021	1295	17	applications	application	NNS
stanford-ai-2021	1295	18	on	on	IN
stanford-ai-2021	1295	19	the	the	DT
stanford-ai-2021	1295	20	same	same	JJ
stanford-ai-2021	1295	21	invention	invention	NN
stanford-ai-2021	1295	22	under	under	IN
stanford-ai-2021	1295	23	various	various	JJ
stanford-ai-2021	1295	24	jurisdictions	jurisdiction	NNS
stanford-ai-2021	1295	25	.	.	.
stanford-ai-2021	1296	1	These	these	DT
stanford-ai-2021	1296	2	multiple	multiple	JJ
stanford-ai-2021	1296	3	filings	filing	NNS
stanford-ai-2021	1296	4	,	,	,
stanford-ai-2021	1296	5	while	while	IN
stanford-ai-2021	1296	6	appear	appear	VBP
stanford-ai-2021	1296	7	very	very	RB
stanford-ai-2021	1296	8	different	different	JJ
stanford-ai-2021	1296	9	because	because	IN
stanford-ai-2021	1296	10	the	the	DT
stanford-ai-2021	1296	11	titles	title	NNS
stanford-ai-2021	1296	12	and	and	CC
stanford-ai-2021	1296	13	inventor	inventor	NN
stanford-ai-2021	1296	14	names	name	NNS
stanford-ai-2021	1296	15	are	be	VBP
stanford-ai-2021	1296	16	often	often	RB
stanford-ai-2021	1296	17	translated	translate	VBN
stanford-ai-2021	1296	18	into	into	IN
stanford-ai-2021	1296	19	local	local	JJ
stanford-ai-2021	1296	20	languages	language	NNS
stanford-ai-2021	1296	21	,	,	,
stanford-ai-2021	1296	22	are	be	VBP
stanford-ai-2021	1296	23	in	in	IN
stanford-ai-2021	1296	24	fact	fact	NN
stanford-ai-2021	1296	25	the	the	DT
stanford-ai-2021	1296	26	result	result	NN
stanford-ai-2021	1296	27	of	of	IN
stanford-ai-2021	1296	28	a	a	DT
stanford-ai-2021	1296	29	single	single	JJ
stanford-ai-2021	1296	30	invention	invention	NN
stanford-ai-2021	1296	31	.	.	.
stanford-ai-2021	1297	1	Raw	raw	JJ
stanford-ai-2021	1297	2	patent	patent	NN
stanford-ai-2021	1297	3	counts	count	NNS
stanford-ai-2021	1297	4	therefore	therefore	RB
stanford-ai-2021	1297	5	inflate	inflate	VBP
stanford-ai-2021	1297	6	the	the	DT
stanford-ai-2021	1297	7	inventions	invention	NNS
stanford-ai-2021	1297	8	in	in	IN
stanford-ai-2021	1297	9	their	-PRON-	PRP$
stanford-ai-2021	1297	10	respective	respective	JJ
stanford-ai-2021	1297	11	domains	domain	NNS
stanford-ai-2021	1297	12	.	.	.
stanford-ai-2021	1298	1	To	to	TO
stanford-ai-2021	1298	2	remediate	remediate	VB
stanford-ai-2021	1298	3	this	this	DT
stanford-ai-2021	1298	4	issue	issue	NN
stanford-ai-2021	1298	5	,	,	,
stanford-ai-2021	1298	6	MAG	MAG	NNP
stanford-ai-2021	1298	7	uses	use	VBZ
stanford-ai-2021	1298	8	the	the	DT
stanford-ai-2021	1298	9	patent	patent	NN
stanford-ai-2021	1298	10	family	family	NN
stanford-ai-2021	1298	11	ID	ID	NNP
stanford-ai-2021	1298	12	feature	feature	NN
stanford-ai-2021	1298	13	to	to	TO
stanford-ai-2021	1298	14	combine	combine	VB
stanford-ai-2021	1298	15	all	all	DT
stanford-ai-2021	1298	16	filings	filing	NNS
stanford-ai-2021	1298	17	with	with	IN
stanford-ai-2021	1298	18	the	the	DT
stanford-ai-2021	1298	19	original	original	JJ
stanford-ai-2021	1298	20	filing	filing	NN
stanford-ai-2021	1298	21	,	,	,
stanford-ai-2021	1298	22	which	which	WDT
stanford-ai-2021	1298	23	allows	allow	VBZ
stanford-ai-2021	1298	24	the	the	DT
stanford-ai-2021	1298	25	database	database	NN
stanford-ai-2021	1298	26	to	to	TO
stanford-ai-2021	1298	27	count	count	VB
stanford-ai-2021	1298	28	filings	filing	NNS
stanford-ai-2021	1298	29	all	all	RB
stanford-ai-2021	1298	30	around	around	IN
stanford-ai-2021	1298	31	the	the	DT
stanford-ai-2021	1298	32	world	world	NN
stanford-ai-2021	1298	33	of	of	IN
stanford-ai-2021	1298	34	the	the	DT
stanford-ai-2021	1298	35	same	same	JJ
stanford-ai-2021	1298	36	origin	origin	NN
stanford-ai-2021	1298	37	only	only	RB
stanford-ai-2021	1298	38	once.4	once.4	CD
stanford-ai-2021	1298	39	Conflating	conflate	VBG
stanford-ai-2021	1298	40	the	the	DT
stanford-ai-2021	1298	41	multiple	multiple	JJ
stanford-ai-2021	1298	42	patent	patent	NN
stanford-ai-2021	1298	43	applications	application	NNS
stanford-ai-2021	1298	44	of	of	IN
stanford-ai-2021	1298	45	the	the	DT
stanford-ai-2021	1298	46	same	same	JJ
stanford-ai-2021	1298	47	invention	invention	NN
stanford-ai-2021	1298	48	is	be	VBZ
stanford-ai-2021	1298	49	not	not	RB
stanford-ai-2021	1298	50	perfect	perfect	JJ
stanford-ai-2021	1298	51	,	,	,
stanford-ai-2021	1298	52	and	and	CC
stanford-ai-2021	1298	53	over	over	NN
stanford-ai-2021	1298	54	-	-	HYPH
stanford-ai-2021	1298	55	conflations	conflation	NNS
stanford-ai-2021	1298	56	of	of	IN
stanford-ai-2021	1298	57	patents	patent	NNS
stanford-ai-2021	1298	58	are	be	VBP
stanford-ai-2021	1298	59	more	more	RBR
stanford-ai-2021	1298	60	noticeable	noticeable	JJ
stanford-ai-2021	1298	61	in	in	IN
stanford-ai-2021	1298	62	MAG	MAG	NNP
stanford-ai-2021	1298	63	than	than	IN
stanford-ai-2021	1298	64	scholarly	scholarly	JJ
stanford-ai-2021	1298	65	articles	article	NNS
stanford-ai-2021	1298	66	.	.	.
stanford-ai-2021	1299	1	These	these	DT
stanford-ai-2021	1299	2	challenges	challenge	NNS
stanford-ai-2021	1299	3	raise	raise	VBP
stanford-ai-2021	1299	4	questions	question	NNS
stanford-ai-2021	1299	5	about	about	IN
stanford-ai-2021	1299	6	the	the	DT
stanford-ai-2021	1299	7	reliability	reliability	NN
stanford-ai-2021	1299	8	of	of	IN
stanford-ai-2021	1299	9	data	datum	NNS
stanford-ai-2021	1299	10	on	on	IN
stanford-ai-2021	1299	11	the	the	DT
stanford-ai-2021	1299	12	share	share	NN
stanford-ai-2021	1299	13	of	of	IN
stanford-ai-2021	1299	14	AI	AI	NNP
stanford-ai-2021	1299	15	patent	patent	NN
stanford-ai-2021	1299	16	publications	publication	NNS
stanford-ai-2021	1299	17	by	by	IN
stanford-ai-2021	1299	18	both	both	DT
stanford-ai-2021	1299	19	region	region	NN
stanford-ai-2021	1299	20	and	and	CC
stanford-ai-2021	1299	21	geographic	geographic	JJ
stanford-ai-2021	1299	22	area	area	NN
stanford-ai-2021	1299	23	.	.	.
stanford-ai-2021	1300	1	Those	those	DT
stanford-ai-2021	1300	2	charts	chart	NNS
stanford-ai-2021	1300	3	are	be	VBP
stanford-ai-2021	1300	4	included	include	VBN
stanford-ai-2021	1300	5	below	below	RB
stanford-ai-2021	1300	6	.	.	.
stanford-ai-2021	1301	1	4	4	CD
stanford-ai-2021	1301	2	Read	read	VB
stanford-ai-2021	1301	3	“	"	``
stanford-ai-2021	1301	4	Sharpening	Sharpening	NNP
stanford-ai-2021	1301	5	Insights	Insights	NNP
stanford-ai-2021	1301	6	into	into	IN
stanford-ai-2021	1301	7	the	the	DT
stanford-ai-2021	1301	8	Innovation	Innovation	NNP
stanford-ai-2021	1301	9	Landscape	Landscape	NNP
stanford-ai-2021	1301	10	with	with	IN
stanford-ai-2021	1301	11	a	a	DT
stanford-ai-2021	1301	12	New	New	NNP
stanford-ai-2021	1301	13	Approach	Approach	NNP
stanford-ai-2021	1301	14	to	to	IN
stanford-ai-2021	1301	15	Patents	Patents	NNPS
stanford-ai-2021	1301	16	”	"	''
stanford-ai-2021	1301	17	for	for	IN
stanford-ai-2021	1301	18	more	more	JJR
stanford-ai-2021	1301	19	details	detail	NNS
stanford-ai-2021	1301	20	.	.	.
stanford-ai-2021	1302	1	20	20	CD
stanford-ai-2021	1302	2	0	0	CD
stanford-ai-2021	1302	3	0	0	CD
stanford-ai-2021	1302	4	20	20	CD
stanford-ai-2021	1302	5	0	0	CD
stanford-ai-2021	1302	6	1	1	CD
stanford-ai-2021	1302	7	20	20	CD
stanford-ai-2021	1302	8	0	0	CD
stanford-ai-2021	1302	9	2	2	CD
stanford-ai-2021	1302	10	20	20	CD
stanford-ai-2021	1302	11	0	0	CD
stanford-ai-2021	1302	12	3	3	CD
stanford-ai-2021	1302	13	20	20	CD
stanford-ai-2021	1302	14	0	0	CD
stanford-ai-2021	1302	15	4	4	CD
stanford-ai-2021	1302	16	20	20	CD
stanford-ai-2021	1302	17	0	0	CD
stanford-ai-2021	1302	18	5	5	CD
stanford-ai-2021	1302	19	20	20	CD
stanford-ai-2021	1302	20	0	0	CD
stanford-ai-2021	1302	21	6	6	CD
stanford-ai-2021	1302	22	20	20	CD
stanford-ai-2021	1302	23	0	0	CD
stanford-ai-2021	1302	24	7	7	CD
stanford-ai-2021	1302	25	20	20	CD
stanford-ai-2021	1302	26	0	0	CD
stanford-ai-2021	1302	27	8	8	CD
stanford-ai-2021	1302	28	20	20	CD
stanford-ai-2021	1302	29	0	0	CD
stanford-ai-2021	1302	30	9	9	CD
stanford-ai-2021	1302	31	20	20	CD
stanford-ai-2021	1302	32	10	10	CD
stanford-ai-2021	1302	33	20	20	CD
stanford-ai-2021	1302	34	11	11	CD
stanford-ai-2021	1302	35	20	20	CD
stanford-ai-2021	1302	36	12	12	CD
stanford-ai-2021	1302	37	20	20	CD
stanford-ai-2021	1302	38	13	13	CD
stanford-ai-2021	1302	39	20	20	CD
stanford-ai-2021	1302	40	14	14	CD
stanford-ai-2021	1302	41	20	20	CD
stanford-ai-2021	1302	42	15	15	CD
stanford-ai-2021	1302	43	20	20	CD
stanford-ai-2021	1302	44	16	16	CD
stanford-ai-2021	1302	45	20	20	CD
stanford-ai-2021	1302	46	17	17	CD
stanford-ai-2021	1302	47	20	20	CD
stanford-ai-2021	1302	48	18	18	CD
stanford-ai-2021	1302	49	20	20	CD
stanford-ai-2021	1302	50	19	19	CD
stanford-ai-2021	1302	51	20	20	CD
stanford-ai-2021	1302	52	20	20	CD
stanford-ai-2021	1302	53	20	20	CD
stanford-ai-2021	1302	54	21	21	CD
stanford-ai-2021	1302	55	20	20	CD
stanford-ai-2021	1302	56	22	22	CD
stanford-ai-2021	1302	57	20	20	CD
stanford-ai-2021	1302	58	23	23	CD
stanford-ai-2021	1302	59	0	0	CD
stanford-ai-2021	1302	60	%	%	NN
stanford-ai-2021	1302	61	2	2	CD
stanford-ai-2021	1302	62	%	%	NN
stanford-ai-2021	1302	63	4	4	CD
stanford-ai-2021	1302	64	%	%	NN
stanford-ai-2021	1302	65	6	6	CD
stanford-ai-2021	1302	66	%	%	NN
stanford-ai-2021	1302	67	8	8	CD
stanford-ai-2021	1302	68	%	%	NN
stanford-ai-2021	1302	69	A	a	NN
stanford-ai-2021	1302	70	I	i	NN
stanford-ai-2021	1302	71	P	p	NN
stanford-ai-2021	1302	72	at	at	IN
stanford-ai-2021	1302	73	en	en	IN
stanford-ai-2021	1302	74	t	t	NN
stanford-ai-2021	1302	75	P	p	NN
stanford-ai-2021	1302	76	u	u	NN
stanford-ai-2021	1302	77	b	b	NN
stanford-ai-2021	1302	78	lic	lic	NN
stanford-ai-2021	1302	79	at	at	IN
stanford-ai-2021	1302	80	io	io	NNP
stanford-ai-2021	1302	81	n	n	NNP
stanford-ai-2021	1302	82	s	s	NNP
stanford-ai-2021	1302	83	(	(	-LRB-
stanford-ai-2021	1302	84	%	%	NN
stanford-ai-2021	1302	85	o	o	NN
stanford-ai-2021	1302	86	f	f	NN
stanford-ai-2021	1302	87	W	w	NN
stanford-ai-2021	1302	88	o	o	NNP
stanford-ai-2021	1302	89	rl	rl	NN
stanford-ai-2021	1302	90	d	d	NN
stanford-ai-2021	1302	91	T	t	NN
stanford-ai-2021	1302	92	o	o	NN
stanford-ai-2021	1302	93	ta	ta	NNP
stanford-ai-2021	1302	94	l	l	NN
stanford-ai-2021	1302	95	)	)	-RRB-
stanford-ai-2021	1302	96	0.0	0.0	CD
stanford-ai-2021	1302	97	%	%	NN
stanford-ai-2021	1302	98	,	,	,
stanford-ai-2021	1302	99	Sub	Sub	NNP
stanford-ai-2021	1302	100	-	-	HYPH
stanford-ai-2021	1302	101	Saharan	Saharan	NNP
stanford-ai-2021	1302	102	Africa	Africa	NNP
stanford-ai-2021	1302	103	0.1	0.1	CD
stanford-ai-2021	1302	104	%	%	NN
stanford-ai-2021	1302	105	,	,	,
stanford-ai-2021	1302	106	South	South	NNP
stanford-ai-2021	1302	107	Asia	Asia	NNP
stanford-ai-2021	1302	108	0.0	0.0	CD
stanford-ai-2021	1302	109	%	%	NN
stanford-ai-2021	1302	110	,	,	,
stanford-ai-2021	1302	111	Middle	Middle	NNP
stanford-ai-2021	1302	112	East	East	NNP
stanford-ai-2021	1302	113	&	&	CC
stanford-ai-2021	1302	114	North	North	NNP
stanford-ai-2021	1302	115	Africa	Africa	NNP
stanford-ai-2021	1302	116	0.0	0.0	CD
stanford-ai-2021	1302	117	%	%	NN
stanford-ai-2021	1302	118	,	,	,
stanford-ai-2021	1302	119	Latin	Latin	NNP
stanford-ai-2021	1302	120	America	America	NNP
stanford-ai-2021	1302	121	&	&	CC
stanford-ai-2021	1302	122	Caribbean	Caribbean	NNP
stanford-ai-2021	1302	123	1.6	1.6	CD
stanford-ai-2021	1302	124	%	%	NN
stanford-ai-2021	1302	125	,	,	,
stanford-ai-2021	1302	126	Europe	Europe	NNP
stanford-ai-2021	1302	127	&	&	CC
stanford-ai-2021	1302	128	Central	Central	NNP
stanford-ai-2021	1302	129	Asia	Asia	NNP
stanford-ai-2021	1302	130	3.2	3.2	CD
stanford-ai-2021	1302	131	%	%	NN
stanford-ai-2021	1302	132	,	,	,
stanford-ai-2021	1302	133	North	North	NNP
stanford-ai-2021	1302	134	America	America	NNP
stanford-ai-2021	1302	135	2.6	2.6	CD
stanford-ai-2021	1302	136	%	%	NN
stanford-ai-2021	1302	137	,	,	,
stanford-ai-2021	1302	138	East	East	NNP
stanford-ai-2021	1302	139	Asia	Asia	NNP
stanford-ai-2021	1302	140	&	&	CC
stanford-ai-2021	1302	141	Pacific	Pacific	NNP
stanford-ai-2021	1302	142	AI	AI	NNP
stanford-ai-2021	1302	143	PATENT	patent	NN
stanford-ai-2021	1302	144	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1302	145	(	(	-LRB-
stanford-ai-2021	1302	146	%	%	NN
stanford-ai-2021	1302	147	of	of	IN
stanford-ai-2021	1302	148	WORLD	WORLD	NNP
stanford-ai-2021	1302	149	TOTAL	TOTAL	NNP
stanford-ai-2021	1302	150	)	)	-RRB-
stanford-ai-2021	1302	151	by	by	IN
stanford-ai-2021	1302	152	REGION	region	NN
stanford-ai-2021	1302	153	,	,	,
stanford-ai-2021	1302	154	2000	2000	CD
stanford-ai-2021	1302	155	-	-	SYM
stanford-ai-2021	1302	156	20	20	CD
stanford-ai-2021	1302	157	Source	source	NN
stanford-ai-2021	1302	158	:	:	:
stanford-ai-2021	1302	159	Microsoft	Microsoft	NNP
stanford-ai-2021	1302	160	Academic	Academic	NNP
stanford-ai-2021	1302	161	Graph	Graph	NNP
stanford-ai-2021	1302	162	,	,	,
stanford-ai-2021	1302	163	2020	2020	CD
stanford-ai-2021	1302	164	|	|	CD
stanford-ai-2021	1302	165	Chart	Chart	NNP
stanford-ai-2021	1302	166	:	:	:
stanford-ai-2021	1302	167	2021	2021	CD
stanford-ai-2021	1302	168	AI	AI	NNP
stanford-ai-2021	1302	169	Index	Index	NNP
stanford-ai-2021	1302	170	Report	Report	NNP
stanford-ai-2021	1302	171	Figure	Figure	NNP
stanford-ai-2021	1302	172	1.4.1	1.4.1	CD
stanford-ai-2021	1302	173	By	by	IN
stanford-ai-2021	1302	174	Region	Region	NNP
stanford-ai-2021	1302	175	https://www.microsoft.com/en-us/research/project/academic/articles/sharpening-insights-into-the-innovation-landscape-with-a-new-approach-to-patents/	https://www.microsoft.com/en-us/research/project/academic/articles/sharpening-insights-into-the-innovation-landscape-with-a-new-approach-to-patents/	NNP
stanford-ai-2021	1302	176	TA	TA	NNP
stanford-ai-2021	1302	177	B	b	NN
stanford-ai-2021	1302	178	L	l	NN
stanford-ai-2021	1302	179	E	e	NN
stanford-ai-2021	1302	180	O	o	NN
stanford-ai-2021	1302	181	F	f	NN
stanford-ai-2021	1302	182	C	c	NN
stanford-ai-2021	1302	183	O	o	NN
stanford-ai-2021	1302	184	N	n	NN
stanford-ai-2021	1302	185	T	t	NN
stanford-ai-2021	1302	186	E	e	NN
stanford-ai-2021	1302	187	N	n	NN
stanford-ai-2021	1302	188	T	t	NN
stanford-ai-2021	1302	189	S	s	NN
stanford-ai-2021	1302	190	1	1	CD
stanford-ai-2021	1302	191	8	8	CD
stanford-ai-2021	1302	192	3A	3A	NNP
stanford-ai-2021	1302	193	P	P	NNP
stanford-ai-2021	1302	194	P	p	NN
stanford-ai-2021	1302	195	E	e	NN
stanford-ai-2021	1302	196	N	n	NN
stanford-ai-2021	1302	197	D	d	NN
stanford-ai-2021	1302	198	I	i	NN
stanford-ai-2021	1302	199	X	X	NNP
stanford-ai-2021	1302	200	Artificial	Artificial	NNP
stanford-ai-2021	1302	201	Intelligence	Intelligence	NNP
stanford-ai-2021	1302	202	Index	Index	NNP
stanford-ai-2021	1302	203	Report	Report	NNP
stanford-ai-2021	1302	204	2021	2021	CD
stanford-ai-2021	1302	205	C	c	NN
stanford-ai-2021	1302	206	H	h	NN
stanford-ai-2021	1302	207	A	a	NN
stanford-ai-2021	1302	208	P	p	NN
stanford-ai-2021	1302	209	T	t	NN
stanford-ai-2021	1302	210	E	e	NN
stanford-ai-2021	1302	211	R	r	NN
stanford-ai-2021	1302	212	1	1	CD
stanford-ai-2021	1302	213	:	:	:
stanford-ai-2021	1302	214	R	r	NN
stanford-ai-2021	1302	215	E	e	NN
stanford-ai-2021	1302	216	S	s	NN
stanford-ai-2021	1302	217	E	e	NN
stanford-ai-2021	1302	218	A	a	NN
stanford-ai-2021	1302	219	R	r	NN
stanford-ai-2021	1302	220	C	c	NN
stanford-ai-2021	1302	221	H	h	NN
stanford-ai-2021	1302	222	&	&	CC
stanford-ai-2021	1302	223	D	d	NN
stanford-ai-2021	1302	224	E	e	NN
stanford-ai-2021	1302	225	V	v	NN
stanford-ai-2021	1302	226	E	e	NN
stanford-ai-2021	1302	227	L	l	NN
stanford-ai-2021	1302	228	O	o	NN
stanford-ai-2021	1302	229	P	p	NN
stanford-ai-2021	1302	230	M	m	NN
stanford-ai-2021	1302	231	E	e	NN
stanford-ai-2021	1302	232	N	n	NN
stanford-ai-2021	1302	233	T	t	NN
stanford-ai-2021	1302	234	A	a	NN
stanford-ai-2021	1302	235	P	p	NN
stanford-ai-2021	1302	236	P	p	NN
stanford-ai-2021	1302	237	E	e	NN
stanford-ai-2021	1302	238	N	n	NN
stanford-ai-2021	1302	239	D	d	NN
stanford-ai-2021	1302	240	I	i	NN
stanford-ai-2021	1302	241	X	x	NN
stanford-ai-2021	1302	242	20	20	CD
stanford-ai-2021	1302	243	0	0	CD
stanford-ai-2021	1302	244	0	0	CD
stanford-ai-2021	1302	245	20	20	CD
stanford-ai-2021	1302	246	0	0	CD
stanford-ai-2021	1302	247	1	1	CD
stanford-ai-2021	1302	248	20	20	CD
stanford-ai-2021	1302	249	0	0	CD
stanford-ai-2021	1302	250	2	2	CD
stanford-ai-2021	1302	251	20	20	CD
stanford-ai-2021	1302	252	0	0	CD
stanford-ai-2021	1302	253	3	3	CD
stanford-ai-2021	1302	254	20	20	CD
stanford-ai-2021	1302	255	0	0	CD
stanford-ai-2021	1302	256	4	4	CD
stanford-ai-2021	1302	257	20	20	CD
stanford-ai-2021	1302	258	0	0	CD
stanford-ai-2021	1302	259	5	5	CD
stanford-ai-2021	1302	260	20	20	CD
stanford-ai-2021	1302	261	0	0	CD
stanford-ai-2021	1302	262	6	6	CD
stanford-ai-2021	1302	263	20	20	CD
stanford-ai-2021	1302	264	0	0	CD
stanford-ai-2021	1302	265	7	7	CD
stanford-ai-2021	1302	266	20	20	CD
stanford-ai-2021	1302	267	0	0	CD
stanford-ai-2021	1302	268	8	8	CD
stanford-ai-2021	1302	269	20	20	CD
stanford-ai-2021	1302	270	0	0	CD
stanford-ai-2021	1302	271	9	9	CD
stanford-ai-2021	1302	272	20	20	CD
stanford-ai-2021	1302	273	10	10	CD
stanford-ai-2021	1302	274	20	20	CD
stanford-ai-2021	1302	275	11	11	CD
stanford-ai-2021	1302	276	20	20	CD
stanford-ai-2021	1302	277	12	12	CD
stanford-ai-2021	1302	278	20	20	CD
stanford-ai-2021	1302	279	13	13	CD
stanford-ai-2021	1302	280	20	20	CD
stanford-ai-2021	1302	281	14	14	CD
stanford-ai-2021	1302	282	20	20	CD
stanford-ai-2021	1302	283	15	15	CD
stanford-ai-2021	1302	284	20	20	CD
stanford-ai-2021	1302	285	16	16	CD
stanford-ai-2021	1302	286	20	20	CD
stanford-ai-2021	1302	287	17	17	CD
stanford-ai-2021	1302	288	20	20	CD
stanford-ai-2021	1302	289	18	18	CD
stanford-ai-2021	1302	290	20	20	CD
stanford-ai-2021	1302	291	19	19	CD
stanford-ai-2021	1302	292	20	20	CD
stanford-ai-2021	1302	293	20	20	CD
stanford-ai-2021	1302	294	0	0	CD
stanford-ai-2021	1302	295	%	%	NN
stanford-ai-2021	1302	296	2	2	CD
stanford-ai-2021	1302	297	%	%	NN
stanford-ai-2021	1302	298	4	4	CD
stanford-ai-2021	1302	299	%	%	NN
stanford-ai-2021	1302	300	6	6	CD
stanford-ai-2021	1302	301	%	%	NN
stanford-ai-2021	1302	302	8	8	CD
stanford-ai-2021	1302	303	%	%	NN
stanford-ai-2021	1302	304	A	a	NN
stanford-ai-2021	1302	305	I	i	NN
stanford-ai-2021	1302	306	P	p	NN
stanford-ai-2021	1302	307	at	at	IN
stanford-ai-2021	1302	308	en	en	IN
stanford-ai-2021	1302	309	t	t	NN
stanford-ai-2021	1302	310	P	p	NN
stanford-ai-2021	1302	311	u	u	NN
stanford-ai-2021	1302	312	b	b	NN
stanford-ai-2021	1302	313	lic	lic	NN
stanford-ai-2021	1302	314	at	at	IN
stanford-ai-2021	1302	315	io	io	NNP
stanford-ai-2021	1302	316	n	n	NNP
stanford-ai-2021	1302	317	s	s	NNP
stanford-ai-2021	1302	318	(	(	-LRB-
stanford-ai-2021	1302	319	%	%	NN
stanford-ai-2021	1302	320	o	o	NN
stanford-ai-2021	1302	321	f	f	NN
stanford-ai-2021	1302	322	W	w	NN
stanford-ai-2021	1302	323	o	o	NNP
stanford-ai-2021	1302	324	rl	rl	NN
stanford-ai-2021	1302	325	d	d	NN
stanford-ai-2021	1302	326	T	t	NN
stanford-ai-2021	1302	327	o	o	NN
stanford-ai-2021	1302	328	ta	ta	NNP
stanford-ai-2021	1302	329	l	l	NN
stanford-ai-2021	1302	330	)	)	-RRB-
stanford-ai-2021	1302	331	1.3	1.3	CD
stanford-ai-2021	1302	332	%	%	NN
stanford-ai-2021	1302	333	EU	EU	NNP
stanford-ai-2021	1302	334	0.4	0.4	CD
stanford-ai-2021	1302	335	%	%	NN
stanford-ai-2021	1302	336	China	China	NNP
stanford-ai-2021	1302	337	3.2	3.2	CD
stanford-ai-2021	1302	338	%	%	NN
stanford-ai-2021	1302	339	US	US	NNP
stanford-ai-2021	1302	340	AI	AI	NNP
stanford-ai-2021	1302	341	PATENT	patent	NN
stanford-ai-2021	1302	342	PUBLICATIONS	publications	NN
stanford-ai-2021	1302	343	(	(	-LRB-
stanford-ai-2021	1302	344	%	%	NN
stanford-ai-2021	1302	345	of	of	IN
stanford-ai-2021	1302	346	WORLD	WORLD	NNP
stanford-ai-2021	1302	347	TOTAL	TOTAL	NNP
stanford-ai-2021	1302	348	)	)	-RRB-
stanford-ai-2021	1302	349	by	by	IN
stanford-ai-2021	1302	350	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1302	351	AREA	AREA	NNP
stanford-ai-2021	1302	352	,	,	,
stanford-ai-2021	1302	353	2000	2000	CD
stanford-ai-2021	1302	354	-	-	SYM
stanford-ai-2021	1302	355	20	20	CD
stanford-ai-2021	1302	356	Source	source	NN
stanford-ai-2021	1302	357	:	:	:
stanford-ai-2021	1302	358	Microsoft	Microsoft	NNP
stanford-ai-2021	1302	359	Academic	Academic	NNP
stanford-ai-2021	1302	360	Graph	Graph	NNP
stanford-ai-2021	1302	361	,	,	,
stanford-ai-2021	1302	362	2020	2020	CD
stanford-ai-2021	1302	363	|	|	CD
stanford-ai-2021	1302	364	Chart	Chart	NNP
stanford-ai-2021	1302	365	:	:	:
stanford-ai-2021	1302	366	2021	2021	CD
stanford-ai-2021	1302	367	AI	AI	NNP
stanford-ai-2021	1302	368	Index	Index	NNP
stanford-ai-2021	1302	369	Report	Report	NNP
stanford-ai-2021	1302	370	20	20	CD
stanford-ai-2021	1302	371	0	0	CD
stanford-ai-2021	1302	372	0	0	CD
stanford-ai-2021	1302	373	20	20	CD
stanford-ai-2021	1302	374	0	0	CD
stanford-ai-2021	1302	375	1	1	CD
stanford-ai-2021	1302	376	20	20	CD
stanford-ai-2021	1302	377	0	0	CD
stanford-ai-2021	1302	378	2	2	CD
stanford-ai-2021	1302	379	20	20	CD
stanford-ai-2021	1302	380	0	0	CD
stanford-ai-2021	1302	381	3	3	CD
stanford-ai-2021	1302	382	20	20	CD
stanford-ai-2021	1302	383	0	0	CD
stanford-ai-2021	1302	384	4	4	CD
stanford-ai-2021	1302	385	20	20	CD
stanford-ai-2021	1302	386	0	0	CD
stanford-ai-2021	1302	387	5	5	CD
stanford-ai-2021	1302	388	20	20	CD
stanford-ai-2021	1302	389	0	0	CD
stanford-ai-2021	1302	390	6	6	CD
stanford-ai-2021	1302	391	20	20	CD
stanford-ai-2021	1302	392	0	0	CD
stanford-ai-2021	1302	393	7	7	CD
stanford-ai-2021	1302	394	20	20	CD
stanford-ai-2021	1302	395	0	0	CD
stanford-ai-2021	1302	396	8	8	CD
stanford-ai-2021	1302	397	20	20	CD
stanford-ai-2021	1302	398	0	0	CD
stanford-ai-2021	1302	399	9	9	CD
stanford-ai-2021	1302	400	20	20	CD
stanford-ai-2021	1302	401	10	10	CD
stanford-ai-2021	1302	402	20	20	CD
stanford-ai-2021	1302	403	11	11	CD
stanford-ai-2021	1302	404	20	20	CD
stanford-ai-2021	1302	405	12	12	CD
stanford-ai-2021	1302	406	20	20	CD
stanford-ai-2021	1302	407	13	13	CD
stanford-ai-2021	1302	408	20	20	CD
stanford-ai-2021	1302	409	14	14	CD
stanford-ai-2021	1302	410	20	20	CD
stanford-ai-2021	1302	411	15	15	CD
stanford-ai-2021	1302	412	20	20	CD
stanford-ai-2021	1302	413	16	16	CD
stanford-ai-2021	1302	414	20	20	CD
stanford-ai-2021	1302	415	17	17	CD
stanford-ai-2021	1302	416	20	20	CD
stanford-ai-2021	1302	417	18	18	CD
stanford-ai-2021	1302	418	20	20	CD
stanford-ai-2021	1302	419	19	19	CD
stanford-ai-2021	1302	420	20	20	CD
stanford-ai-2021	1302	421	20	20	CD
stanford-ai-2021	1302	422	0	0	CD
stanford-ai-2021	1302	423	%	%	NN
stanford-ai-2021	1302	424	5	5	CD
stanford-ai-2021	1302	425	%	%	NN
stanford-ai-2021	1302	426	10	10	CD
stanford-ai-2021	1302	427	%	%	NN
stanford-ai-2021	1302	428	15	15	CD
stanford-ai-2021	1302	429	%	%	NN
stanford-ai-2021	1302	430	20	20	CD
stanford-ai-2021	1302	431	%	%	NN
stanford-ai-2021	1302	432	25	25	CD
stanford-ai-2021	1302	433	%	%	NN
stanford-ai-2021	1302	434	A	a	NN
stanford-ai-2021	1302	435	I	i	NN
stanford-ai-2021	1302	436	P	p	NN
stanford-ai-2021	1302	437	at	at	IN
stanford-ai-2021	1302	438	en	en	IN
stanford-ai-2021	1302	439	t	t	NN
stanford-ai-2021	1302	440	C	C	NNP
stanford-ai-2021	1302	441	it	-PRON-	PRP
stanford-ai-2021	1302	442	at	at	IN
stanford-ai-2021	1302	443	io	io	NNP
stanford-ai-2021	1302	444	n	n	NNP
stanford-ai-2021	1302	445	s	s	NNP
stanford-ai-2021	1302	446	(	(	-LRB-
stanford-ai-2021	1302	447	%	%	NN
stanford-ai-2021	1302	448	o	o	NN
stanford-ai-2021	1302	449	f	f	NN
stanford-ai-2021	1302	450	W	w	NN
stanford-ai-2021	1302	451	o	o	NNP
stanford-ai-2021	1302	452	rl	rl	NN
stanford-ai-2021	1302	453	d	d	NN
stanford-ai-2021	1302	454	T	t	NN
stanford-ai-2021	1302	455	o	o	NN
stanford-ai-2021	1302	456	ta	ta	NNP
stanford-ai-2021	1302	457	l	l	NN
stanford-ai-2021	1302	458	)	)	-RRB-
stanford-ai-2021	1302	459	2.1	2.1	CD
stanford-ai-2021	1302	460	%	%	NN
stanford-ai-2021	1302	461	EU	EU	NNP
stanford-ai-2021	1302	462	2.0	2.0	CD
stanford-ai-2021	1302	463	%	%	NN
stanford-ai-2021	1302	464	China	China	NNP
stanford-ai-2021	1302	465	8.6	8.6	CD
stanford-ai-2021	1302	466	%	%	NN
stanford-ai-2021	1302	467	US	US	NNP
stanford-ai-2021	1302	468	AI	AI	NNP
stanford-ai-2021	1302	469	PATENT	patent	JJ
stanford-ai-2021	1302	470	CITATIONS	citation	NNS
stanford-ai-2021	1302	471	(	(	-LRB-
stanford-ai-2021	1302	472	%	%	NN
stanford-ai-2021	1302	473	of	of	IN
stanford-ai-2021	1302	474	WORLD	WORLD	NNP
stanford-ai-2021	1302	475	TOTAL	TOTAL	NNP
stanford-ai-2021	1302	476	)	)	-RRB-
stanford-ai-2021	1302	477	by	by	IN
stanford-ai-2021	1302	478	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1302	479	AREA	AREA	NNP
stanford-ai-2021	1302	480	,	,	,
stanford-ai-2021	1302	481	2000	2000	CD
stanford-ai-2021	1302	482	-	-	SYM
stanford-ai-2021	1302	483	20	20	CD
stanford-ai-2021	1302	484	Source	source	NN
stanford-ai-2021	1302	485	:	:	:
stanford-ai-2021	1302	486	Microsoft	Microsoft	NNP
stanford-ai-2021	1302	487	Academic	Academic	NNP
stanford-ai-2021	1302	488	Graph	Graph	NNP
stanford-ai-2021	1302	489	,	,	,
stanford-ai-2021	1302	490	2020	2020	CD
stanford-ai-2021	1302	491	|	|	CD
stanford-ai-2021	1302	492	Chart	Chart	NNP
stanford-ai-2021	1302	493	:	:	:
stanford-ai-2021	1302	494	2021	2021	CD
stanford-ai-2021	1302	495	AI	AI	NNP
stanford-ai-2021	1302	496	Index	Index	NNP
stanford-ai-2021	1302	497	Report	Report	NNP
stanford-ai-2021	1302	498	Figure	Figure	NNP
stanford-ai-2021	1302	499	1.4.2	1.4.2	CD
stanford-ai-2021	1302	500	Figure	figure	NN
stanford-ai-2021	1302	501	1.4.3	1.4.3	NNS
stanford-ai-2021	1302	502	By	by	IN
stanford-ai-2021	1302	503	Geographic	Geographic	NNP
stanford-ai-2021	1302	504	Area	Area	NNP
stanford-ai-2021	1302	505	Citation	Citation	NNP
stanford-ai-2021	1302	506	TA	TA	NNP
stanford-ai-2021	1302	507	B	b	NN
stanford-ai-2021	1302	508	L	l	NN
stanford-ai-2021	1302	509	E	e	NN
stanford-ai-2021	1302	510	O	o	NN
stanford-ai-2021	1302	511	F	f	NN
stanford-ai-2021	1302	512	C	c	NN
stanford-ai-2021	1302	513	O	o	NN
stanford-ai-2021	1302	514	N	n	NN
stanford-ai-2021	1302	515	T	t	NN
stanford-ai-2021	1302	516	E	e	NN
stanford-ai-2021	1302	517	N	n	NN
stanford-ai-2021	1302	518	T	t	NN
stanford-ai-2021	1302	519	S	s	NN
stanford-ai-2021	1302	520	1	1	CD
stanford-ai-2021	1302	521	8	8	CD
stanford-ai-2021	1302	522	4A	4a	NN
stanford-ai-2021	1302	523	P	p	NN
stanford-ai-2021	1302	524	P	p	NN
stanford-ai-2021	1302	525	E	e	NN
stanford-ai-2021	1302	526	N	n	NN
stanford-ai-2021	1302	527	D	d	NN
stanford-ai-2021	1302	528	I	i	NN
stanford-ai-2021	1302	529	X	X	NNP
stanford-ai-2021	1302	530	Artificial	Artificial	NNP
stanford-ai-2021	1302	531	Intelligence	Intelligence	NNP
stanford-ai-2021	1302	532	Index	Index	NNP
stanford-ai-2021	1302	533	Report	Report	NNP
stanford-ai-2021	1302	534	2021	2021	CD
stanford-ai-2021	1302	535	C	c	NN
stanford-ai-2021	1302	536	H	h	NN
stanford-ai-2021	1302	537	A	a	NN
stanford-ai-2021	1302	538	P	p	NN
stanford-ai-2021	1302	539	T	t	NN
stanford-ai-2021	1302	540	E	e	NN
stanford-ai-2021	1302	541	R	r	NN
stanford-ai-2021	1302	542	1	1	CD
stanford-ai-2021	1302	543	:	:	:
stanford-ai-2021	1302	544	R	r	NN
stanford-ai-2021	1302	545	E	e	NN
stanford-ai-2021	1302	546	S	s	NN
stanford-ai-2021	1302	547	E	e	NN
stanford-ai-2021	1302	548	A	a	NN
stanford-ai-2021	1302	549	R	r	NN
stanford-ai-2021	1302	550	C	c	NN
stanford-ai-2021	1302	551	H	h	NN
stanford-ai-2021	1302	552	&	&	CC
stanford-ai-2021	1302	553	D	d	NN
stanford-ai-2021	1302	554	E	e	NN
stanford-ai-2021	1302	555	V	v	NN
stanford-ai-2021	1302	556	E	e	NN
stanford-ai-2021	1302	557	L	l	NN
stanford-ai-2021	1302	558	O	o	NN
stanford-ai-2021	1302	559	P	p	NN
stanford-ai-2021	1302	560	M	m	NN
stanford-ai-2021	1302	561	E	e	NN
stanford-ai-2021	1302	562	N	n	NN
stanford-ai-2021	1302	563	T	t	NN
stanford-ai-2021	1302	564	A	a	NN
stanford-ai-2021	1302	565	P	p	NN
stanford-ai-2021	1302	566	P	p	NN
stanford-ai-2021	1302	567	E	e	NN
stanford-ai-2021	1302	568	N	n	NN
stanford-ai-2021	1302	569	D	d	NN
stanford-ai-2021	1302	570	I	i	NN
stanford-ai-2021	1302	571	X	x	NN
stanford-ai-2021	1302	572	M	m	NN
stanford-ai-2021	1302	573	I	i	NN
stanford-ai-2021	1302	574	C	c	NN
stanford-ai-2021	1302	575	R	r	NN
stanford-ai-2021	1302	576	O	o	NN
stanford-ai-2021	1302	577	S	s	NN
stanford-ai-2021	1302	578	O	o	NN
stanford-ai-2021	1302	579	F	f	NN
stanford-ai-2021	1302	580	T	t	NN
stanford-ai-2021	1302	581	AC	ac	NN
stanford-ai-2021	1302	582	A	a	NN
stanford-ai-2021	1302	583	D	d	NN
stanford-ai-2021	1302	584	E	e	NN
stanford-ai-2021	1302	585	M	m	NN
stanford-ai-2021	1302	586	I	i	NN
stanford-ai-2021	1302	587	C	c	NN
stanford-ai-2021	1302	588	G	g	NN
stanford-ai-2021	1302	589	R	r	NN
stanford-ai-2021	1302	590	A	a	NN
stanford-ai-2021	1302	591	P	p	NN
stanford-ai-2021	1302	592	H	h	NN
stanford-ai-2021	1302	593	:	:	:
stanford-ai-2021	1302	594	M	m	NN
stanford-ai-2021	1302	595	E	e	NN
stanford-ai-2021	1302	596	A	a	NN
stanford-ai-2021	1302	597	S	s	NN
stanford-ai-2021	1302	598	U	u	NN
stanford-ai-2021	1302	599	R	r	NN
stanford-ai-2021	1302	600	E	e	NN
stanford-ai-2021	1302	601	M	m	NN
stanford-ai-2021	1302	602	E	e	NN
stanford-ai-2021	1302	603	N	n	NN
stanford-ai-2021	1302	604	T	t	NN
stanford-ai-2021	1302	605	C	c	NN
stanford-ai-2021	1302	606	H	h	NN
stanford-ai-2021	1302	607	A	a	NN
stanford-ai-2021	1302	608	L	l	NN
stanford-ai-2021	1302	609	L	l	NN
stanford-ai-2021	1302	610	E	e	NN
stanford-ai-2021	1302	611	N	n	NN
stanford-ai-2021	1302	612	G	g	NN
stanford-ai-2021	1302	613	E	e	NN
stanford-ai-2021	1302	614	S	s	NN
stanford-ai-2021	1302	615	A	a	NN
stanford-ai-2021	1302	616	N	n	NN
stanford-ai-2021	1302	617	D	d	NN
stanford-ai-2021	1302	618	A	a	DT
stanford-ai-2021	1302	619	LT	lt	NN
stanford-ai-2021	1302	620	E	e	NN
stanford-ai-2021	1302	621	R	r	NN
stanford-ai-2021	1302	622	N	n	NN
stanford-ai-2021	1302	623	AT	at	IN
stanford-ai-2021	1302	624	I	i	NN
stanford-ai-2021	1302	625	V	v	NN
stanford-ai-2021	1302	626	E	e	NN
stanford-ai-2021	1302	627	D	d	NN
stanford-ai-2021	1302	628	E	e	NN
stanford-ai-2021	1302	629	F	f	NN
stanford-ai-2021	1302	630	I	i	NN
stanford-ai-2021	1302	631	N	n	CC
stanford-ai-2021	1302	632	I	i	NN
stanford-ai-2021	1302	633	T	t	NN
stanford-ai-2021	1302	634	I	i	NN
stanford-ai-2021	1302	635	O	o	NN
stanford-ai-2021	1302	636	N	n	NN
stanford-ai-2021	1302	637	O	o	NN
stanford-ai-2021	1302	638	F	f	NN
stanford-ai-2021	1302	639	A	a	NN
stanford-ai-2021	1302	640	I	I	NNP
stanford-ai-2021	1302	641	As	as	IN
stanford-ai-2021	1302	642	the	the	DT
stanford-ai-2021	1302	643	AI	AI	NNP
stanford-ai-2021	1302	644	Index	Index	NNP
stanford-ai-2021	1302	645	team	team	NN
stanford-ai-2021	1302	646	discussed	discuss	VBD
stanford-ai-2021	1302	647	in	in	IN
stanford-ai-2021	1302	648	the	the	DT
stanford-ai-2021	1302	649	paper	paper	NN
stanford-ai-2021	1302	650	“	"	``
stanford-ai-2021	1302	651	Measurement	Measurement	NNP
stanford-ai-2021	1302	652	in	in	IN
stanford-ai-2021	1302	653	AI	AI	NNP
stanford-ai-2021	1302	654	Policy	policy	NN
stanford-ai-2021	1302	655	:	:	:
stanford-ai-2021	1302	656	Opportunities	opportunity	NNS
stanford-ai-2021	1302	657	and	and	CC
stanford-ai-2021	1302	658	Challenges	Challenges	NNPS
stanford-ai-2021	1302	659	,	,	,
stanford-ai-2021	1302	660	”	"	''
stanford-ai-2021	1302	661	choosing	choose	VBG
stanford-ai-2021	1302	662	how	how	WRB
stanford-ai-2021	1302	663	to	to	TO
stanford-ai-2021	1302	664	define	define	VB
stanford-ai-2021	1302	665	AI	AI	NNP
stanford-ai-2021	1302	666	and	and	CC
stanford-ai-2021	1302	667	correctly	correctly	RB
stanford-ai-2021	1302	668	capture	capture	VB
stanford-ai-2021	1302	669	relevant	relevant	JJ
stanford-ai-2021	1302	670	bibliometric	bibliometric	JJ
stanford-ai-2021	1302	671	data	datum	NNS
stanford-ai-2021	1302	672	remain	remain	VBP
stanford-ai-2021	1302	673	challenging	challenging	JJ
stanford-ai-2021	1302	674	.	.	.
stanford-ai-2021	1303	1	Data	datum	NNS
stanford-ai-2021	1303	2	in	in	IN
stanford-ai-2021	1303	3	the	the	DT
stanford-ai-2021	1303	4	main	main	JJ
stanford-ai-2021	1303	5	report	report	NN
stanford-ai-2021	1303	6	is	be	VBZ
stanford-ai-2021	1303	7	based	base	VBN
stanford-ai-2021	1303	8	on	on	IN
stanford-ai-2021	1303	9	a	a	DT
stanford-ai-2021	1303	10	restricted	restrict	VBN
stanford-ai-2021	1303	11	definition	definition	NN
stanford-ai-2021	1303	12	of	of	IN
stanford-ai-2021	1303	13	AI	AI	NNP
stanford-ai-2021	1303	14	,	,	,
stanford-ai-2021	1303	15	adopted	adopt	VBN
stanford-ai-2021	1303	16	by	by	IN
stanford-ai-2021	1303	17	MAG	MAG	NNP
stanford-ai-2021	1303	18	,	,	,
stanford-ai-2021	1303	19	that	that	DT
stanford-ai-2021	1303	20	aligns	align	VBZ
stanford-ai-2021	1303	21	with	with	IN
stanford-ai-2021	1303	22	what	what	WP
stanford-ai-2021	1303	23	has	have	VBZ
stanford-ai-2021	1303	24	been	be	VBN
stanford-ai-2021	1303	25	used	use	VBN
stanford-ai-2021	1303	26	in	in	IN
stanford-ai-2021	1303	27	previous	previous	JJ
stanford-ai-2021	1303	28	AI	AI	NNP
stanford-ai-2021	1303	29	Index	Index	NNP
stanford-ai-2021	1303	30	reports	report	VBZ
stanford-ai-2021	1303	31	.	.	.
stanford-ai-2021	1304	1	One	one	CD
stanford-ai-2021	1304	2	consequence	consequence	NN
stanford-ai-2021	1304	3	is	be	VBZ
stanford-ai-2021	1304	4	that	that	IN
stanford-ai-2021	1304	5	such	such	PDT
stanford-ai-2021	1304	6	a	a	DT
stanford-ai-2021	1304	7	definition	definition	NN
stanford-ai-2021	1304	8	excludes	exclude	VBZ
stanford-ai-2021	1304	9	many	many	JJ
stanford-ai-2021	1304	10	AI	AI	NNP
stanford-ai-2021	1304	11	publications	publication	NNS
stanford-ai-2021	1304	12	from	from	IN
stanford-ai-2021	1304	13	venues	venue	NNS
stanford-ai-2021	1304	14	considered	consider	VBN
stanford-ai-2021	1304	15	to	to	TO
stanford-ai-2021	1304	16	be	be	VB
stanford-ai-2021	1304	17	core	core	NN
stanford-ai-2021	1304	18	AI	AI	NNP
stanford-ai-2021	1304	19	venues	venue	NNS
stanford-ai-2021	1304	20	.	.	.
stanford-ai-2021	1305	1	For	for	IN
stanford-ai-2021	1305	2	example	example	NN
stanford-ai-2021	1305	3	,	,	,
stanford-ai-2021	1305	4	only	only	RB
stanford-ai-2021	1305	5	25	25	CD
stanford-ai-2021	1305	6	%	%	NN
stanford-ai-2021	1305	7	of	of	IN
stanford-ai-2021	1305	8	conference	conference	NN
stanford-ai-2021	1305	9	publications	publication	NNS
stanford-ai-2021	1305	10	in	in	IN
stanford-ai-2021	1305	11	the	the	DT
stanford-ai-2021	1305	12	2020	2020	CD
stanford-ai-2021	1305	13	AAAI	AAAI	NNP
stanford-ai-2021	1305	14	conference	conference	NN
stanford-ai-2021	1305	15	are	be	VBP
stanford-ai-2021	1305	16	included	include	VBN
stanford-ai-2021	1305	17	in	in	IN
stanford-ai-2021	1305	18	the	the	DT
stanford-ai-2021	1305	19	original	original	JJ
stanford-ai-2021	1305	20	conference	conference	NN
stanford-ai-2021	1305	21	dataset	dataset	NN
stanford-ai-2021	1305	22	.	.	.
stanford-ai-2021	1306	1	To	to	TO
stanford-ai-2021	1306	2	spur	spur	VB
stanford-ai-2021	1306	3	discussion	discussion	NN
stanford-ai-2021	1306	4	on	on	IN
stanford-ai-2021	1306	5	this	this	DT
stanford-ai-2021	1306	6	important	important	JJ
stanford-ai-2021	1306	7	topic	topic	NN
stanford-ai-2021	1306	8	,	,	,
stanford-ai-2021	1306	9	this	this	DT
stanford-ai-2021	1306	10	section	section	NN
stanford-ai-2021	1306	11	presents	present	VBZ
stanford-ai-2021	1306	12	the	the	DT
stanford-ai-2021	1306	13	MAG	MAG	NNP
stanford-ai-2021	1306	14	data	datum	NNS
stanford-ai-2021	1306	15	with	with	IN
stanford-ai-2021	1306	16	an	an	DT
stanford-ai-2021	1306	17	alternative	alternative	JJ
stanford-ai-2021	1306	18	definition	definition	NN
stanford-ai-2021	1306	19	of	of	IN
stanford-ai-2021	1306	20	AI	AI	NNP
stanford-ai-2021	1306	21	used	use	VBN
stanford-ai-2021	1306	22	by	by	IN
stanford-ai-2021	1306	23	the	the	DT
stanford-ai-2021	1306	24	Organisation	Organisation	NNP
stanford-ai-2021	1306	25	for	for	IN
stanford-ai-2021	1306	26	Economic	Economic	NNP
stanford-ai-2021	1306	27	Co	Co	NNP
stanford-ai-2021	1306	28	-	-	NN
stanford-ai-2021	1306	29	operation	operation	NN
stanford-ai-2021	1306	30	and	and	CC
stanford-ai-2021	1306	31	Development	Development	NNP
stanford-ai-2021	1306	32	(	(	-LRB-
stanford-ai-2021	1306	33	OECD	OECD	NNP
stanford-ai-2021	1306	34	)	)	-RRB-
stanford-ai-2021	1306	35	.	.	.
stanford-ai-2021	1307	1	OECD	OECD	NNP
stanford-ai-2021	1307	2	defines	define	VBZ
stanford-ai-2021	1307	3	AI	AI	NNP
stanford-ai-2021	1307	4	publications	publication	NNS
stanford-ai-2021	1307	5	as	as	IN
stanford-ai-2021	1307	6	papers	paper	NNS
stanford-ai-2021	1307	7	in	in	IN
stanford-ai-2021	1307	8	the	the	DT
stanford-ai-2021	1307	9	MAG	MAG	NNP
stanford-ai-2021	1307	10	database	database	NN
stanford-ai-2021	1307	11	tagged	tag	VBD
stanford-ai-2021	1307	12	with	with	IN
stanford-ai-2021	1307	13	a	a	DT
stanford-ai-2021	1307	14	field	field	NN
stanford-ai-2021	1307	15	of	of	IN
stanford-ai-2021	1307	16	study	study	NN
stanford-ai-2021	1307	17	that	that	WDT
stanford-ai-2021	1307	18	is	be	VBZ
stanford-ai-2021	1307	19	categorized	categorize	VBN
stanford-ai-2021	1307	20	in	in	IN
stanford-ai-2021	1307	21	either	either	CC
stanford-ai-2021	1307	22	the	the	DT
stanford-ai-2021	1307	23	“	"	``
stanford-ai-2021	1307	24	artificial	artificial	JJ
stanford-ai-2021	1307	25	intelligence	intelligence	NN
stanford-ai-2021	1307	26	”	"	''
stanford-ai-2021	1307	27	or	or	CC
stanford-ai-2021	1307	28	the	the	DT
stanford-ai-2021	1307	29	“	"	``
stanford-ai-2021	1307	30	machine	machine	NN
stanford-ai-2021	1307	31	learning	learning	NN
stanford-ai-2021	1307	32	”	"	''
stanford-ai-2021	1307	33	field	field	NN
stanford-ai-2021	1307	34	of	of	IN
stanford-ai-2021	1307	35	study	study	NN
stanford-ai-2021	1307	36	as	as	RB
stanford-ai-2021	1307	37	well	well	RB
stanford-ai-2021	1307	38	as	as	IN
stanford-ai-2021	1307	39	their	-PRON-	PRP$
stanford-ai-2021	1307	40	subtopics	subtopic	NNS
stanford-ai-2021	1307	41	in	in	IN
stanford-ai-2021	1307	42	the	the	DT
stanford-ai-2021	1307	43	MAG	MAG	NNP
stanford-ai-2021	1307	44	taxonomy.5	taxonomy.5	NNP
stanford-ai-2021	1307	45	This	this	DT
stanford-ai-2021	1307	46	is	be	VBZ
stanford-ai-2021	1307	47	a	a	DT
stanford-ai-2021	1307	48	more	more	RBR
stanford-ai-2021	1307	49	liberal	liberal	JJ
stanford-ai-2021	1307	50	definition	definition	NN
stanford-ai-2021	1307	51	than	than	IN
stanford-ai-2021	1307	52	the	the	DT
stanford-ai-2021	1307	53	one	one	NN
stanford-ai-2021	1307	54	used	use	VBN
stanford-ai-2021	1307	55	by	by	IN
stanford-ai-2021	1307	56	MAG	MAG	NNP
stanford-ai-2021	1307	57	,	,	,
stanford-ai-2021	1307	58	which	which	WDT
stanford-ai-2021	1307	59	considers	consider	VBZ
stanford-ai-2021	1307	60	only	only	RB
stanford-ai-2021	1307	61	those	those	DT
stanford-ai-2021	1307	62	publications	publication	NNS
stanford-ai-2021	1307	63	tagged	tag	VBD
stanford-ai-2021	1307	64	with	with	IN
stanford-ai-2021	1307	65	“	"	``
stanford-ai-2021	1307	66	artificial	artificial	JJ
stanford-ai-2021	1307	67	intelligence	intelligence	NN
stanford-ai-2021	1307	68	”	"	''
stanford-ai-2021	1307	69	as	as	IN
stanford-ai-2021	1307	70	AI	AI	NNP
stanford-ai-2021	1307	71	publications	publication	NNS
stanford-ai-2021	1307	72	.	.	.
stanford-ai-2021	1308	1	For	for	IN
stanford-ai-2021	1308	2	example	example	NN
stanford-ai-2021	1308	3	,	,	,
stanford-ai-2021	1308	4	an	an	DT
stanford-ai-2021	1308	5	application	application	NN
stanford-ai-2021	1308	6	paper	paper	NN
stanford-ai-2021	1308	7	in	in	IN
stanford-ai-2021	1308	8	biology	biology	NN
stanford-ai-2021	1308	9	that	that	WDT
stanford-ai-2021	1308	10	uses	use	VBZ
stanford-ai-2021	1308	11	ML	ML	NNP
stanford-ai-2021	1308	12	techniques	technique	NNS
stanford-ai-2021	1308	13	will	will	MD
stanford-ai-2021	1308	14	be	be	VB
stanford-ai-2021	1308	15	counted	count	VBN
stanford-ai-2021	1308	16	as	as	IN
stanford-ai-2021	1308	17	an	an	DT
stanford-ai-2021	1308	18	AI	AI	NNP
stanford-ai-2021	1308	19	publication	publication	NN
stanford-ai-2021	1308	20	under	under	IN
stanford-ai-2021	1308	21	the	the	DT
stanford-ai-2021	1308	22	OECD	OECD	NNP
stanford-ai-2021	1308	23	definition	definition	NN
stanford-ai-2021	1308	24	,	,	,
stanford-ai-2021	1308	25	but	but	CC
stanford-ai-2021	1308	26	not	not	RB
stanford-ai-2021	1308	27	under	under	IN
stanford-ai-2021	1308	28	the	the	DT
stanford-ai-2021	1308	29	MAG	MAG	NNP
stanford-ai-2021	1308	30	definition	definition	NN
stanford-ai-2021	1308	31	unless	unless	IN
stanford-ai-2021	1308	32	the	the	DT
stanford-ai-2021	1308	33	paper	paper	NN
stanford-ai-2021	1308	34	is	be	VBZ
stanford-ai-2021	1308	35	specifically	specifically	RB
stanford-ai-2021	1308	36	tagged	tag	VBN
stanford-ai-2021	1308	37	in	in	IN
stanford-ai-2021	1308	38	the	the	DT
stanford-ai-2021	1308	39	AI	AI	NNP
stanford-ai-2021	1308	40	category	category	NN
stanford-ai-2021	1308	41	.	.	.
stanford-ai-2021	1309	1	Charts	chart	NNS
stanford-ai-2021	1309	2	corresponding	correspond	VBG
stanford-ai-2021	1309	3	to	to	IN
stanford-ai-2021	1309	4	those	those	DT
stanford-ai-2021	1309	5	in	in	IN
stanford-ai-2021	1309	6	the	the	DT
stanford-ai-2021	1309	7	main	main	JJ
stanford-ai-2021	1309	8	text	text	NN
stanford-ai-2021	1309	9	but	but	CC
stanford-ai-2021	1309	10	using	use	VBG
stanford-ai-2021	1309	11	the	the	DT
stanford-ai-2021	1309	12	OECD	OECD	NNP
stanford-ai-2021	1309	13	definition	definition	NN
stanford-ai-2021	1309	14	are	be	VBP
stanford-ai-2021	1309	15	presented	present	VBN
stanford-ai-2021	1309	16	below	below	IN
stanford-ai-2021	1309	17	.	.	.
stanford-ai-2021	1310	1	The	the	DT
stanford-ai-2021	1310	2	overall	overall	JJ
stanford-ai-2021	1310	3	trends	trend	NNS
stanford-ai-2021	1310	4	are	be	VBP
stanford-ai-2021	1310	5	very	very	RB
stanford-ai-2021	1310	6	similar	similar	JJ
stanford-ai-2021	1310	7	.	.	.
stanford-ai-2021	1311	1	5	5	CD
stanford-ai-2021	1311	2	Read	Read	VBD
stanford-ai-2021	1311	3	the	the	DT
stanford-ai-2021	1311	4	OECD.AI	oecd.ai	NN
stanford-ai-2021	1311	5	Policy	Policy	NNP
stanford-ai-2021	1311	6	Observatory	Observatory	NNP
stanford-ai-2021	1311	7	MAG	MAG	NNP
stanford-ai-2021	1311	8	methodological	methodological	JJ
stanford-ai-2021	1311	9	note	note	NN
stanford-ai-2021	1311	10	for	for	IN
stanford-ai-2021	1311	11	more	more	JJR
stanford-ai-2021	1311	12	details	detail	NNS
stanford-ai-2021	1311	13	on	on	IN
stanford-ai-2021	1311	14	the	the	DT
stanford-ai-2021	1311	15	MAG	MAG	NNP
stanford-ai-2021	1311	16	-	-	HYPH
stanford-ai-2021	1311	17	OECD	OECD	NNP
stanford-ai-2021	1311	18	definition	definition	NN
stanford-ai-2021	1311	19	of	of	IN
stanford-ai-2021	1311	20	AI	AI	NNP
stanford-ai-2021	1311	21	and	and	CC
stanford-ai-2021	1311	22	“	"	``
stanford-ai-2021	1311	23	A	a	DT
stanford-ai-2021	1311	24	Web	web	NN
stanford-ai-2021	1311	25	-	-	HYPH
stanford-ai-2021	1311	26	scale	scale	NN
stanford-ai-2021	1311	27	System	system	NN
stanford-ai-2021	1311	28	for	for	IN
stanford-ai-2021	1311	29	Scientific	Scientific	NNP
stanford-ai-2021	1311	30	Knowledge	Knowledge	NNP
stanford-ai-2021	1311	31	Exploration	Exploration	NNP
stanford-ai-2021	1311	32	”	"	''
stanford-ai-2021	1311	33	on	on	IN
stanford-ai-2021	1311	34	the	the	DT
stanford-ai-2021	1311	35	MAG	MAG	NNP
stanford-ai-2021	1311	36	Taxonomy	Taxonomy	NNP
stanford-ai-2021	1311	37	.	.	.
stanford-ai-2021	1312	1	20	20	CD
stanford-ai-2021	1312	2	0	0	CD
stanford-ai-2021	1312	3	0	0	CD
stanford-ai-2021	1312	4	20	20	CD
stanford-ai-2021	1312	5	0	0	CD
stanford-ai-2021	1312	6	1	1	CD
stanford-ai-2021	1312	7	20	20	CD
stanford-ai-2021	1312	8	0	0	CD
stanford-ai-2021	1312	9	2	2	CD
stanford-ai-2021	1312	10	20	20	CD
stanford-ai-2021	1312	11	0	0	CD
stanford-ai-2021	1312	12	3	3	CD
stanford-ai-2021	1312	13	20	20	CD
stanford-ai-2021	1312	14	0	0	CD
stanford-ai-2021	1312	15	4	4	CD
stanford-ai-2021	1312	16	20	20	CD
stanford-ai-2021	1312	17	0	0	CD
stanford-ai-2021	1312	18	5	5	CD
stanford-ai-2021	1312	19	20	20	CD
stanford-ai-2021	1312	20	0	0	CD
stanford-ai-2021	1312	21	6	6	CD
stanford-ai-2021	1312	22	20	20	CD
stanford-ai-2021	1312	23	0	0	CD
stanford-ai-2021	1312	24	7	7	CD
stanford-ai-2021	1312	25	20	20	CD
stanford-ai-2021	1312	26	0	0	CD
stanford-ai-2021	1312	27	8	8	CD
stanford-ai-2021	1312	28	20	20	CD
stanford-ai-2021	1312	29	0	0	CD
stanford-ai-2021	1312	30	9	9	CD
stanford-ai-2021	1312	31	20	20	CD
stanford-ai-2021	1312	32	10	10	CD
stanford-ai-2021	1312	33	20	20	CD
stanford-ai-2021	1312	34	11	11	CD
stanford-ai-2021	1312	35	20	20	CD
stanford-ai-2021	1312	36	12	12	CD
stanford-ai-2021	1312	37	20	20	CD
stanford-ai-2021	1312	38	13	13	CD
stanford-ai-2021	1312	39	20	20	CD
stanford-ai-2021	1312	40	14	14	CD
stanford-ai-2021	1312	41	20	20	CD
stanford-ai-2021	1312	42	15	15	CD
stanford-ai-2021	1312	43	20	20	CD
stanford-ai-2021	1312	44	16	16	CD
stanford-ai-2021	1312	45	20	20	CD
stanford-ai-2021	1312	46	17	17	CD
stanford-ai-2021	1312	47	20	20	CD
stanford-ai-2021	1312	48	18	18	CD
stanford-ai-2021	1312	49	20	20	CD
stanford-ai-2021	1312	50	19	19	CD
stanford-ai-2021	1312	51	20	20	CD
stanford-ai-2021	1312	52	20	20	CD
stanford-ai-2021	1312	53	0	0	CD
stanford-ai-2021	1312	54	50	50	CD
stanford-ai-2021	1312	55	100	100	CD
stanford-ai-2021	1312	56	150	150	CD
stanford-ai-2021	1312	57	200	200	CD
stanford-ai-2021	1312	58	250	250	CD
stanford-ai-2021	1312	59	300	300	CD
stanford-ai-2021	1312	60	N	n	CD
stanford-ai-2021	1312	61	u	u	NNP
stanford-ai-2021	1312	62	m	m	NNP
stanford-ai-2021	1312	63	b	b	NNP
stanford-ai-2021	1312	64	e	e	NNP
stanford-ai-2021	1312	65	r	r	NN
stanford-ai-2021	1312	66	o	o	NN
stanford-ai-2021	1312	67	f	f	NN
stanford-ai-2021	1312	68	A	a	NN
stanford-ai-2021	1312	69	I	i	NN
stanford-ai-2021	1312	70	J	j	NN
stanford-ai-2021	1312	71	o	o	NN
stanford-ai-2021	1312	72	u	u	NN
stanford-ai-2021	1312	73	rn	rn	NN
stanford-ai-2021	1312	74	al	al	NNP
stanford-ai-2021	1312	75	P	P	NNP
stanford-ai-2021	1312	76	u	u	NNP
stanford-ai-2021	1312	77	b	b	NNP
stanford-ai-2021	1312	78	lic	lic	NN
stanford-ai-2021	1312	79	at	at	IN
stanford-ai-2021	1312	80	io	io	NNP
stanford-ai-2021	1312	81	n	n	NNP
stanford-ai-2021	1312	82	s	s	NNP
stanford-ai-2021	1312	83	(	(	-LRB-
stanford-ai-2021	1312	84	i	i	NNP
stanford-ai-2021	1312	85	n	n	CC
stanford-ai-2021	1312	86	T	T	NNP
stanford-ai-2021	1312	87	h	h	NNP
stanford-ai-2021	1312	88	o	o	NN
stanford-ai-2021	1312	89	u	u	NN
stanford-ai-2021	1312	90	sa	sa	NNP
stanford-ai-2021	1312	91	n	n	NNP
stanford-ai-2021	1312	92	d	d	NNP
stanford-ai-2021	1312	93	s	s	NNP
stanford-ai-2021	1312	94	)	)	-RRB-
stanford-ai-2021	1312	95	OECD	OECD	NNP
stanford-ai-2021	1312	96	DEFINITION	definition	NN
stanford-ai-2021	1312	97	:	:	:
stanford-ai-2021	1312	98	NUMBER	number	NN
stanford-ai-2021	1312	99	of	of	IN
stanford-ai-2021	1312	100	AI	AI	NNP
stanford-ai-2021	1312	101	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	102	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	103	,	,	,
stanford-ai-2021	1312	104	2000	2000	CD
stanford-ai-2021	1312	105	-	-	SYM
stanford-ai-2021	1312	106	20	20	CD
stanford-ai-2021	1312	107	Source	source	NN
stanford-ai-2021	1312	108	:	:	:
stanford-ai-2021	1312	109	Microso	Microso	NNP
stanford-ai-2021	1312	110	Academic	Academic	NNP
stanford-ai-2021	1312	111	Graph	Graph	NNP
stanford-ai-2021	1312	112	,	,	,
stanford-ai-2021	1312	113	2020	2020	CD
stanford-ai-2021	1312	114	|	|	CD
stanford-ai-2021	1312	115	Chart	Chart	NNP
stanford-ai-2021	1312	116	:	:	:
stanford-ai-2021	1312	117	2021	2021	CD
stanford-ai-2021	1312	118	AI	AI	NNP
stanford-ai-2021	1312	119	Index	Index	NNP
stanford-ai-2021	1312	120	Report	Report	NNP
stanford-ai-2021	1312	121	Figure	Figure	NNP
stanford-ai-2021	1312	122	1.5.1a	1.5.1a	CD
stanford-ai-2021	1312	123	AI	AI	NNP
stanford-ai-2021	1312	124	Journal	Journal	NNP
stanford-ai-2021	1312	125	Publications	Publications	NNP
stanford-ai-2021	1312	126	(	(	-LRB-
stanford-ai-2021	1312	127	OECD	OECD	NNP
stanford-ai-2021	1312	128	Definition	definition	NN
stanford-ai-2021	1312	129	)	)	-RRB-
stanford-ai-2021	1312	130	https://arxiv.org/pdf/2009.09071	https://arxiv.org/pdf/2009.09071	NNP
stanford-ai-2021	1312	131	https://arxiv.org/pdf/2009.09071	https://arxiv.org/pdf/2009.09071	NNP
stanford-ai-2021	1312	132	https://www.oecd.ai/assets/files/Methodology_20200219.pdf	https://www.oecd.ai/assets/files/methodology_20200219.pdf	NN
stanford-ai-2021	1312	133	https://www.aclweb.org/anthology/P18-4015.pdf	https://www.aclweb.org/anthology/p18-4015.pdf	NN
stanford-ai-2021	1312	134	TA	TA	NNP
stanford-ai-2021	1312	135	B	b	NN
stanford-ai-2021	1312	136	L	l	NN
stanford-ai-2021	1312	137	E	e	NN
stanford-ai-2021	1312	138	O	o	NN
stanford-ai-2021	1312	139	F	f	NN
stanford-ai-2021	1312	140	C	c	NN
stanford-ai-2021	1312	141	O	o	NN
stanford-ai-2021	1312	142	N	n	NN
stanford-ai-2021	1312	143	T	t	NN
stanford-ai-2021	1312	144	E	e	NN
stanford-ai-2021	1312	145	N	n	NN
stanford-ai-2021	1312	146	T	t	NN
stanford-ai-2021	1312	147	S	s	NN
stanford-ai-2021	1312	148	1	1	CD
stanford-ai-2021	1312	149	8	8	CD
stanford-ai-2021	1312	150	5A	5a	NN
stanford-ai-2021	1312	151	P	p	NN
stanford-ai-2021	1312	152	P	p	NN
stanford-ai-2021	1312	153	E	e	NN
stanford-ai-2021	1312	154	N	n	NN
stanford-ai-2021	1312	155	D	d	NN
stanford-ai-2021	1312	156	I	i	NN
stanford-ai-2021	1312	157	X	X	NNP
stanford-ai-2021	1312	158	Artificial	Artificial	NNP
stanford-ai-2021	1312	159	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	160	Index	Index	NNP
stanford-ai-2021	1312	161	Report	Report	NNP
stanford-ai-2021	1312	162	2021	2021	CD
stanford-ai-2021	1312	163	C	c	NN
stanford-ai-2021	1312	164	H	h	NN
stanford-ai-2021	1312	165	A	a	NN
stanford-ai-2021	1312	166	P	p	NN
stanford-ai-2021	1312	167	T	t	NN
stanford-ai-2021	1312	168	E	e	NN
stanford-ai-2021	1312	169	R	r	NN
stanford-ai-2021	1312	170	1	1	CD
stanford-ai-2021	1312	171	:	:	:
stanford-ai-2021	1312	172	R	r	NN
stanford-ai-2021	1312	173	E	e	NN
stanford-ai-2021	1312	174	S	s	NN
stanford-ai-2021	1312	175	E	e	NN
stanford-ai-2021	1312	176	A	a	NN
stanford-ai-2021	1312	177	R	r	NN
stanford-ai-2021	1312	178	C	c	NN
stanford-ai-2021	1312	179	H	h	NN
stanford-ai-2021	1312	180	&	&	CC
stanford-ai-2021	1312	181	D	d	NN
stanford-ai-2021	1312	182	E	e	NN
stanford-ai-2021	1312	183	V	v	NN
stanford-ai-2021	1312	184	E	e	NN
stanford-ai-2021	1312	185	L	l	NN
stanford-ai-2021	1312	186	O	o	NN
stanford-ai-2021	1312	187	P	p	NN
stanford-ai-2021	1312	188	M	m	NN
stanford-ai-2021	1312	189	E	e	NN
stanford-ai-2021	1312	190	N	n	NN
stanford-ai-2021	1312	191	T	t	NN
stanford-ai-2021	1312	192	A	a	NN
stanford-ai-2021	1312	193	P	p	NN
stanford-ai-2021	1312	194	P	p	NN
stanford-ai-2021	1312	195	E	e	NN
stanford-ai-2021	1312	196	N	n	NN
stanford-ai-2021	1312	197	D	d	NN
stanford-ai-2021	1312	198	I	i	NN
stanford-ai-2021	1312	199	X	x	NN
stanford-ai-2021	1312	200	20	20	CD
stanford-ai-2021	1312	201	0	0	CD
stanford-ai-2021	1312	202	0	0	CD
stanford-ai-2021	1312	203	20	20	CD
stanford-ai-2021	1312	204	0	0	CD
stanford-ai-2021	1312	205	1	1	CD
stanford-ai-2021	1312	206	20	20	CD
stanford-ai-2021	1312	207	0	0	CD
stanford-ai-2021	1312	208	2	2	CD
stanford-ai-2021	1312	209	20	20	CD
stanford-ai-2021	1312	210	0	0	CD
stanford-ai-2021	1312	211	3	3	CD
stanford-ai-2021	1312	212	20	20	CD
stanford-ai-2021	1312	213	0	0	CD
stanford-ai-2021	1312	214	4	4	CD
stanford-ai-2021	1312	215	20	20	CD
stanford-ai-2021	1312	216	0	0	CD
stanford-ai-2021	1312	217	5	5	CD
stanford-ai-2021	1312	218	20	20	CD
stanford-ai-2021	1312	219	0	0	CD
stanford-ai-2021	1312	220	6	6	CD
stanford-ai-2021	1312	221	20	20	CD
stanford-ai-2021	1312	222	0	0	CD
stanford-ai-2021	1312	223	7	7	CD
stanford-ai-2021	1312	224	20	20	CD
stanford-ai-2021	1312	225	0	0	CD
stanford-ai-2021	1312	226	8	8	CD
stanford-ai-2021	1312	227	20	20	CD
stanford-ai-2021	1312	228	0	0	CD
stanford-ai-2021	1312	229	9	9	CD
stanford-ai-2021	1312	230	20	20	CD
stanford-ai-2021	1312	231	10	10	CD
stanford-ai-2021	1312	232	20	20	CD
stanford-ai-2021	1312	233	11	11	CD
stanford-ai-2021	1312	234	20	20	CD
stanford-ai-2021	1312	235	12	12	CD
stanford-ai-2021	1312	236	20	20	CD
stanford-ai-2021	1312	237	13	13	CD
stanford-ai-2021	1312	238	20	20	CD
stanford-ai-2021	1312	239	14	14	CD
stanford-ai-2021	1312	240	20	20	CD
stanford-ai-2021	1312	241	15	15	CD
stanford-ai-2021	1312	242	20	20	CD
stanford-ai-2021	1312	243	16	16	CD
stanford-ai-2021	1312	244	20	20	CD
stanford-ai-2021	1312	245	17	17	CD
stanford-ai-2021	1312	246	20	20	CD
stanford-ai-2021	1312	247	18	18	CD
stanford-ai-2021	1312	248	20	20	CD
stanford-ai-2021	1312	249	19	19	CD
stanford-ai-2021	1312	250	20	20	CD
stanford-ai-2021	1312	251	20	20	CD
stanford-ai-2021	1312	252	2	2	CD
stanford-ai-2021	1312	253	%	%	NN
stanford-ai-2021	1312	254	4	4	CD
stanford-ai-2021	1312	255	%	%	NN
stanford-ai-2021	1312	256	6	6	CD
stanford-ai-2021	1312	257	%	%	NN
stanford-ai-2021	1312	258	8	8	CD
stanford-ai-2021	1312	259	%	%	NN
stanford-ai-2021	1312	260	A	a	NN
stanford-ai-2021	1312	261	I	i	NN
stanford-ai-2021	1312	262	J	j	NN
stanford-ai-2021	1312	263	o	o	NN
stanford-ai-2021	1312	264	u	u	NN
stanford-ai-2021	1312	265	rn	rn	NN
stanford-ai-2021	1312	266	al	al	NNP
stanford-ai-2021	1312	267	P	P	NNP
stanford-ai-2021	1312	268	u	u	NNP
stanford-ai-2021	1312	269	b	b	NNP
stanford-ai-2021	1312	270	lic	lic	NN
stanford-ai-2021	1312	271	at	at	IN
stanford-ai-2021	1312	272	io	io	NNP
stanford-ai-2021	1312	273	n	n	NNP
stanford-ai-2021	1312	274	s	s	NNP
stanford-ai-2021	1312	275	(	(	-LRB-
stanford-ai-2021	1312	276	%	%	NN
stanford-ai-2021	1312	277	o	o	NN
stanford-ai-2021	1312	278	f	f	NN
stanford-ai-2021	1312	279	A	a	NN
stanford-ai-2021	1312	280	ll	will	NN
stanford-ai-2021	1312	281	P	p	NN
stanford-ai-2021	1312	282	u	u	NN
stanford-ai-2021	1312	283	b	b	NN
stanford-ai-2021	1312	284	lic	lic	NN
stanford-ai-2021	1312	285	at	at	IN
stanford-ai-2021	1312	286	io	io	NNP
stanford-ai-2021	1312	287	n	n	NNP
stanford-ai-2021	1312	288	s	s	NNP
stanford-ai-2021	1312	289	)	)	-RRB-
stanford-ai-2021	1312	290	7.9	7.9	CD
stanford-ai-2021	1312	291	%	%	NN
stanford-ai-2021	1312	292	OECD	OECD	NNP
stanford-ai-2021	1312	293	DEFINITION	definition	NN
stanford-ai-2021	1312	294	:	:	:
stanford-ai-2021	1312	295	AI	AI	NNP
stanford-ai-2021	1312	296	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	297	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	298	(	(	-LRB-
stanford-ai-2021	1312	299	%	%	NN
stanford-ai-2021	1312	300	of	of	IN
stanford-ai-2021	1312	301	ALL	all	DT
stanford-ai-2021	1312	302	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	303	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	304	)	)	-RRB-
stanford-ai-2021	1312	305	,	,	,
stanford-ai-2021	1312	306	2000	2000	CD
stanford-ai-2021	1312	307	-	-	SYM
stanford-ai-2021	1312	308	20	20	CD
stanford-ai-2021	1312	309	Source	source	NN
stanford-ai-2021	1312	310	:	:	:
stanford-ai-2021	1312	311	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	312	Academic	Academic	NNP
stanford-ai-2021	1312	313	Graph	Graph	NNP
stanford-ai-2021	1312	314	,	,	,
stanford-ai-2021	1312	315	2020	2020	CD
stanford-ai-2021	1312	316	|	|	CD
stanford-ai-2021	1312	317	Chart	Chart	NNP
stanford-ai-2021	1312	318	:	:	:
stanford-ai-2021	1312	319	2021	2021	CD
stanford-ai-2021	1312	320	AI	AI	NNP
stanford-ai-2021	1312	321	Index	Index	NNP
stanford-ai-2021	1312	322	Report	Report	NNP
stanford-ai-2021	1312	323	20	20	CD
stanford-ai-2021	1312	324	0	0	CD
stanford-ai-2021	1312	325	0	0	CD
stanford-ai-2021	1312	326	20	20	CD
stanford-ai-2021	1312	327	0	0	CD
stanford-ai-2021	1312	328	1	1	CD
stanford-ai-2021	1312	329	20	20	CD
stanford-ai-2021	1312	330	0	0	CD
stanford-ai-2021	1312	331	2	2	CD
stanford-ai-2021	1312	332	20	20	CD
stanford-ai-2021	1312	333	0	0	CD
stanford-ai-2021	1312	334	3	3	CD
stanford-ai-2021	1312	335	20	20	CD
stanford-ai-2021	1312	336	0	0	CD
stanford-ai-2021	1312	337	4	4	CD
stanford-ai-2021	1312	338	20	20	CD
stanford-ai-2021	1312	339	0	0	CD
stanford-ai-2021	1312	340	5	5	CD
stanford-ai-2021	1312	341	20	20	CD
stanford-ai-2021	1312	342	0	0	CD
stanford-ai-2021	1312	343	6	6	CD
stanford-ai-2021	1312	344	20	20	CD
stanford-ai-2021	1312	345	0	0	CD
stanford-ai-2021	1312	346	7	7	CD
stanford-ai-2021	1312	347	20	20	CD
stanford-ai-2021	1312	348	0	0	CD
stanford-ai-2021	1312	349	8	8	CD
stanford-ai-2021	1312	350	20	20	CD
stanford-ai-2021	1312	351	0	0	CD
stanford-ai-2021	1312	352	9	9	CD
stanford-ai-2021	1312	353	20	20	CD
stanford-ai-2021	1312	354	10	10	CD
stanford-ai-2021	1312	355	20	20	CD
stanford-ai-2021	1312	356	11	11	CD
stanford-ai-2021	1312	357	20	20	CD
stanford-ai-2021	1312	358	12	12	CD
stanford-ai-2021	1312	359	20	20	CD
stanford-ai-2021	1312	360	13	13	CD
stanford-ai-2021	1312	361	20	20	CD
stanford-ai-2021	1312	362	14	14	CD
stanford-ai-2021	1312	363	20	20	CD
stanford-ai-2021	1312	364	15	15	CD
stanford-ai-2021	1312	365	20	20	CD
stanford-ai-2021	1312	366	16	16	CD
stanford-ai-2021	1312	367	20	20	CD
stanford-ai-2021	1312	368	17	17	CD
stanford-ai-2021	1312	369	20	20	CD
stanford-ai-2021	1312	370	18	18	CD
stanford-ai-2021	1312	371	20	20	CD
stanford-ai-2021	1312	372	19	19	CD
stanford-ai-2021	1312	373	20	20	CD
stanford-ai-2021	1312	374	20	20	CD
stanford-ai-2021	1312	375	20	20	CD
stanford-ai-2021	1312	376	21	21	CD
stanford-ai-2021	1312	377	20	20	CD
stanford-ai-2021	1312	378	22	22	CD
stanford-ai-2021	1312	379	20	20	CD
stanford-ai-2021	1312	380	23	23	CD
stanford-ai-2021	1312	381	20	20	CD
stanford-ai-2021	1312	382	24	24	CD
stanford-ai-2021	1312	383	20	20	CD
stanford-ai-2021	1312	384	25	25	CD
stanford-ai-2021	1312	385	0	0	CD
stanford-ai-2021	1312	386	%	%	NN
stanford-ai-2021	1312	387	5	5	CD
stanford-ai-2021	1312	388	%	%	NN
stanford-ai-2021	1312	389	10	10	CD
stanford-ai-2021	1312	390	%	%	NN
stanford-ai-2021	1312	391	15	15	CD
stanford-ai-2021	1312	392	%	%	NN
stanford-ai-2021	1312	393	20	20	CD
stanford-ai-2021	1312	394	%	%	NN
stanford-ai-2021	1312	395	25	25	CD
stanford-ai-2021	1312	396	%	%	NN
stanford-ai-2021	1312	397	A	a	NN
stanford-ai-2021	1312	398	I	i	NN
stanford-ai-2021	1312	399	J	j	NN
stanford-ai-2021	1312	400	o	o	NN
stanford-ai-2021	1312	401	u	u	NN
stanford-ai-2021	1312	402	rn	rn	NN
stanford-ai-2021	1312	403	al	al	NNP
stanford-ai-2021	1312	404	P	P	NNP
stanford-ai-2021	1312	405	u	u	NNP
stanford-ai-2021	1312	406	b	b	NNP
stanford-ai-2021	1312	407	lic	lic	NN
stanford-ai-2021	1312	408	at	at	IN
stanford-ai-2021	1312	409	io	io	NNP
stanford-ai-2021	1312	410	n	n	NNP
stanford-ai-2021	1312	411	s	s	NNP
stanford-ai-2021	1312	412	(	(	-LRB-
stanford-ai-2021	1312	413	%	%	NN
stanford-ai-2021	1312	414	o	o	NN
stanford-ai-2021	1312	415	f	f	NN
stanford-ai-2021	1312	416	W	w	NN
stanford-ai-2021	1312	417	o	o	NNP
stanford-ai-2021	1312	418	rl	rl	NN
stanford-ai-2021	1312	419	d	d	NN
stanford-ai-2021	1312	420	T	t	NN
stanford-ai-2021	1312	421	o	o	NN
stanford-ai-2021	1312	422	ta	ta	NNP
stanford-ai-2021	1312	423	l	l	NN
stanford-ai-2021	1312	424	)	)	-RRB-
stanford-ai-2021	1312	425	4.2	4.2	CD
stanford-ai-2021	1312	426	%	%	NN
stanford-ai-2021	1312	427	South	South	NNP
stanford-ai-2021	1312	428	Asia	Asia	NNP
stanford-ai-2021	1312	429	4.1	4.1	CD
stanford-ai-2021	1312	430	%	%	NN
stanford-ai-2021	1312	431	Middle	Middle	NNP
stanford-ai-2021	1312	432	East	East	NNP
stanford-ai-2021	1312	433	&	&	CC
stanford-ai-2021	1312	434	North	North	NNP
stanford-ai-2021	1312	435	Africa	Africa	NNP
stanford-ai-2021	1312	436	16.5	16.5	CD
stanford-ai-2021	1312	437	%	%	NN
stanford-ai-2021	1312	438	Europe	Europe	NNP
stanford-ai-2021	1312	439	&	&	CC
stanford-ai-2021	1312	440	Central	Central	NNP
stanford-ai-2021	1312	441	Asia	Asia	NNP
stanford-ai-2021	1312	442	1.0	1.0	CD
stanford-ai-2021	1312	443	%	%	NN
stanford-ai-2021	1312	444	Sub	Sub	NNP
stanford-ai-2021	1312	445	-	-	HYPH
stanford-ai-2021	1312	446	Saharan	Saharan	NNP
stanford-ai-2021	1312	447	Africa	Africa	NNP
stanford-ai-2021	1312	448	16.2	16.2	CD
stanford-ai-2021	1312	449	%	%	NN
stanford-ai-2021	1312	450	North	North	NNP
stanford-ai-2021	1312	451	America	America	NNP
stanford-ai-2021	1312	452	2.2	2.2	CD
stanford-ai-2021	1312	453	%	%	NN
stanford-ai-2021	1312	454	Latin	Latin	NNP
stanford-ai-2021	1312	455	America	America	NNP
stanford-ai-2021	1312	456	&	&	CC
stanford-ai-2021	1312	457	Caribbean	Caribbean	NNP
stanford-ai-2021	1312	458	23.0	23.0	CD
stanford-ai-2021	1312	459	%	%	NN
stanford-ai-2021	1312	460	East	East	NNP
stanford-ai-2021	1312	461	Asia	Asia	NNP
stanford-ai-2021	1312	462	&	&	CC
stanford-ai-2021	1312	463	Pacific	Pacific	NNP
stanford-ai-2021	1312	464	OECD	OECD	NNP
stanford-ai-2021	1312	465	DEFINITION	DEFINITION	NNP
stanford-ai-2021	1312	466	:	:	:
stanford-ai-2021	1312	467	AI	AI	NNP
stanford-ai-2021	1312	468	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	469	PUBLICATION	PUBLICATION	NNP
stanford-ai-2021	1312	470	(	(	-LRB-
stanford-ai-2021	1312	471	%	%	NN
stanford-ai-2021	1312	472	of	of	IN
stanford-ai-2021	1312	473	WORLD	WORLD	NNP
stanford-ai-2021	1312	474	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	475	)	)	-RRB-
stanford-ai-2021	1312	476	by	by	IN
stanford-ai-2021	1312	477	REGION	region	NN
stanford-ai-2021	1312	478	,	,	,
stanford-ai-2021	1312	479	2000	2000	CD
stanford-ai-2021	1312	480	-	-	SYM
stanford-ai-2021	1312	481	20	20	CD
stanford-ai-2021	1312	482	Source	source	NN
stanford-ai-2021	1312	483	:	:	:
stanford-ai-2021	1312	484	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	485	Academic	Academic	NNP
stanford-ai-2021	1312	486	Graph	Graph	NNP
stanford-ai-2021	1312	487	,	,	,
stanford-ai-2021	1312	488	2020	2020	CD
stanford-ai-2021	1312	489	|	|	CD
stanford-ai-2021	1312	490	Chart	Chart	NNP
stanford-ai-2021	1312	491	:	:	:
stanford-ai-2021	1312	492	2021	2021	CD
stanford-ai-2021	1312	493	AI	AI	NNP
stanford-ai-2021	1312	494	Index	Index	NNP
stanford-ai-2021	1312	495	Report	Report	NNP
stanford-ai-2021	1312	496	Figure	Figure	NNP
stanford-ai-2021	1312	497	1.5.1b	1.5.1b	CD
stanford-ai-2021	1312	498	Figure	figure	NN
stanford-ai-2021	1312	499	1.5.2	1.5.2	CD
stanford-ai-2021	1312	500	TA	TA	NNP
stanford-ai-2021	1312	501	B	b	NN
stanford-ai-2021	1312	502	L	l	NN
stanford-ai-2021	1312	503	E	e	NN
stanford-ai-2021	1312	504	O	o	NN
stanford-ai-2021	1312	505	F	f	NN
stanford-ai-2021	1312	506	C	c	NN
stanford-ai-2021	1312	507	O	o	NN
stanford-ai-2021	1312	508	N	n	NN
stanford-ai-2021	1312	509	T	t	NN
stanford-ai-2021	1312	510	E	e	NN
stanford-ai-2021	1312	511	N	n	NN
stanford-ai-2021	1312	512	T	t	NN
stanford-ai-2021	1312	513	S	s	NN
stanford-ai-2021	1312	514	1	1	CD
stanford-ai-2021	1312	515	8	8	CD
stanford-ai-2021	1312	516	6A	6a	NN
stanford-ai-2021	1312	517	P	p	NN
stanford-ai-2021	1312	518	P	p	NN
stanford-ai-2021	1312	519	E	e	NN
stanford-ai-2021	1312	520	N	n	NN
stanford-ai-2021	1312	521	D	d	NN
stanford-ai-2021	1312	522	I	i	NN
stanford-ai-2021	1312	523	X	X	NNP
stanford-ai-2021	1312	524	Artificial	Artificial	NNP
stanford-ai-2021	1312	525	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	526	Index	Index	NNP
stanford-ai-2021	1312	527	Report	Report	NNP
stanford-ai-2021	1312	528	2021	2021	CD
stanford-ai-2021	1312	529	C	c	NN
stanford-ai-2021	1312	530	H	h	NN
stanford-ai-2021	1312	531	A	a	NN
stanford-ai-2021	1312	532	P	p	NN
stanford-ai-2021	1312	533	T	t	NN
stanford-ai-2021	1312	534	E	e	NN
stanford-ai-2021	1312	535	R	r	NN
stanford-ai-2021	1312	536	1	1	CD
stanford-ai-2021	1312	537	:	:	:
stanford-ai-2021	1312	538	R	r	NN
stanford-ai-2021	1312	539	E	e	NN
stanford-ai-2021	1312	540	S	s	NN
stanford-ai-2021	1312	541	E	e	NN
stanford-ai-2021	1312	542	A	a	NN
stanford-ai-2021	1312	543	R	r	NN
stanford-ai-2021	1312	544	C	c	NN
stanford-ai-2021	1312	545	H	h	NN
stanford-ai-2021	1312	546	&	&	CC
stanford-ai-2021	1312	547	D	d	NN
stanford-ai-2021	1312	548	E	e	NN
stanford-ai-2021	1312	549	V	v	NN
stanford-ai-2021	1312	550	E	e	NN
stanford-ai-2021	1312	551	L	l	NN
stanford-ai-2021	1312	552	O	o	NN
stanford-ai-2021	1312	553	P	p	NN
stanford-ai-2021	1312	554	M	m	NN
stanford-ai-2021	1312	555	E	e	NN
stanford-ai-2021	1312	556	N	n	NN
stanford-ai-2021	1312	557	T	t	NN
stanford-ai-2021	1312	558	A	a	NN
stanford-ai-2021	1312	559	P	p	NN
stanford-ai-2021	1312	560	P	p	NN
stanford-ai-2021	1312	561	E	e	NN
stanford-ai-2021	1312	562	N	n	NN
stanford-ai-2021	1312	563	D	d	NN
stanford-ai-2021	1312	564	I	i	NN
stanford-ai-2021	1312	565	X	x	NN
stanford-ai-2021	1312	566	20	20	CD
stanford-ai-2021	1312	567	0	0	CD
stanford-ai-2021	1312	568	0	0	CD
stanford-ai-2021	1312	569	20	20	CD
stanford-ai-2021	1312	570	0	0	CD
stanford-ai-2021	1312	571	1	1	CD
stanford-ai-2021	1312	572	20	20	CD
stanford-ai-2021	1312	573	0	0	CD
stanford-ai-2021	1312	574	2	2	CD
stanford-ai-2021	1312	575	20	20	CD
stanford-ai-2021	1312	576	0	0	CD
stanford-ai-2021	1312	577	3	3	CD
stanford-ai-2021	1312	578	20	20	CD
stanford-ai-2021	1312	579	0	0	CD
stanford-ai-2021	1312	580	4	4	CD
stanford-ai-2021	1312	581	20	20	CD
stanford-ai-2021	1312	582	0	0	CD
stanford-ai-2021	1312	583	5	5	CD
stanford-ai-2021	1312	584	20	20	CD
stanford-ai-2021	1312	585	0	0	CD
stanford-ai-2021	1312	586	6	6	CD
stanford-ai-2021	1312	587	20	20	CD
stanford-ai-2021	1312	588	0	0	CD
stanford-ai-2021	1312	589	7	7	CD
stanford-ai-2021	1312	590	20	20	CD
stanford-ai-2021	1312	591	0	0	CD
stanford-ai-2021	1312	592	8	8	CD
stanford-ai-2021	1312	593	20	20	CD
stanford-ai-2021	1312	594	0	0	CD
stanford-ai-2021	1312	595	9	9	CD
stanford-ai-2021	1312	596	20	20	CD
stanford-ai-2021	1312	597	10	10	CD
stanford-ai-2021	1312	598	20	20	CD
stanford-ai-2021	1312	599	11	11	CD
stanford-ai-2021	1312	600	20	20	CD
stanford-ai-2021	1312	601	12	12	CD
stanford-ai-2021	1312	602	20	20	CD
stanford-ai-2021	1312	603	13	13	CD
stanford-ai-2021	1312	604	20	20	CD
stanford-ai-2021	1312	605	14	14	CD
stanford-ai-2021	1312	606	20	20	CD
stanford-ai-2021	1312	607	15	15	CD
stanford-ai-2021	1312	608	20	20	CD
stanford-ai-2021	1312	609	16	16	CD
stanford-ai-2021	1312	610	20	20	CD
stanford-ai-2021	1312	611	17	17	CD
stanford-ai-2021	1312	612	20	20	CD
stanford-ai-2021	1312	613	18	18	CD
stanford-ai-2021	1312	614	20	20	CD
stanford-ai-2021	1312	615	19	19	CD
stanford-ai-2021	1312	616	20	20	CD
stanford-ai-2021	1312	617	20	20	CD
stanford-ai-2021	1312	618	0	0	CD
stanford-ai-2021	1312	619	%	%	NN
stanford-ai-2021	1312	620	5	5	CD
stanford-ai-2021	1312	621	%	%	NN
stanford-ai-2021	1312	622	10	10	CD
stanford-ai-2021	1312	623	%	%	NN
stanford-ai-2021	1312	624	15	15	CD
stanford-ai-2021	1312	625	%	%	NN
stanford-ai-2021	1312	626	20	20	CD
stanford-ai-2021	1312	627	%	%	NN
stanford-ai-2021	1312	628	A	a	DT
stanford-ai-2021	1312	629	I	i	NN
stanford-ai-2021	1312	630	J	j	NN
stanford-ai-2021	1312	631	o	o	NN
stanford-ai-2021	1312	632	u	u	NN
stanford-ai-2021	1312	633	rn	rn	NN
stanford-ai-2021	1312	634	al	al	NNP
stanford-ai-2021	1312	635	P	P	NNP
stanford-ai-2021	1312	636	u	u	NNP
stanford-ai-2021	1312	637	b	b	NNP
stanford-ai-2021	1312	638	lic	lic	NN
stanford-ai-2021	1312	639	at	at	IN
stanford-ai-2021	1312	640	io	io	NNP
stanford-ai-2021	1312	641	n	n	NNP
stanford-ai-2021	1312	642	s	s	NNP
stanford-ai-2021	1312	643	(	(	-LRB-
stanford-ai-2021	1312	644	%	%	NN
stanford-ai-2021	1312	645	o	o	NN
stanford-ai-2021	1312	646	f	f	NN
stanford-ai-2021	1312	647	W	w	NN
stanford-ai-2021	1312	648	o	o	NNP
stanford-ai-2021	1312	649	rl	rl	NN
stanford-ai-2021	1312	650	d	d	NN
stanford-ai-2021	1312	651	T	t	NN
stanford-ai-2021	1312	652	o	o	NN
stanford-ai-2021	1312	653	ta	ta	NNP
stanford-ai-2021	1312	654	l	l	NN
stanford-ai-2021	1312	655	)	)	-RRB-
stanford-ai-2021	1312	656	10.8	10.8	CD
stanford-ai-2021	1312	657	%	%	NN
stanford-ai-2021	1312	658	EU	EU	NNP
stanford-ai-2021	1312	659	14.4	14.4	CD
stanford-ai-2021	1312	660	%	%	NN
stanford-ai-2021	1312	661	China	China	NNP
stanford-ai-2021	1312	662	14.1	14.1	CD
stanford-ai-2021	1312	663	%	%	NN
stanford-ai-2021	1312	664	US	US	NNP
stanford-ai-2021	1312	665	OECD	OECD	NNP
stanford-ai-2021	1312	666	DEFINITION	definition	NN
stanford-ai-2021	1312	667	:	:	:
stanford-ai-2021	1312	668	AI	AI	NNP
stanford-ai-2021	1312	669	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	670	PUBLICATION	PUBLICATION	NNP
stanford-ai-2021	1312	671	(	(	-LRB-
stanford-ai-2021	1312	672	%	%	NN
stanford-ai-2021	1312	673	of	of	IN
stanford-ai-2021	1312	674	WORLD	WORLD	NNP
stanford-ai-2021	1312	675	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	676	)	)	-RRB-
stanford-ai-2021	1312	677	by	by	IN
stanford-ai-2021	1312	678	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	679	AREA	AREA	NNP
stanford-ai-2021	1312	680	,	,	,
stanford-ai-2021	1312	681	2000	2000	CD
stanford-ai-2021	1312	682	-	-	SYM
stanford-ai-2021	1312	683	20	20	CD
stanford-ai-2021	1312	684	Source	source	NN
stanford-ai-2021	1312	685	:	:	:
stanford-ai-2021	1312	686	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	687	Academic	Academic	NNP
stanford-ai-2021	1312	688	Graph	Graph	NNP
stanford-ai-2021	1312	689	,	,	,
stanford-ai-2021	1312	690	2020	2020	CD
stanford-ai-2021	1312	691	|	|	CD
stanford-ai-2021	1312	692	Chart	Chart	NNP
stanford-ai-2021	1312	693	:	:	:
stanford-ai-2021	1312	694	2021	2021	CD
stanford-ai-2021	1312	695	AI	AI	NNP
stanford-ai-2021	1312	696	Index	Index	NNP
stanford-ai-2021	1312	697	Report	Report	NNP
stanford-ai-2021	1312	698	20	20	CD
stanford-ai-2021	1312	699	0	0	CD
stanford-ai-2021	1312	700	0	0	CD
stanford-ai-2021	1312	701	20	20	CD
stanford-ai-2021	1312	702	0	0	CD
stanford-ai-2021	1312	703	1	1	CD
stanford-ai-2021	1312	704	20	20	CD
stanford-ai-2021	1312	705	0	0	CD
stanford-ai-2021	1312	706	2	2	CD
stanford-ai-2021	1312	707	20	20	CD
stanford-ai-2021	1312	708	0	0	CD
stanford-ai-2021	1312	709	3	3	CD
stanford-ai-2021	1312	710	20	20	CD
stanford-ai-2021	1312	711	0	0	CD
stanford-ai-2021	1312	712	4	4	CD
stanford-ai-2021	1312	713	20	20	CD
stanford-ai-2021	1312	714	0	0	CD
stanford-ai-2021	1312	715	5	5	CD
stanford-ai-2021	1312	716	20	20	CD
stanford-ai-2021	1312	717	0	0	CD
stanford-ai-2021	1312	718	6	6	CD
stanford-ai-2021	1312	719	20	20	CD
stanford-ai-2021	1312	720	0	0	CD
stanford-ai-2021	1312	721	7	7	CD
stanford-ai-2021	1312	722	20	20	CD
stanford-ai-2021	1312	723	0	0	CD
stanford-ai-2021	1312	724	8	8	CD
stanford-ai-2021	1312	725	20	20	CD
stanford-ai-2021	1312	726	0	0	CD
stanford-ai-2021	1312	727	9	9	CD
stanford-ai-2021	1312	728	20	20	CD
stanford-ai-2021	1312	729	10	10	CD
stanford-ai-2021	1312	730	20	20	CD
stanford-ai-2021	1312	731	11	11	CD
stanford-ai-2021	1312	732	20	20	CD
stanford-ai-2021	1312	733	12	12	CD
stanford-ai-2021	1312	734	20	20	CD
stanford-ai-2021	1312	735	13	13	CD
stanford-ai-2021	1312	736	20	20	CD
stanford-ai-2021	1312	737	14	14	CD
stanford-ai-2021	1312	738	20	20	CD
stanford-ai-2021	1312	739	15	15	CD
stanford-ai-2021	1312	740	20	20	CD
stanford-ai-2021	1312	741	16	16	CD
stanford-ai-2021	1312	742	20	20	CD
stanford-ai-2021	1312	743	17	17	CD
stanford-ai-2021	1312	744	20	20	CD
stanford-ai-2021	1312	745	18	18	CD
stanford-ai-2021	1312	746	20	20	CD
stanford-ai-2021	1312	747	19	19	CD
stanford-ai-2021	1312	748	20	20	CD
stanford-ai-2021	1312	749	20	20	CD
stanford-ai-2021	1312	750	0	0	CD
stanford-ai-2021	1312	751	%	%	NN
stanford-ai-2021	1312	752	5	5	CD
stanford-ai-2021	1312	753	%	%	NN
stanford-ai-2021	1312	754	10	10	CD
stanford-ai-2021	1312	755	%	%	NN
stanford-ai-2021	1312	756	15	15	CD
stanford-ai-2021	1312	757	%	%	NN
stanford-ai-2021	1312	758	20	20	CD
stanford-ai-2021	1312	759	%	%	NN
stanford-ai-2021	1312	760	A	a	DT
stanford-ai-2021	1312	761	I	i	NN
stanford-ai-2021	1312	762	J	j	NN
stanford-ai-2021	1312	763	o	o	NN
stanford-ai-2021	1312	764	u	u	NN
stanford-ai-2021	1312	765	rn	rn	NN
stanford-ai-2021	1312	766	al	al	NNP
stanford-ai-2021	1312	767	P	P	NNP
stanford-ai-2021	1312	768	u	u	NNP
stanford-ai-2021	1312	769	b	b	NNP
stanford-ai-2021	1312	770	lic	lic	NN
stanford-ai-2021	1312	771	at	at	IN
stanford-ai-2021	1312	772	io	io	NNP
stanford-ai-2021	1312	773	n	n	NNP
stanford-ai-2021	1312	774	s	s	NNP
stanford-ai-2021	1312	775	(	(	-LRB-
stanford-ai-2021	1312	776	%	%	NN
stanford-ai-2021	1312	777	o	o	NN
stanford-ai-2021	1312	778	f	f	NN
stanford-ai-2021	1312	779	W	w	NN
stanford-ai-2021	1312	780	o	o	NNP
stanford-ai-2021	1312	781	rl	rl	NN
stanford-ai-2021	1312	782	d	d	NN
stanford-ai-2021	1312	783	T	t	NN
stanford-ai-2021	1312	784	o	o	NN
stanford-ai-2021	1312	785	ta	ta	NNP
stanford-ai-2021	1312	786	l	l	NN
stanford-ai-2021	1312	787	)	)	-RRB-
stanford-ai-2021	1312	788	8.2	8.2	CD
stanford-ai-2021	1312	789	%	%	NN
stanford-ai-2021	1312	790	US	US	NNP
stanford-ai-2021	1312	791	5.8	5.8	CD
stanford-ai-2021	1312	792	%	%	NN
stanford-ai-2021	1312	793	EU	EU	NNP
stanford-ai-2021	1312	794	8.4	8.4	CD
stanford-ai-2021	1312	795	%	%	NN
stanford-ai-2021	1312	796	China	China	NNP
stanford-ai-2021	1312	797	OECD	OECD	NNP
stanford-ai-2021	1312	798	DEFINITION	definition	NN
stanford-ai-2021	1312	799	:	:	:
stanford-ai-2021	1312	800	AI	AI	NNP
stanford-ai-2021	1312	801	JOURNAL	JOURNAL	NNP
stanford-ai-2021	1312	802	CITATIONS	citation	NNS
stanford-ai-2021	1312	803	(	(	-LRB-
stanford-ai-2021	1312	804	%	%	NN
stanford-ai-2021	1312	805	of	of	IN
stanford-ai-2021	1312	806	WORLD	WORLD	NNP
stanford-ai-2021	1312	807	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	808	)	)	-RRB-
stanford-ai-2021	1312	809	by	by	IN
stanford-ai-2021	1312	810	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	811	AREA	AREA	NNP
stanford-ai-2021	1312	812	,	,	,
stanford-ai-2021	1312	813	2000	2000	CD
stanford-ai-2021	1312	814	-	-	SYM
stanford-ai-2021	1312	815	20	20	CD
stanford-ai-2021	1312	816	Source	source	NN
stanford-ai-2021	1312	817	:	:	:
stanford-ai-2021	1312	818	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	819	Academic	Academic	NNP
stanford-ai-2021	1312	820	Graph	Graph	NNP
stanford-ai-2021	1312	821	,	,	,
stanford-ai-2021	1312	822	2020	2020	CD
stanford-ai-2021	1312	823	|	|	CD
stanford-ai-2021	1312	824	Chart	Chart	NNP
stanford-ai-2021	1312	825	:	:	:
stanford-ai-2021	1312	826	2021	2021	CD
stanford-ai-2021	1312	827	AI	AI	NNP
stanford-ai-2021	1312	828	Index	Index	NNP
stanford-ai-2021	1312	829	Report	Report	NNP
stanford-ai-2021	1312	830	Figure	Figure	NNP
stanford-ai-2021	1312	831	1.5.3	1.5.3	NNP
stanford-ai-2021	1312	832	Figure	figure	NN
stanford-ai-2021	1312	833	1.5.4	1.5.4	CD
stanford-ai-2021	1312	834	TA	TA	NNP
stanford-ai-2021	1312	835	B	b	NN
stanford-ai-2021	1312	836	L	l	NN
stanford-ai-2021	1312	837	E	e	NN
stanford-ai-2021	1312	838	O	o	NN
stanford-ai-2021	1312	839	F	f	NN
stanford-ai-2021	1312	840	C	c	NN
stanford-ai-2021	1312	841	O	o	NN
stanford-ai-2021	1312	842	N	n	NN
stanford-ai-2021	1312	843	T	t	NN
stanford-ai-2021	1312	844	E	e	NN
stanford-ai-2021	1312	845	N	n	NN
stanford-ai-2021	1312	846	T	t	NN
stanford-ai-2021	1312	847	S	s	NN
stanford-ai-2021	1312	848	1	1	CD
stanford-ai-2021	1312	849	8	8	CD
stanford-ai-2021	1312	850	7A	7a	NN
stanford-ai-2021	1312	851	P	p	NN
stanford-ai-2021	1312	852	P	p	NN
stanford-ai-2021	1312	853	E	e	NN
stanford-ai-2021	1312	854	N	n	NN
stanford-ai-2021	1312	855	D	d	NN
stanford-ai-2021	1312	856	I	i	NN
stanford-ai-2021	1312	857	X	X	NNP
stanford-ai-2021	1312	858	Artificial	Artificial	NNP
stanford-ai-2021	1312	859	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	860	Index	Index	NNP
stanford-ai-2021	1312	861	Report	Report	NNP
stanford-ai-2021	1312	862	2021	2021	CD
stanford-ai-2021	1312	863	C	c	NN
stanford-ai-2021	1312	864	H	h	NN
stanford-ai-2021	1312	865	A	a	NN
stanford-ai-2021	1312	866	P	p	NN
stanford-ai-2021	1312	867	T	t	NN
stanford-ai-2021	1312	868	E	e	NN
stanford-ai-2021	1312	869	R	r	NN
stanford-ai-2021	1312	870	1	1	CD
stanford-ai-2021	1312	871	:	:	:
stanford-ai-2021	1312	872	R	r	NN
stanford-ai-2021	1312	873	E	e	NN
stanford-ai-2021	1312	874	S	s	NN
stanford-ai-2021	1312	875	E	e	NN
stanford-ai-2021	1312	876	A	a	NN
stanford-ai-2021	1312	877	R	r	NN
stanford-ai-2021	1312	878	C	c	NN
stanford-ai-2021	1312	879	H	h	NN
stanford-ai-2021	1312	880	&	&	CC
stanford-ai-2021	1312	881	D	d	NN
stanford-ai-2021	1312	882	E	e	NN
stanford-ai-2021	1312	883	V	v	NN
stanford-ai-2021	1312	884	E	e	NN
stanford-ai-2021	1312	885	L	l	NN
stanford-ai-2021	1312	886	O	o	NN
stanford-ai-2021	1312	887	P	p	NN
stanford-ai-2021	1312	888	M	m	NN
stanford-ai-2021	1312	889	E	e	NN
stanford-ai-2021	1312	890	N	n	NN
stanford-ai-2021	1312	891	T	t	NN
stanford-ai-2021	1312	892	A	a	NN
stanford-ai-2021	1312	893	P	p	NN
stanford-ai-2021	1312	894	P	p	NN
stanford-ai-2021	1312	895	E	e	NN
stanford-ai-2021	1312	896	N	n	NN
stanford-ai-2021	1312	897	D	d	NN
stanford-ai-2021	1312	898	I	i	NN
stanford-ai-2021	1312	899	X	x	NN
stanford-ai-2021	1312	900	20	20	CD
stanford-ai-2021	1312	901	0	0	CD
stanford-ai-2021	1312	902	0	0	CD
stanford-ai-2021	1312	903	20	20	CD
stanford-ai-2021	1312	904	0	0	CD
stanford-ai-2021	1312	905	1	1	CD
stanford-ai-2021	1312	906	20	20	CD
stanford-ai-2021	1312	907	0	0	CD
stanford-ai-2021	1312	908	2	2	CD
stanford-ai-2021	1312	909	20	20	CD
stanford-ai-2021	1312	910	0	0	CD
stanford-ai-2021	1312	911	3	3	CD
stanford-ai-2021	1312	912	20	20	CD
stanford-ai-2021	1312	913	0	0	CD
stanford-ai-2021	1312	914	4	4	CD
stanford-ai-2021	1312	915	20	20	CD
stanford-ai-2021	1312	916	0	0	CD
stanford-ai-2021	1312	917	5	5	CD
stanford-ai-2021	1312	918	20	20	CD
stanford-ai-2021	1312	919	0	0	CD
stanford-ai-2021	1312	920	6	6	CD
stanford-ai-2021	1312	921	20	20	CD
stanford-ai-2021	1312	922	0	0	CD
stanford-ai-2021	1312	923	7	7	CD
stanford-ai-2021	1312	924	20	20	CD
stanford-ai-2021	1312	925	0	0	CD
stanford-ai-2021	1312	926	8	8	CD
stanford-ai-2021	1312	927	20	20	CD
stanford-ai-2021	1312	928	0	0	CD
stanford-ai-2021	1312	929	9	9	CD
stanford-ai-2021	1312	930	20	20	CD
stanford-ai-2021	1312	931	10	10	CD
stanford-ai-2021	1312	932	20	20	CD
stanford-ai-2021	1312	933	11	11	CD
stanford-ai-2021	1312	934	20	20	CD
stanford-ai-2021	1312	935	12	12	CD
stanford-ai-2021	1312	936	20	20	CD
stanford-ai-2021	1312	937	13	13	CD
stanford-ai-2021	1312	938	20	20	CD
stanford-ai-2021	1312	939	14	14	CD
stanford-ai-2021	1312	940	20	20	CD
stanford-ai-2021	1312	941	15	15	CD
stanford-ai-2021	1312	942	20	20	CD
stanford-ai-2021	1312	943	16	16	CD
stanford-ai-2021	1312	944	20	20	CD
stanford-ai-2021	1312	945	17	17	CD
stanford-ai-2021	1312	946	20	20	CD
stanford-ai-2021	1312	947	18	18	CD
stanford-ai-2021	1312	948	20	20	CD
stanford-ai-2021	1312	949	19	19	CD
stanford-ai-2021	1312	950	20	20	CD
stanford-ai-2021	1312	951	20	20	CD
stanford-ai-2021	1312	952	0	0	CD
stanford-ai-2021	1312	953	20	20	CD
stanford-ai-2021	1312	954	40	40	CD
stanford-ai-2021	1312	955	60	60	CD
stanford-ai-2021	1312	956	80	80	CD
stanford-ai-2021	1312	957	100	100	CD
stanford-ai-2021	1312	958	N	n	CD
stanford-ai-2021	1312	959	u	u	NNP
stanford-ai-2021	1312	960	m	m	NNP
stanford-ai-2021	1312	961	b	b	NNP
stanford-ai-2021	1312	962	er	er	UH
stanford-ai-2021	1312	963	o	o	XX
stanford-ai-2021	1312	964	f	f	NNP
stanford-ai-2021	1312	965	P	p	NN
stanford-ai-2021	1312	966	u	u	NN
stanford-ai-2021	1312	967	b	b	NN
stanford-ai-2021	1312	968	lic	lic	NN
stanford-ai-2021	1312	969	at	at	IN
stanford-ai-2021	1312	970	io	io	NNP
stanford-ai-2021	1312	971	n	n	NNP
stanford-ai-2021	1312	972	s	s	NNP
stanford-ai-2021	1312	973	(	(	-LRB-
stanford-ai-2021	1312	974	i	i	NNP
stanford-ai-2021	1312	975	n	n	CC
stanford-ai-2021	1312	976	T	T	NNP
stanford-ai-2021	1312	977	h	h	NNP
stanford-ai-2021	1312	978	o	o	NN
stanford-ai-2021	1312	979	u	u	NN
stanford-ai-2021	1312	980	sa	sa	NNP
stanford-ai-2021	1312	981	n	n	NNP
stanford-ai-2021	1312	982	d	d	NNP
stanford-ai-2021	1312	983	s	s	NNP
stanford-ai-2021	1312	984	)	)	-RRB-
stanford-ai-2021	1312	985	OECD	OECD	NNP
stanford-ai-2021	1312	986	DEFINITION	definition	NN
stanford-ai-2021	1312	987	:	:	:
stanford-ai-2021	1312	988	NUMBER	number	NN
stanford-ai-2021	1312	989	of	of	IN
stanford-ai-2021	1312	990	AI	AI	NNP
stanford-ai-2021	1312	991	CONFERENCE	conference	NN
stanford-ai-2021	1312	992	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	993	,	,	,
stanford-ai-2021	1312	994	2000	2000	CD
stanford-ai-2021	1312	995	-	-	SYM
stanford-ai-2021	1312	996	20	20	CD
stanford-ai-2021	1312	997	Source	source	NN
stanford-ai-2021	1312	998	:	:	:
stanford-ai-2021	1312	999	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1000	Academic	Academic	NNP
stanford-ai-2021	1312	1001	Graph	Graph	NNP
stanford-ai-2021	1312	1002	,	,	,
stanford-ai-2021	1312	1003	2020	2020	CD
stanford-ai-2021	1312	1004	|	|	CD
stanford-ai-2021	1312	1005	Chart	Chart	NNP
stanford-ai-2021	1312	1006	:	:	:
stanford-ai-2021	1312	1007	2021	2021	CD
stanford-ai-2021	1312	1008	AI	AI	NNP
stanford-ai-2021	1312	1009	Index	Index	NNP
stanford-ai-2021	1312	1010	Report	Report	NNP
stanford-ai-2021	1312	1011	20	20	CD
stanford-ai-2021	1312	1012	0	0	CD
stanford-ai-2021	1312	1013	0	0	CD
stanford-ai-2021	1312	1014	20	20	CD
stanford-ai-2021	1312	1015	0	0	CD
stanford-ai-2021	1312	1016	1	1	CD
stanford-ai-2021	1312	1017	20	20	CD
stanford-ai-2021	1312	1018	0	0	CD
stanford-ai-2021	1312	1019	2	2	CD
stanford-ai-2021	1312	1020	20	20	CD
stanford-ai-2021	1312	1021	0	0	CD
stanford-ai-2021	1312	1022	3	3	CD
stanford-ai-2021	1312	1023	20	20	CD
stanford-ai-2021	1312	1024	0	0	CD
stanford-ai-2021	1312	1025	4	4	CD
stanford-ai-2021	1312	1026	20	20	CD
stanford-ai-2021	1312	1027	0	0	CD
stanford-ai-2021	1312	1028	5	5	CD
stanford-ai-2021	1312	1029	20	20	CD
stanford-ai-2021	1312	1030	0	0	CD
stanford-ai-2021	1312	1031	6	6	CD
stanford-ai-2021	1312	1032	20	20	CD
stanford-ai-2021	1312	1033	0	0	CD
stanford-ai-2021	1312	1034	7	7	CD
stanford-ai-2021	1312	1035	20	20	CD
stanford-ai-2021	1312	1036	0	0	CD
stanford-ai-2021	1312	1037	8	8	CD
stanford-ai-2021	1312	1038	20	20	CD
stanford-ai-2021	1312	1039	0	0	CD
stanford-ai-2021	1312	1040	9	9	CD
stanford-ai-2021	1312	1041	20	20	CD
stanford-ai-2021	1312	1042	10	10	CD
stanford-ai-2021	1312	1043	20	20	CD
stanford-ai-2021	1312	1044	11	11	CD
stanford-ai-2021	1312	1045	20	20	CD
stanford-ai-2021	1312	1046	12	12	CD
stanford-ai-2021	1312	1047	20	20	CD
stanford-ai-2021	1312	1048	13	13	CD
stanford-ai-2021	1312	1049	20	20	CD
stanford-ai-2021	1312	1050	14	14	CD
stanford-ai-2021	1312	1051	20	20	CD
stanford-ai-2021	1312	1052	15	15	CD
stanford-ai-2021	1312	1053	20	20	CD
stanford-ai-2021	1312	1054	16	16	CD
stanford-ai-2021	1312	1055	20	20	CD
stanford-ai-2021	1312	1056	17	17	CD
stanford-ai-2021	1312	1057	20	20	CD
stanford-ai-2021	1312	1058	18	18	CD
stanford-ai-2021	1312	1059	20	20	CD
stanford-ai-2021	1312	1060	19	19	CD
stanford-ai-2021	1312	1061	20	20	CD
stanford-ai-2021	1312	1062	20	20	CD
stanford-ai-2021	1312	1063	20	20	CD
stanford-ai-2021	1312	1064	%	%	NN
stanford-ai-2021	1312	1065	25	25	CD
stanford-ai-2021	1312	1066	%	%	NN
stanford-ai-2021	1312	1067	30	30	CD
stanford-ai-2021	1312	1068	%	%	NN
stanford-ai-2021	1312	1069	35	35	CD
stanford-ai-2021	1312	1070	%	%	NN
stanford-ai-2021	1312	1071	40	40	CD
stanford-ai-2021	1312	1072	%	%	NN
stanford-ai-2021	1312	1073	A	a	DT
stanford-ai-2021	1312	1074	I	i	NN
stanford-ai-2021	1312	1075	C	c	NN
stanford-ai-2021	1312	1076	o	o	NN
stanford-ai-2021	1312	1077	n	n	NN
stanford-ai-2021	1312	1078	fe	fe	FW
stanford-ai-2021	1312	1079	re	re	NN
stanford-ai-2021	1312	1080	n	n	CC
stanford-ai-2021	1312	1081	ce	ce	NNP
stanford-ai-2021	1312	1082	P	p	NN
stanford-ai-2021	1312	1083	u	u	NN
stanford-ai-2021	1312	1084	b	b	NN
stanford-ai-2021	1312	1085	lic	lic	NN
stanford-ai-2021	1312	1086	at	at	IN
stanford-ai-2021	1312	1087	io	io	NNP
stanford-ai-2021	1312	1088	n	n	NNP
stanford-ai-2021	1312	1089	s	s	NNP
stanford-ai-2021	1312	1090	(	(	-LRB-
stanford-ai-2021	1312	1091	%	%	NN
stanford-ai-2021	1312	1092	o	o	NN
stanford-ai-2021	1312	1093	f	f	NN
stanford-ai-2021	1312	1094	A	a	NN
stanford-ai-2021	1312	1095	ll	will	NN
stanford-ai-2021	1312	1096	P	p	NN
stanford-ai-2021	1312	1097	u	u	NN
stanford-ai-2021	1312	1098	b	b	NN
stanford-ai-2021	1312	1099	lic	lic	NN
stanford-ai-2021	1312	1100	at	at	IN
stanford-ai-2021	1312	1101	io	io	NNP
stanford-ai-2021	1312	1102	n	n	NNP
stanford-ai-2021	1312	1103	s	s	NNP
stanford-ai-2021	1312	1104	)	)	-RRB-
stanford-ai-2021	1312	1105	37.6	37.6	CD
stanford-ai-2021	1312	1106	%	%	NN
stanford-ai-2021	1312	1107	OECD	OECD	NNP
stanford-ai-2021	1312	1108	DEFINITION	DEFINITION	VBN
stanford-ai-2021	1312	1109	:	:	:
stanford-ai-2021	1312	1110	AI	ai	NN
stanford-ai-2021	1312	1111	CONFERENCE	conference	NN
stanford-ai-2021	1312	1112	PUBLICATIONS	publications	NN
stanford-ai-2021	1312	1113	(	(	-LRB-
stanford-ai-2021	1312	1114	%	%	NN
stanford-ai-2021	1312	1115	of	of	IN
stanford-ai-2021	1312	1116	ALL	all	DT
stanford-ai-2021	1312	1117	CONFERENCE	conference	NN
stanford-ai-2021	1312	1118	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	1119	)	)	-RRB-
stanford-ai-2021	1312	1120	,	,	,
stanford-ai-2021	1312	1121	2000	2000	CD
stanford-ai-2021	1312	1122	-	-	SYM
stanford-ai-2021	1312	1123	20	20	CD
stanford-ai-2021	1312	1124	Source	source	NN
stanford-ai-2021	1312	1125	:	:	:
stanford-ai-2021	1312	1126	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1127	Academic	Academic	NNP
stanford-ai-2021	1312	1128	Graph	Graph	NNP
stanford-ai-2021	1312	1129	,	,	,
stanford-ai-2021	1312	1130	2020	2020	CD
stanford-ai-2021	1312	1131	|	|	CD
stanford-ai-2021	1312	1132	Chart	Chart	NNP
stanford-ai-2021	1312	1133	:	:	:
stanford-ai-2021	1312	1134	2021	2021	CD
stanford-ai-2021	1312	1135	AI	AI	NNP
stanford-ai-2021	1312	1136	Index	Index	NNP
stanford-ai-2021	1312	1137	Report	Report	NNP
stanford-ai-2021	1312	1138	Figure	Figure	NNP
stanford-ai-2021	1312	1139	1.5.5a	1.5.5a	NNP
stanford-ai-2021	1312	1140	Figure	figure	NN
stanford-ai-2021	1312	1141	1.5.5b	1.5.5b	CD
stanford-ai-2021	1312	1142	AI	AI	NNP
stanford-ai-2021	1312	1143	Conference	Conference	NNP
stanford-ai-2021	1312	1144	Publications	Publications	NNP
stanford-ai-2021	1312	1145	(	(	-LRB-
stanford-ai-2021	1312	1146	OECD	OECD	NNP
stanford-ai-2021	1312	1147	Definition	Definition	NNP
stanford-ai-2021	1312	1148	)	)	-RRB-
stanford-ai-2021	1312	1149	TA	TA	NNP
stanford-ai-2021	1312	1150	B	b	NN
stanford-ai-2021	1312	1151	L	l	NN
stanford-ai-2021	1312	1152	E	e	NN
stanford-ai-2021	1312	1153	O	o	NN
stanford-ai-2021	1312	1154	F	f	NN
stanford-ai-2021	1312	1155	C	c	NN
stanford-ai-2021	1312	1156	O	o	NN
stanford-ai-2021	1312	1157	N	n	NN
stanford-ai-2021	1312	1158	T	t	NN
stanford-ai-2021	1312	1159	E	e	NN
stanford-ai-2021	1312	1160	N	n	NN
stanford-ai-2021	1312	1161	T	t	NN
stanford-ai-2021	1312	1162	S	s	NN
stanford-ai-2021	1312	1163	1	1	CD
stanford-ai-2021	1312	1164	8	8	CD
stanford-ai-2021	1312	1165	8A	8A	NNP
stanford-ai-2021	1312	1166	P	p	NN
stanford-ai-2021	1312	1167	P	p	NN
stanford-ai-2021	1312	1168	E	e	NN
stanford-ai-2021	1312	1169	N	n	NN
stanford-ai-2021	1312	1170	D	d	NN
stanford-ai-2021	1312	1171	I	i	NN
stanford-ai-2021	1312	1172	X	X	NNP
stanford-ai-2021	1312	1173	Artificial	Artificial	NNP
stanford-ai-2021	1312	1174	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	1175	Index	Index	NNP
stanford-ai-2021	1312	1176	Report	Report	NNP
stanford-ai-2021	1312	1177	2021	2021	CD
stanford-ai-2021	1312	1178	C	c	NN
stanford-ai-2021	1312	1179	H	h	NN
stanford-ai-2021	1312	1180	A	a	NN
stanford-ai-2021	1312	1181	P	p	NN
stanford-ai-2021	1312	1182	T	t	NN
stanford-ai-2021	1312	1183	E	e	NN
stanford-ai-2021	1312	1184	R	r	NN
stanford-ai-2021	1312	1185	1	1	CD
stanford-ai-2021	1312	1186	:	:	:
stanford-ai-2021	1312	1187	R	r	NN
stanford-ai-2021	1312	1188	E	e	NN
stanford-ai-2021	1312	1189	S	s	NN
stanford-ai-2021	1312	1190	E	e	NN
stanford-ai-2021	1312	1191	A	a	NN
stanford-ai-2021	1312	1192	R	r	NN
stanford-ai-2021	1312	1193	C	c	NN
stanford-ai-2021	1312	1194	H	h	NN
stanford-ai-2021	1312	1195	&	&	CC
stanford-ai-2021	1312	1196	D	d	NN
stanford-ai-2021	1312	1197	E	e	NN
stanford-ai-2021	1312	1198	V	v	NN
stanford-ai-2021	1312	1199	E	e	NN
stanford-ai-2021	1312	1200	L	l	NN
stanford-ai-2021	1312	1201	O	o	NN
stanford-ai-2021	1312	1202	P	p	NN
stanford-ai-2021	1312	1203	M	m	NN
stanford-ai-2021	1312	1204	E	e	NN
stanford-ai-2021	1312	1205	N	n	NN
stanford-ai-2021	1312	1206	T	t	NN
stanford-ai-2021	1312	1207	A	a	NN
stanford-ai-2021	1312	1208	P	p	NN
stanford-ai-2021	1312	1209	P	p	NN
stanford-ai-2021	1312	1210	E	e	NN
stanford-ai-2021	1312	1211	N	n	NN
stanford-ai-2021	1312	1212	D	d	NN
stanford-ai-2021	1312	1213	I	i	NN
stanford-ai-2021	1312	1214	X	x	NN
stanford-ai-2021	1312	1215	20	20	CD
stanford-ai-2021	1312	1216	0	0	CD
stanford-ai-2021	1312	1217	0	0	CD
stanford-ai-2021	1312	1218	20	20	CD
stanford-ai-2021	1312	1219	0	0	CD
stanford-ai-2021	1312	1220	1	1	CD
stanford-ai-2021	1312	1221	20	20	CD
stanford-ai-2021	1312	1222	0	0	CD
stanford-ai-2021	1312	1223	2	2	CD
stanford-ai-2021	1312	1224	20	20	CD
stanford-ai-2021	1312	1225	0	0	CD
stanford-ai-2021	1312	1226	3	3	CD
stanford-ai-2021	1312	1227	20	20	CD
stanford-ai-2021	1312	1228	0	0	CD
stanford-ai-2021	1312	1229	4	4	CD
stanford-ai-2021	1312	1230	20	20	CD
stanford-ai-2021	1312	1231	0	0	CD
stanford-ai-2021	1312	1232	5	5	CD
stanford-ai-2021	1312	1233	20	20	CD
stanford-ai-2021	1312	1234	0	0	CD
stanford-ai-2021	1312	1235	6	6	CD
stanford-ai-2021	1312	1236	20	20	CD
stanford-ai-2021	1312	1237	0	0	CD
stanford-ai-2021	1312	1238	7	7	CD
stanford-ai-2021	1312	1239	20	20	CD
stanford-ai-2021	1312	1240	0	0	CD
stanford-ai-2021	1312	1241	8	8	CD
stanford-ai-2021	1312	1242	20	20	CD
stanford-ai-2021	1312	1243	0	0	CD
stanford-ai-2021	1312	1244	9	9	CD
stanford-ai-2021	1312	1245	20	20	CD
stanford-ai-2021	1312	1246	10	10	CD
stanford-ai-2021	1312	1247	20	20	CD
stanford-ai-2021	1312	1248	11	11	CD
stanford-ai-2021	1312	1249	20	20	CD
stanford-ai-2021	1312	1250	12	12	CD
stanford-ai-2021	1312	1251	20	20	CD
stanford-ai-2021	1312	1252	13	13	CD
stanford-ai-2021	1312	1253	20	20	CD
stanford-ai-2021	1312	1254	14	14	CD
stanford-ai-2021	1312	1255	20	20	CD
stanford-ai-2021	1312	1256	15	15	CD
stanford-ai-2021	1312	1257	20	20	CD
stanford-ai-2021	1312	1258	16	16	CD
stanford-ai-2021	1312	1259	20	20	CD
stanford-ai-2021	1312	1260	17	17	CD
stanford-ai-2021	1312	1261	20	20	CD
stanford-ai-2021	1312	1262	18	18	CD
stanford-ai-2021	1312	1263	20	20	CD
stanford-ai-2021	1312	1264	19	19	CD
stanford-ai-2021	1312	1265	20	20	CD
stanford-ai-2021	1312	1266	20	20	CD
stanford-ai-2021	1312	1267	20	20	CD
stanford-ai-2021	1312	1268	21	21	CD
stanford-ai-2021	1312	1269	20	20	CD
stanford-ai-2021	1312	1270	22	22	CD
stanford-ai-2021	1312	1271	20	20	CD
stanford-ai-2021	1312	1272	23	23	CD
stanford-ai-2021	1312	1273	20	20	CD
stanford-ai-2021	1312	1274	24	24	CD
stanford-ai-2021	1312	1275	20	20	CD
stanford-ai-2021	1312	1276	25	25	CD
stanford-ai-2021	1312	1277	0	0	CD
stanford-ai-2021	1312	1278	%	%	NN
stanford-ai-2021	1312	1279	10	10	CD
stanford-ai-2021	1312	1280	%	%	NN
stanford-ai-2021	1312	1281	20	20	CD
stanford-ai-2021	1312	1282	%	%	NN
stanford-ai-2021	1312	1283	30	30	CD
stanford-ai-2021	1312	1284	%	%	NN
stanford-ai-2021	1312	1285	40	40	CD
stanford-ai-2021	1312	1286	%	%	NN
stanford-ai-2021	1312	1287	A	a	DT
stanford-ai-2021	1312	1288	I	i	NN
stanford-ai-2021	1312	1289	C	c	NN
stanford-ai-2021	1312	1290	o	o	NN
stanford-ai-2021	1312	1291	n	n	NN
stanford-ai-2021	1312	1292	fe	fe	FW
stanford-ai-2021	1312	1293	re	re	NN
stanford-ai-2021	1312	1294	n	n	CC
stanford-ai-2021	1312	1295	ce	ce	NNP
stanford-ai-2021	1312	1296	P	p	NN
stanford-ai-2021	1312	1297	u	u	NN
stanford-ai-2021	1312	1298	b	b	NN
stanford-ai-2021	1312	1299	lic	lic	NN
stanford-ai-2021	1312	1300	at	at	IN
stanford-ai-2021	1312	1301	io	io	NNP
stanford-ai-2021	1312	1302	n	n	NNP
stanford-ai-2021	1312	1303	s	s	NNP
stanford-ai-2021	1312	1304	(	(	-LRB-
stanford-ai-2021	1312	1305	%	%	NN
stanford-ai-2021	1312	1306	o	o	NN
stanford-ai-2021	1312	1307	f	f	NN
stanford-ai-2021	1312	1308	W	w	NN
stanford-ai-2021	1312	1309	o	o	NNP
stanford-ai-2021	1312	1310	rl	rl	NN
stanford-ai-2021	1312	1311	d	d	NN
stanford-ai-2021	1312	1312	T	t	NN
stanford-ai-2021	1312	1313	o	o	NN
stanford-ai-2021	1312	1314	ta	ta	NNP
stanford-ai-2021	1312	1315	l	l	NN
stanford-ai-2021	1312	1316	)	)	-RRB-
stanford-ai-2021	1312	1317	0.4	0.4	CD
stanford-ai-2021	1312	1318	%	%	NN
stanford-ai-2021	1312	1319	Sub	Sub	NNP
stanford-ai-2021	1312	1320	-	-	HYPH
stanford-ai-2021	1312	1321	Saharan	Saharan	NNP
stanford-ai-2021	1312	1322	Africa	Africa	NNP
stanford-ai-2021	1312	1323	2.4	2.4	CD
stanford-ai-2021	1312	1324	%	%	NN
stanford-ai-2021	1312	1325	Middle	Middle	NNP
stanford-ai-2021	1312	1326	East	East	NNP
stanford-ai-2021	1312	1327	&	&	CC
stanford-ai-2021	1312	1328	North	North	NNP
stanford-ai-2021	1312	1329	Africa	Africa	NNP
stanford-ai-2021	1312	1330	1.8	1.8	CD
stanford-ai-2021	1312	1331	%	%	NN
stanford-ai-2021	1312	1332	Latin	Latin	NNP
stanford-ai-2021	1312	1333	America	America	NNP
stanford-ai-2021	1312	1334	&	&	CC
stanford-ai-2021	1312	1335	Caribbean	Caribbean	NNP
stanford-ai-2021	1312	1336	20.0	20.0	CD
stanford-ai-2021	1312	1337	%	%	NN
stanford-ai-2021	1312	1338	Europe	Europe	NNP
stanford-ai-2021	1312	1339	&	&	CC
stanford-ai-2021	1312	1340	Central	Central	NNP
stanford-ai-2021	1312	1341	Asia	Asia	NNP
stanford-ai-2021	1312	1342	5.0	5.0	CD
stanford-ai-2021	1312	1343	%	%	NN
stanford-ai-2021	1312	1344	South	South	NNP
stanford-ai-2021	1312	1345	Asia	Asia	NNP
stanford-ai-2021	1312	1346	21.2	21.2	CD
stanford-ai-2021	1312	1347	%	%	NN
stanford-ai-2021	1312	1348	North	North	NNP
stanford-ai-2021	1312	1349	America	America	NNP
stanford-ai-2021	1312	1350	26.5	26.5	CD
stanford-ai-2021	1312	1351	%	%	NN
stanford-ai-2021	1312	1352	East	East	NNP
stanford-ai-2021	1312	1353	Asia	Asia	NNP
stanford-ai-2021	1312	1354	&	&	CC
stanford-ai-2021	1312	1355	Pacific	Pacific	NNP
stanford-ai-2021	1312	1356	OECD	OECD	NNP
stanford-ai-2021	1312	1357	DEFINITION	DEFINITION	NNP
stanford-ai-2021	1312	1358	:	:	:
stanford-ai-2021	1312	1359	AI	AI	NNP
stanford-ai-2021	1312	1360	CONFERENCE	conference	NN
stanford-ai-2021	1312	1361	PUBLICATION	publication	NN
stanford-ai-2021	1312	1362	(	(	-LRB-
stanford-ai-2021	1312	1363	%	%	NN
stanford-ai-2021	1312	1364	of	of	IN
stanford-ai-2021	1312	1365	WORLD	WORLD	NNP
stanford-ai-2021	1312	1366	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	1367	)	)	-RRB-
stanford-ai-2021	1312	1368	by	by	IN
stanford-ai-2021	1312	1369	REGION	region	NN
stanford-ai-2021	1312	1370	,	,	,
stanford-ai-2021	1312	1371	2000	2000	CD
stanford-ai-2021	1312	1372	-	-	SYM
stanford-ai-2021	1312	1373	20	20	CD
stanford-ai-2021	1312	1374	Source	source	NN
stanford-ai-2021	1312	1375	:	:	:
stanford-ai-2021	1312	1376	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1377	Academic	Academic	NNP
stanford-ai-2021	1312	1378	Graph	Graph	NNP
stanford-ai-2021	1312	1379	,	,	,
stanford-ai-2021	1312	1380	2020	2020	CD
stanford-ai-2021	1312	1381	|	|	CD
stanford-ai-2021	1312	1382	Chart	Chart	NNP
stanford-ai-2021	1312	1383	:	:	:
stanford-ai-2021	1312	1384	2021	2021	CD
stanford-ai-2021	1312	1385	AI	AI	NNP
stanford-ai-2021	1312	1386	Index	Index	NNP
stanford-ai-2021	1312	1387	Report	Report	NNP
stanford-ai-2021	1312	1388	20	20	CD
stanford-ai-2021	1312	1389	0	0	CD
stanford-ai-2021	1312	1390	0	0	CD
stanford-ai-2021	1312	1391	20	20	CD
stanford-ai-2021	1312	1392	0	0	CD
stanford-ai-2021	1312	1393	1	1	CD
stanford-ai-2021	1312	1394	20	20	CD
stanford-ai-2021	1312	1395	0	0	CD
stanford-ai-2021	1312	1396	2	2	CD
stanford-ai-2021	1312	1397	20	20	CD
stanford-ai-2021	1312	1398	0	0	CD
stanford-ai-2021	1312	1399	3	3	CD
stanford-ai-2021	1312	1400	20	20	CD
stanford-ai-2021	1312	1401	0	0	CD
stanford-ai-2021	1312	1402	4	4	CD
stanford-ai-2021	1312	1403	20	20	CD
stanford-ai-2021	1312	1404	0	0	CD
stanford-ai-2021	1312	1405	5	5	CD
stanford-ai-2021	1312	1406	20	20	CD
stanford-ai-2021	1312	1407	0	0	CD
stanford-ai-2021	1312	1408	6	6	CD
stanford-ai-2021	1312	1409	20	20	CD
stanford-ai-2021	1312	1410	0	0	CD
stanford-ai-2021	1312	1411	7	7	CD
stanford-ai-2021	1312	1412	20	20	CD
stanford-ai-2021	1312	1413	0	0	CD
stanford-ai-2021	1312	1414	8	8	CD
stanford-ai-2021	1312	1415	20	20	CD
stanford-ai-2021	1312	1416	0	0	CD
stanford-ai-2021	1312	1417	9	9	CD
stanford-ai-2021	1312	1418	20	20	CD
stanford-ai-2021	1312	1419	10	10	CD
stanford-ai-2021	1312	1420	20	20	CD
stanford-ai-2021	1312	1421	11	11	CD
stanford-ai-2021	1312	1422	20	20	CD
stanford-ai-2021	1312	1423	12	12	CD
stanford-ai-2021	1312	1424	20	20	CD
stanford-ai-2021	1312	1425	13	13	CD
stanford-ai-2021	1312	1426	20	20	CD
stanford-ai-2021	1312	1427	14	14	CD
stanford-ai-2021	1312	1428	20	20	CD
stanford-ai-2021	1312	1429	15	15	CD
stanford-ai-2021	1312	1430	20	20	CD
stanford-ai-2021	1312	1431	16	16	CD
stanford-ai-2021	1312	1432	20	20	CD
stanford-ai-2021	1312	1433	17	17	CD
stanford-ai-2021	1312	1434	20	20	CD
stanford-ai-2021	1312	1435	18	18	CD
stanford-ai-2021	1312	1436	20	20	CD
stanford-ai-2021	1312	1437	19	19	CD
stanford-ai-2021	1312	1438	20	20	CD
stanford-ai-2021	1312	1439	20	20	CD
stanford-ai-2021	1312	1440	0	0	CD
stanford-ai-2021	1312	1441	%	%	NN
stanford-ai-2021	1312	1442	5	5	CD
stanford-ai-2021	1312	1443	%	%	NN
stanford-ai-2021	1312	1444	10	10	CD
stanford-ai-2021	1312	1445	%	%	NN
stanford-ai-2021	1312	1446	15	15	CD
stanford-ai-2021	1312	1447	%	%	NN
stanford-ai-2021	1312	1448	20	20	CD
stanford-ai-2021	1312	1449	%	%	NN
stanford-ai-2021	1312	1450	25	25	CD
stanford-ai-2021	1312	1451	%	%	NN
stanford-ai-2021	1312	1452	A	a	DT
stanford-ai-2021	1312	1453	I	i	NN
stanford-ai-2021	1312	1454	C	c	NN
stanford-ai-2021	1312	1455	o	o	NN
stanford-ai-2021	1312	1456	n	n	NN
stanford-ai-2021	1312	1457	fe	fe	FW
stanford-ai-2021	1312	1458	re	re	NN
stanford-ai-2021	1312	1459	n	n	CC
stanford-ai-2021	1312	1460	ce	ce	NNP
stanford-ai-2021	1312	1461	P	p	NN
stanford-ai-2021	1312	1462	u	u	NN
stanford-ai-2021	1312	1463	b	b	NN
stanford-ai-2021	1312	1464	lic	lic	NN
stanford-ai-2021	1312	1465	at	at	IN
stanford-ai-2021	1312	1466	io	io	NNP
stanford-ai-2021	1312	1467	n	n	NNP
stanford-ai-2021	1312	1468	s	s	NNP
stanford-ai-2021	1312	1469	(	(	-LRB-
stanford-ai-2021	1312	1470	%	%	NN
stanford-ai-2021	1312	1471	o	o	NN
stanford-ai-2021	1312	1472	f	f	NN
stanford-ai-2021	1312	1473	W	w	NN
stanford-ai-2021	1312	1474	o	o	NNP
stanford-ai-2021	1312	1475	rl	rl	NN
stanford-ai-2021	1312	1476	d	d	NN
stanford-ai-2021	1312	1477	T	t	NN
stanford-ai-2021	1312	1478	o	o	NN
stanford-ai-2021	1312	1479	ta	ta	NNP
stanford-ai-2021	1312	1480	l	l	NN
stanford-ai-2021	1312	1481	)	)	-RRB-
stanford-ai-2021	1312	1482	15.0	15.0	CD
stanford-ai-2021	1312	1483	%	%	NN
stanford-ai-2021	1312	1484	China	China	NNP
stanford-ai-2021	1312	1485	18.9	18.9	CD
stanford-ai-2021	1312	1486	%	%	NN
stanford-ai-2021	1312	1487	US	US	NNP
stanford-ai-2021	1312	1488	14.2	14.2	CD
stanford-ai-2021	1312	1489	%	%	NN
stanford-ai-2021	1312	1490	EU	EU	NNP
stanford-ai-2021	1312	1491	OECD	OECD	NNP
stanford-ai-2021	1312	1492	DEFINITION	definition	NN
stanford-ai-2021	1312	1493	:	:	:
stanford-ai-2021	1312	1494	AI	AI	NNP
stanford-ai-2021	1312	1495	CONFERENCE	conference	NN
stanford-ai-2021	1312	1496	PUBLICATION	publication	NN
stanford-ai-2021	1312	1497	(	(	-LRB-
stanford-ai-2021	1312	1498	%	%	NN
stanford-ai-2021	1312	1499	of	of	IN
stanford-ai-2021	1312	1500	WORLD	WORLD	NNP
stanford-ai-2021	1312	1501	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	1502	)	)	-RRB-
stanford-ai-2021	1312	1503	by	by	IN
stanford-ai-2021	1312	1504	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	1505	AREA	AREA	NNP
stanford-ai-2021	1312	1506	,	,	,
stanford-ai-2021	1312	1507	2000	2000	CD
stanford-ai-2021	1312	1508	-	-	SYM
stanford-ai-2021	1312	1509	20	20	CD
stanford-ai-2021	1312	1510	Source	source	NN
stanford-ai-2021	1312	1511	:	:	:
stanford-ai-2021	1312	1512	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1513	Academic	Academic	NNP
stanford-ai-2021	1312	1514	Graph	Graph	NNP
stanford-ai-2021	1312	1515	,	,	,
stanford-ai-2021	1312	1516	2020	2020	CD
stanford-ai-2021	1312	1517	|	|	CD
stanford-ai-2021	1312	1518	Chart	Chart	NNP
stanford-ai-2021	1312	1519	:	:	:
stanford-ai-2021	1312	1520	2021	2021	CD
stanford-ai-2021	1312	1521	AI	AI	NNP
stanford-ai-2021	1312	1522	Index	Index	NNP
stanford-ai-2021	1312	1523	Report	Report	NNP
stanford-ai-2021	1312	1524	Figure	Figure	NNP
stanford-ai-2021	1312	1525	1.5.6	1.5.6	CD
stanford-ai-2021	1312	1526	Figure	figure	NN
stanford-ai-2021	1312	1527	1.5.7	1.5.7	CD
stanford-ai-2021	1312	1528	TA	ta	NN
stanford-ai-2021	1312	1529	B	b	NN
stanford-ai-2021	1312	1530	L	l	NN
stanford-ai-2021	1312	1531	E	e	NN
stanford-ai-2021	1312	1532	O	o	NN
stanford-ai-2021	1312	1533	F	f	NN
stanford-ai-2021	1312	1534	C	c	NN
stanford-ai-2021	1312	1535	O	o	NN
stanford-ai-2021	1312	1536	N	n	NN
stanford-ai-2021	1312	1537	T	t	NN
stanford-ai-2021	1312	1538	E	e	NN
stanford-ai-2021	1312	1539	N	n	NN
stanford-ai-2021	1312	1540	T	t	NN
stanford-ai-2021	1312	1541	S	s	NN
stanford-ai-2021	1312	1542	1	1	CD
stanford-ai-2021	1312	1543	8	8	CD
stanford-ai-2021	1312	1544	9A	9a	NN
stanford-ai-2021	1312	1545	P	p	NN
stanford-ai-2021	1312	1546	P	p	NN
stanford-ai-2021	1312	1547	E	e	NN
stanford-ai-2021	1312	1548	N	n	NN
stanford-ai-2021	1312	1549	D	d	NN
stanford-ai-2021	1312	1550	I	i	NN
stanford-ai-2021	1312	1551	X	X	NNP
stanford-ai-2021	1312	1552	Artificial	Artificial	NNP
stanford-ai-2021	1312	1553	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	1554	Index	Index	NNP
stanford-ai-2021	1312	1555	Report	Report	NNP
stanford-ai-2021	1312	1556	2021	2021	CD
stanford-ai-2021	1312	1557	C	c	NN
stanford-ai-2021	1312	1558	H	h	NN
stanford-ai-2021	1312	1559	A	a	NN
stanford-ai-2021	1312	1560	P	p	NN
stanford-ai-2021	1312	1561	T	t	NN
stanford-ai-2021	1312	1562	E	e	NN
stanford-ai-2021	1312	1563	R	r	NN
stanford-ai-2021	1312	1564	1	1	CD
stanford-ai-2021	1312	1565	:	:	:
stanford-ai-2021	1312	1566	R	r	NN
stanford-ai-2021	1312	1567	E	e	NN
stanford-ai-2021	1312	1568	S	s	NN
stanford-ai-2021	1312	1569	E	e	NN
stanford-ai-2021	1312	1570	A	a	NN
stanford-ai-2021	1312	1571	R	r	NN
stanford-ai-2021	1312	1572	C	c	NN
stanford-ai-2021	1312	1573	H	h	NN
stanford-ai-2021	1312	1574	&	&	CC
stanford-ai-2021	1312	1575	D	d	NN
stanford-ai-2021	1312	1576	E	e	NN
stanford-ai-2021	1312	1577	V	v	NN
stanford-ai-2021	1312	1578	E	e	NN
stanford-ai-2021	1312	1579	L	l	NN
stanford-ai-2021	1312	1580	O	o	NN
stanford-ai-2021	1312	1581	P	p	NN
stanford-ai-2021	1312	1582	M	m	NN
stanford-ai-2021	1312	1583	E	e	NN
stanford-ai-2021	1312	1584	N	n	NN
stanford-ai-2021	1312	1585	T	t	NN
stanford-ai-2021	1312	1586	A	a	NN
stanford-ai-2021	1312	1587	P	p	NN
stanford-ai-2021	1312	1588	P	p	NN
stanford-ai-2021	1312	1589	E	e	NN
stanford-ai-2021	1312	1590	N	n	NN
stanford-ai-2021	1312	1591	D	d	NN
stanford-ai-2021	1312	1592	I	i	NN
stanford-ai-2021	1312	1593	X	x	NN
stanford-ai-2021	1312	1594	20	20	CD
stanford-ai-2021	1312	1595	0	0	CD
stanford-ai-2021	1312	1596	0	0	CD
stanford-ai-2021	1312	1597	20	20	CD
stanford-ai-2021	1312	1598	0	0	CD
stanford-ai-2021	1312	1599	1	1	CD
stanford-ai-2021	1312	1600	20	20	CD
stanford-ai-2021	1312	1601	0	0	CD
stanford-ai-2021	1312	1602	2	2	CD
stanford-ai-2021	1312	1603	20	20	CD
stanford-ai-2021	1312	1604	0	0	CD
stanford-ai-2021	1312	1605	3	3	CD
stanford-ai-2021	1312	1606	20	20	CD
stanford-ai-2021	1312	1607	0	0	CD
stanford-ai-2021	1312	1608	4	4	CD
stanford-ai-2021	1312	1609	20	20	CD
stanford-ai-2021	1312	1610	0	0	CD
stanford-ai-2021	1312	1611	5	5	CD
stanford-ai-2021	1312	1612	20	20	CD
stanford-ai-2021	1312	1613	0	0	CD
stanford-ai-2021	1312	1614	6	6	CD
stanford-ai-2021	1312	1615	20	20	CD
stanford-ai-2021	1312	1616	0	0	CD
stanford-ai-2021	1312	1617	7	7	CD
stanford-ai-2021	1312	1618	20	20	CD
stanford-ai-2021	1312	1619	0	0	CD
stanford-ai-2021	1312	1620	8	8	CD
stanford-ai-2021	1312	1621	20	20	CD
stanford-ai-2021	1312	1622	0	0	CD
stanford-ai-2021	1312	1623	9	9	CD
stanford-ai-2021	1312	1624	20	20	CD
stanford-ai-2021	1312	1625	10	10	CD
stanford-ai-2021	1312	1626	20	20	CD
stanford-ai-2021	1312	1627	11	11	CD
stanford-ai-2021	1312	1628	20	20	CD
stanford-ai-2021	1312	1629	12	12	CD
stanford-ai-2021	1312	1630	20	20	CD
stanford-ai-2021	1312	1631	13	13	CD
stanford-ai-2021	1312	1632	20	20	CD
stanford-ai-2021	1312	1633	14	14	CD
stanford-ai-2021	1312	1634	20	20	CD
stanford-ai-2021	1312	1635	15	15	CD
stanford-ai-2021	1312	1636	20	20	CD
stanford-ai-2021	1312	1637	16	16	CD
stanford-ai-2021	1312	1638	20	20	CD
stanford-ai-2021	1312	1639	17	17	CD
stanford-ai-2021	1312	1640	20	20	CD
stanford-ai-2021	1312	1641	18	18	CD
stanford-ai-2021	1312	1642	20	20	CD
stanford-ai-2021	1312	1643	19	19	CD
stanford-ai-2021	1312	1644	20	20	CD
stanford-ai-2021	1312	1645	20	20	CD
stanford-ai-2021	1312	1646	0	0	CD
stanford-ai-2021	1312	1647	%	%	NN
stanford-ai-2021	1312	1648	5	5	CD
stanford-ai-2021	1312	1649	%	%	NN
stanford-ai-2021	1312	1650	10	10	CD
stanford-ai-2021	1312	1651	%	%	NN
stanford-ai-2021	1312	1652	15	15	CD
stanford-ai-2021	1312	1653	%	%	NN
stanford-ai-2021	1312	1654	A	a	NN
stanford-ai-2021	1312	1655	I	i	NN
stanford-ai-2021	1312	1656	C	c	NN
stanford-ai-2021	1312	1657	o	o	NN
stanford-ai-2021	1312	1658	n	n	NN
stanford-ai-2021	1312	1659	fe	fe	FW
stanford-ai-2021	1312	1660	re	re	NN
stanford-ai-2021	1312	1661	n	n	CC
stanford-ai-2021	1312	1662	ce	ce	NNP
stanford-ai-2021	1312	1663	C	C	NNP
stanford-ai-2021	1312	1664	it	-PRON-	PRP
stanford-ai-2021	1312	1665	at	at	IN
stanford-ai-2021	1312	1666	io	io	NNP
stanford-ai-2021	1312	1667	n	n	NNP
stanford-ai-2021	1312	1668	(	(	-LRB-
stanford-ai-2021	1312	1669	%	%	NN
stanford-ai-2021	1312	1670	o	o	NN
stanford-ai-2021	1312	1671	f	f	NN
stanford-ai-2021	1312	1672	W	w	NN
stanford-ai-2021	1312	1673	o	o	NNP
stanford-ai-2021	1312	1674	rl	rl	NN
stanford-ai-2021	1312	1675	d	d	NN
stanford-ai-2021	1312	1676	T	t	NN
stanford-ai-2021	1312	1677	o	o	NN
stanford-ai-2021	1312	1678	ta	ta	NNP
stanford-ai-2021	1312	1679	l	l	NN
stanford-ai-2021	1312	1680	)	)	-RRB-
stanford-ai-2021	1312	1681	4.2	4.2	CD
stanford-ai-2021	1312	1682	%	%	NN
stanford-ai-2021	1312	1683	China	China	NNP
stanford-ai-2021	1312	1684	14.3	14.3	CD
stanford-ai-2021	1312	1685	%	%	NN
stanford-ai-2021	1312	1686	US	US	NNP
stanford-ai-2021	1312	1687	4.2	4.2	CD
stanford-ai-2021	1312	1688	%	%	NN
stanford-ai-2021	1312	1689	EU	EU	NNP
stanford-ai-2021	1312	1690	OECD	OECD	NNP
stanford-ai-2021	1312	1691	DEFINITION	definition	NN
stanford-ai-2021	1312	1692	:	:	:
stanford-ai-2021	1312	1693	AI	AI	NNP
stanford-ai-2021	1312	1694	CONFERENCE	conference	NN
stanford-ai-2021	1312	1695	CITATION	citation	NN
stanford-ai-2021	1312	1696	(	(	-LRB-
stanford-ai-2021	1312	1697	%	%	NN
stanford-ai-2021	1312	1698	of	of	IN
stanford-ai-2021	1312	1699	WORLD	WORLD	NNP
stanford-ai-2021	1312	1700	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	1701	)	)	-RRB-
stanford-ai-2021	1312	1702	by	by	IN
stanford-ai-2021	1312	1703	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	1704	AREA	AREA	NNP
stanford-ai-2021	1312	1705	,	,	,
stanford-ai-2021	1312	1706	2000	2000	CD
stanford-ai-2021	1312	1707	-	-	SYM
stanford-ai-2021	1312	1708	20	20	CD
stanford-ai-2021	1312	1709	Source	source	NN
stanford-ai-2021	1312	1710	:	:	:
stanford-ai-2021	1312	1711	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1712	Academic	Academic	NNP
stanford-ai-2021	1312	1713	Graph	Graph	NNP
stanford-ai-2021	1312	1714	,	,	,
stanford-ai-2021	1312	1715	2020	2020	CD
stanford-ai-2021	1312	1716	|	|	CD
stanford-ai-2021	1312	1717	Chart	Chart	NNP
stanford-ai-2021	1312	1718	:	:	:
stanford-ai-2021	1312	1719	2021	2021	CD
stanford-ai-2021	1312	1720	AI	AI	NNP
stanford-ai-2021	1312	1721	Index	Index	NNP
stanford-ai-2021	1312	1722	Report	Report	NNP
stanford-ai-2021	1312	1723	20	20	CD
stanford-ai-2021	1312	1724	0	0	CD
stanford-ai-2021	1312	1725	0	0	CD
stanford-ai-2021	1312	1726	20	20	CD
stanford-ai-2021	1312	1727	0	0	CD
stanford-ai-2021	1312	1728	1	1	CD
stanford-ai-2021	1312	1729	20	20	CD
stanford-ai-2021	1312	1730	0	0	CD
stanford-ai-2021	1312	1731	2	2	CD
stanford-ai-2021	1312	1732	20	20	CD
stanford-ai-2021	1312	1733	0	0	CD
stanford-ai-2021	1312	1734	3	3	CD
stanford-ai-2021	1312	1735	20	20	CD
stanford-ai-2021	1312	1736	0	0	CD
stanford-ai-2021	1312	1737	4	4	CD
stanford-ai-2021	1312	1738	20	20	CD
stanford-ai-2021	1312	1739	0	0	CD
stanford-ai-2021	1312	1740	5	5	CD
stanford-ai-2021	1312	1741	20	20	CD
stanford-ai-2021	1312	1742	0	0	CD
stanford-ai-2021	1312	1743	6	6	CD
stanford-ai-2021	1312	1744	20	20	CD
stanford-ai-2021	1312	1745	0	0	CD
stanford-ai-2021	1312	1746	7	7	CD
stanford-ai-2021	1312	1747	20	20	CD
stanford-ai-2021	1312	1748	0	0	CD
stanford-ai-2021	1312	1749	8	8	CD
stanford-ai-2021	1312	1750	20	20	CD
stanford-ai-2021	1312	1751	0	0	CD
stanford-ai-2021	1312	1752	9	9	CD
stanford-ai-2021	1312	1753	20	20	CD
stanford-ai-2021	1312	1754	10	10	CD
stanford-ai-2021	1312	1755	20	20	CD
stanford-ai-2021	1312	1756	11	11	CD
stanford-ai-2021	1312	1757	20	20	CD
stanford-ai-2021	1312	1758	12	12	CD
stanford-ai-2021	1312	1759	20	20	CD
stanford-ai-2021	1312	1760	13	13	CD
stanford-ai-2021	1312	1761	20	20	CD
stanford-ai-2021	1312	1762	14	14	CD
stanford-ai-2021	1312	1763	20	20	CD
stanford-ai-2021	1312	1764	15	15	CD
stanford-ai-2021	1312	1765	20	20	CD
stanford-ai-2021	1312	1766	16	16	CD
stanford-ai-2021	1312	1767	20	20	CD
stanford-ai-2021	1312	1768	17	17	CD
stanford-ai-2021	1312	1769	20	20	CD
stanford-ai-2021	1312	1770	18	18	CD
stanford-ai-2021	1312	1771	20	20	CD
stanford-ai-2021	1312	1772	19	19	CD
stanford-ai-2021	1312	1773	20	20	CD
stanford-ai-2021	1312	1774	20	20	CD
stanford-ai-2021	1312	1775	0	0	CD
stanford-ai-2021	1312	1776	50	50	CD
stanford-ai-2021	1312	1777	100	100	CD
stanford-ai-2021	1312	1778	150	150	CD
stanford-ai-2021	1312	1779	200	200	CD
stanford-ai-2021	1312	1780	N	n	CD
stanford-ai-2021	1312	1781	u	u	NNP
stanford-ai-2021	1312	1782	m	m	NNP
stanford-ai-2021	1312	1783	b	b	NNP
stanford-ai-2021	1312	1784	e	e	NNP
stanford-ai-2021	1312	1785	r	r	NN
stanford-ai-2021	1312	1786	o	o	NN
stanford-ai-2021	1312	1787	f	f	NN
stanford-ai-2021	1312	1788	A	a	NN
stanford-ai-2021	1312	1789	I	i	NN
stanford-ai-2021	1312	1790	P	p	NN
stanford-ai-2021	1312	1791	at	at	IN
stanford-ai-2021	1312	1792	e	e	NN
stanford-ai-2021	1312	1793	n	n	CC
stanford-ai-2021	1312	1794	t	t	NNP
stanford-ai-2021	1312	1795	P	p	NN
stanford-ai-2021	1312	1796	u	u	NN
stanford-ai-2021	1312	1797	b	b	NN
stanford-ai-2021	1312	1798	lic	lic	NN
stanford-ai-2021	1312	1799	at	at	IN
stanford-ai-2021	1312	1800	io	io	NNP
stanford-ai-2021	1312	1801	n	n	NNP
stanford-ai-2021	1312	1802	s	s	NNP
stanford-ai-2021	1312	1803	(	(	-LRB-
stanford-ai-2021	1312	1804	i	i	NNP
stanford-ai-2021	1312	1805	n	n	CC
stanford-ai-2021	1312	1806	T	T	NNP
stanford-ai-2021	1312	1807	h	h	NNP
stanford-ai-2021	1312	1808	o	o	NN
stanford-ai-2021	1312	1809	u	u	NN
stanford-ai-2021	1312	1810	sa	sa	NNP
stanford-ai-2021	1312	1811	n	n	NNP
stanford-ai-2021	1312	1812	d	d	NNP
stanford-ai-2021	1312	1813	s	s	NNP
stanford-ai-2021	1312	1814	)	)	-RRB-
stanford-ai-2021	1312	1815	OECD	OECD	NNP
stanford-ai-2021	1312	1816	DEFINITION	definition	NN
stanford-ai-2021	1312	1817	:	:	:
stanford-ai-2021	1312	1818	NUMBER	number	NN
stanford-ai-2021	1312	1819	of	of	IN
stanford-ai-2021	1312	1820	AI	AI	NNP
stanford-ai-2021	1312	1821	PATENT	patent	NN
stanford-ai-2021	1312	1822	PUBLICATIONS	PUBLICATIONS	NNP
stanford-ai-2021	1312	1823	,	,	,
stanford-ai-2021	1312	1824	2000	2000	CD
stanford-ai-2021	1312	1825	-	-	SYM
stanford-ai-2021	1312	1826	20	20	CD
stanford-ai-2021	1312	1827	Source	source	NN
stanford-ai-2021	1312	1828	:	:	:
stanford-ai-2021	1312	1829	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	1830	Academic	Academic	NNP
stanford-ai-2021	1312	1831	Graph	Graph	NNP
stanford-ai-2021	1312	1832	,	,	,
stanford-ai-2021	1312	1833	2020	2020	CD
stanford-ai-2021	1312	1834	|	|	CD
stanford-ai-2021	1312	1835	Chart	Chart	NNP
stanford-ai-2021	1312	1836	:	:	:
stanford-ai-2021	1312	1837	2021	2021	CD
stanford-ai-2021	1312	1838	AI	AI	NNP
stanford-ai-2021	1312	1839	Index	Index	NNP
stanford-ai-2021	1312	1840	Report	Report	NNP
stanford-ai-2021	1312	1841	Figure	Figure	NNP
stanford-ai-2021	1312	1842	1.5.8	1.5.8	NNP
stanford-ai-2021	1312	1843	Figure	figure	NN
stanford-ai-2021	1312	1844	1.5.9a	1.5.9a	NN
stanford-ai-2021	1312	1845	AI	AI	NNP
stanford-ai-2021	1312	1846	Patent	patent	NN
stanford-ai-2021	1312	1847	Publications	Publications	NNPS
stanford-ai-2021	1312	1848	(	(	-LRB-
stanford-ai-2021	1312	1849	OECD	OECD	NNP
stanford-ai-2021	1312	1850	Definition	Definition	NNP
stanford-ai-2021	1312	1851	)	)	-RRB-
stanford-ai-2021	1312	1852	TA	TA	NNP
stanford-ai-2021	1312	1853	B	b	NN
stanford-ai-2021	1312	1854	L	l	NN
stanford-ai-2021	1312	1855	E	e	NN
stanford-ai-2021	1312	1856	O	o	NN
stanford-ai-2021	1312	1857	F	f	NN
stanford-ai-2021	1312	1858	C	c	NN
stanford-ai-2021	1312	1859	O	o	NN
stanford-ai-2021	1312	1860	N	n	NN
stanford-ai-2021	1312	1861	T	t	NN
stanford-ai-2021	1312	1862	E	e	NN
stanford-ai-2021	1312	1863	N	n	NN
stanford-ai-2021	1312	1864	T	t	NN
stanford-ai-2021	1312	1865	S	s	NN
stanford-ai-2021	1312	1866	1	1	CD
stanford-ai-2021	1312	1867	9	9	CD
stanford-ai-2021	1312	1868	0A	0a	NN
stanford-ai-2021	1312	1869	P	p	NN
stanford-ai-2021	1312	1870	P	p	NN
stanford-ai-2021	1312	1871	E	e	NN
stanford-ai-2021	1312	1872	N	n	NN
stanford-ai-2021	1312	1873	D	d	NN
stanford-ai-2021	1312	1874	I	i	NN
stanford-ai-2021	1312	1875	X	X	NNP
stanford-ai-2021	1312	1876	Artificial	Artificial	NNP
stanford-ai-2021	1312	1877	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	1878	Index	Index	NNP
stanford-ai-2021	1312	1879	Report	Report	NNP
stanford-ai-2021	1312	1880	2021	2021	CD
stanford-ai-2021	1312	1881	C	c	NN
stanford-ai-2021	1312	1882	H	h	NN
stanford-ai-2021	1312	1883	A	a	NN
stanford-ai-2021	1312	1884	P	p	NN
stanford-ai-2021	1312	1885	T	t	NN
stanford-ai-2021	1312	1886	E	e	NN
stanford-ai-2021	1312	1887	R	r	NN
stanford-ai-2021	1312	1888	1	1	CD
stanford-ai-2021	1312	1889	:	:	:
stanford-ai-2021	1312	1890	R	r	NN
stanford-ai-2021	1312	1891	E	e	NN
stanford-ai-2021	1312	1892	S	s	NN
stanford-ai-2021	1312	1893	E	e	NN
stanford-ai-2021	1312	1894	A	a	NN
stanford-ai-2021	1312	1895	R	r	NN
stanford-ai-2021	1312	1896	C	c	NN
stanford-ai-2021	1312	1897	H	h	NN
stanford-ai-2021	1312	1898	&	&	CC
stanford-ai-2021	1312	1899	D	d	NN
stanford-ai-2021	1312	1900	E	e	NN
stanford-ai-2021	1312	1901	V	v	NN
stanford-ai-2021	1312	1902	E	e	NN
stanford-ai-2021	1312	1903	L	l	NN
stanford-ai-2021	1312	1904	O	o	NN
stanford-ai-2021	1312	1905	P	p	NN
stanford-ai-2021	1312	1906	M	m	NN
stanford-ai-2021	1312	1907	E	e	NN
stanford-ai-2021	1312	1908	N	n	NN
stanford-ai-2021	1312	1909	T	t	NN
stanford-ai-2021	1312	1910	A	a	NN
stanford-ai-2021	1312	1911	P	p	NN
stanford-ai-2021	1312	1912	P	p	NN
stanford-ai-2021	1312	1913	E	e	NN
stanford-ai-2021	1312	1914	N	n	NN
stanford-ai-2021	1312	1915	D	d	NN
stanford-ai-2021	1312	1916	I	i	NN
stanford-ai-2021	1312	1917	X	x	NN
stanford-ai-2021	1312	1918	20	20	CD
stanford-ai-2021	1312	1919	0	0	CD
stanford-ai-2021	1312	1920	0	0	CD
stanford-ai-2021	1312	1921	20	20	CD
stanford-ai-2021	1312	1922	0	0	CD
stanford-ai-2021	1312	1923	1	1	CD
stanford-ai-2021	1312	1924	20	20	CD
stanford-ai-2021	1312	1925	0	0	CD
stanford-ai-2021	1312	1926	2	2	CD
stanford-ai-2021	1312	1927	20	20	CD
stanford-ai-2021	1312	1928	0	0	CD
stanford-ai-2021	1312	1929	3	3	CD
stanford-ai-2021	1312	1930	20	20	CD
stanford-ai-2021	1312	1931	0	0	CD
stanford-ai-2021	1312	1932	4	4	CD
stanford-ai-2021	1312	1933	20	20	CD
stanford-ai-2021	1312	1934	0	0	CD
stanford-ai-2021	1312	1935	5	5	CD
stanford-ai-2021	1312	1936	20	20	CD
stanford-ai-2021	1312	1937	0	0	CD
stanford-ai-2021	1312	1938	6	6	CD
stanford-ai-2021	1312	1939	20	20	CD
stanford-ai-2021	1312	1940	0	0	CD
stanford-ai-2021	1312	1941	7	7	CD
stanford-ai-2021	1312	1942	20	20	CD
stanford-ai-2021	1312	1943	0	0	CD
stanford-ai-2021	1312	1944	8	8	CD
stanford-ai-2021	1312	1945	20	20	CD
stanford-ai-2021	1312	1946	0	0	CD
stanford-ai-2021	1312	1947	9	9	CD
stanford-ai-2021	1312	1948	20	20	CD
stanford-ai-2021	1312	1949	10	10	CD
stanford-ai-2021	1312	1950	20	20	CD
stanford-ai-2021	1312	1951	11	11	CD
stanford-ai-2021	1312	1952	20	20	CD
stanford-ai-2021	1312	1953	12	12	CD
stanford-ai-2021	1312	1954	20	20	CD
stanford-ai-2021	1312	1955	13	13	CD
stanford-ai-2021	1312	1956	20	20	CD
stanford-ai-2021	1312	1957	14	14	CD
stanford-ai-2021	1312	1958	20	20	CD
stanford-ai-2021	1312	1959	15	15	CD
stanford-ai-2021	1312	1960	20	20	CD
stanford-ai-2021	1312	1961	16	16	CD
stanford-ai-2021	1312	1962	20	20	CD
stanford-ai-2021	1312	1963	17	17	CD
stanford-ai-2021	1312	1964	20	20	CD
stanford-ai-2021	1312	1965	18	18	CD
stanford-ai-2021	1312	1966	20	20	CD
stanford-ai-2021	1312	1967	19	19	CD
stanford-ai-2021	1312	1968	20	20	CD
stanford-ai-2021	1312	1969	20	20	CD
stanford-ai-2021	1312	1970	2	2	CD
stanford-ai-2021	1312	1971	%	%	NN
stanford-ai-2021	1312	1972	3	3	CD
stanford-ai-2021	1312	1973	%	%	NN
stanford-ai-2021	1312	1974	4	4	CD
stanford-ai-2021	1312	1975	%	%	NN
stanford-ai-2021	1312	1976	5	5	CD
stanford-ai-2021	1312	1977	%	%	NN
stanford-ai-2021	1312	1978	A	a	NN
stanford-ai-2021	1312	1979	I	i	NN
stanford-ai-2021	1312	1980	P	p	NN
stanford-ai-2021	1312	1981	at	at	IN
stanford-ai-2021	1312	1982	en	en	IN
stanford-ai-2021	1312	1983	t	t	NN
stanford-ai-2021	1312	1984	P	p	NN
stanford-ai-2021	1312	1985	u	u	NN
stanford-ai-2021	1312	1986	b	b	NN
stanford-ai-2021	1312	1987	lic	lic	NN
stanford-ai-2021	1312	1988	at	at	IN
stanford-ai-2021	1312	1989	io	io	NNP
stanford-ai-2021	1312	1990	n	n	NNP
stanford-ai-2021	1312	1991	s	s	NNP
stanford-ai-2021	1312	1992	(	(	-LRB-
stanford-ai-2021	1312	1993	%	%	NN
stanford-ai-2021	1312	1994	o	o	NN
stanford-ai-2021	1312	1995	f	f	NN
stanford-ai-2021	1312	1996	A	a	NN
stanford-ai-2021	1312	1997	ll	will	NN
stanford-ai-2021	1312	1998	P	p	NN
stanford-ai-2021	1312	1999	u	u	NN
stanford-ai-2021	1312	2000	b	b	NN
stanford-ai-2021	1312	2001	lic	lic	NN
stanford-ai-2021	1312	2002	at	at	IN
stanford-ai-2021	1312	2003	io	io	NNP
stanford-ai-2021	1312	2004	n	n	NNP
stanford-ai-2021	1312	2005	s	s	NNP
stanford-ai-2021	1312	2006	)	)	-RRB-
stanford-ai-2021	1312	2007	4.6	4.6	CD
stanford-ai-2021	1312	2008	%	%	NN
stanford-ai-2021	1312	2009	OECD	OECD	NNP
stanford-ai-2021	1312	2010	DEFINITION	definition	NN
stanford-ai-2021	1312	2011	:	:	:
stanford-ai-2021	1312	2012	AI	ai	NN
stanford-ai-2021	1312	2013	PATENT	patent	NN
stanford-ai-2021	1312	2014	PUBLICATIONS	publications	NN
stanford-ai-2021	1312	2015	(	(	-LRB-
stanford-ai-2021	1312	2016	%	%	NN
stanford-ai-2021	1312	2017	of	of	IN
stanford-ai-2021	1312	2018	ALL	all	DT
stanford-ai-2021	1312	2019	PATENT	patent	NN
stanford-ai-2021	1312	2020	PUBLICATIONS	publication	NNS
stanford-ai-2021	1312	2021	)	)	-RRB-
stanford-ai-2021	1312	2022	,	,	,
stanford-ai-2021	1312	2023	2000	2000	CD
stanford-ai-2021	1312	2024	-	-	SYM
stanford-ai-2021	1312	2025	20	20	CD
stanford-ai-2021	1312	2026	Source	source	NN
stanford-ai-2021	1312	2027	:	:	:
stanford-ai-2021	1312	2028	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	2029	Academic	Academic	NNP
stanford-ai-2021	1312	2030	Graph	Graph	NNP
stanford-ai-2021	1312	2031	,	,	,
stanford-ai-2021	1312	2032	2020	2020	CD
stanford-ai-2021	1312	2033	|	|	CD
stanford-ai-2021	1312	2034	Chart	Chart	NNP
stanford-ai-2021	1312	2035	:	:	:
stanford-ai-2021	1312	2036	2021	2021	CD
stanford-ai-2021	1312	2037	AI	AI	NNP
stanford-ai-2021	1312	2038	Index	Index	NNP
stanford-ai-2021	1312	2039	Report	Report	NNP
stanford-ai-2021	1312	2040	20	20	CD
stanford-ai-2021	1312	2041	0	0	CD
stanford-ai-2021	1312	2042	0	0	CD
stanford-ai-2021	1312	2043	20	20	CD
stanford-ai-2021	1312	2044	0	0	CD
stanford-ai-2021	1312	2045	1	1	CD
stanford-ai-2021	1312	2046	20	20	CD
stanford-ai-2021	1312	2047	0	0	CD
stanford-ai-2021	1312	2048	2	2	CD
stanford-ai-2021	1312	2049	20	20	CD
stanford-ai-2021	1312	2050	0	0	CD
stanford-ai-2021	1312	2051	3	3	CD
stanford-ai-2021	1312	2052	20	20	CD
stanford-ai-2021	1312	2053	0	0	CD
stanford-ai-2021	1312	2054	4	4	CD
stanford-ai-2021	1312	2055	20	20	CD
stanford-ai-2021	1312	2056	0	0	CD
stanford-ai-2021	1312	2057	5	5	CD
stanford-ai-2021	1312	2058	20	20	CD
stanford-ai-2021	1312	2059	0	0	CD
stanford-ai-2021	1312	2060	6	6	CD
stanford-ai-2021	1312	2061	20	20	CD
stanford-ai-2021	1312	2062	0	0	CD
stanford-ai-2021	1312	2063	7	7	CD
stanford-ai-2021	1312	2064	20	20	CD
stanford-ai-2021	1312	2065	0	0	CD
stanford-ai-2021	1312	2066	8	8	CD
stanford-ai-2021	1312	2067	20	20	CD
stanford-ai-2021	1312	2068	0	0	CD
stanford-ai-2021	1312	2069	9	9	CD
stanford-ai-2021	1312	2070	20	20	CD
stanford-ai-2021	1312	2071	10	10	CD
stanford-ai-2021	1312	2072	20	20	CD
stanford-ai-2021	1312	2073	11	11	CD
stanford-ai-2021	1312	2074	20	20	CD
stanford-ai-2021	1312	2075	12	12	CD
stanford-ai-2021	1312	2076	20	20	CD
stanford-ai-2021	1312	2077	13	13	CD
stanford-ai-2021	1312	2078	20	20	CD
stanford-ai-2021	1312	2079	14	14	CD
stanford-ai-2021	1312	2080	20	20	CD
stanford-ai-2021	1312	2081	15	15	CD
stanford-ai-2021	1312	2082	20	20	CD
stanford-ai-2021	1312	2083	16	16	CD
stanford-ai-2021	1312	2084	20	20	CD
stanford-ai-2021	1312	2085	17	17	CD
stanford-ai-2021	1312	2086	20	20	CD
stanford-ai-2021	1312	2087	18	18	CD
stanford-ai-2021	1312	2088	20	20	CD
stanford-ai-2021	1312	2089	19	19	CD
stanford-ai-2021	1312	2090	20	20	CD
stanford-ai-2021	1312	2091	20	20	CD
stanford-ai-2021	1312	2092	20	20	CD
stanford-ai-2021	1312	2093	21	21	CD
stanford-ai-2021	1312	2094	20	20	CD
stanford-ai-2021	1312	2095	22	22	CD
stanford-ai-2021	1312	2096	20	20	CD
stanford-ai-2021	1312	2097	23	23	CD
stanford-ai-2021	1312	2098	20	20	CD
stanford-ai-2021	1312	2099	24	24	CD
stanford-ai-2021	1312	2100	0	0	CD
stanford-ai-2021	1312	2101	%	%	NN
stanford-ai-2021	1312	2102	2	2	CD
stanford-ai-2021	1312	2103	%	%	NN
stanford-ai-2021	1312	2104	4	4	CD
stanford-ai-2021	1312	2105	%	%	NN
stanford-ai-2021	1312	2106	6	6	CD
stanford-ai-2021	1312	2107	%	%	NN
stanford-ai-2021	1312	2108	8	8	CD
stanford-ai-2021	1312	2109	%	%	NN
stanford-ai-2021	1312	2110	10	10	CD
stanford-ai-2021	1312	2111	%	%	NN
stanford-ai-2021	1312	2112	A	a	DT
stanford-ai-2021	1312	2113	I	i	NN
stanford-ai-2021	1312	2114	P	p	NN
stanford-ai-2021	1312	2115	at	at	IN
stanford-ai-2021	1312	2116	en	en	IN
stanford-ai-2021	1312	2117	t	t	NN
stanford-ai-2021	1312	2118	P	p	NN
stanford-ai-2021	1312	2119	u	u	NN
stanford-ai-2021	1312	2120	b	b	NN
stanford-ai-2021	1312	2121	lic	lic	NN
stanford-ai-2021	1312	2122	at	at	IN
stanford-ai-2021	1312	2123	io	io	NNP
stanford-ai-2021	1312	2124	n	n	NNP
stanford-ai-2021	1312	2125	s	s	NNP
stanford-ai-2021	1312	2126	(	(	-LRB-
stanford-ai-2021	1312	2127	%	%	NN
stanford-ai-2021	1312	2128	o	o	NN
stanford-ai-2021	1312	2129	f	f	NN
stanford-ai-2021	1312	2130	W	w	NN
stanford-ai-2021	1312	2131	o	o	NNP
stanford-ai-2021	1312	2132	rl	rl	NN
stanford-ai-2021	1312	2133	d	d	NN
stanford-ai-2021	1312	2134	T	t	NN
stanford-ai-2021	1312	2135	o	o	NN
stanford-ai-2021	1312	2136	ta	ta	NNP
stanford-ai-2021	1312	2137	l	l	NN
stanford-ai-2021	1312	2138	)	)	-RRB-
stanford-ai-2021	1312	2139	0.0	0.0	CD
stanford-ai-2021	1312	2140	%	%	NN
stanford-ai-2021	1312	2141	Sub	Sub	NNP
stanford-ai-2021	1312	2142	-	-	HYPH
stanford-ai-2021	1312	2143	Saharan	Saharan	NNP
stanford-ai-2021	1312	2144	Africa	Africa	NNP
stanford-ai-2021	1312	2145	0.1	0.1	CD
stanford-ai-2021	1312	2146	%	%	NN
stanford-ai-2021	1312	2147	South	South	NNP
stanford-ai-2021	1312	2148	Asia	Asia	NNP
stanford-ai-2021	1312	2149	0.1	0.1	CD
stanford-ai-2021	1312	2150	%	%	NN
stanford-ai-2021	1312	2151	Middle	Middle	NNP
stanford-ai-2021	1312	2152	East	East	NNP
stanford-ai-2021	1312	2153	&	&	CC
stanford-ai-2021	1312	2154	North	North	NNP
stanford-ai-2021	1312	2155	Africa	Africa	NNP
stanford-ai-2021	1312	2156	3.3	3.3	CD
stanford-ai-2021	1312	2157	%	%	NN
stanford-ai-2021	1312	2158	North	North	NNP
stanford-ai-2021	1312	2159	America	America	NNP
stanford-ai-2021	1312	2160	0.0	0.0	CD
stanford-ai-2021	1312	2161	%	%	NN
stanford-ai-2021	1312	2162	Latin	Latin	NNP
stanford-ai-2021	1312	2163	America	America	NNP
stanford-ai-2021	1312	2164	&	&	CC
stanford-ai-2021	1312	2165	Caribbean	Caribbean	NNP
stanford-ai-2021	1312	2166	1.4	1.4	CD
stanford-ai-2021	1312	2167	%	%	NN
stanford-ai-2021	1312	2168	Europe	Europe	NNP
stanford-ai-2021	1312	2169	&	&	CC
stanford-ai-2021	1312	2170	Central	Central	NNP
stanford-ai-2021	1312	2171	Asia	Asia	NNP
stanford-ai-2021	1312	2172	2.1	2.1	CD
stanford-ai-2021	1312	2173	%	%	NN
stanford-ai-2021	1312	2174	East	East	NNP
stanford-ai-2021	1312	2175	Asia	Asia	NNP
stanford-ai-2021	1312	2176	&	&	CC
stanford-ai-2021	1312	2177	Pacific	Pacific	NNP
stanford-ai-2021	1312	2178	OECD	OECD	NNP
stanford-ai-2021	1312	2179	DEFINITION	DEFINITION	NNP
stanford-ai-2021	1312	2180	:	:	:
stanford-ai-2021	1312	2181	AI	AI	NNP
stanford-ai-2021	1312	2182	PATENT	patent	NN
stanford-ai-2021	1312	2183	PUBLICATION	publication	NN
stanford-ai-2021	1312	2184	(	(	-LRB-
stanford-ai-2021	1312	2185	%	%	NN
stanford-ai-2021	1312	2186	of	of	IN
stanford-ai-2021	1312	2187	WORLD	WORLD	NNP
stanford-ai-2021	1312	2188	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	2189	)	)	-RRB-
stanford-ai-2021	1312	2190	by	by	IN
stanford-ai-2021	1312	2191	REGION	region	NN
stanford-ai-2021	1312	2192	,	,	,
stanford-ai-2021	1312	2193	2000	2000	CD
stanford-ai-2021	1312	2194	-	-	SYM
stanford-ai-2021	1312	2195	20	20	CD
stanford-ai-2021	1312	2196	Source	source	NN
stanford-ai-2021	1312	2197	:	:	:
stanford-ai-2021	1312	2198	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	2199	Academic	Academic	NNP
stanford-ai-2021	1312	2200	Graph	Graph	NNP
stanford-ai-2021	1312	2201	,	,	,
stanford-ai-2021	1312	2202	2020	2020	CD
stanford-ai-2021	1312	2203	|	|	CD
stanford-ai-2021	1312	2204	Chart	Chart	NNP
stanford-ai-2021	1312	2205	:	:	:
stanford-ai-2021	1312	2206	2021	2021	CD
stanford-ai-2021	1312	2207	AI	AI	NNP
stanford-ai-2021	1312	2208	Index	Index	NNP
stanford-ai-2021	1312	2209	Report	Report	NNP
stanford-ai-2021	1312	2210	Figure	Figure	NNP
stanford-ai-2021	1312	2211	1.5.9b	1.5.9b	NNP
stanford-ai-2021	1312	2212	Figure	figure	NN
stanford-ai-2021	1312	2213	1.5.10	1.5.10	CD
stanford-ai-2021	1312	2214	TA	TA	NNP
stanford-ai-2021	1312	2215	B	b	NN
stanford-ai-2021	1312	2216	L	l	NN
stanford-ai-2021	1312	2217	E	e	NN
stanford-ai-2021	1312	2218	O	o	NN
stanford-ai-2021	1312	2219	F	f	NN
stanford-ai-2021	1312	2220	C	c	NN
stanford-ai-2021	1312	2221	O	o	NN
stanford-ai-2021	1312	2222	N	n	NN
stanford-ai-2021	1312	2223	T	t	NN
stanford-ai-2021	1312	2224	E	e	NN
stanford-ai-2021	1312	2225	N	n	NN
stanford-ai-2021	1312	2226	T	t	NN
stanford-ai-2021	1312	2227	S	s	NN
stanford-ai-2021	1312	2228	1	1	CD
stanford-ai-2021	1312	2229	91A	91A	NNP
stanford-ai-2021	1312	2230	P	p	NN
stanford-ai-2021	1312	2231	P	p	NN
stanford-ai-2021	1312	2232	E	e	NN
stanford-ai-2021	1312	2233	N	n	NN
stanford-ai-2021	1312	2234	D	d	NN
stanford-ai-2021	1312	2235	I	i	NN
stanford-ai-2021	1312	2236	X	X	NNP
stanford-ai-2021	1312	2237	Artificial	Artificial	NNP
stanford-ai-2021	1312	2238	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	2239	Index	Index	NNP
stanford-ai-2021	1312	2240	Report	Report	NNP
stanford-ai-2021	1312	2241	2021	2021	CD
stanford-ai-2021	1312	2242	C	c	NN
stanford-ai-2021	1312	2243	H	h	NN
stanford-ai-2021	1312	2244	A	a	NN
stanford-ai-2021	1312	2245	P	p	NN
stanford-ai-2021	1312	2246	T	t	NN
stanford-ai-2021	1312	2247	E	e	NN
stanford-ai-2021	1312	2248	R	r	NN
stanford-ai-2021	1312	2249	1	1	CD
stanford-ai-2021	1312	2250	:	:	:
stanford-ai-2021	1312	2251	R	r	NN
stanford-ai-2021	1312	2252	E	e	NN
stanford-ai-2021	1312	2253	S	s	NN
stanford-ai-2021	1312	2254	E	e	NN
stanford-ai-2021	1312	2255	A	a	NN
stanford-ai-2021	1312	2256	R	r	NN
stanford-ai-2021	1312	2257	C	c	NN
stanford-ai-2021	1312	2258	H	h	NN
stanford-ai-2021	1312	2259	&	&	CC
stanford-ai-2021	1312	2260	D	d	NN
stanford-ai-2021	1312	2261	E	e	NN
stanford-ai-2021	1312	2262	V	v	NN
stanford-ai-2021	1312	2263	E	e	NN
stanford-ai-2021	1312	2264	L	l	NN
stanford-ai-2021	1312	2265	O	o	NN
stanford-ai-2021	1312	2266	P	p	NN
stanford-ai-2021	1312	2267	M	m	NN
stanford-ai-2021	1312	2268	E	e	NN
stanford-ai-2021	1312	2269	N	n	NN
stanford-ai-2021	1312	2270	T	t	NN
stanford-ai-2021	1312	2271	A	a	NN
stanford-ai-2021	1312	2272	P	p	NN
stanford-ai-2021	1312	2273	P	p	NN
stanford-ai-2021	1312	2274	E	e	NN
stanford-ai-2021	1312	2275	N	n	NN
stanford-ai-2021	1312	2276	D	d	NN
stanford-ai-2021	1312	2277	I	i	NN
stanford-ai-2021	1312	2278	X	x	NN
stanford-ai-2021	1312	2279	20	20	CD
stanford-ai-2021	1312	2280	0	0	CD
stanford-ai-2021	1312	2281	0	0	CD
stanford-ai-2021	1312	2282	20	20	CD
stanford-ai-2021	1312	2283	0	0	CD
stanford-ai-2021	1312	2284	1	1	CD
stanford-ai-2021	1312	2285	20	20	CD
stanford-ai-2021	1312	2286	0	0	CD
stanford-ai-2021	1312	2287	2	2	CD
stanford-ai-2021	1312	2288	20	20	CD
stanford-ai-2021	1312	2289	0	0	CD
stanford-ai-2021	1312	2290	3	3	CD
stanford-ai-2021	1312	2291	20	20	CD
stanford-ai-2021	1312	2292	0	0	CD
stanford-ai-2021	1312	2293	4	4	CD
stanford-ai-2021	1312	2294	20	20	CD
stanford-ai-2021	1312	2295	0	0	CD
stanford-ai-2021	1312	2296	5	5	CD
stanford-ai-2021	1312	2297	20	20	CD
stanford-ai-2021	1312	2298	0	0	CD
stanford-ai-2021	1312	2299	6	6	CD
stanford-ai-2021	1312	2300	20	20	CD
stanford-ai-2021	1312	2301	0	0	CD
stanford-ai-2021	1312	2302	7	7	CD
stanford-ai-2021	1312	2303	20	20	CD
stanford-ai-2021	1312	2304	0	0	CD
stanford-ai-2021	1312	2305	8	8	CD
stanford-ai-2021	1312	2306	20	20	CD
stanford-ai-2021	1312	2307	0	0	CD
stanford-ai-2021	1312	2308	9	9	CD
stanford-ai-2021	1312	2309	20	20	CD
stanford-ai-2021	1312	2310	10	10	CD
stanford-ai-2021	1312	2311	20	20	CD
stanford-ai-2021	1312	2312	11	11	CD
stanford-ai-2021	1312	2313	20	20	CD
stanford-ai-2021	1312	2314	12	12	CD
stanford-ai-2021	1312	2315	20	20	CD
stanford-ai-2021	1312	2316	13	13	CD
stanford-ai-2021	1312	2317	20	20	CD
stanford-ai-2021	1312	2318	14	14	CD
stanford-ai-2021	1312	2319	20	20	CD
stanford-ai-2021	1312	2320	15	15	CD
stanford-ai-2021	1312	2321	20	20	CD
stanford-ai-2021	1312	2322	16	16	CD
stanford-ai-2021	1312	2323	20	20	CD
stanford-ai-2021	1312	2324	17	17	CD
stanford-ai-2021	1312	2325	20	20	CD
stanford-ai-2021	1312	2326	18	18	CD
stanford-ai-2021	1312	2327	20	20	CD
stanford-ai-2021	1312	2328	19	19	CD
stanford-ai-2021	1312	2329	20	20	CD
stanford-ai-2021	1312	2330	20	20	CD
stanford-ai-2021	1312	2331	0	0	CD
stanford-ai-2021	1312	2332	%	%	NN
stanford-ai-2021	1312	2333	2	2	CD
stanford-ai-2021	1312	2334	%	%	NN
stanford-ai-2021	1312	2335	4	4	CD
stanford-ai-2021	1312	2336	%	%	NN
stanford-ai-2021	1312	2337	6	6	CD
stanford-ai-2021	1312	2338	%	%	NN
stanford-ai-2021	1312	2339	8	8	CD
stanford-ai-2021	1312	2340	%	%	NN
stanford-ai-2021	1312	2341	10	10	CD
stanford-ai-2021	1312	2342	%	%	NN
stanford-ai-2021	1312	2343	A	a	DT
stanford-ai-2021	1312	2344	I	i	NN
stanford-ai-2021	1312	2345	P	p	NN
stanford-ai-2021	1312	2346	at	at	IN
stanford-ai-2021	1312	2347	en	en	IN
stanford-ai-2021	1312	2348	t	t	NN
stanford-ai-2021	1312	2349	P	p	NN
stanford-ai-2021	1312	2350	u	u	NN
stanford-ai-2021	1312	2351	b	b	NN
stanford-ai-2021	1312	2352	lic	lic	NN
stanford-ai-2021	1312	2353	at	at	IN
stanford-ai-2021	1312	2354	io	io	NNP
stanford-ai-2021	1312	2355	n	n	NNP
stanford-ai-2021	1312	2356	s	s	NNP
stanford-ai-2021	1312	2357	(	(	-LRB-
stanford-ai-2021	1312	2358	%	%	NN
stanford-ai-2021	1312	2359	o	o	NN
stanford-ai-2021	1312	2360	f	f	NN
stanford-ai-2021	1312	2361	W	w	NN
stanford-ai-2021	1312	2362	o	o	NNP
stanford-ai-2021	1312	2363	rl	rl	NN
stanford-ai-2021	1312	2364	d	d	NN
stanford-ai-2021	1312	2365	T	t	NN
stanford-ai-2021	1312	2366	o	o	NN
stanford-ai-2021	1312	2367	ta	ta	NNP
stanford-ai-2021	1312	2368	l	l	NN
stanford-ai-2021	1312	2369	)	)	-RRB-
stanford-ai-2021	1312	2370	3.2	3.2	CD
stanford-ai-2021	1312	2371	%	%	NN
stanford-ai-2021	1312	2372	US	US	NNP
stanford-ai-2021	1312	2373	1.0	1.0	CD
stanford-ai-2021	1312	2374	%	%	NN
stanford-ai-2021	1312	2375	EU	EU	NNP
stanford-ai-2021	1312	2376	0.4	0.4	CD
stanford-ai-2021	1312	2377	%	%	NN
stanford-ai-2021	1312	2378	China	China	NNP
stanford-ai-2021	1312	2379	OECD	OECD	NNP
stanford-ai-2021	1312	2380	DEFINITION	definition	NN
stanford-ai-2021	1312	2381	:	:	:
stanford-ai-2021	1312	2382	AI	ai	NN
stanford-ai-2021	1312	2383	PATENT	patent	NN
stanford-ai-2021	1312	2384	PUBLICATIONS	publications	NN
stanford-ai-2021	1312	2385	(	(	-LRB-
stanford-ai-2021	1312	2386	%	%	NN
stanford-ai-2021	1312	2387	of	of	IN
stanford-ai-2021	1312	2388	WORLD	WORLD	NNP
stanford-ai-2021	1312	2389	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	2390	)	)	-RRB-
stanford-ai-2021	1312	2391	by	by	IN
stanford-ai-2021	1312	2392	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	2393	AREA	AREA	NNP
stanford-ai-2021	1312	2394	,	,	,
stanford-ai-2021	1312	2395	2000	2000	CD
stanford-ai-2021	1312	2396	-	-	SYM
stanford-ai-2021	1312	2397	20	20	CD
stanford-ai-2021	1312	2398	Source	source	NN
stanford-ai-2021	1312	2399	:	:	:
stanford-ai-2021	1312	2400	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	2401	Academic	Academic	NNP
stanford-ai-2021	1312	2402	Graph	Graph	NNP
stanford-ai-2021	1312	2403	,	,	,
stanford-ai-2021	1312	2404	2020	2020	CD
stanford-ai-2021	1312	2405	|	|	CD
stanford-ai-2021	1312	2406	Chart	Chart	NNP
stanford-ai-2021	1312	2407	:	:	:
stanford-ai-2021	1312	2408	2021	2021	CD
stanford-ai-2021	1312	2409	AI	AI	NNP
stanford-ai-2021	1312	2410	Index	Index	NNP
stanford-ai-2021	1312	2411	Report	Report	NNP
stanford-ai-2021	1312	2412	20	20	CD
stanford-ai-2021	1312	2413	0	0	CD
stanford-ai-2021	1312	2414	0	0	CD
stanford-ai-2021	1312	2415	20	20	CD
stanford-ai-2021	1312	2416	0	0	CD
stanford-ai-2021	1312	2417	1	1	CD
stanford-ai-2021	1312	2418	20	20	CD
stanford-ai-2021	1312	2419	0	0	CD
stanford-ai-2021	1312	2420	2	2	CD
stanford-ai-2021	1312	2421	20	20	CD
stanford-ai-2021	1312	2422	0	0	CD
stanford-ai-2021	1312	2423	3	3	CD
stanford-ai-2021	1312	2424	20	20	CD
stanford-ai-2021	1312	2425	0	0	CD
stanford-ai-2021	1312	2426	4	4	CD
stanford-ai-2021	1312	2427	20	20	CD
stanford-ai-2021	1312	2428	0	0	CD
stanford-ai-2021	1312	2429	5	5	CD
stanford-ai-2021	1312	2430	20	20	CD
stanford-ai-2021	1312	2431	0	0	CD
stanford-ai-2021	1312	2432	6	6	CD
stanford-ai-2021	1312	2433	20	20	CD
stanford-ai-2021	1312	2434	0	0	CD
stanford-ai-2021	1312	2435	7	7	CD
stanford-ai-2021	1312	2436	20	20	CD
stanford-ai-2021	1312	2437	0	0	CD
stanford-ai-2021	1312	2438	8	8	CD
stanford-ai-2021	1312	2439	20	20	CD
stanford-ai-2021	1312	2440	0	0	CD
stanford-ai-2021	1312	2441	9	9	CD
stanford-ai-2021	1312	2442	20	20	CD
stanford-ai-2021	1312	2443	10	10	CD
stanford-ai-2021	1312	2444	20	20	CD
stanford-ai-2021	1312	2445	11	11	CD
stanford-ai-2021	1312	2446	20	20	CD
stanford-ai-2021	1312	2447	12	12	CD
stanford-ai-2021	1312	2448	20	20	CD
stanford-ai-2021	1312	2449	13	13	CD
stanford-ai-2021	1312	2450	20	20	CD
stanford-ai-2021	1312	2451	14	14	CD
stanford-ai-2021	1312	2452	20	20	CD
stanford-ai-2021	1312	2453	15	15	CD
stanford-ai-2021	1312	2454	20	20	CD
stanford-ai-2021	1312	2455	16	16	CD
stanford-ai-2021	1312	2456	20	20	CD
stanford-ai-2021	1312	2457	17	17	CD
stanford-ai-2021	1312	2458	20	20	CD
stanford-ai-2021	1312	2459	18	18	CD
stanford-ai-2021	1312	2460	20	20	CD
stanford-ai-2021	1312	2461	19	19	CD
stanford-ai-2021	1312	2462	20	20	CD
stanford-ai-2021	1312	2463	20	20	CD
stanford-ai-2021	1312	2464	0	0	CD
stanford-ai-2021	1312	2465	%	%	NN
stanford-ai-2021	1312	2466	5	5	CD
stanford-ai-2021	1312	2467	%	%	NN
stanford-ai-2021	1312	2468	10	10	CD
stanford-ai-2021	1312	2469	%	%	NN
stanford-ai-2021	1312	2470	15	15	CD
stanford-ai-2021	1312	2471	%	%	NN
stanford-ai-2021	1312	2472	20	20	CD
stanford-ai-2021	1312	2473	%	%	NN
stanford-ai-2021	1312	2474	25	25	CD
stanford-ai-2021	1312	2475	%	%	NN
stanford-ai-2021	1312	2476	A	a	NN
stanford-ai-2021	1312	2477	I	i	NN
stanford-ai-2021	1312	2478	P	p	NN
stanford-ai-2021	1312	2479	at	at	IN
stanford-ai-2021	1312	2480	en	en	IN
stanford-ai-2021	1312	2481	t	t	NN
stanford-ai-2021	1312	2482	C	C	NNP
stanford-ai-2021	1312	2483	it	-PRON-	PRP
stanford-ai-2021	1312	2484	at	at	IN
stanford-ai-2021	1312	2485	io	io	NNP
stanford-ai-2021	1312	2486	n	n	NNP
stanford-ai-2021	1312	2487	(	(	-LRB-
stanford-ai-2021	1312	2488	%	%	NN
stanford-ai-2021	1312	2489	o	o	NN
stanford-ai-2021	1312	2490	f	f	NN
stanford-ai-2021	1312	2491	W	w	NN
stanford-ai-2021	1312	2492	o	o	NNP
stanford-ai-2021	1312	2493	rl	rl	NN
stanford-ai-2021	1312	2494	d	d	NN
stanford-ai-2021	1312	2495	T	t	NN
stanford-ai-2021	1312	2496	o	o	NN
stanford-ai-2021	1312	2497	ta	ta	NNP
stanford-ai-2021	1312	2498	l	l	NN
stanford-ai-2021	1312	2499	)	)	-RRB-
stanford-ai-2021	1312	2500	1.2	1.2	CD
stanford-ai-2021	1312	2501	%	%	NN
stanford-ai-2021	1312	2502	China	China	NNP
stanford-ai-2021	1312	2503	5.6	5.6	CD
stanford-ai-2021	1312	2504	%	%	NN
stanford-ai-2021	1312	2505	US	US	NNP
stanford-ai-2021	1312	2506	1.1	1.1	CD
stanford-ai-2021	1312	2507	%	%	NN
stanford-ai-2021	1312	2508	EU	EU	NNP
stanford-ai-2021	1312	2509	OECD	OECD	NNP
stanford-ai-2021	1312	2510	DEFINITION	definition	NN
stanford-ai-2021	1312	2511	:	:	:
stanford-ai-2021	1312	2512	AI	AI	NNP
stanford-ai-2021	1312	2513	PATENT	patent	NN
stanford-ai-2021	1312	2514	CITATION	CITATION	NNP
stanford-ai-2021	1312	2515	(	(	-LRB-
stanford-ai-2021	1312	2516	%	%	NN
stanford-ai-2021	1312	2517	of	of	IN
stanford-ai-2021	1312	2518	WORLD	WORLD	NNP
stanford-ai-2021	1312	2519	TOTAL	TOTAL	NNP
stanford-ai-2021	1312	2520	)	)	-RRB-
stanford-ai-2021	1312	2521	by	by	IN
stanford-ai-2021	1312	2522	GEOGRAPHIC	GEOGRAPHIC	NNP
stanford-ai-2021	1312	2523	AREA	AREA	NNP
stanford-ai-2021	1312	2524	,	,	,
stanford-ai-2021	1312	2525	2000	2000	CD
stanford-ai-2021	1312	2526	-	-	SYM
stanford-ai-2021	1312	2527	20	20	CD
stanford-ai-2021	1312	2528	Source	source	NN
stanford-ai-2021	1312	2529	:	:	:
stanford-ai-2021	1312	2530	Microsoft	Microsoft	NNP
stanford-ai-2021	1312	2531	Academic	Academic	NNP
stanford-ai-2021	1312	2532	Graph	Graph	NNP
stanford-ai-2021	1312	2533	,	,	,
stanford-ai-2021	1312	2534	2020	2020	CD
stanford-ai-2021	1312	2535	|	|	CD
stanford-ai-2021	1312	2536	Chart	Chart	NNP
stanford-ai-2021	1312	2537	:	:	:
stanford-ai-2021	1312	2538	2021	2021	CD
stanford-ai-2021	1312	2539	AI	AI	NNP
stanford-ai-2021	1312	2540	Index	Index	NNP
stanford-ai-2021	1312	2541	Report	Report	NNP
stanford-ai-2021	1312	2542	Figure	Figure	NNP
stanford-ai-2021	1312	2543	1.5.11	1.5.11	CD
stanford-ai-2021	1312	2544	Figure	figure	NN
stanford-ai-2021	1312	2545	1.5.12	1.5.12	CD
stanford-ai-2021	1312	2546	TA	TA	NNP
stanford-ai-2021	1312	2547	B	b	NN
stanford-ai-2021	1312	2548	L	l	NN
stanford-ai-2021	1312	2549	E	e	NN
stanford-ai-2021	1312	2550	O	o	NN
stanford-ai-2021	1312	2551	F	f	NN
stanford-ai-2021	1312	2552	C	c	NN
stanford-ai-2021	1312	2553	O	o	NN
stanford-ai-2021	1312	2554	N	n	NN
stanford-ai-2021	1312	2555	T	t	NN
stanford-ai-2021	1312	2556	E	e	NN
stanford-ai-2021	1312	2557	N	n	NN
stanford-ai-2021	1312	2558	T	t	NN
stanford-ai-2021	1312	2559	S	s	NN
stanford-ai-2021	1312	2560	1	1	CD
stanford-ai-2021	1312	2561	9	9	CD
stanford-ai-2021	1312	2562	2A	2a	NN
stanford-ai-2021	1312	2563	P	p	NN
stanford-ai-2021	1312	2564	P	p	NN
stanford-ai-2021	1312	2565	E	e	NN
stanford-ai-2021	1312	2566	N	n	NN
stanford-ai-2021	1312	2567	D	d	NN
stanford-ai-2021	1312	2568	I	i	NN
stanford-ai-2021	1312	2569	X	X	NNP
stanford-ai-2021	1312	2570	Artificial	Artificial	NNP
stanford-ai-2021	1312	2571	Intelligence	Intelligence	NNP
stanford-ai-2021	1312	2572	Index	Index	NNP
stanford-ai-2021	1312	2573	Report	Report	NNP
stanford-ai-2021	1312	2574	2021	2021	CD
stanford-ai-2021	1312	2575	C	c	NN
stanford-ai-2021	1312	2576	H	h	NN
stanford-ai-2021	1312	2577	A	a	NN
stanford-ai-2021	1312	2578	P	p	NN
stanford-ai-2021	1312	2579	T	t	NN
stanford-ai-2021	1312	2580	E	e	NN
stanford-ai-2021	1312	2581	R	r	NN
stanford-ai-2021	1312	2582	1	1	CD
stanford-ai-2021	1312	2583	:	:	:
stanford-ai-2021	1312	2584	R	r	NN
stanford-ai-2021	1312	2585	E	e	NN
stanford-ai-2021	1312	2586	S	s	NN
stanford-ai-2021	1312	2587	E	e	NN
stanford-ai-2021	1312	2588	A	a	NN
stanford-ai-2021	1312	2589	R	r	NN
stanford-ai-2021	1312	2590	C	c	NN
stanford-ai-2021	1312	2591	H	h	NN
stanford-ai-2021	1312	2592	&	&	CC
stanford-ai-2021	1312	2593	D	d	NN
stanford-ai-2021	1312	2594	E	e	NN
stanford-ai-2021	1312	2595	V	v	NN
stanford-ai-2021	1312	2596	E	e	NN
stanford-ai-2021	1312	2597	L	l	NN
stanford-ai-2021	1312	2598	O	o	NN
stanford-ai-2021	1312	2599	P	p	NN
stanford-ai-2021	1312	2600	M	m	NN
stanford-ai-2021	1312	2601	E	e	NN
stanford-ai-2021	1312	2602	N	n	NN
stanford-ai-2021	1312	2603	T	t	NN
stanford-ai-2021	1312	2604	A	a	NN
stanford-ai-2021	1312	2605	P	p	NN
stanford-ai-2021	1312	2606	P	p	NN
stanford-ai-2021	1312	2607	E	e	NN
stanford-ai-2021	1312	2608	N	n	NN
stanford-ai-2021	1312	2609	D	d	NN
stanford-ai-2021	1312	2610	I	i	NN
stanford-ai-2021	1312	2611	X	x	NN
stanford-ai-2021	1312	2612	PA	pa	NN
stanford-ai-2021	1312	2613	P	p	NN
stanford-ai-2021	1312	2614	E	e	NN
stanford-ai-2021	1312	2615	R	r	NN
stanford-ai-2021	1312	2616	S	s	NN
stanford-ai-2021	1312	2617	O	o	NN
stanford-ai-2021	1312	2618	N	n	NN
stanford-ai-2021	1312	2619	A	a	NN
stanford-ai-2021	1312	2620	R	r	NN
stanford-ai-2021	1312	2621	X	x	NN
stanford-ai-2021	1312	2622	I	i	NN
stanford-ai-2021	1312	2623	V	v	NN
stanford-ai-2021	1312	2624	Prepared	prepare	VBN
stanford-ai-2021	1312	2625	by	by	IN
stanford-ai-2021	1312	2626	Jim	Jim	NNP
stanford-ai-2021	1312	2627	Entwood	Entwood	NNP
stanford-ai-2021	1312	2628	and	and	CC
stanford-ai-2021	1312	2629	Eleonora	Eleonora	NNP
stanford-ai-2021	1312	2630	Presani	Presani	NNP
stanford-ai-2021	1312	2631	Source	Source	NNP
stanford-ai-2021	1312	2632	arXiv.org	arXiv.org	NNP
stanford-ai-2021	1312	2633	is	be	VBZ
stanford-ai-2021	1312	2634	an	an	DT
stanford-ai-2021	1312	2635	online	online	JJ
stanford-ai-2021	1312	2636	archive	archive	NN
stanford-ai-2021	1312	2637	of	of	IN
stanford-ai-2021	1312	2638	research	research	NN
stanford-ai-2021	1312	2639	articles	article	NNS
stanford-ai-2021	1312	2640	in	in	IN
stanford-ai-2021	1312	2641	the	the	DT
stanford-ai-2021	1312	2642	fields	field	NNS
stanford-ai-2021	1312	2643	of	of	IN
stanford-ai-2021	1312	2644	physics	physics	NN
stanford-ai-2021	1312	2645	,	,	,
stanford-ai-2021	1312	2646	mathematics	mathematic	NNS
stanford-ai-2021	1312	2647	,	,	,
stanford-ai-2021	1312	2648	computer	computer	NN
stanford-ai-2021	1312	2649	science	science	NN
stanford-ai-2021	1312	2650	,	,	,
stanford-ai-2021	1312	2651	quantitative	quantitative	JJ
stanford-ai-2021	1312	2652	biology	biology	NN
stanford-ai-2021	1312	2653	,	,	,
stanford-ai-2021	1312	2654	quantitative	quantitative	JJ
stanford-ai-2021	1312	2655	finance	finance	NN
stanford-ai-2021	1312	2656	,	,	,
stanford-ai-2021	1312	2657	statistics	statistic	NNS
stanford-ai-2021	1312	2658	,	,	,
stanford-ai-2021	1312	2659	electrical	electrical	JJ
stanford-ai-2021	1312	2660	engineering	engineering	NN
stanford-ai-2021	1312	2661	and	and	CC
stanford-ai-2021	1312	2662	systems	system	NNS
stanford-ai-2021	1312	2663	science	science	NN
stanford-ai-2021	1312	2664	,	,	,
stanford-ai-2021	1312	2665	and	and	CC
stanford-ai-2021	1312	2666	economics	economic	NNS
stanford-ai-2021	1312	2667	.	.	.
stanford-ai-2021	1313	1	arXiv	arXiv	NNP
stanford-ai-2021	1313	2	is	be	VBZ
stanford-ai-2021	1313	3	owned	own	VBN
stanford-ai-2021	1313	4	and	and	CC
stanford-ai-2021	1313	5	operated	operate	VBN
stanford-ai-2021	1313	6	by	by	IN
stanford-ai-2021	1313	7	Cornell	Cornell	NNP
stanford-ai-2021	1313	8	University	University	NNP
stanford-ai-2021	1313	9	.	.	.
stanford-ai-2021	1314	1	See	see	VB
stanford-ai-2021	1314	2	more	more	JJR
stanford-ai-2021	1314	3	information	information	NN
stanford-ai-2021	1314	4	on	on	IN
stanford-ai-2021	1314	5	arXiv.org	arXiv.org	NNP
stanford-ai-2021	1314	6	.	.	.
stanford-ai-2021	1315	1	Methodology	Methodology	NNP
stanford-ai-2021	1315	2	Raw	raw	JJ
stanford-ai-2021	1315	3	data	datum	NNS
stanford-ai-2021	1315	4	for	for	IN
stanford-ai-2021	1315	5	our	-PRON-	PRP$
stanford-ai-2021	1315	6	analysis	analysis	NN
stanford-ai-2021	1315	7	was	be	VBD
stanford-ai-2021	1315	8	provided	provide	VBN
stanford-ai-2021	1315	9	by	by	IN
stanford-ai-2021	1315	10	representatives	representative	NNS
stanford-ai-2021	1315	11	at	at	IN
stanford-ai-2021	1315	12	arXiv.org	arXiv.org	NNP
stanford-ai-2021	1315	13	.	.	.
stanford-ai-2021	1316	1	The	the	DT
stanford-ai-2021	1316	2	keywords	keyword	NNS
stanford-ai-2021	1316	3	we	-PRON-	PRP
stanford-ai-2021	1316	4	selected	select	VBD
stanford-ai-2021	1316	5	,	,	,
stanford-ai-2021	1316	6	and	and	CC
stanford-ai-2021	1316	7	their	-PRON-	PRP$
stanford-ai-2021	1316	8	respective	respective	JJ
stanford-ai-2021	1316	9	categories	category	NNS
stanford-ai-2021	1316	10	,	,	,
stanford-ai-2021	1316	11	are	be	VBP
stanford-ai-2021	1316	12	below	below	RB
stanford-ai-2021	1316	13	:	:	:
stanford-ai-2021	1316	14	Artificial	artificial	JJ
stanford-ai-2021	1316	15	intelligence	intelligence	NN
stanford-ai-2021	1316	16	(	(	-LRB-
stanford-ai-2021	1316	17	cs	cs	NNP
stanford-ai-2021	1316	18	.	.	.
stanford-ai-2021	1316	19	AI	AI	NNP
stanford-ai-2021	1316	20	)	)	-RRB-
stanford-ai-2021	1316	21	Computation	computation	NN
stanford-ai-2021	1316	22	and	and	CC
stanford-ai-2021	1316	23	language	language	NN
stanford-ai-2021	1316	24	(	(	-LRB-
stanford-ai-2021	1316	25	cs	cs	NNP
stanford-ai-2021	1316	26	.	.	.
stanford-ai-2021	1316	27	CL	CL	NNP
stanford-ai-2021	1316	28	)	)	-RRB-
stanford-ai-2021	1316	29	Computer	computer	NN
stanford-ai-2021	1316	30	vision	vision	NN
stanford-ai-2021	1316	31	and	and	CC
stanford-ai-2021	1316	32	pattern	pattern	NN
stanford-ai-2021	1316	33	recognition	recognition	NN
stanford-ai-2021	1316	34	(	(	-LRB-
stanford-ai-2021	1316	35	cs	cs	NNP
stanford-ai-2021	1316	36	.	.	.
stanford-ai-2021	1316	37	CV	CV	NNP
stanford-ai-2021	1316	38	)	)	-RRB-
stanford-ai-2021	1316	39	Machine	machine	NN
stanford-ai-2021	1316	40	learning	learning	NN
stanford-ai-2021	1316	41	(	(	-LRB-
stanford-ai-2021	1316	42	cs	cs	NNP
stanford-ai-2021	1316	43	.	.	.
stanford-ai-2021	1316	44	LG	LG	NNP
stanford-ai-2021	1316	45	)	)	-RRB-
stanford-ai-2021	1316	46	Neural	neural	JJ
stanford-ai-2021	1316	47	and	and	CC
stanford-ai-2021	1316	48	evolutionary	evolutionary	JJ
stanford-ai-2021	1316	49	computing	computing	NN
stanford-ai-2021	1316	50	(	(	-LRB-
stanford-ai-2021	1316	51	cs	cs	NNP
stanford-ai-2021	1316	52	.	.	.
stanford-ai-2021	1316	53	NE	NE	NNP
stanford-ai-2021	1316	54	)	)	-RRB-
stanford-ai-2021	1316	55	Robotics	Robotics	NNP
stanford-ai-2021	1316	56	(	(	-LRB-
stanford-ai-2021	1316	57	cs	cs	NNP
stanford-ai-2021	1316	58	.	.	.
stanford-ai-2021	1316	59	RO	RO	NNP
stanford-ai-2021	1316	60	)	)	-RRB-
stanford-ai-2021	1316	61	Machine	machine	NN
stanford-ai-2021	1316	62	learning	learn	VBG
stanford-ai-2021	1316	63	in	in	IN
stanford-ai-2021	1316	64	stats	stat	NNS
stanford-ai-2021	1316	65	(	(	-LRB-
stanford-ai-2021	1316	66	stats	stat	NNS
stanford-ai-2021	1316	67	.	.	.
stanford-ai-2021	1316	68	ML	ML	NNP
stanford-ai-2021	1316	69	)	)	-RRB-
stanford-ai-2021	1316	70	For	for	IN
stanford-ai-2021	1316	71	most	most	JJS
stanford-ai-2021	1316	72	categories	category	NNS
stanford-ai-2021	1316	73	,	,	,
stanford-ai-2021	1316	74	arXiv	arXiv	NNP
stanford-ai-2021	1316	75	provided	provide	VBD
stanford-ai-2021	1316	76	data	datum	NNS
stanford-ai-2021	1316	77	for	for	IN
stanford-ai-2021	1316	78	2015–2020	2015–2020	CD
stanford-ai-2021	1316	79	.	.	.
stanford-ai-2021	1317	1	To	to	TO
stanford-ai-2021	1317	2	review	review	VB
stanford-ai-2021	1317	3	other	other	JJ
stanford-ai-2021	1317	4	categories	category	NNS
stanford-ai-2021	1317	5	’	’	POS
stanford-ai-2021	1317	6	submission	submission	NN
stanford-ai-2021	1317	7	rates	rate	NNS
stanford-ai-2021	1317	8	on	on	IN
stanford-ai-2021	1317	9	arXiv	arXiv	NNP
stanford-ai-2021	1317	10	,	,	,
stanford-ai-2021	1317	11	see	see	VB
stanford-ai-2021	1317	12	arXiv.org	arXiv.org	NNP
stanford-ai-2021	1317	13	’s	’s	POS
stanford-ai-2021	1317	14	submission	submission	NN
stanford-ai-2021	1317	15	statistics	statistic	NNS
stanford-ai-2021	1317	16	.	.	.
stanford-ai-2021	1318	1	The	the	DT
stanford-ai-2021	1318	2	arXiv	arXiv	NNP
stanford-ai-2021	1318	3	team	team	NN
stanford-ai-2021	1318	4	has	have	VBZ
stanford-ai-2021	1318	5	been	be	VBN
stanford-ai-2021	1318	6	expanding	expand	VBG
stanford-ai-2021	1318	7	the	the	DT
stanford-ai-2021	1318	8	publicly	publicly	RB
stanford-ai-2021	1318	9	available	available	JJ
stanford-ai-2021	1318	10	submission	submission	NN
stanford-ai-2021	1318	11	statistics	statistic	NNS
stanford-ai-2021	1318	12	.	.	.
stanford-ai-2021	1319	1	This	this	DT
stanford-ai-2021	1319	2	is	be	VBZ
stanford-ai-2021	1319	3	a	a	DT
stanford-ai-2021	1319	4	tableau	tableau	NN
stanford-ai-2021	1319	5	-	-	HYPH
stanford-ai-2021	1319	6	based	base	VBN
stanford-ai-2021	1319	7	application	application	NN
stanford-ai-2021	1319	8	with	with	IN
stanford-ai-2021	1319	9	tabs	tab	NNS
stanford-ai-2021	1319	10	at	at	IN
stanford-ai-2021	1319	11	the	the	DT
stanford-ai-2021	1319	12	top	top	NN
stanford-ai-2021	1319	13	for	for	IN
stanford-ai-2021	1319	14	various	various	JJ
stanford-ai-2021	1319	15	displays	display	NNS
stanford-ai-2021	1319	16	of	of	IN
stanford-ai-2021	1319	17	submission	submission	NN
stanford-ai-2021	1319	18	stats	stat	NNS
stanford-ai-2021	1319	19	and	and	CC
stanford-ai-2021	1319	20	filters	filter	NNS
stanford-ai-2021	1319	21	on	on	IN
stanford-ai-2021	1319	22	the	the	DT
stanford-ai-2021	1319	23	side	side	NN
stanford-ai-2021	1319	24	bar	bar	NN
stanford-ai-2021	1319	25	to	to	TO
stanford-ai-2021	1319	26	drill	drill	VB
stanford-ai-2021	1319	27	down	down	RP
stanford-ai-2021	1319	28	by	by	IN
stanford-ai-2021	1319	29	topic	topic	NN
stanford-ai-2021	1319	30	.	.	.
stanford-ai-2021	1320	1	(	(	-LRB-
stanford-ai-2021	1320	2	Hover	hover	NN
stanford-ai-2021	1320	3	over	over	IN
stanford-ai-2021	1320	4	the	the	DT
stanford-ai-2021	1320	5	charts	chart	NNS
stanford-ai-2021	1320	6	to	to	TO
stanford-ai-2021	1320	7	view	view	VB
stanford-ai-2021	1320	8	individual	individual	JJ
stanford-ai-2021	1320	9	categories	category	NNS
stanford-ai-2021	1320	10	.	.	.
stanford-ai-2021	1320	11	)	)	-RRB-
stanford-ai-2021	1321	1	The	the	DT
stanford-ai-2021	1321	2	data	datum	NNS
stanford-ai-2021	1321	3	is	be	VBZ
stanford-ai-2021	1321	4	meant	mean	VBN
stanford-ai-2021	1321	5	to	to	TO
stanford-ai-2021	1321	6	be	be	VB
stanford-ai-2021	1321	7	displayed	display	VBN
stanford-ai-2021	1321	8	on	on	IN
stanford-ai-2021	1321	9	a	a	DT
stanford-ai-2021	1321	10	monthly	monthly	JJ
stanford-ai-2021	1321	11	basis	basis	NN
stanford-ai-2021	1321	12	with	with	IN
stanford-ai-2021	1321	13	download	download	JJ
stanford-ai-2021	1321	14	options	option	NNS
stanford-ai-2021	1321	15	.	.	.
stanford-ai-2021	1322	1	arXiv	arXiv	NNP
stanford-ai-2021	1322	2	is	be	VBZ
stanford-ai-2021	1322	3	actively	actively	RB
stanford-ai-2021	1322	4	looking	look	VBG
stanford-ai-2021	1322	5	at	at	IN
stanford-ai-2021	1322	6	ways	way	NNS
stanford-ai-2021	1322	7	to	to	TO
stanford-ai-2021	1322	8	improve	improve	VB
stanford-ai-2021	1322	9	how	how	WRB
stanford-ai-2021	1322	10	it	-PRON-	PRP
stanford-ai-2021	1322	11	can	can	MD
stanford-ai-2021	1322	12	better	well	RBR
stanford-ai-2021	1322	13	support	support	VB
stanford-ai-2021	1322	14	AI	AI	NNP
stanford-ai-2021	1322	15	/	/	SYM
stanford-ai-2021	1322	16	ML	ML	NNP
stanford-ai-2021	1322	17	researchers	researcher	NNS
stanford-ai-2021	1322	18	as	as	IN
stanford-ai-2021	1322	19	the	the	DT
stanford-ai-2021	1322	20	field	field	NN
stanford-ai-2021	1322	21	grows	grow	VBZ
stanford-ai-2021	1322	22	and	and	CC
stanford-ai-2021	1322	23	discovering	discover	VBG
stanford-ai-2021	1322	24	content	content	NN
stanford-ai-2021	1322	25	becomes	become	VBZ
stanford-ai-2021	1322	26	more	more	RBR
stanford-ai-2021	1322	27	challenging	challenging	JJ
stanford-ai-2021	1322	28	.	.	.
stanford-ai-2021	1323	1	For	for	IN
stanford-ai-2021	1323	2	example	example	NN
stanford-ai-2021	1323	3	,	,	,
stanford-ai-2021	1323	4	there	there	EX
stanford-ai-2021	1323	5	may	may	MD
stanford-ai-2021	1323	6	be	be	VB
stanford-ai-2021	1323	7	ways	way	NNS
stanford-ai-2021	1323	8	to	to	TO
stanford-ai-2021	1323	9	create	create	VB
stanford-ai-2021	1323	10	finer	finer	NN
stanford-ai-2021	1323	11	grained	grain	VBN
stanford-ai-2021	1323	12	categories	category	NNS
stanford-ai-2021	1323	13	in	in	IN
stanford-ai-2021	1323	14	arXiv	arXiv	NNP
stanford-ai-2021	1323	15	for	for	IN
stanford-ai-2021	1323	16	machine	machine	NN
stanford-ai-2021	1323	17	learning	learn	VBG
stanford-ai-2021	1323	18	to	to	TO
stanford-ai-2021	1323	19	help	help	VB
stanford-ai-2021	1323	20	researchers	researcher	NNS
stanford-ai-2021	1323	21	in	in	IN
stanford-ai-2021	1323	22	subfields	subfield	NNS
stanford-ai-2021	1323	23	share	share	VBP
stanford-ai-2021	1323	24	and	and	CC
stanford-ai-2021	1323	25	find	find	VBP
stanford-ai-2021	1323	26	work	work	NN
stanford-ai-2021	1323	27	more	more	RBR
stanford-ai-2021	1323	28	easily	easily	RB
stanford-ai-2021	1323	29	.	.	.
stanford-ai-2021	1324	1	The	the	DT
stanford-ai-2021	1324	2	other	other	JJ
stanford-ai-2021	1324	3	rapidly	rapidly	RB
stanford-ai-2021	1324	4	expanding	expand	VBG
stanford-ai-2021	1324	5	area	area	NN
stanford-ai-2021	1324	6	is	be	VBZ
stanford-ai-2021	1324	7	computer	computer	NN
stanford-ai-2021	1324	8	vision	vision	NN
stanford-ai-2021	1324	9	,	,	,
stanford-ai-2021	1324	10	where	where	WRB
stanford-ai-2021	1324	11	there	there	EX
stanford-ai-2021	1324	12	is	be	VBZ
stanford-ai-2021	1324	13	considerable	considerable	JJ
stanford-ai-2021	1324	14	overlap	overlap	NN
stanford-ai-2021	1324	15	for	for	IN
stanford-ai-2021	1324	16	ML	ML	NNP
stanford-ai-2021	1324	17	applications	application	NNS
stanford-ai-2021	1324	18	of	of	IN
stanford-ai-2021	1324	19	computer	computer	NN
stanford-ai-2021	1324	20	vision	vision	NN
stanford-ai-2021	1324	21	.	.	.
stanford-ai-2021	1325	1	Nuance	Nuance	NNP
stanford-ai-2021	1325	2	•	•	NNP
stanford-ai-2021	1325	3	Categories	category	NNS
stanford-ai-2021	1325	4	are	be	VBP
stanford-ai-2021	1325	5	self	self	NN
stanford-ai-2021	1325	6	-	-	HYPH
stanford-ai-2021	1325	7	identified	identify	VBN
stanford-ai-2021	1325	8	by	by	IN
stanford-ai-2021	1325	9	authors	author	NNS
stanford-ai-2021	1325	10	—	—	:
stanford-ai-2021	1325	11	those	those	DT
stanford-ai-2021	1325	12	shown	show	VBN
stanford-ai-2021	1325	13	are	be	VBP
stanford-ai-2021	1325	14	selected	select	VBN
stanford-ai-2021	1325	15	as	as	IN
stanford-ai-2021	1325	16	the	the	DT
stanford-ai-2021	1325	17	“	"	``
stanford-ai-2021	1325	18	primary	primary	JJ
stanford-ai-2021	1325	19	”	"	''
stanford-ai-2021	1325	20	category	category	NN
stanford-ai-2021	1325	21	.	.	.
stanford-ai-2021	1326	1	Thus	thus	RB
stanford-ai-2021	1326	2	there	there	EX
stanford-ai-2021	1326	3	is	be	VBZ
stanford-ai-2021	1326	4	not	not	RB
stanford-ai-2021	1326	5	a	a	DT
stanford-ai-2021	1326	6	single	single	JJ
stanford-ai-2021	1326	7	automated	automate	VBN
stanford-ai-2021	1326	8	categorization	categorization	NN
stanford-ai-2021	1326	9	process	process	NN
stanford-ai-2021	1326	10	.	.	.
stanford-ai-2021	1327	1	Additionally	additionally	RB
stanford-ai-2021	1327	2	,	,	,
stanford-ai-2021	1327	3	the	the	DT
stanford-ai-2021	1327	4	artificial	artificial	JJ
stanford-ai-2021	1327	5	intelligence	intelligence	NN
stanford-ai-2021	1327	6	or	or	CC
stanford-ai-2021	1327	7	machine	machine	NN
stanford-ai-2021	1327	8	learning	learning	NN
stanford-ai-2021	1327	9	categories	category	NNS
stanford-ai-2021	1327	10	may	may	MD
stanford-ai-2021	1327	11	be	be	VB
stanford-ai-2021	1327	12	categorized	categorize	VBN
stanford-ai-2021	1327	13	by	by	IN
stanford-ai-2021	1327	14	other	other	JJ
stanford-ai-2021	1327	15	subfields	subfield	NNS
stanford-ai-2021	1327	16	or	or	CC
stanford-ai-2021	1327	17	keywords	keyword	NNS
stanford-ai-2021	1327	18	.	.	.
stanford-ai-2021	1328	1	•	•	NNP
stanford-ai-2021	1328	2	arXiv	arXiv	NNP
stanford-ai-2021	1328	3	team	team	NN
stanford-ai-2021	1328	4	members	member	NNS
stanford-ai-2021	1328	5	suggest	suggest	VBP
stanford-ai-2021	1328	6	that	that	IN
stanford-ai-2021	1328	7	participation	participation	NN
stanford-ai-2021	1328	8	on	on	IN
stanford-ai-2021	1328	9	arXiv	arXiv	NNP
stanford-ai-2021	1328	10	can	can	MD
stanford-ai-2021	1328	11	breed	breed	VB
stanford-ai-2021	1328	12	greater	great	JJR
stanford-ai-2021	1328	13	participation	participation	NN
stanford-ai-2021	1328	14	,	,	,
stanford-ai-2021	1328	15	meaning	mean	VBG
stanford-ai-2021	1328	16	that	that	IN
stanford-ai-2021	1328	17	an	an	DT
stanford-ai-2021	1328	18	increase	increase	NN
stanford-ai-2021	1328	19	in	in	IN
stanford-ai-2021	1328	20	a	a	DT
stanford-ai-2021	1328	21	subcategory	subcategory	NN
stanford-ai-2021	1328	22	on	on	IN
stanford-ai-2021	1328	23	arXiv	arXiv	NNP
stanford-ai-2021	1328	24	could	could	MD
stanford-ai-2021	1328	25	drive	drive	VB
stanford-ai-2021	1328	26	over-	over-	JJ
stanford-ai-2021	1328	27	indexed	indexed	JJ
stanford-ai-2021	1328	28	participation	participation	NN
stanford-ai-2021	1328	29	by	by	IN
stanford-ai-2021	1328	30	certain	certain	JJ
stanford-ai-2021	1328	31	communities	community	NNS
stanford-ai-2021	1328	32	.	.	.
stanford-ai-2021	1329	1	http://arxiv.org	http://arxiv.org	NNP
stanford-ai-2021	1329	2	https://arxiv.org/help/stats/2017_by_area/index	https://arxiv.org/help/stats/2017_by_area/index	NNP
stanford-ai-2021	1329	3	https://arxiv.org/about/reports/submission_category_by_year	https://arxiv.org/about/reports/submission_category_by_year	NNP
stanford-ai-2021	1329	4	TA	TA	NNP
stanford-ai-2021	1329	5	B	B	NNP
stanford-ai-2021	1329	6	L	l	NN
stanford-ai-2021	1329	7	E	e	NN
stanford-ai-2021	1329	8	O	o	NN
stanford-ai-2021	1329	9	F	f	NN
stanford-ai-2021	1329	10	C	c	NN
stanford-ai-2021	1329	11	O	o	NN
stanford-ai-2021	1329	12	N	n	NN
stanford-ai-2021	1329	13	T	t	NN
stanford-ai-2021	1329	14	E	e	NN
stanford-ai-2021	1329	15	N	n	NN
stanford-ai-2021	1329	16	T	t	NN
stanford-ai-2021	1329	17	S	s	NN
stanford-ai-2021	1329	18	1	1	CD
stanford-ai-2021	1329	19	9	9	CD
stanford-ai-2021	1329	20	3A	3A	NNP
stanford-ai-2021	1329	21	P	P	NNP
stanford-ai-2021	1329	22	P	p	NN
stanford-ai-2021	1329	23	E	e	NN
stanford-ai-2021	1329	24	N	n	NN
stanford-ai-2021	1329	25	D	d	NN
stanford-ai-2021	1329	26	I	i	NN
stanford-ai-2021	1329	27	X	X	NNP
stanford-ai-2021	1329	28	Artificial	Artificial	NNP
stanford-ai-2021	1329	29	Intelligence	Intelligence	NNP
stanford-ai-2021	1329	30	Index	Index	NNP
stanford-ai-2021	1329	31	Report	Report	NNP
stanford-ai-2021	1329	32	2021	2021	CD
stanford-ai-2021	1329	33	C	c	NN
stanford-ai-2021	1329	34	H	h	NN
stanford-ai-2021	1329	35	A	a	NN
stanford-ai-2021	1329	36	P	p	NN
stanford-ai-2021	1329	37	T	t	NN
stanford-ai-2021	1329	38	E	e	NN
stanford-ai-2021	1329	39	R	r	NN
stanford-ai-2021	1329	40	1	1	CD
stanford-ai-2021	1329	41	:	:	:
stanford-ai-2021	1329	42	R	r	NN
stanford-ai-2021	1329	43	E	e	NN
stanford-ai-2021	1329	44	S	s	NN
stanford-ai-2021	1329	45	E	e	NN
stanford-ai-2021	1329	46	A	a	NN
stanford-ai-2021	1329	47	R	r	NN
stanford-ai-2021	1329	48	C	c	NN
stanford-ai-2021	1329	49	H	h	NN
stanford-ai-2021	1329	50	&	&	CC
stanford-ai-2021	1329	51	D	d	NN
stanford-ai-2021	1329	52	E	e	NN
stanford-ai-2021	1329	53	V	v	NN
stanford-ai-2021	1329	54	E	e	NN
stanford-ai-2021	1329	55	L	l	NN
stanford-ai-2021	1329	56	O	o	NN
stanford-ai-2021	1329	57	P	p	NN
stanford-ai-2021	1329	58	M	m	NN
stanford-ai-2021	1329	59	E	e	NN
stanford-ai-2021	1329	60	N	n	NN
stanford-ai-2021	1329	61	T	t	NN
stanford-ai-2021	1329	62	A	a	NN
stanford-ai-2021	1329	63	P	p	NN
stanford-ai-2021	1329	64	P	p	NN
stanford-ai-2021	1329	65	E	e	NN
stanford-ai-2021	1329	66	N	n	NN
stanford-ai-2021	1329	67	D	d	NN
stanford-ai-2021	1329	68	I	i	NN
stanford-ai-2021	1329	69	X	x	NN
stanford-ai-2021	1329	70	N	n	NN
stanford-ai-2021	1329	71	E	e	NN
stanford-ai-2021	1329	72	S	s	NN
stanford-ai-2021	1329	73	TA	ta	NN
stanford-ai-2021	1329	74	Prepared	prepare	VBN
stanford-ai-2021	1329	75	by	by	IN
stanford-ai-2021	1329	76	Joel	Joel	NNP
stanford-ai-2021	1329	77	Kliger	Kliger	NNP
stanford-ai-2021	1329	78	and	and	CC
stanford-ai-2021	1329	79	Juan	Juan	NNP
stanford-ai-2021	1329	80	Mateos	Mateos	NNP
stanford-ai-2021	1329	81	-	-	HYPH
stanford-ai-2021	1329	82	Garcia	Garcia	NNP
stanford-ai-2021	1329	83	Source	Source	NNP
stanford-ai-2021	1329	84	Details	Details	NNP
stanford-ai-2021	1329	85	can	can	MD
stanford-ai-2021	1329	86	be	be	VB
stanford-ai-2021	1329	87	found	find	VBN
stanford-ai-2021	1329	88	in	in	IN
stanford-ai-2021	1329	89	the	the	DT
stanford-ai-2021	1329	90	following	following	JJ
stanford-ai-2021	1329	91	publication	publication	NN
stanford-ai-2021	1329	92	:	:	:
stanford-ai-2021	1329	93	Deep	Deep	NNP
stanford-ai-2021	1329	94	Learning	Learning	NNP
stanford-ai-2021	1329	95	,	,	,
stanford-ai-2021	1329	96	Deep	deep	JJ
stanford-ai-2021	1329	97	Change	change	NN
stanford-ai-2021	1329	98	?	?	.
stanford-ai-2021	1330	1	Mapping	map	VBG
stanford-ai-2021	1330	2	the	the	DT
stanford-ai-2021	1330	3	Development	Development	NNP
stanford-ai-2021	1330	4	of	of	IN
stanford-ai-2021	1330	5	the	the	DT
stanford-ai-2021	1330	6	Artificial	Artificial	NNP
stanford-ai-2021	1330	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1330	8	General	General	NNP
stanford-ai-2021	1330	9	Purpose	Purpose	NNP
stanford-ai-2021	1330	10	Technology	Technology	NNP
stanford-ai-2021	1330	11	Methodology	Methodology	NNP
stanford-ai-2021	1330	12	Deep	deep	JJ
stanford-ai-2021	1330	13	learning	learning	NN
stanford-ai-2021	1330	14	papers	paper	NNS
stanford-ai-2021	1330	15	were	be	VBD
stanford-ai-2021	1330	16	identified	identify	VBN
stanford-ai-2021	1330	17	through	through	IN
stanford-ai-2021	1330	18	a	a	DT
stanford-ai-2021	1330	19	topic	topic	NN
stanford-ai-2021	1330	20	modeling	modeling	NN
stanford-ai-2021	1330	21	analysis	analysis	NN
stanford-ai-2021	1330	22	of	of	IN
stanford-ai-2021	1330	23	the	the	DT
stanford-ai-2021	1330	24	abstracts	abstract	NNS
stanford-ai-2021	1330	25	of	of	IN
stanford-ai-2021	1330	26	arXiv	arXiv	NNP
stanford-ai-2021	1330	27	papers	paper	NNS
stanford-ai-2021	1330	28	in	in	IN
stanford-ai-2021	1330	29	the	the	DT
stanford-ai-2021	1330	30	CS	CS	NNP
stanford-ai-2021	1330	31	(	(	-LRB-
stanford-ai-2021	1330	32	computer	computer	NN
stanford-ai-2021	1330	33	science	science	NN
stanford-ai-2021	1330	34	)	)	-RRB-
stanford-ai-2021	1330	35	and	and	CC
stanford-ai-2021	1330	36	stats	stat	NNS
stanford-ai-2021	1330	37	.	.	.
stanford-ai-2021	1330	38	ML	ML	NNP
stanford-ai-2021	1330	39	(	(	-LRB-
stanford-ai-2021	1330	40	statistics	statistic	NNS
stanford-ai-2021	1330	41	:	:	:
stanford-ai-2021	1330	42	machine	machine	NN
stanford-ai-2021	1330	43	learning	learning	NN
stanford-ai-2021	1330	44	category	category	NN
stanford-ai-2021	1330	45	)	)	-RRB-
stanford-ai-2021	1330	46	arXiv	arXiv	NNP
stanford-ai-2021	1330	47	categories	category	NNS
stanford-ai-2021	1330	48	.	.	.
stanford-ai-2021	1331	1	The	the	DT
stanford-ai-2021	1331	2	data	datum	NNS
stanford-ai-2021	1331	3	was	be	VBD
stanford-ai-2021	1331	4	enriched	enrich	VBN
stanford-ai-2021	1331	5	with	with	IN
stanford-ai-2021	1331	6	institutional	institutional	JJ
stanford-ai-2021	1331	7	affiliation	affiliation	NN
stanford-ai-2021	1331	8	and	and	CC
stanford-ai-2021	1331	9	geographic	geographic	JJ
stanford-ai-2021	1331	10	information	information	NN
stanford-ai-2021	1331	11	from	from	IN
stanford-ai-2021	1331	12	the	the	DT
stanford-ai-2021	1331	13	Microsoft	Microsoft	NNP
stanford-ai-2021	1331	14	Academic	Academic	NNP
stanford-ai-2021	1331	15	Graph	Graph	NNP
stanford-ai-2021	1331	16	and	and	CC
stanford-ai-2021	1331	17	the	the	DT
stanford-ai-2021	1331	18	Global	Global	NNP
stanford-ai-2021	1331	19	Research	Research	NNP
stanford-ai-2021	1331	20	Identifier	Identifier	NNP
stanford-ai-2021	1331	21	.	.	.
stanford-ai-2021	1332	1	Nesta	Nesta	NNP
stanford-ai-2021	1332	2	’s	’s	POS
stanford-ai-2021	1332	3	arXlive	arxlive	JJ
stanford-ai-2021	1332	4	tool	tool	NN
stanford-ai-2021	1332	5	is	be	VBZ
stanford-ai-2021	1332	6	available	available	JJ
stanford-ai-2021	1332	7	here	here	RB
stanford-ai-2021	1332	8	.	.	.
stanford-ai-2021	1333	1	Access	access	VB
stanford-ai-2021	1333	2	the	the	DT
stanford-ai-2021	1333	3	Code	Code	NNP
stanford-ai-2021	1333	4	The	the	DT
stanford-ai-2021	1333	5	code	code	NN
stanford-ai-2021	1333	6	for	for	IN
stanford-ai-2021	1333	7	data	datum	NNS
stanford-ai-2021	1333	8	collection	collection	NN
stanford-ai-2021	1333	9	and	and	CC
stanford-ai-2021	1333	10	processing	processing	NN
stanford-ai-2021	1333	11	can	can	MD
stanford-ai-2021	1333	12	be	be	VB
stanford-ai-2021	1333	13	found	find	VBN
stanford-ai-2021	1333	14	here	here	RB
stanford-ai-2021	1333	15	;	;	:
stanford-ai-2021	1333	16	or	or	CC
stanford-ai-2021	1333	17	,	,	,
stanford-ai-2021	1333	18	without	without	IN
stanford-ai-2021	1333	19	the	the	DT
stanford-ai-2021	1333	20	infrastructure	infrastructure	NN
stanford-ai-2021	1333	21	overhead	overhead	RB
stanford-ai-2021	1333	22	here	here	RB
stanford-ai-2021	1333	23	.	.	.
stanford-ai-2021	1334	1	G	g	NN
stanford-ai-2021	1334	2	I	i	NN
stanford-ai-2021	1334	3	T	t	NN
stanford-ai-2021	1334	4	H	h	NN
stanford-ai-2021	1334	5	U	u	NN
stanford-ai-2021	1334	6	B	b	NN
stanford-ai-2021	1334	7	S	S	NNP
stanford-ai-2021	1334	8	TA	TA	NNP
stanford-ai-2021	1334	9	R	r	NN
stanford-ai-2021	1334	10	S	s	NN
stanford-ai-2021	1334	11	Source	source	NN
stanford-ai-2021	1334	12	GitHub	GitHub	NNP
stanford-ai-2021	1334	13	:	:	:
stanford-ai-2021	1334	14	star	star	NN
stanford-ai-2021	1334	15	-	-	HYPH
stanford-ai-2021	1334	16	history	history	NN
stanford-ai-2021	1334	17	(	(	-LRB-
stanford-ai-2021	1334	18	available	available	JJ
stanford-ai-2021	1334	19	at	at	IN
stanford-ai-2021	1334	20	star	star	NNP
stanford-ai-2021	1334	21	history	history	NNP
stanford-ai-2021	1334	22	website	website	NN
stanford-ai-2021	1334	23	)	)	-RRB-
stanford-ai-2021	1334	24	was	be	VBD
stanford-ai-2021	1334	25	used	use	VBN
stanford-ai-2021	1334	26	to	to	TO
stanford-ai-2021	1334	27	retrieve	retrieve	VB
stanford-ai-2021	1334	28	the	the	DT
stanford-ai-2021	1334	29	data	datum	NNS
stanford-ai-2021	1334	30	.	.	.
stanford-ai-2021	1335	1	Methodology	methodology	NN
stanford-ai-2021	1335	2	The	the	DT
stanford-ai-2021	1335	3	visual	visual	NN
stanford-ai-2021	1335	4	in	in	IN
stanford-ai-2021	1335	5	the	the	DT
stanford-ai-2021	1335	6	report	report	NN
stanford-ai-2021	1335	7	shows	show	VBZ
stanford-ai-2021	1335	8	the	the	DT
stanford-ai-2021	1335	9	number	number	NN
stanford-ai-2021	1335	10	of	of	IN
stanford-ai-2021	1335	11	stars	star	NNS
stanford-ai-2021	1335	12	for	for	IN
stanford-ai-2021	1335	13	various	various	JJ
stanford-ai-2021	1335	14	GitHub	GitHub	NNP
stanford-ai-2021	1335	15	repositories	repository	NNS
stanford-ai-2021	1335	16	over	over	IN
stanford-ai-2021	1335	17	time	time	NN
stanford-ai-2021	1335	18	.	.	.
stanford-ai-2021	1336	1	The	the	DT
stanford-ai-2021	1336	2	repositories	repository	NNS
stanford-ai-2021	1336	3	include	include	VBP
stanford-ai-2021	1336	4	the	the	DT
stanford-ai-2021	1336	5	following	follow	VBG
stanford-ai-2021	1336	6	:	:	:
stanford-ai-2021	1336	7	apache	apache	NNP
stanford-ai-2021	1336	8	/	/	SYM
stanford-ai-2021	1336	9	incubator	incubator	NN
stanford-ai-2021	1336	10	-	-	HYPH
stanford-ai-2021	1336	11	mxnet	mxnet	NN
stanford-ai-2021	1336	12	,	,	,
stanford-ai-2021	1336	13	BVLC	BVLC	NNP
stanford-ai-2021	1336	14	/	/	SYM
stanford-ai-2021	1336	15	cafe	cafe	NN
stanford-ai-2021	1336	16	,	,	,
stanford-ai-2021	1336	17	cafe2	cafe2	NNP
stanford-ai-2021	1336	18	/	/	SYM
stanford-ai-2021	1336	19	cafe2	cafe2	NNP
stanford-ai-2021	1336	20	,	,	,
stanford-ai-2021	1336	21	dmlc/	dmlc/	NNP
stanford-ai-2021	1336	22	mxnet	mxnet	NNP
stanford-ai-2021	1336	23	,	,	,
stanford-ai-2021	1336	24	fchollet	fchollet	NNP
stanford-ai-2021	1336	25	/	/	SYM
stanford-ai-2021	1336	26	keras	keras	NNP
stanford-ai-2021	1336	27	,	,	,
stanford-ai-2021	1336	28	Microsoft	Microsoft	NNP
stanford-ai-2021	1336	29	/	/	SYM
stanford-ai-2021	1336	30	CNTK	CNTK	NNP
stanford-ai-2021	1336	31	,	,	,
stanford-ai-2021	1336	32	pytorch	pytorch	NN
stanford-ai-2021	1336	33	/	/	SYM
stanford-ai-2021	1336	34	pytorch	pytorch	NN
stanford-ai-2021	1336	35	,	,	,
stanford-ai-2021	1336	36	scikit	scikit	NNS
stanford-ai-2021	1336	37	-	-	:
stanford-ai-2021	1336	38	learn	learn	VB
stanford-ai-2021	1336	39	/	/	SYM
stanford-ai-2021	1336	40	scikit	scikit	NNS
stanford-ai-2021	1336	41	-	-	:
stanford-ai-2021	1336	42	learn	learn	VB
stanford-ai-2021	1336	43	,	,	,
stanford-ai-2021	1336	44	tensorflow	tensorflow	NNP
stanford-ai-2021	1336	45	/	/	SYM
stanford-ai-2021	1336	46	tensorflow	tensorflow	NN
stanford-ai-2021	1336	47	,	,	,
stanford-ai-2021	1336	48	Theano/	theano/	CD
stanford-ai-2021	1336	49	Theano	Theano	NNP
stanford-ai-2021	1336	50	,	,	,
stanford-ai-2021	1336	51	Torch	Torch	NNP
stanford-ai-2021	1336	52	/	/	SYM
stanford-ai-2021	1336	53	Torch7	Torch7	NNP
stanford-ai-2021	1336	54	.	.	.
stanford-ai-2021	1337	1	Nuance	nuance	VB
stanford-ai-2021	1337	2	The	the	DT
stanford-ai-2021	1337	3	GitHub	GitHub	NNP
stanford-ai-2021	1337	4	Archive	Archive	NNP
stanford-ai-2021	1337	5	currently	currently	RB
stanford-ai-2021	1337	6	does	do	VBZ
stanford-ai-2021	1337	7	not	not	RB
stanford-ai-2021	1337	8	provide	provide	VB
stanford-ai-2021	1337	9	a	a	DT
stanford-ai-2021	1337	10	way	way	NN
stanford-ai-2021	1337	11	to	to	TO
stanford-ai-2021	1337	12	count	count	VB
stanford-ai-2021	1337	13	when	when	WRB
stanford-ai-2021	1337	14	users	user	NNS
stanford-ai-2021	1337	15	remove	remove	VBP
stanford-ai-2021	1337	16	a	a	DT
stanford-ai-2021	1337	17	star	star	NN
stanford-ai-2021	1337	18	from	from	IN
stanford-ai-2021	1337	19	a	a	DT
stanford-ai-2021	1337	20	repository	repository	NN
stanford-ai-2021	1337	21	.	.	.
stanford-ai-2021	1338	1	Therefore	therefore	RB
stanford-ai-2021	1338	2	,	,	,
stanford-ai-2021	1338	3	the	the	DT
stanford-ai-2021	1338	4	reported	report	VBN
stanford-ai-2021	1338	5	data	datum	NNS
stanford-ai-2021	1338	6	slightly	slightly	RB
stanford-ai-2021	1338	7	overestimates	overestimate	VBZ
stanford-ai-2021	1338	8	the	the	DT
stanford-ai-2021	1338	9	number	number	NN
stanford-ai-2021	1338	10	of	of	IN
stanford-ai-2021	1338	11	stars	star	NNS
stanford-ai-2021	1338	12	.	.	.
stanford-ai-2021	1339	1	A	a	DT
stanford-ai-2021	1339	2	comparison	comparison	NN
stanford-ai-2021	1339	3	with	with	IN
stanford-ai-2021	1339	4	the	the	DT
stanford-ai-2021	1339	5	actual	actual	JJ
stanford-ai-2021	1339	6	number	number	NN
stanford-ai-2021	1339	7	of	of	IN
stanford-ai-2021	1339	8	stars	star	NNS
stanford-ai-2021	1339	9	for	for	IN
stanford-ai-2021	1339	10	the	the	DT
stanford-ai-2021	1339	11	repositories	repository	NNS
stanford-ai-2021	1339	12	on	on	IN
stanford-ai-2021	1339	13	GitHub	GitHub	NNP
stanford-ai-2021	1339	14	reveals	reveal	VBZ
stanford-ai-2021	1339	15	that	that	IN
stanford-ai-2021	1339	16	the	the	DT
stanford-ai-2021	1339	17	numbers	number	NNS
stanford-ai-2021	1339	18	are	be	VBP
stanford-ai-2021	1339	19	fairly	fairly	RB
stanford-ai-2021	1339	20	close	close	JJ
stanford-ai-2021	1339	21	and	and	CC
stanford-ai-2021	1339	22	that	that	IN
stanford-ai-2021	1339	23	the	the	DT
stanford-ai-2021	1339	24	trends	trend	NNS
stanford-ai-2021	1339	25	remain	remain	VBP
stanford-ai-2021	1339	26	unchanged	unchanged	JJ
stanford-ai-2021	1339	27	.	.	.
stanford-ai-2021	1340	1	https://arxiv.org/pdf/1808.06355.pdf	https://arxiv.org/pdf/1808.06355.pdf	NNP
stanford-ai-2021	1340	2	https://arxiv.org/pdf/1808.06355.pdf	https://arxiv.org/pdf/1808.06355.pdf	NNP
stanford-ai-2021	1340	3	https://arxlive.org/	https://arxlive.org/	CD
stanford-ai-2021	1340	4	https://github.com/nestauk/nesta/tree/dev/nesta/core/routines/arxiv	https://github.com/nestauk/nesta/tree/dev/nesta/core/routines/arxiv	ADD
stanford-ai-2021	1340	5	https://github.com/nestauk/arxiv_ai/tree/master/ai_index	https://github.com/nestauk/arxiv_ai/tree/master/ai_index	NNP
stanford-ai-2021	1340	6	https://github.com/timqian/star-history	https://github.com/timqian/star-history	NN
stanford-ai-2021	1340	7	https://star-history.t9t.io	https://star-history.t9t.io	NNP
stanford-ai-2021	1340	8	TA	TA	NNP
stanford-ai-2021	1340	9	B	B	NNP
stanford-ai-2021	1340	10	L	l	NN
stanford-ai-2021	1340	11	E	e	NN
stanford-ai-2021	1340	12	O	o	NN
stanford-ai-2021	1340	13	F	f	NN
stanford-ai-2021	1340	14	C	c	NN
stanford-ai-2021	1340	15	O	o	NN
stanford-ai-2021	1340	16	N	n	NN
stanford-ai-2021	1340	17	T	t	NN
stanford-ai-2021	1340	18	E	e	NN
stanford-ai-2021	1340	19	N	n	NN
stanford-ai-2021	1340	20	T	t	NN
stanford-ai-2021	1340	21	S	s	NN
stanford-ai-2021	1340	22	1	1	CD
stanford-ai-2021	1340	23	9	9	CD
stanford-ai-2021	1340	24	4A	4a	NN
stanford-ai-2021	1340	25	P	p	NN
stanford-ai-2021	1340	26	P	p	NN
stanford-ai-2021	1340	27	E	e	NN
stanford-ai-2021	1340	28	N	n	NN
stanford-ai-2021	1340	29	D	d	NN
stanford-ai-2021	1340	30	I	i	NN
stanford-ai-2021	1340	31	X	X	NNP
stanford-ai-2021	1340	32	Artificial	Artificial	NNP
stanford-ai-2021	1340	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1340	34	Index	Index	NNP
stanford-ai-2021	1340	35	Report	Report	NNP
stanford-ai-2021	1340	36	2021	2021	CD
stanford-ai-2021	1340	37	I	i	NN
stanford-ai-2021	1340	38	M	M	NNP
stanford-ai-2021	1340	39	AG	AG	NNP
stanford-ai-2021	1340	40	E	e	NN
stanford-ai-2021	1340	41	N	n	NN
stanford-ai-2021	1340	42	E	e	NN
stanford-ai-2021	1340	43	T	t	NN
stanford-ai-2021	1340	44	:	:	:
stanford-ai-2021	1340	45	AC	ac	NN
stanford-ai-2021	1340	46	C	c	NN
stanford-ai-2021	1340	47	U	u	NN
stanford-ai-2021	1340	48	R	r	NN
stanford-ai-2021	1340	49	AC	ac	NN
stanford-ai-2021	1340	50	Y	Y	NNP
stanford-ai-2021	1340	51	Prepared	prepare	VBN
stanford-ai-2021	1340	52	by	by	IN
stanford-ai-2021	1340	53	Jörg	Jörg	NNP
stanford-ai-2021	1340	54	Hellwig	Hellwig	NNP
stanford-ai-2021	1340	55	and	and	CC
stanford-ai-2021	1340	56	Thomas	Thomas	NNP
stanford-ai-2021	1340	57	A.	a.	NN
stanford-ai-2021	1340	58	Collins	Collins	NNP
stanford-ai-2021	1340	59	Source	Source	NNP
stanford-ai-2021	1340	60	Data	Data	NNPS
stanford-ai-2021	1340	61	on	on	IN
stanford-ai-2021	1340	62	ImageNet	ImageNet	NNP
stanford-ai-2021	1340	63	accuracy	accuracy	NN
stanford-ai-2021	1340	64	was	be	VBD
stanford-ai-2021	1340	65	retrieved	retrieve	VBN
stanford-ai-2021	1340	66	through	through	IN
stanford-ai-2021	1340	67	an	an	DT
stanford-ai-2021	1340	68	arXiv	arXiv	NNP
stanford-ai-2021	1340	69	literature	literature	NN
stanford-ai-2021	1340	70	review	review	NN
stanford-ai-2021	1340	71	.	.	.
stanford-ai-2021	1341	1	All	all	DT
stanford-ai-2021	1341	2	results	result	NNS
stanford-ai-2021	1341	3	reported	report	VBN
stanford-ai-2021	1341	4	were	be	VBD
stanford-ai-2021	1341	5	tested	test	VBN
stanford-ai-2021	1341	6	on	on	IN
stanford-ai-2021	1341	7	the	the	DT
stanford-ai-2021	1341	8	LSRVC	LSRVC	NNP
stanford-ai-2021	1341	9	2012	2012	CD
stanford-ai-2021	1341	10	validation	validation	NN
stanford-ai-2021	1341	11	set	set	NN
stanford-ai-2021	1341	12	,	,	,
stanford-ai-2021	1341	13	as	as	IN
stanford-ai-2021	1341	14	the	the	DT
stanford-ai-2021	1341	15	results	result	NNS
stanford-ai-2021	1341	16	on	on	IN
stanford-ai-2021	1341	17	the	the	DT
stanford-ai-2021	1341	18	test	test	NN
stanford-ai-2021	1341	19	set	set	NN
stanford-ai-2021	1341	20	,	,	,
stanford-ai-2021	1341	21	which	which	WDT
stanford-ai-2021	1341	22	are	be	VBP
stanford-ai-2021	1341	23	not	not	RB
stanford-ai-2021	1341	24	significantly	significantly	RB
stanford-ai-2021	1341	25	different	different	JJ
stanford-ai-2021	1341	26	,	,	,
stanford-ai-2021	1341	27	are	be	VBP
stanford-ai-2021	1341	28	not	not	RB
stanford-ai-2021	1341	29	public	public	JJ
stanford-ai-2021	1341	30	.	.	.
stanford-ai-2021	1342	1	Their	-PRON-	PRP$
stanford-ai-2021	1342	2	ordering	ordering	NN
stanford-ai-2021	1342	3	may	may	MD
stanford-ai-2021	1342	4	differ	differ	VB
stanford-ai-2021	1342	5	from	from	IN
stanford-ai-2021	1342	6	the	the	DT
stanford-ai-2021	1342	7	results	result	NNS
stanford-ai-2021	1342	8	reported	report	VBN
stanford-ai-2021	1342	9	on	on	IN
stanford-ai-2021	1342	10	the	the	DT
stanford-ai-2021	1342	11	LSRVC	LSRVC	NNP
stanford-ai-2021	1342	12	website	website	NN
stanford-ai-2021	1342	13	,	,	,
stanford-ai-2021	1342	14	since	since	IN
stanford-ai-2021	1342	15	those	those	DT
stanford-ai-2021	1342	16	results	result	NNS
stanford-ai-2021	1342	17	were	be	VBD
stanford-ai-2021	1342	18	obtained	obtain	VBN
stanford-ai-2021	1342	19	on	on	IN
stanford-ai-2021	1342	20	the	the	DT
stanford-ai-2021	1342	21	test	test	NN
stanford-ai-2021	1342	22	set	set	NN
stanford-ai-2021	1342	23	.	.	.
stanford-ai-2021	1343	1	Dates	date	NNS
stanford-ai-2021	1343	2	we	-PRON-	PRP
stanford-ai-2021	1343	3	report	report	VBP
stanford-ai-2021	1343	4	correspond	correspond	NN
stanford-ai-2021	1343	5	to	to	IN
stanford-ai-2021	1343	6	the	the	DT
stanford-ai-2021	1343	7	day	day	NN
stanford-ai-2021	1343	8	when	when	WRB
stanford-ai-2021	1343	9	a	a	DT
stanford-ai-2021	1343	10	paper	paper	NN
stanford-ai-2021	1343	11	was	be	VBD
stanford-ai-2021	1343	12	first	first	RB
stanford-ai-2021	1343	13	published	publish	VBN
stanford-ai-2021	1343	14	to	to	IN
stanford-ai-2021	1343	15	arXiv	arXiv	NNP
stanford-ai-2021	1343	16	,	,	,
stanford-ai-2021	1343	17	and	and	CC
stanford-ai-2021	1343	18	top-1	top-1	``
stanford-ai-2021	1343	19	accuracy	accuracy	NN
stanford-ai-2021	1343	20	corresponds	correspond	NNS
stanford-ai-2021	1343	21	to	to	IN
stanford-ai-2021	1343	22	the	the	DT
stanford-ai-2021	1343	23	result	result	NN
stanford-ai-2021	1343	24	reported	report	VBN
stanford-ai-2021	1343	25	in	in	IN
stanford-ai-2021	1343	26	the	the	DT
stanford-ai-2021	1343	27	most	most	RBS
stanford-ai-2021	1343	28	recent	recent	JJ
stanford-ai-2021	1343	29	version	version	NN
stanford-ai-2021	1343	30	of	of	IN
stanford-ai-2021	1343	31	each	each	DT
stanford-ai-2021	1343	32	paper	paper	NN
stanford-ai-2021	1343	33	.	.	.
stanford-ai-2021	1344	1	We	-PRON-	PRP
stanford-ai-2021	1344	2	selected	select	VBD
stanford-ai-2021	1344	3	a	a	DT
stanford-ai-2021	1344	4	top	top	JJ
stanford-ai-2021	1344	5	result	result	NN
stanford-ai-2021	1344	6	at	at	IN
stanford-ai-2021	1344	7	any	any	DT
stanford-ai-2021	1344	8	given	give	VBN
stanford-ai-2021	1344	9	point	point	NN
stanford-ai-2021	1344	10	in	in	IN
stanford-ai-2021	1344	11	time	time	NN
stanford-ai-2021	1344	12	from	from	IN
stanford-ai-2021	1344	13	2012	2012	CD
stanford-ai-2021	1344	14	to	to	IN
stanford-ai-2021	1344	15	Nov.	November	NNP
stanford-ai-2021	1344	16	17	17	CD
stanford-ai-2021	1344	17	,	,	,
stanford-ai-2021	1344	18	2019	2019	CD
stanford-ai-2021	1344	19	.	.	.
stanford-ai-2021	1345	1	Some	some	DT
stanford-ai-2021	1345	2	of	of	IN
stanford-ai-2021	1345	3	the	the	DT
stanford-ai-2021	1345	4	results	result	NNS
stanford-ai-2021	1345	5	we	-PRON-	PRP
stanford-ai-2021	1345	6	mention	mention	VBP
stanford-ai-2021	1345	7	were	be	VBD
stanford-ai-2021	1345	8	submitted	submit	VBN
stanford-ai-2021	1345	9	to	to	IN
stanford-ai-2021	1345	10	LSRVC	lsrvc	NN
stanford-ai-2021	1345	11	competitions	competition	NNS
stanford-ai-2021	1345	12	over	over	IN
stanford-ai-2021	1345	13	the	the	DT
stanford-ai-2021	1345	14	years	year	NNS
stanford-ai-2021	1345	15	.	.	.
stanford-ai-2021	1346	1	Image	image	NN
stanford-ai-2021	1346	2	classification	classification	NN
stanford-ai-2021	1346	3	was	be	VBD
stanford-ai-2021	1346	4	part	part	NN
stanford-ai-2021	1346	5	of	of	IN
stanford-ai-2021	1346	6	LSRVC	lsrvc	NN
stanford-ai-2021	1346	7	through	through	IN
stanford-ai-2021	1346	8	2014	2014	CD
stanford-ai-2021	1346	9	;	;	:
stanford-ai-2021	1346	10	in	in	IN
stanford-ai-2021	1346	11	2015	2015	CD
stanford-ai-2021	1346	12	,	,	,
stanford-ai-2021	1346	13	it	-PRON-	PRP
stanford-ai-2021	1346	14	was	be	VBD
stanford-ai-2021	1346	15	replaced	replace	VBN
stanford-ai-2021	1346	16	with	with	IN
stanford-ai-2021	1346	17	an	an	DT
stanford-ai-2021	1346	18	object	object	NN
stanford-ai-2021	1346	19	localization	localization	NN
stanford-ai-2021	1346	20	task	task	NN
stanford-ai-2021	1346	21	,	,	,
stanford-ai-2021	1346	22	where	where	WRB
stanford-ai-2021	1346	23	results	result	NNS
stanford-ai-2021	1346	24	for	for	IN
stanford-ai-2021	1346	25	classification	classification	NN
stanford-ai-2021	1346	26	were	be	VBD
stanford-ai-2021	1346	27	still	still	RB
stanford-ai-2021	1346	28	reported	report	VBN
stanford-ai-2021	1346	29	but	but	CC
stanford-ai-2021	1346	30	no	no	RB
stanford-ai-2021	1346	31	longer	long	RBR
stanford-ai-2021	1346	32	a	a	DT
stanford-ai-2021	1346	33	part	part	NN
stanford-ai-2021	1346	34	of	of	IN
stanford-ai-2021	1346	35	the	the	DT
stanford-ai-2021	1346	36	competition	competition	NN
stanford-ai-2021	1346	37	,	,	,
stanford-ai-2021	1346	38	having	have	VBG
stanford-ai-2021	1346	39	instead	instead	RB
stanford-ai-2021	1346	40	been	be	VBN
stanford-ai-2021	1346	41	replaced	replace	VBN
stanford-ai-2021	1346	42	by	by	IN
stanford-ai-2021	1346	43	more	more	JJR
stanford-ai-2021	1346	44	difficult	difficult	JJ
stanford-ai-2021	1346	45	tasks	task	NNS
stanford-ai-2021	1346	46	.	.	.
stanford-ai-2021	1347	1	For	for	IN
stanford-ai-2021	1347	2	papers	paper	NNS
stanford-ai-2021	1347	3	published	publish	VBN
stanford-ai-2021	1347	4	in	in	IN
stanford-ai-2021	1347	5	2014	2014	CD
stanford-ai-2021	1347	6	and	and	CC
stanford-ai-2021	1347	7	later	later	RBR
stanford-ai-2021	1347	8	,	,	,
stanford-ai-2021	1347	9	we	-PRON-	PRP
stanford-ai-2021	1347	10	report	report	VBP
stanford-ai-2021	1347	11	the	the	DT
stanford-ai-2021	1347	12	best	good	JJS
stanford-ai-2021	1347	13	result	result	NN
stanford-ai-2021	1347	14	obtained	obtain	VBD
stanford-ai-2021	1347	15	using	use	VBG
stanford-ai-2021	1347	16	a	a	DT
stanford-ai-2021	1347	17	single	single	JJ
stanford-ai-2021	1347	18	model	model	NN
stanford-ai-2021	1347	19	(	(	-LRB-
stanford-ai-2021	1347	20	we	-PRON-	PRP
stanford-ai-2021	1347	21	did	do	VBD
stanford-ai-2021	1347	22	not	not	RB
stanford-ai-2021	1347	23	include	include	VB
stanford-ai-2021	1347	24	ensembles	ensemble	NNS
stanford-ai-2021	1347	25	)	)	-RRB-
stanford-ai-2021	1347	26	and	and	CC
stanford-ai-2021	1347	27	using	use	VBG
stanford-ai-2021	1347	28	single	single	JJ
stanford-ai-2021	1347	29	-	-	HYPH
stanford-ai-2021	1347	30	crop	crop	NN
stanford-ai-2021	1347	31	testing	testing	NN
stanford-ai-2021	1347	32	.	.	.
stanford-ai-2021	1348	1	For	for	IN
stanford-ai-2021	1348	2	the	the	DT
stanford-ai-2021	1348	3	three	three	CD
stanford-ai-2021	1348	4	earliest	early	JJS
stanford-ai-2021	1348	5	models	model	NNS
stanford-ai-2021	1348	6	(	(	-LRB-
stanford-ai-2021	1348	7	AlexNet	AlexNet	NNP
stanford-ai-2021	1348	8	,	,	,
stanford-ai-2021	1348	9	ZFNet	ZFNet	NNP
stanford-ai-2021	1348	10	,	,	,
stanford-ai-2021	1348	11	Five	five	CD
stanford-ai-2021	1348	12	Base	Base	NNP
stanford-ai-2021	1348	13	)	)	-RRB-
stanford-ai-2021	1348	14	,	,	,
stanford-ai-2021	1348	15	we	-PRON-	PRP
stanford-ai-2021	1348	16	reported	report	VBD
stanford-ai-2021	1348	17	the	the	DT
stanford-ai-2021	1348	18	results	result	NNS
stanford-ai-2021	1348	19	for	for	IN
stanford-ai-2021	1348	20	ensembles	ensemble	NNS
stanford-ai-2021	1348	21	of	of	IN
stanford-ai-2021	1348	22	models	model	NNS
stanford-ai-2021	1348	23	.	.	.
stanford-ai-2021	1349	1	While	while	IN
stanford-ai-2021	1349	2	we	-PRON-	PRP
stanford-ai-2021	1349	3	report	report	VBP
stanford-ai-2021	1349	4	the	the	DT
stanford-ai-2021	1349	5	results	result	NNS
stanford-ai-2021	1349	6	as	as	IN
stanford-ai-2021	1349	7	described	describe	VBN
stanford-ai-2021	1349	8	above	above	IN
stanford-ai-2021	1349	9	,	,	,
stanford-ai-2021	1349	10	due	due	IN
stanford-ai-2021	1349	11	to	to	IN
stanford-ai-2021	1349	12	the	the	DT
stanford-ai-2021	1349	13	diversity	diversity	NN
stanford-ai-2021	1349	14	in	in	IN
stanford-ai-2021	1349	15	models	model	NNS
stanford-ai-2021	1349	16	,	,	,
stanford-ai-2021	1349	17	evaluation	evaluation	NN
stanford-ai-2021	1349	18	methods	method	NNS
stanford-ai-2021	1349	19	,	,	,
stanford-ai-2021	1349	20	and	and	CC
stanford-ai-2021	1349	21	accuracy	accuracy	NN
stanford-ai-2021	1349	22	metrics	metric	NNS
stanford-ai-2021	1349	23	,	,	,
stanford-ai-2021	1349	24	there	there	EX
stanford-ai-2021	1349	25	are	be	VBP
stanford-ai-2021	1349	26	many	many	JJ
stanford-ai-2021	1349	27	other	other	JJ
stanford-ai-2021	1349	28	ways	way	NNS
stanford-ai-2021	1349	29	to	to	TO
stanford-ai-2021	1349	30	report	report	VB
stanford-ai-2021	1349	31	ImageNet	ImageNet	NNP
stanford-ai-2021	1349	32	performance	performance	NN
stanford-ai-2021	1349	33	.	.	.
stanford-ai-2021	1350	1	Some	some	DT
stanford-ai-2021	1350	2	possible	possible	JJ
stanford-ai-2021	1350	3	choices	choice	NNS
stanford-ai-2021	1350	4	include	include	VBP
stanford-ai-2021	1350	5	:	:	:
stanford-ai-2021	1350	6	•	•	NNP
stanford-ai-2021	1350	7	Evaluation	Evaluation	NNP
stanford-ai-2021	1350	8	set	set	NN
stanford-ai-2021	1350	9	:	:	:
stanford-ai-2021	1350	10	validation	validation	NN
stanford-ai-2021	1350	11	set	set	NN
stanford-ai-2021	1350	12	(	(	-LRB-
stanford-ai-2021	1350	13	available	available	JJ
stanford-ai-2021	1350	14	publicly	publicly	RB
stanford-ai-2021	1350	15	)	)	-RRB-
stanford-ai-2021	1350	16	or	or	CC
stanford-ai-2021	1350	17	test	test	NN
stanford-ai-2021	1350	18	set	set	NN
stanford-ai-2021	1350	19	(	(	-LRB-
stanford-ai-2021	1350	20	available	available	JJ
stanford-ai-2021	1350	21	only	only	RB
stanford-ai-2021	1350	22	to	to	IN
stanford-ai-2021	1350	23	LSRVC	lsrvc	NN
stanford-ai-2021	1350	24	organizers	organizer	NNS
stanford-ai-2021	1350	25	)	)	-RRB-
stanford-ai-2021	1350	26	•	•	VBP
stanford-ai-2021	1350	27	Performance	performance	NN
stanford-ai-2021	1350	28	metric	metric	NN
stanford-ai-2021	1350	29	:	:	:
stanford-ai-2021	1350	30	Top-1	Top-1	NNP
stanford-ai-2021	1350	31	accuracy	accuracy	NN
stanford-ai-2021	1350	32	(	(	-LRB-
stanford-ai-2021	1350	33	whether	whether	IN
stanford-ai-2021	1350	34	the	the	DT
stanford-ai-2021	1350	35	correct	correct	JJ
stanford-ai-2021	1350	36	label	label	NN
stanford-ai-2021	1350	37	was	be	VBD
stanford-ai-2021	1350	38	the	the	DT
stanford-ai-2021	1350	39	same	same	JJ
stanford-ai-2021	1350	40	as	as	IN
stanford-ai-2021	1350	41	the	the	DT
stanford-ai-2021	1350	42	first	first	JJ
stanford-ai-2021	1350	43	predicted	predict	VBN
stanford-ai-2021	1350	44	label	label	NN
stanford-ai-2021	1350	45	for	for	IN
stanford-ai-2021	1350	46	each	each	DT
stanford-ai-2021	1350	47	image	image	NN
stanford-ai-2021	1350	48	)	)	-RRB-
stanford-ai-2021	1350	49	or	or	CC
stanford-ai-2021	1350	50	top-5	top-5	SYM
stanford-ai-2021	1350	51	accuracy	accuracy	NN
stanford-ai-2021	1350	52	(	(	-LRB-
stanford-ai-2021	1350	53	whether	whether	IN
stanford-ai-2021	1350	54	the	the	DT
stanford-ai-2021	1350	55	correct	correct	JJ
stanford-ai-2021	1350	56	label	label	NN
stanford-ai-2021	1350	57	was	be	VBD
stanford-ai-2021	1350	58	present	present	JJ
stanford-ai-2021	1350	59	among	among	IN
stanford-ai-2021	1350	60	the	the	DT
stanford-ai-2021	1350	61	top	top	JJ
stanford-ai-2021	1350	62	five	five	CD
stanford-ai-2021	1350	63	predicted	predict	VBD
stanford-ai-2021	1350	64	labels	label	NNS
stanford-ai-2021	1350	65	for	for	IN
stanford-ai-2021	1350	66	each	each	DT
stanford-ai-2021	1350	67	image	image	NN
stanford-ai-2021	1350	68	)	)	-RRB-
stanford-ai-2021	1350	69	•	•	NN
stanford-ai-2021	1350	70	Evaluation	evaluation	NN
stanford-ai-2021	1350	71	method	method	NN
stanford-ai-2021	1350	72	:	:	:
stanford-ai-2021	1350	73	single	single	JJ
stanford-ai-2021	1350	74	-	-	HYPH
stanford-ai-2021	1350	75	crop	crop	NN
stanford-ai-2021	1350	76	or	or	CC
stanford-ai-2021	1350	77	multi	multi	JJ
stanford-ai-2021	1350	78	-	-	JJ
stanford-ai-2021	1350	79	crop	crop	JJ
stanford-ai-2021	1350	80	CHAPTER	chapter	NN
stanford-ai-2021	1350	81	2	2	CD
stanford-ai-2021	1350	82	:	:	:
stanford-ai-2021	1350	83	TECHNICAL	TECHNICAL	NNP
stanford-ai-2021	1350	84	PERFORMANCE	performance	NN
stanford-ai-2021	1350	85	C	c	NN
stanford-ai-2021	1350	86	H	h	NN
stanford-ai-2021	1350	87	A	a	NN
stanford-ai-2021	1350	88	P	p	NN
stanford-ai-2021	1350	89	T	t	NN
stanford-ai-2021	1350	90	E	e	NN
stanford-ai-2021	1350	91	R	r	NN
stanford-ai-2021	1350	92	2	2	CD
stanford-ai-2021	1350	93	:	:	:
stanford-ai-2021	1350	94	T	t	NN
stanford-ai-2021	1350	95	E	e	NN
stanford-ai-2021	1350	96	C	c	NN
stanford-ai-2021	1350	97	H	h	NN
stanford-ai-2021	1350	98	N	n	NN
stanford-ai-2021	1350	99	I	i	NN
stanford-ai-2021	1350	100	C	c	NN
stanford-ai-2021	1350	101	A	a	NN
stanford-ai-2021	1350	102	L	l	NN
stanford-ai-2021	1350	103	P	p	NN
stanford-ai-2021	1350	104	E	e	NN
stanford-ai-2021	1350	105	R	r	NN
stanford-ai-2021	1350	106	F	f	NN
stanford-ai-2021	1350	107	O	o	NN
stanford-ai-2021	1350	108	R	r	NN
stanford-ai-2021	1350	109	M	m	NN
stanford-ai-2021	1350	110	A	a	NN
stanford-ai-2021	1350	111	N	n	NN
stanford-ai-2021	1350	112	C	c	NN
stanford-ai-2021	1350	113	E	e	NN
stanford-ai-2021	1350	114	A	a	NN
stanford-ai-2021	1350	115	P	p	NN
stanford-ai-2021	1350	116	P	p	NN
stanford-ai-2021	1350	117	E	e	NN
stanford-ai-2021	1350	118	N	n	NN
stanford-ai-2021	1350	119	D	d	NN
stanford-ai-2021	1350	120	I	i	NN
stanford-ai-2021	1350	121	X	x	NN
stanford-ai-2021	1350	122	To	to	TO
stanford-ai-2021	1350	123	highlight	highlight	VB
stanford-ai-2021	1350	124	progress	progress	NN
stanford-ai-2021	1350	125	here	here	RB
stanford-ai-2021	1350	126	in	in	IN
stanford-ai-2021	1350	127	top-5	top-5	NFP
stanford-ai-2021	1350	128	accuracy	accuracy	NN
stanford-ai-2021	1350	129	,	,	,
stanford-ai-2021	1350	130	we	-PRON-	PRP
stanford-ai-2021	1350	131	have	have	VBP
stanford-ai-2021	1350	132	taken	take	VBN
stanford-ai-2021	1350	133	scores	score	NNS
stanford-ai-2021	1350	134	from	from	IN
stanford-ai-2021	1350	135	the	the	DT
stanford-ai-2021	1350	136	following	follow	VBG
stanford-ai-2021	1350	137	papers	paper	NNS
stanford-ai-2021	1350	138	,	,	,
stanford-ai-2021	1350	139	without	without	IN
stanford-ai-2021	1350	140	extra	extra	JJ
stanford-ai-2021	1350	141	training	training	NN
stanford-ai-2021	1350	142	data	datum	NNS
stanford-ai-2021	1350	143	:	:	:
stanford-ai-2021	1350	144	Fixing	fix	VBG
stanford-ai-2021	1350	145	the	the	DT
stanford-ai-2021	1350	146	Train	Train	NNP
stanford-ai-2021	1350	147	-	-	HYPH
stanford-ai-2021	1350	148	Test	test	NN
stanford-ai-2021	1350	149	Resolution	resolution	NN
stanford-ai-2021	1350	150	Discrepancy	discrepancy	NN
stanford-ai-2021	1350	151	:	:	:
stanford-ai-2021	1350	152	FixEfficientNet	fixefficientnet	ADD
stanford-ai-2021	1350	153	Adversarial	Adversarial	NNP
stanford-ai-2021	1350	154	Examples	Examples	NNPS
stanford-ai-2021	1350	155	Improve	improve	VBP
stanford-ai-2021	1350	156	Image	Image	NNP
stanford-ai-2021	1350	157	Recognition	Recognition	NNP
stanford-ai-2021	1350	158	OverFeat	OverFeat	NNP
stanford-ai-2021	1350	159	:	:	:
stanford-ai-2021	1350	160	Integrated	Integrated	NNP
stanford-ai-2021	1350	161	Recognition	Recognition	NNP
stanford-ai-2021	1350	162	,	,	,
stanford-ai-2021	1350	163	Localization	Localization	NNP
stanford-ai-2021	1350	164	and	and	CC
stanford-ai-2021	1350	165	Detection	Detection	NNP
stanford-ai-2021	1350	166	Using	use	VBG
stanford-ai-2021	1350	167	Convolutional	convolutional	JJ
stanford-ai-2021	1350	168	Networks	network	NNS
stanford-ai-2021	1350	169	Local	Local	NNP
stanford-ai-2021	1350	170	Relation	Relation	NNP
stanford-ai-2021	1350	171	Networks	Networks	NNP
stanford-ai-2021	1350	172	for	for	IN
stanford-ai-2021	1350	173	Image	Image	NNP
stanford-ai-2021	1350	174	Recognition	Recognition	NNP
stanford-ai-2021	1350	175	Densely	densely	RB
stanford-ai-2021	1350	176	Connected	connected	JJ
stanford-ai-2021	1350	177	Convolutional	convolutional	JJ
stanford-ai-2021	1350	178	Networks	network	NNS
stanford-ai-2021	1350	179	Revisiting	revisit	VBG
stanford-ai-2021	1350	180	Unreasonable	unreasonable	JJ
stanford-ai-2021	1350	181	Effectiveness	effectiveness	NN
stanford-ai-2021	1350	182	of	of	IN
stanford-ai-2021	1350	183	Data	Data	NNPS
stanford-ai-2021	1350	184	in	in	IN
stanford-ai-2021	1350	185	Deep	Deep	NNP
stanford-ai-2021	1350	186	Learning	Learning	NNP
stanford-ai-2021	1350	187	Era	Era	NNP
stanford-ai-2021	1350	188	Squeeze	squeeze	NN
stanford-ai-2021	1350	189	-	-	HYPH
stanford-ai-2021	1350	190	and	and	CC
stanford-ai-2021	1350	191	-	-	HYPH
stanford-ai-2021	1350	192	Excitation	Excitation	NNP
stanford-ai-2021	1350	193	Networks	Networks	NNP
stanford-ai-2021	1350	194	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	195	:	:	:
stanford-ai-2021	1350	196	Rethinking	rethink	VBG
stanford-ai-2021	1350	197	Model	model	NN
stanford-ai-2021	1350	198	Scaling	scale	VBG
stanford-ai-2021	1350	199	for	for	IN
stanford-ai-2021	1350	200	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	201	Neural	Neural	NNP
stanford-ai-2021	1350	202	Networks	Networks	NNP
stanford-ai-2021	1350	203	MultiGrain	MultiGrain	NNP
stanford-ai-2021	1350	204	:	:	:
stanford-ai-2021	1350	205	A	a	DT
stanford-ai-2021	1350	206	Unified	Unified	NNP
stanford-ai-2021	1350	207	Image	Image	NNP
stanford-ai-2021	1350	208	Embedding	embed	VBG
stanford-ai-2021	1350	209	for	for	IN
stanford-ai-2021	1350	210	Classes	Classes	NNPS
stanford-ai-2021	1350	211	and	and	CC
stanford-ai-2021	1350	212	Instances	Instances	NNPS
stanford-ai-2021	1350	213	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	214	:	:	:
stanford-ai-2021	1350	215	Rethinking	rethink	VBG
stanford-ai-2021	1350	216	Model	model	NN
stanford-ai-2021	1350	217	Scaling	scale	VBG
stanford-ai-2021	1350	218	for	for	IN
stanford-ai-2021	1350	219	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	220	Neural	Neural	NNP
stanford-ai-2021	1350	221	Networks	Networks	NNP
stanford-ai-2021	1350	222	Billion	Billion	NNP
stanford-ai-2021	1350	223	-	-	HYPH
stanford-ai-2021	1350	224	Scale	Scale	NNP
stanford-ai-2021	1350	225	Semi	Semi	NNP
stanford-ai-2021	1350	226	-	-	HYPH
stanford-ai-2021	1350	227	Supervised	Supervised	NNP
stanford-ai-2021	1350	228	Learning	Learning	NNP
stanford-ai-2021	1350	229	for	for	IN
stanford-ai-2021	1350	230	Image	Image	NNP
stanford-ai-2021	1350	231	Classification	Classification	NNP
stanford-ai-2021	1350	232	GPipe	GPipe	NNP
stanford-ai-2021	1350	233	:	:	:
stanford-ai-2021	1350	234	Efficient	efficient	JJ
stanford-ai-2021	1350	235	Training	training	NN
stanford-ai-2021	1350	236	of	of	IN
stanford-ai-2021	1350	237	Giant	Giant	NNP
stanford-ai-2021	1350	238	Neural	Neural	NNP
stanford-ai-2021	1350	239	Networks	Networks	NNP
stanford-ai-2021	1350	240	Using	Using	NNP
stanford-ai-2021	1350	241	Pipeline	Pipeline	NNP
stanford-ai-2021	1350	242	Parallelism	Parallelism	NNP
stanford-ai-2021	1350	243	RandAugment	RandAugment	NNP
stanford-ai-2021	1350	244	:	:	:
stanford-ai-2021	1350	245	Practical	Practical	NNP
stanford-ai-2021	1350	246	Data	Data	NNP
stanford-ai-2021	1350	247	Augmentation	Augmentation	NNP
stanford-ai-2021	1350	248	with	with	IN
stanford-ai-2021	1350	249	No	no	DT
stanford-ai-2021	1350	250	Separate	Separate	NNP
stanford-ai-2021	1350	251	Search	Search	NNP
stanford-ai-2021	1350	252	Fixing	fix	VBG
stanford-ai-2021	1350	253	the	the	DT
stanford-ai-2021	1350	254	Train	Train	NNP
stanford-ai-2021	1350	255	-	-	HYPH
stanford-ai-2021	1350	256	Rest	Rest	NNP
stanford-ai-2021	1350	257	Resolution	Resolution	NNP
stanford-ai-2021	1350	258	Discrepancy	discrepancy	NN
stanford-ai-2021	1350	259	https://paperswithcode.com/paper/adversarial-examples-improve-image	https://paperswithcode.com/paper/adversarial-examples-improve-image	NN
stanford-ai-2021	1350	260	https://paperswithcode.com/paper/overfeat-integrated-recognition-localization	https://paperswithcode.com/paper/overfeat-integrated-recognition-localization	-LRB-
stanford-ai-2021	1350	261	https://paperswithcode.com/paper/local-relation-networks-for-image-recognition	https://paperswithcode.com/paper/local-relation-networks-for-image-recognition	NN
stanford-ai-2021	1350	262	https://paperswithcode.com/paper/densely-connected-convolutional-networks	https://paperswithcode.com/paper/densely-connected-convolutional-networks	NNP
stanford-ai-2021	1350	263	https://paperswithcode.com/paper/revisiting-unreasonable-effectiveness-of-data	https://paperswithcode.com/paper/revisiting-unreasonable-effectiveness-of-data	NNP
stanford-ai-2021	1350	264	https://paperswithcode.com/paper/squeeze-and-excitation-networks	https://paperswithcode.com/paper/squeeze-and-excitation-networks	NNP
stanford-ai-2021	1350	265	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1350	266	https://paperswithcode.com/paper/multigrain-a-unified-image-embedding-for	https://paperswithcode.com/paper/multigrain-a-unified-image-embedding-for	NN
stanford-ai-2021	1350	267	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1350	268	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	NNP
stanford-ai-2021	1350	269	https://paperswithcode.com/paper/gpipe-efficient-training-of-giant-neural	https://paperswithcode.com/paper/gpipe-efficient-training-of-giant-neural	NN
stanford-ai-2021	1350	270	https://paperswithcode.com/paper/randaugment-practical-data-augmentation-with	https://paperswithcode.com/paper/randaugment-practical-data-augmentation-with	VBG
stanford-ai-2021	1350	271	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy	NNP
stanford-ai-2021	1350	272	TA	TA	NNP
stanford-ai-2021	1350	273	B	B	NNP
stanford-ai-2021	1350	274	L	l	NN
stanford-ai-2021	1350	275	E	e	NN
stanford-ai-2021	1350	276	O	o	NN
stanford-ai-2021	1350	277	F	f	NN
stanford-ai-2021	1350	278	C	c	NN
stanford-ai-2021	1350	279	O	o	NN
stanford-ai-2021	1350	280	N	n	NN
stanford-ai-2021	1350	281	T	t	NN
stanford-ai-2021	1350	282	E	e	NN
stanford-ai-2021	1350	283	N	n	NN
stanford-ai-2021	1350	284	T	t	NN
stanford-ai-2021	1350	285	S	s	NN
stanford-ai-2021	1350	286	1	1	CD
stanford-ai-2021	1350	287	9	9	CD
stanford-ai-2021	1350	288	5A	5a	NN
stanford-ai-2021	1350	289	P	p	NN
stanford-ai-2021	1350	290	P	p	NN
stanford-ai-2021	1350	291	E	e	NN
stanford-ai-2021	1350	292	N	n	NN
stanford-ai-2021	1350	293	D	d	NN
stanford-ai-2021	1350	294	I	i	NN
stanford-ai-2021	1350	295	X	X	NNP
stanford-ai-2021	1350	296	Artificial	Artificial	NNP
stanford-ai-2021	1350	297	Intelligence	Intelligence	NNP
stanford-ai-2021	1350	298	Index	Index	NNP
stanford-ai-2021	1350	299	Report	Report	NNP
stanford-ai-2021	1350	300	2021	2021	CD
stanford-ai-2021	1350	301	To	to	TO
stanford-ai-2021	1350	302	highlight	highlight	VB
stanford-ai-2021	1350	303	progress	progress	NN
stanford-ai-2021	1350	304	here	here	RB
stanford-ai-2021	1350	305	in	in	IN
stanford-ai-2021	1350	306	top-5	top-5	NFP
stanford-ai-2021	1350	307	accuracy	accuracy	NN
stanford-ai-2021	1350	308	,	,	,
stanford-ai-2021	1350	309	we	-PRON-	PRP
stanford-ai-2021	1350	310	have	have	VBP
stanford-ai-2021	1350	311	taken	take	VBN
stanford-ai-2021	1350	312	scores	score	NNS
stanford-ai-2021	1350	313	from	from	IN
stanford-ai-2021	1350	314	the	the	DT
stanford-ai-2021	1350	315	following	follow	VBG
stanford-ai-2021	1350	316	papers	paper	NNS
stanford-ai-2021	1350	317	,	,	,
stanford-ai-2021	1350	318	with	with	IN
stanford-ai-2021	1350	319	extra	extra	JJ
stanford-ai-2021	1350	320	training	training	NN
stanford-ai-2021	1350	321	data	datum	NNS
stanford-ai-2021	1350	322	:	:	:
stanford-ai-2021	1350	323	Meta	Meta	NNP
stanford-ai-2021	1350	324	Pseudo	Pseudo	NNP
stanford-ai-2021	1350	325	Labels	Labels	NNP
stanford-ai-2021	1350	326	Self	self	NN
stanford-ai-2021	1350	327	-	-	HYPH
stanford-ai-2021	1350	328	Training	training	NN
stanford-ai-2021	1350	329	with	with	IN
stanford-ai-2021	1350	330	Noisy	Noisy	NNP
stanford-ai-2021	1350	331	Student	Student	NNP
stanford-ai-2021	1350	332	Improves	improve	VBZ
stanford-ai-2021	1350	333	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	334	Classification	classification	NN
stanford-ai-2021	1350	335	Big	Big	NNP
stanford-ai-2021	1350	336	Transfer	transfer	NN
stanford-ai-2021	1350	337	(	(	-LRB-
stanford-ai-2021	1350	338	BiT	BiT	NNP
stanford-ai-2021	1350	339	)	)	-RRB-
stanford-ai-2021	1350	340	:	:	:
stanford-ai-2021	1350	341	General	General	NNP
stanford-ai-2021	1350	342	Visual	Visual	NNP
stanford-ai-2021	1350	343	Representation	Representation	NNP
stanford-ai-2021	1350	344	Learning	Learning	NNP
stanford-ai-2021	1350	345	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	346	Classification	classification	NN
stanford-ai-2021	1350	347	with	with	IN
stanford-ai-2021	1350	348	Deep	Deep	NNP
stanford-ai-2021	1350	349	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	350	Neural	Neural	NNP
stanford-ai-2021	1350	351	Networks	Networks	NNPS
stanford-ai-2021	1350	352	ESPNetv2	espnetv2	NN
stanford-ai-2021	1350	353	:	:	:
stanford-ai-2021	1350	354	A	a	DT
stanford-ai-2021	1350	355	Light	Light	NNP
stanford-ai-2021	1350	356	-	-	HYPH
stanford-ai-2021	1350	357	Weight	weight	NN
stanford-ai-2021	1350	358	,	,	,
stanford-ai-2021	1350	359	Power	Power	NNP
stanford-ai-2021	1350	360	Efficient	Efficient	NNP
stanford-ai-2021	1350	361	,	,	,
stanford-ai-2021	1350	362	and	and	CC
stanford-ai-2021	1350	363	General	General	NNP
stanford-ai-2021	1350	364	Purpose	Purpose	NNP
stanford-ai-2021	1350	365	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	366	Neural	Neural	NNP
stanford-ai-2021	1350	367	Network	Network	NNP
stanford-ai-2021	1350	368	Xception	Xception	NNP
stanford-ai-2021	1350	369	:	:	:
stanford-ai-2021	1350	370	Deep	deep	JJ
stanford-ai-2021	1350	371	Learning	Learning	NNP
stanford-ai-2021	1350	372	with	with	IN
stanford-ai-2021	1350	373	Depthwise	Depthwise	NNP
stanford-ai-2021	1350	374	Separable	Separable	NNP
stanford-ai-2021	1350	375	Convolutions	Convolutions	NNPS
stanford-ai-2021	1350	376	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	377	:	:	:
stanford-ai-2021	1350	378	Rethinking	rethink	VBG
stanford-ai-2021	1350	379	Model	model	NN
stanford-ai-2021	1350	380	Scaling	scale	VBG
stanford-ai-2021	1350	381	for	for	IN
stanford-ai-2021	1350	382	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	383	Neural	Neural	NNP
stanford-ai-2021	1350	384	Networks	Networks	NNP
stanford-ai-2021	1350	385	Self	self	NN
stanford-ai-2021	1350	386	-	-	HYPH
stanford-ai-2021	1350	387	training	training	NN
stanford-ai-2021	1350	388	with	with	IN
stanford-ai-2021	1350	389	Noisy	Noisy	NNP
stanford-ai-2021	1350	390	Student	Student	NNP
stanford-ai-2021	1350	391	Improves	improve	VBZ
stanford-ai-2021	1350	392	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	393	Classification	classification	NN
stanford-ai-2021	1350	394	To	to	TO
stanford-ai-2021	1350	395	highlight	highlight	VB
stanford-ai-2021	1350	396	progress	progress	NN
stanford-ai-2021	1350	397	here	here	RB
stanford-ai-2021	1350	398	in	in	IN
stanford-ai-2021	1350	399	top-1	top-1	``
stanford-ai-2021	1350	400	accuracy	accuracy	NN
stanford-ai-2021	1350	401	,	,	,
stanford-ai-2021	1350	402	we	-PRON-	PRP
stanford-ai-2021	1350	403	have	have	VBP
stanford-ai-2021	1350	404	taken	take	VBN
stanford-ai-2021	1350	405	scores	score	NNS
stanford-ai-2021	1350	406	from	from	IN
stanford-ai-2021	1350	407	the	the	DT
stanford-ai-2021	1350	408	following	follow	VBG
stanford-ai-2021	1350	409	papers	paper	NNS
stanford-ai-2021	1350	410	,	,	,
stanford-ai-2021	1350	411	without	without	IN
stanford-ai-2021	1350	412	extra	extra	JJ
stanford-ai-2021	1350	413	training	training	NN
stanford-ai-2021	1350	414	data	datum	NNS
stanford-ai-2021	1350	415	:	:	:
stanford-ai-2021	1350	416	Fixing	fix	VBG
stanford-ai-2021	1350	417	the	the	DT
stanford-ai-2021	1350	418	Train	Train	NNP
stanford-ai-2021	1350	419	-	-	HYPH
stanford-ai-2021	1350	420	Test	test	NN
stanford-ai-2021	1350	421	Resolution	resolution	NN
stanford-ai-2021	1350	422	Discrepancy	discrepancy	NN
stanford-ai-2021	1350	423	:	:	:
stanford-ai-2021	1350	424	FixEfficientNet	fixefficientnet	ADD
stanford-ai-2021	1350	425	Adversarial	Adversarial	NNP
stanford-ai-2021	1350	426	Examples	Examples	NNPS
stanford-ai-2021	1350	427	Improve	improve	VBP
stanford-ai-2021	1350	428	Image	Image	NNP
stanford-ai-2021	1350	429	Recognition	Recognition	NNP
stanford-ai-2021	1350	430	OverFeat	OverFeat	NNP
stanford-ai-2021	1350	431	:	:	:
stanford-ai-2021	1350	432	Integrated	Integrated	NNP
stanford-ai-2021	1350	433	Recognition	Recognition	NNP
stanford-ai-2021	1350	434	,	,	,
stanford-ai-2021	1350	435	Localization	Localization	NNP
stanford-ai-2021	1350	436	and	and	CC
stanford-ai-2021	1350	437	Detection	Detection	NNP
stanford-ai-2021	1350	438	using	use	VBG
stanford-ai-2021	1350	439	Convolutional	convolutional	JJ
stanford-ai-2021	1350	440	Networks	network	NNS
stanford-ai-2021	1350	441	Densely	densely	RB
stanford-ai-2021	1350	442	Connected	connected	JJ
stanford-ai-2021	1350	443	Convolutional	convolutional	JJ
stanford-ai-2021	1350	444	Networks	network	NNS
stanford-ai-2021	1350	445	Revisiting	revisit	VBG
stanford-ai-2021	1350	446	Unreasonable	unreasonable	JJ
stanford-ai-2021	1350	447	Effectiveness	effectiveness	NN
stanford-ai-2021	1350	448	of	of	IN
stanford-ai-2021	1350	449	Data	Data	NNPS
stanford-ai-2021	1350	450	in	in	IN
stanford-ai-2021	1350	451	Deep	Deep	NNP
stanford-ai-2021	1350	452	Learning	Learning	NNP
stanford-ai-2021	1350	453	Era	era	NN
stanford-ai-2021	1350	454	Dual	dual	JJ
stanford-ai-2021	1350	455	Path	path	NN
stanford-ai-2021	1350	456	Networks	networks	NN
stanford-ai-2021	1350	457	Res2Net	res2net	NN
stanford-ai-2021	1350	458	:	:	:
stanford-ai-2021	1350	459	A	a	DT
stanford-ai-2021	1350	460	New	New	NNP
stanford-ai-2021	1350	461	Multi	multi	JJ
stanford-ai-2021	1350	462	-	-	HYPH
stanford-ai-2021	1350	463	Scale	Scale	NNP
stanford-ai-2021	1350	464	Backbone	Backbone	NNP
stanford-ai-2021	1350	465	Architecture	Architecture	NNP
stanford-ai-2021	1350	466	Billion	billion	CD
stanford-ai-2021	1350	467	-	-	HYPH
stanford-ai-2021	1350	468	Scale	Scale	NNP
stanford-ai-2021	1350	469	Semi	Semi	NNP
stanford-ai-2021	1350	470	-	-	HYPH
stanford-ai-2021	1350	471	Supervised	Supervised	NNP
stanford-ai-2021	1350	472	Learning	Learning	NNP
stanford-ai-2021	1350	473	for	for	IN
stanford-ai-2021	1350	474	Image	Image	NNP
stanford-ai-2021	1350	475	Classification	Classification	NNP
stanford-ai-2021	1350	476	Squeeze	Squeeze	NNP
stanford-ai-2021	1350	477	-	-	HYPH
stanford-ai-2021	1350	478	and	and	CC
stanford-ai-2021	1350	479	-	-	HYPH
stanford-ai-2021	1350	480	Excitation	Excitation	NNP
stanford-ai-2021	1350	481	Networks	Networks	NNP
stanford-ai-2021	1350	482	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	483	:	:	:
stanford-ai-2021	1350	484	Rethinking	rethink	VBG
stanford-ai-2021	1350	485	Model	model	NN
stanford-ai-2021	1350	486	Scaling	scale	VBG
stanford-ai-2021	1350	487	for	for	IN
stanford-ai-2021	1350	488	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	489	Neural	Neural	NNP
stanford-ai-2021	1350	490	Networks	Networks	NNP
stanford-ai-2021	1350	491	MultiGrain	MultiGrain	NNP
stanford-ai-2021	1350	492	:	:	:
stanford-ai-2021	1350	493	A	a	DT
stanford-ai-2021	1350	494	Unified	Unified	NNP
stanford-ai-2021	1350	495	Image	Image	NNP
stanford-ai-2021	1350	496	Embedding	embed	VBG
stanford-ai-2021	1350	497	for	for	IN
stanford-ai-2021	1350	498	Classes	Classes	NNPS
stanford-ai-2021	1350	499	and	and	CC
stanford-ai-2021	1350	500	Instances	Instances	NNPS
stanford-ai-2021	1350	501	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	502	:	:	:
stanford-ai-2021	1350	503	Rethinking	rethink	VBG
stanford-ai-2021	1350	504	Model	model	NN
stanford-ai-2021	1350	505	Scaling	scale	VBG
stanford-ai-2021	1350	506	for	for	IN
stanford-ai-2021	1350	507	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	508	Neural	Neural	NNP
stanford-ai-2021	1350	509	Networks	Networks	NNP
stanford-ai-2021	1350	510	Billion	Billion	NNP
stanford-ai-2021	1350	511	-	-	HYPH
stanford-ai-2021	1350	512	Scale	Scale	NNP
stanford-ai-2021	1350	513	Semi	Semi	NNP
stanford-ai-2021	1350	514	-	-	HYPH
stanford-ai-2021	1350	515	Supervised	Supervised	NNP
stanford-ai-2021	1350	516	Learning	Learning	NNP
stanford-ai-2021	1350	517	for	for	IN
stanford-ai-2021	1350	518	Image	Image	NNP
stanford-ai-2021	1350	519	Classification	Classification	NNP
stanford-ai-2021	1350	520	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	521	:	:	:
stanford-ai-2021	1350	522	Rethinking	rethink	VBG
stanford-ai-2021	1350	523	Model	model	NN
stanford-ai-2021	1350	524	Scaling	scale	VBG
stanford-ai-2021	1350	525	for	for	IN
stanford-ai-2021	1350	526	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	527	Neural	Neural	NNP
stanford-ai-2021	1350	528	Networks	Networks	NNP
stanford-ai-2021	1350	529	RandAugment	RandAugment	NNP
stanford-ai-2021	1350	530	:	:	:
stanford-ai-2021	1350	531	Practical	Practical	NNP
stanford-ai-2021	1350	532	Data	Data	NNP
stanford-ai-2021	1350	533	Augmentation	Augmentation	NNP
stanford-ai-2021	1350	534	with	with	IN
stanford-ai-2021	1350	535	No	no	DT
stanford-ai-2021	1350	536	Separate	Separate	NNP
stanford-ai-2021	1350	537	Search	Search	NNP
stanford-ai-2021	1350	538	Fixing	fix	VBG
stanford-ai-2021	1350	539	the	the	DT
stanford-ai-2021	1350	540	Train	Train	NNP
stanford-ai-2021	1350	541	-	-	HYPH
stanford-ai-2021	1350	542	Test	test	NN
stanford-ai-2021	1350	543	Resolution	resolution	NN
stanford-ai-2021	1350	544	Discrepancy	discrepancy	NN
stanford-ai-2021	1350	545	To	to	TO
stanford-ai-2021	1350	546	highlight	highlight	VB
stanford-ai-2021	1350	547	progress	progress	NN
stanford-ai-2021	1350	548	here	here	RB
stanford-ai-2021	1350	549	in	in	IN
stanford-ai-2021	1350	550	top-1	top-1	``
stanford-ai-2021	1350	551	accuracy	accuracy	NN
stanford-ai-2021	1350	552	,	,	,
stanford-ai-2021	1350	553	we	-PRON-	PRP
stanford-ai-2021	1350	554	have	have	VBP
stanford-ai-2021	1350	555	taken	take	VBN
stanford-ai-2021	1350	556	scores	score	NNS
stanford-ai-2021	1350	557	from	from	IN
stanford-ai-2021	1350	558	the	the	DT
stanford-ai-2021	1350	559	following	follow	VBG
stanford-ai-2021	1350	560	papers	paper	NNS
stanford-ai-2021	1350	561	,	,	,
stanford-ai-2021	1350	562	without	without	IN
stanford-ai-2021	1350	563	extra	extra	JJ
stanford-ai-2021	1350	564	training	training	NN
stanford-ai-2021	1350	565	data	datum	NNS
stanford-ai-2021	1350	566	:	:	:
stanford-ai-2021	1350	567	Meta	Meta	NNP
stanford-ai-2021	1350	568	Pseudo	Pseudo	NNP
stanford-ai-2021	1350	569	Labels	Labels	NNP
stanford-ai-2021	1350	570	Sharpness	sharpness	JJ
stanford-ai-2021	1350	571	-	-	HYPH
stanford-ai-2021	1350	572	Aware	aware	JJ
stanford-ai-2021	1350	573	Minimization	Minimization	NNP
stanford-ai-2021	1350	574	for	for	IN
stanford-ai-2021	1350	575	Efficiently	efficiently	RB
stanford-ai-2021	1350	576	Improving	improve	VBG
stanford-ai-2021	1350	577	Generalization	generalization	NN
stanford-ai-2021	1350	578	An	an	DT
stanford-ai-2021	1350	579	Image	image	NN
stanford-ai-2021	1350	580	Is	be	VBZ
stanford-ai-2021	1350	581	Worth	worth	JJ
stanford-ai-2021	1350	582	16x16	16x16	CD
stanford-ai-2021	1350	583	Words	word	NNS
stanford-ai-2021	1350	584	:	:	:
stanford-ai-2021	1350	585	Transformers	transformer	NNS
stanford-ai-2021	1350	586	for	for	IN
stanford-ai-2021	1350	587	Image	Image	NNP
stanford-ai-2021	1350	588	Recognition	Recognition	NNP
stanford-ai-2021	1350	589	at	at	IN
stanford-ai-2021	1350	590	Scale	Scale	NNP
stanford-ai-2021	1350	591	Fixing	fix	VBG
stanford-ai-2021	1350	592	the	the	DT
stanford-ai-2021	1350	593	Train	Train	NNP
stanford-ai-2021	1350	594	-	-	HYPH
stanford-ai-2021	1350	595	Test	test	NN
stanford-ai-2021	1350	596	Resolution	resolution	NN
stanford-ai-2021	1350	597	Discrepancy	discrepancy	NN
stanford-ai-2021	1350	598	:	:	:
stanford-ai-2021	1350	599	FixEfficientNet	FixEfficientNet	NFP
stanford-ai-2021	1350	600	Self	self	NN
stanford-ai-2021	1350	601	-	-	HYPH
stanford-ai-2021	1350	602	training	training	NN
stanford-ai-2021	1350	603	with	with	IN
stanford-ai-2021	1350	604	Noisy	Noisy	NNP
stanford-ai-2021	1350	605	Student	Student	NNP
stanford-ai-2021	1350	606	Improves	improve	VBZ
stanford-ai-2021	1350	607	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	608	Classification	classification	NN
stanford-ai-2021	1350	609	Big	Big	NNP
stanford-ai-2021	1350	610	Transfer	transfer	NN
stanford-ai-2021	1350	611	(	(	-LRB-
stanford-ai-2021	1350	612	BiT	BiT	NNP
stanford-ai-2021	1350	613	)	)	-RRB-
stanford-ai-2021	1350	614	:	:	:
stanford-ai-2021	1350	615	General	General	NNP
stanford-ai-2021	1350	616	Visual	Visual	NNP
stanford-ai-2021	1350	617	Representation	Representation	NNP
stanford-ai-2021	1350	618	Learning	Learning	NNP
stanford-ai-2021	1350	619	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	620	Classification	classification	NN
stanford-ai-2021	1350	621	with	with	IN
stanford-ai-2021	1350	622	Deep	Deep	NNP
stanford-ai-2021	1350	623	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	624	Neural	Neural	NNP
stanford-ai-2021	1350	625	Networks	Networks	NNPS
stanford-ai-2021	1350	626	ESPNetv2	espnetv2	NN
stanford-ai-2021	1350	627	:	:	:
stanford-ai-2021	1350	628	A	a	DT
stanford-ai-2021	1350	629	Light	Light	NNP
stanford-ai-2021	1350	630	-	-	HYPH
stanford-ai-2021	1350	631	Weight	weight	NN
stanford-ai-2021	1350	632	,	,	,
stanford-ai-2021	1350	633	Power	Power	NNP
stanford-ai-2021	1350	634	Efficient	Efficient	NNP
stanford-ai-2021	1350	635	,	,	,
stanford-ai-2021	1350	636	and	and	CC
stanford-ai-2021	1350	637	General	General	NNP
stanford-ai-2021	1350	638	Purpose	Purpose	NNP
stanford-ai-2021	1350	639	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	640	Neural	Neural	NNP
stanford-ai-2021	1350	641	Network	Network	NNP
stanford-ai-2021	1350	642	Xception	Xception	NNP
stanford-ai-2021	1350	643	:	:	:
stanford-ai-2021	1350	644	Deep	deep	JJ
stanford-ai-2021	1350	645	Learning	Learning	NNP
stanford-ai-2021	1350	646	with	with	IN
stanford-ai-2021	1350	647	Depthwise	Depthwise	NNP
stanford-ai-2021	1350	648	Separable	Separable	NNP
stanford-ai-2021	1350	649	Convolutions	Convolutions	NNPS
stanford-ai-2021	1350	650	EfficientNet	EfficientNet	NNP
stanford-ai-2021	1350	651	:	:	:
stanford-ai-2021	1350	652	Rethinking	rethink	VBG
stanford-ai-2021	1350	653	Model	model	NN
stanford-ai-2021	1350	654	Scaling	scale	VBG
stanford-ai-2021	1350	655	for	for	IN
stanford-ai-2021	1350	656	Convolutional	Convolutional	NNP
stanford-ai-2021	1350	657	Neural	Neural	NNP
stanford-ai-2021	1350	658	Networks	Networks	NNP
stanford-ai-2021	1350	659	Self	self	NN
stanford-ai-2021	1350	660	-	-	HYPH
stanford-ai-2021	1350	661	training	training	NN
stanford-ai-2021	1350	662	with	with	IN
stanford-ai-2021	1350	663	Noisy	Noisy	NNP
stanford-ai-2021	1350	664	Student	Student	NNP
stanford-ai-2021	1350	665	Improves	improve	VBZ
stanford-ai-2021	1350	666	ImageNet	ImageNet	NNP
stanford-ai-2021	1350	667	Classification	classification	NN
stanford-ai-2021	1350	668	The	the	DT
stanford-ai-2021	1350	669	estimate	estimate	NN
stanford-ai-2021	1350	670	of	of	IN
stanford-ai-2021	1350	671	human	human	JJ
stanford-ai-2021	1350	672	-	-	HYPH
stanford-ai-2021	1350	673	level	level	NN
stanford-ai-2021	1350	674	performance	performance	NN
stanford-ai-2021	1350	675	is	be	VBZ
stanford-ai-2021	1350	676	from	from	IN
stanford-ai-2021	1350	677	Russakovsky	Russakovsky	NNP
stanford-ai-2021	1350	678	et	et	NNP
stanford-ai-2021	1350	679	al	al	NNP
stanford-ai-2021	1350	680	,	,	,
stanford-ai-2021	1350	681	2015	2015	CD
stanford-ai-2021	1350	682	.	.	.
stanford-ai-2021	1351	1	Learn	learn	VB
stanford-ai-2021	1351	2	more	more	JJR
stanford-ai-2021	1351	3	about	about	IN
stanford-ai-2021	1351	4	the	the	DT
stanford-ai-2021	1351	5	LSVRC	LSVRC	NNP
stanford-ai-2021	1351	6	ImageNet	ImageNet	NNP
stanford-ai-2021	1351	7	competition	competition	NN
stanford-ai-2021	1351	8	and	and	CC
stanford-ai-2021	1351	9	the	the	DT
stanford-ai-2021	1351	10	ImageNet	ImageNet	NNP
stanford-ai-2021	1351	11	data	datum	NNS
stanford-ai-2021	1351	12	set	set	NN
stanford-ai-2021	1351	13	.	.	.
stanford-ai-2021	1352	1	C	c	NN
stanford-ai-2021	1352	2	H	h	NN
stanford-ai-2021	1352	3	A	a	NN
stanford-ai-2021	1352	4	P	p	NN
stanford-ai-2021	1352	5	T	t	NN
stanford-ai-2021	1352	6	E	e	NN
stanford-ai-2021	1352	7	R	r	NN
stanford-ai-2021	1352	8	2	2	CD
stanford-ai-2021	1352	9	:	:	:
stanford-ai-2021	1352	10	T	t	NN
stanford-ai-2021	1352	11	E	e	NN
stanford-ai-2021	1352	12	C	c	NN
stanford-ai-2021	1352	13	H	h	NN
stanford-ai-2021	1352	14	N	n	NN
stanford-ai-2021	1352	15	I	i	NN
stanford-ai-2021	1352	16	C	c	NN
stanford-ai-2021	1352	17	A	a	NN
stanford-ai-2021	1352	18	L	l	NN
stanford-ai-2021	1352	19	P	p	NN
stanford-ai-2021	1352	20	E	e	NN
stanford-ai-2021	1352	21	R	r	NN
stanford-ai-2021	1352	22	F	f	NN
stanford-ai-2021	1352	23	O	o	NN
stanford-ai-2021	1352	24	R	r	NN
stanford-ai-2021	1352	25	M	m	NN
stanford-ai-2021	1352	26	A	a	NN
stanford-ai-2021	1352	27	N	n	NN
stanford-ai-2021	1352	28	C	c	NN
stanford-ai-2021	1352	29	E	e	NN
stanford-ai-2021	1352	30	A	a	NN
stanford-ai-2021	1352	31	P	p	NN
stanford-ai-2021	1352	32	P	p	NN
stanford-ai-2021	1352	33	E	e	NN
stanford-ai-2021	1352	34	N	n	NN
stanford-ai-2021	1352	35	D	d	NN
stanford-ai-2021	1352	36	I	i	NN
stanford-ai-2021	1352	37	X	x	NN
stanford-ai-2021	1352	38	https://paperswithcode.com/paper/meta-pseudo-labels	https://paperswithcode.com/paper/meta-pseudo-labels	NNP
stanford-ai-2021	1352	39	https://paperswithcode.com/paper/self-training-with-noisy-student-improves	https://paperswithcode.com/paper/self-training-with-noisy-student-improve	NNS
stanford-ai-2021	1352	40	https://paperswithcode.com/paper/large-scale-learning-of-general-visual	https://paperswithcode.com/paper/large-scale-learning-of-general-visual	ADD
stanford-ai-2021	1352	41	https://paperswithcode.com/paper/imagenet-classification-with-deep	https://paperswithcode.com/paper/imagenet-classification-with-deep	NNP
stanford-ai-2021	1352	42	https://paperswithcode.com/paper/espnetv2-a-light-weight-power-efficient-and	https://paperswithcode.com/paper/espnetv2-a-light-weight-power-efficient-and	NNP
stanford-ai-2021	1352	43	https://paperswithcode.com/paper/xception-deep-learning-with-depthwise	https://paperswithcode.com/paper/xception-deep-learning-with-depthwise	NN
stanford-ai-2021	1352	44	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1352	45	https://paperswithcode.com/paper/self-training-with-noisy-student-improves	https://paperswithcode.com/paper/self-training-with-noisy-student-improve	NNS
stanford-ai-2021	1352	46	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy-2	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy-2	NNP
stanford-ai-2021	1352	47	https://paperswithcode.com/paper/adversarial-examples-improve-image	https://paperswithcode.com/paper/adversarial-examples-improve-image	NN
stanford-ai-2021	1352	48	https://paperswithcode.com/paper/overfeat-integrated-recognition-localization	https://paperswithcode.com/paper/overfeat-integrated-recognition-localization	NN
stanford-ai-2021	1352	49	https://paperswithcode.com/paper/densely-connected-convolutional-networks	https://paperswithcode.com/paper/densely-connected-convolutional-networks	NFP
stanford-ai-2021	1352	50	https://paperswithcode.com/paper/revisiting-unreasonable-effectiveness-of-data	https://paperswithcode.com/paper/revisiting-unreasonable-effectiveness-of-data	NN
stanford-ai-2021	1352	51	https://paperswithcode.com/paper/dual-path-networks	https://paperswithcode.com/paper/dual-path-networks	NNP
stanford-ai-2021	1352	52	https://paperswithcode.com/paper/res2net-a-new-multi-scale-backbone	https://paperswithcode.com/paper/res2net-a-new-multi-scale-backbone	NNP
stanford-ai-2021	1352	53	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	NNP
stanford-ai-2021	1352	54	https://paperswithcode.com/paper/squeeze-and-excitation-networks	https://paperswithcode.com/paper/squeeze-and-excitation-network	NNS
stanford-ai-2021	1352	55	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1352	56	https://paperswithcode.com/paper/multigrain-a-unified-image-embedding-for	https://paperswithcode.com/paper/multigrain-a-unified-image-embedding-for	NN
stanford-ai-2021	1352	57	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1352	58	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	https://paperswithcode.com/paper/billion-scale-semi-supervised-learning-for	NNP
stanford-ai-2021	1352	59	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	IN
stanford-ai-2021	1352	60	https://paperswithcode.com/paper/randaugment-practical-data-augmentation-with	https://paperswithcode.com/paper/randaugment-practical-data-augmentation-with	IN
stanford-ai-2021	1352	61	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy	ADD
stanford-ai-2021	1352	62	https://paperswithcode.com/paper/meta-pseudo-labels	https://paperswithcode.com/paper/meta-pseudo-labels	NNP
stanford-ai-2021	1352	63	https://paperswithcode.com/paper/sharpness-aware-minimization-for-efficiently-1	https://paperswithcode.com/paper/sharpness-aware-minimization-for-efficiently-1	''
stanford-ai-2021	1352	64	https://paperswithcode.com/paper/an-image-is-worth-16x16-words-transformers	https://paperswithcode.com/paper/an-image-is-worth-16x16-words-transformer	NNS
stanford-ai-2021	1352	65	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy-2	https://paperswithcode.com/paper/fixing-the-train-test-resolution-discrepancy-2	NNP
stanford-ai-2021	1352	66	https://paperswithcode.com/paper/self-training-with-noisy-student-improves	https://paperswithcode.com/paper/self-training-with-noisy-student-improve	NNS
stanford-ai-2021	1352	67	https://paperswithcode.com/paper/large-scale-learning-of-general-visual	https://paperswithcode.com/paper/large-scale-learning-of-general-visual	ADD
stanford-ai-2021	1352	68	https://paperswithcode.com/paper/imagenet-classification-with-deep	https://paperswithcode.com/paper/imagenet-classification-with-deep	NNP
stanford-ai-2021	1352	69	https://paperswithcode.com/paper/espnetv2-a-light-weight-power-efficient-and	https://paperswithcode.com/paper/espnetv2-a-light-weight-power-efficient-and	NNP
stanford-ai-2021	1352	70	https://paperswithcode.com/paper/xception-deep-learning-with-depthwise	https://paperswithcode.com/paper/xception-deep-learning-with-depthwise	NN
stanford-ai-2021	1352	71	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	https://paperswithcode.com/paper/efficientnet-rethinking-model-scaling-for	NNP
stanford-ai-2021	1352	72	https://paperswithcode.com/paper/self-training-with-noisy-student-improves	https://paperswithcode.com/paper/self-training-with-noisy-student-improve	NNS
stanford-ai-2021	1352	73	https://arxiv.org/pdf/1409.0575.pdf	https://arxiv.org/pdf/1409.0575.pdf	VBP
stanford-ai-2021	1352	74	http://image-net.org/challenges/LSVRC/	http://image-net.org/challenges/LSVRC/	NNP
stanford-ai-2021	1352	75	http://image-net.org/challenges/LSVRC/	http://image-net.org/challenges/LSVRC/	NNP
stanford-ai-2021	1352	76	http://image-net.org/	http://image-net.org/	NNP
stanford-ai-2021	1352	77	TA	TA	NNP
stanford-ai-2021	1352	78	B	B	NNP
stanford-ai-2021	1352	79	L	l	NN
stanford-ai-2021	1352	80	E	e	NN
stanford-ai-2021	1352	81	O	o	NN
stanford-ai-2021	1352	82	F	f	NN
stanford-ai-2021	1352	83	C	c	NN
stanford-ai-2021	1352	84	O	o	NN
stanford-ai-2021	1352	85	N	n	NN
stanford-ai-2021	1352	86	T	t	NN
stanford-ai-2021	1352	87	E	e	NN
stanford-ai-2021	1352	88	N	n	NN
stanford-ai-2021	1352	89	T	t	NN
stanford-ai-2021	1352	90	S	s	NN
stanford-ai-2021	1352	91	1	1	CD
stanford-ai-2021	1352	92	9	9	CD
stanford-ai-2021	1352	93	6A	6a	NN
stanford-ai-2021	1352	94	P	p	NN
stanford-ai-2021	1352	95	P	p	NN
stanford-ai-2021	1352	96	E	e	NN
stanford-ai-2021	1352	97	N	n	NN
stanford-ai-2021	1352	98	D	d	NN
stanford-ai-2021	1352	99	I	i	NN
stanford-ai-2021	1352	100	X	X	NNP
stanford-ai-2021	1352	101	Artificial	Artificial	NNP
stanford-ai-2021	1352	102	Intelligence	Intelligence	NNP
stanford-ai-2021	1352	103	Index	Index	NNP
stanford-ai-2021	1352	104	Report	Report	NNP
stanford-ai-2021	1352	105	2021	2021	CD
stanford-ai-2021	1352	106	I	i	NN
stanford-ai-2021	1352	107	M	M	NNP
stanford-ai-2021	1352	108	AG	AG	NNP
stanford-ai-2021	1352	109	E	e	NN
stanford-ai-2021	1352	110	N	n	NN
stanford-ai-2021	1352	111	E	e	NN
stanford-ai-2021	1352	112	T	t	NN
stanford-ai-2021	1352	113	:	:	:
stanford-ai-2021	1352	114	T	t	NN
stanford-ai-2021	1352	115	R	r	NN
stanford-ai-2021	1352	116	A	a	NN
stanford-ai-2021	1352	117	I	i	NN
stanford-ai-2021	1352	118	N	n	NN
stanford-ai-2021	1352	119	I	i	NN
stanford-ai-2021	1352	120	N	n	NN
stanford-ai-2021	1352	121	G	g	NN
stanford-ai-2021	1352	122	T	t	NN
stanford-ai-2021	1352	123	I	i	NN
stanford-ai-2021	1352	124	M	m	NN
stanford-ai-2021	1352	125	E	e	NN
stanford-ai-2021	1352	126	Trends	trend	NNS
stanford-ai-2021	1352	127	can	can	MD
stanford-ai-2021	1352	128	also	also	RB
stanford-ai-2021	1352	129	be	be	VB
stanford-ai-2021	1352	130	observed	observe	VBN
stanford-ai-2021	1352	131	by	by	IN
stanford-ai-2021	1352	132	studying	study	VBG
stanford-ai-2021	1352	133	research	research	NN
stanford-ai-2021	1352	134	papers	paper	NNS
stanford-ai-2021	1352	135	that	that	WDT
stanford-ai-2021	1352	136	discuss	discuss	VBP
stanford-ai-2021	1352	137	the	the	DT
stanford-ai-2021	1352	138	time	time	NN
stanford-ai-2021	1352	139	it	-PRON-	PRP
stanford-ai-2021	1352	140	takes	take	VBZ
stanford-ai-2021	1352	141	to	to	TO
stanford-ai-2021	1352	142	train	train	VB
stanford-ai-2021	1352	143	ImageNet	ImageNet	NNP
stanford-ai-2021	1352	144	on	on	IN
stanford-ai-2021	1352	145	any	any	DT
stanford-ai-2021	1352	146	infrastructure	infrastructure	NN
stanford-ai-2021	1352	147	.	.	.
stanford-ai-2021	1353	1	To	to	TO
stanford-ai-2021	1353	2	gather	gather	VB
stanford-ai-2021	1353	3	this	this	DT
stanford-ai-2021	1353	4	data	datum	NNS
stanford-ai-2021	1353	5	,	,	,
stanford-ai-2021	1353	6	we	-PRON-	PRP
stanford-ai-2021	1353	7	looked	look	VBD
stanford-ai-2021	1353	8	at	at	IN
stanford-ai-2021	1353	9	research	research	NN
stanford-ai-2021	1353	10	papers	paper	NNS
stanford-ai-2021	1353	11	from	from	IN
stanford-ai-2021	1353	12	the	the	DT
stanford-ai-2021	1353	13	past	past	JJ
stanford-ai-2021	1353	14	few	few	JJ
stanford-ai-2021	1353	15	years	year	NNS
stanford-ai-2021	1353	16	that	that	WDT
stanford-ai-2021	1353	17	tried	try	VBD
stanford-ai-2021	1353	18	to	to	TO
stanford-ai-2021	1353	19	optimize	optimize	VB
stanford-ai-2021	1353	20	for	for	IN
stanford-ai-2021	1353	21	training	train	VBG
stanford-ai-2021	1353	22	ImageNet	ImageNet	NNP
stanford-ai-2021	1353	23	to	to	IN
stanford-ai-2021	1353	24	a	a	DT
stanford-ai-2021	1353	25	standard	standard	JJ
stanford-ai-2021	1353	26	accuracy	accuracy	NN
stanford-ai-2021	1353	27	level	level	NN
stanford-ai-2021	1353	28	while	while	IN
stanford-ai-2021	1353	29	competing	compete	VBG
stanford-ai-2021	1353	30	on	on	IN
stanford-ai-2021	1353	31	reducing	reduce	VBG
stanford-ai-2021	1353	32	the	the	DT
stanford-ai-2021	1353	33	overall	overall	JJ
stanford-ai-2021	1353	34	training	training	NN
stanford-ai-2021	1353	35	time	time	NN
stanford-ai-2021	1353	36	.	.	.
stanford-ai-2021	1354	1	Source	source	NN
stanford-ai-2021	1354	2	The	the	DT
stanford-ai-2021	1354	3	data	datum	NNS
stanford-ai-2021	1354	4	is	be	VBZ
stanford-ai-2021	1354	5	sourced	source	VBN
stanford-ai-2021	1354	6	from	from	IN
stanford-ai-2021	1354	7	MLPerf	MLPerf	NNP
stanford-ai-2021	1354	8	.	.	.
stanford-ai-2021	1355	1	Detailed	detailed	JJ
stanford-ai-2021	1355	2	data	datum	NNS
stanford-ai-2021	1355	3	for	for	IN
stanford-ai-2021	1355	4	runs	run	NNS
stanford-ai-2021	1355	5	for	for	IN
stanford-ai-2021	1355	6	specific	specific	JJ
stanford-ai-2021	1355	7	years	year	NNS
stanford-ai-2021	1355	8	are	be	VBP
stanford-ai-2021	1355	9	available	available	JJ
stanford-ai-2021	1355	10	:	:	:
stanford-ai-2021	1355	11	2020	2020	CD
stanford-ai-2021	1355	12	:	:	:
stanford-ai-2021	1355	13	MLPerf	MLPerf	:
stanford-ai-2021	1355	14	Training	train	VBG
stanford-ai-2021	1355	15	v0.7	v0.7	NN
stanford-ai-2021	1355	16	Results	result	NNS
stanford-ai-2021	1355	17	2019	2019	CD
stanford-ai-2021	1355	18	:	:	:
stanford-ai-2021	1355	19	MLPerf	MLPerf	:
stanford-ai-2021	1355	20	Training	training	NN
stanford-ai-2021	1355	21	v0.6	v0.6	NNS
stanford-ai-2021	1355	22	Results	result	NNS
stanford-ai-2021	1355	23	2018	2018	CD
stanford-ai-2021	1355	24	:	:	:
stanford-ai-2021	1355	25	MLPerf	MLPerf	:
stanford-ai-2021	1355	26	Training	training	NN
stanford-ai-2021	1355	27	v0.5	v0.5	NN
stanford-ai-2021	1355	28	Results	Results	NNP
stanford-ai-2021	1355	29	Notes	Notes	NNP
stanford-ai-2021	1355	30	Data	Data	NNPS
stanford-ai-2021	1355	31	from	from	IN
stanford-ai-2021	1355	32	MLPerf	MLPerf	NNP
stanford-ai-2021	1355	33	is	be	VBZ
stanford-ai-2021	1355	34	available	available	JJ
stanford-ai-2021	1355	35	in	in	IN
stanford-ai-2021	1355	36	cloud	cloud	NN
stanford-ai-2021	1355	37	systems	system	NNS
stanford-ai-2021	1355	38	for	for	IN
stanford-ai-2021	1355	39	rent	rent	NN
stanford-ai-2021	1355	40	.	.	.
stanford-ai-2021	1356	1	Available	available	JJ
stanford-ai-2021	1356	2	On	on	IN
stanford-ai-2021	1356	3	Premise	premise	NN
stanford-ai-2021	1356	4	systems	system	NNS
stanford-ai-2021	1356	5	contain	contain	VBP
stanford-ai-2021	1356	6	only	only	RB
stanford-ai-2021	1356	7	components	component	NNS
stanford-ai-2021	1356	8	that	that	WDT
stanford-ai-2021	1356	9	are	be	VBP
stanford-ai-2021	1356	10	available	available	JJ
stanford-ai-2021	1356	11	for	for	IN
stanford-ai-2021	1356	12	purchase	purchase	NN
stanford-ai-2021	1356	13	.	.	.
stanford-ai-2021	1357	1	Preview	preview	NN
stanford-ai-2021	1357	2	systems	system	NNS
stanford-ai-2021	1357	3	must	must	MD
stanford-ai-2021	1357	4	be	be	VB
stanford-ai-2021	1357	5	submittable	submittable	JJ
stanford-ai-2021	1357	6	as	as	IN
stanford-ai-2021	1357	7	Available	available	JJ
stanford-ai-2021	1357	8	In	in	IN
stanford-ai-2021	1357	9	Cloud	Cloud	NNP
stanford-ai-2021	1357	10	or	or	CC
stanford-ai-2021	1357	11	Available	available	JJ
stanford-ai-2021	1357	12	on	on	IN
stanford-ai-2021	1357	13	Premise	Premise	NNP
stanford-ai-2021	1357	14	in	in	IN
stanford-ai-2021	1357	15	the	the	DT
stanford-ai-2021	1357	16	next	next	JJ
stanford-ai-2021	1357	17	submission	submission	NN
stanford-ai-2021	1357	18	round	round	RB
stanford-ai-2021	1357	19	.	.	.
stanford-ai-2021	1358	1	Research	research	NN
stanford-ai-2021	1358	2	,	,	,
stanford-ai-2021	1358	3	Development	Development	NNP
stanford-ai-2021	1358	4	,	,	,
stanford-ai-2021	1358	5	or	or	CC
stanford-ai-2021	1358	6	Internal	Internal	NNP
stanford-ai-2021	1358	7	(	(	-LRB-
stanford-ai-2021	1358	8	RDI	RDI	NNP
stanford-ai-2021	1358	9	)	)	-RRB-
stanford-ai-2021	1358	10	contain	contain	VBP
stanford-ai-2021	1358	11	experimental	experimental	NN
stanford-ai-2021	1358	12	,	,	,
stanford-ai-2021	1358	13	in	in	IN
stanford-ai-2021	1358	14	development	development	NN
stanford-ai-2021	1358	15	,	,	,
stanford-ai-2021	1358	16	or	or	CC
stanford-ai-2021	1358	17	internal	internal	JJ
stanford-ai-2021	1358	18	-	-	HYPH
stanford-ai-2021	1358	19	use	use	NN
stanford-ai-2021	1358	20	hardware	hardware	NN
stanford-ai-2021	1358	21	or	or	CC
stanford-ai-2021	1358	22	software	software	NN
stanford-ai-2021	1358	23	.	.	.
stanford-ai-2021	1359	1	Each	each	DT
stanford-ai-2021	1359	2	row	row	NN
stanford-ai-2021	1359	3	in	in	IN
stanford-ai-2021	1359	4	the	the	DT
stanford-ai-2021	1359	5	results	result	NNS
stanford-ai-2021	1359	6	table	table	NN
stanford-ai-2021	1359	7	is	be	VBZ
stanford-ai-2021	1359	8	a	a	DT
stanford-ai-2021	1359	9	set	set	NN
stanford-ai-2021	1359	10	of	of	IN
stanford-ai-2021	1359	11	results	result	NNS
stanford-ai-2021	1359	12	produced	produce	VBN
stanford-ai-2021	1359	13	by	by	IN
stanford-ai-2021	1359	14	a	a	DT
stanford-ai-2021	1359	15	single	single	JJ
stanford-ai-2021	1359	16	submitter	submitter	NN
stanford-ai-2021	1359	17	us-	us-	XX
stanford-ai-2021	1359	18	ing	e	VBG
stanford-ai-2021	1359	19	the	the	DT
stanford-ai-2021	1359	20	same	same	JJ
stanford-ai-2021	1359	21	software	software	NN
stanford-ai-2021	1359	22	stack	stack	NN
stanford-ai-2021	1359	23	and	and	CC
stanford-ai-2021	1359	24	hardware	hardware	NN
stanford-ai-2021	1359	25	platform	platform	NN
stanford-ai-2021	1359	26	.	.	.
stanford-ai-2021	1360	1	Each	each	DT
stanford-ai-2021	1360	2	row	row	NN
stanford-ai-2021	1360	3	contains	contain	VBZ
stanford-ai-2021	1360	4	the	the	DT
stanford-ai-2021	1360	5	following	follow	VBG
stanford-ai-2021	1360	6	information	information	NN
stanford-ai-2021	1360	7	:	:	:
stanford-ai-2021	1360	8	Submitter	submitter	NN
stanford-ai-2021	1360	9	:	:	:
stanford-ai-2021	1360	10	the	the	DT
stanford-ai-2021	1360	11	organization	organization	NN
stanford-ai-2021	1360	12	that	that	WDT
stanford-ai-2021	1360	13	submitted	submit	VBD
stanford-ai-2021	1360	14	the	the	DT
stanford-ai-2021	1360	15	results	result	NNS
stanford-ai-2021	1360	16	System	system	NN
stanford-ai-2021	1360	17	:	:	:
stanford-ai-2021	1360	18	general	general	JJ
stanford-ai-2021	1360	19	system	system	NN
stanford-ai-2021	1360	20	description	description	NN
stanford-ai-2021	1360	21	Processor	Processor	NNP
stanford-ai-2021	1360	22	and	and	CC
stanford-ai-2021	1360	23	count	count	NN
stanford-ai-2021	1360	24	:	:	:
stanford-ai-2021	1360	25	the	the	DT
stanford-ai-2021	1360	26	type	type	NN
stanford-ai-2021	1360	27	and	and	CC
stanford-ai-2021	1360	28	number	number	NN
stanford-ai-2021	1360	29	of	of	IN
stanford-ai-2021	1360	30	CPUs	cpu	NNS
stanford-ai-2021	1360	31	used	use	VBN
stanford-ai-2021	1360	32	,	,	,
stanford-ai-2021	1360	33	if	if	IN
stanford-ai-2021	1360	34	CPUs	cpu	NNS
stanford-ai-2021	1360	35	perform	perform	VBP
stanford-ai-2021	1360	36	the	the	DT
stanford-ai-2021	1360	37	majority	majority	NN
stanford-ai-2021	1360	38	of	of	IN
stanford-ai-2021	1360	39	ML	ML	NNP
stanford-ai-2021	1360	40	compute	compute	NNP
stanford-ai-2021	1360	41	Accelerator	Accelerator	NNP
stanford-ai-2021	1360	42	and	and	CC
stanford-ai-2021	1360	43	count	count	NN
stanford-ai-2021	1360	44	:	:	:
stanford-ai-2021	1360	45	the	the	DT
stanford-ai-2021	1360	46	type	type	NN
stanford-ai-2021	1360	47	and	and	CC
stanford-ai-2021	1360	48	number	number	NN
stanford-ai-2021	1360	49	of	of	IN
stanford-ai-2021	1360	50	accel-	accel-	NN
stanford-ai-2021	1360	51	erators	erator	NNS
stanford-ai-2021	1360	52	used	use	VBN
stanford-ai-2021	1360	53	,	,	,
stanford-ai-2021	1360	54	if	if	IN
stanford-ai-2021	1360	55	accelerators	accelerator	NNS
stanford-ai-2021	1360	56	perform	perform	VBP
stanford-ai-2021	1360	57	the	the	DT
stanford-ai-2021	1360	58	majority	majority	NN
stanford-ai-2021	1360	59	of	of	IN
stanford-ai-2021	1360	60	ML	ML	NNP
stanford-ai-2021	1360	61	compute	compute	NNP
stanford-ai-2021	1360	62	Software	Software	NNP
stanford-ai-2021	1360	63	:	:	:
stanford-ai-2021	1360	64	the	the	DT
stanford-ai-2021	1360	65	ML	ML	NNP
stanford-ai-2021	1360	66	framework	framework	NN
stanford-ai-2021	1360	67	and	and	CC
stanford-ai-2021	1360	68	primary	primary	JJ
stanford-ai-2021	1360	69	ML	ML	NNP
stanford-ai-2021	1360	70	hardware	hardware	NN
stanford-ai-2021	1360	71	library	library	NN
stanford-ai-2021	1360	72	used	use	VBN
stanford-ai-2021	1360	73	Benchmark	benchmark	JJ
stanford-ai-2021	1360	74	results	result	NNS
stanford-ai-2021	1360	75	:	:	:
stanford-ai-2021	1360	76	training	training	NN
stanford-ai-2021	1360	77	time	time	NN
stanford-ai-2021	1360	78	to	to	TO
stanford-ai-2021	1360	79	reach	reach	VB
stanford-ai-2021	1360	80	a	a	DT
stanford-ai-2021	1360	81	specified	specify	VBN
stanford-ai-2021	1360	82	tar-	tar-	NN
stanford-ai-2021	1360	83	get	get	VBP
stanford-ai-2021	1360	84	quality	quality	NN
stanford-ai-2021	1360	85	,	,	,
stanford-ai-2021	1360	86	measured	measure	VBN
stanford-ai-2021	1360	87	in	in	IN
stanford-ai-2021	1360	88	minutes	minute	NNS
stanford-ai-2021	1360	89	Details	Details	NNP
stanford-ai-2021	1360	90	:	:	:
stanford-ai-2021	1360	91	link	link	VB
stanford-ai-2021	1360	92	to	to	TO
stanford-ai-2021	1360	93	metadata	metadata	VB
stanford-ai-2021	1360	94	for	for	IN
stanford-ai-2021	1360	95	submission	submission	NN
stanford-ai-2021	1360	96	Code	Code	NNP
stanford-ai-2021	1360	97	:	:	:
stanford-ai-2021	1360	98	link	link	VB
stanford-ai-2021	1360	99	to	to	TO
stanford-ai-2021	1360	100	code	code	VB
stanford-ai-2021	1360	101	for	for	IN
stanford-ai-2021	1360	102	submission	submission	NN
stanford-ai-2021	1360	103	Notes	Notes	NNPS
stanford-ai-2021	1360	104	:	:	:
stanford-ai-2021	1360	105	arbitrary	arbitrary	JJ
stanford-ai-2021	1360	106	notes	note	NNS
stanford-ai-2021	1360	107	from	from	IN
stanford-ai-2021	1360	108	the	the	DT
stanford-ai-2021	1360	109	submitter	submitter	NN
stanford-ai-2021	1360	110	I	-PRON-	PRP
stanford-ai-2021	1360	111	M	M	NNP
stanford-ai-2021	1360	112	AG	AG	NNP
stanford-ai-2021	1360	113	E	e	NN
stanford-ai-2021	1360	114	N	n	NN
stanford-ai-2021	1360	115	E	e	NN
stanford-ai-2021	1360	116	T	t	NN
stanford-ai-2021	1360	117	:	:	:
stanford-ai-2021	1360	118	T	t	NN
stanford-ai-2021	1360	119	R	r	NN
stanford-ai-2021	1360	120	A	a	NN
stanford-ai-2021	1360	121	I	i	NN
stanford-ai-2021	1360	122	N	n	NN
stanford-ai-2021	1360	123	I	i	NN
stanford-ai-2021	1360	124	N	n	NN
stanford-ai-2021	1360	125	G	g	NN
stanford-ai-2021	1360	126	C	c	NN
stanford-ai-2021	1360	127	O	o	NN
stanford-ai-2021	1360	128	S	s	NN
stanford-ai-2021	1360	129	T	T	NNP
stanford-ai-2021	1360	130	Source	Source	NNP
stanford-ai-2021	1360	131	DAWNBench	dawnbench	NN
stanford-ai-2021	1360	132	is	be	VBZ
stanford-ai-2021	1360	133	a	a	DT
stanford-ai-2021	1360	134	benchmark	benchmark	JJ
stanford-ai-2021	1360	135	suite	suite	NN
stanford-ai-2021	1360	136	for	for	IN
stanford-ai-2021	1360	137	end	end	NN
stanford-ai-2021	1360	138	-	-	HYPH
stanford-ai-2021	1360	139	to	to	IN
stanford-ai-2021	1360	140	-	-	HYPH
stanford-ai-2021	1360	141	end	end	NN
stanford-ai-2021	1360	142	,	,	,
stanford-ai-2021	1360	143	deep	deep	JJ
stanford-ai-2021	1360	144	-	-	HYPH
stanford-ai-2021	1360	145	learning	learn	VBG
stanford-ai-2021	1360	146	training	training	NN
stanford-ai-2021	1360	147	and	and	CC
stanford-ai-2021	1360	148	inference	inference	NN
stanford-ai-2021	1360	149	.	.	.
stanford-ai-2021	1361	1	Computation	computation	NN
stanford-ai-2021	1361	2	time	time	NN
stanford-ai-2021	1361	3	and	and	CC
stanford-ai-2021	1361	4	cost	cost	NN
stanford-ai-2021	1361	5	are	be	VBP
stanford-ai-2021	1361	6	critical	critical	JJ
stanford-ai-2021	1361	7	resources	resource	NNS
stanford-ai-2021	1361	8	in	in	IN
stanford-ai-2021	1361	9	building	build	VBG
stanford-ai-2021	1361	10	deep	deep	JJ
stanford-ai-2021	1361	11	models	model	NNS
stanford-ai-2021	1361	12	,	,	,
stanford-ai-2021	1361	13	yet	yet	CC
stanford-ai-2021	1361	14	many	many	JJ
stanford-ai-2021	1361	15	existing	exist	VBG
stanford-ai-2021	1361	16	benchmarks	benchmarks	NNP
stanford-ai-2021	1361	17	focus	focus	VBP
stanford-ai-2021	1361	18	solely	solely	RB
stanford-ai-2021	1361	19	on	on	IN
stanford-ai-2021	1361	20	model	model	NN
stanford-ai-2021	1361	21	accuracy	accuracy	NN
stanford-ai-2021	1361	22	.	.	.
stanford-ai-2021	1362	1	DAWNBench	DAWNBench	NNP
stanford-ai-2021	1362	2	provides	provide	VBZ
stanford-ai-2021	1362	3	a	a	DT
stanford-ai-2021	1362	4	reference	reference	NN
stanford-ai-2021	1362	5	set	set	VBN
stanford-ai-2021	1362	6	of	of	IN
stanford-ai-2021	1362	7	common	common	JJ
stanford-ai-2021	1362	8	deep	deep	JJ
stanford-ai-2021	1362	9	-	-	HYPH
stanford-ai-2021	1362	10	learning	learn	VBG
stanford-ai-2021	1362	11	workloads	workload	VBZ
stanford-ai-2021	1362	12	for	for	IN
stanford-ai-2021	1362	13	quantifying	quantify	VBG
stanford-ai-2021	1362	14	training	training	NN
stanford-ai-2021	1362	15	time	time	NN
stanford-ai-2021	1362	16	,	,	,
stanford-ai-2021	1362	17	training	training	NN
stanford-ai-2021	1362	18	cost	cost	NN
stanford-ai-2021	1362	19	,	,	,
stanford-ai-2021	1362	20	inference	inference	NN
stanford-ai-2021	1362	21	latency	latency	NN
stanford-ai-2021	1362	22	,	,	,
stanford-ai-2021	1362	23	and	and	CC
stanford-ai-2021	1362	24	inference	inference	NN
stanford-ai-2021	1362	25	cost	cost	NN
stanford-ai-2021	1362	26	across	across	IN
stanford-ai-2021	1362	27	different	different	JJ
stanford-ai-2021	1362	28	optimization	optimization	NN
stanford-ai-2021	1362	29	strategies	strategy	NNS
stanford-ai-2021	1362	30	,	,	,
stanford-ai-2021	1362	31	model	model	NN
stanford-ai-2021	1362	32	architectures	architecture	NNS
stanford-ai-2021	1362	33	,	,	,
stanford-ai-2021	1362	34	software	software	NN
stanford-ai-2021	1362	35	frameworks	framework	NNS
stanford-ai-2021	1362	36	,	,	,
stanford-ai-2021	1362	37	clouds	cloud	NNS
stanford-ai-2021	1362	38	,	,	,
stanford-ai-2021	1362	39	and	and	CC
stanford-ai-2021	1362	40	hardware	hardware	NN
stanford-ai-2021	1362	41	.	.	.
stanford-ai-2021	1363	1	More	More	JJR
stanford-ai-2021	1363	2	details	detail	NNS
stanford-ai-2021	1363	3	available	available	JJ
stanford-ai-2021	1363	4	at	at	IN
stanford-ai-2021	1363	5	DawnBench	DawnBench	NNP
stanford-ai-2021	1363	6	.	.	.
stanford-ai-2021	1364	1	Note	note	VB
stanford-ai-2021	1364	2	The	the	DT
stanford-ai-2021	1364	3	DawnBench	DawnBench	NNP
stanford-ai-2021	1364	4	data	data	NN
stanford-ai-2021	1364	5	source	source	NN
stanford-ai-2021	1364	6	has	have	VBZ
stanford-ai-2021	1364	7	been	be	VBN
stanford-ai-2021	1364	8	deprecated	deprecate	VBN
stanford-ai-2021	1364	9	for	for	IN
stanford-ai-2021	1364	10	the	the	DT
stanford-ai-2021	1364	11	period	period	NN
stanford-ai-2021	1364	12	after	after	IN
stanford-ai-2021	1364	13	March	March	NNP
stanford-ai-2021	1364	14	2020	2020	CD
stanford-ai-2021	1364	15	,	,	,
stanford-ai-2021	1364	16	and	and	CC
stanford-ai-2021	1364	17	MLPerf	MLPerf	NNP
stanford-ai-2021	1364	18	is	be	VBZ
stanford-ai-2021	1364	19	the	the	DT
stanford-ai-2021	1364	20	most	most	RBS
stanford-ai-2021	1364	21	reliable	reliable	JJ
stanford-ai-2021	1364	22	and	and	CC
stanford-ai-2021	1364	23	updated	update	VBN
stanford-ai-2021	1364	24	source	source	NN
stanford-ai-2021	1364	25	for	for	IN
stanford-ai-2021	1364	26	AI	AI	NNP
stanford-ai-2021	1364	27	compute	compute	NN
stanford-ai-2021	1364	28	measurements	measurement	NNS
stanford-ai-2021	1364	29	.	.	.
stanford-ai-2021	1365	1	C	C	NNP
stanford-ai-2021	1365	2	O	o	NN
stanford-ai-2021	1365	3	C	c	NN
stanford-ai-2021	1365	4	O	o	NN
stanford-ai-2021	1365	5	:	:	:
stanford-ai-2021	1365	6	K	k	NN
stanford-ai-2021	1365	7	E	e	NN
stanford-ai-2021	1365	8	Y	y	NN
stanford-ai-2021	1365	9	P	p	NN
stanford-ai-2021	1365	10	O	o	UH
stanford-ai-2021	1365	11	I	i	NN
stanford-ai-2021	1365	12	N	n	NN
stanford-ai-2021	1365	13	T	t	NN
stanford-ai-2021	1365	14	D	d	NN
stanford-ai-2021	1365	15	E	e	NN
stanford-ai-2021	1365	16	T	t	NN
stanford-ai-2021	1365	17	E	e	NN
stanford-ai-2021	1365	18	C	c	NN
stanford-ai-2021	1365	19	T	t	NN
stanford-ai-2021	1365	20	I	i	NN
stanford-ai-2021	1365	21	O	o	NN
stanford-ai-2021	1365	22	N	n	NN
stanford-ai-2021	1365	23	The	the	DT
stanford-ai-2021	1365	24	data	datum	NNS
stanford-ai-2021	1365	25	for	for	IN
stanford-ai-2021	1365	26	COCO	COCO	NNP
stanford-ai-2021	1365	27	keypoint	keypoint	NNP
stanford-ai-2021	1365	28	detection	detection	NN
stanford-ai-2021	1365	29	data	datum	NNS
stanford-ai-2021	1365	30	is	be	VBZ
stanford-ai-2021	1365	31	sourced	source	VBN
stanford-ai-2021	1365	32	from	from	IN
stanford-ai-2021	1365	33	COCO	COCO	NNP
stanford-ai-2021	1365	34	keypoints	keypoint	NNS
stanford-ai-2021	1365	35	leaderboard	leaderboard	RB
stanford-ai-2021	1365	36	.	.	.
stanford-ai-2021	1366	1	C	C	NNP
stanford-ai-2021	1366	2	O	o	NN
stanford-ai-2021	1366	3	C	c	NN
stanford-ai-2021	1366	4	O	o	NN
stanford-ai-2021	1366	5	:	:	:
stanford-ai-2021	1366	6	D	d	NN
stanford-ai-2021	1366	7	E	e	NN
stanford-ai-2021	1366	8	N	n	NN
stanford-ai-2021	1366	9	S	s	NN
stanford-ai-2021	1366	10	E	e	NN
stanford-ai-2021	1366	11	P	p	NN
stanford-ai-2021	1366	12	O	o	NN
stanford-ai-2021	1366	13	S	s	NN
stanford-ai-2021	1366	14	E	e	NN
stanford-ai-2021	1366	15	E	e	NN
stanford-ai-2021	1366	16	S	s	NN
stanford-ai-2021	1366	17	T	t	NN
stanford-ai-2021	1366	18	I	i	NN
stanford-ai-2021	1366	19	M	m	NN
stanford-ai-2021	1366	20	AT	at	IN
stanford-ai-2021	1366	21	I	i	NN
stanford-ai-2021	1366	22	O	o	NN
stanford-ai-2021	1366	23	N	N	NNP
stanford-ai-2021	1366	24	We	-PRON-	PRP
stanford-ai-2021	1366	25	gathered	gather	VBD
stanford-ai-2021	1366	26	data	datum	NNS
stanford-ai-2021	1366	27	from	from	IN
stanford-ai-2021	1366	28	the	the	DT
stanford-ai-2021	1366	29	CODALab	CODALab	NNP
stanford-ai-2021	1366	30	2020	2020	CD
stanford-ai-2021	1366	31	challenge	challenge	NN
stanford-ai-2021	1366	32	and	and	CC
stanford-ai-2021	1366	33	read	read	VBD
stanford-ai-2021	1366	34	arXiv	arXiv	NNP
stanford-ai-2021	1366	35	repository	repository	NN
stanford-ai-2021	1366	36	papers	paper	NNS
stanford-ai-2021	1366	37	to	to	TO
stanford-ai-2021	1366	38	build	build	VB
stanford-ai-2021	1366	39	comprehensive	comprehensive	JJ
stanford-ai-2021	1366	40	data	datum	NNS
stanford-ai-2021	1366	41	on	on	IN
stanford-ai-2021	1366	42	technical	technical	JJ
stanford-ai-2021	1366	43	progress	progress	NN
stanford-ai-2021	1366	44	in	in	IN
stanford-ai-2021	1366	45	this	this	DT
stanford-ai-2021	1366	46	challenge	challenge	NN
stanford-ai-2021	1366	47	.	.	.
stanford-ai-2021	1367	1	The	the	DT
stanford-ai-2021	1367	2	detailed	detailed	JJ
stanford-ai-2021	1367	3	list	list	NN
stanford-ai-2021	1367	4	of	of	IN
stanford-ai-2021	1367	5	papers	paper	NNS
stanford-ai-2021	1367	6	and	and	CC
stanford-ai-2021	1367	7	sources	source	NNS
stanford-ai-2021	1367	8	used	use	VBN
stanford-ai-2021	1367	9	in	in	IN
stanford-ai-2021	1367	10	our	-PRON-	PRP$
stanford-ai-2021	1367	11	survey	survey	NN
stanford-ai-2021	1367	12	include	include	VBP
stanford-ai-2021	1367	13	:	:	:
stanford-ai-2021	1367	14	DensePose	DensePose	NNP
stanford-ai-2021	1367	15	:	:	:
stanford-ai-2021	1367	16	Dense	Dense	NNP
stanford-ai-2021	1367	17	Human	Human	NNP
stanford-ai-2021	1367	18	Pose	Pose	NNP
stanford-ai-2021	1367	19	Estimation	Estimation	NNP
stanford-ai-2021	1367	20	In	in	IN
stanford-ai-2021	1367	21	the	the	DT
stanford-ai-2021	1367	22	Wild	Wild	NNP
stanford-ai-2021	1367	23	COCO	COCO	NNP
stanford-ai-2021	1367	24	-	-	HYPH
stanford-ai-2021	1367	25	DensePose	DensePose	NNP
stanford-ai-2021	1367	26	2018	2018	CD
stanford-ai-2021	1367	27	CodaLab	CodaLab	NNP
stanford-ai-2021	1367	28	Parsing	Parsing	NNP
stanford-ai-2021	1367	29	R	R	NNP
stanford-ai-2021	1367	30	-	-	HYPH
stanford-ai-2021	1367	31	CNN	CNN	NNP
stanford-ai-2021	1367	32	for	for	IN
stanford-ai-2021	1367	33	Instance	Instance	NNP
stanford-ai-2021	1367	34	-	-	HYPH
stanford-ai-2021	1367	35	Level	Level	NNP
stanford-ai-2021	1367	36	Human	Human	NNP
stanford-ai-2021	1367	37	Analysis	Analysis	NNP
stanford-ai-2021	1367	38	Capture	Capture	NNP
stanford-ai-2021	1367	39	Dense	Dense	NNP
stanford-ai-2021	1367	40	:	:	:
stanford-ai-2021	1367	41	Markerless	Markerless	NNP
stanford-ai-2021	1367	42	Motion	motion	NN
stanford-ai-2021	1367	43	Capture	capture	NN
stanford-ai-2021	1367	44	Meets	meet	VBZ
stanford-ai-2021	1367	45	Dense	Dense	NNP
stanford-ai-2021	1367	46	Pose	Pose	NNP
stanford-ai-2021	1367	47	Estimation	Estimation	NNP
stanford-ai-2021	1367	48	Slim	Slim	NNP
stanford-ai-2021	1367	49	DensePose	DensePose	NNP
stanford-ai-2021	1367	50	:	:	:
stanford-ai-2021	1367	51	Thrifty	Thrifty	NNP
stanford-ai-2021	1367	52	Learning	learn	VBG
stanford-ai-2021	1367	53	from	from	IN
stanford-ai-2021	1367	54	Sparse	Sparse	NNP
stanford-ai-2021	1367	55	Annotations	Annotations	NNPS
stanford-ai-2021	1367	56	and	and	CC
stanford-ai-2021	1367	57	Motion	Motion	NNP
stanford-ai-2021	1367	58	Cues	Cues	NNP
stanford-ai-2021	1367	59	COCO	COCO	NNP
stanford-ai-2021	1367	60	-	-	:
stanford-ai-2021	1367	61	DensePose	DensePose	NNP
stanford-ai-2021	1367	62	2020	2020	CD
stanford-ai-2021	1367	63	CodaLab	CodaLab	NNP
stanford-ai-2021	1367	64	Transferring	transfer	VBG
stanford-ai-2021	1367	65	Dense	Dense	NNP
stanford-ai-2021	1367	66	Pose	Pose	NNP
stanford-ai-2021	1367	67	to	to	IN
stanford-ai-2021	1367	68	Proximal	Proximal	NNP
stanford-ai-2021	1367	69	Animal	Animal	NNP
stanford-ai-2021	1367	70	Classes	class	NNS
stanford-ai-2021	1367	71	Making	make	VBG
stanford-ai-2021	1367	72	DensePose	DensePose	NNP
stanford-ai-2021	1367	73	Fast	Fast	NNP
stanford-ai-2021	1367	74	and	and	CC
stanford-ai-2021	1367	75	Light	Light	NNP
stanford-ai-2021	1367	76	SimPose	SimPose	NNP
stanford-ai-2021	1367	77	:	:	:
stanford-ai-2021	1367	78	Effectively	effectively	RB
stanford-ai-2021	1367	79	Learning	Learning	NNP
stanford-ai-2021	1367	80	DensePose	DensePose	NNP
stanford-ai-2021	1367	81	and	and	CC
stanford-ai-2021	1367	82	Surface	Surface	NNP
stanford-ai-2021	1367	83	Normals	Normals	NNPS
stanford-ai-2021	1367	84	of	of	IN
stanford-ai-2021	1367	85	People	People	NNPS
stanford-ai-2021	1367	86	from	from	IN
stanford-ai-2021	1367	87	Simulated	Simulated	NNP
stanford-ai-2021	1367	88	Data	Data	NNP
stanford-ai-2021	1367	89	C	C	NNP
stanford-ai-2021	1367	90	H	h	NN
stanford-ai-2021	1367	91	A	a	NN
stanford-ai-2021	1367	92	P	p	NN
stanford-ai-2021	1367	93	T	t	NN
stanford-ai-2021	1367	94	E	e	NN
stanford-ai-2021	1367	95	R	r	NN
stanford-ai-2021	1367	96	2	2	CD
stanford-ai-2021	1367	97	:	:	:
stanford-ai-2021	1367	98	T	t	NN
stanford-ai-2021	1367	99	E	e	NN
stanford-ai-2021	1367	100	C	c	NN
stanford-ai-2021	1367	101	H	h	NN
stanford-ai-2021	1367	102	N	n	NN
stanford-ai-2021	1367	103	I	i	NN
stanford-ai-2021	1367	104	C	c	NN
stanford-ai-2021	1367	105	A	a	NN
stanford-ai-2021	1367	106	L	l	NN
stanford-ai-2021	1367	107	P	p	NN
stanford-ai-2021	1367	108	E	e	NN
stanford-ai-2021	1367	109	R	r	NN
stanford-ai-2021	1367	110	F	f	NN
stanford-ai-2021	1367	111	O	o	NN
stanford-ai-2021	1367	112	R	r	NN
stanford-ai-2021	1367	113	M	m	NN
stanford-ai-2021	1367	114	A	a	NN
stanford-ai-2021	1367	115	N	n	NN
stanford-ai-2021	1367	116	C	c	NN
stanford-ai-2021	1367	117	E	e	NN
stanford-ai-2021	1367	118	A	a	NN
stanford-ai-2021	1367	119	P	p	NN
stanford-ai-2021	1367	120	P	p	NN
stanford-ai-2021	1367	121	E	e	NN
stanford-ai-2021	1367	122	N	n	NN
stanford-ai-2021	1367	123	D	d	NN
stanford-ai-2021	1367	124	I	i	NN
stanford-ai-2021	1367	125	X	x	NN
stanford-ai-2021	1367	126	https://mlperf.org/	https://mlperf.org/	CD
stanford-ai-2021	1367	127	https://mlperf.org/training-results-0-7	https://mlperf.org/training-results-0-7	XX
stanford-ai-2021	1367	128	https://mlperf.org/training-results-0-6	https://mlperf.org/training-results-0-6	NNP
stanford-ai-2021	1367	129	https://mlperf.org/training-results-0-5	https://mlperf.org/training-results-0-5	CD
stanford-ai-2021	1367	130	https://dawn.cs.stanford.edu	https://dawn.cs.stanford.edu	NNS
stanford-ai-2021	1367	131	https://cocodataset.org/#keypoints-leaderboard	https://cocodataset.org/#keypoints-leaderboard	NNP
stanford-ai-2021	1367	132	https://competitions.codalab.org/competitions/20660#results	https://competitions.codalab.org/competitions/20660#result	VBZ
stanford-ai-2021	1367	133	https://arxiv.org/abs/1802.00434	https://arxiv.org/abs/1802.00434	NNP
stanford-ai-2021	1367	134	https://competitions.codalab.org/competitions/19636#results	https://competitions.codalab.org/competitions/19636#result	VBZ
stanford-ai-2021	1367	135	https://arxiv.org/abs/1811.12596	https://arxiv.org/abs/1811.12596	NNP
stanford-ai-2021	1367	136	https://arxiv.org/abs/1812.01783	https://arxiv.org/abs/1812.01783	NNP
stanford-ai-2021	1367	137	?	?	.
stanford-ai-2021	1368	1	https://arxiv.org/abs/1812.01783	https://arxiv.org/abs/1812.01783	NNP
stanford-ai-2021	1368	2	?	?	.
stanford-ai-2021	1369	1	https://arxiv.org/abs/1906.05706	https://arxiv.org/abs/1906.05706	NNP
stanford-ai-2021	1369	2	https://arxiv.org/abs/1906.05706	https://arxiv.org/abs/1906.05706	NNP
stanford-ai-2021	1369	3	https://competitions.codalab.org/competitions/20660#results	https://competitions.codalab.org/competitions/20660#result	VBZ
stanford-ai-2021	1369	4	https://arxiv.org/abs/2003.00080	https://arxiv.org/abs/2003.00080	NNP
stanford-ai-2021	1369	5	https://arxiv.org/abs/2006.15190	https://arxiv.org/abs/2006.15190	NNP
stanford-ai-2021	1369	6	http://arxiv.org/abs/2007.15506	http://arxiv.org/abs/2007.15506	NNP
stanford-ai-2021	1369	7	http://arxiv.org/abs/2007.15506	http://arxiv.org/abs/2007.15506	NNP
stanford-ai-2021	1369	8	TA	ta	NN
stanford-ai-2021	1369	9	B	b	NN
stanford-ai-2021	1369	10	L	l	NN
stanford-ai-2021	1369	11	E	e	NN
stanford-ai-2021	1369	12	O	o	NN
stanford-ai-2021	1369	13	F	f	NN
stanford-ai-2021	1369	14	C	c	NN
stanford-ai-2021	1369	15	O	o	NN
stanford-ai-2021	1369	16	N	n	NN
stanford-ai-2021	1369	17	T	t	NN
stanford-ai-2021	1369	18	E	e	NN
stanford-ai-2021	1369	19	N	n	NN
stanford-ai-2021	1369	20	T	t	NN
stanford-ai-2021	1369	21	S	s	NN
stanford-ai-2021	1369	22	1	1	CD
stanford-ai-2021	1369	23	9	9	CD
stanford-ai-2021	1369	24	7A	7a	NN
stanford-ai-2021	1369	25	P	p	NN
stanford-ai-2021	1369	26	P	p	NN
stanford-ai-2021	1369	27	E	e	NN
stanford-ai-2021	1369	28	N	n	NN
stanford-ai-2021	1369	29	D	d	NN
stanford-ai-2021	1369	30	I	i	NN
stanford-ai-2021	1369	31	X	X	NNP
stanford-ai-2021	1369	32	Artificial	Artificial	NNP
stanford-ai-2021	1369	33	Intelligence	Intelligence	NNP
stanford-ai-2021	1369	34	Index	Index	NNP
stanford-ai-2021	1369	35	Report	Report	NNP
stanford-ai-2021	1369	36	2021	2021	CD
stanford-ai-2021	1369	37	AC	AC	NNP
stanford-ai-2021	1369	38	T	t	NN
stanford-ai-2021	1369	39	I	i	NN
stanford-ai-2021	1369	40	V	v	NN
stanford-ai-2021	1369	41	I	i	NN
stanford-ai-2021	1369	42	T	t	NN
stanford-ai-2021	1369	43	Y	y	NN
stanford-ai-2021	1369	44	N	n	NN
stanford-ai-2021	1369	45	E	e	NN
stanford-ai-2021	1369	46	T	t	NN
stanford-ai-2021	1369	47	:	:	:
stanford-ai-2021	1369	48	T	t	NN
stanford-ai-2021	1369	49	E	e	NN
stanford-ai-2021	1369	50	M	m	NN
stanford-ai-2021	1369	51	P	p	NN
stanford-ai-2021	1369	52	O	o	NN
stanford-ai-2021	1369	53	R	r	NN
stanford-ai-2021	1369	54	A	a	NN
stanford-ai-2021	1369	55	L	l	NN
stanford-ai-2021	1369	56	L	l	NN
stanford-ai-2021	1369	57	O	o	NN
stanford-ai-2021	1369	58	C	c	NN
stanford-ai-2021	1369	59	A	a	NN
stanford-ai-2021	1369	60	L	l	NN
stanford-ai-2021	1369	61	I	i	NN
stanford-ai-2021	1369	62	Z	z	NN
stanford-ai-2021	1369	63	AT	at	IN
stanford-ai-2021	1369	64	I	i	NN
stanford-ai-2021	1369	65	O	o	NN
stanford-ai-2021	1369	66	N	n	NN
stanford-ai-2021	1369	67	TA	ta	NN
stanford-ai-2021	1369	68	S	s	NN
stanford-ai-2021	1369	69	K	k	NN
stanford-ai-2021	1369	70	In	in	IN
stanford-ai-2021	1369	71	the	the	DT
stanford-ai-2021	1369	72	challenge	challenge	NN
stanford-ai-2021	1369	73	,	,	,
stanford-ai-2021	1369	74	there	there	EX
stanford-ai-2021	1369	75	are	be	VBP
stanford-ai-2021	1369	76	three	three	CD
stanford-ai-2021	1369	77	separate	separate	JJ
stanford-ai-2021	1369	78	tasks	task	NNS
stanford-ai-2021	1369	79	,	,	,
stanford-ai-2021	1369	80	but	but	CC
stanford-ai-2021	1369	81	they	-PRON-	PRP
stanford-ai-2021	1369	82	focus	focus	VBP
stanford-ai-2021	1369	83	on	on	IN
stanford-ai-2021	1369	84	the	the	DT
stanford-ai-2021	1369	85	main	main	JJ
stanford-ai-2021	1369	86	problem	problem	NN
stanford-ai-2021	1369	87	of	of	IN
stanford-ai-2021	1369	88	temporally	temporally	RB
stanford-ai-2021	1369	89	localizing	localize	VBG
stanford-ai-2021	1369	90	where	where	WRB
stanford-ai-2021	1369	91	activities	activity	NNS
stanford-ai-2021	1369	92	happen	happen	VBP
stanford-ai-2021	1369	93	in	in	IN
stanford-ai-2021	1369	94	untrimmed	untrimmed	JJ
stanford-ai-2021	1369	95	videos	video	NNS
stanford-ai-2021	1369	96	from	from	IN
stanford-ai-2021	1369	97	the	the	DT
stanford-ai-2021	1369	98	ActivityNet	ActivityNet	NNP
stanford-ai-2021	1369	99	benchmark	benchmark	NN
stanford-ai-2021	1369	100	.	.	.
stanford-ai-2021	1370	1	We	-PRON-	PRP
stanford-ai-2021	1370	2	have	have	VBP
stanford-ai-2021	1370	3	compiled	compile	VBN
stanford-ai-2021	1370	4	several	several	JJ
stanford-ai-2021	1370	5	attributes	attribute	NNS
stanford-ai-2021	1370	6	for	for	IN
stanford-ai-2021	1370	7	the	the	DT
stanford-ai-2021	1370	8	task	task	NN
stanford-ai-2021	1370	9	of	of	IN
stanford-ai-2021	1370	10	temporal	temporal	JJ
stanford-ai-2021	1370	11	localization	localization	NN
stanford-ai-2021	1370	12	at	at	IN
stanford-ai-2021	1370	13	the	the	DT
stanford-ai-2021	1370	14	challenge	challenge	NN
stanford-ai-2021	1370	15	over	over	IN
stanford-ai-2021	1370	16	the	the	DT
stanford-ai-2021	1370	17	last	last	JJ
stanford-ai-2021	1370	18	four	four	CD
stanford-ai-2021	1370	19	rounds	round	NNS
stanford-ai-2021	1370	20	.	.	.
stanford-ai-2021	1371	1	Below	below	RB
stanford-ai-2021	1371	2	is	be	VBZ
stanford-ai-2021	1371	3	a	a	DT
stanford-ai-2021	1371	4	link	link	NN
stanford-ai-2021	1371	5	to	to	IN
stanford-ai-2021	1371	6	the	the	DT
stanford-ai-2021	1371	7	overall	overall	JJ
stanford-ai-2021	1371	8	stats	stat	NNS
stanford-ai-2021	1371	9	and	and	CC
stanford-ai-2021	1371	10	trends	trend	NNS
stanford-ai-2021	1371	11	for	for	IN
stanford-ai-2021	1371	12	this	this	DT
stanford-ai-2021	1371	13	task	task	NN
stanford-ai-2021	1371	14	,	,	,
stanford-ai-2021	1371	15	as	as	RB
stanford-ai-2021	1371	16	well	well	RB
stanford-ai-2021	1371	17	as	as	IN
stanford-ai-2021	1371	18	some	some	DT
stanford-ai-2021	1371	19	detailed	detailed	JJ
stanford-ai-2021	1371	20	analysis	analysis	NN
stanford-ai-2021	1371	21	(	(	-LRB-
stanford-ai-2021	1371	22	e.g.	e.g.	RB
stanford-ai-2021	1371	23	,	,	,
stanford-ai-2021	1371	24	how	how	WRB
stanford-ai-2021	1371	25	has	have	VBZ
stanford-ai-2021	1371	26	the	the	DT
stanford-ai-2021	1371	27	performance	performance	NN
stanford-ai-2021	1371	28	for	for	IN
stanford-ai-2021	1371	29	individual	individual	JJ
stanford-ai-2021	1371	30	activity	activity	NN
stanford-ai-2021	1371	31	classes	class	NNS
stanford-ai-2021	1371	32	improved	improve	VBN
stanford-ai-2021	1371	33	over	over	IN
stanford-ai-2021	1371	34	the	the	DT
stanford-ai-2021	1371	35	years	year	NNS
stanford-ai-2021	1371	36	?	?	.
stanford-ai-2021	1372	1	Which	which	WDT
stanford-ai-2021	1372	2	are	be	VBP
stanford-ai-2021	1372	3	the	the	DT
stanford-ai-2021	1372	4	hardest	hard	JJS
stanford-ai-2021	1372	5	and	and	CC
stanford-ai-2021	1372	6	easiest	easy	JJS
stanford-ai-2021	1372	7	classes	class	NNS
stanford-ai-2021	1372	8	now	now	RB
stanford-ai-2021	1372	9	?	?	.
stanford-ai-2021	1373	1	Which	which	WDT
stanford-ai-2021	1373	2	classes	class	NNS
stanford-ai-2021	1373	3	have	have	VBP
stanford-ai-2021	1373	4	the	the	DT
stanford-ai-2021	1373	5	most	most	JJS
stanford-ai-2021	1373	6	improvement	improvement	NN
stanford-ai-2021	1373	7	over	over	IN
stanford-ai-2021	1373	8	the	the	DT
stanford-ai-2021	1373	9	years	year	NNS
stanford-ai-2021	1373	10	?	?	.
stanford-ai-2021	1373	11	)	)	-RRB-
stanford-ai-2021	1373	12	.	.	.
stanford-ai-2021	1374	1	See	see	VB
stanford-ai-2021	1374	2	the	the	DT
stanford-ai-2021	1374	3	Performance	Performance	NNP
stanford-ai-2021	1374	4	Diagnosis	Diagnosis	NNP
stanford-ai-2021	1374	5	(	(	-LRB-
stanford-ai-2021	1374	6	2020	2020	CD
stanford-ai-2021	1374	7	)	)	-RRB-
stanford-ai-2021	1374	8	tab	tab	NN
stanford-ai-2021	1374	9	for	for	IN
stanford-ai-2021	1374	10	a	a	DT
stanford-ai-2021	1374	11	detailed	detailed	JJ
stanford-ai-2021	1374	12	trends	trend	NNS
stanford-ai-2021	1374	13	update	update	NN
stanford-ai-2021	1374	14	.	.	.
stanford-ai-2021	1375	1	Please	please	UH
stanford-ai-2021	1375	2	see	see	VB
stanford-ai-2021	1375	3	ActivityNet	ActivityNet	NNP
stanford-ai-2021	1375	4	Statisticsin	Statisticsin	NNP
stanford-ai-2021	1375	5	the	the	DT
stanford-ai-2021	1375	6	public	public	JJ
stanford-ai-2021	1375	7	data	data	NN
stanford-ai-2021	1375	8	folder	folder	NN
stanford-ai-2021	1375	9	for	for	IN
stanford-ai-2021	1375	10	more	more	JJR
stanford-ai-2021	1375	11	details	detail	NNS
stanford-ai-2021	1375	12	.	.	.
stanford-ai-2021	1376	1	YO	YO	NNP
stanford-ai-2021	1376	2	L	L	NNP
stanford-ai-2021	1376	3	O	o	NN
stanford-ai-2021	1376	4	(	(	-LRB-
stanford-ai-2021	1376	5	YO	YO	NNP
stanford-ai-2021	1376	6	U	u	NN
stanford-ai-2021	1376	7	O	o	NN
stanford-ai-2021	1376	8	N	N	NNP
stanford-ai-2021	1376	9	LY	ly	NN
stanford-ai-2021	1376	10	L	l	NN
stanford-ai-2021	1376	11	O	o	NN
stanford-ai-2021	1376	12	O	o	NN
stanford-ai-2021	1376	13	K	k	NN
stanford-ai-2021	1376	14	O	o	NN
stanford-ai-2021	1376	15	N	n	NN
stanford-ai-2021	1376	16	C	c	NN
stanford-ai-2021	1376	17	E	e	NN
stanford-ai-2021	1376	18	)	)	-RRB-
stanford-ai-2021	1376	19	YOLO	yolo	NN
stanford-ai-2021	1376	20	is	be	VBZ
stanford-ai-2021	1376	21	a	a	DT
stanford-ai-2021	1376	22	neural	neural	JJ
stanford-ai-2021	1376	23	network	network	NN
stanford-ai-2021	1376	24	model	model	NN
stanford-ai-2021	1376	25	mainly	mainly	RB
stanford-ai-2021	1376	26	used	use	VBN
stanford-ai-2021	1376	27	for	for	IN
stanford-ai-2021	1376	28	the	the	DT
stanford-ai-2021	1376	29	detection	detection	NN
stanford-ai-2021	1376	30	of	of	IN
stanford-ai-2021	1376	31	objects	object	NNS
stanford-ai-2021	1376	32	in	in	IN
stanford-ai-2021	1376	33	images	image	NNS
stanford-ai-2021	1376	34	and	and	CC
stanford-ai-2021	1376	35	in	in	IN
stanford-ai-2021	1376	36	real	real	JJ
stanford-ai-2021	1376	37	-	-	HYPH
stanford-ai-2021	1376	38	time	time	NN
stanford-ai-2021	1376	39	videos	video	NNS
stanford-ai-2021	1376	40	.	.	.
stanford-ai-2021	1377	1	mAP	mAP	NNP
stanford-ai-2021	1377	2	(	(	-LRB-
stanford-ai-2021	1377	3	mean	mean	NNP
stanford-ai-2021	1377	4	average	average	JJ
stanford-ai-2021	1377	5	precision	precision	NN
stanford-ai-2021	1377	6	)	)	-RRB-
stanford-ai-2021	1377	7	is	be	VBZ
stanford-ai-2021	1377	8	a	a	DT
stanford-ai-2021	1377	9	metric	metric	JJ
stanford-ai-2021	1377	10	that	that	WDT
stanford-ai-2021	1377	11	is	be	VBZ
stanford-ai-2021	1377	12	used	use	VBN
stanford-ai-2021	1377	13	to	to	TO
stanford-ai-2021	1377	14	measure	measure	VB
stanford-ai-2021	1377	15	the	the	DT
stanford-ai-2021	1377	16	accuracy	accuracy	NN
stanford-ai-2021	1377	17	of	of	IN
stanford-ai-2021	1377	18	object	object	NN
stanford-ai-2021	1377	19	detectors	detector	NNS
stanford-ai-2021	1377	20	.	.	.
stanford-ai-2021	1378	1	It	-PRON-	PRP
stanford-ai-2021	1378	2	is	be	VBZ
stanford-ai-2021	1378	3	a	a	DT
stanford-ai-2021	1378	4	combination	combination	NN
stanford-ai-2021	1378	5	of	of	IN
stanford-ai-2021	1378	6	precision	precision	NN
stanford-ai-2021	1378	7	and	and	CC
stanford-ai-2021	1378	8	recall	recall	NN
stanford-ai-2021	1378	9	.	.	.
stanford-ai-2021	1379	1	mAP	mAP	NNP
stanford-ai-2021	1379	2	is	be	VBZ
stanford-ai-2021	1379	3	the	the	DT
stanford-ai-2021	1379	4	average	average	NN
stanford-ai-2021	1379	5	of	of	IN
stanford-ai-2021	1379	6	the	the	DT
stanford-ai-2021	1379	7	precision	precision	NN
stanford-ai-2021	1379	8	and	and	CC
stanford-ai-2021	1379	9	recall	recall	NN
stanford-ai-2021	1379	10	calculated	calculate	VBN
stanford-ai-2021	1379	11	over	over	IN
stanford-ai-2021	1379	12	a	a	DT
stanford-ai-2021	1379	13	document	document	NN
stanford-ai-2021	1379	14	.	.	.
stanford-ai-2021	1380	1	The	the	DT
stanford-ai-2021	1380	2	performance	performance	NN
stanford-ai-2021	1380	3	of	of	IN
stanford-ai-2021	1380	4	YOLO	YOLO	NNP
stanford-ai-2021	1380	5	has	have	VBZ
stanford-ai-2021	1380	6	increased	increase	VBN
stanford-ai-2021	1380	7	gradually	gradually	RB
stanford-ai-2021	1380	8	with	with	IN
stanford-ai-2021	1380	9	the	the	DT
stanford-ai-2021	1380	10	development	development	NN
stanford-ai-2021	1380	11	of	of	IN
stanford-ai-2021	1380	12	new	new	JJ
stanford-ai-2021	1380	13	architectures	architecture	NNS
stanford-ai-2021	1380	14	and	and	CC
stanford-ai-2021	1380	15	versions	version	NNS
stanford-ai-2021	1380	16	in	in	IN
stanford-ai-2021	1380	17	past	past	JJ
stanford-ai-2021	1380	18	years	year	NNS
stanford-ai-2021	1380	19	.	.	.
stanford-ai-2021	1381	1	With	with	IN
stanford-ai-2021	1381	2	the	the	DT
stanford-ai-2021	1381	3	increase	increase	NN
stanford-ai-2021	1381	4	in	in	IN
stanford-ai-2021	1381	5	size	size	NN
stanford-ai-2021	1381	6	of	of	IN
stanford-ai-2021	1381	7	model	model	NN
stanford-ai-2021	1381	8	,	,	,
stanford-ai-2021	1381	9	its	-PRON-	PRP$
stanford-ai-2021	1381	10	mean	mean	NN
stanford-ai-2021	1381	11	average	average	JJ
stanford-ai-2021	1381	12	precision	precision	NN
stanford-ai-2021	1381	13	increases	increase	NNS
stanford-ai-2021	1381	14	as	as	RB
stanford-ai-2021	1381	15	well	well	RB
stanford-ai-2021	1381	16	,	,	,
stanford-ai-2021	1381	17	with	with	IN
stanford-ai-2021	1381	18	a	a	DT
stanford-ai-2021	1381	19	corresponding	corresponding	JJ
stanford-ai-2021	1381	20	decrease	decrease	NN
stanford-ai-2021	1381	21	in	in	IN
stanford-ai-2021	1381	22	FPS	FPS	NNP
stanford-ai-2021	1381	23	of	of	IN
stanford-ai-2021	1381	24	the	the	DT
stanford-ai-2021	1381	25	video	video	NN
stanford-ai-2021	1381	26	.	.	.
stanford-ai-2021	1382	1	We	-PRON-	PRP
stanford-ai-2021	1382	2	conducted	conduct	VBD
stanford-ai-2021	1382	3	a	a	DT
stanford-ai-2021	1382	4	detailed	detailed	JJ
stanford-ai-2021	1382	5	survey	survey	NN
stanford-ai-2021	1382	6	of	of	IN
stanford-ai-2021	1382	7	arXiv	arXiv	NNP
stanford-ai-2021	1382	8	papers	paper	NNS
stanford-ai-2021	1382	9	and	and	CC
stanford-ai-2021	1382	10	GitHub	GitHub	NNP
stanford-ai-2021	1382	11	repository	repository	NN
stanford-ai-2021	1382	12	to	to	TO
stanford-ai-2021	1382	13	segment	segment	NN
stanford-ai-2021	1382	14	progress	progress	NN
stanford-ai-2021	1382	15	in	in	IN
stanford-ai-2021	1382	16	YOLO	YOLO	NNP
stanford-ai-2021	1382	17	across	across	IN
stanford-ai-2021	1382	18	its	-PRON-	PRP$
stanford-ai-2021	1382	19	various	various	JJ
stanford-ai-2021	1382	20	versions	version	NNS
stanford-ai-2021	1382	21	.	.	.
stanford-ai-2021	1383	1	Below	below	IN
stanford-ai-2021	1383	2	are	be	VBP
stanford-ai-2021	1383	3	the	the	DT
stanford-ai-2021	1383	4	references	reference	NNS
stanford-ai-2021	1383	5	for	for	IN
stanford-ai-2021	1383	6	original	original	JJ
stanford-ai-2021	1383	7	sources	source	NNS
stanford-ai-2021	1383	8	:	:	:
stanford-ai-2021	1383	9	YOLOv1	YOLOv1	NNP
stanford-ai-2021	1383	10	:	:	:
stanford-ai-2021	1383	11	You	-PRON-	PRP
stanford-ai-2021	1383	12	Only	only	RB
stanford-ai-2021	1383	13	Look	look	VBP
stanford-ai-2021	1383	14	Once	once	RB
stanford-ai-2021	1383	15	:	:	:
stanford-ai-2021	1383	16	Unified	unify	VBN
stanford-ai-2021	1383	17	,	,	,
stanford-ai-2021	1383	18	Real	real	JJ
stanford-ai-2021	1383	19	-	-	HYPH
stanford-ai-2021	1383	20	Time	time	NN
stanford-ai-2021	1383	21	Object	object	NN
stanford-ai-2021	1383	22	Detection	Detection	NNP
stanford-ai-2021	1383	23	YOLOv2	yolov2	PRP
stanford-ai-2021	1383	24	:	:	:
stanford-ai-2021	1383	25	YOLO9000	yolo9000	XX
stanford-ai-2021	1383	26	:	:	:
stanford-ai-2021	1383	27	Better	well	RBR
stanford-ai-2021	1383	28	,	,	,
stanford-ai-2021	1383	29	Faster	fast	RBR
stanford-ai-2021	1383	30	,	,	,
stanford-ai-2021	1383	31	Stronger	strong	JJR
stanford-ai-2021	1383	32	YOLO	YOLO	NNP
stanford-ai-2021	1383	33	:	:	:
stanford-ai-2021	1383	34	Real	real	JJ
stanford-ai-2021	1383	35	-	-	HYPH
stanford-ai-2021	1383	36	Time	time	NN
stanford-ai-2021	1383	37	Object	Object	NNP
stanford-ai-2021	1383	38	Detection	Detection	NNP
stanford-ai-2021	1383	39	YOLOv3	YOLOv3	NNP
stanford-ai-2021	1383	40	:	:	:
stanford-ai-2021	1383	41	YOLOv3	YOLOv3	NNP
stanford-ai-2021	1383	42	:	:	:
stanford-ai-2021	1383	43	An	an	DT
stanford-ai-2021	1383	44	Incremental	Incremental	NNP
stanford-ai-2021	1383	45	Improvement	Improvement	NNP
stanford-ai-2021	1383	46	Learning	Learning	NNP
stanford-ai-2021	1383	47	Spatial	Spatial	NNP
stanford-ai-2021	1383	48	Fusion	Fusion	NNP
stanford-ai-2021	1383	49	for	for	IN
stanford-ai-2021	1383	50	Single	Single	NNP
stanford-ai-2021	1383	51	-	-	HYPH
stanford-ai-2021	1383	52	Shot	shot	NN
stanford-ai-2021	1383	53	Object	object	NN
stanford-ai-2021	1383	54	Detection	detection	NN
stanford-ai-2021	1383	55	GitHub	GitHub	NNP
stanford-ai-2021	1383	56	:	:	:
stanford-ai-2021	1383	57	ultralytics	ultralytic	NNS
stanford-ai-2021	1383	58	/	/	SYM
stanford-ai-2021	1383	59	yolov3	yolov3	NNP
stanford-ai-2021	1383	60	YOLOv4	YOLOv4	NNP
stanford-ai-2021	1383	61	:	:	:
stanford-ai-2021	1383	62	YOLOv4	yolov4	XX
stanford-ai-2021	1383	63	:	:	:
stanford-ai-2021	1383	64	Optimal	Optimal	NNP
stanford-ai-2021	1383	65	Speed	Speed	NNP
stanford-ai-2021	1383	66	and	and	CC
stanford-ai-2021	1383	67	Accuracy	Accuracy	NNP
stanford-ai-2021	1383	68	of	of	IN
stanford-ai-2021	1383	69	Object	object	NN
stanford-ai-2021	1383	70	Detection	Detection	NNP
stanford-ai-2021	1383	71	GitHub	GitHub	NNP
stanford-ai-2021	1383	72	:	:	:
stanford-ai-2021	1383	73	AlexeyAB	alexeyab	NN
stanford-ai-2021	1383	74	/	/	SYM
stanford-ai-2021	1383	75	darknet	darknet	NN
stanford-ai-2021	1383	76	YOLOv5	yolov5	PRP
stanford-ai-2021	1383	77	:	:	:
stanford-ai-2021	1383	78	GitHub	GitHub	NNP
stanford-ai-2021	1383	79	:	:	:
stanford-ai-2021	1383	80	ultralytics	ultralytic	NNS
stanford-ai-2021	1383	81	/	/	SYM
stanford-ai-2021	1383	82	yolov5	yolov5	NNP
stanford-ai-2021	1383	83	PP	PP	NNP
stanford-ai-2021	1383	84	-	-	HYPH
stanford-ai-2021	1383	85	YOLO	YOLO	NNP
stanford-ai-2021	1383	86	:	:	:
stanford-ai-2021	1383	87	PP	PP	NNP
stanford-ai-2021	1383	88	-	-	HYPH
stanford-ai-2021	1383	89	YOLO	YOLO	NNP
stanford-ai-2021	1383	90	:	:	:
stanford-ai-2021	1383	91	An	an	DT
stanford-ai-2021	1383	92	Effective	effective	JJ
stanford-ai-2021	1383	93	and	and	CC
stanford-ai-2021	1383	94	Efficient	efficient	JJ
stanford-ai-2021	1383	95	Implementation	implementation	NN
stanford-ai-2021	1383	96	of	of	IN
stanford-ai-2021	1383	97	Object	Object	NNP
stanford-ai-2021	1383	98	Detector	Detector	NNP
stanford-ai-2021	1383	99	POLY	POLY	NNP
stanford-ai-2021	1383	100	-	-	HYPH
stanford-ai-2021	1383	101	YOLO	yolo	NN
stanford-ai-2021	1383	102	:	:	:
stanford-ai-2021	1383	103	Poly	Poly	NNP
stanford-ai-2021	1383	104	-	-	HYPH
stanford-ai-2021	1383	105	YOLO	yolo	NN
stanford-ai-2021	1383	106	:	:	:
stanford-ai-2021	1383	107	Higher	high	JJR
stanford-ai-2021	1383	108	Speed	speed	NN
stanford-ai-2021	1383	109	,	,	,
stanford-ai-2021	1383	110	More	More	JJR
stanford-ai-2021	1383	111	Precise	Precise	NNP
stanford-ai-2021	1383	112	Detection	detection	NN
stanford-ai-2021	1383	113	and	and	CC
stanford-ai-2021	1383	114	Instance	Instance	NNP
stanford-ai-2021	1383	115	Segmentation	segmentation	NN
stanford-ai-2021	1383	116	for	for	IN
stanford-ai-2021	1383	117	YOLOV3	yolov3	NN
stanford-ai-2021	1383	118	C	c	NN
stanford-ai-2021	1383	119	H	h	NN
stanford-ai-2021	1383	120	A	a	NN
stanford-ai-2021	1383	121	P	p	NN
stanford-ai-2021	1383	122	T	t	NN
stanford-ai-2021	1383	123	E	e	NN
stanford-ai-2021	1383	124	R	r	NN
stanford-ai-2021	1383	125	2	2	CD
stanford-ai-2021	1383	126	:	:	:
stanford-ai-2021	1383	127	T	t	NN
stanford-ai-2021	1383	128	E	e	NN
stanford-ai-2021	1383	129	C	c	NN
stanford-ai-2021	1383	130	H	h	NN
stanford-ai-2021	1383	131	N	n	NN
stanford-ai-2021	1383	132	I	i	NN
stanford-ai-2021	1383	133	C	c	NN
stanford-ai-2021	1383	134	A	a	NN
stanford-ai-2021	1383	135	L	l	NN
stanford-ai-2021	1383	136	P	p	NN
stanford-ai-2021	1383	137	E	e	NN
stanford-ai-2021	1383	138	R	r	NN
stanford-ai-2021	1383	139	F	f	NN
stanford-ai-2021	1383	140	O	o	NN
stanford-ai-2021	1383	141	R	r	NN
stanford-ai-2021	1383	142	M	m	NN
stanford-ai-2021	1383	143	A	a	NN
stanford-ai-2021	1383	144	N	n	NN
stanford-ai-2021	1383	145	C	c	NN
stanford-ai-2021	1383	146	E	e	NN
stanford-ai-2021	1383	147	A	a	NN
stanford-ai-2021	1383	148	P	p	NN
stanford-ai-2021	1383	149	P	p	NN
stanford-ai-2021	1383	150	E	e	NN
stanford-ai-2021	1383	151	N	n	NN
stanford-ai-2021	1383	152	D	d	NN
stanford-ai-2021	1383	153	I	i	NN
stanford-ai-2021	1383	154	X	x	NN
stanford-ai-2021	1383	155	http://www.activity-net.org/	http://www.activity-net.org/	NNP
stanford-ai-2021	1383	156	https://docs.google.com/spreadsheets/d/1yVmy433Dp9WjV-g_ZbFKSdRLrqRKKPHk61AtRKxVfW4/edit?usp=sharing	https://docs.google.com/spreadsheets/d/1yVmy433Dp9WjV-g_ZbFKSdRLrqRKKPHk61AtRKxVfW4/edit?usp=sharing	NNP
stanford-ai-2021	1383	157	https://arxiv.org/abs/1506.02640	https://arxiv.org/abs/1506.02640	NNP
stanford-ai-2021	1383	158	https://arxiv.org/abs/1612.08242	https://arxiv.org/abs/1612.08242	NNP
stanford-ai-2021	1383	159	https://pjreddie.com/yolo/	https://pjreddie.com/yolo/	NNP
stanford-ai-2021	1383	160	https://arxiv.org/abs/1804.02767	https://arxiv.org/abs/1804.02767	NNP
stanford-ai-2021	1383	161	https://arxiv.org/abs/1911.09516?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%253A+arxiv%252FQSXk+%2528ExcitingAds%2521+cs+updates+on+arXiv.org%2529	https://arxiv.org/abs/1911.09516?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%253A+arxiv%252FQSXk+%2528ExcitingAds%2521+cs+updates+on+arXiv.org%2529	NNP
stanford-ai-2021	1383	162	https://github.com/ultralytics/yolov3	https://github.com/ultralytics/yolov3	NNP
stanford-ai-2021	1383	163	https://arxiv.org/abs/2004.10934	https://arxiv.org/abs/2004.10934	NNP
stanford-ai-2021	1383	164	https://github.com/AlexeyAB/darknet	https://github.com/AlexeyAB/darknet	NNP
stanford-ai-2021	1383	165	https://github.com/ultralytics/yolov5	https://github.com/ultralytics/yolov5	IN
stanford-ai-2021	1383	166	https://arxiv.org/abs/2007.12099	https://arxiv.org/abs/2007.12099	NNP
stanford-ai-2021	1383	167	https://arxiv.org/abs/2007.12099	https://arxiv.org/abs/2007.12099	NNP
stanford-ai-2021	1383	168	https://arxiv.org/abs/2005.13243	https://arxiv.org/abs/2005.13243	NNP
stanford-ai-2021	1383	169	https://arxiv.org/abs/2005.13243	https://arxiv.org/abs/2005.13243	NNP
stanford-ai-2021	1383	170	TA	ta	NN
stanford-ai-2021	1383	171	B	b	NN
stanford-ai-2021	1383	172	L	l	NN
stanford-ai-2021	1383	173	E	e	NN
stanford-ai-2021	1383	174	O	o	NN
stanford-ai-2021	1383	175	F	f	NN
stanford-ai-2021	1383	176	C	c	NN
stanford-ai-2021	1383	177	O	o	NN
stanford-ai-2021	1383	178	N	n	NN
stanford-ai-2021	1383	179	T	t	NN
stanford-ai-2021	1383	180	E	e	NN
stanford-ai-2021	1383	181	N	n	NN
stanford-ai-2021	1383	182	T	t	NN
stanford-ai-2021	1383	183	S	s	NN
stanford-ai-2021	1383	184	1	1	CD
stanford-ai-2021	1383	185	9	9	CD
stanford-ai-2021	1383	186	8A	8a	NN
stanford-ai-2021	1383	187	P	p	NN
stanford-ai-2021	1383	188	P	p	NN
stanford-ai-2021	1383	189	E	e	NN
stanford-ai-2021	1383	190	N	n	NN
stanford-ai-2021	1383	191	D	d	NN
stanford-ai-2021	1383	192	I	i	NN
stanford-ai-2021	1383	193	X	X	NNP
stanford-ai-2021	1383	194	Artificial	Artificial	NNP
stanford-ai-2021	1383	195	Intelligence	Intelligence	NNP
stanford-ai-2021	1383	196	Index	Index	NNP
stanford-ai-2021	1383	197	Report	Report	NNP
stanford-ai-2021	1383	198	2021	2021	CD
stanford-ai-2021	1383	199	V	V	NNP
stanford-ai-2021	1383	200	I	i	NN
stanford-ai-2021	1383	201	S	s	NN
stanford-ai-2021	1383	202	U	u	NN
stanford-ai-2021	1383	203	A	a	NN
stanford-ai-2021	1383	204	L	l	NN
stanford-ai-2021	1383	205	Q	q	NN
stanford-ai-2021	1383	206	U	u	NN
stanford-ai-2021	1383	207	E	e	NN
stanford-ai-2021	1383	208	S	s	NN
stanford-ai-2021	1383	209	T	t	NN
stanford-ai-2021	1383	210	I	i	NN
stanford-ai-2021	1383	211	O	o	NN
stanford-ai-2021	1383	212	N	n	NN
stanford-ai-2021	1383	213	A	a	NN
stanford-ai-2021	1383	214	N	n	NN
stanford-ai-2021	1383	215	S	s	NN
stanford-ai-2021	1383	216	W	w	NN
stanford-ai-2021	1383	217	E	e	NN
stanford-ai-2021	1383	218	R	r	NN
stanford-ai-2021	1383	219	I	i	NN
stanford-ai-2021	1383	220	N	n	NN
stanford-ai-2021	1383	221	G	g	NN
stanford-ai-2021	1383	222	(	(	-LRB-
stanford-ai-2021	1383	223	V	v	NN
stanford-ai-2021	1383	224	Q	q	NN
stanford-ai-2021	1383	225	A	a	NN
stanford-ai-2021	1383	226	)	)	-RRB-
stanford-ai-2021	1383	227	VQA	vqa	NN
stanford-ai-2021	1383	228	accuracy	accuracy	NN
stanford-ai-2021	1383	229	data	datum	NNS
stanford-ai-2021	1383	230	was	be	VBD
stanford-ai-2021	1383	231	provided	provide	VBN
stanford-ai-2021	1383	232	by	by	IN
stanford-ai-2021	1383	233	the	the	DT
stanford-ai-2021	1383	234	VQA	VQA	NNP
stanford-ai-2021	1383	235	team	team	NN
stanford-ai-2021	1383	236	.	.	.
stanford-ai-2021	1384	1	Learn	learn	VB
stanford-ai-2021	1384	2	more	more	JJR
stanford-ai-2021	1384	3	about	about	IN
stanford-ai-2021	1384	4	VQA	vqa	NN
stanford-ai-2021	1384	5	here	here	RB
stanford-ai-2021	1384	6	.	.	.
stanford-ai-2021	1385	1	More	More	JJR
stanford-ai-2021	1385	2	details	detail	NNS
stanford-ai-2021	1385	3	on	on	IN
stanford-ai-2021	1385	4	VQA	VQA	NNP
stanford-ai-2021	1385	5	2020	2020	CD
stanford-ai-2021	1385	6	are	be	VBP
stanford-ai-2021	1385	7	available	available	JJ
stanford-ai-2021	1385	8	here	here	RB
stanford-ai-2021	1385	9	.	.	.
stanford-ai-2021	1386	1	Methodology	methodology	NN
stanford-ai-2021	1386	2	Given	Given	NNP
stanford-ai-2021	1386	3	an	an	DT
stanford-ai-2021	1386	4	image	image	NN
stanford-ai-2021	1386	5	and	and	CC
stanford-ai-2021	1386	6	a	a	DT
stanford-ai-2021	1386	7	natural	natural	JJ
stanford-ai-2021	1386	8	language	language	NN
stanford-ai-2021	1386	9	question	question	NN
stanford-ai-2021	1386	10	about	about	IN
stanford-ai-2021	1386	11	the	the	DT
stanford-ai-2021	1386	12	image	image	NN
stanford-ai-2021	1386	13	,	,	,
stanford-ai-2021	1386	14	the	the	DT
stanford-ai-2021	1386	15	task	task	NN
stanford-ai-2021	1386	16	is	be	VBZ
stanford-ai-2021	1386	17	to	to	TO
stanford-ai-2021	1386	18	provide	provide	VB
stanford-ai-2021	1386	19	an	an	DT
stanford-ai-2021	1386	20	accurate	accurate	JJ
stanford-ai-2021	1386	21	natural	natural	JJ
stanford-ai-2021	1386	22	language	language	NN
stanford-ai-2021	1386	23	answer	answer	NN
stanford-ai-2021	1386	24	.	.	.
stanford-ai-2021	1387	1	The	the	DT
stanford-ai-2021	1387	2	challenge	challenge	NN
stanford-ai-2021	1387	3	is	be	VBZ
stanford-ai-2021	1387	4	hosted	host	VBN
stanford-ai-2021	1387	5	on	on	IN
stanford-ai-2021	1387	6	the	the	DT
stanford-ai-2021	1387	7	VQA	VQA	NNP
stanford-ai-2021	1387	8	Challenge	Challenge	NNP
stanford-ai-2021	1387	9	website	website	NN
stanford-ai-2021	1387	10	.	.	.
stanford-ai-2021	1388	1	The	the	DT
stanford-ai-2021	1388	2	challenge	challenge	NN
stanford-ai-2021	1388	3	is	be	VBZ
stanford-ai-2021	1388	4	hosted	host	VBN
stanford-ai-2021	1388	5	on	on	IN
stanford-ai-2021	1388	6	EvalAI	EvalAI	NNP
stanford-ai-2021	1388	7	.	.	.
stanford-ai-2021	1389	1	The	the	DT
stanford-ai-2021	1389	2	challenge	challenge	NN
stanford-ai-2021	1389	3	link	link	NN
stanford-ai-2021	1389	4	is	be	VBZ
stanford-ai-2021	1389	5	here	here	RB
stanford-ai-2021	1389	6	.	.	.
stanford-ai-2021	1390	1	The	the	DT
stanford-ai-2021	1390	2	VQA	vqa	NN
stanford-ai-2021	1390	3	v2.0	v2.0	NN
stanford-ai-2021	1390	4	training	training	NN
stanford-ai-2021	1390	5	,	,	,
stanford-ai-2021	1390	6	validation	validation	NN
stanford-ai-2021	1390	7	,	,	,
stanford-ai-2021	1390	8	and	and	CC
stanford-ai-2021	1390	9	test	test	NN
stanford-ai-2021	1390	10	sets	set	NNS
stanford-ai-2021	1390	11	,	,	,
stanford-ai-2021	1390	12	containing	contain	VBG
stanford-ai-2021	1390	13	more	more	JJR
stanford-ai-2021	1390	14	than	than	IN
stanford-ai-2021	1390	15	250,000	250,000	CD
stanford-ai-2021	1390	16	images	image	NNS
stanford-ai-2021	1390	17	and	and	CC
stanford-ai-2021	1390	18	1.1	1.1	CD
stanford-ai-2021	1390	19	million	million	CD
stanford-ai-2021	1390	20	questions	question	NNS
stanford-ai-2021	1390	21	,	,	,
stanford-ai-2021	1390	22	are	be	VBP
stanford-ai-2021	1390	23	available	available	JJ
stanford-ai-2021	1390	24	on	on	IN
stanford-ai-2021	1390	25	the	the	DT
stanford-ai-2021	1390	26	download	download	NN
stanford-ai-2021	1390	27	page	page	NN
stanford-ai-2021	1390	28	.	.	.
stanford-ai-2021	1391	1	All	all	DT
stanford-ai-2021	1391	2	questions	question	NNS
stanford-ai-2021	1391	3	are	be	VBP
stanford-ai-2021	1391	4	annotated	annotate	VBN
stanford-ai-2021	1391	5	with	with	IN
stanford-ai-2021	1391	6	10	10	CD
stanford-ai-2021	1391	7	concise	concise	NN
stanford-ai-2021	1391	8	,	,	,
stanford-ai-2021	1391	9	open	open	JJ
stanford-ai-2021	1391	10	-	-	HYPH
stanford-ai-2021	1391	11	ended	ended	JJ
stanford-ai-2021	1391	12	answers	answer	NNS
stanford-ai-2021	1391	13	each	each	DT
stanford-ai-2021	1391	14	.	.	.
stanford-ai-2021	1392	1	Annotations	annotation	NNS
stanford-ai-2021	1392	2	on	on	IN
stanford-ai-2021	1392	3	the	the	DT
stanford-ai-2021	1392	4	training	training	NN
stanford-ai-2021	1392	5	and	and	CC
stanford-ai-2021	1392	6	validation	validation	NN
stanford-ai-2021	1392	7	sets	set	NNS
stanford-ai-2021	1392	8	are	be	VBP
stanford-ai-2021	1392	9	publicly	publicly	RB
stanford-ai-2021	1392	10	available	available	JJ
stanford-ai-2021	1392	11	.	.	.
stanford-ai-2021	1393	1	VQA	VQA	NNP
stanford-ai-2021	1393	2	Challenge	Challenge	NNP
stanford-ai-2021	1393	3	2020	2020	CD
stanford-ai-2021	1393	4	is	be	VBZ
stanford-ai-2021	1393	5	the	the	DT
stanford-ai-2021	1393	6	fifth	fifth	JJ
stanford-ai-2021	1393	7	edition	edition	NN
stanford-ai-2021	1393	8	of	of	IN
stanford-ai-2021	1393	9	the	the	DT
stanford-ai-2021	1393	10	VQA	VQA	NNP
stanford-ai-2021	1393	11	Challenge	Challenge	NNP
stanford-ai-2021	1393	12	.	.	.
stanford-ai-2021	1394	1	Results	result	NNS
stanford-ai-2021	1394	2	from	from	IN
stanford-ai-2021	1394	3	previous	previous	JJ
stanford-ai-2021	1394	4	versions	version	NNS
stanford-ai-2021	1394	5	of	of	IN
stanford-ai-2021	1394	6	the	the	DT
stanford-ai-2021	1394	7	VQA	VQA	NNP
stanford-ai-2021	1394	8	Challenge	Challenge	NNP
stanford-ai-2021	1394	9	were	be	VBD
stanford-ai-2021	1394	10	announced	announce	VBN
stanford-ai-2021	1394	11	at	at	IN
stanford-ai-2021	1394	12	the	the	DT
stanford-ai-2021	1394	13	VQA	VQA	NNP
stanford-ai-2021	1394	14	Challenge	Challenge	NNP
stanford-ai-2021	1394	15	Workshop	Workshop	NNP
stanford-ai-2021	1394	16	in	in	IN
stanford-ai-2021	1394	17	CVPR	CVPR	NNP
stanford-ai-2021	1394	18	2019	2019	CD
stanford-ai-2021	1394	19	,	,	,
stanford-ai-2021	1394	20	CVPR	cvpr	NN
stanford-ai-2021	1394	21	2018	2018	CD
stanford-ai-2021	1394	22	,	,	,
stanford-ai-2021	1394	23	CVPR	cvpr	NN
stanford-ai-2021	1394	24	2017	2017	CD
stanford-ai-2021	1394	25	,	,	,
stanford-ai-2021	1394	26	and	and	CC
stanford-ai-2021	1394	27	CVPR	CVPR	NNP
stanford-ai-2021	1394	28	2016	2016	CD
stanford-ai-2021	1394	29	.	.	.
stanford-ai-2021	1395	1	More	More	JJR
stanford-ai-2021	1395	2	details	detail	NNS
stanford-ai-2021	1395	3	about	about	IN
stanford-ai-2021	1395	4	past	past	JJ
stanford-ai-2021	1395	5	challenges	challenge	NNS
stanford-ai-2021	1395	6	can	can	MD
stanford-ai-2021	1395	7	be	be	VB
stanford-ai-2021	1395	8	found	find	VBN
stanford-ai-2021	1395	9	here	here	RB
stanford-ai-2021	1395	10	:	:	:
stanford-ai-2021	1395	11	VQA	VQA	NNP
stanford-ai-2021	1395	12	Challenge	Challenge	NNP
stanford-ai-2021	1395	13	2019	2019	CD
stanford-ai-2021	1395	14	,	,	,
stanford-ai-2021	1395	15	VQA	VQA	NNP
stanford-ai-2021	1395	16	Challenge	Challenge	NNP
stanford-ai-2021	1395	17	2018	2018	CD
stanford-ai-2021	1395	18	,	,	,
stanford-ai-2021	1395	19	VQA	VQA	NNP
stanford-ai-2021	1395	20	Challenge	Challenge	NNP
stanford-ai-2021	1395	21	2017	2017	CD
stanford-ai-2021	1395	22	,	,	,
stanford-ai-2021	1395	23	VQA	VQA	NNP
stanford-ai-2021	1395	24	Challenge	Challenge	NNP
stanford-ai-2021	1395	25	2016	2016	CD
stanford-ai-2021	1395	26	.	.	.
stanford-ai-2021	1396	1	VQA	VQA	NNP
stanford-ai-2021	1396	2	had	have	VBD
stanford-ai-2021	1396	3	10	10	CD
stanford-ai-2021	1396	4	humans	human	NNS
stanford-ai-2021	1396	5	answer	answer	VBP
stanford-ai-2021	1396	6	each	each	DT
stanford-ai-2021	1396	7	question	question	NN
stanford-ai-2021	1396	8	.	.	.
stanford-ai-2021	1397	1	More	More	JJR
stanford-ai-2021	1397	2	details	detail	NNS
stanford-ai-2021	1397	3	about	about	IN
stanford-ai-2021	1397	4	the	the	DT
stanford-ai-2021	1397	5	VQA	vqa	NN
stanford-ai-2021	1397	6	evaluation	evaluation	NN
stanford-ai-2021	1397	7	metric	metric	NN
stanford-ai-2021	1397	8	and	and	CC
stanford-ai-2021	1397	9	human	human	JJ
stanford-ai-2021	1397	10	accuracy	accuracy	NN
stanford-ai-2021	1397	11	can	can	MD
stanford-ai-2021	1397	12	be	be	VB
stanford-ai-2021	1397	13	found	find	VBN
stanford-ai-2021	1397	14	here	here	RB
stanford-ai-2021	1397	15	(	(	-LRB-
stanford-ai-2021	1397	16	see	see	VB
stanford-ai-2021	1397	17	Evaluation	Evaluation	NNP
stanford-ai-2021	1397	18	Code	Code	NNP
stanford-ai-2021	1397	19	section	section	NN
stanford-ai-2021	1397	20	)	)	-RRB-
stanford-ai-2021	1397	21	and	and	CC
stanford-ai-2021	1397	22	in	in	IN
stanford-ai-2021	1397	23	sections	section	NNS
stanford-ai-2021	1397	24	three	three	CD
stanford-ai-2021	1397	25	(	(	-LRB-
stanford-ai-2021	1397	26	“	"	``
stanford-ai-2021	1397	27	Answers	Answers	NNPS
stanford-ai-2021	1397	28	”	"	''
stanford-ai-2021	1397	29	)	)	-RRB-
stanford-ai-2021	1397	30	and	and	CC
stanford-ai-2021	1397	31	four	four	CD
stanford-ai-2021	1397	32	(	(	-LRB-
stanford-ai-2021	1397	33	“	"	``
stanford-ai-2021	1397	34	Inter	Inter	NNP
stanford-ai-2021	1397	35	-	-	NNP
stanford-ai-2021	1397	36	Human	Human	NNP
stanford-ai-2021	1397	37	Agreement	Agreement	NNP
stanford-ai-2021	1397	38	”	"	''
stanford-ai-2021	1397	39	)	)	-RRB-
stanford-ai-2021	1397	40	of	of	IN
stanford-ai-2021	1397	41	the	the	DT
stanford-ai-2021	1397	42	paper	paper	NN
stanford-ai-2021	1397	43	.	.	.
stanford-ai-2021	1398	1	See	see	VB
stanford-ai-2021	1398	2	slide	slide	NN
stanford-ai-2021	1398	3	56	56	CD
stanford-ai-2021	1398	4	for	for	IN
stanford-ai-2021	1398	5	the	the	DT
stanford-ai-2021	1398	6	progress	progress	NN
stanford-ai-2021	1398	7	graph	graph	NN
stanford-ai-2021	1398	8	in	in	IN
stanford-ai-2021	1398	9	VQA	VQA	NNP
stanford-ai-2021	1398	10	in	in	IN
stanford-ai-2021	1398	11	the	the	DT
stanford-ai-2021	1398	12	2020	2020	CD
stanford-ai-2021	1398	13	Challenge	Challenge	NNP
stanford-ai-2021	1398	14	.	.	.
stanford-ai-2021	1399	1	The	the	DT
stanford-ai-2021	1399	2	values	value	NNS
stanford-ai-2021	1399	3	corresponding	correspond	VBG
stanford-ai-2021	1399	4	to	to	IN
stanford-ai-2021	1399	5	the	the	DT
stanford-ai-2021	1399	6	progress	progress	NN
stanford-ai-2021	1399	7	graph	graph	NN
stanford-ai-2021	1399	8	are	be	VBP
stanford-ai-2021	1399	9	available	available	JJ
stanford-ai-2021	1399	10	in	in	IN
stanford-ai-2021	1399	11	a	a	DT
stanford-ai-2021	1399	12	sheet	sheet	NN
stanford-ai-2021	1399	13	.	.	.
stanford-ai-2021	1400	1	Here	here	RB
stanford-ai-2021	1400	2	is	be	VBZ
stanford-ai-2021	1400	3	the	the	DT
stanford-ai-2021	1400	4	information	information	NN
stanford-ai-2021	1400	5	about	about	IN
stanford-ai-2021	1400	6	the	the	DT
stanford-ai-2021	1400	7	teams	team	NNS
stanford-ai-2021	1400	8	that	that	WDT
stanford-ai-2021	1400	9	participated	participate	VBD
stanford-ai-2021	1400	10	in	in	IN
stanford-ai-2021	1400	11	the	the	DT
stanford-ai-2021	1400	12	2020	2020	CD
stanford-ai-2021	1400	13	challenge	challenge	NN
stanford-ai-2021	1400	14	and	and	CC
stanford-ai-2021	1400	15	their	-PRON-	PRP$
stanford-ai-2021	1400	16	accuracies	accuracy	NNS
stanford-ai-2021	1400	17	.	.	.
stanford-ai-2021	1401	1	For	for	IN
stanford-ai-2021	1401	2	more	more	JJR
stanford-ai-2021	1401	3	details	detail	NNS
stanford-ai-2021	1401	4	about	about	IN
stanford-ai-2021	1401	5	the	the	DT
stanford-ai-2021	1401	6	teams	team	NNS
stanford-ai-2021	1401	7	,	,	,
stanford-ai-2021	1401	8	please	please	UH
stanford-ai-2021	1401	9	refer	refer	VB
stanford-ai-2021	1401	10	to	to	IN
stanford-ai-2021	1401	11	the	the	DT
stanford-ai-2021	1401	12	VQA	VQA	NNP
stanford-ai-2021	1401	13	website	website	NN
stanford-ai-2021	1401	14	.	.	.
stanford-ai-2021	1402	1	PA	pa	NN
stanford-ai-2021	1402	2	P	p	NN
stanford-ai-2021	1402	3	E	e	NN
stanford-ai-2021	1402	4	R	r	NN
stanford-ai-2021	1402	5	S	s	NN
stanford-ai-2021	1402	6	W	w	NN
stanford-ai-2021	1402	7	I	i	NN
stanford-ai-2021	1402	8	T	t	NN
stanford-ai-2021	1402	9	H	h	NN
stanford-ai-2021	1402	10	C	c	NN
stanford-ai-2021	1402	11	O	o	NN
stanford-ai-2021	1402	12	D	d	NN
stanford-ai-2021	1402	13	E	e	NN
stanford-ai-2021	1402	14	:	:	:
stanford-ai-2021	1402	15	PA	pa	NN
stanford-ai-2021	1402	16	P	p	NN
stanford-ai-2021	1402	17	E	e	NN
stanford-ai-2021	1402	18	R	r	NN
stanford-ai-2021	1402	19	A	a	NN
stanford-ai-2021	1402	20	N	n	NN
stanford-ai-2021	1402	21	D	d	NN
stanford-ai-2021	1402	22	C	c	NN
stanford-ai-2021	1402	23	O	o	NN
stanford-ai-2021	1402	24	D	d	NN
stanford-ai-2021	1402	25	E	e	NN
stanford-ai-2021	1402	26	L	l	NN
stanford-ai-2021	1402	27	I	i	NN
stanford-ai-2021	1402	28	N	n	NN
stanford-ai-2021	1402	29	K	k	NN
stanford-ai-2021	1402	30	I	i	NN
stanford-ai-2021	1402	31	N	n	CC
stanford-ai-2021	1402	32	G	G	NNP
stanford-ai-2021	1402	33	We	-PRON-	PRP
stanford-ai-2021	1402	34	used	use	VBD
stanford-ai-2021	1402	35	paperswithcode	paperswithcode	NN
stanford-ai-2021	1402	36	(	(	-LRB-
stanford-ai-2021	1402	37	PWC	PWC	NNP
stanford-ai-2021	1402	38	)	)	-RRB-
stanford-ai-2021	1402	39	for	for	IN
stanford-ai-2021	1402	40	referencing	reference	VBG
stanford-ai-2021	1402	41	technical	technical	JJ
stanford-ai-2021	1402	42	progress	progress	NN
stanford-ai-2021	1402	43	where	where	WRB
stanford-ai-2021	1402	44	available	available	JJ
stanford-ai-2021	1402	45	.	.	.
stanford-ai-2021	1403	1	Learn	learn	VB
stanford-ai-2021	1403	2	more	more	JJR
stanford-ai-2021	1403	3	about	about	IN
stanford-ai-2021	1403	4	PWC	PWC	NNP
stanford-ai-2021	1403	5	here	here	RB
stanford-ai-2021	1403	6	and	and	CC
stanford-ai-2021	1403	7	see	see	VB
stanford-ai-2021	1403	8	the	the	DT
stanford-ai-2021	1403	9	public	public	JJ
stanford-ai-2021	1403	10	link	link	NN
stanford-ai-2021	1403	11	here	here	RB
stanford-ai-2021	1403	12	.	.	.
stanford-ai-2021	1404	1	Methodology	methodology	NN
stanford-ai-2021	1404	2	For	for	IN
stanford-ai-2021	1404	3	papers	paper	NNS
stanford-ai-2021	1404	4	,	,	,
stanford-ai-2021	1404	5	we	-PRON-	PRP
stanford-ai-2021	1404	6	follow	follow	VBP
stanford-ai-2021	1404	7	specific	specific	JJ
stanford-ai-2021	1404	8	ML	ML	NNP
stanford-ai-2021	1404	9	-	-	HYPH
stanford-ai-2021	1404	10	related	relate	VBN
stanford-ai-2021	1404	11	categories	category	NNS
stanford-ai-2021	1404	12	on	on	IN
stanford-ai-2021	1404	13	arxiv	arxiv	NNP
stanford-ai-2021	1404	14	(	(	-LRB-
stanford-ai-2021	1404	15	see	see	VB
stanford-ai-2021	1404	16	[	[	-LRB-
stanford-ai-2021	1404	17	1	1	CD
stanford-ai-2021	1404	18	]	]	-RRB-
stanford-ai-2021	1404	19	below	below	RB
stanford-ai-2021	1404	20	for	for	IN
stanford-ai-2021	1404	21	the	the	DT
stanford-ai-2021	1404	22	full	full	JJ
stanford-ai-2021	1404	23	list	list	NN
stanford-ai-2021	1404	24	)	)	-RRB-
stanford-ai-2021	1404	25	and	and	CC
stanford-ai-2021	1404	26	the	the	DT
stanford-ai-2021	1404	27	major	major	JJ
stanford-ai-2021	1404	28	ML	ML	NNP
stanford-ai-2021	1404	29	conferences	conference	NNS
stanford-ai-2021	1404	30	(	(	-LRB-
stanford-ai-2021	1404	31	NeurIPS	neurips	UH
stanford-ai-2021	1404	32	,	,	,
stanford-ai-2021	1404	33	ICML	ICML	NNP
stanford-ai-2021	1404	34	,	,	,
stanford-ai-2021	1404	35	ICLR	ICLR	NNP
stanford-ai-2021	1404	36	,	,	,
stanford-ai-2021	1404	37	etc	etc	FW
stanford-ai-2021	1404	38	.	.	.
stanford-ai-2021	1404	39	)	)	-RRB-
stanford-ai-2021	1404	40	.	.	.
stanford-ai-2021	1405	1	For	for	IN
stanford-ai-2021	1405	2	code	code	NN
stanford-ai-2021	1405	3	,	,	,
stanford-ai-2021	1405	4	we	-PRON-	PRP
stanford-ai-2021	1405	5	follow	follow	VBP
stanford-ai-2021	1405	6	GitHub	GitHub	NNP
stanford-ai-2021	1405	7	repositories	repository	NNS
stanford-ai-2021	1405	8	mentioning	mention	VBG
stanford-ai-2021	1405	9	papers	paper	NNS
stanford-ai-2021	1405	10	.	.	.
stanford-ai-2021	1406	1	We	-PRON-	PRP
stanford-ai-2021	1406	2	have	have	VBP
stanford-ai-2021	1406	3	good	good	JJ
stanford-ai-2021	1406	4	coverage	coverage	NN
stanford-ai-2021	1406	5	of	of	IN
stanford-ai-2021	1406	6	core	core	NN
stanford-ai-2021	1406	7	ML	ML	NNP
stanford-ai-2021	1406	8	topics	topic	NNS
stanford-ai-2021	1406	9	but	but	CC
stanford-ai-2021	1406	10	are	be	VBP
stanford-ai-2021	1406	11	missing	miss	VBG
stanford-ai-2021	1406	12	some	some	DT
stanford-ai-2021	1406	13	applications	application	NNS
stanford-ai-2021	1406	14	—	—	:
stanford-ai-2021	1406	15	for	for	IN
stanford-ai-2021	1406	16	instance	instance	NN
stanford-ai-2021	1406	17	,	,	,
stanford-ai-2021	1406	18	applications	application	NNS
stanford-ai-2021	1406	19	of	of	IN
stanford-ai-2021	1406	20	ML	ML	NNP
stanford-ai-2021	1406	21	in	in	IN
stanford-ai-2021	1406	22	medicine	medicine	NN
stanford-ai-2021	1406	23	or	or	CC
stanford-ai-2021	1406	24	bioinformatics	bioinformatic	NNS
stanford-ai-2021	1406	25	,	,	,
stanford-ai-2021	1406	26	which	which	WDT
stanford-ai-2021	1406	27	are	be	VBP
stanford-ai-2021	1406	28	usually	usually	RB
stanford-ai-2021	1406	29	in	in	IN
stanford-ai-2021	1406	30	journals	journal	NNS
stanford-ai-2021	1406	31	behind	behind	IN
stanford-ai-2021	1406	32	paywalls	paywall	NNS
stanford-ai-2021	1406	33	.	.	.
stanford-ai-2021	1407	1	For	for	IN
stanford-ai-2021	1407	2	code	code	NN
stanford-ai-2021	1407	3	,	,	,
stanford-ai-2021	1407	4	the	the	DT
stanford-ai-2021	1407	5	dataset	dataset	NN
stanford-ai-2021	1407	6	is	be	VBZ
stanford-ai-2021	1407	7	fairly	fairly	RB
stanford-ai-2021	1407	8	unbiased	unbiased	JJ
stanford-ai-2021	1407	9	(	(	-LRB-
stanford-ai-2021	1407	10	as	as	RB
stanford-ai-2021	1407	11	long	long	RB
stanford-ai-2021	1407	12	as	as	IN
stanford-ai-2021	1407	13	the	the	DT
stanford-ai-2021	1407	14	paper	paper	NN
stanford-ai-2021	1407	15	is	be	VBZ
stanford-ai-2021	1407	16	freely	freely	RB
stanford-ai-2021	1407	17	available	available	JJ
stanford-ai-2021	1407	18	)	)	-RRB-
stanford-ai-2021	1407	19	.	.	.
stanford-ai-2021	1408	1	For	for	IN
stanford-ai-2021	1408	2	tasks	task	NNS
stanford-ai-2021	1408	3	(	(	-LRB-
stanford-ai-2021	1408	4	e.g.	e.g.	RB
stanford-ai-2021	1408	5	,	,	,
stanford-ai-2021	1408	6	“	"	``
stanford-ai-2021	1408	7	image	image	NN
stanford-ai-2021	1408	8	classification	classification	NN
stanford-ai-2021	1408	9	”	"	''
stanford-ai-2021	1408	10	)	)	-RRB-
stanford-ai-2021	1408	11	,	,	,
stanford-ai-2021	1408	12	the	the	DT
stanford-ai-2021	1408	13	dataset	dataset	NN
stanford-ai-2021	1408	14	has	have	VBZ
stanford-ai-2021	1408	15	annotated	annotate	VBN
stanford-ai-2021	1408	16	those	those	DT
stanford-ai-2021	1408	17	on	on	IN
stanford-ai-2021	1408	18	1,600	1,600	CD
stanford-ai-2021	1408	19	state	state	NN
stanford-ai-2021	1408	20	-	-	HYPH
stanford-ai-2021	1408	21	of	of	IN
stanford-ai-2021	1408	22	-	-	HYPH
stanford-ai-2021	1408	23	the	the	DT
stanford-ai-2021	1408	24	-	-	HYPH
stanford-ai-2021	1408	25	art	art	NN
stanford-ai-2021	1408	26	papers	paper	NNS
stanford-ai-2021	1408	27	from	from	IN
stanford-ai-2021	1408	28	the	the	DT
stanford-ai-2021	1408	29	database	database	NN
stanford-ai-2021	1408	30	,	,	,
stanford-ai-2021	1408	31	published	publish	VBN
stanford-ai-2021	1408	32	in	in	IN
stanford-ai-2021	1408	33	2018	2018	CD
stanford-ai-2021	1408	34	Q3	Q3	NNP
stanford-ai-2021	1408	35	.	.	.
stanford-ai-2021	1409	1	For	for	IN
stanford-ai-2021	1409	2	state	state	NN
stanford-ai-2021	1409	3	-	-	HYPH
stanford-ai-2021	1409	4	of	of	IN
stanford-ai-2021	1409	5	-	-	HYPH
stanford-ai-2021	1409	6	the	the	DT
stanford-ai-2021	1409	7	-	-	HYPH
stanford-ai-2021	1409	8	art	art	NN
stanford-ai-2021	1409	9	tables	table	NNS
stanford-ai-2021	1409	10	(	(	-LRB-
stanford-ai-2021	1409	11	e.g.	e.g.	RB
stanford-ai-2021	1409	12	,	,	,
stanford-ai-2021	1409	13	“	"	``
stanford-ai-2021	1409	14	image	image	NN
stanford-ai-2021	1409	15	classification	classification	NN
stanford-ai-2021	1409	16	on	on	IN
stanford-ai-2021	1409	17	ImageNet	ImageNet	NNP
stanford-ai-2021	1409	18	”	"	''
stanford-ai-2021	1409	19	)	)	-RRB-
stanford-ai-2021	1409	20	,	,	,
stanford-ai-2021	1409	21	the	the	DT
stanford-ai-2021	1409	22	data	datum	NNS
stanford-ai-2021	1409	23	has	have	VBZ
stanford-ai-2021	1409	24	been	be	VBN
stanford-ai-2021	1409	25	scraped	scrape	VBN
stanford-ai-2021	1409	26	from	from	IN
stanford-ai-2021	1409	27	different	different	JJ
stanford-ai-2021	1409	28	sources	source	NNS
stanford-ai-2021	1409	29	(	(	-LRB-
stanford-ai-2021	1409	30	see	see	VB
stanford-ai-2021	1409	31	the	the	DT
stanford-ai-2021	1409	32	full	full	JJ
stanford-ai-2021	1409	33	list	list	NN
stanford-ai-2021	1409	34	here	here	RB
stanford-ai-2021	1409	35	)	)	-RRB-
stanford-ai-2021	1409	36	,	,	,
stanford-ai-2021	1409	37	and	and	CC
stanford-ai-2021	1409	38	a	a	DT
stanford-ai-2021	1409	39	large	large	JJ
stanford-ai-2021	1409	40	number	number	NN
stanford-ai-2021	1409	41	focusing	focus	VBG
stanford-ai-2021	1409	42	on	on	IN
stanford-ai-2021	1409	43	CV	CV	NNP
stanford-ai-2021	1409	44	and	and	CC
stanford-ai-2021	1409	45	NLP	NLP	NNP
stanford-ai-2021	1409	46	were	be	VBD
stanford-ai-2021	1409	47	hand	hand	NN
stanford-ai-2021	1409	48	-	-	HYPH
stanford-ai-2021	1409	49	annotated	annotate	VBN
stanford-ai-2021	1409	50	.	.	.
stanford-ai-2021	1410	1	A	a	DT
stanford-ai-2021	1410	2	significant	significant	JJ
stanford-ai-2021	1410	3	portion	portion	NN
stanford-ai-2021	1410	4	of	of	IN
stanford-ai-2021	1410	5	our	-PRON-	PRP$
stanford-ai-2021	1410	6	data	datum	NNS
stanford-ai-2021	1410	7	was	be	VBD
stanford-ai-2021	1410	8	contributed	contribute	VBN
stanford-ai-2021	1410	9	by	by	IN
stanford-ai-2021	1410	10	users	user	NNS
stanford-ai-2021	1410	11	,	,	,
stanford-ai-2021	1410	12	and	and	CC
stanford-ai-2021	1410	13	they	-PRON-	PRP
stanford-ai-2021	1410	14	have	have	VBP
stanford-ai-2021	1410	15	added	add	VBN
stanford-ai-2021	1410	16	data	datum	NNS
stanford-ai-2021	1410	17	based	base	VBN
stanford-ai-2021	1410	18	on	on	IN
stanford-ai-2021	1410	19	their	-PRON-	PRP$
stanford-ai-2021	1410	20	own	own	JJ
stanford-ai-2021	1410	21	preferences	preference	NNS
stanford-ai-2021	1410	22	and	and	CC
stanford-ai-2021	1410	23	interests	interest	NNS
stanford-ai-2021	1410	24	.	.	.
stanford-ai-2021	1411	1	Arxiv	Arxiv	NNP
stanford-ai-2021	1411	2	categories	category	NNS
stanford-ai-2021	1411	3	we	-PRON-	PRP
stanford-ai-2021	1411	4	follow	follow	VBP
stanford-ai-2021	1411	5	:	:	:
stanford-ai-2021	1411	6	ARXIV_CATEGORIES	ARXIV_CATEGORIES	NNP
stanford-ai-2021	1411	7	=	=	SYM
stanford-ai-2021	1411	8	“	"	``
stanford-ai-2021	1411	9	cs	cs	NNP
stanford-ai-2021	1411	10	.	.	.
stanford-ai-2021	1411	11	CV	CV	NNP
stanford-ai-2021	1411	12	”	"	''
stanford-ai-2021	1411	13	,	,	,
stanford-ai-2021	1411	14	“	"	``
stanford-ai-2021	1411	15	cs	cs	NNP
stanford-ai-2021	1411	16	.	.	.
stanford-ai-2021	1411	17	AI	AI	NNP
stanford-ai-2021	1411	18	”	"	''
stanford-ai-2021	1411	19	,	,	,
stanford-ai-2021	1411	20	“	"	``
stanford-ai-2021	1411	21	cs	cs	NNP
stanford-ai-2021	1411	22	.	.	.
stanford-ai-2021	1411	23	LG	LG	NNP
stanford-ai-2021	1411	24	”	"	''
stanford-ai-2021	1411	25	,	,	,
stanford-ai-2021	1411	26	“	"	``
stanford-ai-2021	1411	27	cs	cs	NNP
stanford-ai-2021	1411	28	.	.	.
stanford-ai-2021	1411	29	CL	CL	NNP
stanford-ai-2021	1411	30	”	"	''
stanford-ai-2021	1411	31	,	,	,
stanford-ai-2021	1411	32	“	"	``
stanford-ai-2021	1411	33	cs	cs	NNP
stanford-ai-2021	1411	34	.	.	.
stanford-ai-2021	1412	1	NE	NE	NNP
stanford-ai-2021	1412	2	”	"	''
stanford-ai-2021	1412	3	,	,	,
stanford-ai-2021	1412	4	“	"	``
stanford-ai-2021	1412	5	stat	stat	JJ
stanford-ai-2021	1412	6	.	.	.
stanford-ai-2021	1412	7	ML”,”cs	ML”,”cs	NNP
stanford-ai-2021	1412	8	.	.	.
stanford-ai-2021	1412	9	IR	IR	NNP
stanford-ai-2021	1412	10	”	"	''
stanford-ai-2021	1412	11	}	}	-RRB-
stanford-ai-2021	1412	12	Process	process	NN
stanford-ai-2021	1412	13	of	of	IN
stanford-ai-2021	1412	14	Extracting	Extracting	NNP
stanford-ai-2021	1412	15	Dataset	Dataset	NNP
stanford-ai-2021	1412	16	at	at	IN
stanford-ai-2021	1412	17	Scale	scale	NN
stanford-ai-2021	1412	18	1	1	CD
stanford-ai-2021	1412	19	)	)	-RRB-
stanford-ai-2021	1412	20	Follow	follow	VB
stanford-ai-2021	1412	21	various	various	JJ
stanford-ai-2021	1412	22	paper	paper	NN
stanford-ai-2021	1412	23	sources	source	NNS
stanford-ai-2021	1412	24	(	(	-LRB-
stanford-ai-2021	1412	25	as	as	IN
stanford-ai-2021	1412	26	described	describe	VBN
stanford-ai-2021	1412	27	above	above	RB
stanford-ai-2021	1412	28	)	)	-RRB-
stanford-ai-2021	1412	29	for	for	IN
stanford-ai-2021	1412	30	new	new	JJ
stanford-ai-2021	1412	31	papers	paper	NNS
stanford-ai-2021	1412	32	.	.	.
stanford-ai-2021	1413	1	2	2	LS
stanford-ai-2021	1413	2	)	)	-RRB-
stanford-ai-2021	1413	3	Conduct	conduct	VB
stanford-ai-2021	1413	4	a	a	DT
stanford-ai-2021	1413	5	number	number	NN
stanford-ai-2021	1413	6	of	of	IN
stanford-ai-2021	1413	7	predefined	predefine	VBN
stanford-ai-2021	1413	8	searches	search	NNS
stanford-ai-2021	1413	9	on	on	IN
stanford-ai-2021	1413	10	GitHub	GitHub	NNP
stanford-ai-2021	1413	11	(	(	-LRB-
stanford-ai-2021	1413	12	e.g.	e.g.	RB
stanford-ai-2021	1413	13	,	,	,
stanford-ai-2021	1413	14	for	for	IN
stanford-ai-2021	1413	15	READMEs	READMEs	NNPS
stanford-ai-2021	1413	16	containing	contain	VBG
stanford-ai-2021	1413	17	links	link	NNS
stanford-ai-2021	1413	18	to	to	IN
stanford-ai-2021	1413	19	arxiv	arxiv	NNP
stanford-ai-2021	1413	20	)	)	-RRB-
stanford-ai-2021	1413	21	.	.	.
stanford-ai-2021	1414	1	3	3	LS
stanford-ai-2021	1414	2	)	)	-RRB-
stanford-ai-2021	1414	3	Extract	extract	VB
stanford-ai-2021	1414	4	GitHub	GitHub	NNP
stanford-ai-2021	1414	5	links	link	NNS
stanford-ai-2021	1414	6	from	from	IN
stanford-ai-2021	1414	7	papers	paper	NNS
stanford-ai-2021	1414	8	.	.	.
stanford-ai-2021	1415	1	4	4	LS
stanford-ai-2021	1415	2	)	)	-RRB-
stanford-ai-2021	1415	3	Extract	extract	VB
stanford-ai-2021	1415	4	paper	paper	NN
stanford-ai-2021	1415	5	links	link	NNS
stanford-ai-2021	1415	6	from	from	IN
stanford-ai-2021	1415	7	GitHub	GitHub	NNP
stanford-ai-2021	1415	8	.	.	.
stanford-ai-2021	1416	1	5	5	LS
stanford-ai-2021	1416	2	)	)	-RRB-
stanford-ai-2021	1416	3	Run	run	VB
stanford-ai-2021	1416	4	validation	validation	NN
stanford-ai-2021	1416	5	tests	test	NNS
stanford-ai-2021	1416	6	to	to	TO
stanford-ai-2021	1416	7	decide	decide	VB
stanford-ai-2021	1416	8	if	if	IN
stanford-ai-2021	1416	9	links	link	NNS
stanford-ai-2021	1416	10	from	from	IN
stanford-ai-2021	1416	11	3	3	CD
stanford-ai-2021	1416	12	)	)	-RRB-
stanford-ai-2021	1416	13	and	and	CC
stanford-ai-2021	1416	14	4	4	CD
stanford-ai-2021	1416	15	)	)	-RRB-
stanford-ai-2021	1416	16	are	be	VBP
stanford-ai-2021	1416	17	bona	bona	JJ
stanford-ai-2021	1416	18	fide	fide	JJ
stanford-ai-2021	1416	19	links	link	NNS
stanford-ai-2021	1416	20	or	or	CC
stanford-ai-2021	1416	21	false	false	JJ
stanford-ai-2021	1416	22	positives	positive	NNS
stanford-ai-2021	1416	23	.	.	.
stanford-ai-2021	1417	1	6	6	LS
stanford-ai-2021	1417	2	)	)	-RRB-
stanford-ai-2021	1417	3	Let	let	VB
stanford-ai-2021	1417	4	the	the	DT
stanford-ai-2021	1417	5	community	community	NN
stanford-ai-2021	1417	6	fix	fix	VB
stanford-ai-2021	1417	7	any	any	DT
stanford-ai-2021	1417	8	errors	error	NNS
stanford-ai-2021	1417	9	and/or	and/or	CC
stanford-ai-2021	1417	10	add	add	VB
stanford-ai-2021	1417	11	any	any	DT
stanford-ai-2021	1417	12	missing	miss	VBG
stanford-ai-2021	1417	13	values	value	NNS
stanford-ai-2021	1417	14	.	.	.
stanford-ai-2021	1418	1	C	c	NN
stanford-ai-2021	1418	2	H	h	NN
stanford-ai-2021	1418	3	A	a	NN
stanford-ai-2021	1418	4	P	p	NN
stanford-ai-2021	1418	5	T	t	NN
stanford-ai-2021	1418	6	E	e	NN
stanford-ai-2021	1418	7	R	r	NN
stanford-ai-2021	1418	8	2	2	CD
stanford-ai-2021	1418	9	:	:	:
stanford-ai-2021	1418	10	T	t	NN
stanford-ai-2021	1418	11	E	e	NN
stanford-ai-2021	1418	12	C	c	NN
stanford-ai-2021	1418	13	H	h	NN
stanford-ai-2021	1418	14	N	n	NN
stanford-ai-2021	1418	15	I	i	NN
stanford-ai-2021	1418	16	C	c	NN
stanford-ai-2021	1418	17	A	a	NN
stanford-ai-2021	1418	18	L	l	NN
stanford-ai-2021	1418	19	P	p	NN
stanford-ai-2021	1418	20	E	e	NN
stanford-ai-2021	1418	21	R	r	NN
stanford-ai-2021	1418	22	F	f	NN
stanford-ai-2021	1418	23	O	o	NN
stanford-ai-2021	1418	24	R	r	NN
stanford-ai-2021	1418	25	M	m	NN
stanford-ai-2021	1418	26	A	a	NN
stanford-ai-2021	1418	27	N	n	NN
stanford-ai-2021	1418	28	C	c	NN
stanford-ai-2021	1418	29	E	e	NN
stanford-ai-2021	1418	30	A	a	NN
stanford-ai-2021	1418	31	P	p	NN
stanford-ai-2021	1418	32	P	p	NN
stanford-ai-2021	1418	33	E	e	NN
stanford-ai-2021	1418	34	N	n	NN
stanford-ai-2021	1418	35	D	d	NN
stanford-ai-2021	1418	36	I	i	NN
stanford-ai-2021	1418	37	X	x	NN
stanford-ai-2021	1418	38	https://visualqa.org/people.html	https://visualqa.org/people.html	NNP
stanford-ai-2021	1418	39	https://visualqa.org/index.html	https://visualqa.org/index.html	NNP
stanford-ai-2021	1418	40	https://drive.google.com/file/d/1oypaw0uhBTRSQFtq7TqLvlvVuLWTOzwc/view	https://drive.google.com/file/d/1oypaw0uhbtrsqftq7tqlvlvvulwtozwc/view	CD
stanford-ai-2021	1418	41	https://visualqa.org/challenge.html	https://visualqa.org/challenge.html	ADD
stanford-ai-2021	1418	42	http://evalai.cloudcv.org/	http://evalai.cloudcv.org/	NNP
stanford-ai-2021	1418	43	https://evalai.cloudcv.org/web/challenges/challenge-page/514/overview	https://evalai.cloudcv.org/web/challenges/challenge-page/514/overview	NNP
stanford-ai-2021	1418	44	https://visualqa.org/download.html	https://visualqa.org/download.html	NNP
stanford-ai-2021	1418	45	https://visualqa.org/challenge_2019.html	https://visualqa.org/challenge_2019.html	NNP
stanford-ai-2021	1418	46	https://visualqa.org/challenge_2018.html	https://visualqa.org/challenge_2018.html	NNP
stanford-ai-2021	1418	47	https://visualqa.org/challenge_2017.html	https://visualqa.org/challenge_2017.html	NNP
stanford-ai-2021	1418	48	https://visualqa.org/challenge_2017.html	https://visualqa.org/challenge_2017.html	NNP
stanford-ai-2021	1418	49	https://visualqa.org/vqa_v1_challenge.html	https://visualqa.org/vqa_v1_challenge.html	NN
stanford-ai-2021	1418	50	https://visualqa.org/evaluation.html	https://visualqa.org/evaluation.html	VBG
stanford-ai-2021	1418	51	https://arxiv.org/pdf/1505.00468.pdf	https://arxiv.org/pdf/1505.00468.pdf	NN
stanford-ai-2021	1418	52	https://drive.google.com/file/d/1yJISTi9PhQblI6aLgkMnojstx2frN5iY/view?usp=sharing	https://drive.google.com/file/d/1yjisti9phqbli6algkmnojstx2frn5iy/view?usp=share	VBG
stanford-ai-2021	1418	53	https://docs.google.com/spreadsheets/d/1f4VLkRG2NtrcTQXTOwZwNRw68G5BzrFP_OeZKwNJVSs/edit?usp=sharing	https://docs.google.com/spreadsheets/d/1f4VLkRG2NtrcTQXTOwZwNRw68G5BzrFP_OeZKwNJVSs/edit?usp=sharing	NNP
stanford-ai-2021	1418	54	https://docs.google.com/spreadsheets/d/1tDl54e6db5MDnlzqod4I6Kim5-rBGlR_tMo-An8_w10/edit?usp=sharing	https://docs.google.com/spreadsheets/d/1tDl54e6db5MDnlzqod4I6Kim5-rBGlR_tMo-An8_w10/edit?usp=sharing	NNP
stanford-ai-2021	1418	55	https://visualqa.org/roe.html	https://visualqa.org/roe.html	NN
stanford-ai-2021	1418	56	https://paperswithcode.com	https://paperswithcode.com	ADD
stanford-ai-2021	1418	57	https://paperswithcode.com/about	https://paperswithcode.com/about	$
stanford-ai-2021	1418	58	https://paperswithcode.com/sota	https://paperswithcode.com/sota	NNP
stanford-ai-2021	1418	59	https://github.com/paperswithcode/sota-extractor	https://github.com/paperswithcode/sota-extractor	NN
stanford-ai-2021	1418	60	TA	TA	NNP
stanford-ai-2021	1418	61	B	B	NNP
stanford-ai-2021	1418	62	L	l	NN
stanford-ai-2021	1418	63	E	e	NN
stanford-ai-2021	1418	64	O	o	NN
stanford-ai-2021	1418	65	F	f	NN
stanford-ai-2021	1418	66	C	c	NN
stanford-ai-2021	1418	67	O	o	NN
stanford-ai-2021	1418	68	N	n	NN
stanford-ai-2021	1418	69	T	t	NN
stanford-ai-2021	1418	70	E	e	NN
stanford-ai-2021	1418	71	N	n	NN
stanford-ai-2021	1418	72	T	t	NN
stanford-ai-2021	1418	73	S	s	NN
stanford-ai-2021	1418	74	1	1	CD
stanford-ai-2021	1418	75	9	9	CD
stanford-ai-2021	1418	76	9A	9a	NN
stanford-ai-2021	1418	77	P	p	NN
stanford-ai-2021	1418	78	P	p	NN
stanford-ai-2021	1418	79	E	e	NN
stanford-ai-2021	1418	80	N	n	NN
stanford-ai-2021	1418	81	D	d	NN
stanford-ai-2021	1418	82	I	i	NN
stanford-ai-2021	1418	83	X	X	NNP
stanford-ai-2021	1418	84	Artificial	Artificial	NNP
stanford-ai-2021	1418	85	Intelligence	Intelligence	NNP
stanford-ai-2021	1418	86	Index	Index	NNP
stanford-ai-2021	1418	87	Report	Report	NNP
stanford-ai-2021	1418	88	2021	2021	CD
stanford-ai-2021	1418	89	N	n	CC
stanford-ai-2021	1418	90	I	i	NN
stanford-ai-2021	1418	91	S	s	NN
stanford-ai-2021	1418	92	T	t	NN
stanford-ai-2021	1418	93	F	f	NN
stanford-ai-2021	1418	94	R	r	NN
stanford-ai-2021	1418	95	V	v	NN
stanford-ai-2021	1418	96	T	t	NN
stanford-ai-2021	1418	97	Source	source	NN
stanford-ai-2021	1418	98	There	there	EX
stanford-ai-2021	1418	99	are	be	VBP
stanford-ai-2021	1418	100	two	two	CD
stanford-ai-2021	1418	101	FRVT	frvt	JJ
stanford-ai-2021	1418	102	evaluation	evaluation	NN
stanford-ai-2021	1418	103	leaderboards	leaderboard	NNS
stanford-ai-2021	1418	104	available	available	JJ
stanford-ai-2021	1418	105	here	here	RB
stanford-ai-2021	1418	106	:	:	:
stanford-ai-2021	1418	107	1:1	1:1	CD
stanford-ai-2021	1418	108	Verification	verification	NN
stanford-ai-2021	1418	109	and	and	CC
stanford-ai-2021	1418	110	1	1	CD
stanford-ai-2021	1418	111	:	:	:
stanford-ai-2021	1418	112	N	n	CD
stanford-ai-2021	1418	113	Identification	identification	NN
stanford-ai-2021	1418	114	Nuances	Nuances	NNPS
stanford-ai-2021	1418	115	about	about	IN
stanford-ai-2021	1418	116	FRVT	frvt	JJ
stanford-ai-2021	1418	117	evaluation	evaluation	NN
stanford-ai-2021	1418	118	metrics	metric	NNS
stanford-ai-2021	1418	119	Wild	Wild	NNP
stanford-ai-2021	1418	120	Photos	Photos	NNPS
stanford-ai-2021	1418	121	have	have	VBP
stanford-ai-2021	1418	122	some	some	DT
stanford-ai-2021	1418	123	identity	identity	NN
stanford-ai-2021	1418	124	labeling	labeling	NN
stanford-ai-2021	1418	125	errors	error	NNS
stanford-ai-2021	1418	126	as	as	IN
stanford-ai-2021	1418	127	the	the	DT
stanford-ai-2021	1418	128	best	good	JJS
stanford-ai-2021	1418	129	algorithm	algorithm	NN
stanford-ai-2021	1418	130	has	have	VBZ
stanford-ai-2021	1418	131	a	a	DT
stanford-ai-2021	1418	132	low	low	JJ
stanford-ai-2021	1418	133	false	false	JJ
stanford-ai-2021	1418	134	non	non	JJ
stanford-ai-2021	1418	135	-	-	JJ
stanford-ai-2021	1418	136	match	match	JJ
stanford-ai-2021	1418	137	rate	rate	NN
stanford-ai-2021	1418	138	(	(	-LRB-
stanford-ai-2021	1418	139	FNMR	FNMR	NNP
stanford-ai-2021	1418	140	)	)	-RRB-
stanford-ai-2021	1418	141	,	,	,
stanford-ai-2021	1418	142	but	but	CC
stanford-ai-2021	1418	143	obtaining	obtain	VBG
stanford-ai-2021	1418	144	complete	complete	JJ
stanford-ai-2021	1418	145	convergence	convergence	NN
stanford-ai-2021	1418	146	is	be	VBZ
stanford-ai-2021	1418	147	difficult	difficult	JJ
stanford-ai-2021	1418	148	.	.	.
stanford-ai-2021	1419	1	This	this	DT
stanford-ai-2021	1419	2	task	task	NN
stanford-ai-2021	1419	3	will	will	MD
stanford-ai-2021	1419	4	be	be	VB
stanford-ai-2021	1419	5	retired	retire	VBN
stanford-ai-2021	1419	6	in	in	IN
stanford-ai-2021	1419	7	the	the	DT
stanford-ai-2021	1419	8	future	future	NN
stanford-ai-2021	1419	9	.	.	.
stanford-ai-2021	1420	1	The	the	DT
stanford-ai-2021	1420	2	data	datum	NNS
stanford-ai-2021	1420	3	became	become	VBD
stanford-ai-2021	1420	4	public	public	JJ
stanford-ai-2021	1420	5	in	in	IN
stanford-ai-2021	1420	6	2018	2018	CD
stanford-ai-2021	1420	7	and	and	CC
stanford-ai-2021	1420	8	has	have	VBZ
stanford-ai-2021	1420	9	become	become	VBN
stanford-ai-2021	1420	10	easier	easy	JJR
stanford-ai-2021	1420	11	over	over	IN
stanford-ai-2021	1420	12	time	time	NN
stanford-ai-2021	1420	13	.	.	.
stanford-ai-2021	1421	1	Wild	Wild	NNP
stanford-ai-2021	1421	2	is	be	VBZ
stanford-ai-2021	1421	3	coming	come	VBG
stanford-ai-2021	1421	4	from	from	IN
stanford-ai-2021	1421	5	public	public	JJ
stanford-ai-2021	1421	6	web	web	NN
stanford-ai-2021	1421	7	sources	source	NNS
stanford-ai-2021	1421	8	.	.	.
stanford-ai-2021	1422	1	So	so	CC
stanford-ai-2021	1422	2	it	-PRON-	PRP
stanford-ai-2021	1422	3	is	be	VBZ
stanford-ai-2021	1422	4	possible	possible	JJ
stanford-ai-2021	1422	5	those	those	DT
stanford-ai-2021	1422	6	same	same	JJ
stanford-ai-2021	1422	7	images	image	NNS
stanford-ai-2021	1422	8	have	have	VBP
stanford-ai-2021	1422	9	been	be	VBN
stanford-ai-2021	1422	10	scrapped	scrap	VBN
stanford-ai-2021	1422	11	from	from	IN
stanford-ai-2021	1422	12	the	the	DT
stanford-ai-2021	1422	13	web	web	NN
stanford-ai-2021	1422	14	by	by	IN
stanford-ai-2021	1422	15	developers	developer	NNS
stanford-ai-2021	1422	16	.	.	.
stanford-ai-2021	1423	1	There	there	EX
stanford-ai-2021	1423	2	is	be	VBZ
stanford-ai-2021	1423	3	no	no	DT
stanford-ai-2021	1423	4	training	training	NN
stanford-ai-2021	1423	5	in	in	IN
stanford-ai-2021	1423	6	the	the	DT
stanford-ai-2021	1423	7	FRVT	FRVT	NNP
stanford-ai-2021	1423	8	data	datum	NNS
stanford-ai-2021	1423	9	,	,	,
stanford-ai-2021	1423	10	only	only	RB
stanford-ai-2021	1423	11	test	test	NN
stanford-ai-2021	1423	12	data	datum	NNS
stanford-ai-2021	1423	13	.	.	.
stanford-ai-2021	1424	1	The	the	DT
stanford-ai-2021	1424	2	1:1	1:1	CD
stanford-ai-2021	1424	3	and	and	CC
stanford-ai-2021	1424	4	1	1	CD
stanford-ai-2021	1424	5	:	:	:
stanford-ai-2021	1424	6	N	n	CD
stanford-ai-2021	1424	7	should	should	MD
stanford-ai-2021	1424	8	be	be	VB
stanford-ai-2021	1424	9	studied	study	VBN
stanford-ai-2021	1424	10	separately	separately	RB
stanford-ai-2021	1424	11	.	.	.
stanford-ai-2021	1425	1	The	the	DT
stanford-ai-2021	1425	2	differences	difference	NNS
stanford-ai-2021	1425	3	include	include	VBP
stanford-ai-2021	1425	4	algorithmic	algorithmic	JJ
stanford-ai-2021	1425	5	approaches	approach	NNS
stanford-ai-2021	1425	6	,	,	,
stanford-ai-2021	1425	7	particularly	particularly	RB
stanford-ai-2021	1425	8	fast	fast	JJ
stanford-ai-2021	1425	9	search	search	NN
stanford-ai-2021	1425	10	algorithms	algorithm	NNS
stanford-ai-2021	1425	11	are	be	VBP
stanford-ai-2021	1425	12	especially	especially	RB
stanford-ai-2021	1425	13	useful	useful	JJ
stanford-ai-2021	1425	14	in	in	IN
stanford-ai-2021	1425	15	1	1	CD
stanford-ai-2021	1425	16	:	:	:
stanford-ai-2021	1425	17	N	n	NN
stanford-ai-2021	1425	18	whereas	whereas	IN
stanford-ai-2021	1425	19	speed	speed	NN
stanford-ai-2021	1425	20	is	be	VBZ
stanford-ai-2021	1425	21	not	not	RB
stanford-ai-2021	1425	22	a	a	DT
stanford-ai-2021	1425	23	factor	factor	NN
stanford-ai-2021	1425	24	in	in	IN
stanford-ai-2021	1425	25	1:1	1:1	CD
stanford-ai-2021	1425	26	.	.	.
stanford-ai-2021	1426	1	S	S	NNP
stanford-ai-2021	1426	2	U	u	NN
stanford-ai-2021	1426	3	P	p	NN
stanford-ai-2021	1426	4	E	e	NN
stanford-ai-2021	1426	5	R	r	NN
stanford-ai-2021	1426	6	G	g	NN
stanford-ai-2021	1426	7	L	l	NN
stanford-ai-2021	1426	8	U	u	NN
stanford-ai-2021	1426	9	E	e	NN
stanford-ai-2021	1426	10	The	the	DT
stanford-ai-2021	1426	11	SuperGLUE	superglue	CD
stanford-ai-2021	1426	12	benchmark	benchmark	JJ
stanford-ai-2021	1426	13	data	datum	NNS
stanford-ai-2021	1426	14	was	be	VBD
stanford-ai-2021	1426	15	pulled	pull	VBN
stanford-ai-2021	1426	16	from	from	IN
stanford-ai-2021	1426	17	the	the	DT
stanford-ai-2021	1426	18	SuperGLUE	superglue	CD
stanford-ai-2021	1426	19	leaderboard	leaderboard	NN
stanford-ai-2021	1426	20	.	.	.
stanford-ai-2021	1427	1	Details	detail	NNS
stanford-ai-2021	1427	2	about	about	IN
stanford-ai-2021	1427	3	the	the	DT
stanford-ai-2021	1427	4	SuperGLUE	superglue	CD
stanford-ai-2021	1427	5	benchmark	benchmark	NN
stanford-ai-2021	1427	6	are	be	VBP
stanford-ai-2021	1427	7	in	in	IN
stanford-ai-2021	1427	8	the	the	DT
stanford-ai-2021	1427	9	SuperGLUE	superglue	CD
stanford-ai-2021	1427	10	paper	paper	NN
stanford-ai-2021	1427	11	and	and	CC
stanford-ai-2021	1427	12	SuperGLUE	superglue	CD
stanford-ai-2021	1427	13	software	software	NN
stanford-ai-2021	1427	14	toolkit	toolkit	NNS
stanford-ai-2021	1427	15	.	.	.
stanford-ai-2021	1428	1	The	the	DT
stanford-ai-2021	1428	2	tasks	task	NNS
stanford-ai-2021	1428	3	and	and	CC
stanford-ai-2021	1428	4	evaluation	evaluation	NN
stanford-ai-2021	1428	5	metrics	metric	NNS
stanford-ai-2021	1428	6	for	for	IN
stanford-ai-2021	1428	7	SuperGLUE	superglue	CD
stanford-ai-2021	1428	8	are	be	VBP
stanford-ai-2021	1428	9	:	:	:
stanford-ai-2021	1428	10	C	c	NN
stanford-ai-2021	1428	11	H	h	NN
stanford-ai-2021	1428	12	A	a	NN
stanford-ai-2021	1428	13	P	p	NN
stanford-ai-2021	1428	14	T	t	NN
stanford-ai-2021	1428	15	E	e	NN
stanford-ai-2021	1428	16	R	r	NN
stanford-ai-2021	1428	17	2	2	CD
stanford-ai-2021	1428	18	:	:	:
stanford-ai-2021	1428	19	T	t	NN
stanford-ai-2021	1428	20	E	e	NN
stanford-ai-2021	1428	21	C	c	NN
stanford-ai-2021	1428	22	H	h	NN
stanford-ai-2021	1428	23	N	n	NN
stanford-ai-2021	1428	24	I	i	NN
stanford-ai-2021	1428	25	C	c	NN
stanford-ai-2021	1428	26	A	a	NN
stanford-ai-2021	1428	27	L	l	NN
stanford-ai-2021	1428	28	P	p	NN
stanford-ai-2021	1428	29	E	e	NN
stanford-ai-2021	1428	30	R	r	NN
stanford-ai-2021	1428	31	F	f	NN
stanford-ai-2021	1428	32	O	o	NN
stanford-ai-2021	1428	33	R	r	NN
stanford-ai-2021	1428	34	M	m	NN
stanford-ai-2021	1428	35	A	a	NN
stanford-ai-2021	1428	36	N	n	NN
stanford-ai-2021	1428	37	C	c	NN
stanford-ai-2021	1428	38	E	e	NN
stanford-ai-2021	1428	39	A	a	NN
stanford-ai-2021	1428	40	P	p	NN
stanford-ai-2021	1428	41	P	p	NN
stanford-ai-2021	1428	42	E	e	NN
stanford-ai-2021	1428	43	N	n	NN
stanford-ai-2021	1428	44	D	d	NN
stanford-ai-2021	1428	45	I	i	NN
stanford-ai-2021	1428	46	X	x	NN
stanford-ai-2021	1428	47	NAME	NAME	NNP
stanford-ai-2021	1428	48	IDENTIFIER	IDENTIFIER	VBD
stanford-ai-2021	1428	49	METRIC	METRIC	NNS
stanford-ai-2021	1428	50	Broad	Broad	NNP
stanford-ai-2021	1428	51	Coverage	Coverage	NNP
stanford-ai-2021	1428	52	Diagnostics	Diagnostics	NNP
stanford-ai-2021	1428	53	AX	AX	NNP
stanford-ai-2021	1428	54	-	-	HYPH
stanford-ai-2021	1428	55	b	b	NNP
stanford-ai-2021	1428	56	Matthew	Matthew	NNP
stanford-ai-2021	1428	57	’s	’s	POS
stanford-ai-2021	1428	58	Corr	Corr	NNP
stanford-ai-2021	1428	59	CommitmentBank	CommitmentBank	NNP
stanford-ai-2021	1428	60	CB	CB	NNP
stanford-ai-2021	1428	61	Avg	Avg	NNP
stanford-ai-2021	1428	62	.	.	.
stanford-ai-2021	1429	1	F1	F1	NNP
stanford-ai-2021	1429	2	/	/	SYM
stanford-ai-2021	1429	3	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	4	Choice	Choice	NNP
stanford-ai-2021	1429	5	of	of	IN
stanford-ai-2021	1429	6	Plausible	Plausible	NNP
stanford-ai-2021	1429	7	Alternatives	Alternatives	NNP
stanford-ai-2021	1429	8	COPA	COPA	NNP
stanford-ai-2021	1429	9	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	10	Multi	Multi	NNP
stanford-ai-2021	1429	11	-	-	HYPH
stanford-ai-2021	1429	12	Sentence	Sentence	NNP
stanford-ai-2021	1429	13	Reading	Reading	NNP
stanford-ai-2021	1429	14	Comprehension	Comprehension	NNP
stanford-ai-2021	1429	15	MultiRC	multirc	RB
stanford-ai-2021	1429	16	F1a	f1a	CD
stanford-ai-2021	1429	17	/	/	SYM
stanford-ai-2021	1429	18	EM	EM	NNP
stanford-ai-2021	1429	19	Recognizing	Recognizing	NNP
stanford-ai-2021	1429	20	Textual	Textual	NNP
stanford-ai-2021	1429	21	Entailment	Entailment	NNP
stanford-ai-2021	1429	22	RTE	RTE	NNP
stanford-ai-2021	1429	23	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	24	Words	Words	NNPS
stanford-ai-2021	1429	25	in	in	IN
stanford-ai-2021	1429	26	Context	Context	NNP
stanford-ai-2021	1429	27	WiC	WiC	NNP
stanford-ai-2021	1429	28	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	29	The	the	DT
stanford-ai-2021	1429	30	Winograd	Winograd	NNP
stanford-ai-2021	1429	31	Schema	Schema	NNP
stanford-ai-2021	1429	32	Challenge	Challenge	NNP
stanford-ai-2021	1429	33	WSC	WSC	NNP
stanford-ai-2021	1429	34	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	35	BoolQ	BoolQ	NNP
stanford-ai-2021	1429	36	BoolQ	BoolQ	NNP
stanford-ai-2021	1429	37	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	38	Reading	Reading	NNP
stanford-ai-2021	1429	39	Comprehension	comprehension	NN
stanford-ai-2021	1429	40	with	with	IN
stanford-ai-2021	1429	41	Commonsense	Commonsense	NNP
stanford-ai-2021	1429	42	Reasoning	Reasoning	NNP
stanford-ai-2021	1429	43	ReCoRD	ReCoRD	NNP
stanford-ai-2021	1429	44	F1	F1	NNP
stanford-ai-2021	1429	45	/	/	SYM
stanford-ai-2021	1429	46	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	47	Winogender	Winogender	NNP
stanford-ai-2021	1429	48	Schema	Schema	NNP
stanford-ai-2021	1429	49	Diagnostics	Diagnostics	NNPS
stanford-ai-2021	1429	50	AX	AX	NNP
stanford-ai-2021	1429	51	-	-	HYPH
stanford-ai-2021	1429	52	g	g	NNP
stanford-ai-2021	1429	53	Gender	Gender	NNP
stanford-ai-2021	1429	54	Parity	Parity	NNP
stanford-ai-2021	1429	55	/	/	SYM
stanford-ai-2021	1429	56	Accuracy	Accuracy	NNP
stanford-ai-2021	1429	57	V	v	NN
stanford-ai-2021	1429	58	I	i	NN
stanford-ai-2021	1429	59	S	s	VBP
stanford-ai-2021	1429	60	U	u	NN
stanford-ai-2021	1429	61	A	a	NN
stanford-ai-2021	1429	62	L	l	NN
stanford-ai-2021	1429	63	C	c	NN
stanford-ai-2021	1429	64	O	o	NN
stanford-ai-2021	1429	65	M	m	NN
stanford-ai-2021	1429	66	M	m	NN
stanford-ai-2021	1429	67	O	o	NN
stanford-ai-2021	1429	68	N	n	NN
stanford-ai-2021	1429	69	S	s	NN
stanford-ai-2021	1429	70	E	e	NN
stanford-ai-2021	1429	71	N	n	NN
stanford-ai-2021	1429	72	S	s	NN
stanford-ai-2021	1429	73	E	e	NN
stanford-ai-2021	1429	74	R	r	NN
stanford-ai-2021	1429	75	E	e	NN
stanford-ai-2021	1429	76	A	a	NN
stanford-ai-2021	1429	77	S	s	NN
stanford-ai-2021	1429	78	O	o	NN
stanford-ai-2021	1429	79	N	n	NN
stanford-ai-2021	1429	80	I	i	NN
stanford-ai-2021	1429	81	N	n	NN
stanford-ai-2021	1429	82	G	g	NN
stanford-ai-2021	1429	83	(	(	-LRB-
stanford-ai-2021	1429	84	V	v	NN
stanford-ai-2021	1429	85	C	c	NN
stanford-ai-2021	1429	86	R	r	NN
stanford-ai-2021	1429	87	)	)	-RRB-
stanford-ai-2021	1429	88	Technical	technical	JJ
stanford-ai-2021	1429	89	progress	progress	NN
stanford-ai-2021	1429	90	for	for	IN
stanford-ai-2021	1429	91	VCR	VCR	NNP
stanford-ai-2021	1429	92	is	be	VBZ
stanford-ai-2021	1429	93	taken	take	VBN
stanford-ai-2021	1429	94	from	from	IN
stanford-ai-2021	1429	95	the	the	DT
stanford-ai-2021	1429	96	VCR	VCR	NNP
stanford-ai-2021	1429	97	leaderboard	leaderboard	NN
stanford-ai-2021	1429	98	.	.	.
stanford-ai-2021	1430	1	VCR	VCR	NNP
stanford-ai-2021	1430	2	has	have	VBZ
stanford-ai-2021	1430	3	two	two	CD
stanford-ai-2021	1430	4	different	different	JJ
stanford-ai-2021	1430	5	subtasks	subtask	NNS
stanford-ai-2021	1430	6	:	:	:
stanford-ai-2021	1430	7	•	•	NNP
stanford-ai-2021	1430	8	Question	question	NN
stanford-ai-2021	1430	9	Answering	answering	NN
stanford-ai-2021	1430	10	(	(	-LRB-
stanford-ai-2021	1430	11	Q->A	Q->A	NNP
stanford-ai-2021	1430	12	)	)	-RRB-
stanford-ai-2021	1430	13	:	:	:
stanford-ai-2021	1430	14	A	a	DT
stanford-ai-2021	1430	15	model	model	NN
stanford-ai-2021	1430	16	is	be	VBZ
stanford-ai-2021	1430	17	provided	provide	VBN
stanford-ai-2021	1430	18	a	a	DT
stanford-ai-2021	1430	19	question	question	NN
stanford-ai-2021	1430	20	and	and	CC
stanford-ai-2021	1430	21	has	have	VBZ
stanford-ai-2021	1430	22	to	to	TO
stanford-ai-2021	1430	23	pick	pick	VB
stanford-ai-2021	1430	24	the	the	DT
stanford-ai-2021	1430	25	best	good	JJS
stanford-ai-2021	1430	26	answer	answer	NN
stanford-ai-2021	1430	27	out	out	IN
stanford-ai-2021	1430	28	of	of	IN
stanford-ai-2021	1430	29	four	four	CD
stanford-ai-2021	1430	30	choices	choice	NNS
stanford-ai-2021	1430	31	.	.	.
stanford-ai-2021	1431	1	Only	only	RB
stanford-ai-2021	1431	2	one	one	CD
stanford-ai-2021	1431	3	of	of	IN
stanford-ai-2021	1431	4	the	the	DT
stanford-ai-2021	1431	5	four	four	CD
stanford-ai-2021	1431	6	is	be	VBZ
stanford-ai-2021	1431	7	correct	correct	JJ
stanford-ai-2021	1431	8	.	.	.
stanford-ai-2021	1432	1	•	•	VB
stanford-ai-2021	1432	2	Answer	Answer	NNP
stanford-ai-2021	1432	3	Justification	Justification	NNP
stanford-ai-2021	1432	4	(	(	-LRB-
stanford-ai-2021	1432	5	QA->R	QA->R	NNP
stanford-ai-2021	1432	6	)	)	-RRB-
stanford-ai-2021	1432	7	:	:	:
stanford-ai-2021	1432	8	A	a	DT
stanford-ai-2021	1432	9	model	model	NN
stanford-ai-2021	1432	10	is	be	VBZ
stanford-ai-2021	1432	11	provided	provide	VBN
stanford-ai-2021	1432	12	a	a	DT
stanford-ai-2021	1432	13	question	question	NN
stanford-ai-2021	1432	14	,	,	,
stanford-ai-2021	1432	15	along	along	IN
stanford-ai-2021	1432	16	with	with	IN
stanford-ai-2021	1432	17	the	the	DT
stanford-ai-2021	1432	18	correct	correct	JJ
stanford-ai-2021	1432	19	answer	answer	NN
stanford-ai-2021	1432	20	,	,	,
stanford-ai-2021	1432	21	and	and	CC
stanford-ai-2021	1432	22	it	-PRON-	PRP
stanford-ai-2021	1432	23	must	must	MD
stanford-ai-2021	1432	24	justify	justify	VB
stanford-ai-2021	1432	25	it	-PRON-	PRP
stanford-ai-2021	1432	26	by	by	IN
stanford-ai-2021	1432	27	picking	pick	VBG
stanford-ai-2021	1432	28	the	the	DT
stanford-ai-2021	1432	29	best	good	JJS
stanford-ai-2021	1432	30	rationale	rationale	NN
stanford-ai-2021	1432	31	among	among	IN
stanford-ai-2021	1432	32	four	four	CD
stanford-ai-2021	1432	33	choices	choice	NNS
stanford-ai-2021	1432	34	.	.	.
stanford-ai-2021	1433	1	The	the	DT
stanford-ai-2021	1433	2	two	two	CD
stanford-ai-2021	1433	3	parts	part	NNS
stanford-ai-2021	1433	4	with	with	IN
stanford-ai-2021	1433	5	the	the	DT
stanford-ai-2021	1433	6	Q->AR	Q->AR	NNP
stanford-ai-2021	1433	7	metrics	metric	NNS
stanford-ai-2021	1433	8	are	be	VBP
stanford-ai-2021	1433	9	combined	combine	VBN
stanford-ai-2021	1433	10	in	in	IN
stanford-ai-2021	1433	11	which	which	WDT
stanford-ai-2021	1433	12	a	a	DT
stanford-ai-2021	1433	13	model	model	NN
stanford-ai-2021	1433	14	only	only	RB
stanford-ai-2021	1433	15	gets	get	VBZ
stanford-ai-2021	1433	16	a	a	DT
stanford-ai-2021	1433	17	question	question	NN
stanford-ai-2021	1433	18	right	right	RB
stanford-ai-2021	1433	19	if	if	IN
stanford-ai-2021	1433	20	it	-PRON-	PRP
stanford-ai-2021	1433	21	answers	answer	VBZ
stanford-ai-2021	1433	22	correctly	correctly	RB
stanford-ai-2021	1433	23	and	and	CC
stanford-ai-2021	1433	24	picks	pick	VBZ
stanford-ai-2021	1433	25	the	the	DT
stanford-ai-2021	1433	26	right	right	JJ
stanford-ai-2021	1433	27	rationale	rationale	NN
stanford-ai-2021	1433	28	.	.	.
stanford-ai-2021	1434	1	Models	model	NNS
stanford-ai-2021	1434	2	are	be	VBP
stanford-ai-2021	1434	3	evaluated	evaluate	VBN
stanford-ai-2021	1434	4	in	in	IN
stanford-ai-2021	1434	5	terms	term	NNS
stanford-ai-2021	1434	6	of	of	IN
stanford-ai-2021	1434	7	accuracy	accuracy	NN
stanford-ai-2021	1434	8	(	(	-LRB-
stanford-ai-2021	1434	9	%	%	NN
stanford-ai-2021	1434	10	)	)	-RRB-
stanford-ai-2021	1434	11	.	.	.
stanford-ai-2021	1435	1	https://pages.nist.gov/frvt/html/frvt11.html	https://pages.nist.gov/frvt/html/frvt11.html	LS
stanford-ai-2021	1435	2	https://pages.nist.gov/frvt/html/frvt1N.html	https://pages.nist.gov/frvt/html/frvt1N.html	NNP
stanford-ai-2021	1435	3	https://super.gluebenchmark.com/leaderboard	https://super.gluebenchmark.com/leaderboard	CD
stanford-ai-2021	1435	4	https://arxiv.org/abs/1905.00537	https://arxiv.org/abs/1905.00537	NNP
stanford-ai-2021	1435	5	https://jiant.info/	https://jiant.info/	NNP
stanford-ai-2021	1435	6	https://visualcommonsense.com/leaderboard/	https://visualcommonsense.com/leaderboard/	VB
stanford-ai-2021	1435	7	TA	TA	NNP
stanford-ai-2021	1435	8	B	b	NN
stanford-ai-2021	1435	9	L	l	NN
stanford-ai-2021	1435	10	E	e	NN
stanford-ai-2021	1435	11	O	o	NN
stanford-ai-2021	1435	12	F	f	NN
stanford-ai-2021	1435	13	C	c	NN
stanford-ai-2021	1435	14	O	o	NN
stanford-ai-2021	1435	15	N	n	NN
stanford-ai-2021	1435	16	T	t	NN
stanford-ai-2021	1435	17	E	e	NN
stanford-ai-2021	1435	18	N	n	NN
stanford-ai-2021	1435	19	T	t	NN
stanford-ai-2021	1435	20	S	s	NN
stanford-ai-2021	1435	21	200A	200A	.
stanford-ai-2021	1435	22	P	p	NN
stanford-ai-2021	1435	23	P	p	NN
stanford-ai-2021	1435	24	E	e	NN
stanford-ai-2021	1435	25	N	n	NN
stanford-ai-2021	1435	26	D	d	NN
stanford-ai-2021	1435	27	I	i	NN
stanford-ai-2021	1435	28	X	X	NNP
stanford-ai-2021	1435	29	Artificial	Artificial	NNP
stanford-ai-2021	1435	30	Intelligence	Intelligence	NNP
stanford-ai-2021	1435	31	Index	Index	NNP
stanford-ai-2021	1435	32	Report	Report	NNP
stanford-ai-2021	1435	33	2021	2021	CD
stanford-ai-2021	1435	34	V	v	NN
stanford-ai-2021	1435	35	OXC	OXC	NNP
stanford-ai-2021	1435	36	E	e	NN
stanford-ai-2021	1435	37	L	l	NN
stanford-ai-2021	1435	38	E	e	NN
stanford-ai-2021	1435	39	B	B	NNP
stanford-ai-2021	1435	40	VoxCeleb	voxceleb	NN
stanford-ai-2021	1435	41	is	be	VBZ
stanford-ai-2021	1435	42	an	an	DT
stanford-ai-2021	1435	43	audio	audio	JJ
stanford-ai-2021	1435	44	-	-	HYPH
stanford-ai-2021	1435	45	visual	visual	JJ
stanford-ai-2021	1435	46	dataset	dataset	NN
stanford-ai-2021	1435	47	consisting	consisting	NN
stanford-ai-2021	1435	48	of	of	IN
stanford-ai-2021	1435	49	short	short	JJ
stanford-ai-2021	1435	50	clips	clip	NNS
stanford-ai-2021	1435	51	of	of	IN
stanford-ai-2021	1435	52	human	human	JJ
stanford-ai-2021	1435	53	speech	speech	NN
stanford-ai-2021	1435	54	,	,	,
stanford-ai-2021	1435	55	extracted	extract	VBN
stanford-ai-2021	1435	56	from	from	IN
stanford-ai-2021	1435	57	interview	interview	NN
stanford-ai-2021	1435	58	videos	video	NNS
stanford-ai-2021	1435	59	uploaded	uploaded	JJ
stanford-ai-2021	1435	60	to	to	IN
stanford-ai-2021	1435	61	YouTube	YouTube	NNP
stanford-ai-2021	1435	62	.	.	.
stanford-ai-2021	1436	1	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	1436	2	contains	contain	VBZ
stanford-ai-2021	1436	3	speech	speech	NN
stanford-ai-2021	1436	4	from	from	IN
stanford-ai-2021	1436	5	7,000-plus	7,000-plus	CD
stanford-ai-2021	1436	6	speakers	speaker	NNS
stanford-ai-2021	1436	7	spanning	span	VBG
stanford-ai-2021	1436	8	a	a	DT
stanford-ai-2021	1436	9	wide	wide	JJ
stanford-ai-2021	1436	10	range	range	NN
stanford-ai-2021	1436	11	of	of	IN
stanford-ai-2021	1436	12	ethnicities	ethnicity	NNS
stanford-ai-2021	1436	13	,	,	,
stanford-ai-2021	1436	14	accents	accent	NNS
stanford-ai-2021	1436	15	,	,	,
stanford-ai-2021	1436	16	professions	profession	NNS
stanford-ai-2021	1436	17	,	,	,
stanford-ai-2021	1436	18	and	and	CC
stanford-ai-2021	1436	19	ages	age	NNS
stanford-ai-2021	1436	20	—	—	:
stanford-ai-2021	1436	21	amounting	amount	VBG
stanford-ai-2021	1436	22	to	to	IN
stanford-ai-2021	1436	23	over	over	IN
stanford-ai-2021	1436	24	a	a	DT
stanford-ai-2021	1436	25	million	million	CD
stanford-ai-2021	1436	26	utterances	utterance	NNS
stanford-ai-2021	1436	27	(	(	-LRB-
stanford-ai-2021	1436	28	face	face	NN
stanford-ai-2021	1436	29	-	-	HYPH
stanford-ai-2021	1436	30	tracks	track	NNS
stanford-ai-2021	1436	31	are	be	VBP
stanford-ai-2021	1436	32	captured	capture	VBN
stanford-ai-2021	1436	33	“	"	``
stanford-ai-2021	1436	34	in	in	IN
stanford-ai-2021	1436	35	the	the	DT
stanford-ai-2021	1436	36	wild	wild	NN
stanford-ai-2021	1436	37	,	,	,
stanford-ai-2021	1436	38	”	"	''
stanford-ai-2021	1436	39	with	with	IN
stanford-ai-2021	1436	40	background	background	NN
stanford-ai-2021	1436	41	chatter	chatter	NN
stanford-ai-2021	1436	42	,	,	,
stanford-ai-2021	1436	43	laughter	laughter	NN
stanford-ai-2021	1436	44	,	,	,
stanford-ai-2021	1436	45	overlapping	overlap	VBG
stanford-ai-2021	1436	46	speech	speech	NN
stanford-ai-2021	1436	47	,	,	,
stanford-ai-2021	1436	48	pose	pose	VBP
stanford-ai-2021	1436	49	variation	variation	NN
stanford-ai-2021	1436	50	,	,	,
stanford-ai-2021	1436	51	and	and	CC
stanford-ai-2021	1436	52	different	different	JJ
stanford-ai-2021	1436	53	lighting	lighting	NN
stanford-ai-2021	1436	54	conditions	condition	NNS
stanford-ai-2021	1436	55	)	)	-RRB-
stanford-ai-2021	1436	56	recorded	record	VBD
stanford-ai-2021	1436	57	over	over	IN
stanford-ai-2021	1436	58	a	a	DT
stanford-ai-2021	1436	59	period	period	NN
stanford-ai-2021	1436	60	of	of	IN
stanford-ai-2021	1436	61	2,000	2,000	CD
stanford-ai-2021	1436	62	hours	hour	NNS
stanford-ai-2021	1436	63	(	(	-LRB-
stanford-ai-2021	1436	64	both	both	CC
stanford-ai-2021	1436	65	audio	audio	NN
stanford-ai-2021	1436	66	and	and	CC
stanford-ai-2021	1436	67	video	video	NN
stanford-ai-2021	1436	68	)	)	-RRB-
stanford-ai-2021	1436	69	.	.	.
stanford-ai-2021	1437	1	Each	each	DT
stanford-ai-2021	1437	2	segment	segment	NN
stanford-ai-2021	1437	3	is	be	VBZ
stanford-ai-2021	1437	4	at	at	RB
stanford-ai-2021	1437	5	least	least	RBS
stanford-ai-2021	1437	6	three	three	CD
stanford-ai-2021	1437	7	seconds	second	NNS
stanford-ai-2021	1437	8	long	long	JJ
stanford-ai-2021	1437	9	.	.	.
stanford-ai-2021	1438	1	The	the	DT
stanford-ai-2021	1438	2	data	datum	NNS
stanford-ai-2021	1438	3	contains	contain	VBZ
stanford-ai-2021	1438	4	an	an	DT
stanford-ai-2021	1438	5	audio	audio	JJ
stanford-ai-2021	1438	6	dataset	dataset	NN
stanford-ai-2021	1438	7	based	base	VBN
stanford-ai-2021	1438	8	on	on	IN
stanford-ai-2021	1438	9	celebrity	celebrity	NN
stanford-ai-2021	1438	10	voices	voice	NNS
stanford-ai-2021	1438	11	,	,	,
stanford-ai-2021	1438	12	shorts	short	NNS
stanford-ai-2021	1438	13	,	,	,
stanford-ai-2021	1438	14	films	film	NNS
stanford-ai-2021	1438	15	,	,	,
stanford-ai-2021	1438	16	and	and	CC
stanford-ai-2021	1438	17	conversational	conversational	JJ
stanford-ai-2021	1438	18	pieces	piece	NNS
stanford-ai-2021	1438	19	(	(	-LRB-
stanford-ai-2021	1438	20	e.g.	e.g.	RB
stanford-ai-2021	1438	21	,	,	,
stanford-ai-2021	1438	22	talk	talk	NN
stanford-ai-2021	1438	23	shows	show	NNS
stanford-ai-2021	1438	24	)	)	-RRB-
stanford-ai-2021	1438	25	.	.	.
stanford-ai-2021	1439	1	The	the	DT
stanford-ai-2021	1439	2	initial	initial	JJ
stanford-ai-2021	1439	3	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	1439	4	1	1	CD
stanford-ai-2021	1439	5	(	(	-LRB-
stanford-ai-2021	1439	6	100,000	100,000	CD
stanford-ai-2021	1439	7	utterances	utterance	NNS
stanford-ai-2021	1439	8	taken	take	VBN
stanford-ai-2021	1439	9	from	from	IN
stanford-ai-2021	1439	10	1,251	1,251	CD
stanford-ai-2021	1439	11	celebrities	celebrity	NNS
stanford-ai-2021	1439	12	on	on	IN
stanford-ai-2021	1439	13	YouTube	YouTube	NNP
stanford-ai-2021	1439	14	)	)	-RRB-
stanford-ai-2021	1439	15	was	be	VBD
stanford-ai-2021	1439	16	expanded	expand	VBN
stanford-ai-2021	1439	17	to	to	IN
stanford-ai-2021	1439	18	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	1439	19	2	2	CD
stanford-ai-2021	1439	20	(	(	-LRB-
stanford-ai-2021	1439	21	1	1	CD
stanford-ai-2021	1439	22	million	million	CD
stanford-ai-2021	1439	23	utterances	utterance	NNS
stanford-ai-2021	1439	24	from	from	IN
stanford-ai-2021	1439	25	6,112	6,112	CD
stanford-ai-2021	1439	26	celebrities	celebrity	NNS
stanford-ai-2021	1439	27	)	)	-RRB-
stanford-ai-2021	1439	28	.	.	.
stanford-ai-2021	1440	1	However	however	RB
stanford-ai-2021	1440	2	,	,	,
stanford-ai-2021	1440	3	in	in	IN
stanford-ai-2021	1440	4	earlier	early	JJR
stanford-ai-2021	1440	5	years	year	NNS
stanford-ai-2021	1440	6	of	of	IN
stanford-ai-2021	1440	7	the	the	DT
stanford-ai-2021	1440	8	challenge	challenge	NN
stanford-ai-2021	1440	9	,	,	,
stanford-ai-2021	1440	10	top-1	top-1	ADD
stanford-ai-2021	1440	11	and	and	CC
stanford-ai-2021	1440	12	top-5	top-5	NNPS
stanford-ai-2021	1440	13	scores	score	NNS
stanford-ai-2021	1440	14	were	be	VBD
stanford-ai-2021	1440	15	also	also	RB
stanford-ai-2021	1440	16	reported	report	VBN
stanford-ai-2021	1440	17	.	.	.
stanford-ai-2021	1441	1	For	for	IN
stanford-ai-2021	1441	2	top-1	top-1	CD
stanford-ai-2021	1441	3	score	score	NN
stanford-ai-2021	1441	4	,	,	,
stanford-ai-2021	1441	5	the	the	DT
stanford-ai-2021	1441	6	system	system	NN
stanford-ai-2021	1441	7	is	be	VBZ
stanford-ai-2021	1441	8	correct	correct	JJ
stanford-ai-2021	1441	9	if	if	IN
stanford-ai-2021	1441	10	the	the	DT
stanford-ai-2021	1441	11	target	target	NN
stanford-ai-2021	1441	12	label	label	NNP
stanford-ai-2021	1441	13	is	be	VBZ
stanford-ai-2021	1441	14	the	the	DT
stanford-ai-2021	1441	15	class	class	NN
stanford-ai-2021	1441	16	to	to	TO
stanford-ai-2021	1441	17	which	which	WDT
stanford-ai-2021	1441	18	it	-PRON-	PRP
stanford-ai-2021	1441	19	assigns	assign	VBZ
stanford-ai-2021	1441	20	the	the	DT
stanford-ai-2021	1441	21	highest	high	JJS
stanford-ai-2021	1441	22	probability	probability	NN
stanford-ai-2021	1441	23	.	.	.
stanford-ai-2021	1442	1	For	for	IN
stanford-ai-2021	1442	2	top-5	top-5	NNPS
stanford-ai-2021	1442	3	score	score	NN
stanford-ai-2021	1442	4	,	,	,
stanford-ai-2021	1442	5	the	the	DT
stanford-ai-2021	1442	6	system	system	NN
stanford-ai-2021	1442	7	is	be	VBZ
stanford-ai-2021	1442	8	correct	correct	JJ
stanford-ai-2021	1442	9	if	if	IN
stanford-ai-2021	1442	10	the	the	DT
stanford-ai-2021	1442	11	target	target	NN
stanford-ai-2021	1442	12	label	label	NNP
stanford-ai-2021	1442	13	is	be	VBZ
stanford-ai-2021	1442	14	one	one	CD
stanford-ai-2021	1442	15	of	of	IN
stanford-ai-2021	1442	16	the	the	DT
stanford-ai-2021	1442	17	five	five	CD
stanford-ai-2021	1442	18	predictions	prediction	NNS
stanford-ai-2021	1442	19	with	with	IN
stanford-ai-2021	1442	20	the	the	DT
stanford-ai-2021	1442	21	highest	high	JJS
stanford-ai-2021	1442	22	probabilities	probability	NNS
stanford-ai-2021	1442	23	.	.	.
stanford-ai-2021	1443	1	In	in	IN
stanford-ai-2021	1443	2	both	both	DT
stanford-ai-2021	1443	3	cases	case	NNS
stanford-ai-2021	1443	4	,	,	,
stanford-ai-2021	1443	5	the	the	DT
stanford-ai-2021	1443	6	top	top	JJ
stanford-ai-2021	1443	7	score	score	NN
stanford-ai-2021	1443	8	is	be	VBZ
stanford-ai-2021	1443	9	computed	compute	VBN
stanford-ai-2021	1443	10	as	as	IN
stanford-ai-2021	1443	11	the	the	DT
stanford-ai-2021	1443	12	number	number	NN
stanford-ai-2021	1443	13	of	of	IN
stanford-ai-2021	1443	14	times	time	NNS
stanford-ai-2021	1443	15	a	a	DT
stanford-ai-2021	1443	16	predicted	predict	VBN
stanford-ai-2021	1443	17	label	label	NN
stanford-ai-2021	1443	18	matches	match	VBZ
stanford-ai-2021	1443	19	the	the	DT
stanford-ai-2021	1443	20	target	target	NN
stanford-ai-2021	1443	21	label	label	NN
stanford-ai-2021	1443	22	,	,	,
stanford-ai-2021	1443	23	divided	divide	VBN
stanford-ai-2021	1443	24	by	by	IN
stanford-ai-2021	1443	25	the	the	DT
stanford-ai-2021	1443	26	number	number	NN
stanford-ai-2021	1443	27	of	of	IN
stanford-ai-2021	1443	28	data	datum	NNS
stanford-ai-2021	1443	29	points	point	NNS
stanford-ai-2021	1443	30	evaluated	evaluate	VBN
stanford-ai-2021	1443	31	.	.	.
stanford-ai-2021	1444	1	The	the	DT
stanford-ai-2021	1444	2	data	datum	NNS
stanford-ai-2021	1444	3	is	be	VBZ
stanford-ai-2021	1444	4	extracted	extract	VBN
stanford-ai-2021	1444	5	from	from	IN
stanford-ai-2021	1444	6	different	different	JJ
stanford-ai-2021	1444	7	years	year	NNS
stanford-ai-2021	1444	8	of	of	IN
stanford-ai-2021	1444	9	the	the	DT
stanford-ai-2021	1444	10	submission	submission	NN
stanford-ai-2021	1444	11	challenges	challenge	NNS
stanford-ai-2021	1444	12	,	,	,
stanford-ai-2021	1444	13	including	include	VBG
stanford-ai-2021	1444	14	:	:	:
stanford-ai-2021	1444	15	•	•	NNP
stanford-ai-2021	1444	16	2017	2017	CD
stanford-ai-2021	1444	17	:	:	:
stanford-ai-2021	1444	18	VoxCeleb	voxceleb	NN
stanford-ai-2021	1444	19	:	:	:
stanford-ai-2021	1444	20	A	a	DT
stanford-ai-2021	1444	21	Large	large	JJ
stanford-ai-2021	1444	22	-	-	HYPH
stanford-ai-2021	1444	23	Scale	Scale	NNP
stanford-ai-2021	1444	24	Speaker	Speaker	NNP
stanford-ai-2021	1444	25	Identification	Identification	NNP
stanford-ai-2021	1444	26	Dataset	Dataset	NNP
stanford-ai-2021	1444	27	•	•	NNP
stanford-ai-2021	1444	28	2018	2018	CD
stanford-ai-2021	1444	29	:	:	:
stanford-ai-2021	1444	30	VoxCeleb2	voxceleb2	NN
stanford-ai-2021	1444	31	:	:	:
stanford-ai-2021	1444	32	Deep	deep	JJ
stanford-ai-2021	1444	33	Speaker	Speaker	NNP
stanford-ai-2021	1444	34	Recognition	Recognition	NNP
stanford-ai-2021	1444	35	•	•	NNP
stanford-ai-2021	1444	36	2019	2019	CD
stanford-ai-2021	1444	37	:	:	:
stanford-ai-2021	1444	38	Voxceleb	voxceleb	NN
stanford-ai-2021	1444	39	:	:	:
stanford-ai-2021	1444	40	Large	large	JJ
stanford-ai-2021	1444	41	-	-	HYPH
stanford-ai-2021	1444	42	Scale	scale	NN
stanford-ai-2021	1444	43	Speaker	Speaker	NNP
stanford-ai-2021	1444	44	Verification	Verification	NNP
stanford-ai-2021	1444	45	in	in	IN
stanford-ai-2021	1444	46	the	the	DT
stanford-ai-2021	1444	47	Wild	Wild	NNP
stanford-ai-2021	1444	48	•	•	NNP
stanford-ai-2021	1444	49	2020	2020	CD
stanford-ai-2021	1444	50	:	:	:
stanford-ai-2021	1444	51	Query	Query	NNP
stanford-ai-2021	1444	52	ExpansionSystem	ExpansionSystem	NNP
stanford-ai-2021	1444	53	for	for	IN
stanford-ai-2021	1444	54	the	the	DT
stanford-ai-2021	1444	55	VoxCeleb	VoxCeleb	NNP
stanford-ai-2021	1444	56	Speaker	Speaker	NNP
stanford-ai-2021	1444	57	Recognition	Recognition	NNP
stanford-ai-2021	1444	58	Challenge	Challenge	NNP
stanford-ai-2021	1444	59	2020	2020	CD
stanford-ai-2021	1444	60	B	b	NN
stanford-ai-2021	1444	61	O	o	NN
stanford-ai-2021	1444	62	O	o	NN
stanford-ai-2021	1444	63	L	l	NN
stanford-ai-2021	1444	64	E	e	NN
stanford-ai-2021	1444	65	A	a	NN
stanford-ai-2021	1444	66	N	n	NN
stanford-ai-2021	1444	67	S	s	NN
stanford-ai-2021	1444	68	AT	at	IN
stanford-ai-2021	1444	69	I	-PRON-	PRP
stanford-ai-2021	1444	70	S	S	NNP
stanford-ai-2021	1444	71	F	F	NNP
stanford-ai-2021	1444	72	I	i	NN
stanford-ai-2021	1444	73	A	a	NN
stanford-ai-2021	1444	74	B	b	NN
stanford-ai-2021	1444	75	I	i	NN
stanford-ai-2021	1444	76	L	l	NN
stanford-ai-2021	1444	77	I	i	NN
stanford-ai-2021	1444	78	T	t	NN
stanford-ai-2021	1444	79	Y	y	NN
stanford-ai-2021	1444	80	P	p	NN
stanford-ai-2021	1444	81	R	r	NN
stanford-ai-2021	1444	82	O	o	NN
stanford-ai-2021	1444	83	B	b	NN
stanford-ai-2021	1444	84	L	l	NN
stanford-ai-2021	1444	85	E	e	NN
stanford-ai-2021	1444	86	M	M	NNP
stanford-ai-2021	1444	87	Analysis	analysis	NN
stanford-ai-2021	1444	88	and	and	CC
stanford-ai-2021	1444	89	text	text	NN
stanford-ai-2021	1444	90	by	by	IN
stanford-ai-2021	1444	91	Lars	Lars	NNP
stanford-ai-2021	1444	92	Kotthoff	Kotthoff	NNP
stanford-ai-2021	1444	93	Primary	Primary	NNP
stanford-ai-2021	1444	94	Source	Source	NNP
stanford-ai-2021	1444	95	and	and	CC
stanford-ai-2021	1444	96	Data	Data	NNP
stanford-ai-2021	1444	97	Sets	Sets	NNPS
stanford-ai-2021	1444	98	The	the	DT
stanford-ai-2021	1444	99	Boolean	boolean	JJ
stanford-ai-2021	1444	100	Satisfiability	Satisfiability	NNP
stanford-ai-2021	1444	101	Problem	Problem	NNP
stanford-ai-2021	1444	102	(	(	-LRB-
stanford-ai-2021	1444	103	SAT	SAT	NNP
stanford-ai-2021	1444	104	)	)	-RRB-
stanford-ai-2021	1444	105	determines	determine	VBZ
stanford-ai-2021	1444	106	whether	whether	IN
stanford-ai-2021	1444	107	there	there	EX
stanford-ai-2021	1444	108	is	be	VBZ
stanford-ai-2021	1444	109	an	an	DT
stanford-ai-2021	1444	110	assignment	assignment	NN
stanford-ai-2021	1444	111	of	of	IN
stanford-ai-2021	1444	112	values	value	NNS
stanford-ai-2021	1444	113	to	to	IN
stanford-ai-2021	1444	114	a	a	DT
stanford-ai-2021	1444	115	set	set	NN
stanford-ai-2021	1444	116	of	of	IN
stanford-ai-2021	1444	117	Boolean	boolean	JJ
stanford-ai-2021	1444	118	variables	variable	NNS
stanford-ai-2021	1444	119	joined	join	VBN
stanford-ai-2021	1444	120	by	by	IN
stanford-ai-2021	1444	121	logical	logical	JJ
stanford-ai-2021	1444	122	connectives	connective	NNS
stanford-ai-2021	1444	123	that	that	WDT
stanford-ai-2021	1444	124	makes	make	VBZ
stanford-ai-2021	1444	125	the	the	DT
stanford-ai-2021	1444	126	logical	logical	JJ
stanford-ai-2021	1444	127	formula	formula	NN
stanford-ai-2021	1444	128	it	-PRON-	PRP
stanford-ai-2021	1444	129	represents	represent	VBZ
stanford-ai-2021	1444	130	true	true	JJ
stanford-ai-2021	1444	131	.	.	.
stanford-ai-2021	1445	1	SAT	SAT	NNP
stanford-ai-2021	1445	2	was	be	VBD
stanford-ai-2021	1445	3	the	the	DT
stanford-ai-2021	1445	4	first	first	JJ
stanford-ai-2021	1445	5	problem	problem	NN
stanford-ai-2021	1445	6	to	to	TO
stanford-ai-2021	1445	7	be	be	VB
stanford-ai-2021	1445	8	proven	prove	VBN
stanford-ai-2021	1445	9	NP	NP	NNP
stanford-ai-2021	1445	10	-	-	HYPH
stanford-ai-2021	1445	11	complete	complete	JJ
stanford-ai-2021	1445	12	,	,	,
stanford-ai-2021	1445	13	and	and	CC
stanford-ai-2021	1445	14	the	the	DT
stanford-ai-2021	1445	15	first	first	JJ
stanford-ai-2021	1445	16	algorithms	algorithm	NNS
stanford-ai-2021	1445	17	to	to	TO
stanford-ai-2021	1445	18	solve	solve	VB
stanford-ai-2021	1445	19	it	-PRON-	PRP
stanford-ai-2021	1445	20	were	be	VBD
stanford-ai-2021	1445	21	developed	develop	VBN
stanford-ai-2021	1445	22	in	in	IN
stanford-ai-2021	1445	23	the	the	DT
stanford-ai-2021	1445	24	1960s	1960	NNS
stanford-ai-2021	1445	25	.	.	.
stanford-ai-2021	1446	1	Many	many	JJ
stanford-ai-2021	1446	2	real	real	JJ
stanford-ai-2021	1446	3	-	-	HYPH
stanford-ai-2021	1446	4	world	world	NN
stanford-ai-2021	1446	5	problems	problem	NNS
stanford-ai-2021	1446	6	,	,	,
stanford-ai-2021	1446	7	such	such	JJ
stanford-ai-2021	1446	8	as	as	IN
stanford-ai-2021	1446	9	circuit	circuit	NN
stanford-ai-2021	1446	10	design	design	NN
stanford-ai-2021	1446	11	,	,	,
stanford-ai-2021	1446	12	automated	automate	VBD
stanford-ai-2021	1446	13	theorem	theorem	NN
stanford-ai-2021	1446	14	proving	proving	NN
stanford-ai-2021	1446	15	,	,	,
stanford-ai-2021	1446	16	and	and	CC
stanford-ai-2021	1446	17	scheduling	scheduling	NN
stanford-ai-2021	1446	18	,	,	,
stanford-ai-2021	1446	19	can	can	MD
stanford-ai-2021	1446	20	be	be	VB
stanford-ai-2021	1446	21	represented	represent	VBN
stanford-ai-2021	1446	22	and	and	CC
stanford-ai-2021	1446	23	solved	solve	VBN
stanford-ai-2021	1446	24	efficiently	efficiently	RB
stanford-ai-2021	1446	25	as	as	IN
stanford-ai-2021	1446	26	SAT	SAT	NNP
stanford-ai-2021	1446	27	.	.	.
stanford-ai-2021	1447	1	The	the	DT
stanford-ai-2021	1447	2	annual	annual	JJ
stanford-ai-2021	1447	3	SAT	SAT	NNP
stanford-ai-2021	1447	4	competition	competition	NN
stanford-ai-2021	1447	5	is	be	VBZ
stanford-ai-2021	1447	6	designed	design	VBN
stanford-ai-2021	1447	7	to	to	TO
stanford-ai-2021	1447	8	present	present	VB
stanford-ai-2021	1447	9	a	a	DT
stanford-ai-2021	1447	10	snapshot	snapshot	NN
stanford-ai-2021	1447	11	of	of	IN
stanford-ai-2021	1447	12	the	the	DT
stanford-ai-2021	1447	13	state	state	NN
stanford-ai-2021	1447	14	-	-	HYPH
stanford-ai-2021	1447	15	of	of	IN
stanford-ai-2021	1447	16	-	-	HYPH
stanford-ai-2021	1447	17	the	the	DT
stanford-ai-2021	1447	18	-	-	HYPH
stanford-ai-2021	1447	19	art	art	NN
stanford-ai-2021	1447	20	and	and	CC
stanford-ai-2021	1447	21	has	have	VBZ
stanford-ai-2021	1447	22	been	be	VBN
stanford-ai-2021	1447	23	running	run	VBG
stanford-ai-2021	1447	24	for	for	IN
stanford-ai-2021	1447	25	almost	almost	RB
stanford-ai-2021	1447	26	20	20	CD
stanford-ai-2021	1447	27	years	year	NNS
stanford-ai-2021	1447	28	.	.	.
stanford-ai-2021	1448	1	We	-PRON-	PRP
stanford-ai-2021	1448	2	took	take	VBD
stanford-ai-2021	1448	3	the	the	DT
stanford-ai-2021	1448	4	top	top	RB
stanford-ai-2021	1448	5	-	-	HYPH
stanford-ai-2021	1448	6	ranked	rank	VBN
stanford-ai-2021	1448	7	,	,	,
stanford-ai-2021	1448	8	median	median	NN
stanford-ai-2021	1448	9	-	-	HYPH
stanford-ai-2021	1448	10	ranked	rank	VBN
stanford-ai-2021	1448	11	,	,	,
stanford-ai-2021	1448	12	and	and	CC
stanford-ai-2021	1448	13	bottom-	bottom-	NN
stanford-ai-2021	1448	14	ranked	rank	VBN
stanford-ai-2021	1448	15	solvers	solver	NNS
stanford-ai-2021	1448	16	from	from	IN
stanford-ai-2021	1448	17	each	each	DT
stanford-ai-2021	1448	18	of	of	IN
stanford-ai-2021	1448	19	the	the	DT
stanford-ai-2021	1448	20	last	last	JJ
stanford-ai-2021	1448	21	five	five	CD
stanford-ai-2021	1448	22	years	year	NNS
stanford-ai-2021	1448	23	(	(	-LRB-
stanford-ai-2021	1448	24	2016	2016	CD
stanford-ai-2021	1448	25	-	-	SYM
stanford-ai-2021	1448	26	2020	2020	CD
stanford-ai-2021	1448	27	)	)	-RRB-
stanford-ai-2021	1448	28	of	of	IN
stanford-ai-2021	1448	29	the	the	DT
stanford-ai-2021	1448	30	SAT	SAT	NNP
stanford-ai-2021	1448	31	competition	competition	NN
stanford-ai-2021	1448	32	.	.	.
stanford-ai-2021	1449	1	We	-PRON-	PRP
stanford-ai-2021	1449	2	ran	run	VBD
stanford-ai-2021	1449	3	all	all	DT
stanford-ai-2021	1449	4	15	15	CD
stanford-ai-2021	1449	5	solvers	solver	NNS
stanford-ai-2021	1449	6	on	on	IN
stanford-ai-2021	1449	7	all	all	DT
stanford-ai-2021	1449	8	400	400	CD
stanford-ai-2021	1449	9	SAT	SAT	NNP
stanford-ai-2021	1449	10	instances	instance	NNS
stanford-ai-2021	1449	11	from	from	IN
stanford-ai-2021	1449	12	the	the	DT
stanford-ai-2021	1449	13	main	main	JJ
stanford-ai-2021	1449	14	track	track	NN
stanford-ai-2021	1449	15	of	of	IN
stanford-ai-2021	1449	16	the	the	DT
stanford-ai-2021	1449	17	2020	2020	CD
stanford-ai-2021	1449	18	competition	competition	NN
stanford-ai-2021	1449	19	.	.	.
stanford-ai-2021	1450	1	More	More	JJR
stanford-ai-2021	1450	2	information	information	NN
stanford-ai-2021	1450	3	on	on	IN
stanford-ai-2021	1450	4	the	the	DT
stanford-ai-2021	1450	5	competition	competition	NN
stanford-ai-2021	1450	6	,	,	,
stanford-ai-2021	1450	7	as	as	RB
stanford-ai-2021	1450	8	well	well	RB
stanford-ai-2021	1450	9	as	as	IN
stanford-ai-2021	1450	10	the	the	DT
stanford-ai-2021	1450	11	solvers	solver	NNS
stanford-ai-2021	1450	12	and	and	CC
stanford-ai-2021	1450	13	instances	instance	NNS
stanford-ai-2021	1450	14	,	,	,
stanford-ai-2021	1450	15	is	be	VBZ
stanford-ai-2021	1450	16	available	available	JJ
stanford-ai-2021	1450	17	at	at	IN
stanford-ai-2021	1450	18	the	the	DT
stanford-ai-2021	1450	19	SAT	SAT	NNP
stanford-ai-2021	1450	20	competition	competition	NN
stanford-ai-2021	1450	21	website	website	NN
stanford-ai-2021	1450	22	.	.	.
stanford-ai-2021	1451	1	Results	result	NNS
stanford-ai-2021	1451	2	We	-PRON-	PRP
stanford-ai-2021	1451	3	ran	run	VBD
stanford-ai-2021	1451	4	each	each	DT
stanford-ai-2021	1451	5	solver	solver	NN
stanford-ai-2021	1451	6	on	on	IN
stanford-ai-2021	1451	7	each	each	DT
stanford-ai-2021	1451	8	instance	instance	NN
stanford-ai-2021	1451	9	on	on	IN
stanford-ai-2021	1451	10	the	the	DT
stanford-ai-2021	1451	11	same	same	JJ
stanford-ai-2021	1451	12	hardware	hardware	NN
stanford-ai-2021	1451	13	,	,	,
stanford-ai-2021	1451	14	with	with	IN
stanford-ai-2021	1451	15	a	a	DT
stanford-ai-2021	1451	16	time	time	NN
stanford-ai-2021	1451	17	limit	limit	NN
stanford-ai-2021	1451	18	of	of	IN
stanford-ai-2021	1451	19	5,000	5,000	CD
stanford-ai-2021	1451	20	CPU	cpu	NN
stanford-ai-2021	1451	21	seconds	second	NNS
stanford-ai-2021	1451	22	per	per	IN
stanford-ai-2021	1451	23	instance	instance	NN
stanford-ai-2021	1451	24	,	,	,
stanford-ai-2021	1451	25	and	and	CC
stanford-ai-2021	1451	26	measured	measure	VBD
stanford-ai-2021	1451	27	the	the	DT
stanford-ai-2021	1451	28	time	time	NN
stanford-ai-2021	1451	29	it	-PRON-	PRP
stanford-ai-2021	1451	30	took	take	VBD
stanford-ai-2021	1451	31	a	a	DT
stanford-ai-2021	1451	32	solver	solver	NN
stanford-ai-2021	1451	33	to	to	TO
stanford-ai-2021	1451	34	solve	solve	VB
stanford-ai-2021	1451	35	an	an	DT
stanford-ai-2021	1451	36	instance	instance	NN
stanford-ai-2021	1451	37	in	in	IN
stanford-ai-2021	1451	38	CPU	cpu	NN
stanford-ai-2021	1451	39	seconds	second	NNS
stanford-ai-2021	1451	40	.	.	.
stanford-ai-2021	1452	1	Ranked	rank	VBN
stanford-ai-2021	1452	2	solvers	solver	NNS
stanford-ai-2021	1452	3	always	always	RB
stanford-ai-2021	1452	4	return	return	VBP
stanford-ai-2021	1452	5	correct	correct	JJ
stanford-ai-2021	1452	6	results	result	NNS
stanford-ai-2021	1452	7	,	,	,
stanford-ai-2021	1452	8	hence	hence	RB
stanford-ai-2021	1452	9	we	-PRON-	PRP
stanford-ai-2021	1452	10	do	do	VBP
stanford-ai-2021	1452	11	not	not	RB
stanford-ai-2021	1452	12	consider	consider	VB
stanford-ai-2021	1452	13	correctness	correctness	NN
stanford-ai-2021	1452	14	as	as	IN
stanford-ai-2021	1452	15	a	a	DT
stanford-ai-2021	1452	16	metric	metric	NN
stanford-ai-2021	1452	17	.	.	.
stanford-ai-2021	1453	1	Except	except	IN
stanford-ai-2021	1453	2	for	for	IN
stanford-ai-2021	1453	3	the	the	DT
stanford-ai-2021	1453	4	2020	2020	CD
stanford-ai-2021	1453	5	competition	competition	NN
stanford-ai-2021	1453	6	solvers	solver	NNS
stanford-ai-2021	1453	7	,	,	,
stanford-ai-2021	1453	8	we	-PRON-	PRP
stanford-ai-2021	1453	9	evaluated	evaluate	VBD
stanford-ai-2021	1453	10	the	the	DT
stanford-ai-2021	1453	11	performance	performance	NN
stanford-ai-2021	1453	12	of	of	IN
stanford-ai-2021	1453	13	the	the	DT
stanford-ai-2021	1453	14	SAT	SAT	NNP
stanford-ai-2021	1453	15	solvers	solver	NNS
stanford-ai-2021	1453	16	on	on	IN
stanford-ai-2021	1453	17	a	a	DT
stanford-ai-2021	1453	18	set	set	NN
stanford-ai-2021	1453	19	of	of	IN
stanford-ai-2021	1453	20	instances	instance	NNS
stanford-ai-2021	1453	21	different	different	JJ
stanford-ai-2021	1453	22	from	from	IN
stanford-ai-2021	1453	23	the	the	DT
stanford-ai-2021	1453	24	set	set	NN
stanford-ai-2021	1453	25	of	of	IN
stanford-ai-2021	1453	26	instances	instance	NNS
stanford-ai-2021	1453	27	they	-PRON-	PRP
stanford-ai-2021	1453	28	competed	compete	VBD
stanford-ai-2021	1453	29	on	on	IN
stanford-ai-2021	1453	30	.	.	.
stanford-ai-2021	1454	1	Further	further	RB
stanford-ai-2021	1454	2	,	,	,
stanford-ai-2021	1454	3	our	-PRON-	PRP$
stanford-ai-2021	1454	4	hardware	hardware	NN
stanford-ai-2021	1454	5	is	be	VBZ
stanford-ai-2021	1454	6	different	different	JJ
stanford-ai-2021	1454	7	from	from	IN
stanford-ai-2021	1454	8	what	what	WP
stanford-ai-2021	1454	9	was	be	VBD
stanford-ai-2021	1454	10	used	use	VBN
stanford-ai-2021	1454	11	for	for	IN
stanford-ai-2021	1454	12	the	the	DT
stanford-ai-2021	1454	13	SAT	SAT	NNP
stanford-ai-2021	1454	14	competition	competition	NN
stanford-ai-2021	1454	15	.	.	.
stanford-ai-2021	1455	1	The	the	DT
stanford-ai-2021	1455	2	results	result	NNS
stanford-ai-2021	1455	3	we	-PRON-	PRP
stanford-ai-2021	1455	4	report	report	VBP
stanford-ai-2021	1455	5	here	here	RB
stanford-ai-2021	1455	6	will	will	MD
stanford-ai-2021	1455	7	therefore	therefore	RB
stanford-ai-2021	1455	8	differ	differ	VB
stanford-ai-2021	1455	9	from	from	IN
stanford-ai-2021	1455	10	the	the	DT
stanford-ai-2021	1455	11	exact	exact	JJ
stanford-ai-2021	1455	12	results	result	NNS
stanford-ai-2021	1455	13	reported	report	VBN
stanford-ai-2021	1455	14	for	for	IN
stanford-ai-2021	1455	15	the	the	DT
stanford-ai-2021	1455	16	respective	respective	JJ
stanford-ai-2021	1455	17	SAT	SAT	NNP
stanford-ai-2021	1455	18	competitions	competition	NNS
stanford-ai-2021	1455	19	.	.	.
stanford-ai-2021	1456	1	The	the	DT
stanford-ai-2021	1456	2	Shapley	Shapley	NNP
stanford-ai-2021	1456	3	value	value	NN
stanford-ai-2021	1456	4	is	be	VBZ
stanford-ai-2021	1456	5	a	a	DT
stanford-ai-2021	1456	6	concept	concept	NN
stanford-ai-2021	1456	7	from	from	IN
stanford-ai-2021	1456	8	cooperative	cooperative	JJ
stanford-ai-2021	1456	9	game	game	NN
stanford-ai-2021	1456	10	theory	theory	NN
stanford-ai-2021	1456	11	that	that	WDT
stanford-ai-2021	1456	12	assigns	assign	VBZ
stanford-ai-2021	1456	13	a	a	DT
stanford-ai-2021	1456	14	contribution	contribution	NN
stanford-ai-2021	1456	15	to	to	IN
stanford-ai-2021	1456	16	the	the	DT
stanford-ai-2021	1456	17	total	total	JJ
stanford-ai-2021	1456	18	value	value	NN
stanford-ai-2021	1456	19	that	that	WDT
stanford-ai-2021	1456	20	a	a	DT
stanford-ai-2021	1456	21	coalition	coalition	NN
stanford-ai-2021	1456	22	generates	generate	VBZ
stanford-ai-2021	1456	23	to	to	IN
stanford-ai-2021	1456	24	each	each	DT
stanford-ai-2021	1456	25	player	player	NN
stanford-ai-2021	1456	26	.	.	.
stanford-ai-2021	1457	1	It	-PRON-	PRP
stanford-ai-2021	1457	2	quantifies	quantify	VBZ
stanford-ai-2021	1457	3	how	how	WRB
stanford-ai-2021	1457	4	important	important	JJ
stanford-ai-2021	1457	5	each	each	DT
stanford-ai-2021	1457	6	player	player	NN
stanford-ai-2021	1457	7	is	be	VBZ
stanford-ai-2021	1457	8	for	for	IN
stanford-ai-2021	1457	9	the	the	DT
stanford-ai-2021	1457	10	coalition	coalition	NN
stanford-ai-2021	1457	11	and	and	CC
stanford-ai-2021	1457	12	has	have	VBZ
stanford-ai-2021	1457	13	several	several	JJ
stanford-ai-2021	1457	14	desirable	desirable	JJ
stanford-ai-2021	1457	15	properties	property	NNS
stanford-ai-2021	1457	16	that	that	WDT
stanford-ai-2021	1457	17	make	make	VBP
stanford-ai-2021	1457	18	the	the	DT
stanford-ai-2021	1457	19	distribution	distribution	NN
stanford-ai-2021	1457	20	of	of	IN
stanford-ai-2021	1457	21	the	the	DT
stanford-ai-2021	1457	22	total	total	JJ
stanford-ai-2021	1457	23	value	value	NN
stanford-ai-2021	1457	24	to	to	IN
stanford-ai-2021	1457	25	the	the	DT
stanford-ai-2021	1457	26	individual	individual	JJ
stanford-ai-2021	1457	27	players	player	NNS
stanford-ai-2021	1457	28	fair	fair	JJ
stanford-ai-2021	1457	29	.	.	.
stanford-ai-2021	1458	1	For	for	IN
stanford-ai-2021	1458	2	example	example	NN
stanford-ai-2021	1458	3	,	,	,
stanford-ai-2021	1458	4	C	c	NN
stanford-ai-2021	1458	5	H	h	NN
stanford-ai-2021	1458	6	A	a	NN
stanford-ai-2021	1458	7	P	p	NN
stanford-ai-2021	1458	8	T	t	NN
stanford-ai-2021	1458	9	E	e	NN
stanford-ai-2021	1458	10	R	r	NN
stanford-ai-2021	1458	11	2	2	CD
stanford-ai-2021	1458	12	:	:	:
stanford-ai-2021	1458	13	T	t	NN
stanford-ai-2021	1458	14	E	e	NN
stanford-ai-2021	1458	15	C	c	NN
stanford-ai-2021	1458	16	H	h	NN
stanford-ai-2021	1458	17	N	n	NN
stanford-ai-2021	1458	18	I	i	NN
stanford-ai-2021	1458	19	C	c	NN
stanford-ai-2021	1458	20	A	a	NN
stanford-ai-2021	1458	21	L	l	NN
stanford-ai-2021	1458	22	P	p	NN
stanford-ai-2021	1458	23	E	e	NN
stanford-ai-2021	1458	24	R	r	NN
stanford-ai-2021	1458	25	F	f	NN
stanford-ai-2021	1458	26	O	o	NN
stanford-ai-2021	1458	27	R	r	NN
stanford-ai-2021	1458	28	M	m	NN
stanford-ai-2021	1458	29	A	a	NN
stanford-ai-2021	1458	30	N	n	NN
stanford-ai-2021	1458	31	C	c	NN
stanford-ai-2021	1458	32	E	e	NN
stanford-ai-2021	1458	33	A	a	NN
stanford-ai-2021	1458	34	P	p	NN
stanford-ai-2021	1458	35	P	p	NN
stanford-ai-2021	1458	36	E	e	NN
stanford-ai-2021	1458	37	N	n	NN
stanford-ai-2021	1458	38	D	d	NN
stanford-ai-2021	1458	39	I	i	NN
stanford-ai-2021	1458	40	X	x	NN
stanford-ai-2021	1458	41	https://www.robots.ox.ac.uk/~vgg/data/voxceleb/	https://www.robots.ox.ac.uk/~vgg/data/voxceleb/	NNP
stanford-ai-2021	1458	42	http://www.robots.ox.ac.uk/~vgg/publications/2017/Nagrani17/nagrani17.pdf	http://www.robots.ox.ac.uk/~vgg/publications/2017/Nagrani17/nagrani17.pdf	NNP
stanford-ai-2021	1458	43	http://www.robots.ox.ac.uk/~vgg/publications/2018/Chung18a/chung18a.pdf	http://www.robots.ox.ac.uk/~vgg/publications/2018/Chung18a/chung18a.pdf	NNP
stanford-ai-2021	1458	44	https://www.robots.ox.ac.uk/~vgg/publications/2019/Nagrani19/nagrani19.pdf	https://www.robots.ox.ac.uk/~vgg/publications/2019/Nagrani19/nagrani19.pdf	NNP
stanford-ai-2021	1458	45	https://arxiv.org/pdf/2011.02882.pdf	https://arxiv.org/pdf/2011.02882.pdf	NNP
stanford-ai-2021	1458	46	https://arxiv.org/pdf/2011.02882.pdf	https://arxiv.org/pdf/2011.02882.pdf	NNP
stanford-ai-2021	1458	47	http://www.satcompetition.org/	http://www.satcompetition.org/	NN
stanford-ai-2021	1458	48	TA	TA	NNP
stanford-ai-2021	1458	49	B	B	NNP
stanford-ai-2021	1458	50	L	l	NN
stanford-ai-2021	1458	51	E	e	NN
stanford-ai-2021	1458	52	O	o	NN
stanford-ai-2021	1458	53	F	f	NN
stanford-ai-2021	1458	54	C	c	NN
stanford-ai-2021	1458	55	O	o	NN
stanford-ai-2021	1458	56	N	n	NN
stanford-ai-2021	1458	57	T	t	NN
stanford-ai-2021	1458	58	E	e	NN
stanford-ai-2021	1458	59	N	n	NN
stanford-ai-2021	1458	60	T	t	NN
stanford-ai-2021	1458	61	S	s	NN
stanford-ai-2021	1458	62	2	2	CD
stanford-ai-2021	1458	63	01A	01a	NN
stanford-ai-2021	1458	64	P	p	NN
stanford-ai-2021	1458	65	P	p	NN
stanford-ai-2021	1458	66	E	e	NN
stanford-ai-2021	1458	67	N	n	NN
stanford-ai-2021	1458	68	D	d	NN
stanford-ai-2021	1458	69	I	i	NN
stanford-ai-2021	1458	70	X	X	NNP
stanford-ai-2021	1458	71	Artificial	Artificial	NNP
stanford-ai-2021	1458	72	Intelligence	Intelligence	NNP
stanford-ai-2021	1458	73	Index	Index	NNP
stanford-ai-2021	1458	74	Report	Report	NNP
stanford-ai-2021	1458	75	2021	2021	CD
stanford-ai-2021	1458	76	the	the	DT
stanford-ai-2021	1458	77	Shapley	Shapley	NNP
stanford-ai-2021	1458	78	value	value	NN
stanford-ai-2021	1458	79	is	be	VBZ
stanford-ai-2021	1458	80	used	use	VBN
stanford-ai-2021	1458	81	to	to	TO
stanford-ai-2021	1458	82	distribute	distribute	VB
stanford-ai-2021	1458	83	airport	airport	NN
stanford-ai-2021	1458	84	costs	cost	NNS
stanford-ai-2021	1458	85	to	to	IN
stanford-ai-2021	1458	86	its	-PRON-	PRP$
stanford-ai-2021	1458	87	users	user	NNS
stanford-ai-2021	1458	88	,	,	,
stanford-ai-2021	1458	89	allocate	allocate	VB
stanford-ai-2021	1458	90	funds	fund	NNS
stanford-ai-2021	1458	91	to	to	IN
stanford-ai-2021	1458	92	different	different	JJ
stanford-ai-2021	1458	93	marketing	marketing	NN
stanford-ai-2021	1458	94	campaigns	campaign	NNS
stanford-ai-2021	1458	95	,	,	,
stanford-ai-2021	1458	96	and	and	CC
stanford-ai-2021	1458	97	in	in	IN
stanford-ai-2021	1458	98	machine	machine	NN
stanford-ai-2021	1458	99	learning	learning	NN
stanford-ai-2021	1458	100	,	,	,
stanford-ai-2021	1458	101	where	where	WRB
stanford-ai-2021	1458	102	it	-PRON-	PRP
stanford-ai-2021	1458	103	helps	help	VBZ
stanford-ai-2021	1458	104	render	render	VB
stanford-ai-2021	1458	105	complex	complex	JJ
stanford-ai-2021	1458	106	black	black	JJ
stanford-ai-2021	1458	107	-	-	HYPH
stanford-ai-2021	1458	108	box	box	NN
stanford-ai-2021	1458	109	models	model	NNS
stanford-ai-2021	1458	110	more	more	RBR
stanford-ai-2021	1458	111	explainable	explainable	JJ
stanford-ai-2021	1458	112	.	.	.
stanford-ai-2021	1459	1	In	in	IN
stanford-ai-2021	1459	2	our	-PRON-	PRP$
stanford-ai-2021	1459	3	context	context	NN
stanford-ai-2021	1459	4	,	,	,
stanford-ai-2021	1459	5	it	-PRON-	PRP
stanford-ai-2021	1459	6	quantifies	quantify	VBZ
stanford-ai-2021	1459	7	the	the	DT
stanford-ai-2021	1459	8	contribution	contribution	NN
stanford-ai-2021	1459	9	of	of	IN
stanford-ai-2021	1459	10	a	a	DT
stanford-ai-2021	1459	11	solver	solver	NN
stanford-ai-2021	1459	12	to	to	IN
stanford-ai-2021	1459	13	the	the	DT
stanford-ai-2021	1459	14	state	state	NN
stanford-ai-2021	1459	15	-	-	HYPH
stanford-ai-2021	1459	16	of	of	IN
stanford-ai-2021	1459	17	-	-	HYPH
stanford-ai-2021	1459	18	the	the	DT
stanford-ai-2021	1459	19	-	-	HYPH
stanford-ai-2021	1459	20	art	art	NN
stanford-ai-2021	1459	21	through	through	IN
stanford-ai-2021	1459	22	the	the	DT
stanford-ai-2021	1459	23	average	average	JJ
stanford-ai-2021	1459	24	performance	performance	NN
stanford-ai-2021	1459	25	improvement	improvement	NN
stanford-ai-2021	1459	26	it	-PRON-	PRP
stanford-ai-2021	1459	27	provides	provide	VBZ
stanford-ai-2021	1459	28	over	over	IN
stanford-ai-2021	1459	29	a	a	DT
stanford-ai-2021	1459	30	set	set	NN
stanford-ai-2021	1459	31	of	of	IN
stanford-ai-2021	1459	32	other	other	JJ
stanford-ai-2021	1459	33	solvers	solver	NNS
stanford-ai-2021	1459	34	and	and	CC
stanford-ai-2021	1459	35	over	over	IN
stanford-ai-2021	1459	36	all	all	DT
stanford-ai-2021	1459	37	subsets	subset	NNS
stanford-ai-2021	1459	38	of	of	IN
stanford-ai-2021	1459	39	solvers	solver	NNS
stanford-ai-2021	1459	40	(	(	-LRB-
stanford-ai-2021	1459	41	Fréchette	Fréchette	NNP
stanford-ai-2021	1459	42	et	et	FW
stanford-ai-2021	1459	43	al	al	NNP
stanford-ai-2021	1459	44	.	.	.
stanford-ai-2021	1460	1	(	(	-LRB-
stanford-ai-2021	1460	2	2016	2016	CD
stanford-ai-2021	1460	3	)	)	-RRB-
stanford-ai-2021	1460	4	)	)	-RRB-
stanford-ai-2021	1460	5	.	.	.
stanford-ai-2021	1461	1	For	for	IN
stanford-ai-2021	1461	2	a	a	DT
stanford-ai-2021	1461	3	given	give	VBN
stanford-ai-2021	1461	4	set	set	NN
stanford-ai-2021	1461	5	of	of	IN
stanford-ai-2021	1461	6	solvers	solver	NNS
stanford-ai-2021	1461	7	,	,	,
stanford-ai-2021	1461	8	we	-PRON-	PRP
stanford-ai-2021	1461	9	choose	choose	VBP
stanford-ai-2021	1461	10	the	the	DT
stanford-ai-2021	1461	11	respective	respective	JJ
stanford-ai-2021	1461	12	best	good	JJS
stanford-ai-2021	1461	13	for	for	IN
stanford-ai-2021	1461	14	each	each	DT
stanford-ai-2021	1461	15	instance	instance	NN
stanford-ai-2021	1461	16	to	to	TO
stanford-ai-2021	1461	17	solve	solve	VB
stanford-ai-2021	1461	18	.	.	.
stanford-ai-2021	1462	1	By	by	IN
stanford-ai-2021	1462	2	including	include	VBG
stanford-ai-2021	1462	3	another	another	DT
stanford-ai-2021	1462	4	solver	solver	NN
stanford-ai-2021	1462	5	and	and	CC
stanford-ai-2021	1462	6	being	be	VBG
stanford-ai-2021	1462	7	able	able	JJ
stanford-ai-2021	1462	8	to	to	TO
stanford-ai-2021	1462	9	choose	choose	VB
stanford-ai-2021	1462	10	it	-PRON-	PRP
stanford-ai-2021	1462	11	,	,	,
stanford-ai-2021	1462	12	overall	overall	RB
stanford-ai-2021	1462	13	solving	solve	VBG
stanford-ai-2021	1462	14	performance	performance	NN
stanford-ai-2021	1462	15	improves	improve	VBZ
stanford-ai-2021	1462	16	,	,	,
stanford-ai-2021	1462	17	with	with	IN
stanford-ai-2021	1462	18	the	the	DT
stanford-ai-2021	1462	19	difference	difference	NN
stanford-ai-2021	1462	20	to	to	IN
stanford-ai-2021	1462	21	the	the	DT
stanford-ai-2021	1462	22	original	original	JJ
stanford-ai-2021	1462	23	set	set	NN
stanford-ai-2021	1462	24	of	of	IN
stanford-ai-2021	1462	25	solvers	solver	NNS
stanford-ai-2021	1462	26	being	be	VBG
stanford-ai-2021	1462	27	the	the	DT
stanford-ai-2021	1462	28	marginal	marginal	JJ
stanford-ai-2021	1462	29	contribution	contribution	NN
stanford-ai-2021	1462	30	of	of	IN
stanford-ai-2021	1462	31	the	the	DT
stanford-ai-2021	1462	32	added	add	VBN
stanford-ai-2021	1462	33	solver	solver	NN
stanford-ai-2021	1462	34	.	.	.
stanford-ai-2021	1463	1	The	the	DT
stanford-ai-2021	1463	2	average	average	JJ
stanford-ai-2021	1463	3	marginal	marginal	JJ
stanford-ai-2021	1463	4	contribution	contribution	NN
stanford-ai-2021	1463	5	to	to	IN
stanford-ai-2021	1463	6	all	all	DT
stanford-ai-2021	1463	7	sets	set	NNS
stanford-ai-2021	1463	8	of	of	IN
stanford-ai-2021	1463	9	solvers	solver	NNS
stanford-ai-2021	1463	10	is	be	VBZ
stanford-ai-2021	1463	11	the	the	DT
stanford-ai-2021	1463	12	Shapley	Shapley	NNP
stanford-ai-2021	1463	13	value	value	NN
stanford-ai-2021	1463	14	.	.	.
stanford-ai-2021	1464	1	Quantifying	quantify	VBG
stanford-ai-2021	1464	2	the	the	DT
stanford-ai-2021	1464	3	contribution	contribution	NN
stanford-ai-2021	1464	4	of	of	IN
stanford-ai-2021	1464	5	a	a	DT
stanford-ai-2021	1464	6	solver	solver	NN
stanford-ai-2021	1464	7	through	through	IN
stanford-ai-2021	1464	8	the	the	DT
stanford-ai-2021	1464	9	Shapley	Shapley	NNP
stanford-ai-2021	1464	10	value	value	NN
stanford-ai-2021	1464	11	compares	compare	VBZ
stanford-ai-2021	1464	12	solvers	solver	NNS
stanford-ai-2021	1464	13	from	from	IN
stanford-ai-2021	1464	14	earlier	early	JJR
stanford-ai-2021	1464	15	competitions	competition	NNS
stanford-ai-2021	1464	16	to	to	IN
stanford-ai-2021	1464	17	solvers	solver	NNS
stanford-ai-2021	1464	18	in	in	IN
stanford-ai-2021	1464	19	later	later	JJ
stanford-ai-2021	1464	20	competitions	competition	NNS
stanford-ai-2021	1464	21	.	.	.
stanford-ai-2021	1465	1	This	this	DT
stanford-ai-2021	1465	2	is	be	VBZ
stanford-ai-2021	1465	3	often	often	RB
stanford-ai-2021	1465	4	not	not	RB
stanford-ai-2021	1465	5	a	a	DT
stanford-ai-2021	1465	6	fair	fair	JJ
stanford-ai-2021	1465	7	comparison	comparison	NN
stanford-ai-2021	1465	8	,	,	,
stanford-ai-2021	1465	9	as	as	IN
stanford-ai-2021	1465	10	later	later	JJ
stanford-ai-2021	1465	11	solvers	solver	NNS
stanford-ai-2021	1465	12	are	be	VBP
stanford-ai-2021	1465	13	often	often	RB
stanford-ai-2021	1465	14	improved	improve	VBN
stanford-ai-2021	1465	15	versions	version	NNS
stanford-ai-2021	1465	16	of	of	IN
stanford-ai-2021	1465	17	earlier	early	JJR
stanford-ai-2021	1465	18	solvers	solver	NNS
stanford-ai-2021	1465	19	,	,	,
stanford-ai-2021	1465	20	and	and	CC
stanford-ai-2021	1465	21	the	the	DT
stanford-ai-2021	1465	22	contribution	contribution	NN
stanford-ai-2021	1465	23	of	of	IN
stanford-ai-2021	1465	24	the	the	DT
stanford-ai-2021	1465	25	solver	solver	NN
stanford-ai-2021	1465	26	to	to	IN
stanford-ai-2021	1465	27	the	the	DT
stanford-ai-2021	1465	28	future	future	JJ
stanford-ai-2021	1465	29	state	state	NN
stanford-ai-2021	1465	30	-	-	HYPH
stanford-ai-2021	1465	31	of	of	IN
stanford-ai-2021	1465	32	-	-	HYPH
stanford-ai-2021	1465	33	the	the	DT
stanford-ai-2021	1465	34	-	-	HYPH
stanford-ai-2021	1465	35	art	art	NN
stanford-ai-2021	1465	36	will	will	MD
stanford-ai-2021	1465	37	always	always	RB
stanford-ai-2021	1465	38	be	be	VB
stanford-ai-2021	1465	39	low	low	JJ
stanford-ai-2021	1465	40	.	.	.
stanford-ai-2021	1466	1	The	the	DT
stanford-ai-2021	1466	2	temporal	temporal	JJ
stanford-ai-2021	1466	3	Shapley	Shapley	NNP
stanford-ai-2021	1466	4	value	value	NN
stanford-ai-2021	1466	5	(	(	-LRB-
stanford-ai-2021	1466	6	Kotthoff	Kotthoff	NNP
stanford-ai-2021	1466	7	et	et	NNP
stanford-ai-2021	1466	8	al	al	NNP
stanford-ai-2021	1466	9	.	.	.
stanford-ai-2021	1467	1	(	(	-LRB-
stanford-ai-2021	1467	2	2018	2018	CD
stanford-ai-2021	1467	3	)	)	-RRB-
stanford-ai-2021	1467	4	)	)	-RRB-
stanford-ai-2021	1467	5	solves	solve	VBZ
stanford-ai-2021	1467	6	this	this	DT
stanford-ai-2021	1467	7	problem	problem	NN
stanford-ai-2021	1467	8	by	by	IN
stanford-ai-2021	1467	9	considering	consider	VBG
stanford-ai-2021	1467	10	the	the	DT
stanford-ai-2021	1467	11	time	time	NN
stanford-ai-2021	1467	12	a	a	DT
stanford-ai-2021	1467	13	particular	particular	JJ
stanford-ai-2021	1467	14	solver	solver	NN
stanford-ai-2021	1467	15	was	be	VBD
stanford-ai-2021	1467	16	introduced	introduce	VBN
stanford-ai-2021	1467	17	when	when	WRB
stanford-ai-2021	1467	18	quantifying	quantify	VBG
stanford-ai-2021	1467	19	its	-PRON-	PRP$
stanford-ai-2021	1467	20	contribution	contribution	NN
stanford-ai-2021	1467	21	to	to	IN
stanford-ai-2021	1467	22	the	the	DT
stanford-ai-2021	1467	23	state	state	NN
stanford-ai-2021	1467	24	-	-	HYPH
stanford-ai-2021	1467	25	of	of	IN
stanford-ai-2021	1467	26	-	-	HYPH
stanford-ai-2021	1467	27	the	the	DT
stanford-ai-2021	1467	28	-	-	HYPH
stanford-ai-2021	1467	29	art	art	NN
stanford-ai-2021	1467	30	.	.	.
stanford-ai-2021	1468	1	A	a	DT
stanford-ai-2021	1468	2	U	u	NN
stanford-ai-2021	1468	3	T	t	NN
stanford-ai-2021	1468	4	O	o	NN
stanford-ai-2021	1468	5	M	m	NN
stanford-ai-2021	1468	6	AT	at	NN
stanford-ai-2021	1468	7	E	e	NN
stanford-ai-2021	1468	8	D	d	NN
stanford-ai-2021	1468	9	T	t	NN
stanford-ai-2021	1468	10	H	h	NN
stanford-ai-2021	1468	11	E	e	NN
stanford-ai-2021	1468	12	O	o	NN
stanford-ai-2021	1468	13	R	r	NN
stanford-ai-2021	1468	14	E	e	NN
stanford-ai-2021	1468	15	M	m	NN
stanford-ai-2021	1468	16	P	p	NN
stanford-ai-2021	1468	17	R	r	NN
stanford-ai-2021	1468	18	O	o	NN
stanford-ai-2021	1468	19	V	v	NN
stanford-ai-2021	1468	20	I	i	NN
stanford-ai-2021	1468	21	N	n	NN
stanford-ai-2021	1468	22	G	g	NN
stanford-ai-2021	1468	23	Analysis	analysis	NN
stanford-ai-2021	1468	24	and	and	CC
stanford-ai-2021	1468	25	text	text	NN
stanford-ai-2021	1468	26	by	by	IN
stanford-ai-2021	1468	27	Geoff	Geoff	NNP
stanford-ai-2021	1468	28	Sutcliffe	Sutcliffe	NNP
stanford-ai-2021	1468	29	,	,	,
stanford-ai-2021	1468	30	Christian	Christian	NNP
stanford-ai-2021	1468	31	Suttner	Suttner	NNP
stanford-ai-2021	1468	32	,	,	,
stanford-ai-2021	1468	33	and	and	CC
stanford-ai-2021	1468	34	Raymond	Raymond	NNP
stanford-ai-2021	1468	35	Perrault	Perrault	NNP
stanford-ai-2021	1468	36	1	1	CD
stanford-ai-2021	1468	37	.	.	.
stanford-ai-2021	1469	1	Motivation	Motivation	NNP
stanford-ai-2021	1469	2	Automated	Automated	NNP
stanford-ai-2021	1469	3	Theorem	Theorem	NNP
stanford-ai-2021	1469	4	Proving	Proving	NNP
stanford-ai-2021	1469	5	(	(	-LRB-
stanford-ai-2021	1469	6	ATP	ATP	NNP
stanford-ai-2021	1469	7	)	)	-RRB-
stanford-ai-2021	1469	8	(	(	-LRB-
stanford-ai-2021	1469	9	also	also	RB
stanford-ai-2021	1469	10	referred	refer	VBN
stanford-ai-2021	1469	11	to	to	IN
stanford-ai-2021	1469	12	as	as	IN
stanford-ai-2021	1469	13	Automated	Automated	NNP
stanford-ai-2021	1469	14	Deduction	Deduction	NNP
stanford-ai-2021	1469	15	)	)	-RRB-
stanford-ai-2021	1469	16	is	be	VBZ
stanford-ai-2021	1469	17	a	a	DT
stanford-ai-2021	1469	18	subfield	subfield	NN
stanford-ai-2021	1469	19	of	of	IN
stanford-ai-2021	1469	20	automated	automate	VBN
stanford-ai-2021	1469	21	reasoning	reasoning	NN
stanford-ai-2021	1469	22	,	,	,
stanford-ai-2021	1469	23	concerned	concern	VBN
stanford-ai-2021	1469	24	with	with	IN
stanford-ai-2021	1469	25	the	the	DT
stanford-ai-2021	1469	26	development	development	NN
stanford-ai-2021	1469	27	and	and	CC
stanford-ai-2021	1469	28	use	use	NN
stanford-ai-2021	1469	29	of	of	IN
stanford-ai-2021	1469	30	systems	system	NNS
stanford-ai-2021	1469	31	that	that	WDT
stanford-ai-2021	1469	32	automate	automate	VBP
stanford-ai-2021	1469	33	sound	sound	NN
stanford-ai-2021	1469	34	reasoning	reasoning	NN
stanford-ai-2021	1469	35	:	:	:
stanford-ai-2021	1469	36	the	the	DT
stanford-ai-2021	1469	37	derivation	derivation	NN
stanford-ai-2021	1469	38	of	of	IN
stanford-ai-2021	1469	39	conclusions	conclusion	NNS
stanford-ai-2021	1469	40	that	that	WDT
stanford-ai-2021	1469	41	follow	follow	VBP
stanford-ai-2021	1469	42	inevitably	inevitably	RB
stanford-ai-2021	1469	43	from	from	IN
stanford-ai-2021	1469	44	facts	fact	NNS
stanford-ai-2021	1469	45	.	.	.
stanford-ai-2021	1470	1	ATP	atp	NN
stanford-ai-2021	1470	2	systems	system	NNS
stanford-ai-2021	1470	3	are	be	VBP
stanford-ai-2021	1470	4	at	at	IN
stanford-ai-2021	1470	5	the	the	DT
stanford-ai-2021	1470	6	heart	heart	NN
stanford-ai-2021	1470	7	of	of	IN
stanford-ai-2021	1470	8	many	many	JJ
stanford-ai-2021	1470	9	computational	computational	JJ
stanford-ai-2021	1470	10	tasks	task	NNS
stanford-ai-2021	1470	11	and	and	CC
stanford-ai-2021	1470	12	are	be	VBP
stanford-ai-2021	1470	13	used	use	VBN
stanford-ai-2021	1470	14	commercially	commercially	RB
stanford-ai-2021	1470	15	,	,	,
stanford-ai-2021	1470	16	e.g.	e.g.	RB
stanford-ai-2021	1470	17	,	,	,
stanford-ai-2021	1470	18	for	for	IN
stanford-ai-2021	1470	19	integrated	integrate	VBN
stanford-ai-2021	1470	20	circuit	circuit	NN
stanford-ai-2021	1470	21	design	design	NN
stanford-ai-2021	1470	22	and	and	CC
stanford-ai-2021	1470	23	computer	computer	NN
stanford-ai-2021	1470	24	program	program	NN
stanford-ai-2021	1470	25	verification	verification	NN
stanford-ai-2021	1470	26	.	.	.
stanford-ai-2021	1471	1	ATP	atp	NN
stanford-ai-2021	1471	2	problems	problem	NNS
stanford-ai-2021	1471	3	are	be	VBP
stanford-ai-2021	1471	4	typically	typically	RB
stanford-ai-2021	1471	5	solved	solve	VBN
stanford-ai-2021	1471	6	by	by	IN
stanford-ai-2021	1471	7	showing	show	VBG
stanford-ai-2021	1471	8	that	that	IN
stanford-ai-2021	1471	9	a	a	DT
stanford-ai-2021	1471	10	conjecture	conjecture	NN
stanford-ai-2021	1471	11	is	be	VBZ
stanford-ai-2021	1471	12	or	or	CC
stanford-ai-2021	1471	13	is	be	VBZ
stanford-ai-2021	1471	14	not	not	RB
stanford-ai-2021	1471	15	a	a	DT
stanford-ai-2021	1471	16	logical	logical	JJ
stanford-ai-2021	1471	17	consequence	consequence	NN
stanford-ai-2021	1471	18	of	of	IN
stanford-ai-2021	1471	19	a	a	DT
stanford-ai-2021	1471	20	set	set	NN
stanford-ai-2021	1471	21	of	of	IN
stanford-ai-2021	1471	22	axioms	axiom	NNS
stanford-ai-2021	1471	23	.	.	.
stanford-ai-2021	1472	1	ATP	atp	NN
stanford-ai-2021	1472	2	problems	problem	NNS
stanford-ai-2021	1472	3	are	be	VBP
stanford-ai-2021	1472	4	encoded	encode	VBN
stanford-ai-2021	1472	5	in	in	IN
stanford-ai-2021	1472	6	a	a	DT
stanford-ai-2021	1472	7	chosen	choose	VBN
stanford-ai-2021	1472	8	logic	logic	NN
stanford-ai-2021	1472	9	,	,	,
stanford-ai-2021	1472	10	and	and	CC
stanford-ai-2021	1472	11	an	an	DT
stanford-ai-2021	1472	12	ATP	atp	NN
stanford-ai-2021	1472	13	system	system	NN
stanford-ai-2021	1472	14	for	for	IN
stanford-ai-2021	1472	15	that	that	DT
stanford-ai-2021	1472	16	logic	logic	NN
stanford-ai-2021	1472	17	is	be	VBZ
stanford-ai-2021	1472	18	used	use	VBN
stanford-ai-2021	1472	19	to	to	IN
stanford-ai-2021	1472	20	(	(	-LRB-
stanford-ai-2021	1472	21	attempt	attempt	NN
stanford-ai-2021	1472	22	to	to	TO
stanford-ai-2021	1472	23	)	)	-RRB-
stanford-ai-2021	1472	24	solve	solve	VB
stanford-ai-2021	1472	25	the	the	DT
stanford-ai-2021	1472	26	problem	problem	NN
stanford-ai-2021	1472	27	.	.	.
stanford-ai-2021	1473	1	A	a	DT
stanford-ai-2021	1473	2	key	key	JJ
stanford-ai-2021	1473	3	concern	concern	NN
stanford-ai-2021	1473	4	of	of	IN
stanford-ai-2021	1473	5	ATP	atp	NN
stanford-ai-2021	1473	6	research	research	NN
stanford-ai-2021	1473	7	is	be	VBZ
stanford-ai-2021	1473	8	the	the	DT
stanford-ai-2021	1473	9	development	development	NN
stanford-ai-2021	1473	10	of	of	IN
stanford-ai-2021	1473	11	more	more	RBR
stanford-ai-2021	1473	12	powerful	powerful	JJ
stanford-ai-2021	1473	13	systems	system	NNS
stanford-ai-2021	1473	14	,	,	,
stanford-ai-2021	1473	15	capable	capable	JJ
stanford-ai-2021	1473	16	of	of	IN
stanford-ai-2021	1473	17	solving	solve	VBG
stanford-ai-2021	1473	18	more	more	RBR
stanford-ai-2021	1473	19	difficult	difficult	JJ
stanford-ai-2021	1473	20	problems	problem	NNS
stanford-ai-2021	1473	21	within	within	IN
stanford-ai-2021	1473	22	the	the	DT
stanford-ai-2021	1473	23	same	same	JJ
stanford-ai-2021	1473	24	resource	resource	NN
stanford-ai-2021	1473	25	limits	limit	NNS
stanford-ai-2021	1473	26	.	.	.
stanford-ai-2021	1474	1	In	in	IN
stanford-ai-2021	1474	2	order	order	NN
stanford-ai-2021	1474	3	to	to	TO
stanford-ai-2021	1474	4	assess	assess	VB
stanford-ai-2021	1474	5	the	the	DT
stanford-ai-2021	1474	6	merits	merit	NNS
stanford-ai-2021	1474	7	of	of	IN
stanford-ai-2021	1474	8	new	new	JJ
stanford-ai-2021	1474	9	techniques	technique	NNS
stanford-ai-2021	1474	10	,	,	,
stanford-ai-2021	1474	11	sound	sound	VBP
stanford-ai-2021	1474	12	empirical	empirical	JJ
stanford-ai-2021	1474	13	evaluations	evaluation	NNS
stanford-ai-2021	1474	14	of	of	IN
stanford-ai-2021	1474	15	ATP	atp	NN
stanford-ai-2021	1474	16	systems	system	NNS
stanford-ai-2021	1474	17	are	be	VBP
stanford-ai-2021	1474	18	key	key	JJ
stanford-ai-2021	1474	19	.	.	.
stanford-ai-2021	1475	1	2	2	LS
stanford-ai-2021	1475	2	.	.	.
stanford-ai-2021	1476	1	Analysis	analysis	NN
stanford-ai-2021	1476	2	For	for	IN
stanford-ai-2021	1476	3	the	the	DT
stanford-ai-2021	1476	4	evaluation	evaluation	NN
stanford-ai-2021	1476	5	of	of	IN
stanford-ai-2021	1476	6	ATP	atp	NN
stanford-ai-2021	1476	7	systems	system	NNS
stanford-ai-2021	1476	8	,	,	,
stanford-ai-2021	1476	9	there	there	EX
stanford-ai-2021	1476	10	exists	exist	VBZ
stanford-ai-2021	1476	11	a	a	DT
stanford-ai-2021	1476	12	large	large	JJ
stanford-ai-2021	1476	13	and	and	CC
stanford-ai-2021	1476	14	growing	grow	VBG
stanford-ai-2021	1476	15	collection	collection	NN
stanford-ai-2021	1476	16	of	of	IN
stanford-ai-2021	1476	17	problems	problem	NNS
stanford-ai-2021	1476	18	called	call	VBD
stanford-ai-2021	1476	19	the	the	DT
stanford-ai-2021	1476	20	TPTP	TPTP	NNP
stanford-ai-2021	1476	21	problem	problem	NN
stanford-ai-2021	1476	22	library	library	NN
stanford-ai-2021	1476	23	.	.	.
stanford-ai-2021	1477	1	The	the	DT
stanford-ai-2021	1477	2	current	current	JJ
stanford-ai-2021	1477	3	release	release	NN
stanford-ai-2021	1477	4	v7.4.0	v7.4.0	NNP
stanford-ai-2021	1477	5	(	(	-LRB-
stanford-ai-2021	1477	6	released	release	VBN
stanford-ai-2021	1477	7	June	June	NNP
stanford-ai-2021	1477	8	10	10	CD
stanford-ai-2021	1477	9	,	,	,
stanford-ai-2021	1477	10	2020	2020	CD
stanford-ai-2021	1477	11	)	)	-RRB-
stanford-ai-2021	1477	12	contains	contain	VBZ
stanford-ai-2021	1477	13	23,291	23,291	CD
stanford-ai-2021	1477	14	ATP	ATP	NNP
stanford-ai-2021	1477	15	problems	problem	NNS
stanford-ai-2021	1477	16	,	,	,
stanford-ai-2021	1477	17	structured	structure	VBN
stanford-ai-2021	1477	18	into	into	IN
stanford-ai-2021	1477	19	54	54	CD
stanford-ai-2021	1477	20	topic	topic	NN
stanford-ai-2021	1477	21	domains	domain	NNS
stanford-ai-2021	1477	22	(	(	-LRB-
stanford-ai-2021	1477	23	e.g.	e.g.	RB
stanford-ai-2021	1477	24	,	,	,
stanford-ai-2021	1477	25	Set	Set	NNP
stanford-ai-2021	1477	26	Theory	Theory	NNP
stanford-ai-2021	1477	27	,	,	,
stanford-ai-2021	1477	28	Software	Software	NNP
stanford-ai-2021	1477	29	Verification	Verification	NNP
stanford-ai-2021	1477	30	,	,	,
stanford-ai-2021	1477	31	Philosophy	Philosophy	NNP
stanford-ai-2021	1477	32	,	,	,
stanford-ai-2021	1477	33	etc	etc	FW
stanford-ai-2021	1477	34	.	.	.
stanford-ai-2021	1477	35	)	)	-RRB-
stanford-ai-2021	1477	36	.	.	.
stanford-ai-2021	1478	1	Orthogonally	orthogonally	RB
stanford-ai-2021	1478	2	,	,	,
stanford-ai-2021	1478	3	the	the	DT
stanford-ai-2021	1478	4	TPTP	TPTP	NNP
stanford-ai-2021	1478	5	is	be	VBZ
stanford-ai-2021	1478	6	divided	divide	VBN
stanford-ai-2021	1478	7	into	into	IN
stanford-ai-2021	1478	8	Specialist	Specialist	NNP
stanford-ai-2021	1478	9	Problem	Problem	NNP
stanford-ai-2021	1478	10	Classes	Classes	NNPS
stanford-ai-2021	1478	11	(	(	-LRB-
stanford-ai-2021	1478	12	SPCs	SPCs	NNPS
stanford-ai-2021	1478	13	)	)	-RRB-
stanford-ai-2021	1478	14	,	,	,
stanford-ai-2021	1478	15	each	each	DT
stanford-ai-2021	1478	16	of	of	IN
stanford-ai-2021	1478	17	which	which	WDT
stanford-ai-2021	1478	18	contains	contain	VBZ
stanford-ai-2021	1478	19	problems	problem	NNS
stanford-ai-2021	1478	20	with	with	IN
stanford-ai-2021	1478	21	a	a	DT
stanford-ai-2021	1478	22	specified	specified	JJ
stanford-ai-2021	1478	23	set	set	NN
stanford-ai-2021	1478	24	of	of	IN
stanford-ai-2021	1478	25	logical	logical	JJ
stanford-ai-2021	1478	26	,	,	,
stanford-ai-2021	1478	27	language	language	NN
stanford-ai-2021	1478	28	,	,	,
stanford-ai-2021	1478	29	and	and	CC
stanford-ai-2021	1478	30	syntactic	syntactic	JJ
stanford-ai-2021	1478	31	characteristics	characteristic	NNS
stanford-ai-2021	1478	32	(	(	-LRB-
stanford-ai-2021	1478	33	e.g.	e.g.	RB
stanford-ai-2021	1479	1	first	first	JJ
stanford-ai-2021	1479	2	-	-	HYPH
stanford-ai-2021	1479	3	order	order	NN
stanford-ai-2021	1479	4	logic	logic	NN
stanford-ai-2021	1479	5	theorems	theorem	NNS
stanford-ai-2021	1479	6	with	with	IN
stanford-ai-2021	1479	7	some	some	DT
stanford-ai-2021	1479	8	use	use	NN
stanford-ai-2021	1479	9	of	of	IN
stanford-ai-2021	1479	10	equality	equality	NN
stanford-ai-2021	1479	11	)	)	-RRB-
stanford-ai-2021	1479	12	.	.	.
stanford-ai-2021	1480	1	The	the	DT
stanford-ai-2021	1480	2	SPCs	spc	NNS
stanford-ai-2021	1480	3	allow	allow	VBP
stanford-ai-2021	1480	4	ATP	atp	NN
stanford-ai-2021	1480	5	system	system	NN
stanford-ai-2021	1480	6	developers	developer	NNS
stanford-ai-2021	1480	7	to	to	TO
stanford-ai-2021	1480	8	select	select	VB
stanford-ai-2021	1480	9	problems	problem	NNS
stanford-ai-2021	1480	10	and	and	CC
stanford-ai-2021	1480	11	evaluate	evaluate	VB
stanford-ai-2021	1480	12	their	-PRON-	PRP$
stanford-ai-2021	1480	13	systems	system	NNS
stanford-ai-2021	1480	14	appropriately	appropriately	RB
stanford-ai-2021	1480	15	.	.	.
stanford-ai-2021	1481	1	Since	since	IN
stanford-ai-2021	1481	2	its	-PRON-	PRP$
stanford-ai-2021	1481	3	first	first	JJ
stanford-ai-2021	1481	4	release	release	NN
stanford-ai-2021	1481	5	in	in	IN
stanford-ai-2021	1481	6	1993	1993	CD
stanford-ai-2021	1481	7	,	,	,
stanford-ai-2021	1481	8	many	many	JJ
stanford-ai-2021	1481	9	researchers	researcher	NNS
stanford-ai-2021	1481	10	have	have	VBP
stanford-ai-2021	1481	11	used	use	VBN
stanford-ai-2021	1481	12	the	the	DT
stanford-ai-2021	1481	13	TPTP	TPTP	NNP
stanford-ai-2021	1481	14	as	as	IN
stanford-ai-2021	1481	15	an	an	DT
stanford-ai-2021	1481	16	appropriate	appropriate	JJ
stanford-ai-2021	1481	17	and	and	CC
stanford-ai-2021	1481	18	convenient	convenient	JJ
stanford-ai-2021	1481	19	basis	basis	NN
stanford-ai-2021	1481	20	for	for	IN
stanford-ai-2021	1481	21	ATP	atp	NN
stanford-ai-2021	1481	22	system	system	NN
stanford-ai-2021	1481	23	evaluation	evaluation	NN
stanford-ai-2021	1481	24	.	.	.
stanford-ai-2021	1482	1	Over	over	IN
stanford-ai-2021	1482	2	the	the	DT
stanford-ai-2021	1482	3	years	year	NNS
stanford-ai-2021	1482	4	,	,	,
stanford-ai-2021	1482	5	the	the	DT
stanford-ai-2021	1482	6	TPTP	TPTP	NNP
stanford-ai-2021	1482	7	has	have	VBZ
stanford-ai-2021	1482	8	also	also	RB
stanford-ai-2021	1482	9	increasingly	increasingly	RB
stanford-ai-2021	1482	10	been	be	VBN
stanford-ai-2021	1482	11	used	use	VBN
stanford-ai-2021	1482	12	as	as	IN
stanford-ai-2021	1482	13	a	a	DT
stanford-ai-2021	1482	14	conduit	conduit	NN
stanford-ai-2021	1482	15	for	for	IN
stanford-ai-2021	1482	16	ATP	ATP	NNP
stanford-ai-2021	1482	17	users	user	NNS
stanford-ai-2021	1482	18	to	to	TO
stanford-ai-2021	1482	19	contribute	contribute	VB
stanford-ai-2021	1482	20	samples	sample	NNS
stanford-ai-2021	1482	21	of	of	IN
stanford-ai-2021	1482	22	their	-PRON-	PRP$
stanford-ai-2021	1482	23	problems	problem	NNS
stanford-ai-2021	1482	24	to	to	IN
stanford-ai-2021	1482	25	ATP	atp	NN
stanford-ai-2021	1482	26	system	system	NN
stanford-ai-2021	1482	27	developers	developer	NNS
stanford-ai-2021	1482	28	.	.	.
stanford-ai-2021	1483	1	This	this	DT
stanford-ai-2021	1483	2	exposes	expose	VBZ
stanford-ai-2021	1483	3	the	the	DT
stanford-ai-2021	1483	4	problems	problem	NNS
stanford-ai-2021	1483	5	to	to	TO
stanford-ai-2021	1483	6	ATP	atp	NN
stanford-ai-2021	1483	7	system	system	NN
stanford-ai-2021	1483	8	developers	developer	NNS
stanford-ai-2021	1483	9	,	,	,
stanford-ai-2021	1483	10	who	who	WP
stanford-ai-2021	1483	11	can	can	MD
stanford-ai-2021	1483	12	then	then	RB
stanford-ai-2021	1483	13	improve	improve	VB
stanford-ai-2021	1483	14	their	-PRON-	PRP$
stanford-ai-2021	1483	15	systems	system	NNS
stanford-ai-2021	1483	16	’	’	POS
stanford-ai-2021	1483	17	performances	performance	NNS
stanford-ai-2021	1483	18	on	on	IN
stanford-ai-2021	1483	19	the	the	DT
stanford-ai-2021	1483	20	problems	problem	NNS
stanford-ai-2021	1483	21	,	,	,
stanford-ai-2021	1483	22	which	which	WDT
stanford-ai-2021	1483	23	completes	complete	VBZ
stanford-ai-2021	1483	24	a	a	DT
stanford-ai-2021	1483	25	cycle	cycle	NN
stanford-ai-2021	1483	26	to	to	TO
stanford-ai-2021	1483	27	provide	provide	VB
stanford-ai-2021	1483	28	users	user	NNS
stanford-ai-2021	1483	29	with	with	IN
stanford-ai-2021	1483	30	more	more	JJR
stanford-ai-2021	1483	31	effective	effective	JJ
stanford-ai-2021	1483	32	tools	tool	NNS
stanford-ai-2021	1483	33	.	.	.
stanford-ai-2021	1484	1	Associated	associate	VBN
stanford-ai-2021	1484	2	with	with	IN
stanford-ai-2021	1484	3	the	the	DT
stanford-ai-2021	1484	4	TPTP	TPTP	NNP
stanford-ai-2021	1484	5	is	be	VBZ
stanford-ai-2021	1484	6	the	the	DT
stanford-ai-2021	1484	7	TSTP	TSTP	NNP
stanford-ai-2021	1484	8	solution	solution	NN
stanford-ai-2021	1484	9	library	library	NN
stanford-ai-2021	1484	10	,	,	,
stanford-ai-2021	1484	11	which	which	WDT
stanford-ai-2021	1484	12	maintains	maintain	VBZ
stanford-ai-2021	1484	13	updated	update	VBN
stanford-ai-2021	1484	14	results	result	NNS
stanford-ai-2021	1484	15	from	from	IN
stanford-ai-2021	1484	16	running	run	VBG
stanford-ai-2021	1484	17	all	all	DT
stanford-ai-2021	1484	18	current	current	JJ
stanford-ai-2021	1484	19	versions	version	NNS
stanford-ai-2021	1484	20	of	of	IN
stanford-ai-2021	1484	21	ATP	atp	NN
stanford-ai-2021	1484	22	systems	system	NNS
stanford-ai-2021	1484	23	(	(	-LRB-
stanford-ai-2021	1484	24	available	available	JJ
stanford-ai-2021	1484	25	to	to	IN
stanford-ai-2021	1484	26	the	the	DT
stanford-ai-2021	1484	27	maintainer	maintainer	NN
stanford-ai-2021	1484	28	)	)	-RRB-
stanford-ai-2021	1484	29	on	on	IN
stanford-ai-2021	1484	30	all	all	PDT
stanford-ai-2021	1484	31	the	the	DT
stanford-ai-2021	1484	32	TPTP	TPTP	NNP
stanford-ai-2021	1484	33	problems	problem	NNS
stanford-ai-2021	1484	34	.	.	.
stanford-ai-2021	1485	1	One	one	CD
stanford-ai-2021	1485	2	use	use	NN
stanford-ai-2021	1485	3	of	of	IN
stanford-ai-2021	1485	4	the	the	DT
stanford-ai-2021	1485	5	TSTP	tstp	NN
stanford-ai-2021	1485	6	is	be	VBZ
stanford-ai-2021	1485	7	to	to	TO
stanford-ai-2021	1485	8	compute	compute	VB
stanford-ai-2021	1485	9	TPTP	TPTP	NNP
stanford-ai-2021	1485	10	problem	problem	NN
stanford-ai-2021	1485	11	difficulty	difficulty	NN
stanford-ai-2021	1485	12	ratings	rating	NNS
stanford-ai-2021	1485	13	:	:	:
stanford-ai-2021	1485	14	Easy	easy	JJ
stanford-ai-2021	1485	15	problems	problem	NNS
stanford-ai-2021	1485	16	,	,	,
stanford-ai-2021	1485	17	which	which	WDT
stanford-ai-2021	1485	18	are	be	VBP
stanford-ai-2021	1485	19	solved	solve	VBN
stanford-ai-2021	1485	20	by	by	IN
stanford-ai-2021	1485	21	all	all	DT
stanford-ai-2021	1485	22	ATP	ATP	NNP
stanford-ai-2021	1485	23	systems	system	NNS
stanford-ai-2021	1485	24	,	,	,
stanford-ai-2021	1485	25	have	have	VBP
stanford-ai-2021	1485	26	a	a	DT
stanford-ai-2021	1485	27	rating	rating	NN
stanford-ai-2021	1485	28	of	of	IN
stanford-ai-2021	1485	29	0.0	0.0	CD
stanford-ai-2021	1485	30	;	;	,
stanford-ai-2021	1485	31	difficult	difficult	JJ
stanford-ai-2021	1485	32	problems	problem	NNS
stanford-ai-2021	1485	33	,	,	,
stanford-ai-2021	1485	34	which	which	WDT
stanford-ai-2021	1485	35	are	be	VBP
stanford-ai-2021	1485	36	solved	solve	VBN
stanford-ai-2021	1485	37	by	by	IN
stanford-ai-2021	1485	38	some	some	DT
stanford-ai-2021	1485	39	ATP	ATP	NNP
stanford-ai-2021	1485	40	systems	system	NNS
stanford-ai-2021	1485	41	,	,	,
stanford-ai-2021	1485	42	have	have	VBP
stanford-ai-2021	1485	43	ratings	rating	NNS
stanford-ai-2021	1485	44	between	between	IN
stanford-ai-2021	1485	45	0.0	0.0	CD
stanford-ai-2021	1485	46	and	and	CC
stanford-ai-2021	1485	47	1.0	1.0	CD
stanford-ai-2021	1485	48	;	;	,
stanford-ai-2021	1485	49	unsolved	unsolved	JJ
stanford-ai-2021	1485	50	problems	problem	NNS
stanford-ai-2021	1485	51	,	,	,
stanford-ai-2021	1485	52	which	which	WDT
stanford-ai-2021	1485	53	are	be	VBP
stanford-ai-2021	1485	54	not	not	RB
stanford-ai-2021	1485	55	solved	solve	VBN
stanford-ai-2021	1485	56	by	by	IN
stanford-ai-2021	1485	57	any	any	DT
stanford-ai-2021	1485	58	ATP	ATP	NNP
stanford-ai-2021	1485	59	system	system	NN
stanford-ai-2021	1485	60	,	,	,
stanford-ai-2021	1485	61	have	have	VBP
stanford-ai-2021	1485	62	a	a	DT
stanford-ai-2021	1485	63	rating	rating	NN
stanford-ai-2021	1485	64	of	of	IN
stanford-ai-2021	1485	65	1.0	1.0	CD
stanford-ai-2021	1485	66	.	.	.
stanford-ai-2021	1486	1	Note	note	VB
stanford-ai-2021	1486	2	that	that	IN
stanford-ai-2021	1486	3	the	the	DT
stanford-ai-2021	1486	4	rating	rating	NN
stanford-ai-2021	1486	5	for	for	IN
stanford-ai-2021	1486	6	a	a	DT
stanford-ai-2021	1486	7	problem	problem	NN
stanford-ai-2021	1486	8	is	be	VBZ
stanford-ai-2021	1486	9	not	not	RB
stanford-ai-2021	1486	10	strictly	strictly	RB
stanford-ai-2021	1486	11	decreasing	decrease	VBG
stanford-ai-2021	1486	12	,	,	,
stanford-ai-2021	1486	13	as	as	IN
stanford-ai-2021	1486	14	different	different	JJ
stanford-ai-2021	1486	15	ATP	atp	NN
stanford-ai-2021	1486	16	systems	system	NNS
stanford-ai-2021	1486	17	and	and	CC
stanford-ai-2021	1486	18	versions	version	NNS
stanford-ai-2021	1486	19	become	become	VBP
stanford-ai-2021	1486	20	available	available	JJ
stanford-ai-2021	1486	21	for	for	IN
stanford-ai-2021	1486	22	populating	populate	VBG
stanford-ai-2021	1486	23	the	the	DT
stanford-ai-2021	1486	24	TSTP	TSTP	NNP
stanford-ai-2021	1486	25	.	.	.
stanford-ai-2021	1487	1	The	the	DT
stanford-ai-2021	1487	2	history	history	NN
stanford-ai-2021	1487	3	of	of	IN
stanford-ai-2021	1487	4	each	each	DT
stanford-ai-2021	1487	5	TPTP	TPTP	NNP
stanford-ai-2021	1487	6	problem	problem	NN
stanford-ai-2021	1487	7	’s	’s	NN
stanford-ai-2021	1487	8	C	c	NN
stanford-ai-2021	1487	9	H	h	NN
stanford-ai-2021	1487	10	A	a	NN
stanford-ai-2021	1487	11	P	p	NN
stanford-ai-2021	1487	12	T	t	NN
stanford-ai-2021	1487	13	E	e	NN
stanford-ai-2021	1487	14	R	r	NN
stanford-ai-2021	1487	15	2	2	CD
stanford-ai-2021	1487	16	:	:	:
stanford-ai-2021	1487	17	T	t	NN
stanford-ai-2021	1487	18	E	e	NN
stanford-ai-2021	1487	19	C	c	NN
stanford-ai-2021	1487	20	H	h	NN
stanford-ai-2021	1487	21	N	n	NN
stanford-ai-2021	1487	22	I	i	NN
stanford-ai-2021	1487	23	C	c	NN
stanford-ai-2021	1487	24	A	a	NN
stanford-ai-2021	1487	25	L	l	NN
stanford-ai-2021	1487	26	P	p	NN
stanford-ai-2021	1487	27	E	e	NN
stanford-ai-2021	1487	28	R	r	NN
stanford-ai-2021	1487	29	F	f	NN
stanford-ai-2021	1487	30	O	o	NN
stanford-ai-2021	1487	31	R	r	NN
stanford-ai-2021	1487	32	M	m	NN
stanford-ai-2021	1487	33	A	a	NN
stanford-ai-2021	1487	34	N	n	NN
stanford-ai-2021	1487	35	C	c	NN
stanford-ai-2021	1487	36	E	e	NN
stanford-ai-2021	1487	37	A	a	NN
stanford-ai-2021	1487	38	P	p	NN
stanford-ai-2021	1487	39	P	p	NN
stanford-ai-2021	1487	40	E	e	NN
stanford-ai-2021	1487	41	N	n	NN
stanford-ai-2021	1487	42	D	d	NN
stanford-ai-2021	1487	43	I	i	NN
stanford-ai-2021	1487	44	X	x	NN
stanford-ai-2021	1487	45	https://ada.liacs.nl/papers/FreEtAl16.pdf	https://ada.liacs.nl/papers/freetal16.pdf	$
stanford-ai-2021	1487	46	https://www.ijcai.org/Proceedings/2018/0716.pdf	https://www.ijcai.org/proceedings/2018/0716.pdf	NN
stanford-ai-2021	1487	47	TA	ta	NN
stanford-ai-2021	1487	48	B	b	NN
stanford-ai-2021	1487	49	L	l	NN
stanford-ai-2021	1487	50	E	e	NN
stanford-ai-2021	1487	51	O	o	NN
stanford-ai-2021	1487	52	F	f	NN
stanford-ai-2021	1487	53	C	c	NN
stanford-ai-2021	1487	54	O	o	NN
stanford-ai-2021	1487	55	N	n	NN
stanford-ai-2021	1487	56	T	t	NN
stanford-ai-2021	1487	57	E	e	NN
stanford-ai-2021	1487	58	N	n	NN
stanford-ai-2021	1487	59	T	t	NN
stanford-ai-2021	1487	60	S	s	NN
stanford-ai-2021	1487	61	2	2	CD
stanford-ai-2021	1487	62	0	0	CD
stanford-ai-2021	1487	63	2A	2a	NN
stanford-ai-2021	1487	64	P	p	NN
stanford-ai-2021	1487	65	P	p	NN
stanford-ai-2021	1487	66	E	e	NN
stanford-ai-2021	1487	67	N	n	NN
stanford-ai-2021	1487	68	D	d	NN
stanford-ai-2021	1487	69	I	i	NN
stanford-ai-2021	1487	70	X	X	NNP
stanford-ai-2021	1487	71	Artificial	Artificial	NNP
stanford-ai-2021	1487	72	Intelligence	Intelligence	NNP
stanford-ai-2021	1487	73	Index	Index	NNP
stanford-ai-2021	1487	74	Report	Report	NNP
stanford-ai-2021	1487	75	2021	2021	CD
stanford-ai-2021	1487	76	ratings	rating	NNS
stanford-ai-2021	1487	77	is	be	VBZ
stanford-ai-2021	1487	78	saved	save	VBN
stanford-ai-2021	1487	79	with	with	IN
stanford-ai-2021	1487	80	the	the	DT
stanford-ai-2021	1487	81	problem	problem	NN
stanford-ai-2021	1487	82	,	,	,
stanford-ai-2021	1487	83	which	which	WDT
stanford-ai-2021	1487	84	makes	make	VBZ
stanford-ai-2021	1487	85	it	-PRON-	PRP
stanford-ai-2021	1487	86	possible	possible	JJ
stanford-ai-2021	1487	87	to	to	TO
stanford-ai-2021	1487	88	tell	tell	VB
stanford-ai-2021	1487	89	when	when	WRB
stanford-ai-2021	1487	90	the	the	DT
stanford-ai-2021	1487	91	problem	problem	NN
stanford-ai-2021	1487	92	was	be	VBD
stanford-ai-2021	1487	93	first	first	RB
stanford-ai-2021	1487	94	solved	solve	VBN
stanford-ai-2021	1487	95	by	by	IN
stanford-ai-2021	1487	96	any	any	DT
stanford-ai-2021	1487	97	ATP	atp	NN
stanford-ai-2021	1487	98	system	system	NN
stanford-ai-2021	1487	99	(	(	-LRB-
stanford-ai-2021	1487	100	the	the	DT
stanford-ai-2021	1487	101	point	point	NN
stanford-ai-2021	1487	102	at	at	IN
stanford-ai-2021	1487	103	which	which	WDT
stanford-ai-2021	1487	104	its	-PRON-	PRP$
stanford-ai-2021	1487	105	rating	rating	NN
stanford-ai-2021	1487	106	dropped	drop	VBD
stanford-ai-2021	1487	107	below	below	IN
stanford-ai-2021	1487	108	1.0	1.0	CD
stanford-ai-2021	1487	109	)	)	-RRB-
stanford-ai-2021	1487	110	.	.	.
stanford-ai-2021	1488	1	That	that	DT
stanford-ai-2021	1488	2	information	information	NN
stanford-ai-2021	1488	3	has	have	VBZ
stanford-ai-2021	1488	4	been	be	VBN
stanford-ai-2021	1488	5	used	use	VBN
stanford-ai-2021	1488	6	here	here	RB
stanford-ai-2021	1488	7	to	to	TO
stanford-ai-2021	1488	8	obtain	obtain	VB
stanford-ai-2021	1488	9	an	an	DT
stanford-ai-2021	1488	10	indication	indication	NN
stanford-ai-2021	1488	11	of	of	IN
stanford-ai-2021	1488	12	progress	progress	NN
stanford-ai-2021	1488	13	in	in	IN
stanford-ai-2021	1488	14	the	the	DT
stanford-ai-2021	1488	15	field	field	NN
stanford-ai-2021	1488	16	.	.	.
stanford-ai-2021	1489	1	The	the	DT
stanford-ai-2021	1489	2	simplest	simple	JJS
stanford-ai-2021	1489	3	way	way	NN
stanford-ai-2021	1489	4	to	to	TO
stanford-ai-2021	1489	5	measure	measure	VB
stanford-ai-2021	1489	6	progress	progress	NN
stanford-ai-2021	1489	7	takes	take	VBZ
stanford-ai-2021	1489	8	a	a	DT
stanford-ai-2021	1489	9	fixed	fix	VBN
stanford-ai-2021	1489	10	set	set	NN
stanford-ai-2021	1489	11	of	of	IN
stanford-ai-2021	1489	12	problems	problem	NNS
stanford-ai-2021	1489	13	that	that	WDT
stanford-ai-2021	1489	14	has	have	VBZ
stanford-ai-2021	1489	15	been	be	VBN
stanford-ai-2021	1489	16	available	available	JJ
stanford-ai-2021	1489	17	(	(	-LRB-
stanford-ai-2021	1489	18	and	and	CC
stanford-ai-2021	1489	19	unchanged	unchanged	JJ
stanford-ai-2021	1489	20	)	)	-RRB-
stanford-ai-2021	1489	21	in	in	IN
stanford-ai-2021	1489	22	the	the	DT
stanford-ai-2021	1489	23	TPTP	TPTP	NNP
stanford-ai-2021	1489	24	from	from	IN
stanford-ai-2021	1489	25	some	some	DT
stanford-ai-2021	1489	26	chosen	choose	VBN
stanford-ai-2021	1489	27	initial	initial	JJ
stanford-ai-2021	1489	28	TPTP	TPTP	NNP
stanford-ai-2021	1489	29	release	release	NN
stanford-ai-2021	1489	30	,	,	,
stanford-ai-2021	1489	31	and	and	CC
stanford-ai-2021	1489	32	then	then	RB
stanford-ai-2021	1489	33	for	for	IN
stanford-ai-2021	1489	34	the	the	DT
stanford-ai-2021	1489	35	TPTP	TPTP	NNP
stanford-ai-2021	1489	36	releases	release	NNS
stanford-ai-2021	1489	37	from	from	IN
stanford-ai-2021	1489	38	then	then	RB
stanford-ai-2021	1489	39	on	on	RB
stanford-ai-2021	1489	40	,	,	,
stanford-ai-2021	1489	41	counts	count	VBZ
stanford-ai-2021	1489	42	how	how	WRB
stanford-ai-2021	1489	43	many	many	JJ
stanford-ai-2021	1489	44	of	of	IN
stanford-ai-2021	1489	45	the	the	DT
stanford-ai-2021	1489	46	problems	problem	NNS
stanford-ai-2021	1489	47	had	have	VBD
stanford-ai-2021	1489	48	been	be	VBN
stanford-ai-2021	1489	49	solved	solve	VBN
stanford-ai-2021	1489	50	from	from	IN
stanford-ai-2021	1489	51	that	that	DT
stanford-ai-2021	1489	52	release	release	NN
stanford-ai-2021	1489	53	.	.	.
stanford-ai-2021	1490	1	The	the	DT
stanford-ai-2021	1490	2	analysis	analysis	NN
stanford-ai-2021	1490	3	reports	report	VBZ
stanford-ai-2021	1490	4	the	the	DT
stanford-ai-2021	1490	5	fraction	fraction	NN
stanford-ai-2021	1490	6	of	of	IN
stanford-ai-2021	1490	7	problems	problem	NNS
stanford-ai-2021	1490	8	solved	solve	VBN
stanford-ai-2021	1490	9	for	for	IN
stanford-ai-2021	1490	10	each	each	DT
stanford-ai-2021	1490	11	release	release	NN
stanford-ai-2021	1490	12	.	.	.
stanford-ai-2021	1491	1	This	this	DT
stanford-ai-2021	1491	2	simple	simple	JJ
stanford-ai-2021	1491	3	approach	approach	NN
stanford-ai-2021	1491	4	is	be	VBZ
stanford-ai-2021	1491	5	unambiguous	unambiguous	JJ
stanford-ai-2021	1491	6	,	,	,
stanford-ai-2021	1491	7	but	but	CC
stanford-ai-2021	1491	8	it	-PRON-	PRP
stanford-ai-2021	1491	9	does	do	VBZ
stanford-ai-2021	1491	10	not	not	RB
stanford-ai-2021	1491	11	take	take	VB
stanford-ai-2021	1491	12	into	into	IN
stanford-ai-2021	1491	13	account	account	NN
stanford-ai-2021	1491	14	new	new	JJ
stanford-ai-2021	1491	15	problems	problem	NNS
stanford-ai-2021	1491	16	that	that	WDT
stanford-ai-2021	1491	17	are	be	VBP
stanford-ai-2021	1491	18	added	add	VBN
stanford-ai-2021	1491	19	to	to	IN
stanford-ai-2021	1491	20	the	the	DT
stanford-ai-2021	1491	21	TPTP	TPTP	NNP
stanford-ai-2021	1491	22	after	after	IN
stanford-ai-2021	1491	23	the	the	DT
stanford-ai-2021	1491	24	initial	initial	JJ
stanford-ai-2021	1491	25	release	release	NN
stanford-ai-2021	1491	26	.	.	.
stanford-ai-2021	1492	1	The	the	DT
stanford-ai-2021	1492	2	analysis	analysis	NN
stanford-ai-2021	1492	3	used	use	VBN
stanford-ai-2021	1492	4	here	here	RB
stanford-ai-2021	1492	5	extends	extend	VBZ
stanford-ai-2021	1492	6	the	the	DT
stanford-ai-2021	1492	7	“	"	``
stanford-ai-2021	1492	8	Fixed	fixed	JJ
stanford-ai-2021	1492	9	Set	Set	NNP
stanford-ai-2021	1492	10	”	"	''
stanford-ai-2021	1492	11	analysis	analysis	NN
stanford-ai-2021	1492	12	,	,	,
stanford-ai-2021	1492	13	taking	take	VBG
stanford-ai-2021	1492	14	into	into	IN
stanford-ai-2021	1492	15	account	account	NN
stanford-ai-2021	1492	16	new	new	JJ
stanford-ai-2021	1492	17	problems	problem	NNS
stanford-ai-2021	1492	18	added	add	VBN
stanford-ai-2021	1492	19	after	after	IN
stanford-ai-2021	1492	20	the	the	DT
stanford-ai-2021	1492	21	initial	initial	JJ
stanford-ai-2021	1492	22	release	release	NN
stanford-ai-2021	1492	23	.	.	.
stanford-ai-2021	1493	1	As	as	IN
stanford-ai-2021	1493	2	it	-PRON-	PRP
stanford-ai-2021	1493	3	is	be	VBZ
stanford-ai-2021	1493	4	not	not	RB
stanford-ai-2021	1493	5	possible	possible	JJ
stanford-ai-2021	1493	6	to	to	TO
stanford-ai-2021	1493	7	run	run	VB
stanford-ai-2021	1493	8	all	all	DT
stanford-ai-2021	1493	9	previously	previously	RB
stanford-ai-2021	1493	10	available	available	JJ
stanford-ai-2021	1493	11	ATP	atp	NN
stanford-ai-2021	1493	12	systems	system	NNS
stanford-ai-2021	1493	13	on	on	IN
stanford-ai-2021	1493	14	new	new	JJ
stanford-ai-2021	1493	15	problems	problem	NNS
stanford-ai-2021	1493	16	when	when	WRB
stanford-ai-2021	1493	17	they	-PRON-	PRP
stanford-ai-2021	1493	18	are	be	VBP
stanford-ai-2021	1493	19	added	add	VBN
stanford-ai-2021	1493	20	,	,	,
stanford-ai-2021	1493	21	this	this	DT
stanford-ai-2021	1493	22	approach	approach	NN
stanford-ai-2021	1493	23	assumes	assume	VBZ
stanford-ai-2021	1493	24	that	that	IN
stanford-ai-2021	1493	25	if	if	IN
stanford-ai-2021	1493	26	a	a	DT
stanford-ai-2021	1493	27	problem	problem	NN
stanford-ai-2021	1493	28	is	be	VBZ
stanford-ai-2021	1493	29	unsolved	unsolve	VBN
stanford-ai-2021	1493	30	by	by	IN
stanford-ai-2021	1493	31	current	current	JJ
stanford-ai-2021	1493	32	ATP	ATP	NNP
stanford-ai-2021	1493	33	systems	system	NNS
stanford-ai-2021	1493	34	when	when	WRB
stanford-ai-2021	1493	35	it	-PRON-	PRP
stanford-ai-2021	1493	36	is	be	VBZ
stanford-ai-2021	1493	37	added	add	VBN
stanford-ai-2021	1493	38	to	to	IN
stanford-ai-2021	1493	39	the	the	DT
stanford-ai-2021	1493	40	TPTP	TPTP	NNP
stanford-ai-2021	1493	41	,	,	,
stanford-ai-2021	1493	42	then	then	RB
stanford-ai-2021	1493	43	it	-PRON-	PRP
stanford-ai-2021	1493	44	would	would	MD
stanford-ai-2021	1493	45	have	have	VB
stanford-ai-2021	1493	46	been	be	VBN
stanford-ai-2021	1493	47	unsolved	unsolve	VBN
stanford-ai-2021	1493	48	by	by	IN
stanford-ai-2021	1493	49	previously	previously	RB
stanford-ai-2021	1493	50	available	available	JJ
stanford-ai-2021	1493	51	ATP	atp	NN
stanford-ai-2021	1493	52	systems	system	NNS
stanford-ai-2021	1493	53	.	.	.
stanford-ai-2021	1494	1	Under	under	IN
stanford-ai-2021	1494	2	that	that	DT
stanford-ai-2021	1494	3	assumption	assumption	NN
stanford-ai-2021	1494	4	,	,	,
stanford-ai-2021	1494	5	the	the	DT
stanford-ai-2021	1494	6	new	new	JJ
stanford-ai-2021	1494	7	problem	problem	NN
stanford-ai-2021	1494	8	is	be	VBZ
stanford-ai-2021	1494	9	retrospectively	retrospectively	RB
stanford-ai-2021	1494	10	“	"	``
stanford-ai-2021	1494	11	added	add	VBN
stanford-ai-2021	1494	12	”	"	''
stanford-ai-2021	1494	13	to	to	TO
stanford-ai-2021	1494	14	prior	prior	VB
stanford-ai-2021	1494	15	TPTP	TPTP	NNP
stanford-ai-2021	1494	16	releases	release	NNS
stanford-ai-2021	1494	17	for	for	IN
stanford-ai-2021	1494	18	the	the	DT
stanford-ai-2021	1494	19	analysis	analysis	NN
stanford-ai-2021	1494	20	.	.	.
stanford-ai-2021	1495	1	If	if	IN
stanford-ai-2021	1495	2	a	a	DT
stanford-ai-2021	1495	3	problem	problem	NN
stanford-ai-2021	1495	4	is	be	VBZ
stanford-ai-2021	1495	5	solved	solve	VBN
stanford-ai-2021	1495	6	when	when	WRB
stanford-ai-2021	1495	7	it	-PRON-	PRP
stanford-ai-2021	1495	8	is	be	VBZ
stanford-ai-2021	1495	9	added	add	VBN
stanford-ai-2021	1495	10	to	to	IN
stanford-ai-2021	1495	11	the	the	DT
stanford-ai-2021	1495	12	TPTP	TPTP	NNP
stanford-ai-2021	1495	13	,	,	,
stanford-ai-2021	1495	14	it	-PRON-	PRP
stanford-ai-2021	1495	15	is	be	VBZ
stanford-ai-2021	1495	16	ignored	ignore	VBN
stanford-ai-2021	1495	17	because	because	IN
stanford-ai-2021	1495	18	it	-PRON-	PRP
stanford-ai-2021	1495	19	may	may	MD
stanford-ai-2021	1495	20	have	have	VB
stanford-ai-2021	1495	21	been	be	VBN
stanford-ai-2021	1495	22	solved	solve	VBN
stanford-ai-2021	1495	23	in	in	IN
stanford-ai-2021	1495	24	prior	prior	JJ
stanford-ai-2021	1495	25	versions	version	NNS
stanford-ai-2021	1495	26	as	as	RB
stanford-ai-2021	1495	27	well	well	RB
stanford-ai-2021	1495	28	,	,	,
stanford-ai-2021	1495	29	and	and	CC
stanford-ai-2021	1495	30	therefore	therefore	RB
stanford-ai-2021	1495	31	should	should	MD
stanford-ai-2021	1495	32	not	not	RB
stanford-ai-2021	1495	33	serve	serve	VB
stanford-ai-2021	1495	34	as	as	IN
stanford-ai-2021	1495	35	an	an	DT
stanford-ai-2021	1495	36	indicator	indicator	NN
stanford-ai-2021	1495	37	of	of	IN
stanford-ai-2021	1495	38	progress	progress	NN
stanford-ai-2021	1495	39	.	.	.
stanford-ai-2021	1496	1	This	this	DT
stanford-ai-2021	1496	2	analysis	analysis	NN
stanford-ai-2021	1496	3	reports	report	VBZ
stanford-ai-2021	1496	4	the	the	DT
stanford-ai-2021	1496	5	fraction	fraction	NN
stanford-ai-2021	1496	6	of	of	IN
stanford-ai-2021	1496	7	problems	problem	NNS
stanford-ai-2021	1496	8	solved	solve	VBN
stanford-ai-2021	1496	9	for	for	IN
stanford-ai-2021	1496	10	each	each	DT
stanford-ai-2021	1496	11	release	release	NN
stanford-ai-2021	1496	12	,	,	,
stanford-ai-2021	1496	13	but	but	CC
stanford-ai-2021	1496	14	note	note	VB
stanford-ai-2021	1496	15	that	that	IN
stanford-ai-2021	1496	16	the	the	DT
stanford-ai-2021	1496	17	fraction	fraction	NN
stanford-ai-2021	1496	18	is	be	VBZ
stanford-ai-2021	1496	19	with	with	IN
stanford-ai-2021	1496	20	respect	respect	NN
stanford-ai-2021	1496	21	to	to	IN
stanford-ai-2021	1496	22	both	both	CC
stanford-ai-2021	1496	23	the	the	DT
stanford-ai-2021	1496	24	number	number	NN
stanford-ai-2021	1496	25	of	of	IN
stanford-ai-2021	1496	26	problems	problem	NNS
stanford-ai-2021	1496	27	actually	actually	RB
stanford-ai-2021	1496	28	in	in	IN
stanford-ai-2021	1496	29	the	the	DT
stanford-ai-2021	1496	30	release	release	NN
stanford-ai-2021	1496	31	and	and	CC
stanford-ai-2021	1496	32	also	also	RB
stanford-ai-2021	1496	33	the	the	DT
stanford-ai-2021	1496	34	problems	problem	NNS
stanford-ai-2021	1496	35	retrospectively	retrospectively	RB
stanford-ai-2021	1496	36	“	"	``
stanford-ai-2021	1496	37	added	add	VBD
stanford-ai-2021	1496	38	.	.	.
stanford-ai-2021	1496	39	”	"	''
stanford-ai-2021	1496	40	The	the	DT
stanford-ai-2021	1496	41	growing	grow	VBG
stanford-ai-2021	1496	42	set	set	NN
stanford-ai-2021	1496	43	analysis	analysis	NN
stanford-ai-2021	1496	44	is	be	VBZ
stanford-ai-2021	1496	45	performed	perform	VBN
stanford-ai-2021	1496	46	on	on	IN
stanford-ai-2021	1496	47	the	the	DT
stanford-ai-2021	1496	48	whole	whole	JJ
stanford-ai-2021	1496	49	TPTP	TPTP	NNP
stanford-ai-2021	1496	50	and	and	CC
stanford-ai-2021	1496	51	on	on	IN
stanford-ai-2021	1496	52	four	four	CD
stanford-ai-2021	1496	53	SPCs	spc	NNS
stanford-ai-2021	1496	54	.	.	.
stanford-ai-2021	1497	1	These	these	DT
stanford-ai-2021	1497	2	were	be	VBD
stanford-ai-2021	1497	3	chosen	choose	VBN
stanford-ai-2021	1497	4	because	because	IN
stanford-ai-2021	1497	5	many	many	JJ
stanford-ai-2021	1497	6	ATP	atp	NN
stanford-ai-2021	1497	7	problems	problem	NNS
stanford-ai-2021	1497	8	in	in	IN
stanford-ai-2021	1497	9	those	those	DT
stanford-ai-2021	1497	10	forms	form	NNS
stanford-ai-2021	1497	11	have	have	VBP
stanford-ai-2021	1497	12	been	be	VBN
stanford-ai-2021	1497	13	contributed	contribute	VBN
stanford-ai-2021	1497	14	to	to	IN
stanford-ai-2021	1497	15	the	the	DT
stanford-ai-2021	1497	16	TPTP	TPTP	NNP
stanford-ai-2021	1497	17	,	,	,
stanford-ai-2021	1497	18	and	and	CC
stanford-ai-2021	1497	19	correspondingly	correspondingly	RB
stanford-ai-2021	1497	20	there	there	EX
stanford-ai-2021	1497	21	are	be	VBP
stanford-ai-2021	1497	22	many	many	JJ
stanford-ai-2021	1497	23	ATP	ATP	NNP
stanford-ai-2021	1497	24	systems	system	NNS
stanford-ai-2021	1497	25	that	that	WDT
stanford-ai-2021	1497	26	can	can	MD
stanford-ai-2021	1497	27	attempt	attempt	VB
stanford-ai-2021	1497	28	them	-PRON-	PRP
stanford-ai-2021	1497	29	;	;	:
stanford-ai-2021	1497	30	they	-PRON-	PRP
stanford-ai-2021	1497	31	represent	represent	VBP
stanford-ai-2021	1497	32	the	the	DT
stanford-ai-2021	1497	33	“	"	``
stanford-ai-2021	1497	34	real	real	JJ
stanford-ai-2021	1497	35	world	world	NN
stanford-ai-2021	1497	36	”	"	''
stanford-ai-2021	1497	37	demand	demand	NN
stanford-ai-2021	1497	38	for	for	IN
stanford-ai-2021	1497	39	ATP	atp	NN
stanford-ai-2021	1497	40	capability	capability	NN
stanford-ai-2021	1497	41	.	.	.
stanford-ai-2021	1498	1	The	the	DT
stanford-ai-2021	1498	2	table	table	NN
stanford-ai-2021	1498	3	here	here	RB
stanford-ai-2021	1498	4	in	in	IN
stanford-ai-2021	1498	5	the	the	DT
stanford-ai-2021	1498	6	public	public	JJ
stanford-ai-2021	1498	7	data	data	NN
stanford-ai-2021	1498	8	folder	folder	NN
stanford-ai-2021	1498	9	shows	show	VBZ
stanford-ai-2021	1498	10	the	the	DT
stanford-ai-2021	1498	11	breakdown	breakdown	NN
stanford-ai-2021	1498	12	of	of	IN
stanford-ai-2021	1498	13	TPTP	TPTP	NNP
stanford-ai-2021	1498	14	problems	problem	NNS
stanford-ai-2021	1498	15	by	by	IN
stanford-ai-2021	1498	16	content	content	NN
stanford-ai-2021	1498	17	fields	field	NNS
stanford-ai-2021	1498	18	,	,	,
stanford-ai-2021	1498	19	as	as	RB
stanford-ai-2021	1498	20	well	well	RB
stanford-ai-2021	1498	21	as	as	IN
stanford-ai-2021	1498	22	by	by	IN
stanford-ai-2021	1498	23	SPCs	spc	NNS
stanford-ai-2021	1498	24	used	use	VBN
stanford-ai-2021	1498	25	in	in	IN
stanford-ai-2021	1498	26	the	the	DT
stanford-ai-2021	1498	27	analysis	analysis	NN
stanford-ai-2021	1498	28	.	.	.
stanford-ai-2021	1499	1	The	the	DT
stanford-ai-2021	1499	2	totals	total	NNS
stanford-ai-2021	1499	3	are	be	VBP
stanford-ai-2021	1499	4	slightly	slightly	RB
stanford-ai-2021	1499	5	larger	large	JJR
stanford-ai-2021	1499	6	than	than	IN
stanford-ai-2021	1499	7	those	those	DT
stanford-ai-2021	1499	8	shown	show	VBN
stanford-ai-2021	1499	9	in	in	IN
stanford-ai-2021	1499	10	the	the	DT
stanford-ai-2021	1499	11	analysis	analysis	NN
stanford-ai-2021	1499	12	,	,	,
stanford-ai-2021	1499	13	as	as	IN
stanford-ai-2021	1499	14	some	some	DT
stanford-ai-2021	1499	15	problems	problem	NNS
stanford-ai-2021	1499	16	were	be	VBD
stanford-ai-2021	1499	17	left	leave	VBN
stanford-ai-2021	1499	18	out	out	RP
stanford-ai-2021	1499	19	for	for	IN
stanford-ai-2021	1499	20	technical	technical	JJ
stanford-ai-2021	1499	21	reasons	reason	NNS
stanford-ai-2021	1499	22	(	(	-LRB-
stanford-ai-2021	1499	23	no	no	DT
stanford-ai-2021	1499	24	scores	score	NNS
stanford-ai-2021	1499	25	available	available	JJ
stanford-ai-2021	1499	26	,	,	,
stanford-ai-2021	1499	27	problems	problem	NNS
stanford-ai-2021	1499	28	revised	revise	VBN
stanford-ai-2021	1499	29	over	over	IN
stanford-ai-2021	1499	30	time	time	NN
stanford-ai-2021	1499	31	,	,	,
stanford-ai-2021	1499	32	etc	etc	FW
stanford-ai-2021	1499	33	.	.	.
stanford-ai-2021	1499	34	)	)	-RRB-
stanford-ai-2021	1499	35	.	.	.
stanford-ai-2021	1500	1	C	c	NN
stanford-ai-2021	1500	2	H	h	NN
stanford-ai-2021	1500	3	A	a	NN
stanford-ai-2021	1500	4	P	p	NN
stanford-ai-2021	1500	5	T	t	NN
stanford-ai-2021	1500	6	E	e	NN
stanford-ai-2021	1500	7	R	r	NN
stanford-ai-2021	1500	8	2	2	CD
stanford-ai-2021	1500	9	:	:	:
stanford-ai-2021	1500	10	T	t	NN
stanford-ai-2021	1500	11	E	e	NN
stanford-ai-2021	1500	12	C	c	NN
stanford-ai-2021	1500	13	H	h	NN
stanford-ai-2021	1500	14	N	n	NN
stanford-ai-2021	1500	15	I	i	NN
stanford-ai-2021	1500	16	C	c	NN
stanford-ai-2021	1500	17	A	a	NN
stanford-ai-2021	1500	18	L	l	NN
stanford-ai-2021	1500	19	P	p	NN
stanford-ai-2021	1500	20	E	e	NN
stanford-ai-2021	1500	21	R	r	NN
stanford-ai-2021	1500	22	F	f	NN
stanford-ai-2021	1500	23	O	o	NN
stanford-ai-2021	1500	24	R	r	NN
stanford-ai-2021	1500	25	M	m	NN
stanford-ai-2021	1500	26	A	a	NN
stanford-ai-2021	1500	27	N	n	NN
stanford-ai-2021	1500	28	C	c	NN
stanford-ai-2021	1500	29	E	e	NN
stanford-ai-2021	1500	30	A	a	NN
stanford-ai-2021	1500	31	P	p	NN
stanford-ai-2021	1500	32	P	p	NN
stanford-ai-2021	1500	33	E	e	NN
stanford-ai-2021	1500	34	N	n	NN
stanford-ai-2021	1500	35	D	d	NN
stanford-ai-2021	1500	36	I	i	NN
stanford-ai-2021	1500	37	X	x	NN
stanford-ai-2021	1500	38	https://docs.google.com/spreadsheets/d/1NsRsa1T8b2BNLXKcjj3K4gNp2gkYG4jHMiZhhy26cu4/edit#gid=208696205	https://docs.google.com/spreadsheets/d/1NsRsa1T8b2BNLXKcjj3K4gNp2gkYG4jHMiZhhy26cu4/edit#gid=208696205	NNP
stanford-ai-2021	1500	39	TA	TA	NNP
stanford-ai-2021	1500	40	B	b	NN
stanford-ai-2021	1500	41	L	l	NN
stanford-ai-2021	1500	42	E	e	NN
stanford-ai-2021	1500	43	O	o	NN
stanford-ai-2021	1500	44	F	f	NN
stanford-ai-2021	1500	45	C	c	NN
stanford-ai-2021	1500	46	O	o	NN
stanford-ai-2021	1500	47	N	n	NN
stanford-ai-2021	1500	48	T	t	NN
stanford-ai-2021	1500	49	E	e	NN
stanford-ai-2021	1500	50	N	n	NN
stanford-ai-2021	1500	51	T	t	NN
stanford-ai-2021	1500	52	S	s	NN
stanford-ai-2021	1500	53	2	2	CD
stanford-ai-2021	1500	54	0	0	CD
stanford-ai-2021	1500	55	3A	3A	NNP
stanford-ai-2021	1500	56	P	P	NNP
stanford-ai-2021	1500	57	P	p	NN
stanford-ai-2021	1500	58	E	e	NN
stanford-ai-2021	1500	59	N	n	NN
stanford-ai-2021	1500	60	D	d	NN
stanford-ai-2021	1500	61	I	i	NN
stanford-ai-2021	1500	62	X	X	NNP
stanford-ai-2021	1500	63	Artificial	Artificial	NNP
stanford-ai-2021	1500	64	Intelligence	Intelligence	NNP
stanford-ai-2021	1500	65	Index	Index	NNP
stanford-ai-2021	1500	66	Report	Report	NNP
stanford-ai-2021	1500	67	2021	2021	CD
stanford-ai-2021	1500	68	L	L	NNP
stanford-ai-2021	1500	69	I	i	NN
stanford-ai-2021	1500	70	N	n	NN
stanford-ai-2021	1500	71	K	k	NN
stanford-ai-2021	1500	72	E	e	NN
stanford-ai-2021	1500	73	D	d	NN
stanford-ai-2021	1500	74	I	i	NN
stanford-ai-2021	1500	75	N	n	NN
stanford-ai-2021	1500	76	Prepared	prepare	VBN
stanford-ai-2021	1500	77	by	by	IN
stanford-ai-2021	1500	78	Mar	Mar	NNP
stanford-ai-2021	1500	79	Carpanelli	Carpanelli	NNP
stanford-ai-2021	1500	80	,	,	,
stanford-ai-2021	1500	81	Ramanujam	Ramanujam	NNP
stanford-ai-2021	1500	82	MV	MV	NNP
stanford-ai-2021	1500	83	,	,	,
stanford-ai-2021	1500	84	and	and	CC
stanford-ai-2021	1500	85	Nathan	Nathan	NNP
stanford-ai-2021	1500	86	Williams	Williams	NNP
stanford-ai-2021	1500	87	Country	Country	NNP
stanford-ai-2021	1500	88	Sample	Sample	NNP
stanford-ai-2021	1500	89	Included	included	JJ
stanford-ai-2021	1500	90	countries	country	NNS
stanford-ai-2021	1500	91	represent	represent	VBP
stanford-ai-2021	1500	92	a	a	DT
stanford-ai-2021	1500	93	select	select	JJ
stanford-ai-2021	1500	94	sample	sample	NN
stanford-ai-2021	1500	95	of	of	IN
stanford-ai-2021	1500	96	eligible	eligible	JJ
stanford-ai-2021	1500	97	countries	country	NNS
stanford-ai-2021	1500	98	with	with	IN
stanford-ai-2021	1500	99	at	at	RB
stanford-ai-2021	1500	100	least	least	RBS
stanford-ai-2021	1500	101	40	40	CD
stanford-ai-2021	1500	102	%	%	NN
stanford-ai-2021	1500	103	labor	labor	NN
stanford-ai-2021	1500	104	force	force	NN
stanford-ai-2021	1500	105	coverage	coverage	NN
stanford-ai-2021	1500	106	by	by	IN
stanford-ai-2021	1500	107	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1500	108	and	and	CC
stanford-ai-2021	1500	109	at	at	RB
stanford-ai-2021	1500	110	least	least	RBS
stanford-ai-2021	1500	111	10	10	CD
stanford-ai-2021	1500	112	AI	AI	NNP
stanford-ai-2021	1500	113	hires	hire	VBZ
stanford-ai-2021	1500	114	in	in	IN
stanford-ai-2021	1500	115	any	any	DT
stanford-ai-2021	1500	116	given	give	VBN
stanford-ai-2021	1500	117	month	month	NN
stanford-ai-2021	1500	118	.	.	.
stanford-ai-2021	1501	1	China	China	NNP
stanford-ai-2021	1501	2	and	and	CC
stanford-ai-2021	1501	3	India	India	NNP
stanford-ai-2021	1501	4	were	be	VBD
stanford-ai-2021	1501	5	included	include	VBN
stanford-ai-2021	1501	6	in	in	IN
stanford-ai-2021	1501	7	this	this	DT
stanford-ai-2021	1501	8	sample	sample	NN
stanford-ai-2021	1501	9	because	because	IN
stanford-ai-2021	1501	10	of	of	IN
stanford-ai-2021	1501	11	their	-PRON-	PRP$
stanford-ai-2021	1501	12	increasing	increase	VBG
stanford-ai-2021	1501	13	importance	importance	NN
stanford-ai-2021	1501	14	in	in	IN
stanford-ai-2021	1501	15	the	the	DT
stanford-ai-2021	1501	16	global	global	JJ
stanford-ai-2021	1501	17	economy	economy	NN
stanford-ai-2021	1501	18	,	,	,
stanford-ai-2021	1501	19	but	but	CC
stanford-ai-2021	1501	20	LinkedIn	linkedin	JJ
stanford-ai-2021	1501	21	coverage	coverage	NN
stanford-ai-2021	1501	22	in	in	IN
stanford-ai-2021	1501	23	these	these	DT
stanford-ai-2021	1501	24	countries	country	NNS
stanford-ai-2021	1501	25	does	do	VBZ
stanford-ai-2021	1501	26	not	not	RB
stanford-ai-2021	1501	27	reach	reach	VB
stanford-ai-2021	1501	28	40	40	CD
stanford-ai-2021	1501	29	%	%	NN
stanford-ai-2021	1501	30	of	of	IN
stanford-ai-2021	1501	31	the	the	DT
stanford-ai-2021	1501	32	workforce	workforce	NN
stanford-ai-2021	1501	33	.	.	.
stanford-ai-2021	1502	1	Insights	insight	NNS
stanford-ai-2021	1502	2	for	for	IN
stanford-ai-2021	1502	3	these	these	DT
stanford-ai-2021	1502	4	countries	country	NNS
stanford-ai-2021	1502	5	may	may	MD
stanford-ai-2021	1502	6	not	not	RB
stanford-ai-2021	1502	7	provide	provide	VB
stanford-ai-2021	1502	8	as	as	IN
stanford-ai-2021	1502	9	full	full	JJ
stanford-ai-2021	1502	10	a	a	DT
stanford-ai-2021	1502	11	picture	picture	NN
stanford-ai-2021	1502	12	as	as	IN
stanford-ai-2021	1502	13	other	other	JJ
stanford-ai-2021	1502	14	countries	country	NNS
stanford-ai-2021	1502	15	,	,	,
stanford-ai-2021	1502	16	and	and	CC
stanford-ai-2021	1502	17	should	should	MD
stanford-ai-2021	1502	18	be	be	VB
stanford-ai-2021	1502	19	interpreted	interpret	VBN
stanford-ai-2021	1502	20	accordingly	accordingly	RB
stanford-ai-2021	1502	21	.	.	.
stanford-ai-2021	1503	1	Skills	skill	VBZ
stanford-ai-2021	1503	2	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1503	3	members	member	NNS
stanford-ai-2021	1503	4	self	self	NN
stanford-ai-2021	1503	5	-	-	HYPH
stanford-ai-2021	1503	6	report	report	VBP
stanford-ai-2021	1503	7	their	-PRON-	PRP$
stanford-ai-2021	1503	8	skills	skill	NNS
stanford-ai-2021	1503	9	on	on	IN
stanford-ai-2021	1503	10	their	-PRON-	PRP$
stanford-ai-2021	1503	11	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1503	12	profiles	profile	NNS
stanford-ai-2021	1503	13	.	.	.
stanford-ai-2021	1504	1	Currently	currently	RB
stanford-ai-2021	1504	2	,	,	,
stanford-ai-2021	1504	3	more	more	JJR
stanford-ai-2021	1504	4	than	than	IN
stanford-ai-2021	1504	5	35,000	35,000	CD
stanford-ai-2021	1504	6	distinct	distinct	JJ
stanford-ai-2021	1504	7	,	,	,
stanford-ai-2021	1504	8	standardized	standardized	JJ
stanford-ai-2021	1504	9	skills	skill	NNS
stanford-ai-2021	1504	10	are	be	VBP
stanford-ai-2021	1504	11	identified	identify	VBN
stanford-ai-2021	1504	12	by	by	IN
stanford-ai-2021	1504	13	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1504	14	.	.	.
stanford-ai-2021	1505	1	These	these	DT
stanford-ai-2021	1505	2	have	have	VBP
stanford-ai-2021	1505	3	been	be	VBN
stanford-ai-2021	1505	4	coded	code	VBN
stanford-ai-2021	1505	5	and	and	CC
stanford-ai-2021	1505	6	classified	classify	VBN
stanford-ai-2021	1505	7	by	by	IN
stanford-ai-2021	1505	8	taxonomists	taxonomist	NNS
stanford-ai-2021	1505	9	at	at	IN
stanford-ai-2021	1505	10	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1505	11	into	into	IN
stanford-ai-2021	1505	12	249	249	CD
stanford-ai-2021	1505	13	skill	skill	NN
stanford-ai-2021	1505	14	groupings	grouping	NNS
stanford-ai-2021	1505	15	,	,	,
stanford-ai-2021	1505	16	which	which	WDT
stanford-ai-2021	1505	17	are	be	VBP
stanford-ai-2021	1505	18	the	the	DT
stanford-ai-2021	1505	19	skill	skill	NN
stanford-ai-2021	1505	20	groups	group	NNS
stanford-ai-2021	1505	21	represented	represent	VBN
stanford-ai-2021	1505	22	in	in	IN
stanford-ai-2021	1505	23	the	the	DT
stanford-ai-2021	1505	24	dataset	dataset	NN
stanford-ai-2021	1505	25	.	.	.
stanford-ai-2021	1506	1	The	the	DT
stanford-ai-2021	1506	2	top	top	JJ
stanford-ai-2021	1506	3	skills	skill	NNS
stanford-ai-2021	1506	4	that	that	WDT
stanford-ai-2021	1506	5	make	make	VBP
stanford-ai-2021	1506	6	up	up	RP
stanford-ai-2021	1506	7	the	the	DT
stanford-ai-2021	1506	8	AI	AI	NNP
stanford-ai-2021	1506	9	skill	skill	NN
stanford-ai-2021	1506	10	grouping	group	VBG
stanford-ai-2021	1506	11	are	be	VBP
stanford-ai-2021	1506	12	machine	machine	NN
stanford-ai-2021	1506	13	learning	learning	NN
stanford-ai-2021	1506	14	,	,	,
stanford-ai-2021	1506	15	natural	natural	JJ
stanford-ai-2021	1506	16	language	language	NN
stanford-ai-2021	1506	17	processing	processing	NN
stanford-ai-2021	1506	18	,	,	,
stanford-ai-2021	1506	19	data	data	NN
stanford-ai-2021	1506	20	structures	structure	NNS
stanford-ai-2021	1506	21	,	,	,
stanford-ai-2021	1506	22	artificial	artificial	JJ
stanford-ai-2021	1506	23	intelligence	intelligence	NN
stanford-ai-2021	1506	24	,	,	,
stanford-ai-2021	1506	25	computer	computer	NN
stanford-ai-2021	1506	26	vision	vision	NN
stanford-ai-2021	1506	27	,	,	,
stanford-ai-2021	1506	28	image	image	NN
stanford-ai-2021	1506	29	processing	processing	NN
stanford-ai-2021	1506	30	,	,	,
stanford-ai-2021	1506	31	deep	deep	JJ
stanford-ai-2021	1506	32	learning	learning	NN
stanford-ai-2021	1506	33	,	,	,
stanford-ai-2021	1506	34	TensorFlow	TensorFlow	NNP
stanford-ai-2021	1506	35	,	,	,
stanford-ai-2021	1506	36	Pandas	Pandas	NNP
stanford-ai-2021	1506	37	(	(	-LRB-
stanford-ai-2021	1506	38	software	software	NN
stanford-ai-2021	1506	39	)	)	-RRB-
stanford-ai-2021	1506	40	,	,	,
stanford-ai-2021	1506	41	and	and	CC
stanford-ai-2021	1506	42	OpenCV	OpenCV	NNP
stanford-ai-2021	1506	43	,	,	,
stanford-ai-2021	1506	44	among	among	IN
stanford-ai-2021	1506	45	others	other	NNS
stanford-ai-2021	1506	46	.	.	.
stanford-ai-2021	1507	1	Skill	skill	NN
stanford-ai-2021	1507	2	groupings	grouping	NNS
stanford-ai-2021	1507	3	are	be	VBP
stanford-ai-2021	1507	4	derived	derive	VBN
stanford-ai-2021	1507	5	by	by	IN
stanford-ai-2021	1507	6	expert	expert	NN
stanford-ai-2021	1507	7	taxonomists	taxonomist	NNS
stanford-ai-2021	1507	8	through	through	IN
stanford-ai-2021	1507	9	a	a	DT
stanford-ai-2021	1507	10	similarity	similarity	NN
stanford-ai-2021	1507	11	-	-	HYPH
stanford-ai-2021	1507	12	index	index	NN
stanford-ai-2021	1507	13	methodology	methodology	NN
stanford-ai-2021	1507	14	that	that	WDT
stanford-ai-2021	1507	15	measures	measure	VBZ
stanford-ai-2021	1507	16	skill	skill	NN
stanford-ai-2021	1507	17	composition	composition	NN
stanford-ai-2021	1507	18	at	at	IN
stanford-ai-2021	1507	19	the	the	DT
stanford-ai-2021	1507	20	industry	industry	NN
stanford-ai-2021	1507	21	level	level	NN
stanford-ai-2021	1507	22	.	.	.
stanford-ai-2021	1508	1	Industries	industry	NNS
stanford-ai-2021	1508	2	are	be	VBP
stanford-ai-2021	1508	3	classified	classify	VBN
stanford-ai-2021	1508	4	according	accord	VBG
stanford-ai-2021	1508	5	to	to	IN
stanford-ai-2021	1508	6	the	the	DT
stanford-ai-2021	1508	7	ISIC	isic	NN
stanford-ai-2021	1508	8	4	4	CD
stanford-ai-2021	1508	9	industry	industry	NN
stanford-ai-2021	1508	10	classification	classification	NN
stanford-ai-2021	1508	11	(	(	-LRB-
stanford-ai-2021	1508	12	Zhu	zhu	FW
stanford-ai-2021	1508	13	et	et	FW
stanford-ai-2021	1508	14	al	al	NNP
stanford-ai-2021	1508	15	.	.	NNP
stanford-ai-2021	1508	16	,	,	,
stanford-ai-2021	1508	17	2018	2018	CD
stanford-ai-2021	1508	18	)	)	-RRB-
stanford-ai-2021	1508	19	.	.	.
stanford-ai-2021	1509	1	AI	AI	NNP
stanford-ai-2021	1509	2	Skills	skill	VBZ
stanford-ai-2021	1509	3	Penetration	Penetration	NNP
stanford-ai-2021	1509	4	The	the	DT
stanford-ai-2021	1509	5	aim	aim	NN
stanford-ai-2021	1509	6	of	of	IN
stanford-ai-2021	1509	7	this	this	DT
stanford-ai-2021	1509	8	indicator	indicator	NN
stanford-ai-2021	1509	9	is	be	VBZ
stanford-ai-2021	1509	10	to	to	TO
stanford-ai-2021	1509	11	measure	measure	VB
stanford-ai-2021	1509	12	the	the	DT
stanford-ai-2021	1509	13	intensity	intensity	NN
stanford-ai-2021	1509	14	of	of	IN
stanford-ai-2021	1509	15	AI	AI	NNP
stanford-ai-2021	1509	16	skills	skill	VBZ
stanford-ai-2021	1509	17	in	in	IN
stanford-ai-2021	1509	18	an	an	DT
stanford-ai-2021	1509	19	entity	entity	NN
stanford-ai-2021	1509	20	(	(	-LRB-
stanford-ai-2021	1509	21	in	in	IN
stanford-ai-2021	1509	22	a	a	DT
stanford-ai-2021	1509	23	particular	particular	JJ
stanford-ai-2021	1509	24	country	country	NN
stanford-ai-2021	1509	25	,	,	,
stanford-ai-2021	1509	26	industry	industry	NN
stanford-ai-2021	1509	27	,	,	,
stanford-ai-2021	1509	28	gender	gender	NN
stanford-ai-2021	1509	29	,	,	,
stanford-ai-2021	1509	30	etc	etc	FW
stanford-ai-2021	1509	31	.	.	.
stanford-ai-2021	1509	32	)	)	-RRB-
stanford-ai-2021	1510	1	through	through	IN
stanford-ai-2021	1510	2	the	the	DT
stanford-ai-2021	1510	3	following	following	JJ
stanford-ai-2021	1510	4	methodology	methodology	NN
stanford-ai-2021	1510	5	:	:	:
stanford-ai-2021	1510	6	•	•	NNP
stanford-ai-2021	1510	7	Compute	Compute	NNP
stanford-ai-2021	1510	8	frequencies	frequencie	VBZ
stanford-ai-2021	1510	9	for	for	IN
stanford-ai-2021	1510	10	all	all	DT
stanford-ai-2021	1510	11	self	self	NN
stanford-ai-2021	1510	12	-	-	HYPH
stanford-ai-2021	1510	13	added	add	VBN
stanford-ai-2021	1510	14	skills	skill	NNS
stanford-ai-2021	1510	15	by	by	IN
stanford-ai-2021	1510	16	LinkedIn	linkedin	JJ
stanford-ai-2021	1510	17	members	member	NNS
stanford-ai-2021	1510	18	in	in	IN
stanford-ai-2021	1510	19	a	a	DT
stanford-ai-2021	1510	20	given	give	VBN
stanford-ai-2021	1510	21	entity	entity	NN
stanford-ai-2021	1510	22	(	(	-LRB-
stanford-ai-2021	1510	23	occupation	occupation	NN
stanford-ai-2021	1510	24	,	,	,
stanford-ai-2021	1510	25	industry	industry	NN
stanford-ai-2021	1510	26	,	,	,
stanford-ai-2021	1510	27	etc	etc	FW
stanford-ai-2021	1510	28	.	.	.
stanford-ai-2021	1510	29	)	)	-RRB-
stanford-ai-2021	1511	1	in	in	IN
stanford-ai-2021	1511	2	2015–2020	2015–2020	CD
stanford-ai-2021	1511	3	.	.	.
stanford-ai-2021	1512	1	•	•	NNP
stanford-ai-2021	1512	2	Re	re	NN
stanford-ai-2021	1512	3	-	-	JJ
stanford-ai-2021	1512	4	weight	weight	JJ
stanford-ai-2021	1512	5	skill	skill	NN
stanford-ai-2021	1512	6	frequencies	frequency	NNS
stanford-ai-2021	1512	7	using	use	VBG
stanford-ai-2021	1512	8	a	a	DT
stanford-ai-2021	1512	9	TF	TF	NNP
stanford-ai-2021	1512	10	-	-	HYPH
stanford-ai-2021	1512	11	IDF	IDF	NNP
stanford-ai-2021	1512	12	model	model	NN
stanford-ai-2021	1512	13	to	to	TO
stanford-ai-2021	1512	14	get	get	VB
stanford-ai-2021	1512	15	the	the	DT
stanford-ai-2021	1512	16	top	top	JJ
stanford-ai-2021	1512	17	50	50	CD
stanford-ai-2021	1512	18	most	most	JJS
stanford-ai-2021	1512	19	representative	representative	JJ
stanford-ai-2021	1512	20	skills	skill	NNS
stanford-ai-2021	1512	21	in	in	IN
stanford-ai-2021	1512	22	that	that	DT
stanford-ai-2021	1512	23	entity	entity	NN
stanford-ai-2021	1512	24	.	.	.
stanford-ai-2021	1513	1	These	these	DT
stanford-ai-2021	1513	2	50	50	CD
stanford-ai-2021	1513	3	skills	skill	NNS
stanford-ai-2021	1513	4	compose	compose	VBP
stanford-ai-2021	1513	5	the	the	DT
stanford-ai-2021	1513	6	“	"	``
stanford-ai-2021	1513	7	skill	skill	NN
stanford-ai-2021	1513	8	genome	genome	NN
stanford-ai-2021	1513	9	”	"	''
stanford-ai-2021	1513	10	of	of	IN
stanford-ai-2021	1513	11	that	that	DT
stanford-ai-2021	1513	12	entity	entity	NN
stanford-ai-2021	1513	13	.	.	.
stanford-ai-2021	1514	1	•	•	VB
stanford-ai-2021	1514	2	Compute	compute	VB
stanford-ai-2021	1514	3	the	the	DT
stanford-ai-2021	1514	4	share	share	NN
stanford-ai-2021	1514	5	of	of	IN
stanford-ai-2021	1514	6	skills	skill	NNS
stanford-ai-2021	1514	7	that	that	WDT
stanford-ai-2021	1514	8	belong	belong	VBP
stanford-ai-2021	1514	9	to	to	IN
stanford-ai-2021	1514	10	the	the	DT
stanford-ai-2021	1514	11	AI	AI	NNP
stanford-ai-2021	1514	12	skill	skill	NN
stanford-ai-2021	1514	13	group	group	NN
stanford-ai-2021	1514	14	out	out	IN
stanford-ai-2021	1514	15	of	of	IN
stanford-ai-2021	1514	16	the	the	DT
stanford-ai-2021	1514	17	top	top	JJ
stanford-ai-2021	1514	18	skills	skill	NNS
stanford-ai-2021	1514	19	in	in	IN
stanford-ai-2021	1514	20	the	the	DT
stanford-ai-2021	1514	21	selected	select	VBN
stanford-ai-2021	1514	22	entity	entity	NN
stanford-ai-2021	1514	23	.	.	.
stanford-ai-2021	1515	1	Interpretation	interpretation	NN
stanford-ai-2021	1515	2	:	:	:
stanford-ai-2021	1515	3	The	the	DT
stanford-ai-2021	1515	4	AI	AI	NNP
stanford-ai-2021	1515	5	skill	skill	NN
stanford-ai-2021	1515	6	penetration	penetration	NN
stanford-ai-2021	1515	7	rate	rate	NN
stanford-ai-2021	1515	8	signals	signal	VBZ
stanford-ai-2021	1515	9	the	the	DT
stanford-ai-2021	1515	10	prevalence	prevalence	NN
stanford-ai-2021	1515	11	of	of	IN
stanford-ai-2021	1515	12	AI	AI	NNP
stanford-ai-2021	1515	13	skills	skill	VBZ
stanford-ai-2021	1515	14	across	across	IN
stanford-ai-2021	1515	15	occupations	occupation	NNS
stanford-ai-2021	1515	16	,	,	,
stanford-ai-2021	1515	17	or	or	CC
stanford-ai-2021	1515	18	the	the	DT
stanford-ai-2021	1515	19	intensity	intensity	NN
stanford-ai-2021	1515	20	with	with	IN
stanford-ai-2021	1515	21	which	which	WDT
stanford-ai-2021	1515	22	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1515	23	members	member	NNS
stanford-ai-2021	1515	24	utilize	utilize	VBP
stanford-ai-2021	1515	25	AI	AI	NNP
stanford-ai-2021	1515	26	skills	skill	VBZ
stanford-ai-2021	1515	27	in	in	IN
stanford-ai-2021	1515	28	their	-PRON-	PRP$
stanford-ai-2021	1515	29	jobs	job	NNS
stanford-ai-2021	1515	30	.	.	.
stanford-ai-2021	1516	1	For	for	IN
stanford-ai-2021	1516	2	example	example	NN
stanford-ai-2021	1516	3	,	,	,
stanford-ai-2021	1516	4	the	the	DT
stanford-ai-2021	1516	5	top	top	JJ
stanford-ai-2021	1516	6	50	50	CD
stanford-ai-2021	1516	7	skills	skill	NNS
stanford-ai-2021	1516	8	for	for	IN
stanford-ai-2021	1516	9	the	the	DT
stanford-ai-2021	1516	10	occupation	occupation	NN
stanford-ai-2021	1516	11	of	of	IN
stanford-ai-2021	1516	12	engineer	engineer	NN
stanford-ai-2021	1516	13	are	be	VBP
stanford-ai-2021	1516	14	calculated	calculate	VBN
stanford-ai-2021	1516	15	based	base	VBN
stanford-ai-2021	1516	16	on	on	IN
stanford-ai-2021	1516	17	the	the	DT
stanford-ai-2021	1516	18	weighted	weighted	JJ
stanford-ai-2021	1516	19	frequency	frequency	NN
stanford-ai-2021	1516	20	with	with	IN
stanford-ai-2021	1516	21	which	which	WDT
stanford-ai-2021	1516	22	they	-PRON-	PRP
stanford-ai-2021	1516	23	appear	appear	VBP
stanford-ai-2021	1516	24	in	in	IN
stanford-ai-2021	1516	25	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1516	26	members	member	NNS
stanford-ai-2021	1516	27	’	’	POS
stanford-ai-2021	1516	28	profiles	profile	NNS
stanford-ai-2021	1516	29	.	.	.
stanford-ai-2021	1517	1	If	if	IN
stanford-ai-2021	1517	2	four	four	CD
stanford-ai-2021	1517	3	of	of	IN
stanford-ai-2021	1517	4	the	the	DT
stanford-ai-2021	1517	5	skills	skill	NNS
stanford-ai-2021	1517	6	that	that	WDT
stanford-ai-2021	1517	7	engineers	engineer	NNS
stanford-ai-2021	1517	8	possess	possess	VBP
stanford-ai-2021	1517	9	belong	belong	VBP
stanford-ai-2021	1517	10	to	to	IN
stanford-ai-2021	1517	11	the	the	DT
stanford-ai-2021	1517	12	AI	AI	NNP
stanford-ai-2021	1517	13	skill	skill	NN
stanford-ai-2021	1517	14	group	group	NN
stanford-ai-2021	1517	15	,	,	,
stanford-ai-2021	1517	16	this	this	DT
stanford-ai-2021	1517	17	measure	measure	NN
stanford-ai-2021	1517	18	indicates	indicate	VBZ
stanford-ai-2021	1517	19	that	that	IN
stanford-ai-2021	1517	20	the	the	DT
stanford-ai-2021	1517	21	penetration	penetration	NN
stanford-ai-2021	1517	22	of	of	IN
stanford-ai-2021	1517	23	AI	AI	NNP
stanford-ai-2021	1517	24	skills	skill	NNS
stanford-ai-2021	1517	25	is	be	VBZ
stanford-ai-2021	1517	26	estimated	estimate	VBN
stanford-ai-2021	1517	27	to	to	TO
stanford-ai-2021	1517	28	be	be	VB
stanford-ai-2021	1517	29	8	8	CD
stanford-ai-2021	1517	30	%	%	NN
stanford-ai-2021	1517	31	among	among	IN
stanford-ai-2021	1517	32	engineers	engineer	NNS
stanford-ai-2021	1517	33	(	(	-LRB-
stanford-ai-2021	1517	34	e.g.	e.g.	RB
stanford-ai-2021	1517	35	,	,	,
stanford-ai-2021	1517	36	4/50	4/50	CD
stanford-ai-2021	1517	37	)	)	-RRB-
stanford-ai-2021	1517	38	.	.	.
stanford-ai-2021	1518	1	Relative	Relative	NNP
stanford-ai-2021	1518	2	AI	AI	NNP
stanford-ai-2021	1518	3	Skills	Skills	NNPS
stanford-ai-2021	1518	4	Penetration	Penetration	NNP
stanford-ai-2021	1518	5	To	to	TO
stanford-ai-2021	1518	6	allow	allow	VB
stanford-ai-2021	1518	7	for	for	IN
stanford-ai-2021	1518	8	skills	skill	NNS
stanford-ai-2021	1518	9	penetration	penetration	NN
stanford-ai-2021	1518	10	comparisons	comparison	NNS
stanford-ai-2021	1518	11	across	across	IN
stanford-ai-2021	1518	12	countries	country	NNS
stanford-ai-2021	1518	13	,	,	,
stanford-ai-2021	1518	14	the	the	DT
stanford-ai-2021	1518	15	skills	skill	NNS
stanford-ai-2021	1518	16	genomes	genome	NNS
stanford-ai-2021	1518	17	are	be	VBP
stanford-ai-2021	1518	18	calculated	calculate	VBN
stanford-ai-2021	1518	19	and	and	CC
stanford-ai-2021	1518	20	a	a	DT
stanford-ai-2021	1518	21	relevant	relevant	JJ
stanford-ai-2021	1518	22	benchmark	benchmark	NN
stanford-ai-2021	1518	23	is	be	VBZ
stanford-ai-2021	1518	24	selected	select	VBN
stanford-ai-2021	1518	25	(	(	-LRB-
stanford-ai-2021	1518	26	e.g.	e.g.	RB
stanford-ai-2021	1518	27	,	,	,
stanford-ai-2021	1518	28	global	global	JJ
stanford-ai-2021	1518	29	average	average	NN
stanford-ai-2021	1518	30	)	)	-RRB-
stanford-ai-2021	1518	31	.	.	.
stanford-ai-2021	1519	1	A	a	DT
stanford-ai-2021	1519	2	ratio	ratio	NN
stanford-ai-2021	1519	3	is	be	VBZ
stanford-ai-2021	1519	4	then	then	RB
stanford-ai-2021	1519	5	constructed	construct	VBN
stanford-ai-2021	1519	6	between	between	IN
stanford-ai-2021	1519	7	a	a	DT
stanford-ai-2021	1519	8	country	country	NN
stanford-ai-2021	1519	9	’s	’s	,
stanford-ai-2021	1519	10	and	and	CC
stanford-ai-2021	1519	11	the	the	DT
stanford-ai-2021	1519	12	benchmark	benchmark	NN
stanford-ai-2021	1519	13	’s	’s	POS
stanford-ai-2021	1519	14	AI	AI	NNP
stanford-ai-2021	1519	15	skills	skill	VBZ
stanford-ai-2021	1519	16	penetrations	penetration	NNS
stanford-ai-2021	1519	17	,	,	,
stanford-ai-2021	1519	18	controlling	control	VBG
stanford-ai-2021	1519	19	for	for	IN
stanford-ai-2021	1519	20	occupations	occupation	NNS
stanford-ai-2021	1519	21	.	.	.
stanford-ai-2021	1520	1	Interpretation	interpretation	NN
stanford-ai-2021	1520	2	:	:	:
stanford-ai-2021	1520	3	A	a	DT
stanford-ai-2021	1520	4	country	country	NN
stanford-ai-2021	1520	5	’s	’s	NN
stanford-ai-2021	1520	6	relative	relative	JJ
stanford-ai-2021	1520	7	AI	AI	NNP
stanford-ai-2021	1520	8	skills	skill	VBZ
stanford-ai-2021	1520	9	penetration	penetration	NN
stanford-ai-2021	1520	10	of	of	IN
stanford-ai-2021	1520	11	1.5	1.5	CD
stanford-ai-2021	1520	12	indicates	indicate	VBZ
stanford-ai-2021	1520	13	that	that	IN
stanford-ai-2021	1520	14	AI	AI	NNP
stanford-ai-2021	1520	15	skills	skill	NNS
stanford-ai-2021	1520	16	are	be	VBP
stanford-ai-2021	1520	17	1.5	1.5	CD
stanford-ai-2021	1520	18	times	time	NNS
stanford-ai-2021	1520	19	as	as	RB
stanford-ai-2021	1520	20	frequent	frequent	JJ
stanford-ai-2021	1520	21	as	as	IN
stanford-ai-2021	1520	22	in	in	IN
stanford-ai-2021	1520	23	the	the	DT
stanford-ai-2021	1520	24	benchmark	benchmark	NN
stanford-ai-2021	1520	25	,	,	,
stanford-ai-2021	1520	26	for	for	IN
stanford-ai-2021	1520	27	an	an	DT
stanford-ai-2021	1520	28	overlapping	overlap	VBG
stanford-ai-2021	1520	29	set	set	NN
stanford-ai-2021	1520	30	of	of	IN
stanford-ai-2021	1520	31	occupations	occupation	NNS
stanford-ai-2021	1520	32	.	.	.
stanford-ai-2021	1521	1	Global	global	JJ
stanford-ai-2021	1521	2	Comparison	Comparison	NNP
stanford-ai-2021	1521	3	For	for	IN
stanford-ai-2021	1521	4	cross	cross	JJ
stanford-ai-2021	1521	5	-	-	JJ
stanford-ai-2021	1521	6	country	country	JJ
stanford-ai-2021	1521	7	comparison	comparison	NN
stanford-ai-2021	1521	8	,	,	,
stanford-ai-2021	1521	9	we	-PRON-	PRP
stanford-ai-2021	1521	10	present	present	VBP
stanford-ai-2021	1521	11	the	the	DT
stanford-ai-2021	1521	12	relative	relative	JJ
stanford-ai-2021	1521	13	penetration	penetration	NN
stanford-ai-2021	1521	14	rate	rate	NN
stanford-ai-2021	1521	15	of	of	IN
stanford-ai-2021	1521	16	AI	AI	NNP
stanford-ai-2021	1521	17	skills	skill	NNS
stanford-ai-2021	1521	18	,	,	,
stanford-ai-2021	1521	19	measured	measure	VBN
stanford-ai-2021	1521	20	as	as	IN
stanford-ai-2021	1521	21	the	the	DT
stanford-ai-2021	1521	22	sum	sum	NN
stanford-ai-2021	1521	23	of	of	IN
stanford-ai-2021	1521	24	the	the	DT
stanford-ai-2021	1521	25	penetration	penetration	NN
stanford-ai-2021	1521	26	of	of	IN
stanford-ai-2021	1521	27	each	each	DT
stanford-ai-2021	1521	28	AI	AI	NNP
stanford-ai-2021	1521	29	skill	skill	NN
stanford-ai-2021	1521	30	across	across	IN
stanford-ai-2021	1521	31	occupations	occupation	NNS
stanford-ai-2021	1521	32	in	in	IN
stanford-ai-2021	1521	33	a	a	DT
stanford-ai-2021	1521	34	given	give	VBN
stanford-ai-2021	1521	35	country	country	NN
stanford-ai-2021	1521	36	,	,	,
stanford-ai-2021	1521	37	divided	divide	VBN
stanford-ai-2021	1521	38	by	by	IN
stanford-ai-2021	1521	39	the	the	DT
stanford-ai-2021	1521	40	average	average	JJ
stanford-ai-2021	1521	41	global	global	JJ
stanford-ai-2021	1521	42	penetration	penetration	NN
stanford-ai-2021	1521	43	of	of	IN
stanford-ai-2021	1521	44	AI	AI	NNP
stanford-ai-2021	1521	45	skills	skill	VBZ
stanford-ai-2021	1521	46	across	across	IN
stanford-ai-2021	1521	47	the	the	DT
stanford-ai-2021	1521	48	overlapping	overlap	VBG
stanford-ai-2021	1521	49	occupations	occupation	NNS
stanford-ai-2021	1521	50	in	in	IN
stanford-ai-2021	1521	51	a	a	DT
stanford-ai-2021	1521	52	sample	sample	NN
stanford-ai-2021	1521	53	of	of	IN
stanford-ai-2021	1521	54	countries	country	NNS
stanford-ai-2021	1521	55	.	.	.
stanford-ai-2021	1522	1	Interpretation	interpretation	NN
stanford-ai-2021	1522	2	:	:	:
stanford-ai-2021	1522	3	A	a	DT
stanford-ai-2021	1522	4	relative	relative	JJ
stanford-ai-2021	1522	5	penetration	penetration	NN
stanford-ai-2021	1522	6	rate	rate	NN
stanford-ai-2021	1522	7	of	of	IN
stanford-ai-2021	1522	8	2	2	CD
stanford-ai-2021	1522	9	means	mean	NNS
stanford-ai-2021	1522	10	that	that	IN
stanford-ai-2021	1522	11	the	the	DT
stanford-ai-2021	1522	12	average	average	JJ
stanford-ai-2021	1522	13	penetration	penetration	NN
stanford-ai-2021	1522	14	of	of	IN
stanford-ai-2021	1522	15	AI	AI	NNP
stanford-ai-2021	1522	16	skills	skill	VBZ
stanford-ai-2021	1522	17	in	in	IN
stanford-ai-2021	1522	18	that	that	DT
stanford-ai-2021	1522	19	country	country	NN
stanford-ai-2021	1522	20	is	be	VBZ
stanford-ai-2021	1522	21	two	two	CD
stanford-ai-2021	1522	22	times	time	NNS
stanford-ai-2021	1522	23	the	the	DT
stanford-ai-2021	1522	24	global	global	JJ
stanford-ai-2021	1522	25	average	average	NN
stanford-ai-2021	1522	26	across	across	IN
stanford-ai-2021	1522	27	the	the	DT
stanford-ai-2021	1522	28	same	same	JJ
stanford-ai-2021	1522	29	set	set	NN
stanford-ai-2021	1522	30	of	of	IN
stanford-ai-2021	1522	31	occupations	occupation	NNS
stanford-ai-2021	1522	32	.	.	.
stanford-ai-2021	1523	1	CHAPTER	chapter	NN
stanford-ai-2021	1523	2	3	3	CD
stanford-ai-2021	1523	3	:	:	:
stanford-ai-2021	1523	4	ECONOMY	economy	NN
stanford-ai-2021	1523	5	C	c	NN
stanford-ai-2021	1523	6	H	h	NN
stanford-ai-2021	1523	7	A	a	NN
stanford-ai-2021	1523	8	P	p	NN
stanford-ai-2021	1523	9	T	t	NN
stanford-ai-2021	1523	10	E	e	NN
stanford-ai-2021	1523	11	R	r	NN
stanford-ai-2021	1523	12	3	3	CD
stanford-ai-2021	1523	13	:	:	:
stanford-ai-2021	1523	14	E	e	NN
stanford-ai-2021	1523	15	C	c	NN
stanford-ai-2021	1523	16	O	o	NN
stanford-ai-2021	1523	17	N	n	NN
stanford-ai-2021	1523	18	O	o	NN
stanford-ai-2021	1523	19	M	m	NN
stanford-ai-2021	1523	20	Y	y	NN
stanford-ai-2021	1523	21	A	a	NN
stanford-ai-2021	1523	22	P	p	NN
stanford-ai-2021	1523	23	P	p	NN
stanford-ai-2021	1523	24	E	e	NN
stanford-ai-2021	1523	25	N	n	NN
stanford-ai-2021	1523	26	D	d	NN
stanford-ai-2021	1523	27	I	i	NN
stanford-ai-2021	1523	28	X	x	NN
stanford-ai-2021	1523	29	TA	ta	NN
stanford-ai-2021	1523	30	B	b	NN
stanford-ai-2021	1523	31	L	l	NN
stanford-ai-2021	1523	32	E	e	NN
stanford-ai-2021	1523	33	O	o	NN
stanford-ai-2021	1523	34	F	f	NN
stanford-ai-2021	1523	35	C	c	NN
stanford-ai-2021	1523	36	O	o	NN
stanford-ai-2021	1523	37	N	n	NN
stanford-ai-2021	1523	38	T	t	NN
stanford-ai-2021	1523	39	E	e	NN
stanford-ai-2021	1523	40	N	n	NN
stanford-ai-2021	1523	41	T	t	NN
stanford-ai-2021	1523	42	S	s	NN
stanford-ai-2021	1523	43	204A	204a	CD
stanford-ai-2021	1523	44	P	p	NN
stanford-ai-2021	1523	45	P	p	NN
stanford-ai-2021	1523	46	E	e	NN
stanford-ai-2021	1523	47	N	n	NN
stanford-ai-2021	1523	48	D	d	NN
stanford-ai-2021	1523	49	I	i	NN
stanford-ai-2021	1523	50	X	X	NNP
stanford-ai-2021	1523	51	Artificial	Artificial	NNP
stanford-ai-2021	1523	52	Intelligence	Intelligence	NNP
stanford-ai-2021	1523	53	Index	Index	NNP
stanford-ai-2021	1523	54	Report	Report	NNP
stanford-ai-2021	1523	55	2021	2021	CD
stanford-ai-2021	1523	56	C	c	NN
stanford-ai-2021	1523	57	H	h	NN
stanford-ai-2021	1523	58	A	a	NN
stanford-ai-2021	1523	59	P	p	NN
stanford-ai-2021	1523	60	T	t	NN
stanford-ai-2021	1523	61	E	e	NN
stanford-ai-2021	1523	62	R	r	NN
stanford-ai-2021	1523	63	3	3	CD
stanford-ai-2021	1523	64	:	:	:
stanford-ai-2021	1523	65	E	e	NN
stanford-ai-2021	1523	66	C	c	NN
stanford-ai-2021	1523	67	O	o	NN
stanford-ai-2021	1523	68	N	n	NN
stanford-ai-2021	1523	69	O	o	NN
stanford-ai-2021	1523	70	M	m	NN
stanford-ai-2021	1523	71	Y	y	NN
stanford-ai-2021	1523	72	A	a	NN
stanford-ai-2021	1523	73	P	p	NN
stanford-ai-2021	1523	74	P	p	NN
stanford-ai-2021	1523	75	E	e	NN
stanford-ai-2021	1523	76	N	n	NN
stanford-ai-2021	1523	77	D	d	NN
stanford-ai-2021	1523	78	I	i	NN
stanford-ai-2021	1523	79	X	x	NN
stanford-ai-2021	1523	80	Global	global	JJ
stanford-ai-2021	1523	81	Comparison	comparison	NN
stanford-ai-2021	1523	82	:	:	:
stanford-ai-2021	1523	83	By	by	IN
stanford-ai-2021	1523	84	Industry	Industry	NNP
stanford-ai-2021	1523	85	The	the	DT
stanford-ai-2021	1523	86	relative	relative	JJ
stanford-ai-2021	1523	87	AI	ai	NN
stanford-ai-2021	1523	88	skills	skill	VBZ
stanford-ai-2021	1523	89	penetration	penetration	NN
stanford-ai-2021	1523	90	by	by	IN
stanford-ai-2021	1523	91	country	country	NN
stanford-ai-2021	1523	92	for	for	IN
stanford-ai-2021	1523	93	industry	industry	NN
stanford-ai-2021	1523	94	provides	provide	VBZ
stanford-ai-2021	1523	95	an	an	DT
stanford-ai-2021	1523	96	in	in	IN
stanford-ai-2021	1523	97	-	-	HYPH
stanford-ai-2021	1523	98	depth	depth	NN
stanford-ai-2021	1523	99	sectoral	sectoral	JJ
stanford-ai-2021	1523	100	decomposition	decomposition	NN
stanford-ai-2021	1523	101	of	of	IN
stanford-ai-2021	1523	102	AI	AI	NNP
stanford-ai-2021	1523	103	skill	skill	NN
stanford-ai-2021	1523	104	penetration	penetration	NN
stanford-ai-2021	1523	105	across	across	IN
stanford-ai-2021	1523	106	industries	industry	NNS
stanford-ai-2021	1523	107	and	and	CC
stanford-ai-2021	1523	108	sample	sample	NN
stanford-ai-2021	1523	109	countries	country	NNS
stanford-ai-2021	1523	110	.	.	.
stanford-ai-2021	1524	1	Interpretation	interpretation	NN
stanford-ai-2021	1524	2	:	:	:
stanford-ai-2021	1524	3	A	a	DT
stanford-ai-2021	1524	4	country	country	NN
stanford-ai-2021	1524	5	’s	’s	POS
stanford-ai-2021	1524	6	relative	relative	JJ
stanford-ai-2021	1524	7	AI	AI	NNP
stanford-ai-2021	1524	8	skill	skill	NN
stanford-ai-2021	1524	9	penetration	penetration	NN
stanford-ai-2021	1524	10	rate	rate	NN
stanford-ai-2021	1524	11	of	of	IN
stanford-ai-2021	1524	12	2	2	CD
stanford-ai-2021	1524	13	in	in	IN
stanford-ai-2021	1524	14	the	the	DT
stanford-ai-2021	1524	15	education	education	NN
stanford-ai-2021	1524	16	sector	sector	NN
stanford-ai-2021	1524	17	means	mean	VBZ
stanford-ai-2021	1524	18	that	that	IN
stanford-ai-2021	1524	19	the	the	DT
stanford-ai-2021	1524	20	average	average	JJ
stanford-ai-2021	1524	21	penetration	penetration	NN
stanford-ai-2021	1524	22	of	of	IN
stanford-ai-2021	1524	23	AI	AI	NNP
stanford-ai-2021	1524	24	skills	skill	VBZ
stanford-ai-2021	1524	25	in	in	IN
stanford-ai-2021	1524	26	that	that	DT
stanford-ai-2021	1524	27	country	country	NN
stanford-ai-2021	1524	28	is	be	VBZ
stanford-ai-2021	1524	29	two	two	CD
stanford-ai-2021	1524	30	times	time	NNS
stanford-ai-2021	1524	31	the	the	DT
stanford-ai-2021	1524	32	global	global	JJ
stanford-ai-2021	1524	33	average	average	NN
stanford-ai-2021	1524	34	across	across	IN
stanford-ai-2021	1524	35	the	the	DT
stanford-ai-2021	1524	36	same	same	JJ
stanford-ai-2021	1524	37	set	set	NN
stanford-ai-2021	1524	38	of	of	IN
stanford-ai-2021	1524	39	occupations	occupation	NNS
stanford-ai-2021	1524	40	in	in	IN
stanford-ai-2021	1524	41	that	that	DT
stanford-ai-2021	1524	42	sector	sector	NN
stanford-ai-2021	1524	43	.	.	.
stanford-ai-2021	1525	1	LinkedIn	linkedin	JJ
stanford-ai-2021	1525	2	AI	ai	NN
stanford-ai-2021	1525	3	Hiring	hire	VBG
stanford-ai-2021	1525	4	Index	Index	NNP
stanford-ai-2021	1525	5	The	the	DT
stanford-ai-2021	1525	6	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1525	7	AI	AI	NNP
stanford-ai-2021	1525	8	hiring	hire	VBG
stanford-ai-2021	1525	9	rate	rate	NN
stanford-ai-2021	1525	10	is	be	VBZ
stanford-ai-2021	1525	11	calculated	calculate	VBN
stanford-ai-2021	1525	12	as	as	IN
stanford-ai-2021	1525	13	the	the	DT
stanford-ai-2021	1525	14	total	total	JJ
stanford-ai-2021	1525	15	number	number	NN
stanford-ai-2021	1525	16	of	of	IN
stanford-ai-2021	1525	17	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1525	18	members	member	NNS
stanford-ai-2021	1525	19	who	who	WP
stanford-ai-2021	1525	20	are	be	VBP
stanford-ai-2021	1525	21	identified	identify	VBN
stanford-ai-2021	1525	22	as	as	IN
stanford-ai-2021	1525	23	AI	AI	NNP
stanford-ai-2021	1525	24	talent	talent	NN
stanford-ai-2021	1525	25	and	and	CC
stanford-ai-2021	1525	26	added	add	VBD
stanford-ai-2021	1525	27	a	a	DT
stanford-ai-2021	1525	28	new	new	JJ
stanford-ai-2021	1525	29	employer	employer	NN
stanford-ai-2021	1525	30	in	in	IN
stanford-ai-2021	1525	31	the	the	DT
stanford-ai-2021	1525	32	same	same	JJ
stanford-ai-2021	1525	33	month	month	NN
stanford-ai-2021	1525	34	the	the	DT
stanford-ai-2021	1525	35	new	new	JJ
stanford-ai-2021	1525	36	job	job	NN
stanford-ai-2021	1525	37	began	begin	VBD
stanford-ai-2021	1525	38	,	,	,
stanford-ai-2021	1525	39	divided	divide	VBN
stanford-ai-2021	1525	40	by	by	IN
stanford-ai-2021	1525	41	the	the	DT
stanford-ai-2021	1525	42	total	total	JJ
stanford-ai-2021	1525	43	number	number	NN
stanford-ai-2021	1525	44	of	of	IN
stanford-ai-2021	1525	45	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1525	46	members	member	NNS
stanford-ai-2021	1525	47	in	in	IN
stanford-ai-2021	1525	48	the	the	DT
stanford-ai-2021	1525	49	country	country	NN
stanford-ai-2021	1525	50	.	.	.
stanford-ai-2021	1526	1	By	by	IN
stanford-ai-2021	1526	2	analyzing	analyze	VBG
stanford-ai-2021	1526	3	only	only	RB
stanford-ai-2021	1526	4	the	the	DT
stanford-ai-2021	1526	5	timeliest	timely	JJS
stanford-ai-2021	1526	6	data	datum	NNS
stanford-ai-2021	1526	7	,	,	,
stanford-ai-2021	1526	8	it	-PRON-	PRP
stanford-ai-2021	1526	9	is	be	VBZ
stanford-ai-2021	1526	10	possible	possible	JJ
stanford-ai-2021	1526	11	to	to	TO
stanford-ai-2021	1526	12	make	make	VB
stanford-ai-2021	1526	13	month	month	NN
stanford-ai-2021	1526	14	-	-	HYPH
stanford-ai-2021	1526	15	to	to	IN
stanford-ai-2021	1526	16	-	-	HYPH
stanford-ai-2021	1526	17	month	month	NN
stanford-ai-2021	1526	18	comparisons	comparison	NNS
stanford-ai-2021	1526	19	and	and	CC
stanford-ai-2021	1526	20	account	account	NN
stanford-ai-2021	1526	21	for	for	IN
stanford-ai-2021	1526	22	any	any	DT
stanford-ai-2021	1526	23	potential	potential	JJ
stanford-ai-2021	1526	24	lags	lag	NNS
stanford-ai-2021	1526	25	in	in	IN
stanford-ai-2021	1526	26	members	member	NNS
stanford-ai-2021	1526	27	updating	update	VBG
stanford-ai-2021	1526	28	their	-PRON-	PRP$
stanford-ai-2021	1526	29	profiles	profile	NNS
stanford-ai-2021	1526	30	.	.	.
stanford-ai-2021	1527	1	The	the	DT
stanford-ai-2021	1527	2	baseline	baseline	NN
stanford-ai-2021	1527	3	time	time	NN
stanford-ai-2021	1527	4	period	period	NN
stanford-ai-2021	1527	5	is	be	VBZ
stanford-ai-2021	1527	6	typically	typically	RB
stanford-ai-2021	1527	7	a	a	DT
stanford-ai-2021	1527	8	year	year	NN
stanford-ai-2021	1527	9	,	,	,
stanford-ai-2021	1527	10	and	and	CC
stanford-ai-2021	1527	11	it	-PRON-	PRP
stanford-ai-2021	1527	12	is	be	VBZ
stanford-ai-2021	1527	13	indexed	index	VBN
stanford-ai-2021	1527	14	to	to	IN
stanford-ai-2021	1527	15	the	the	DT
stanford-ai-2021	1527	16	average	average	JJ
stanford-ai-2021	1527	17	month	month	NN
stanford-ai-2021	1527	18	/	/	SYM
stanford-ai-2021	1527	19	period	period	NN
stanford-ai-2021	1527	20	of	of	IN
stanford-ai-2021	1527	21	interest	interest	NN
stanford-ai-2021	1527	22	during	during	IN
stanford-ai-2021	1527	23	that	that	DT
stanford-ai-2021	1527	24	year	year	NN
stanford-ai-2021	1527	25	.	.	.
stanford-ai-2021	1528	1	The	the	DT
stanford-ai-2021	1528	2	AI	AI	NNP
stanford-ai-2021	1528	3	hiring	hiring	NN
stanford-ai-2021	1528	4	rate	rate	NN
stanford-ai-2021	1528	5	is	be	VBZ
stanford-ai-2021	1528	6	indexed	index	VBN
stanford-ai-2021	1528	7	against	against	IN
stanford-ai-2021	1528	8	the	the	DT
stanford-ai-2021	1528	9	average	average	JJ
stanford-ai-2021	1528	10	annual	annual	JJ
stanford-ai-2021	1528	11	hiring	hiring	NN
stanford-ai-2021	1528	12	in	in	IN
stanford-ai-2021	1528	13	2016	2016	CD
stanford-ai-2021	1528	14	;	;	:
stanford-ai-2021	1528	15	for	for	IN
stanford-ai-2021	1528	16	example	example	NN
stanford-ai-2021	1528	17	,	,	,
stanford-ai-2021	1528	18	an	an	DT
stanford-ai-2021	1528	19	index	index	NN
stanford-ai-2021	1528	20	of	of	IN
stanford-ai-2021	1528	21	3.5	3.5	CD
stanford-ai-2021	1528	22	for	for	IN
stanford-ai-2021	1528	23	Brazil	Brazil	NNP
stanford-ai-2021	1528	24	in	in	IN
stanford-ai-2021	1528	25	2020	2020	CD
stanford-ai-2021	1528	26	indicates	indicate	VBZ
stanford-ai-2021	1528	27	that	that	IN
stanford-ai-2021	1528	28	the	the	DT
stanford-ai-2021	1528	29	AI	AI	NNP
stanford-ai-2021	1528	30	hiring	hiring	NN
stanford-ai-2021	1528	31	rate	rate	NN
stanford-ai-2021	1528	32	is	be	VBZ
stanford-ai-2021	1528	33	3.5	3.5	CD
stanford-ai-2021	1528	34	times	time	NNS
stanford-ai-2021	1528	35	higher	high	JJR
stanford-ai-2021	1528	36	in	in	IN
stanford-ai-2021	1528	37	2020	2020	CD
stanford-ai-2021	1528	38	than	than	IN
stanford-ai-2021	1528	39	the	the	DT
stanford-ai-2021	1528	40	average	average	NN
stanford-ai-2021	1528	41	in	in	IN
stanford-ai-2021	1528	42	2016	2016	CD
stanford-ai-2021	1528	43	.	.	.
stanford-ai-2021	1529	1	Interpretation	interpretation	NN
stanford-ai-2021	1529	2	:	:	:
stanford-ai-2021	1529	3	The	the	DT
stanford-ai-2021	1529	4	hiring	hire	VBG
stanford-ai-2021	1529	5	index	index	NN
stanford-ai-2021	1529	6	means	mean	VBZ
stanford-ai-2021	1529	7	the	the	DT
stanford-ai-2021	1529	8	rate	rate	NN
stanford-ai-2021	1529	9	of	of	IN
stanford-ai-2021	1529	10	hiring	hire	VBG
stanford-ai-2021	1529	11	in	in	IN
stanford-ai-2021	1529	12	the	the	DT
stanford-ai-2021	1529	13	AI	AI	NNP
stanford-ai-2021	1529	14	field	field	NN
stanford-ai-2021	1529	15	,	,	,
stanford-ai-2021	1529	16	specifically	specifically	RB
stanford-ai-2021	1529	17	how	how	WRB
stanford-ai-2021	1529	18	fast	fast	JJ
stanford-ai-2021	1529	19	each	each	DT
stanford-ai-2021	1529	20	country	country	NN
stanford-ai-2021	1529	21	is	be	VBZ
stanford-ai-2021	1529	22	experiencing	experience	VBG
stanford-ai-2021	1529	23	growth	growth	NN
stanford-ai-2021	1529	24	in	in	IN
stanford-ai-2021	1529	25	AI	AI	NNP
stanford-ai-2021	1529	26	hiring	hire	VBG
stanford-ai-2021	1529	27	.	.	.
stanford-ai-2021	1530	1	Top	Top	NNP
stanford-ai-2021	1530	2	AI	AI	NNP
stanford-ai-2021	1530	3	Skills	Skills	NNPS
stanford-ai-2021	1530	4	AI	AI	NNP
stanford-ai-2021	1530	5	skills	skill	VBZ
stanford-ai-2021	1530	6	most	most	RBS
stanford-ai-2021	1530	7	frequently	frequently	RB
stanford-ai-2021	1530	8	added	add	VBN
stanford-ai-2021	1530	9	by	by	IN
stanford-ai-2021	1530	10	members	member	NNS
stanford-ai-2021	1530	11	during	during	IN
stanford-ai-2021	1530	12	2015–2020	2015–2020	CD
stanford-ai-2021	1530	13	period	period	NN
stanford-ai-2021	1530	14	.	.	.
stanford-ai-2021	1531	1	B	b	NN
stanford-ai-2021	1531	2	U	u	NN
stanford-ai-2021	1531	3	R	r	NN
stanford-ai-2021	1531	4	N	n	CC
stanford-ai-2021	1531	5	I	i	NN
stanford-ai-2021	1531	6	N	n	NN
stanford-ai-2021	1531	7	G	g	NN
stanford-ai-2021	1531	8	G	g	NN
stanford-ai-2021	1531	9	L	l	NN
stanford-ai-2021	1531	10	A	A	NNP
stanford-ai-2021	1531	11	S	s	NN
stanford-ai-2021	1531	12	S	s	NN
stanford-ai-2021	1531	13	T	t	NN
stanford-ai-2021	1531	14	E	e	NN
stanford-ai-2021	1531	15	C	c	NN
stanford-ai-2021	1531	16	H	h	NN
stanford-ai-2021	1531	17	N	n	NN
stanford-ai-2021	1531	18	O	o	NN
stanford-ai-2021	1531	19	L	l	NN
stanford-ai-2021	1531	20	O	o	NN
stanford-ai-2021	1531	21	G	g	NN
stanford-ai-2021	1531	22	I	i	NN
stanford-ai-2021	1531	23	E	e	NN
stanford-ai-2021	1531	24	S	s	NN
stanford-ai-2021	1531	25	Prepared	prepare	VBN
stanford-ai-2021	1531	26	by	by	IN
stanford-ai-2021	1531	27	Bledi	Bledi	NNP
stanford-ai-2021	1531	28	Taska	Taska	NNP
stanford-ai-2021	1531	29	,	,	,
stanford-ai-2021	1531	30	Layla	Layla	NNP
stanford-ai-2021	1531	31	O’Kane	o’kane	NN
stanford-ai-2021	1531	32	,	,	,
stanford-ai-2021	1531	33	and	and	CC
stanford-ai-2021	1531	34	Zhou	Zhou	NNP
stanford-ai-2021	1531	35	Zhou	Zhou	NNP
stanford-ai-2021	1531	36	Burning	Burning	NNP
stanford-ai-2021	1531	37	Glass	Glass	NNP
stanford-ai-2021	1531	38	Technologies	Technologies	NNPS
stanford-ai-2021	1531	39	delivers	deliver	VBZ
stanford-ai-2021	1531	40	job	job	NN
stanford-ai-2021	1531	41	market	market	NN
stanford-ai-2021	1531	42	analytics	analytic	NNS
stanford-ai-2021	1531	43	that	that	WDT
stanford-ai-2021	1531	44	empower	empower	VBP
stanford-ai-2021	1531	45	employers	employer	NNS
stanford-ai-2021	1531	46	,	,	,
stanford-ai-2021	1531	47	workers	worker	NNS
stanford-ai-2021	1531	48	,	,	,
stanford-ai-2021	1531	49	and	and	CC
stanford-ai-2021	1531	50	educators	educator	NNS
stanford-ai-2021	1531	51	to	to	TO
stanford-ai-2021	1531	52	make	make	VB
stanford-ai-2021	1531	53	data	data	NN
stanford-ai-2021	1531	54	-	-	HYPH
stanford-ai-2021	1531	55	driven	drive	VBN
stanford-ai-2021	1531	56	decisions	decision	NNS
stanford-ai-2021	1531	57	.	.	.
stanford-ai-2021	1532	1	The	the	DT
stanford-ai-2021	1532	2	company	company	NN
stanford-ai-2021	1532	3	’s	’s	POS
stanford-ai-2021	1532	4	artificial	artificial	JJ
stanford-ai-2021	1532	5	intelligence	intelligence	NN
stanford-ai-2021	1532	6	technology	technology	NN
stanford-ai-2021	1532	7	analyzes	analyze	VBZ
stanford-ai-2021	1532	8	hundreds	hundred	NNS
stanford-ai-2021	1532	9	of	of	IN
stanford-ai-2021	1532	10	millions	million	NNS
stanford-ai-2021	1532	11	of	of	IN
stanford-ai-2021	1532	12	job	job	NN
stanford-ai-2021	1532	13	postings	posting	NNS
stanford-ai-2021	1532	14	and	and	CC
stanford-ai-2021	1532	15	real	real	JJ
stanford-ai-2021	1532	16	-	-	HYPH
stanford-ai-2021	1532	17	life	life	NN
stanford-ai-2021	1532	18	career	career	NN
stanford-ai-2021	1532	19	transitions	transition	NNS
stanford-ai-2021	1532	20	to	to	TO
stanford-ai-2021	1532	21	provide	provide	VB
stanford-ai-2021	1532	22	insight	insight	NN
stanford-ai-2021	1532	23	into	into	IN
stanford-ai-2021	1532	24	labor	labor	NN
stanford-ai-2021	1532	25	market	market	NN
stanford-ai-2021	1532	26	patterns	pattern	NNS
stanford-ai-2021	1532	27	.	.	.
stanford-ai-2021	1533	1	This	this	DT
stanford-ai-2021	1533	2	real-	real-	JJ
stanford-ai-2021	1533	3	time	time	NN
stanford-ai-2021	1533	4	strategic	strategic	JJ
stanford-ai-2021	1533	5	intelligence	intelligence	NN
stanford-ai-2021	1533	6	offers	offer	VBZ
stanford-ai-2021	1533	7	crucial	crucial	JJ
stanford-ai-2021	1533	8	insights	insight	NNS
stanford-ai-2021	1533	9	,	,	,
stanford-ai-2021	1533	10	such	such	JJ
stanford-ai-2021	1533	11	as	as	IN
stanford-ai-2021	1533	12	what	what	WP
stanford-ai-2021	1533	13	jobs	job	NNS
stanford-ai-2021	1533	14	are	be	VBP
stanford-ai-2021	1533	15	most	most	RBS
stanford-ai-2021	1533	16	in	in	IN
stanford-ai-2021	1533	17	demand	demand	NN
stanford-ai-2021	1533	18	,	,	,
stanford-ai-2021	1533	19	the	the	DT
stanford-ai-2021	1533	20	specific	specific	JJ
stanford-ai-2021	1533	21	skills	skill	NNS
stanford-ai-2021	1533	22	employers	employer	NNS
stanford-ai-2021	1533	23	need	need	VBP
stanford-ai-2021	1533	24	,	,	,
stanford-ai-2021	1533	25	and	and	CC
stanford-ai-2021	1533	26	the	the	DT
stanford-ai-2021	1533	27	career	career	NN
stanford-ai-2021	1533	28	directions	direction	NNS
stanford-ai-2021	1533	29	that	that	WDT
stanford-ai-2021	1533	30	offer	offer	VBP
stanford-ai-2021	1533	31	the	the	DT
stanford-ai-2021	1533	32	highest	high	JJS
stanford-ai-2021	1533	33	potential	potential	NN
stanford-ai-2021	1533	34	for	for	IN
stanford-ai-2021	1533	35	workers	worker	NNS
stanford-ai-2021	1533	36	.	.	.
stanford-ai-2021	1534	1	For	for	IN
stanford-ai-2021	1534	2	more	more	JJR
stanford-ai-2021	1534	3	information	information	NN
stanford-ai-2021	1534	4	,	,	,
stanford-ai-2021	1534	5	visit	visit	VB
stanford-ai-2021	1534	6	burning-glass.com	burning-glass.com	ADD
stanford-ai-2021	1534	7	.	.	.
stanford-ai-2021	1535	1	Job	Job	NNP
stanford-ai-2021	1535	2	Posting	post	VBG
stanford-ai-2021	1535	3	Data	datum	NNS
stanford-ai-2021	1535	4	To	to	TO
stanford-ai-2021	1535	5	support	support	VB
stanford-ai-2021	1535	6	these	these	DT
stanford-ai-2021	1535	7	analyses	analysis	NNS
stanford-ai-2021	1535	8	,	,	,
stanford-ai-2021	1535	9	Burning	Burning	NNP
stanford-ai-2021	1535	10	Glass	Glass	NNP
stanford-ai-2021	1535	11	mined	mine	VBD
stanford-ai-2021	1535	12	its	-PRON-	PRP$
stanford-ai-2021	1535	13	dataset	dataset	NN
stanford-ai-2021	1535	14	of	of	IN
stanford-ai-2021	1535	15	millions	million	NNS
stanford-ai-2021	1535	16	of	of	IN
stanford-ai-2021	1535	17	job	job	NN
stanford-ai-2021	1535	18	postings	posting	NNS
stanford-ai-2021	1535	19	collected	collect	VBN
stanford-ai-2021	1535	20	since	since	IN
stanford-ai-2021	1535	21	2010	2010	CD
stanford-ai-2021	1535	22	.	.	.
stanford-ai-2021	1536	1	Burning	burn	VBG
stanford-ai-2021	1536	2	Glass	Glass	NNP
stanford-ai-2021	1536	3	collects	collect	VBZ
stanford-ai-2021	1536	4	postings	posting	NNS
stanford-ai-2021	1536	5	from	from	IN
stanford-ai-2021	1536	6	over	over	IN
stanford-ai-2021	1536	7	45,000	45,000	CD
stanford-ai-2021	1536	8	online	online	JJ
stanford-ai-2021	1536	9	job	job	NN
stanford-ai-2021	1536	10	sites	site	NNS
stanford-ai-2021	1536	11	to	to	TO
stanford-ai-2021	1536	12	develop	develop	VB
stanford-ai-2021	1536	13	a	a	DT
stanford-ai-2021	1536	14	comprehensive	comprehensive	JJ
stanford-ai-2021	1536	15	,	,	,
stanford-ai-2021	1536	16	real	real	JJ
stanford-ai-2021	1536	17	-	-	HYPH
stanford-ai-2021	1536	18	time	time	NN
stanford-ai-2021	1536	19	portrait	portrait	NN
stanford-ai-2021	1536	20	of	of	IN
stanford-ai-2021	1536	21	labor	labor	NN
stanford-ai-2021	1536	22	market	market	NN
stanford-ai-2021	1536	23	demand	demand	NN
stanford-ai-2021	1536	24	.	.	.
stanford-ai-2021	1537	1	It	-PRON-	PRP
stanford-ai-2021	1537	2	aggregates	aggregate	VBZ
stanford-ai-2021	1537	3	job	job	NN
stanford-ai-2021	1537	4	postings	posting	NNS
stanford-ai-2021	1537	5	,	,	,
stanford-ai-2021	1537	6	removes	remove	VBZ
stanford-ai-2021	1537	7	duplicates	duplicate	NNS
stanford-ai-2021	1537	8	,	,	,
stanford-ai-2021	1537	9	and	and	CC
stanford-ai-2021	1537	10	extracts	extract	VBZ
stanford-ai-2021	1537	11	data	datum	NNS
stanford-ai-2021	1537	12	from	from	IN
stanford-ai-2021	1537	13	job	job	NN
stanford-ai-2021	1537	14	postings	posting	NNS
stanford-ai-2021	1537	15	text	text	NN
stanford-ai-2021	1537	16	.	.	.
stanford-ai-2021	1538	1	This	this	DT
stanford-ai-2021	1538	2	includes	include	VBZ
stanford-ai-2021	1538	3	information	information	NN
stanford-ai-2021	1538	4	on	on	IN
stanford-ai-2021	1538	5	job	job	NN
stanford-ai-2021	1538	6	title	title	NN
stanford-ai-2021	1538	7	,	,	,
stanford-ai-2021	1538	8	employer	employer	NN
stanford-ai-2021	1538	9	,	,	,
stanford-ai-2021	1538	10	industry	industry	NN
stanford-ai-2021	1538	11	,	,	,
stanford-ai-2021	1538	12	and	and	CC
stanford-ai-2021	1538	13	region	region	NN
stanford-ai-2021	1538	14	,	,	,
stanford-ai-2021	1538	15	as	as	RB
stanford-ai-2021	1538	16	well	well	RB
stanford-ai-2021	1538	17	as	as	IN
stanford-ai-2021	1538	18	required	require	VBN
stanford-ai-2021	1538	19	experience	experience	NN
stanford-ai-2021	1538	20	,	,	,
stanford-ai-2021	1538	21	education	education	NN
stanford-ai-2021	1538	22	,	,	,
stanford-ai-2021	1538	23	and	and	CC
stanford-ai-2021	1538	24	skills	skill	NNS
stanford-ai-2021	1538	25	.	.	.
stanford-ai-2021	1539	1	Job	job	NN
stanford-ai-2021	1539	2	postings	posting	NNS
stanford-ai-2021	1539	3	are	be	VBP
stanford-ai-2021	1539	4	useful	useful	JJ
stanford-ai-2021	1539	5	for	for	IN
stanford-ai-2021	1539	6	understanding	understand	VBG
stanford-ai-2021	1539	7	trends	trend	NNS
stanford-ai-2021	1539	8	in	in	IN
stanford-ai-2021	1539	9	the	the	DT
stanford-ai-2021	1539	10	labor	labor	NN
stanford-ai-2021	1539	11	market	market	NN
stanford-ai-2021	1539	12	because	because	IN
stanford-ai-2021	1539	13	they	-PRON-	PRP
stanford-ai-2021	1539	14	allow	allow	VBP
stanford-ai-2021	1539	15	for	for	IN
stanford-ai-2021	1539	16	a	a	DT
stanford-ai-2021	1539	17	detailed	detailed	JJ
stanford-ai-2021	1539	18	,	,	,
stanford-ai-2021	1539	19	real	real	JJ
stanford-ai-2021	1539	20	-	-	HYPH
stanford-ai-2021	1539	21	time	time	NN
stanford-ai-2021	1539	22	look	look	NN
stanford-ai-2021	1539	23	at	at	IN
stanford-ai-2021	1539	24	the	the	DT
stanford-ai-2021	1539	25	skills	skill	NNS
stanford-ai-2021	1539	26	employers	employer	NNS
stanford-ai-2021	1539	27	seek	seek	VBP
stanford-ai-2021	1539	28	.	.	.
stanford-ai-2021	1540	1	To	to	TO
stanford-ai-2021	1540	2	assess	assess	VB
stanford-ai-2021	1540	3	the	the	DT
stanford-ai-2021	1540	4	representativeness	representativeness	NN
stanford-ai-2021	1540	5	of	of	IN
stanford-ai-2021	1540	6	job	job	NN
stanford-ai-2021	1540	7	postings	posting	NNS
stanford-ai-2021	1540	8	data	datum	NNS
stanford-ai-2021	1540	9	,	,	,
stanford-ai-2021	1540	10	Burning	burn	VBG
stanford-ai-2021	1540	11	Glass	Glass	NNP
stanford-ai-2021	1540	12	conducts	conduct	VBZ
stanford-ai-2021	1540	13	a	a	DT
stanford-ai-2021	1540	14	number	number	NN
stanford-ai-2021	1540	15	of	of	IN
stanford-ai-2021	1540	16	analyses	analysis	NNS
stanford-ai-2021	1540	17	to	to	TO
stanford-ai-2021	1540	18	compare	compare	VB
stanford-ai-2021	1540	19	the	the	DT
stanford-ai-2021	1540	20	distribution	distribution	NN
stanford-ai-2021	1540	21	of	of	IN
stanford-ai-2021	1540	22	job	job	NN
stanford-ai-2021	1540	23	postings	posting	NNS
stanford-ai-2021	1540	24	to	to	IN
stanford-ai-2021	1540	25	the	the	DT
stanford-ai-2021	1540	26	distribution	distribution	NN
stanford-ai-2021	1540	27	of	of	IN
stanford-ai-2021	1540	28	official	official	JJ
stanford-ai-2021	1540	29	government	government	NN
stanford-ai-2021	1540	30	and	and	CC
stanford-ai-2021	1540	31	other	other	JJ
stanford-ai-2021	1540	32	third	third	JJ
stanford-ai-2021	1540	33	-	-	HYPH
stanford-ai-2021	1540	34	party	party	NN
stanford-ai-2021	1540	35	sources	source	NNS
stanford-ai-2021	1540	36	in	in	IN
stanford-ai-2021	1540	37	the	the	DT
stanford-ai-2021	1540	38	United	United	NNP
stanford-ai-2021	1540	39	States	States	NNP
stanford-ai-2021	1540	40	.	.	.
stanford-ai-2021	1541	1	The	the	DT
stanford-ai-2021	1541	2	primary	primary	JJ
stanford-ai-2021	1541	3	source	source	NN
stanford-ai-2021	1541	4	of	of	IN
stanford-ai-2021	1541	5	government	government	NN
stanford-ai-2021	1541	6	data	datum	NNS
stanford-ai-2021	1541	7	on	on	IN
stanford-ai-2021	1541	8	U.S.	U.S.	NNP
stanford-ai-2021	1541	9	job	job	NN
stanford-ai-2021	1541	10	postings	posting	NNS
stanford-ai-2021	1541	11	is	be	VBZ
stanford-ai-2021	1541	12	the	the	DT
stanford-ai-2021	1541	13	Job	Job	NNP
stanford-ai-2021	1541	14	Openings	Openings	NNP
stanford-ai-2021	1541	15	and	and	CC
stanford-ai-2021	1541	16	Labor	Labor	NNP
stanford-ai-2021	1541	17	Turnover	Turnover	NNP
stanford-ai-2021	1541	18	Survey	Survey	NNP
stanford-ai-2021	1541	19	(	(	-LRB-
stanford-ai-2021	1541	20	JOLTS	JOLTS	NNP
stanford-ai-2021	1541	21	)	)	-RRB-
stanford-ai-2021	1541	22	program	program	NN
stanford-ai-2021	1541	23	,	,	,
stanford-ai-2021	1541	24	conducted	conduct	VBN
stanford-ai-2021	1541	25	by	by	IN
stanford-ai-2021	1541	26	the	the	DT
stanford-ai-2021	1541	27	Bureau	Bureau	NNP
stanford-ai-2021	1541	28	of	of	IN
stanford-ai-2021	1541	29	Labor	Labor	NNP
stanford-ai-2021	1541	30	Statistics	Statistics	NNP
stanford-ai-2021	1541	31	.	.	.
stanford-ai-2021	1542	1	To	to	TO
stanford-ai-2021	1542	2	understand	understand	VB
stanford-ai-2021	1542	3	the	the	DT
stanford-ai-2021	1542	4	share	share	NN
stanford-ai-2021	1542	5	of	of	IN
stanford-ai-2021	1542	6	job	job	NN
stanford-ai-2021	1542	7	openings	opening	NNS
stanford-ai-2021	1542	8	captured	capture	VBN
stanford-ai-2021	1542	9	by	by	IN
stanford-ai-2021	1542	10	Burning	burn	VBG
stanford-ai-2021	1542	11	Glass	Glass	NNP
stanford-ai-2021	1542	12	data	datum	NNS
stanford-ai-2021	1542	13	,	,	,
stanford-ai-2021	1542	14	it	-PRON-	PRP
stanford-ai-2021	1542	15	is	be	VBZ
stanford-ai-2021	1542	16	important	important	JJ
stanford-ai-2021	1542	17	to	to	TO
stanford-ai-2021	1542	18	first	first	RB
stanford-ai-2021	1542	19	note	note	VB
stanford-ai-2021	1542	20	that	that	IN
stanford-ai-2021	1542	21	Burning	Burning	NNP
stanford-ai-2021	1542	22	Glass	Glass	NNP
stanford-ai-2021	1542	23	and	and	CC
stanford-ai-2021	1542	24	JOLTS	JOLTS	NNP
stanford-ai-2021	1542	25	collect	collect	VBP
stanford-ai-2021	1542	26	data	datum	NNS
stanford-ai-2021	1542	27	on	on	IN
stanford-ai-2021	1542	28	job	job	NN
stanford-ai-2021	1542	29	postings	posting	NNS
stanford-ai-2021	1542	30	differently	differently	RB
stanford-ai-2021	1542	31	.	.	.
stanford-ai-2021	1543	1	Burning	burn	VBG
stanford-ai-2021	1543	2	Glass	Glass	NNP
stanford-ai-2021	1543	3	data	datum	NNS
stanford-ai-2021	1543	4	captures	capture	VBZ
stanford-ai-2021	1543	5	new	new	JJ
stanford-ai-2021	1543	6	postings	posting	NNS
stanford-ai-2021	1543	7	:	:	:
stanford-ai-2021	1543	8	A	a	DT
stanford-ai-2021	1543	9	posting	post	VBG
stanford-ai-2021	1543	10	appears	appear	NNS
stanford-ai-2021	1543	11	in	in	IN
stanford-ai-2021	1543	12	the	the	DT
stanford-ai-2021	1543	13	data	datum	NNS
stanford-ai-2021	1543	14	only	only	RB
stanford-ai-2021	1543	15	on	on	IN
stanford-ai-2021	1543	16	the	the	DT
stanford-ai-2021	1543	17	first	first	JJ
stanford-ai-2021	1543	18	month	month	NN
stanford-ai-2021	1543	19	TA	TA	NNP
stanford-ai-2021	1543	20	B	B	NNP
stanford-ai-2021	1543	21	L	l	NN
stanford-ai-2021	1543	22	E	e	NN
stanford-ai-2021	1543	23	O	o	NN
stanford-ai-2021	1543	24	F	f	NN
stanford-ai-2021	1543	25	C	c	NN
stanford-ai-2021	1543	26	O	o	NN
stanford-ai-2021	1543	27	N	n	NN
stanford-ai-2021	1543	28	T	t	NN
stanford-ai-2021	1543	29	E	e	NN
stanford-ai-2021	1543	30	N	n	NN
stanford-ai-2021	1543	31	T	t	NN
stanford-ai-2021	1543	32	S	s	NN
stanford-ai-2021	1543	33	2	2	CD
stanford-ai-2021	1543	34	0	0	CD
stanford-ai-2021	1543	35	5A	5a	NN
stanford-ai-2021	1543	36	P	p	NN
stanford-ai-2021	1543	37	P	p	NN
stanford-ai-2021	1543	38	E	e	NN
stanford-ai-2021	1543	39	N	n	NN
stanford-ai-2021	1543	40	D	d	NN
stanford-ai-2021	1543	41	I	i	NN
stanford-ai-2021	1543	42	X	X	NNP
stanford-ai-2021	1543	43	Artificial	Artificial	NNP
stanford-ai-2021	1543	44	Intelligence	Intelligence	NNP
stanford-ai-2021	1543	45	Index	Index	NNP
stanford-ai-2021	1543	46	Report	Report	NNP
stanford-ai-2021	1543	47	2021	2021	CD
stanford-ai-2021	1543	48	C	c	NN
stanford-ai-2021	1543	49	H	h	NN
stanford-ai-2021	1543	50	A	a	NN
stanford-ai-2021	1543	51	P	p	NN
stanford-ai-2021	1543	52	T	t	NN
stanford-ai-2021	1543	53	E	e	NN
stanford-ai-2021	1543	54	R	r	NN
stanford-ai-2021	1543	55	3	3	CD
stanford-ai-2021	1543	56	:	:	:
stanford-ai-2021	1543	57	E	e	NN
stanford-ai-2021	1543	58	C	c	NN
stanford-ai-2021	1543	59	O	o	NN
stanford-ai-2021	1543	60	N	n	NN
stanford-ai-2021	1543	61	O	o	NN
stanford-ai-2021	1543	62	M	m	NN
stanford-ai-2021	1543	63	Y	y	NN
stanford-ai-2021	1543	64	A	a	NN
stanford-ai-2021	1543	65	P	p	NN
stanford-ai-2021	1543	66	P	p	NN
stanford-ai-2021	1543	67	E	e	NN
stanford-ai-2021	1543	68	N	n	NN
stanford-ai-2021	1543	69	D	d	NN
stanford-ai-2021	1543	70	I	i	NN
stanford-ai-2021	1543	71	X	x	NN
stanford-ai-2021	1543	72	it	-PRON-	PRP
stanford-ai-2021	1543	73	is	be	VBZ
stanford-ai-2021	1543	74	found	find	VBN
stanford-ai-2021	1543	75	and	and	CC
stanford-ai-2021	1543	76	is	be	VBZ
stanford-ai-2021	1543	77	considered	consider	VBN
stanford-ai-2021	1543	78	a	a	DT
stanford-ai-2021	1543	79	duplicate	duplicate	NN
stanford-ai-2021	1543	80	and	and	CC
stanford-ai-2021	1543	81	removed	remove	VBN
stanford-ai-2021	1543	82	in	in	IN
stanford-ai-2021	1543	83	subsequent	subsequent	JJ
stanford-ai-2021	1543	84	months	month	NNS
stanford-ai-2021	1543	85	.	.	.
stanford-ai-2021	1544	1	JOLTS	JOLTS	NNP
stanford-ai-2021	1544	2	data	datum	NNS
stanford-ai-2021	1544	3	captures	capture	VBZ
stanford-ai-2021	1544	4	active	active	JJ
stanford-ai-2021	1544	5	postings	posting	NNS
stanford-ai-2021	1544	6	:	:	:
stanford-ai-2021	1544	7	A	a	DT
stanford-ai-2021	1544	8	posting	post	VBG
stanford-ai-2021	1544	9	appears	appear	NNS
stanford-ai-2021	1544	10	in	in	IN
stanford-ai-2021	1544	11	the	the	DT
stanford-ai-2021	1544	12	data	datum	NNS
stanford-ai-2021	1544	13	for	for	IN
stanford-ai-2021	1544	14	every	every	DT
stanford-ai-2021	1544	15	month	month	NN
stanford-ai-2021	1544	16	that	that	IN
stanford-ai-2021	1544	17	it	-PRON-	PRP
stanford-ai-2021	1544	18	is	be	VBZ
stanford-ai-2021	1544	19	still	still	RB
stanford-ai-2021	1544	20	actively	actively	RB
stanford-ai-2021	1544	21	posted	post	VBN
stanford-ai-2021	1544	22	,	,	,
stanford-ai-2021	1544	23	meaning	mean	VBG
stanford-ai-2021	1544	24	the	the	DT
stanford-ai-2021	1544	25	same	same	JJ
stanford-ai-2021	1544	26	posting	posting	NN
stanford-ai-2021	1544	27	can	can	MD
stanford-ai-2021	1544	28	be	be	VB
stanford-ai-2021	1544	29	counted	count	VBN
stanford-ai-2021	1544	30	in	in	IN
stanford-ai-2021	1544	31	two	two	CD
stanford-ai-2021	1544	32	or	or	CC
stanford-ai-2021	1544	33	more	more	JJR
stanford-ai-2021	1544	34	consecutive	consecutive	JJ
stanford-ai-2021	1544	35	months	month	NNS
stanford-ai-2021	1544	36	if	if	IN
stanford-ai-2021	1544	37	it	-PRON-	PRP
stanford-ai-2021	1544	38	has	have	VBZ
stanford-ai-2021	1544	39	not	not	RB
stanford-ai-2021	1544	40	been	be	VBN
stanford-ai-2021	1544	41	filled	fill	VBN
stanford-ai-2021	1544	42	.	.	.
stanford-ai-2021	1545	1	To	to	TO
stanford-ai-2021	1545	2	allow	allow	VB
stanford-ai-2021	1545	3	for	for	IN
stanford-ai-2021	1545	4	apples	apple	NNS
stanford-ai-2021	1545	5	-	-	HYPH
stanford-ai-2021	1545	6	to	to	IN
stanford-ai-2021	1545	7	-	-	HYPH
stanford-ai-2021	1545	8	apples	apple	NNS
stanford-ai-2021	1545	9	volume	volume	NN
stanford-ai-2021	1545	10	comparison	comparison	NN
stanford-ai-2021	1545	11	in	in	IN
stanford-ai-2021	1545	12	postings	posting	NNS
stanford-ai-2021	1545	13	,	,	,
stanford-ai-2021	1545	14	the	the	DT
stanford-ai-2021	1545	15	Burning	Burning	NNP
stanford-ai-2021	1545	16	Glass	Glass	NNP
stanford-ai-2021	1545	17	data	datum	NNS
stanford-ai-2021	1545	18	needs	need	VBZ
stanford-ai-2021	1545	19	to	to	TO
stanford-ai-2021	1545	20	be	be	VB
stanford-ai-2021	1545	21	inflated	inflate	VBN
stanford-ai-2021	1545	22	to	to	TO
stanford-ai-2021	1545	23	account	account	VB
stanford-ai-2021	1545	24	for	for	IN
stanford-ai-2021	1545	25	active	active	JJ
stanford-ai-2021	1545	26	postings	posting	NNS
stanford-ai-2021	1545	27	,	,	,
stanford-ai-2021	1545	28	not	not	RB
stanford-ai-2021	1545	29	only	only	RB
stanford-ai-2021	1545	30	new	new	JJ
stanford-ai-2021	1545	31	postings	posting	NNS
stanford-ai-2021	1545	32	.	.	.
stanford-ai-2021	1546	1	The	the	DT
stanford-ai-2021	1546	2	number	number	NN
stanford-ai-2021	1546	3	of	of	IN
stanford-ai-2021	1546	4	postings	posting	NNS
stanford-ai-2021	1546	5	from	from	IN
stanford-ai-2021	1546	6	Burning	burn	VBG
stanford-ai-2021	1546	7	Glass	Glass	NNP
stanford-ai-2021	1546	8	can	can	MD
stanford-ai-2021	1546	9	be	be	VB
stanford-ai-2021	1546	10	inflated	inflate	VBN
stanford-ai-2021	1546	11	using	use	VBG
stanford-ai-2021	1546	12	the	the	DT
stanford-ai-2021	1546	13	ratio	ratio	NN
stanford-ai-2021	1546	14	of	of	IN
stanford-ai-2021	1546	15	new	new	JJ
stanford-ai-2021	1546	16	jobs	job	NNS
stanford-ai-2021	1546	17	to	to	IN
stanford-ai-2021	1546	18	active	active	JJ
stanford-ai-2021	1546	19	jobs	job	NNS
stanford-ai-2021	1546	20	in	in	IN
stanford-ai-2021	1546	21	Help	Help	NNP
stanford-ai-2021	1546	22	Wanted	want	VBD
stanford-ai-2021	1546	23	OnLine	online	NN
stanford-ai-2021	1546	24	™	™	CD
stanford-ai-2021	1546	25	(	(	-LRB-
stanford-ai-2021	1546	26	HWOL	HWOL	NNP
stanford-ai-2021	1546	27	)	)	-RRB-
stanford-ai-2021	1546	28	,	,	,
stanford-ai-2021	1546	29	a	a	DT
stanford-ai-2021	1546	30	method	method	NN
stanford-ai-2021	1546	31	used	use	VBN
stanford-ai-2021	1546	32	in	in	IN
stanford-ai-2021	1546	33	Carnevale	Carnevale	NNP
stanford-ai-2021	1546	34	,	,	,
stanford-ai-2021	1546	35	Jayasundera	Jayasundera	NNP
stanford-ai-2021	1546	36	and	and	CC
stanford-ai-2021	1546	37	Repnikov	Repnikov	NNP
stanford-ai-2021	1546	38	(	(	-LRB-
stanford-ai-2021	1546	39	2014	2014	CD
stanford-ai-2021	1546	40	)	)	-RRB-
stanford-ai-2021	1546	41	.	.	.
stanford-ai-2021	1547	1	Based	base	VBN
stanford-ai-2021	1547	2	on	on	IN
stanford-ai-2021	1547	3	this	this	DT
stanford-ai-2021	1547	4	calculation	calculation	NN
stanford-ai-2021	1547	5	,	,	,
stanford-ai-2021	1547	6	the	the	DT
stanford-ai-2021	1547	7	share	share	NN
stanford-ai-2021	1547	8	of	of	IN
stanford-ai-2021	1547	9	jobs	job	NNS
stanford-ai-2021	1547	10	online	online	RB
stanford-ai-2021	1547	11	as	as	IN
stanford-ai-2021	1547	12	captured	capture	VBN
stanford-ai-2021	1547	13	by	by	IN
stanford-ai-2021	1547	14	Burning	Burning	NNP
stanford-ai-2021	1547	15	Glass	Glass	NNP
stanford-ai-2021	1547	16	is	be	VBZ
stanford-ai-2021	1547	17	roughly	roughly	RB
stanford-ai-2021	1547	18	85	85	CD
stanford-ai-2021	1547	19	%	%	NN
stanford-ai-2021	1547	20	of	of	IN
stanford-ai-2021	1547	21	the	the	DT
stanford-ai-2021	1547	22	jobs	job	NNS
stanford-ai-2021	1547	23	captured	capture	VBN
stanford-ai-2021	1547	24	in	in	IN
stanford-ai-2021	1547	25	JOLTS	JOLTS	NNP
stanford-ai-2021	1547	26	in	in	IN
stanford-ai-2021	1547	27	2016	2016	CD
stanford-ai-2021	1547	28	.	.	.
stanford-ai-2021	1548	1	The	the	DT
stanford-ai-2021	1548	2	labor	labor	NN
stanford-ai-2021	1548	3	market	market	NN
stanford-ai-2021	1548	4	demand	demand	NN
stanford-ai-2021	1548	5	captured	capture	VBN
stanford-ai-2021	1548	6	by	by	IN
stanford-ai-2021	1548	7	Burning	burn	VBG
stanford-ai-2021	1548	8	Glass	Glass	NNP
stanford-ai-2021	1548	9	data	datum	NNS
stanford-ai-2021	1548	10	represents	represent	VBZ
stanford-ai-2021	1548	11	over	over	IN
stanford-ai-2021	1548	12	85	85	CD
stanford-ai-2021	1548	13	%	%	NN
stanford-ai-2021	1548	14	of	of	IN
stanford-ai-2021	1548	15	the	the	DT
stanford-ai-2021	1548	16	total	total	JJ
stanford-ai-2021	1548	17	labor	labor	NN
stanford-ai-2021	1548	18	demand	demand	NN
stanford-ai-2021	1548	19	.	.	.
stanford-ai-2021	1549	1	Jobs	job	NNS
stanford-ai-2021	1549	2	not	not	RB
stanford-ai-2021	1549	3	posted	post	VBN
stanford-ai-2021	1549	4	online	online	RB
stanford-ai-2021	1549	5	are	be	VBP
stanford-ai-2021	1549	6	usually	usually	RB
stanford-ai-2021	1549	7	in	in	IN
stanford-ai-2021	1549	8	small	small	JJ
stanford-ai-2021	1549	9	businesses	business	NNS
stanford-ai-2021	1549	10	(	(	-LRB-
stanford-ai-2021	1549	11	the	the	DT
stanford-ai-2021	1549	12	classic	classic	JJ
stanford-ai-2021	1549	13	example	example	NN
stanford-ai-2021	1549	14	being	be	VBG
stanford-ai-2021	1549	15	the	the	DT
stanford-ai-2021	1549	16	“	"	``
stanford-ai-2021	1549	17	Help	help	VB
stanford-ai-2021	1549	18	Wanted	want	VBD
stanford-ai-2021	1549	19	”	"	''
stanford-ai-2021	1549	20	sign	sign	NN
stanford-ai-2021	1549	21	in	in	IN
stanford-ai-2021	1549	22	the	the	DT
stanford-ai-2021	1549	23	restaurant	restaurant	NN
stanford-ai-2021	1549	24	window	window	NN
stanford-ai-2021	1549	25	)	)	-RRB-
stanford-ai-2021	1549	26	and	and	CC
stanford-ai-2021	1549	27	union	union	NN
stanford-ai-2021	1549	28	hiring	hiring	NN
stanford-ai-2021	1549	29	halls	hall	NNS
stanford-ai-2021	1549	30	.	.	.
stanford-ai-2021	1550	1	Measuring	measure	VBG
stanford-ai-2021	1550	2	Demand	demand	NN
stanford-ai-2021	1550	3	for	for	IN
stanford-ai-2021	1550	4	AI	AI	NNP
stanford-ai-2021	1550	5	In	in	IN
stanford-ai-2021	1550	6	order	order	NN
stanford-ai-2021	1550	7	to	to	TO
stanford-ai-2021	1550	8	measure	measure	VB
stanford-ai-2021	1550	9	the	the	DT
stanford-ai-2021	1550	10	demand	demand	NN
stanford-ai-2021	1550	11	by	by	IN
stanford-ai-2021	1550	12	employers	employer	NNS
stanford-ai-2021	1550	13	of	of	IN
stanford-ai-2021	1550	14	AI	AI	NNP
stanford-ai-2021	1550	15	skills	skill	NNS
stanford-ai-2021	1550	16	,	,	,
stanford-ai-2021	1550	17	Burning	Burning	NNP
stanford-ai-2021	1550	18	Glass	Glass	NNP
stanford-ai-2021	1550	19	uses	use	VBZ
stanford-ai-2021	1550	20	its	-PRON-	PRP$
stanford-ai-2021	1550	21	skills	skill	NNS
stanford-ai-2021	1550	22	taxonomy	taxonomy	NN
stanford-ai-2021	1550	23	of	of	IN
stanford-ai-2021	1550	24	over	over	IN
stanford-ai-2021	1550	25	17,000	17,000	CD
stanford-ai-2021	1550	26	skills	skill	NNS
stanford-ai-2021	1550	27	.	.	.
stanford-ai-2021	1551	1	The	the	DT
stanford-ai-2021	1551	2	list	list	NN
stanford-ai-2021	1551	3	of	of	IN
stanford-ai-2021	1551	4	AI	AI	NNP
stanford-ai-2021	1551	5	skills	skill	VBZ
stanford-ai-2021	1551	6	from	from	IN
stanford-ai-2021	1551	7	Burning	burn	VBG
stanford-ai-2021	1551	8	Glass	Glass	NNP
stanford-ai-2021	1551	9	data	datum	NNS
stanford-ai-2021	1551	10	are	be	VBP
stanford-ai-2021	1551	11	shown	show	VBN
stanford-ai-2021	1551	12	below	below	IN
stanford-ai-2021	1551	13	,	,	,
stanford-ai-2021	1551	14	with	with	IN
stanford-ai-2021	1551	15	associated	associate	VBN
stanford-ai-2021	1551	16	skill	skill	NN
stanford-ai-2021	1551	17	clusters	cluster	NNS
stanford-ai-2021	1551	18	.	.	.
stanford-ai-2021	1552	1	While	while	IN
stanford-ai-2021	1552	2	some	some	DT
stanford-ai-2021	1552	3	skills	skill	NNS
stanford-ai-2021	1552	4	are	be	VBP
stanford-ai-2021	1552	5	considered	consider	VBN
stanford-ai-2021	1552	6	to	to	TO
stanford-ai-2021	1552	7	be	be	VB
stanford-ai-2021	1552	8	in	in	IN
stanford-ai-2021	1552	9	the	the	DT
stanford-ai-2021	1552	10	AI	AI	NNP
stanford-ai-2021	1552	11	cluster	cluster	NN
stanford-ai-2021	1552	12	specifically	specifically	RB
stanford-ai-2021	1552	13	,	,	,
stanford-ai-2021	1552	14	for	for	IN
stanford-ai-2021	1552	15	the	the	DT
stanford-ai-2021	1552	16	purposes	purpose	NNS
stanford-ai-2021	1552	17	of	of	IN
stanford-ai-2021	1552	18	this	this	DT
stanford-ai-2021	1552	19	report	report	NN
stanford-ai-2021	1552	20	,	,	,
stanford-ai-2021	1552	21	all	all	DT
stanford-ai-2021	1552	22	skills	skill	NNS
stanford-ai-2021	1552	23	below	below	RB
stanford-ai-2021	1552	24	were	be	VBD
stanford-ai-2021	1552	25	considered	consider	VBN
stanford-ai-2021	1552	26	AI	AI	NNP
stanford-ai-2021	1552	27	skills	skill	NNS
stanford-ai-2021	1552	28	.	.	.
stanford-ai-2021	1553	1	A	a	DT
stanford-ai-2021	1553	2	job	job	NN
stanford-ai-2021	1553	3	posting	posting	NN
stanford-ai-2021	1553	4	was	be	VBD
stanford-ai-2021	1553	5	considered	consider	VBN
stanford-ai-2021	1553	6	an	an	DT
stanford-ai-2021	1553	7	AI	AI	NNP
stanford-ai-2021	1553	8	job	job	NN
stanford-ai-2021	1553	9	if	if	IN
stanford-ai-2021	1553	10	it	-PRON-	PRP
stanford-ai-2021	1553	11	requested	request	VBD
stanford-ai-2021	1553	12	one	one	CD
stanford-ai-2021	1553	13	or	or	CC
stanford-ai-2021	1553	14	more	more	JJR
stanford-ai-2021	1553	15	of	of	IN
stanford-ai-2021	1553	16	these	these	DT
stanford-ai-2021	1553	17	skills	skill	NNS
stanford-ai-2021	1553	18	.	.	.
stanford-ai-2021	1554	1	Artificial	Artificial	NNP
stanford-ai-2021	1554	2	Intelligence	Intelligence	NNP
stanford-ai-2021	1554	3	:	:	:
stanford-ai-2021	1554	4	Expert	Expert	NNP
stanford-ai-2021	1554	5	System	System	NNP
stanford-ai-2021	1554	6	,	,	,
stanford-ai-2021	1554	7	IBM	IBM	NNP
stanford-ai-2021	1554	8	Watson	Watson	NNP
stanford-ai-2021	1554	9	,	,	,
stanford-ai-2021	1554	10	IPSoft	IPSoft	NNP
stanford-ai-2021	1554	11	Amelia	Amelia	NNP
stanford-ai-2021	1554	12	,	,	,
stanford-ai-2021	1554	13	Ithink	Ithink	NNP
stanford-ai-2021	1554	14	,	,	,
stanford-ai-2021	1554	15	Virtual	Virtual	NNP
stanford-ai-2021	1554	16	Agents	Agents	NNPS
stanford-ai-2021	1554	17	,	,	,
stanford-ai-2021	1554	18	Autonomous	Autonomous	NNP
stanford-ai-2021	1554	19	Systems	Systems	NNPS
stanford-ai-2021	1554	20	,	,	,
stanford-ai-2021	1554	21	Lidar	Lidar	NNP
stanford-ai-2021	1554	22	,	,	,
stanford-ai-2021	1554	23	OpenCV	OpenCV	NNP
stanford-ai-2021	1554	24	,	,	,
stanford-ai-2021	1554	25	Path	Path	NNP
stanford-ai-2021	1554	26	Planning	Planning	NNP
stanford-ai-2021	1554	27	,	,	,
stanford-ai-2021	1554	28	Remote	Remote	NNP
stanford-ai-2021	1554	29	Sensing	Sensing	NNP
stanford-ai-2021	1554	30	Natural	Natural	NNP
stanford-ai-2021	1554	31	Language	Language	NNP
stanford-ai-2021	1554	32	Processing	Processing	NNP
stanford-ai-2021	1554	33	(	(	-LRB-
stanford-ai-2021	1554	34	NLP	NLP	NNP
stanford-ai-2021	1554	35	)	)	-RRB-
stanford-ai-2021	1554	36	:	:	:
stanford-ai-2021	1554	37	ANTLR	antlr	JJ
stanford-ai-2021	1554	38	,	,	,
stanford-ai-2021	1554	39	Automatic	Automatic	NNP
stanford-ai-2021	1554	40	Speech	Speech	NNP
stanford-ai-2021	1554	41	Recognition	Recognition	NNP
stanford-ai-2021	1554	42	(	(	-LRB-
stanford-ai-2021	1554	43	ASR	ASR	NNP
stanford-ai-2021	1554	44	)	)	-RRB-
stanford-ai-2021	1554	45	,	,	,
stanford-ai-2021	1554	46	Chatbot	Chatbot	NNP
stanford-ai-2021	1554	47	,	,	,
stanford-ai-2021	1554	48	Computational	Computational	NNP
stanford-ai-2021	1554	49	Linguistics	Linguistics	NNPS
stanford-ai-2021	1554	50	,	,	,
stanford-ai-2021	1554	51	Distinguo	Distinguo	NNP
stanford-ai-2021	1554	52	,	,	,
stanford-ai-2021	1554	53	Latent	Latent	NNP
stanford-ai-2021	1554	54	Dirichlet	Dirichlet	NNP
stanford-ai-2021	1554	55	Allocation	Allocation	NNP
stanford-ai-2021	1554	56	,	,	,
stanford-ai-2021	1554	57	Latent	Latent	NNP
stanford-ai-2021	1554	58	Semantic	Semantic	NNP
stanford-ai-2021	1554	59	Analysis	Analysis	NNP
stanford-ai-2021	1554	60	,	,	,
stanford-ai-2021	1554	61	Lexalytics	Lexalytics	NNPS
stanford-ai-2021	1554	62	,	,	,
stanford-ai-2021	1554	63	Lexical	Lexical	NNP
stanford-ai-2021	1554	64	Acquisition	Acquisition	NNP
stanford-ai-2021	1554	65	,	,	,
stanford-ai-2021	1554	66	Lexical	Lexical	NNP
stanford-ai-2021	1554	67	Semantics	Semantics	NNPS
stanford-ai-2021	1554	68	,	,	,
stanford-ai-2021	1554	69	Machine	Machine	NNP
stanford-ai-2021	1554	70	Translation	Translation	NNP
stanford-ai-2021	1554	71	(	(	-LRB-
stanford-ai-2021	1554	72	MT	MT	NNP
stanford-ai-2021	1554	73	)	)	-RRB-
stanford-ai-2021	1554	74	,	,	,
stanford-ai-2021	1554	75	Modular	Modular	NNP
stanford-ai-2021	1554	76	Audio	Audio	NNP
stanford-ai-2021	1554	77	Recognition	Recognition	NNP
stanford-ai-2021	1554	78	Framework	Framework	NNP
stanford-ai-2021	1554	79	(	(	-LRB-
stanford-ai-2021	1554	80	MARF	MARF	NNP
stanford-ai-2021	1554	81	)	)	-RRB-
stanford-ai-2021	1554	82	,	,	,
stanford-ai-2021	1554	83	MoSes	MoSes	NNP
stanford-ai-2021	1554	84	,	,	,
stanford-ai-2021	1554	85	Natural	Natural	NNP
stanford-ai-2021	1554	86	Language	Language	NNP
stanford-ai-2021	1554	87	Processing	Processing	NNP
stanford-ai-2021	1554	88	,	,	,
stanford-ai-2021	1554	89	Natural	Natural	NNP
stanford-ai-2021	1554	90	Language	Language	NNP
stanford-ai-2021	1554	91	Toolkit	Toolkit	NNP
stanford-ai-2021	1554	92	(	(	-LRB-
stanford-ai-2021	1554	93	NLTK	NLTK	NNP
stanford-ai-2021	1554	94	)	)	-RRB-
stanford-ai-2021	1554	95	,	,	,
stanford-ai-2021	1554	96	Nearest	Nearest	NNP
stanford-ai-2021	1554	97	Neighbor	Neighbor	NNP
stanford-ai-2021	1554	98	Algorithm	Algorithm	NNP
stanford-ai-2021	1554	99	,	,	,
stanford-ai-2021	1554	100	OpenNLP	OpenNLP	''
stanford-ai-2021	1554	101	,	,	,
stanford-ai-2021	1554	102	Sentiment	Sentiment	NNP
stanford-ai-2021	1554	103	Analysis	Analysis	NNP
stanford-ai-2021	1554	104	/	/	SYM
stanford-ai-2021	1554	105	Opinion	Opinion	NNP
stanford-ai-2021	1554	106	Mining	Mining	NNP
stanford-ai-2021	1554	107	,	,	,
stanford-ai-2021	1554	108	Speech	Speech	NNP
stanford-ai-2021	1554	109	Recognition	Recognition	NNP
stanford-ai-2021	1554	110	,	,	,
stanford-ai-2021	1554	111	Text	Text	NNP
stanford-ai-2021	1554	112	Mining	Mining	NNP
stanford-ai-2021	1554	113	,	,	,
stanford-ai-2021	1554	114	Text	Text	NNP
stanford-ai-2021	1554	115	to	to	IN
stanford-ai-2021	1554	116	Speech	Speech	NNP
stanford-ai-2021	1554	117	(	(	-LRB-
stanford-ai-2021	1554	118	TTS	TTS	NNP
stanford-ai-2021	1554	119	)	)	-RRB-
stanford-ai-2021	1554	120	,	,	,
stanford-ai-2021	1554	121	Tokenization	Tokenization	NNP
stanford-ai-2021	1554	122	,	,	,
stanford-ai-2021	1554	123	Word2Vec	Word2Vec	NNP
stanford-ai-2021	1554	124	Neural	Neural	NNP
stanford-ai-2021	1554	125	Networks	Networks	NNPS
stanford-ai-2021	1554	126	:	:	:
stanford-ai-2021	1554	127	Caffe	Caffe	NNP
stanford-ai-2021	1554	128	Deep	Deep	NNP
stanford-ai-2021	1554	129	Learning	Learning	NNP
stanford-ai-2021	1554	130	Framework	Framework	NNP
stanford-ai-2021	1554	131	,	,	,
stanford-ai-2021	1554	132	Convolutional	Convolutional	NNP
stanford-ai-2021	1554	133	Neural	Neural	NNP
stanford-ai-2021	1554	134	Network	Network	NNP
stanford-ai-2021	1554	135	(	(	-LRB-
stanford-ai-2021	1554	136	CNN	CNN	NNP
stanford-ai-2021	1554	137	)	)	-RRB-
stanford-ai-2021	1554	138	,	,	,
stanford-ai-2021	1554	139	Deep	Deep	NNP
stanford-ai-2021	1554	140	Learning	Learning	NNP
stanford-ai-2021	1554	141	,	,	,
stanford-ai-2021	1554	142	Deeplearning4j	Deeplearning4j	NNP
stanford-ai-2021	1554	143	,	,	,
stanford-ai-2021	1554	144	Keras	Keras	NNP
stanford-ai-2021	1554	145	,	,	,
stanford-ai-2021	1554	146	Long	Long	NNP
stanford-ai-2021	1554	147	Short	Short	NNP
stanford-ai-2021	1554	148	-	-	HYPH
stanford-ai-2021	1554	149	Term	Term	NNP
stanford-ai-2021	1554	150	Memory	Memory	NNP
stanford-ai-2021	1554	151	(	(	-LRB-
stanford-ai-2021	1554	152	LSTM	LSTM	NNP
stanford-ai-2021	1554	153	)	)	-RRB-
stanford-ai-2021	1554	154	,	,	,
stanford-ai-2021	1554	155	MXNet	MXNet	NNP
stanford-ai-2021	1554	156	,	,	,
stanford-ai-2021	1554	157	Neural	Neural	NNP
stanford-ai-2021	1554	158	Networks	Networks	NNP
stanford-ai-2021	1554	159	,	,	,
stanford-ai-2021	1554	160	Pybrain	Pybrain	NNP
stanford-ai-2021	1554	161	,	,	,
stanford-ai-2021	1554	162	Recurrent	Recurrent	NNP
stanford-ai-2021	1554	163	Neural	Neural	NNP
stanford-ai-2021	1554	164	Network	Network	NNP
stanford-ai-2021	1554	165	(	(	-LRB-
stanford-ai-2021	1554	166	RNN	RNN	NNP
stanford-ai-2021	1554	167	)	)	-RRB-
stanford-ai-2021	1554	168	,	,	,
stanford-ai-2021	1554	169	TensorFlow	TensorFlow	NNP
stanford-ai-2021	1554	170	Machine	Machine	NNP
stanford-ai-2021	1554	171	Learning	Learning	NNP
stanford-ai-2021	1554	172	:	:	:
stanford-ai-2021	1554	173	AdaBoost	AdaBoost	NNP
stanford-ai-2021	1554	174	algorithm	algorithm	NN
stanford-ai-2021	1554	175	,	,	,
stanford-ai-2021	1554	176	Boosting	boost	VBG
stanford-ai-2021	1554	177	(	(	-LRB-
stanford-ai-2021	1554	178	Machine	Machine	NNP
stanford-ai-2021	1554	179	Learning	Learning	NNP
stanford-ai-2021	1554	180	)	)	-RRB-
stanford-ai-2021	1554	181	,	,	,
stanford-ai-2021	1554	182	Chi	Chi	NNP
stanford-ai-2021	1554	183	Square	Square	NNP
stanford-ai-2021	1554	184	Automatic	Automatic	NNP
stanford-ai-2021	1554	185	Interaction	Interaction	NNP
stanford-ai-2021	1554	186	Detection	Detection	NNP
stanford-ai-2021	1554	187	(	(	-LRB-
stanford-ai-2021	1554	188	CHAID	CHAID	NNP
stanford-ai-2021	1554	189	)	)	-RRB-
stanford-ai-2021	1554	190	,	,	,
stanford-ai-2021	1554	191	Classification	Classification	NNP
stanford-ai-2021	1554	192	Algorithms	Algorithms	NNP
stanford-ai-2021	1554	193	,	,	,
stanford-ai-2021	1554	194	Clustering	Clustering	NNP
stanford-ai-2021	1554	195	Algorithms	Algorithms	NNP
stanford-ai-2021	1554	196	,	,	,
stanford-ai-2021	1554	197	Decision	Decision	NNP
stanford-ai-2021	1554	198	Trees	Trees	NNP
stanford-ai-2021	1554	199	,	,	,
stanford-ai-2021	1554	200	Dimensionality	Dimensionality	NNP
stanford-ai-2021	1554	201	Reduction	Reduction	NNP
stanford-ai-2021	1554	202	,	,	,
stanford-ai-2021	1554	203	Google	Google	NNP
stanford-ai-2021	1554	204	Cloud	Cloud	NNP
stanford-ai-2021	1554	205	Machine	Machine	NNP
stanford-ai-2021	1554	206	Learning	Learning	NNP
stanford-ai-2021	1554	207	Platform	Platform	NNP
stanford-ai-2021	1554	208	,	,	,
stanford-ai-2021	1554	209	Gradient	Gradient	NNP
stanford-ai-2021	1554	210	boosting	boost	VBG
stanford-ai-2021	1554	211	,	,	,
stanford-ai-2021	1554	212	H2O	h2o	NN
stanford-ai-2021	1554	213	(	(	-LRB-
stanford-ai-2021	1554	214	software	software	NN
stanford-ai-2021	1554	215	)	)	-RRB-
stanford-ai-2021	1554	216	,	,	,
stanford-ai-2021	1554	217	Libsvm	Libsvm	NNP
stanford-ai-2021	1554	218	,	,	,
stanford-ai-2021	1554	219	Machine	Machine	NNP
stanford-ai-2021	1554	220	Learning	Learning	NNP
stanford-ai-2021	1554	221	,	,	,
stanford-ai-2021	1554	222	Madlib	Madlib	NNPS
stanford-ai-2021	1554	223	,	,	,
stanford-ai-2021	1554	224	Mahout	Mahout	NNP
stanford-ai-2021	1554	225	,	,	,
stanford-ai-2021	1554	226	Microsoft	Microsoft	NNP
stanford-ai-2021	1554	227	Cognitive	Cognitive	NNP
stanford-ai-2021	1554	228	Toolkit	Toolkit	NNP
stanford-ai-2021	1554	229	,	,	,
stanford-ai-2021	1554	230	MLPACK	MLPACK	NNP
stanford-ai-2021	1554	231	(	(	-LRB-
stanford-ai-2021	1554	232	C++	C++	NNP
stanford-ai-2021	1554	233	library	library	NN
stanford-ai-2021	1554	234	)	)	-RRB-
stanford-ai-2021	1554	235	,	,	,
stanford-ai-2021	1554	236	Mlpy	Mlpy	NNP
stanford-ai-2021	1554	237	,	,	,
stanford-ai-2021	1554	238	Random	Random	NNP
stanford-ai-2021	1554	239	Forests	Forests	NNPS
stanford-ai-2021	1554	240	,	,	,
stanford-ai-2021	1554	241	Recommender	Recommender	NNP
stanford-ai-2021	1554	242	Systems	Systems	NNPS
stanford-ai-2021	1554	243	,	,	,
stanford-ai-2021	1554	244	Scikit	Scikit	NNPS
stanford-ai-2021	1554	245	-	-	HYPH
stanford-ai-2021	1554	246	learn	learn	VB
stanford-ai-2021	1554	247	,	,	,
stanford-ai-2021	1554	248	Semi	Semi	NNP
stanford-ai-2021	1554	249	-	-	HYPH
stanford-ai-2021	1554	250	Supervised	Supervised	NNP
stanford-ai-2021	1554	251	Learning	Learning	NNP
stanford-ai-2021	1554	252	,	,	,
stanford-ai-2021	1554	253	Supervised	Supervised	NNP
stanford-ai-2021	1554	254	Learning	Learning	NNP
stanford-ai-2021	1554	255	(	(	-LRB-
stanford-ai-2021	1554	256	Machine	Machine	NNP
stanford-ai-2021	1554	257	Learning	Learning	NNP
stanford-ai-2021	1554	258	)	)	-RRB-
stanford-ai-2021	1554	259	,	,	,
stanford-ai-2021	1554	260	Support	Support	NNP
stanford-ai-2021	1554	261	Vector	Vector	NNP
stanford-ai-2021	1554	262	Machines	Machines	NNPS
stanford-ai-2021	1554	263	(	(	-LRB-
stanford-ai-2021	1554	264	SVM	SVM	NNP
stanford-ai-2021	1554	265	)	)	-RRB-
stanford-ai-2021	1554	266	,	,	,
stanford-ai-2021	1554	267	Semantic	Semantic	NNP
stanford-ai-2021	1554	268	Driven	Driven	NNP
stanford-ai-2021	1554	269	Subtractive	Subtractive	NNP
stanford-ai-2021	1554	270	Clustering	Clustering	NNP
stanford-ai-2021	1554	271	Method	Method	NNP
stanford-ai-2021	1554	272	(	(	-LRB-
stanford-ai-2021	1554	273	SDSCM	SDSCM	NNP
stanford-ai-2021	1554	274	)	)	-RRB-
stanford-ai-2021	1554	275	,	,	,
stanford-ai-2021	1554	276	Torch	Torch	NNP
stanford-ai-2021	1554	277	(	(	-LRB-
stanford-ai-2021	1554	278	Machine	Machine	NNP
stanford-ai-2021	1554	279	Learning	Learning	NNP
stanford-ai-2021	1554	280	)	)	-RRB-
stanford-ai-2021	1554	281	,	,	,
stanford-ai-2021	1554	282	Unsupervised	Unsupervised	NNP
stanford-ai-2021	1554	283	Learning	Learning	NNP
stanford-ai-2021	1554	284	,	,	,
stanford-ai-2021	1554	285	Vowpal	Vowpal	NNP
stanford-ai-2021	1554	286	,	,	,
stanford-ai-2021	1554	287	Xgboost	Xgboost	NNP
stanford-ai-2021	1554	288	Robotics	robotic	NNS
stanford-ai-2021	1554	289	:	:	:
stanford-ai-2021	1554	290	Blue	Blue	NNP
stanford-ai-2021	1554	291	Prism	Prism	NNP
stanford-ai-2021	1554	292	,	,	,
stanford-ai-2021	1554	293	Electromechanical	Electromechanical	NNP
stanford-ai-2021	1554	294	Systems	Systems	NNPS
stanford-ai-2021	1554	295	,	,	,
stanford-ai-2021	1554	296	Motion	Motion	NNP
stanford-ai-2021	1554	297	Planning	Planning	NNP
stanford-ai-2021	1554	298	,	,	,
stanford-ai-2021	1554	299	Motoman	Motoman	NNP
stanford-ai-2021	1554	300	Robot	Robot	NNP
stanford-ai-2021	1554	301	Programming	Programming	NNP
stanford-ai-2021	1554	302	,	,	,
stanford-ai-2021	1554	303	Robot	Robot	NNP
stanford-ai-2021	1554	304	Framework	Framework	NNP
stanford-ai-2021	1554	305	,	,	,
stanford-ai-2021	1554	306	Robotic	Robotic	NNP
stanford-ai-2021	1554	307	Systems	Systems	NNPS
stanford-ai-2021	1554	308	,	,	,
stanford-ai-2021	1554	309	Robot	Robot	NNP
stanford-ai-2021	1554	310	Operating	Operating	NNP
stanford-ai-2021	1554	311	System	System	NNP
stanford-ai-2021	1554	312	(	(	-LRB-
stanford-ai-2021	1554	313	ROS	ROS	NNP
stanford-ai-2021	1554	314	)	)	-RRB-
stanford-ai-2021	1554	315	,	,	,
stanford-ai-2021	1554	316	Robot	Robot	NNP
stanford-ai-2021	1554	317	Programming	Programming	NNP
stanford-ai-2021	1554	318	,	,	,
stanford-ai-2021	1554	319	Servo	Servo	NNP
stanford-ai-2021	1554	320	Drives	Drives	NNPS
stanford-ai-2021	1554	321	/	/	SYM
stanford-ai-2021	1554	322	Motors	Motors	NNPS
stanford-ai-2021	1554	323	,	,	,
stanford-ai-2021	1554	324	Simultaneous	Simultaneous	NNP
stanford-ai-2021	1554	325	Localization	Localization	NNP
stanford-ai-2021	1554	326	and	and	CC
stanford-ai-2021	1554	327	Mapping	Mapping	NNP
stanford-ai-2021	1554	328	(	(	-LRB-
stanford-ai-2021	1554	329	SLAM	SLAM	NNP
stanford-ai-2021	1554	330	)	)	-RRB-
stanford-ai-2021	1554	331	Visual	Visual	NNP
stanford-ai-2021	1554	332	Image	image	NN
stanford-ai-2021	1554	333	Recognition	recognition	NN
stanford-ai-2021	1554	334	:	:	:
stanford-ai-2021	1554	335	Computer	computer	NN
stanford-ai-2021	1554	336	Vision	vision	NN
stanford-ai-2021	1554	337	,	,	,
stanford-ai-2021	1554	338	Image	Image	NNP
stanford-ai-2021	1554	339	Processing	Processing	NNP
stanford-ai-2021	1554	340	,	,	,
stanford-ai-2021	1554	341	Image	Image	NNP
stanford-ai-2021	1554	342	Recognition	Recognition	NNP
stanford-ai-2021	1554	343	,	,	,
stanford-ai-2021	1554	344	Machine	machine	NN
stanford-ai-2021	1554	345	Vision	vision	NN
stanford-ai-2021	1554	346	,	,	,
stanford-ai-2021	1554	347	Object	object	NN
stanford-ai-2021	1554	348	Recognition	recognition	NN
stanford-ai-2021	1554	349	TA	ta	NN
stanford-ai-2021	1554	350	B	b	NN
stanford-ai-2021	1554	351	L	l	NN
stanford-ai-2021	1554	352	E	e	NN
stanford-ai-2021	1554	353	O	o	NN
stanford-ai-2021	1554	354	F	f	NN
stanford-ai-2021	1554	355	C	c	NN
stanford-ai-2021	1554	356	O	o	NN
stanford-ai-2021	1554	357	N	n	NN
stanford-ai-2021	1554	358	T	t	NN
stanford-ai-2021	1554	359	E	e	NN
stanford-ai-2021	1554	360	N	n	NN
stanford-ai-2021	1554	361	T	t	NN
stanford-ai-2021	1554	362	S	s	NN
stanford-ai-2021	1554	363	2	2	CD
stanford-ai-2021	1554	364	0	0	CD
stanford-ai-2021	1554	365	6A	6a	NN
stanford-ai-2021	1554	366	P	p	NN
stanford-ai-2021	1554	367	P	p	NN
stanford-ai-2021	1554	368	E	e	NN
stanford-ai-2021	1554	369	N	n	NN
stanford-ai-2021	1554	370	D	d	NN
stanford-ai-2021	1554	371	I	i	NN
stanford-ai-2021	1554	372	X	X	NNP
stanford-ai-2021	1554	373	Artificial	Artificial	NNP
stanford-ai-2021	1554	374	Intelligence	Intelligence	NNP
stanford-ai-2021	1554	375	Index	Index	NNP
stanford-ai-2021	1554	376	Report	Report	NNP
stanford-ai-2021	1554	377	2021	2021	CD
stanford-ai-2021	1554	378	C	c	NN
stanford-ai-2021	1554	379	H	h	NN
stanford-ai-2021	1554	380	A	a	NN
stanford-ai-2021	1554	381	P	p	NN
stanford-ai-2021	1554	382	T	t	NN
stanford-ai-2021	1554	383	E	e	NN
stanford-ai-2021	1554	384	R	r	NN
stanford-ai-2021	1554	385	3	3	CD
stanford-ai-2021	1554	386	:	:	:
stanford-ai-2021	1554	387	E	e	NN
stanford-ai-2021	1554	388	C	c	NN
stanford-ai-2021	1554	389	O	o	NN
stanford-ai-2021	1554	390	N	n	NN
stanford-ai-2021	1554	391	O	o	NN
stanford-ai-2021	1554	392	M	m	NN
stanford-ai-2021	1554	393	Y	y	NN
stanford-ai-2021	1554	394	A	a	NN
stanford-ai-2021	1554	395	P	p	NN
stanford-ai-2021	1554	396	P	p	NN
stanford-ai-2021	1554	397	E	e	NN
stanford-ai-2021	1554	398	N	n	NN
stanford-ai-2021	1554	399	D	d	NN
stanford-ai-2021	1554	400	I	i	NN
stanford-ai-2021	1554	401	X	x	NN
stanford-ai-2021	1554	402	N	n	NN
stanford-ai-2021	1554	403	E	e	NN
stanford-ai-2021	1554	404	T	t	NN
stanford-ai-2021	1554	405	B	b	NN
stanford-ai-2021	1554	406	A	a	NN
stanford-ai-2021	1554	407	S	s	NN
stanford-ai-2021	1554	408	E	e	NN
stanford-ai-2021	1554	409	Q	q	NN
stanford-ai-2021	1554	410	U	u	NN
stanford-ai-2021	1554	411	I	i	NN
stanford-ai-2021	1554	412	D	d	NN
stanford-ai-2021	1554	413	Prepared	prepare	VBN
stanford-ai-2021	1554	414	by	by	IN
stanford-ai-2021	1554	415	Julie	Julie	NNP
stanford-ai-2021	1554	416	Kim	Kim	NNP
stanford-ai-2021	1554	417	NetBase	NetBase	NNP
stanford-ai-2021	1554	418	Quid	Quid	NNP
stanford-ai-2021	1554	419	is	be	VBZ
stanford-ai-2021	1554	420	a	a	DT
stanford-ai-2021	1554	421	big	big	JJ
stanford-ai-2021	1554	422	data	datum	NNS
stanford-ai-2021	1554	423	analytics	analytic	NNS
stanford-ai-2021	1554	424	platform	platform	NN
stanford-ai-2021	1554	425	that	that	WDT
stanford-ai-2021	1554	426	inspires	inspire	VBZ
stanford-ai-2021	1554	427	full	full	JJ
stanford-ai-2021	1554	428	-	-	HYPH
stanford-ai-2021	1554	429	picture	picture	NN
stanford-ai-2021	1554	430	thinking	thinking	NN
stanford-ai-2021	1554	431	by	by	IN
stanford-ai-2021	1554	432	drawing	draw	VBG
stanford-ai-2021	1554	433	connections	connection	NNS
stanford-ai-2021	1554	434	across	across	IN
stanford-ai-2021	1554	435	massive	massive	JJ
stanford-ai-2021	1554	436	amounts	amount	NNS
stanford-ai-2021	1554	437	of	of	IN
stanford-ai-2021	1554	438	unstructured	unstructured	JJ
stanford-ai-2021	1554	439	data	datum	NNS
stanford-ai-2021	1554	440	.	.	.
stanford-ai-2021	1555	1	The	the	DT
stanford-ai-2021	1555	2	software	software	NN
stanford-ai-2021	1555	3	applies	apply	VBZ
stanford-ai-2021	1555	4	advanced	advance	VBN
stanford-ai-2021	1555	5	natural	natural	JJ
stanford-ai-2021	1555	6	language	language	NN
stanford-ai-2021	1555	7	processing	processing	NN
stanford-ai-2021	1555	8	technology	technology	NN
stanford-ai-2021	1555	9	,	,	,
stanford-ai-2021	1555	10	semantic	semantic	JJ
stanford-ai-2021	1555	11	analysis	analysis	NN
stanford-ai-2021	1555	12	,	,	,
stanford-ai-2021	1555	13	and	and	CC
stanford-ai-2021	1555	14	artificial	artificial	JJ
stanford-ai-2021	1555	15	intelligence	intelligence	NN
stanford-ai-2021	1555	16	algorithms	algorithm	NNS
stanford-ai-2021	1555	17	to	to	TO
stanford-ai-2021	1555	18	reveal	reveal	VB
stanford-ai-2021	1555	19	patterns	pattern	NNS
stanford-ai-2021	1555	20	in	in	IN
stanford-ai-2021	1555	21	large	large	JJ
stanford-ai-2021	1555	22	,	,	,
stanford-ai-2021	1555	23	unstructured	unstructured	JJ
stanford-ai-2021	1555	24	datasets	dataset	NNS
stanford-ai-2021	1555	25	and	and	CC
stanford-ai-2021	1555	26	to	to	TO
stanford-ai-2021	1555	27	generate	generate	VB
stanford-ai-2021	1555	28	visualizations	visualization	NNS
stanford-ai-2021	1555	29	that	that	WDT
stanford-ai-2021	1555	30	allow	allow	VBP
stanford-ai-2021	1555	31	users	user	NNS
stanford-ai-2021	1555	32	to	to	TO
stanford-ai-2021	1555	33	gain	gain	VB
stanford-ai-2021	1555	34	actionable	actionable	JJ
stanford-ai-2021	1555	35	insights	insight	NNS
stanford-ai-2021	1555	36	.	.	.
stanford-ai-2021	1556	1	NetBase	NetBase	NNP
stanford-ai-2021	1556	2	Quid	Quid	NNP
stanford-ai-2021	1556	3	uses	use	VBZ
stanford-ai-2021	1556	4	Boolean	boolean	JJ
stanford-ai-2021	1556	5	query	query	NN
stanford-ai-2021	1556	6	to	to	TO
stanford-ai-2021	1556	7	search	search	VB
stanford-ai-2021	1556	8	for	for	IN
stanford-ai-2021	1556	9	focus	focus	NN
stanford-ai-2021	1556	10	areas	area	NNS
stanford-ai-2021	1556	11	,	,	,
stanford-ai-2021	1556	12	topics	topic	NNS
stanford-ai-2021	1556	13	,	,	,
stanford-ai-2021	1556	14	and	and	CC
stanford-ai-2021	1556	15	keywords	keyword	NNS
stanford-ai-2021	1556	16	within	within	IN
stanford-ai-2021	1556	17	the	the	DT
stanford-ai-2021	1556	18	archived	archived	JJ
stanford-ai-2021	1556	19	news	news	NNP
stanford-ai-2021	1556	20	and	and	CC
stanford-ai-2021	1556	21	blogs	blog	NNS
stanford-ai-2021	1556	22	,	,	,
stanford-ai-2021	1556	23	companies	company	NNS
stanford-ai-2021	1556	24	,	,	,
stanford-ai-2021	1556	25	and	and	CC
stanford-ai-2021	1556	26	patents	patent	NNS
stanford-ai-2021	1556	27	database	database	NNP
stanford-ai-2021	1556	28	,	,	,
stanford-ai-2021	1556	29	as	as	RB
stanford-ai-2021	1556	30	well	well	RB
stanford-ai-2021	1556	31	as	as	IN
stanford-ai-2021	1556	32	any	any	DT
stanford-ai-2021	1556	33	custom	custom	RB
stanford-ai-2021	1556	34	uploaded	uploaded	JJ
stanford-ai-2021	1556	35	datasets	dataset	NNS
stanford-ai-2021	1556	36	.	.	.
stanford-ai-2021	1557	1	This	this	DT
stanford-ai-2021	1557	2	can	can	MD
stanford-ai-2021	1557	3	filter	filter	VB
stanford-ai-2021	1557	4	out	out	RP
stanford-ai-2021	1557	5	the	the	DT
stanford-ai-2021	1557	6	search	search	NN
stanford-ai-2021	1557	7	by	by	IN
stanford-ai-2021	1557	8	published	publish	VBN
stanford-ai-2021	1557	9	date	date	NN
stanford-ai-2021	1557	10	time	time	NN
stanford-ai-2021	1557	11	frame	frame	NN
stanford-ai-2021	1557	12	,	,	,
stanford-ai-2021	1557	13	source	source	NN
stanford-ai-2021	1557	14	regions	region	NNS
stanford-ai-2021	1557	15	,	,	,
stanford-ai-2021	1557	16	source	source	NN
stanford-ai-2021	1557	17	categories	category	NNS
stanford-ai-2021	1557	18	,	,	,
stanford-ai-2021	1557	19	or	or	CC
stanford-ai-2021	1557	20	industry	industry	NN
stanford-ai-2021	1557	21	categories	category	NNS
stanford-ai-2021	1557	22	on	on	IN
stanford-ai-2021	1557	23	the	the	DT
stanford-ai-2021	1557	24	news	news	NN
stanford-ai-2021	1557	25	—	—	:
stanford-ai-2021	1557	26	and	and	CC
stanford-ai-2021	1557	27	by	by	IN
stanford-ai-2021	1557	28	regions	region	NNS
stanford-ai-2021	1557	29	,	,	,
stanford-ai-2021	1557	30	investment	investment	NN
stanford-ai-2021	1557	31	amount	amount	NN
stanford-ai-2021	1557	32	,	,	,
stanford-ai-2021	1557	33	operating	operating	NN
stanford-ai-2021	1557	34	status	status	NN
stanford-ai-2021	1557	35	,	,	,
stanford-ai-2021	1557	36	organization	organization	NN
stanford-ai-2021	1557	37	type	type	NN
stanford-ai-2021	1557	38	(	(	-LRB-
stanford-ai-2021	1557	39	private	private	JJ
stanford-ai-2021	1557	40	/	/	SYM
stanford-ai-2021	1557	41	public	public	JJ
stanford-ai-2021	1557	42	)	)	-RRB-
stanford-ai-2021	1557	43	,	,	,
stanford-ai-2021	1557	44	and	and	CC
stanford-ai-2021	1557	45	founding	found	VBG
stanford-ai-2021	1557	46	year	year	NN
stanford-ai-2021	1557	47	within	within	IN
stanford-ai-2021	1557	48	the	the	DT
stanford-ai-2021	1557	49	companies	company	NNS
stanford-ai-2021	1557	50	database	database	VBP
stanford-ai-2021	1557	51	.	.	.
stanford-ai-2021	1558	1	NetBase	NetBase	NNP
stanford-ai-2021	1558	2	Quid	Quid	NNP
stanford-ai-2021	1558	3	then	then	RB
stanford-ai-2021	1558	4	visualizes	visualize	VBZ
stanford-ai-2021	1558	5	these	these	DT
stanford-ai-2021	1558	6	data	datum	NNS
stanford-ai-2021	1558	7	points	point	NNS
stanford-ai-2021	1558	8	based	base	VBN
stanford-ai-2021	1558	9	on	on	IN
stanford-ai-2021	1558	10	the	the	DT
stanford-ai-2021	1558	11	semantic	semantic	JJ
stanford-ai-2021	1558	12	similarity	similarity	NN
stanford-ai-2021	1558	13	.	.	.
stanford-ai-2021	1559	1	Search	Search	NNP
stanford-ai-2021	1559	2	,	,	,
stanford-ai-2021	1559	3	Data	Data	NNP
stanford-ai-2021	1559	4	Sources	Sources	NNPS
stanford-ai-2021	1559	5	,	,	,
stanford-ai-2021	1559	6	and	and	CC
stanford-ai-2021	1559	7	Scope	Scope	NNP
stanford-ai-2021	1559	8	Here	here	RB
stanford-ai-2021	1559	9	3.6	3.6	CD
stanford-ai-2021	1559	10	million	million	CD
stanford-ai-2021	1559	11	public	public	JJ
stanford-ai-2021	1559	12	and	and	CC
stanford-ai-2021	1559	13	private	private	JJ
stanford-ai-2021	1559	14	company	company	NN
stanford-ai-2021	1559	15	profiles	profile	NNS
stanford-ai-2021	1559	16	from	from	IN
stanford-ai-2021	1559	17	multiple	multiple	JJ
stanford-ai-2021	1559	18	data	datum	NNS
stanford-ai-2021	1559	19	sources	source	NNS
stanford-ai-2021	1559	20	are	be	VBP
stanford-ai-2021	1559	21	indexed	index	VBN
stanford-ai-2021	1559	22	in	in	IN
stanford-ai-2021	1559	23	order	order	NN
stanford-ai-2021	1559	24	to	to	TO
stanford-ai-2021	1559	25	search	search	VB
stanford-ai-2021	1559	26	across	across	IN
stanford-ai-2021	1559	27	company	company	NN
stanford-ai-2021	1559	28	descriptions	description	NNS
stanford-ai-2021	1559	29	,	,	,
stanford-ai-2021	1559	30	while	while	IN
stanford-ai-2021	1559	31	filtering	filter	VBG
stanford-ai-2021	1559	32	and	and	CC
stanford-ai-2021	1559	33	including	include	VBG
stanford-ai-2021	1559	34	metadata	metadata	NN
stanford-ai-2021	1559	35	ranging	range	VBG
stanford-ai-2021	1559	36	from	from	IN
stanford-ai-2021	1559	37	investment	investment	NN
stanford-ai-2021	1559	38	information	information	NN
stanford-ai-2021	1559	39	to	to	IN
stanford-ai-2021	1559	40	firmographic	firmographic	JJ
stanford-ai-2021	1559	41	information	information	NN
stanford-ai-2021	1559	42	,	,	,
stanford-ai-2021	1559	43	such	such	JJ
stanford-ai-2021	1559	44	as	as	IN
stanford-ai-2021	1559	45	founded	found	VBN
stanford-ai-2021	1559	46	year	year	NN
stanford-ai-2021	1559	47	,	,	,
stanford-ai-2021	1559	48	HQ	HQ	NNP
stanford-ai-2021	1559	49	location	location	NN
stanford-ai-2021	1559	50	,	,	,
stanford-ai-2021	1559	51	and	and	CC
stanford-ai-2021	1559	52	more	more	JJR
stanford-ai-2021	1559	53	.	.	.
stanford-ai-2021	1560	1	Company	company	NN
stanford-ai-2021	1560	2	information	information	NN
stanford-ai-2021	1560	3	is	be	VBZ
stanford-ai-2021	1560	4	updated	update	VBN
stanford-ai-2021	1560	5	on	on	IN
stanford-ai-2021	1560	6	a	a	DT
stanford-ai-2021	1560	7	weekly	weekly	JJ
stanford-ai-2021	1560	8	basis	basis	NN
stanford-ai-2021	1560	9	.	.	.
stanford-ai-2021	1561	1	Quid	Quid	NNP
stanford-ai-2021	1561	2	algorithm	algorithm	NN
stanford-ai-2021	1561	3	reads	read	VBZ
stanford-ai-2021	1561	4	a	a	DT
stanford-ai-2021	1561	5	big	big	JJ
stanford-ai-2021	1561	6	amount	amount	NN
stanford-ai-2021	1561	7	of	of	IN
stanford-ai-2021	1561	8	text	text	NN
stanford-ai-2021	1561	9	data	datum	NNS
stanford-ai-2021	1561	10	from	from	IN
stanford-ai-2021	1561	11	each	each	DT
stanford-ai-2021	1561	12	document	document	NN
stanford-ai-2021	1561	13	(	(	-LRB-
stanford-ai-2021	1561	14	news	news	NN
stanford-ai-2021	1561	15	article	article	NN
stanford-ai-2021	1561	16	,	,	,
stanford-ai-2021	1561	17	company	company	NN
stanford-ai-2021	1561	18	descriptions	description	NNS
stanford-ai-2021	1561	19	,	,	,
stanford-ai-2021	1561	20	etc	etc	FW
stanford-ai-2021	1561	21	.	.	.
stanford-ai-2021	1561	22	)	)	-RRB-
stanford-ai-2021	1562	1	to	to	TO
stanford-ai-2021	1562	2	make	make	VB
stanford-ai-2021	1562	3	links	link	NNS
stanford-ai-2021	1562	4	between	between	IN
stanford-ai-2021	1562	5	different	different	JJ
stanford-ai-2021	1562	6	documents	document	NNS
stanford-ai-2021	1562	7	based	base	VBN
stanford-ai-2021	1562	8	on	on	IN
stanford-ai-2021	1562	9	their	-PRON-	PRP$
stanford-ai-2021	1562	10	similar	similar	JJ
stanford-ai-2021	1562	11	language	language	NN
stanford-ai-2021	1562	12	.	.	.
stanford-ai-2021	1563	1	This	this	DT
stanford-ai-2021	1563	2	process	process	NN
stanford-ai-2021	1563	3	is	be	VBZ
stanford-ai-2021	1563	4	repeated	repeat	VBN
stanford-ai-2021	1563	5	at	at	IN
stanford-ai-2021	1563	6	an	an	DT
stanford-ai-2021	1563	7	immense	immense	JJ
stanford-ai-2021	1563	8	scale	scale	NN
stanford-ai-2021	1563	9	,	,	,
stanford-ai-2021	1563	10	which	which	WDT
stanford-ai-2021	1563	11	produces	produce	VBZ
stanford-ai-2021	1563	12	a	a	DT
stanford-ai-2021	1563	13	network	network	NN
stanford-ai-2021	1563	14	with	with	IN
stanford-ai-2021	1563	15	different	different	JJ
stanford-ai-2021	1563	16	clusters	cluster	NNS
stanford-ai-2021	1563	17	identifying	identify	VBG
stanford-ai-2021	1563	18	distinct	distinct	JJ
stanford-ai-2021	1563	19	topics	topic	NNS
stanford-ai-2021	1563	20	or	or	CC
stanford-ai-2021	1563	21	focus	focus	NN
stanford-ai-2021	1563	22	areas	area	NNS
stanford-ai-2021	1563	23	.	.	.
stanford-ai-2021	1564	1	Trends	trend	NNS
stanford-ai-2021	1564	2	are	be	VBP
stanford-ai-2021	1564	3	identified	identify	VBN
stanford-ai-2021	1564	4	based	base	VBN
stanford-ai-2021	1564	5	on	on	IN
stanford-ai-2021	1564	6	keywords	keyword	NNS
stanford-ai-2021	1564	7	,	,	,
stanford-ai-2021	1564	8	phrases	phrase	NNS
stanford-ai-2021	1564	9	,	,	,
stanford-ai-2021	1564	10	people	people	NNS
stanford-ai-2021	1564	11	,	,	,
stanford-ai-2021	1564	12	companies	company	NNS
stanford-ai-2021	1564	13	,	,	,
stanford-ai-2021	1564	14	institutions	institution	NNS
stanford-ai-2021	1564	15	that	that	WDT
stanford-ai-2021	1564	16	Quid	Quid	NNP
stanford-ai-2021	1564	17	identifies	identifie	NNS
stanford-ai-2021	1564	18	,	,	,
stanford-ai-2021	1564	19	and	and	CC
stanford-ai-2021	1564	20	the	the	DT
stanford-ai-2021	1564	21	other	other	JJ
stanford-ai-2021	1564	22	metadata	metadata	NN
stanford-ai-2021	1564	23	that	that	WDT
stanford-ai-2021	1564	24	is	be	VBZ
stanford-ai-2021	1564	25	put	put	VBN
stanford-ai-2021	1564	26	into	into	IN
stanford-ai-2021	1564	27	the	the	DT
stanford-ai-2021	1564	28	software	software	NN
stanford-ai-2021	1564	29	.	.	.
stanford-ai-2021	1565	1	Data	Data	NNP
stanford-ai-2021	1565	2	Organization	Organization	NNP
stanford-ai-2021	1565	3	data	datum	NNS
stanford-ai-2021	1565	4	is	be	VBZ
stanford-ai-2021	1565	5	embedded	embed	VBN
stanford-ai-2021	1565	6	from	from	IN
stanford-ai-2021	1565	7	CapIQ	CapIQ	NNP
stanford-ai-2021	1565	8	and	and	CC
stanford-ai-2021	1565	9	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1565	10	.	.	.
stanford-ai-2021	1566	1	These	these	DT
stanford-ai-2021	1566	2	companies	company	NNS
stanford-ai-2021	1566	3	include	include	VBP
stanford-ai-2021	1566	4	all	all	DT
stanford-ai-2021	1566	5	types	type	NNS
stanford-ai-2021	1566	6	of	of	IN
stanford-ai-2021	1566	7	companies	company	NNS
stanford-ai-2021	1566	8	(	(	-LRB-
stanford-ai-2021	1566	9	private	private	JJ
stanford-ai-2021	1566	10	,	,	,
stanford-ai-2021	1566	11	public	public	JJ
stanford-ai-2021	1566	12	,	,	,
stanford-ai-2021	1566	13	operating	operate	VBG
stanford-ai-2021	1566	14	,	,	,
stanford-ai-2021	1566	15	operating	operate	VBG
stanford-ai-2021	1566	16	as	as	IN
stanford-ai-2021	1566	17	a	a	DT
stanford-ai-2021	1566	18	subsidiary	subsidiary	NN
stanford-ai-2021	1566	19	,	,	,
stanford-ai-2021	1566	20	out	out	IN
stanford-ai-2021	1566	21	of	of	IN
stanford-ai-2021	1566	22	business	business	NN
stanford-ai-2021	1566	23	)	)	-RRB-
stanford-ai-2021	1566	24	throughout	throughout	IN
stanford-ai-2021	1566	25	the	the	DT
stanford-ai-2021	1566	26	world	world	NN
stanford-ai-2021	1566	27	.	.	.
stanford-ai-2021	1567	1	The	the	DT
stanford-ai-2021	1567	2	investment	investment	NN
stanford-ai-2021	1567	3	data	datum	NNS
stanford-ai-2021	1567	4	includes	include	VBZ
stanford-ai-2021	1567	5	private	private	JJ
stanford-ai-2021	1567	6	investments	investment	NNS
stanford-ai-2021	1567	7	,	,	,
stanford-ai-2021	1567	8	M&A	M&A	NNP
stanford-ai-2021	1567	9	,	,	,
stanford-ai-2021	1567	10	public	public	JJ
stanford-ai-2021	1567	11	offerings	offering	NNS
stanford-ai-2021	1567	12	,	,	,
stanford-ai-2021	1567	13	minority	minority	NN
stanford-ai-2021	1567	14	stakes	stake	NNS
stanford-ai-2021	1567	15	made	make	VBN
stanford-ai-2021	1567	16	by	by	IN
stanford-ai-2021	1567	17	PE	PE	NNP
stanford-ai-2021	1567	18	/	/	SYM
stanford-ai-2021	1567	19	VCs	vc	NNS
stanford-ai-2021	1567	20	,	,	,
stanford-ai-2021	1567	21	corporate	corporate	JJ
stanford-ai-2021	1567	22	venture	venture	NN
stanford-ai-2021	1567	23	arms	arm	NNS
stanford-ai-2021	1567	24	,	,	,
stanford-ai-2021	1567	25	governments	government	NNS
stanford-ai-2021	1567	26	,	,	,
stanford-ai-2021	1567	27	and	and	CC
stanford-ai-2021	1567	28	institutions	institution	NNS
stanford-ai-2021	1567	29	both	both	DT
stanford-ai-2021	1567	30	within	within	IN
stanford-ai-2021	1567	31	and	and	CC
stanford-ai-2021	1567	32	outside	outside	IN
stanford-ai-2021	1567	33	the	the	DT
stanford-ai-2021	1567	34	United	United	NNP
stanford-ai-2021	1567	35	States	States	NNP
stanford-ai-2021	1567	36	.	.	.
stanford-ai-2021	1568	1	Some	some	DT
stanford-ai-2021	1568	2	data	data	NN
stanford-ai-2021	1568	3	is	be	VBZ
stanford-ai-2021	1568	4	simply	simply	RB
stanford-ai-2021	1568	5	unreachable	unreachable	JJ
stanford-ai-2021	1568	6	—	—	:
stanford-ai-2021	1568	7	for	for	IN
stanford-ai-2021	1568	8	instance	instance	NN
stanford-ai-2021	1568	9	,	,	,
stanford-ai-2021	1568	10	when	when	WRB
stanford-ai-2021	1568	11	the	the	DT
stanford-ai-2021	1568	12	investors	investor	NNS
stanford-ai-2021	1568	13	are	be	VBP
stanford-ai-2021	1568	14	undisclosed	undisclosed	JJ
stanford-ai-2021	1568	15	or	or	CC
stanford-ai-2021	1568	16	the	the	DT
stanford-ai-2021	1568	17	funding	funding	NN
stanford-ai-2021	1568	18	amounts	amount	NNS
stanford-ai-2021	1568	19	by	by	IN
stanford-ai-2021	1568	20	investors	investor	NNS
stanford-ai-2021	1568	21	are	be	VBP
stanford-ai-2021	1568	22	undisclosed	undisclosed	JJ
stanford-ai-2021	1568	23	.	.	.
stanford-ai-2021	1569	1	Quid	Quid	NNP
stanford-ai-2021	1569	2	also	also	RB
stanford-ai-2021	1569	3	embeds	embed	VBZ
stanford-ai-2021	1569	4	firmographic	firmographic	JJ
stanford-ai-2021	1569	5	information	information	NN
stanford-ai-2021	1569	6	such	such	JJ
stanford-ai-2021	1569	7	as	as	IN
stanford-ai-2021	1569	8	founded	found	VBN
stanford-ai-2021	1569	9	year	year	NN
stanford-ai-2021	1569	10	and	and	CC
stanford-ai-2021	1569	11	HQ	HQ	NNP
stanford-ai-2021	1569	12	location	location	NN
stanford-ai-2021	1569	13	.	.	.
stanford-ai-2021	1570	1	NetBase	NetBase	NNP
stanford-ai-2021	1570	2	Quid	Quid	NNP
stanford-ai-2021	1570	3	embeds	embed	VBZ
stanford-ai-2021	1570	4	CapIQ	CapIQ	NNP
stanford-ai-2021	1570	5	data	datum	NNS
stanford-ai-2021	1570	6	as	as	IN
stanford-ai-2021	1570	7	a	a	DT
stanford-ai-2021	1570	8	default	default	NN
stanford-ai-2021	1570	9	and	and	CC
stanford-ai-2021	1570	10	adds	add	VBZ
stanford-ai-2021	1570	11	in	in	IN
stanford-ai-2021	1570	12	data	datum	NNS
stanford-ai-2021	1570	13	from	from	IN
stanford-ai-2021	1570	14	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1570	15	for	for	IN
stanford-ai-2021	1570	16	the	the	DT
stanford-ai-2021	1570	17	ones	one	NNS
stanford-ai-2021	1570	18	that	that	WDT
stanford-ai-2021	1570	19	are	be	VBP
stanford-ai-2021	1570	20	not	not	RB
stanford-ai-2021	1570	21	captured	capture	VBN
stanford-ai-2021	1570	22	in	in	IN
stanford-ai-2021	1570	23	CapIQ	CapIQ	NNP
stanford-ai-2021	1570	24	.	.	.
stanford-ai-2021	1571	1	This	this	DT
stanford-ai-2021	1571	2	yields	yield	VBZ
stanford-ai-2021	1571	3	not	not	RB
stanford-ai-2021	1571	4	only	only	RB
stanford-ai-2021	1571	5	comprehensive	comprehensive	JJ
stanford-ai-2021	1571	6	and	and	CC
stanford-ai-2021	1571	7	accurate	accurate	JJ
stanford-ai-2021	1571	8	data	datum	NNS
stanford-ai-2021	1571	9	on	on	IN
stanford-ai-2021	1571	10	all	all	DT
stanford-ai-2021	1571	11	global	global	JJ
stanford-ai-2021	1571	12	organizations	organization	NNS
stanford-ai-2021	1571	13	,	,	,
stanford-ai-2021	1571	14	but	but	CC
stanford-ai-2021	1571	15	it	-PRON-	PRP
stanford-ai-2021	1571	16	also	also	RB
stanford-ai-2021	1571	17	captures	capture	VBZ
stanford-ai-2021	1571	18	early	early	JJ
stanford-ai-2021	1571	19	-	-	HYPH
stanford-ai-2021	1571	20	stage	stage	NN
stanford-ai-2021	1571	21	startups	startup	NNS
stanford-ai-2021	1571	22	and	and	CC
stanford-ai-2021	1571	23	funding	funding	NN
stanford-ai-2021	1571	24	events	event	NNS
stanford-ai-2021	1571	25	data	datum	NNS
stanford-ai-2021	1571	26	.	.	.
stanford-ai-2021	1572	1	Company	company	NN
stanford-ai-2021	1572	2	information	information	NN
stanford-ai-2021	1572	3	is	be	VBZ
stanford-ai-2021	1572	4	uploaded	upload	VBN
stanford-ai-2021	1572	5	on	on	IN
stanford-ai-2021	1572	6	a	a	DT
stanford-ai-2021	1572	7	weekly	weekly	JJ
stanford-ai-2021	1572	8	basis	basis	NN
stanford-ai-2021	1572	9	.	.	.
stanford-ai-2021	1573	1	Methodology	Methodology	NNP
stanford-ai-2021	1573	2	Boolean	boolean	JJ
stanford-ai-2021	1573	3	query	query	NN
stanford-ai-2021	1573	4	is	be	VBZ
stanford-ai-2021	1573	5	used	use	VBN
stanford-ai-2021	1573	6	to	to	TO
stanford-ai-2021	1573	7	search	search	VB
stanford-ai-2021	1573	8	for	for	IN
stanford-ai-2021	1573	9	focus	focus	NN
stanford-ai-2021	1573	10	areas	area	NNS
stanford-ai-2021	1573	11	,	,	,
stanford-ai-2021	1573	12	topics	topic	NNS
stanford-ai-2021	1573	13	,	,	,
stanford-ai-2021	1573	14	and	and	CC
stanford-ai-2021	1573	15	keywords	keyword	NNS
stanford-ai-2021	1573	16	within	within	IN
stanford-ai-2021	1573	17	the	the	DT
stanford-ai-2021	1573	18	archived	archived	JJ
stanford-ai-2021	1573	19	company	company	NN
stanford-ai-2021	1573	20	database	database	NN
stanford-ai-2021	1573	21	,	,	,
stanford-ai-2021	1573	22	within	within	IN
stanford-ai-2021	1573	23	their	-PRON-	PRP$
stanford-ai-2021	1573	24	business	business	NN
stanford-ai-2021	1573	25	descriptions	description	NNS
stanford-ai-2021	1573	26	and	and	CC
stanford-ai-2021	1573	27	websites	website	NNS
stanford-ai-2021	1573	28	.	.	.
stanford-ai-2021	1574	1	We	-PRON-	PRP
stanford-ai-2021	1574	2	can	can	MD
stanford-ai-2021	1574	3	filter	filter	VB
stanford-ai-2021	1574	4	out	out	RP
stanford-ai-2021	1574	5	the	the	DT
stanford-ai-2021	1574	6	search	search	NN
stanford-ai-2021	1574	7	results	result	NNS
stanford-ai-2021	1574	8	by	by	IN
stanford-ai-2021	1574	9	HQ	HQ	NNP
stanford-ai-2021	1574	10	regions	region	NNS
stanford-ai-2021	1574	11	,	,	,
stanford-ai-2021	1574	12	investment	investment	NN
stanford-ai-2021	1574	13	amount	amount	NN
stanford-ai-2021	1574	14	,	,	,
stanford-ai-2021	1574	15	operating	operating	NN
stanford-ai-2021	1574	16	status	status	NN
stanford-ai-2021	1574	17	,	,	,
stanford-ai-2021	1574	18	organization	organization	NN
stanford-ai-2021	1574	19	type	type	NN
stanford-ai-2021	1574	20	(	(	-LRB-
stanford-ai-2021	1574	21	private/	private/	NNP
stanford-ai-2021	1574	22	public	public	JJ
stanford-ai-2021	1574	23	)	)	-RRB-
stanford-ai-2021	1574	24	,	,	,
stanford-ai-2021	1574	25	and	and	CC
stanford-ai-2021	1574	26	founding	found	VBG
stanford-ai-2021	1574	27	year	year	NN
stanford-ai-2021	1574	28	.	.	.
stanford-ai-2021	1575	1	Quid	Quid	NNP
stanford-ai-2021	1575	2	then	then	RB
stanford-ai-2021	1575	3	visualizes	visualize	VBZ
stanford-ai-2021	1575	4	these	these	DT
stanford-ai-2021	1575	5	companies	company	NNS
stanford-ai-2021	1575	6	.	.	.
stanford-ai-2021	1576	1	If	if	IN
stanford-ai-2021	1576	2	there	there	EX
stanford-ai-2021	1576	3	are	be	VBP
stanford-ai-2021	1576	4	more	more	JJR
stanford-ai-2021	1576	5	than	than	IN
stanford-ai-2021	1576	6	7,000	7,000	CD
stanford-ai-2021	1576	7	companies	company	NNS
stanford-ai-2021	1576	8	from	from	IN
stanford-ai-2021	1576	9	the	the	DT
stanford-ai-2021	1576	10	search	search	NN
stanford-ai-2021	1576	11	result	result	NN
stanford-ai-2021	1576	12	,	,	,
stanford-ai-2021	1576	13	Quid	Quid	NNP
stanford-ai-2021	1576	14	selects	select	VBZ
stanford-ai-2021	1576	15	the	the	DT
stanford-ai-2021	1576	16	7,000	7,000	CD
stanford-ai-2021	1576	17	most	most	RBS
stanford-ai-2021	1576	18	relevant	relevant	JJ
stanford-ai-2021	1576	19	companies	company	NNS
stanford-ai-2021	1576	20	for	for	IN
stanford-ai-2021	1576	21	visualization	visualization	NN
stanford-ai-2021	1576	22	based	base	VBN
stanford-ai-2021	1576	23	on	on	IN
stanford-ai-2021	1576	24	the	the	DT
stanford-ai-2021	1576	25	language	language	NN
stanford-ai-2021	1576	26	algorithm	algorithm	NN
stanford-ai-2021	1576	27	.	.	.
stanford-ai-2021	1577	1	Boolean	Boolean	NNP
stanford-ai-2021	1577	2	Search	Search	NNP
stanford-ai-2021	1577	3	:	:	:
stanford-ai-2021	1577	4	“	"	``
stanford-ai-2021	1577	5	artificial	artificial	JJ
stanford-ai-2021	1577	6	intelligence	intelligence	NN
stanford-ai-2021	1577	7	”	"	''
stanford-ai-2021	1577	8	or	or	CC
stanford-ai-2021	1577	9	“	"	``
stanford-ai-2021	1577	10	AI	AI	NNP
stanford-ai-2021	1577	11	”	"	''
stanford-ai-2021	1577	12	or	or	CC
stanford-ai-2021	1577	13	“	"	``
stanford-ai-2021	1577	14	machine	machine	NN
stanford-ai-2021	1577	15	learning	learning	NN
stanford-ai-2021	1577	16	”	"	''
stanford-ai-2021	1577	17	or	or	CC
stanford-ai-2021	1577	18	“	"	``
stanford-ai-2021	1577	19	deep	deep	JJ
stanford-ai-2021	1577	20	learning	learning	NN
stanford-ai-2021	1577	21	”	"	''
stanford-ai-2021	1577	22	Companies	company	NNS
stanford-ai-2021	1577	23	:	:	:
stanford-ai-2021	1577	24	•	•	NNP
stanford-ai-2021	1577	25	Chart	Chart	NNP
stanford-ai-2021	1577	26	3.2.1	3.2.1	CD
stanford-ai-2021	1577	27	:	:	:
stanford-ai-2021	1577	28	Global	Global	NNP
stanford-ai-2021	1577	29	AI	AI	NNP
stanford-ai-2021	1577	30	&	&	CC
stanford-ai-2021	1577	31	ML	ML	NNP
stanford-ai-2021	1577	32	companies	company	NNS
stanford-ai-2021	1577	33	that	that	WDT
stanford-ai-2021	1577	34	have	have	VBP
stanford-ai-2021	1577	35	been	be	VBN
stanford-ai-2021	1577	36	invested	invest	VBN
stanford-ai-2021	1577	37	(	(	-LRB-
stanford-ai-2021	1577	38	private	private	JJ
stanford-ai-2021	1577	39	,	,	,
stanford-ai-2021	1577	40	IPO	IPO	NNP
stanford-ai-2021	1577	41	,	,	,
stanford-ai-2021	1577	42	M&A	M&A	NNP
stanford-ai-2021	1577	43	)	)	-RRB-
stanford-ai-2021	1577	44	from	from	IN
stanford-ai-2021	1577	45	01/01/2011	01/01/2011	CD
stanford-ai-2021	1577	46	to	to	IN
stanford-ai-2021	1577	47	12/31/2020	12/31/2020	CD
stanford-ai-2021	1577	48	.	.	.
stanford-ai-2021	1578	1	•	•	NNP
stanford-ai-2021	1578	2	Chart	Chart	NNP
stanford-ai-2021	1578	3	3.2.2–3.2.6	3.2.2–3.2.6	CD
stanford-ai-2021	1578	4	:	:	:
stanford-ai-2021	1578	5	Global	Global	NNP
stanford-ai-2021	1578	6	AI	AI	NNP
stanford-ai-2021	1578	7	&	&	CC
stanford-ai-2021	1578	8	ML	ML	NNP
stanford-ai-2021	1578	9	companies	company	NNS
stanford-ai-2021	1578	10	that	that	WDT
stanford-ai-2021	1578	11	have	have	VBP
stanford-ai-2021	1578	12	invested	invest	VBN
stanford-ai-2021	1578	13	over	over	IN
stanford-ai-2021	1578	14	USD	usd	NN
stanford-ai-2021	1578	15	400,000	400,000	CD
stanford-ai-2021	1578	16	for	for	IN
stanford-ai-2021	1578	17	the	the	DT
stanford-ai-2021	1578	18	last	last	JJ
stanford-ai-2021	1578	19	10	10	CD
stanford-ai-2021	1578	20	years	year	NNS
stanford-ai-2021	1578	21	(	(	-LRB-
stanford-ai-2021	1578	22	January	January	NNP
stanford-ai-2021	1578	23	1	1	CD
stanford-ai-2021	1578	24	,	,	,
stanford-ai-2021	1578	25	2011	2011	CD
stanford-ai-2021	1578	26	to	to	IN
stanford-ai-2021	1578	27	December	December	NNP
stanford-ai-2021	1578	28	31	31	CD
stanford-ai-2021	1578	29	,	,	,
stanford-ai-2021	1578	30	2020)—7,000	2020)—7,000	CD
stanford-ai-2021	1578	31	companies	company	NNS
stanford-ai-2021	1578	32	out	out	IN
stanford-ai-2021	1578	33	of	of	IN
stanford-ai-2021	1578	34	7,500	7,500	CD
stanford-ai-2021	1578	35	companies	company	NNS
stanford-ai-2021	1578	36	have	have	VBP
stanford-ai-2021	1578	37	been	be	VBN
stanford-ai-2021	1578	38	selected	select	VBN
stanford-ai-2021	1578	39	through	through	IN
stanford-ai-2021	1578	40	Quid	Quid	NNP
stanford-ai-2021	1578	41	’s	’s	POS
stanford-ai-2021	1578	42	relevance	relevance	NN
stanford-ai-2021	1578	43	algorithm	algorithm	NNP
stanford-ai-2021	1578	44	.	.	.
stanford-ai-2021	1579	1	TA	TA	NNP
stanford-ai-2021	1579	2	B	B	NNP
stanford-ai-2021	1579	3	L	l	NN
stanford-ai-2021	1579	4	E	e	NN
stanford-ai-2021	1579	5	O	o	NN
stanford-ai-2021	1579	6	F	f	NN
stanford-ai-2021	1579	7	C	c	NN
stanford-ai-2021	1579	8	O	o	NN
stanford-ai-2021	1579	9	N	n	NN
stanford-ai-2021	1579	10	T	t	NN
stanford-ai-2021	1579	11	E	e	NN
stanford-ai-2021	1579	12	N	n	NN
stanford-ai-2021	1579	13	T	t	NN
stanford-ai-2021	1579	14	S	s	NN
stanford-ai-2021	1579	15	2	2	CD
stanford-ai-2021	1579	16	0	0	CD
stanford-ai-2021	1579	17	7A	7a	NN
stanford-ai-2021	1579	18	P	p	NN
stanford-ai-2021	1579	19	P	p	NN
stanford-ai-2021	1579	20	E	e	NN
stanford-ai-2021	1579	21	N	n	NN
stanford-ai-2021	1579	22	D	d	NN
stanford-ai-2021	1579	23	I	i	NN
stanford-ai-2021	1579	24	X	X	NNP
stanford-ai-2021	1579	25	Artificial	Artificial	NNP
stanford-ai-2021	1579	26	Intelligence	Intelligence	NNP
stanford-ai-2021	1579	27	Index	Index	NNP
stanford-ai-2021	1579	28	Report	Report	NNP
stanford-ai-2021	1579	29	2021	2021	CD
stanford-ai-2021	1579	30	C	c	NN
stanford-ai-2021	1579	31	H	h	NN
stanford-ai-2021	1579	32	A	a	NN
stanford-ai-2021	1579	33	P	p	NN
stanford-ai-2021	1579	34	T	t	NN
stanford-ai-2021	1579	35	E	e	NN
stanford-ai-2021	1579	36	R	r	NN
stanford-ai-2021	1579	37	3	3	CD
stanford-ai-2021	1579	38	:	:	:
stanford-ai-2021	1579	39	E	e	NN
stanford-ai-2021	1579	40	C	c	NN
stanford-ai-2021	1579	41	O	o	NN
stanford-ai-2021	1579	42	N	n	NN
stanford-ai-2021	1579	43	O	o	NN
stanford-ai-2021	1579	44	M	m	NN
stanford-ai-2021	1579	45	Y	y	NN
stanford-ai-2021	1579	46	A	a	NN
stanford-ai-2021	1579	47	P	p	NN
stanford-ai-2021	1579	48	P	p	NN
stanford-ai-2021	1579	49	E	e	NN
stanford-ai-2021	1579	50	N	n	NN
stanford-ai-2021	1579	51	D	d	NN
stanford-ai-2021	1579	52	I	i	NN
stanford-ai-2021	1579	53	X	x	NN
stanford-ai-2021	1579	54	Target	target	NN
stanford-ai-2021	1579	55	Event	event	NN
stanford-ai-2021	1579	56	Definitions	definition	NNS
stanford-ai-2021	1579	57	•	•	VBP
stanford-ai-2021	1579	58	Private	private	JJ
stanford-ai-2021	1579	59	investments	investment	NNS
stanford-ai-2021	1579	60	:	:	:
stanford-ai-2021	1579	61	A	a	DT
stanford-ai-2021	1579	62	private	private	JJ
stanford-ai-2021	1579	63	placement	placement	NN
stanford-ai-2021	1579	64	is	be	VBZ
stanford-ai-2021	1579	65	a	a	DT
stanford-ai-2021	1579	66	private	private	JJ
stanford-ai-2021	1579	67	sale	sale	NN
stanford-ai-2021	1579	68	of	of	IN
stanford-ai-2021	1579	69	newly	newly	RB
stanford-ai-2021	1579	70	issued	issue	VBN
stanford-ai-2021	1579	71	securities	security	NNS
stanford-ai-2021	1579	72	(	(	-LRB-
stanford-ai-2021	1579	73	equity	equity	NN
stanford-ai-2021	1579	74	or	or	CC
stanford-ai-2021	1579	75	debt	debt	NN
stanford-ai-2021	1579	76	)	)	-RRB-
stanford-ai-2021	1579	77	by	by	IN
stanford-ai-2021	1579	78	a	a	DT
stanford-ai-2021	1579	79	company	company	NN
stanford-ai-2021	1579	80	to	to	IN
stanford-ai-2021	1579	81	a	a	DT
stanford-ai-2021	1579	82	selected	select	VBN
stanford-ai-2021	1579	83	investor	investor	NN
stanford-ai-2021	1579	84	or	or	CC
stanford-ai-2021	1579	85	a	a	DT
stanford-ai-2021	1579	86	selected	select	VBN
stanford-ai-2021	1579	87	group	group	NN
stanford-ai-2021	1579	88	of	of	IN
stanford-ai-2021	1579	89	investors	investor	NNS
stanford-ai-2021	1579	90	.	.	.
stanford-ai-2021	1580	1	The	the	DT
stanford-ai-2021	1580	2	stakes	stake	NNS
stanford-ai-2021	1580	3	that	that	WDT
stanford-ai-2021	1580	4	buyers	buyer	NNS
stanford-ai-2021	1580	5	take	take	VBP
stanford-ai-2021	1580	6	in	in	RP
stanford-ai-2021	1580	7	private	private	JJ
stanford-ai-2021	1580	8	placements	placement	NNS
stanford-ai-2021	1580	9	are	be	VBP
stanford-ai-2021	1580	10	often	often	RB
stanford-ai-2021	1580	11	minority	minority	NN
stanford-ai-2021	1580	12	stakes	stake	NNS
stanford-ai-2021	1580	13	(	(	-LRB-
stanford-ai-2021	1580	14	under	under	IN
stanford-ai-2021	1580	15	50	50	CD
stanford-ai-2021	1580	16	%	%	NN
stanford-ai-2021	1580	17	)	)	-RRB-
stanford-ai-2021	1580	18	,	,	,
stanford-ai-2021	1580	19	although	although	IN
stanford-ai-2021	1580	20	it	-PRON-	PRP
stanford-ai-2021	1580	21	is	be	VBZ
stanford-ai-2021	1580	22	possible	possible	JJ
stanford-ai-2021	1580	23	to	to	TO
stanford-ai-2021	1580	24	take	take	VB
stanford-ai-2021	1580	25	control	control	NN
stanford-ai-2021	1580	26	of	of	IN
stanford-ai-2021	1580	27	a	a	DT
stanford-ai-2021	1580	28	company	company	NN
stanford-ai-2021	1580	29	through	through	IN
stanford-ai-2021	1580	30	a	a	DT
stanford-ai-2021	1580	31	private	private	JJ
stanford-ai-2021	1580	32	placement	placement	NN
stanford-ai-2021	1580	33	as	as	RB
stanford-ai-2021	1580	34	well	well	RB
stanford-ai-2021	1580	35	,	,	,
stanford-ai-2021	1580	36	in	in	IN
stanford-ai-2021	1580	37	which	which	WDT
stanford-ai-2021	1580	38	case	case	NN
stanford-ai-2021	1580	39	the	the	DT
stanford-ai-2021	1580	40	private	private	JJ
stanford-ai-2021	1580	41	placement	placement	NN
stanford-ai-2021	1580	42	would	would	MD
stanford-ai-2021	1580	43	be	be	VB
stanford-ai-2021	1580	44	a	a	DT
stanford-ai-2021	1580	45	majority	majority	NN
stanford-ai-2021	1580	46	stake	stake	NN
stanford-ai-2021	1580	47	investment	investment	NN
stanford-ai-2021	1580	48	.	.	.
stanford-ai-2021	1581	1	•	•	NNP
stanford-ai-2021	1581	2	Minority	minority	NN
stanford-ai-2021	1581	3	investment	investment	NN
stanford-ai-2021	1581	4	:	:	:
stanford-ai-2021	1581	5	These	these	DT
stanford-ai-2021	1581	6	refer	refer	VBP
stanford-ai-2021	1581	7	to	to	IN
stanford-ai-2021	1581	8	minority	minority	NN
stanford-ai-2021	1581	9	stake	stake	NN
stanford-ai-2021	1581	10	acquisitions	acquisition	NNS
stanford-ai-2021	1581	11	in	in	IN
stanford-ai-2021	1581	12	Quid	Quid	NNP
stanford-ai-2021	1581	13	,	,	,
stanford-ai-2021	1581	14	which	which	WDT
stanford-ai-2021	1581	15	take	take	VBP
stanford-ai-2021	1581	16	place	place	NN
stanford-ai-2021	1581	17	when	when	WRB
stanford-ai-2021	1581	18	the	the	DT
stanford-ai-2021	1581	19	buyer	buyer	NN
stanford-ai-2021	1581	20	acquires	acquire	VBZ
stanford-ai-2021	1581	21	less	less	JJR
stanford-ai-2021	1581	22	than	than	IN
stanford-ai-2021	1581	23	50	50	CD
stanford-ai-2021	1581	24	%	%	NN
stanford-ai-2021	1581	25	of	of	IN
stanford-ai-2021	1581	26	the	the	DT
stanford-ai-2021	1581	27	existing	exist	VBG
stanford-ai-2021	1581	28	ownership	ownership	NN
stanford-ai-2021	1581	29	stake	stake	NN
stanford-ai-2021	1581	30	in	in	IN
stanford-ai-2021	1581	31	entities	entity	NNS
stanford-ai-2021	1581	32	,	,	,
stanford-ai-2021	1581	33	asset	asset	NN
stanford-ai-2021	1581	34	product	product	NN
stanford-ai-2021	1581	35	,	,	,
stanford-ai-2021	1581	36	and	and	CC
stanford-ai-2021	1581	37	business	business	NN
stanford-ai-2021	1581	38	divisions	division	NNS
stanford-ai-2021	1581	39	.	.	.
stanford-ai-2021	1582	1	•	•	NN
stanford-ai-2021	1582	2	M&A	M&A	NNP
stanford-ai-2021	1582	3	:	:	:
stanford-ai-2021	1582	4	This	this	DT
stanford-ai-2021	1582	5	refers	refer	VBZ
stanford-ai-2021	1582	6	to	to	IN
stanford-ai-2021	1582	7	a	a	DT
stanford-ai-2021	1582	8	buyer	buyer	NN
stanford-ai-2021	1582	9	acquiring	acquire	VBG
stanford-ai-2021	1582	10	more	more	JJR
stanford-ai-2021	1582	11	than	than	IN
stanford-ai-2021	1582	12	50	50	CD
stanford-ai-2021	1582	13	%	%	NN
stanford-ai-2021	1582	14	of	of	IN
stanford-ai-2021	1582	15	the	the	DT
stanford-ai-2021	1582	16	existing	exist	VBG
stanford-ai-2021	1582	17	ownership	ownership	NN
stanford-ai-2021	1582	18	stake	stake	NN
stanford-ai-2021	1582	19	in	in	IN
stanford-ai-2021	1582	20	entities	entity	NNS
stanford-ai-2021	1582	21	,	,	,
stanford-ai-2021	1582	22	asset	asset	NN
stanford-ai-2021	1582	23	product	product	NN
stanford-ai-2021	1582	24	,	,	,
stanford-ai-2021	1582	25	and	and	CC
stanford-ai-2021	1582	26	business	business	NN
stanford-ai-2021	1582	27	divisions	division	NNS
stanford-ai-2021	1582	28	.	.	.
stanford-ai-2021	1583	1	M	M	NNP
stanford-ai-2021	1583	2	C	C	NNP
stanford-ai-2021	1583	3	K	k	NN
stanford-ai-2021	1583	4	I	i	NN
stanford-ai-2021	1583	5	N	n	NN
stanford-ai-2021	1583	6	S	s	NN
stanford-ai-2021	1583	7	E	E	NNP
stanford-ai-2021	1583	8	Y	Y	NNP
stanford-ai-2021	1583	9	&	&	CC
stanford-ai-2021	1583	10	C	C	NNP
stanford-ai-2021	1583	11	O	o	NN
stanford-ai-2021	1583	12	M	m	NN
stanford-ai-2021	1583	13	PA	PA	NNP
stanford-ai-2021	1583	14	N	n	NN
stanford-ai-2021	1583	15	Y	y	NN
stanford-ai-2021	1583	16	S	s	NN
stanford-ai-2021	1583	17	O	o	NN
stanford-ai-2021	1583	18	U	u	NN
stanford-ai-2021	1583	19	R	r	NN
stanford-ai-2021	1583	20	C	c	NN
stanford-ai-2021	1583	21	E	e	NN
stanford-ai-2021	1583	22	This	this	DT
stanford-ai-2021	1583	23	survey	survey	NN
stanford-ai-2021	1583	24	was	be	VBD
stanford-ai-2021	1583	25	written	write	VBN
stanford-ai-2021	1583	26	,	,	,
stanford-ai-2021	1583	27	filled	fill	VBN
stanford-ai-2021	1583	28	,	,	,
stanford-ai-2021	1583	29	and	and	CC
stanford-ai-2021	1583	30	analyzed	analyze	VBN
stanford-ai-2021	1583	31	by	by	IN
stanford-ai-2021	1583	32	McKinsey	McKinsey	NNP
stanford-ai-2021	1583	33	&	&	CC
stanford-ai-2021	1583	34	Company	Company	NNP
stanford-ai-2021	1583	35	.	.	.
stanford-ai-2021	1584	1	You	-PRON-	PRP
stanford-ai-2021	1584	2	can	can	MD
stanford-ai-2021	1584	3	find	find	VB
stanford-ai-2021	1584	4	additional	additional	JJ
stanford-ai-2021	1584	5	results	result	NNS
stanford-ai-2021	1584	6	from	from	IN
stanford-ai-2021	1584	7	the	the	DT
stanford-ai-2021	1584	8	Global	Global	NNP
stanford-ai-2021	1584	9	AI	AI	NNP
stanford-ai-2021	1584	10	Survey	Survey	NNP
stanford-ai-2021	1584	11	here	here	RB
stanford-ai-2021	1584	12	.	.	.
stanford-ai-2021	1585	1	Methodology	methodology	NN
stanford-ai-2021	1585	2	The	the	DT
stanford-ai-2021	1585	3	survey	survey	NN
stanford-ai-2021	1585	4	was	be	VBD
stanford-ai-2021	1585	5	conducted	conduct	VBN
stanford-ai-2021	1585	6	online	online	RB
stanford-ai-2021	1585	7	and	and	CC
stanford-ai-2021	1585	8	was	be	VBD
stanford-ai-2021	1585	9	in	in	IN
stanford-ai-2021	1585	10	the	the	DT
stanford-ai-2021	1585	11	field	field	NN
stanford-ai-2021	1585	12	from	from	IN
stanford-ai-2021	1585	13	June	June	NNP
stanford-ai-2021	1585	14	9	9	CD
stanford-ai-2021	1585	15	,	,	,
stanford-ai-2021	1585	16	2020	2020	CD
stanford-ai-2021	1585	17	,	,	,
stanford-ai-2021	1585	18	to	to	IN
stanford-ai-2021	1585	19	June	June	NNP
stanford-ai-2021	1585	20	19	19	CD
stanford-ai-2021	1585	21	,	,	,
stanford-ai-2021	1585	22	2020	2020	CD
stanford-ai-2021	1585	23	,	,	,
stanford-ai-2021	1585	24	and	and	CC
stanford-ai-2021	1585	25	garnered	garner	VBD
stanford-ai-2021	1585	26	responses	response	NNS
stanford-ai-2021	1585	27	from	from	IN
stanford-ai-2021	1585	28	2,395	2,395	CD
stanford-ai-2021	1585	29	participants	participant	NNS
stanford-ai-2021	1585	30	representing	represent	VBG
stanford-ai-2021	1585	31	the	the	DT
stanford-ai-2021	1585	32	full	full	JJ
stanford-ai-2021	1585	33	range	range	NN
stanford-ai-2021	1585	34	of	of	IN
stanford-ai-2021	1585	35	regions	region	NNS
stanford-ai-2021	1585	36	,	,	,
stanford-ai-2021	1585	37	industries	industry	NNS
stanford-ai-2021	1585	38	,	,	,
stanford-ai-2021	1585	39	company	company	NN
stanford-ai-2021	1585	40	sizes	size	NNS
stanford-ai-2021	1585	41	,	,	,
stanford-ai-2021	1585	42	functional	functional	JJ
stanford-ai-2021	1585	43	specialties	specialty	NNS
stanford-ai-2021	1585	44	,	,	,
stanford-ai-2021	1585	45	and	and	CC
stanford-ai-2021	1585	46	tenures	tenure	NNS
stanford-ai-2021	1585	47	.	.	.
stanford-ai-2021	1586	1	Of	of	IN
stanford-ai-2021	1586	2	those	those	DT
stanford-ai-2021	1586	3	respondents	respondent	NNS
stanford-ai-2021	1586	4	,	,	,
stanford-ai-2021	1586	5	1,151	1,151	CD
stanford-ai-2021	1586	6	said	say	VBD
stanford-ai-2021	1586	7	their	-PRON-	PRP$
stanford-ai-2021	1586	8	organizations	organization	NNS
stanford-ai-2021	1586	9	had	have	VBD
stanford-ai-2021	1586	10	adopted	adopt	VBN
stanford-ai-2021	1586	11	AI	AI	NNP
stanford-ai-2021	1586	12	in	in	IN
stanford-ai-2021	1586	13	at	at	RB
stanford-ai-2021	1586	14	least	least	RBS
stanford-ai-2021	1586	15	one	one	CD
stanford-ai-2021	1586	16	function	function	NN
stanford-ai-2021	1586	17	and	and	CC
stanford-ai-2021	1586	18	were	be	VBD
stanford-ai-2021	1586	19	asked	ask	VBN
stanford-ai-2021	1586	20	questions	question	NNS
stanford-ai-2021	1586	21	about	about	IN
stanford-ai-2021	1586	22	their	-PRON-	PRP$
stanford-ai-2021	1586	23	organizations	organization	NNS
stanford-ai-2021	1586	24	’	'	''
stanford-ai-2021	1586	25	AI	AI	NNP
stanford-ai-2021	1586	26	use	use	NN
stanford-ai-2021	1586	27	.	.	.
stanford-ai-2021	1587	1	To	to	TO
stanford-ai-2021	1587	2	adjust	adjust	VB
stanford-ai-2021	1587	3	for	for	IN
stanford-ai-2021	1587	4	differences	difference	NNS
stanford-ai-2021	1587	5	in	in	IN
stanford-ai-2021	1587	6	response	response	NN
stanford-ai-2021	1587	7	rates	rate	NNS
stanford-ai-2021	1587	8	,	,	,
stanford-ai-2021	1587	9	the	the	DT
stanford-ai-2021	1587	10	data	datum	NNS
stanford-ai-2021	1587	11	are	be	VBP
stanford-ai-2021	1587	12	weighted	weight	VBN
stanford-ai-2021	1587	13	by	by	IN
stanford-ai-2021	1587	14	the	the	DT
stanford-ai-2021	1587	15	contribution	contribution	NN
stanford-ai-2021	1587	16	of	of	IN
stanford-ai-2021	1587	17	each	each	DT
stanford-ai-2021	1587	18	respondent	respondent	NN
stanford-ai-2021	1587	19	’s	’s	POS
stanford-ai-2021	1587	20	nation	nation	NN
stanford-ai-2021	1587	21	to	to	IN
stanford-ai-2021	1587	22	global	global	JJ
stanford-ai-2021	1587	23	GDP	gdp	NN
stanford-ai-2021	1587	24	.	.	.
stanford-ai-2021	1588	1	McKinsey	McKinsey	NNP
stanford-ai-2021	1588	2	also	also	RB
stanford-ai-2021	1588	3	conducted	conduct	VBD
stanford-ai-2021	1588	4	interviews	interview	NNS
stanford-ai-2021	1588	5	with	with	IN
stanford-ai-2021	1588	6	executives	executive	NNS
stanford-ai-2021	1588	7	between	between	IN
stanford-ai-2021	1588	8	May	May	NNP
stanford-ai-2021	1588	9	and	and	CC
stanford-ai-2021	1588	10	August	August	NNP
stanford-ai-2021	1588	11	2020	2020	CD
stanford-ai-2021	1588	12	about	about	IN
stanford-ai-2021	1588	13	their	-PRON-	PRP$
stanford-ai-2021	1588	14	companies	company	NNS
stanford-ai-2021	1588	15	’	’	POS
stanford-ai-2021	1588	16	use	use	NN
stanford-ai-2021	1588	17	of	of	IN
stanford-ai-2021	1588	18	AI	AI	NNP
stanford-ai-2021	1588	19	.	.	.
stanford-ai-2021	1589	1	All	all	DT
stanford-ai-2021	1589	2	quotations	quotation	NNS
stanford-ai-2021	1589	3	from	from	IN
stanford-ai-2021	1589	4	executives	executive	NNS
stanford-ai-2021	1589	5	were	be	VBD
stanford-ai-2021	1589	6	gathered	gather	VBN
stanford-ai-2021	1589	7	during	during	IN
stanford-ai-2021	1589	8	those	those	DT
stanford-ai-2021	1589	9	interviews	interview	NNS
stanford-ai-2021	1589	10	.	.	.
stanford-ai-2021	1590	1	Note	Note	NNP
stanford-ai-2021	1590	2	Survey	survey	NN
stanford-ai-2021	1590	3	respondents	respondent	NNS
stanford-ai-2021	1590	4	are	be	VBP
stanford-ai-2021	1590	5	limited	limit	VBN
stanford-ai-2021	1590	6	by	by	IN
stanford-ai-2021	1590	7	their	-PRON-	PRP$
stanford-ai-2021	1590	8	perception	perception	NN
stanford-ai-2021	1590	9	of	of	IN
stanford-ai-2021	1590	10	their	-PRON-	PRP$
stanford-ai-2021	1590	11	organization	organization	NN
stanford-ai-2021	1590	12	’s	’s	POS
stanford-ai-2021	1590	13	AI	AI	NNP
stanford-ai-2021	1590	14	adoption	adoption	NN
stanford-ai-2021	1590	15	.	.	.
stanford-ai-2021	1591	1	I	-PRON-	PRP
stanford-ai-2021	1591	2	N	n	CC
stanford-ai-2021	1591	3	T	t	NN
stanford-ai-2021	1591	4	E	e	NN
stanford-ai-2021	1591	5	R	r	NN
stanford-ai-2021	1591	6	N	n	NN
stanford-ai-2021	1591	7	AT	at	IN
stanford-ai-2021	1591	8	I	i	NN
stanford-ai-2021	1591	9	O	o	NN
stanford-ai-2021	1591	10	N	n	NN
stanford-ai-2021	1591	11	A	a	NN
stanford-ai-2021	1591	12	L	l	NN
stanford-ai-2021	1591	13	F	f	NN
stanford-ai-2021	1591	14	E	e	NN
stanford-ai-2021	1591	15	D	d	NN
stanford-ai-2021	1591	16	E	e	NN
stanford-ai-2021	1591	17	R	r	NN
stanford-ai-2021	1591	18	AT	at	IN
stanford-ai-2021	1591	19	I	i	NN
stanford-ai-2021	1591	20	O	o	NN
stanford-ai-2021	1591	21	N	n	NN
stanford-ai-2021	1591	22	O	o	NN
stanford-ai-2021	1591	23	F	f	NN
stanford-ai-2021	1591	24	R	r	NN
stanford-ai-2021	1591	25	O	o	NN
stanford-ai-2021	1591	26	B	b	NN
stanford-ai-2021	1591	27	O	o	NN
stanford-ai-2021	1591	28	T	t	NN
stanford-ai-2021	1591	29	I	i	NN
stanford-ai-2021	1591	30	C	c	NN
stanford-ai-2021	1591	31	S	S	NNP
stanford-ai-2021	1591	32	Source	Source	NNP
stanford-ai-2021	1591	33	Data	Data	NNP
stanford-ai-2021	1591	34	was	be	VBD
stanford-ai-2021	1591	35	received	receive	VBN
stanford-ai-2021	1591	36	directly	directly	RB
stanford-ai-2021	1591	37	from	from	IN
stanford-ai-2021	1591	38	the	the	DT
stanford-ai-2021	1591	39	International	International	NNP
stanford-ai-2021	1591	40	Federation	Federation	NNP
stanford-ai-2021	1591	41	of	of	IN
stanford-ai-2021	1591	42	Robotics	Robotics	NNPS
stanford-ai-2021	1591	43	’	'	''
stanford-ai-2021	1591	44	(	(	-LRB-
stanford-ai-2021	1591	45	IFR	IFR	NNP
stanford-ai-2021	1591	46	)	)	-RRB-
stanford-ai-2021	1591	47	2020	2020	CD
stanford-ai-2021	1591	48	World	World	NNP
stanford-ai-2021	1591	49	Robotics	Robotics	NNPS
stanford-ai-2021	1591	50	Report	Report	NNP
stanford-ai-2021	1591	51	.	.	.
stanford-ai-2021	1592	1	Learn	learn	VB
stanford-ai-2021	1592	2	more	more	JJR
stanford-ai-2021	1592	3	about	about	IN
stanford-ai-2021	1592	4	IFR	IFR	NNP
stanford-ai-2021	1592	5	.	.	.
stanford-ai-2021	1593	1	Methodology	methodology	NN
stanford-ai-2021	1593	2	The	the	DT
stanford-ai-2021	1593	3	data	datum	NNS
stanford-ai-2021	1593	4	displayed	display	VBD
stanford-ai-2021	1593	5	is	be	VBZ
stanford-ai-2021	1593	6	the	the	DT
stanford-ai-2021	1593	7	number	number	NN
stanford-ai-2021	1593	8	of	of	IN
stanford-ai-2021	1593	9	industrial	industrial	JJ
stanford-ai-2021	1593	10	robots	robot	NNS
stanford-ai-2021	1593	11	installed	instal	VBN
stanford-ai-2021	1593	12	by	by	IN
stanford-ai-2021	1593	13	country	country	NN
stanford-ai-2021	1593	14	.	.	.
stanford-ai-2021	1594	1	Industrial	industrial	JJ
stanford-ai-2021	1594	2	robots	robot	NNS
stanford-ai-2021	1594	3	are	be	VBP
stanford-ai-2021	1594	4	defined	define	VBN
stanford-ai-2021	1594	5	by	by	IN
stanford-ai-2021	1594	6	the	the	DT
stanford-ai-2021	1594	7	ISO	ISO	NNP
stanford-ai-2021	1594	8	8373:2012	8373:2012	NNP
stanford-ai-2021	1594	9	standard	standard	NN
stanford-ai-2021	1594	10	.	.	.
stanford-ai-2021	1595	1	See	see	VB
stanford-ai-2021	1595	2	more	more	JJR
stanford-ai-2021	1595	3	information	information	NN
stanford-ai-2021	1595	4	on	on	IN
stanford-ai-2021	1595	5	IFR	IFR	NNP
stanford-ai-2021	1595	6	’s	’s	NNP
stanford-ai-2021	1595	7	methodology	methodology	NN
stanford-ai-2021	1595	8	.	.	.
stanford-ai-2021	1596	1	Nuance	Nuance	NNP
stanford-ai-2021	1596	2	•	•	NNP
stanford-ai-2021	1596	3	It	-PRON-	PRP
stanford-ai-2021	1596	4	is	be	VBZ
stanford-ai-2021	1596	5	unclear	unclear	JJ
stanford-ai-2021	1596	6	how	how	WRB
stanford-ai-2021	1596	7	to	to	TO
stanford-ai-2021	1596	8	identify	identify	VB
stanford-ai-2021	1596	9	what	what	WDT
stanford-ai-2021	1596	10	percentage	percentage	NN
stanford-ai-2021	1596	11	of	of	IN
stanford-ai-2021	1596	12	robot	robot	NN
stanford-ai-2021	1596	13	units	unit	NNS
stanford-ai-2021	1596	14	run	run	VBP
stanford-ai-2021	1596	15	software	software	NN
stanford-ai-2021	1596	16	that	that	WDT
stanford-ai-2021	1596	17	would	would	MD
stanford-ai-2021	1596	18	be	be	VB
stanford-ai-2021	1596	19	classified	classify	VBN
stanford-ai-2021	1596	20	as	as	IN
stanford-ai-2021	1596	21	“	"	``
stanford-ai-2021	1596	22	AI	AI	NNP
stanford-ai-2021	1596	23	,	,	,
stanford-ai-2021	1596	24	”	"	''
stanford-ai-2021	1596	25	and	and	CC
stanford-ai-2021	1596	26	it	-PRON-	PRP
stanford-ai-2021	1596	27	is	be	VBZ
stanford-ai-2021	1596	28	unclear	unclear	JJ
stanford-ai-2021	1596	29	to	to	TO
stanford-ai-2021	1596	30	what	what	WDT
stanford-ai-2021	1596	31	extent	extent	NN
stanford-ai-2021	1596	32	AI	AI	NNP
stanford-ai-2021	1596	33	development	development	NN
stanford-ai-2021	1596	34	contributes	contribute	VBZ
stanford-ai-2021	1596	35	to	to	IN
stanford-ai-2021	1596	36	industrial	industrial	JJ
stanford-ai-2021	1596	37	robot	robot	NN
stanford-ai-2021	1596	38	usage	usage	NN
stanford-ai-2021	1596	39	.	.	.
stanford-ai-2021	1597	1	•	•	VB
stanford-ai-2021	1597	2	This	this	DT
stanford-ai-2021	1597	3	metric	metric	NN
stanford-ai-2021	1597	4	was	be	VBD
stanford-ai-2021	1597	5	called	call	VBN
stanford-ai-2021	1597	6	“	"	``
stanford-ai-2021	1597	7	robot	robot	NN
stanford-ai-2021	1597	8	imports	import	NNS
stanford-ai-2021	1597	9	”	"	''
stanford-ai-2021	1597	10	in	in	IN
stanford-ai-2021	1597	11	the	the	DT
stanford-ai-2021	1597	12	2017	2017	CD
stanford-ai-2021	1597	13	AI	AI	NNP
stanford-ai-2021	1597	14	Index	Index	NNP
stanford-ai-2021	1597	15	Report	Report	NNP
stanford-ai-2021	1597	16	.	.	.
stanford-ai-2021	1598	1	P	p	NN
stanford-ai-2021	1598	2	R	r	NN
stanford-ai-2021	1598	3	AT	at	NN
stanford-ai-2021	1598	4	T	t	NN
stanford-ai-2021	1598	5	L	l	NN
stanford-ai-2021	1598	6	E	e	NN
stanford-ai-2021	1598	7	(	(	-LRB-
stanford-ai-2021	1598	8	E	e	NN
stanford-ai-2021	1598	9	A	a	NN
stanford-ai-2021	1598	10	R	r	NN
stanford-ai-2021	1598	11	N	n	CC
stanford-ai-2021	1598	12	I	i	NN
stanford-ai-2021	1598	13	N	n	NN
stanford-ai-2021	1598	14	G	g	NN
stanford-ai-2021	1598	15	C	c	NN
stanford-ai-2021	1598	16	A	a	NN
stanford-ai-2021	1598	17	L	l	NN
stanford-ai-2021	1598	18	L	l	NN
stanford-ai-2021	1598	19	S	s	NN
stanford-ai-2021	1598	20	O	o	NN
stanford-ai-2021	1598	21	N	N	NNP
stanford-ai-2021	1598	22	LY	LY	NNP
stanford-ai-2021	1598	23	)	)	-RRB-
stanford-ai-2021	1598	24	Prepared	prepare	VBN
stanford-ai-2021	1598	25	by	by	IN
stanford-ai-2021	1598	26	Jeffrey	Jeffrey	NNP
stanford-ai-2021	1598	27	Banner	Banner	NNP
stanford-ai-2021	1598	28	and	and	CC
stanford-ai-2021	1598	29	Steven	Steven	NNP
stanford-ai-2021	1598	30	Nichols	Nichols	NNP
stanford-ai-2021	1598	31	Source	Source	NNP
stanford-ai-2021	1598	32	Liquidnet	Liquidnet	NNP
stanford-ai-2021	1598	33	provides	provide	VBZ
stanford-ai-2021	1598	34	sentiment	sentiment	NN
stanford-ai-2021	1598	35	data	datum	NNS
stanford-ai-2021	1598	36	that	that	WDT
stanford-ai-2021	1598	37	predicts	predict	VBZ
stanford-ai-2021	1598	38	the	the	DT
stanford-ai-2021	1598	39	market	market	NN
stanford-ai-2021	1598	40	impact	impact	NN
stanford-ai-2021	1598	41	of	of	IN
stanford-ai-2021	1598	42	central	central	JJ
stanford-ai-2021	1598	43	bank	bank	NN
stanford-ai-2021	1598	44	and	and	CC
stanford-ai-2021	1598	45	corporate	corporate	JJ
stanford-ai-2021	1598	46	communications	communication	NNS
stanford-ai-2021	1598	47	.	.	.
stanford-ai-2021	1599	1	Learn	learn	VB
stanford-ai-2021	1599	2	more	more	JJR
stanford-ai-2021	1599	3	about	about	IN
stanford-ai-2021	1599	4	Liquidnet	Liquidnet	NNP
stanford-ai-2021	1599	5	here	here	RB
stanford-ai-2021	1599	6	.	.	.
stanford-ai-2021	1600	1	https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/global-survey-the-state-of-ai-in-2020	https://www.mckinsey.com/business-functions/mckinsey-analytics/our-insights/global-survey-the-state-of-ai-in-2020	NNP
stanford-ai-2021	1600	2	https://ifr.org/	https://ifr.org/	NNP
stanford-ai-2021	1600	3	https://ifr.org/downloads/press2018/WR%20Industrial%20Robots%202019_Chapter_1.pdf	https://ifr.org/downloads/press2018/WR%20Industrial%20Robots%202019_Chapter_1.pdf	NNP
stanford-ai-2021	1600	4	https://ifr.org/downloads/press2018/WR%20Industrial%20Robots%202019_Chapter_1.pdf	https://ifr.org/downloads/press2018/WR%20Industrial%20Robots%202019_Chapter_1.pdf	NNP
stanford-ai-2021	1600	5	https://www.liquidnet.com/	https://www.liquidnet.com/	NN
stanford-ai-2021	1600	6	TA	TA	NNP
stanford-ai-2021	1600	7	B	B	NNP
stanford-ai-2021	1600	8	L	l	NN
stanford-ai-2021	1600	9	E	e	NN
stanford-ai-2021	1600	10	O	o	NN
stanford-ai-2021	1600	11	F	f	NN
stanford-ai-2021	1600	12	C	c	NN
stanford-ai-2021	1600	13	O	o	NN
stanford-ai-2021	1600	14	N	n	NN
stanford-ai-2021	1600	15	T	t	NN
stanford-ai-2021	1600	16	E	e	NN
stanford-ai-2021	1600	17	N	n	NN
stanford-ai-2021	1600	18	T	t	NN
stanford-ai-2021	1600	19	S	s	NN
stanford-ai-2021	1600	20	2	2	CD
stanford-ai-2021	1600	21	0	0	CD
stanford-ai-2021	1600	22	8A	8A	NNP
stanford-ai-2021	1600	23	P	p	NN
stanford-ai-2021	1600	24	P	p	NN
stanford-ai-2021	1600	25	E	e	NN
stanford-ai-2021	1600	26	N	n	NN
stanford-ai-2021	1600	27	D	d	NN
stanford-ai-2021	1600	28	I	i	NN
stanford-ai-2021	1600	29	X	X	NNP
stanford-ai-2021	1600	30	Artificial	Artificial	NNP
stanford-ai-2021	1600	31	Intelligence	Intelligence	NNP
stanford-ai-2021	1600	32	Index	Index	NNP
stanford-ai-2021	1600	33	Report	Report	NNP
stanford-ai-2021	1600	34	2021	2021	CD
stanford-ai-2021	1600	35	C	c	NN
stanford-ai-2021	1600	36	R	r	NN
stanford-ai-2021	1600	37	A	a	DT
stanford-ai-2021	1600	38	TA	ta	NN
stanford-ai-2021	1600	39	U	u	NN
stanford-ai-2021	1600	40	L	l	NN
stanford-ai-2021	1600	41	B	b	NN
stanford-ai-2021	1600	42	E	e	NN
stanford-ai-2021	1600	43	E	e	NN
stanford-ai-2021	1600	44	S	s	NN
stanford-ai-2021	1600	45	U	u	NN
stanford-ai-2021	1600	46	R	r	NN
stanford-ai-2021	1600	47	V	v	NN
stanford-ai-2021	1600	48	E	e	NN
stanford-ai-2021	1600	49	Y	y	NN
stanford-ai-2021	1600	50	Prepared	prepare	VBN
stanford-ai-2021	1600	51	by	by	IN
stanford-ai-2021	1600	52	Betsy	Betsy	NNP
stanford-ai-2021	1600	53	Bizot	Bizot	NNP
stanford-ai-2021	1600	54	(	(	-LRB-
stanford-ai-2021	1600	55	CRA	CRA	NNP
stanford-ai-2021	1600	56	senior	senior	JJ
stanford-ai-2021	1600	57	research	research	NN
stanford-ai-2021	1600	58	associate	associate	NN
stanford-ai-2021	1600	59	)	)	-RRB-
stanford-ai-2021	1600	60	and	and	CC
stanford-ai-2021	1600	61	Stu	Stu	NNP
stanford-ai-2021	1600	62	Zweben	Zweben	NNP
stanford-ai-2021	1600	63	(	(	-LRB-
stanford-ai-2021	1600	64	CRA	CRA	NNP
stanford-ai-2021	1600	65	survey	survey	NN
stanford-ai-2021	1600	66	chair	chair	NN
stanford-ai-2021	1600	67	,	,	,
stanford-ai-2021	1600	68	professor	professor	NN
stanford-ai-2021	1600	69	emeritus	emeritus	NN
stanford-ai-2021	1600	70	at	at	IN
stanford-ai-2021	1600	71	The	the	DT
stanford-ai-2021	1600	72	Ohio	Ohio	NNP
stanford-ai-2021	1600	73	State	State	NNP
stanford-ai-2021	1600	74	University	University	NNP
stanford-ai-2021	1600	75	)	)	-RRB-
stanford-ai-2021	1600	76	Source	Source	NNP
stanford-ai-2021	1600	77	Computing	Computing	NNP
stanford-ai-2021	1600	78	Research	Research	NNP
stanford-ai-2021	1600	79	Association	Association	NNP
stanford-ai-2021	1600	80	(	(	-LRB-
stanford-ai-2021	1600	81	CRA	CRA	NNP
stanford-ai-2021	1600	82	)	)	-RRB-
stanford-ai-2021	1600	83	members	member	NNS
stanford-ai-2021	1600	84	are	be	VBP
stanford-ai-2021	1600	85	200-plus	200-plus	CD
stanford-ai-2021	1600	86	North	north	JJ
stanford-ai-2021	1600	87	American	american	JJ
stanford-ai-2021	1600	88	organizations	organization	NNS
stanford-ai-2021	1600	89	active	active	JJ
stanford-ai-2021	1600	90	in	in	IN
stanford-ai-2021	1600	91	computing	computing	NN
stanford-ai-2021	1600	92	research	research	NN
stanford-ai-2021	1600	93	:	:	:
stanford-ai-2021	1600	94	academic	academic	JJ
stanford-ai-2021	1600	95	departments	department	NNS
stanford-ai-2021	1600	96	of	of	IN
stanford-ai-2021	1600	97	computer	computer	NN
stanford-ai-2021	1600	98	science	science	NN
stanford-ai-2021	1600	99	and	and	CC
stanford-ai-2021	1600	100	computer	computer	NN
stanford-ai-2021	1600	101	engineering	engineering	NN
stanford-ai-2021	1600	102	;	;	:
stanford-ai-2021	1600	103	laboratories	laboratory	NNS
stanford-ai-2021	1600	104	and	and	CC
stanford-ai-2021	1600	105	centers	center	NNS
stanford-ai-2021	1600	106	in	in	IN
stanford-ai-2021	1600	107	industry	industry	NN
stanford-ai-2021	1600	108	,	,	,
stanford-ai-2021	1600	109	government	government	NN
stanford-ai-2021	1600	110	,	,	,
stanford-ai-2021	1600	111	and	and	CC
stanford-ai-2021	1600	112	academia	academia	NN
stanford-ai-2021	1600	113	;	;	:
stanford-ai-2021	1600	114	and	and	CC
stanford-ai-2021	1600	115	affiliated	affiliate	VBD
stanford-ai-2021	1600	116	professional	professional	JJ
stanford-ai-2021	1600	117	societies	society	NNS
stanford-ai-2021	1600	118	(	(	-LRB-
stanford-ai-2021	1600	119	AAAI	AAAI	NNP
stanford-ai-2021	1600	120	,	,	,
stanford-ai-2021	1600	121	ACM	ACM	NNP
stanford-ai-2021	1600	122	,	,	,
stanford-ai-2021	1600	123	CACS	CACS	NNP
stanford-ai-2021	1600	124	/	/	SYM
stanford-ai-2021	1600	125	AIC	AIC	NNP
stanford-ai-2021	1600	126	,	,	,
stanford-ai-2021	1600	127	IEEE	IEEE	NNP
stanford-ai-2021	1600	128	Computer	Computer	NNP
stanford-ai-2021	1600	129	Society	Society	NNP
stanford-ai-2021	1600	130	,	,	,
stanford-ai-2021	1600	131	SIAM	SIAM	NNP
stanford-ai-2021	1600	132	USENIX	USENIX	NNP
stanford-ai-2021	1600	133	)	)	-RRB-
stanford-ai-2021	1600	134	.	.	.
stanford-ai-2021	1601	1	CRA	CRA	NNP
stanford-ai-2021	1601	2	’s	’s	POS
stanford-ai-2021	1601	3	mission	mission	NN
stanford-ai-2021	1601	4	is	be	VBZ
stanford-ai-2021	1601	5	to	to	TO
stanford-ai-2021	1601	6	enhance	enhance	VB
stanford-ai-2021	1601	7	innovation	innovation	NN
stanford-ai-2021	1601	8	by	by	IN
stanford-ai-2021	1601	9	joining	join	VBG
stanford-ai-2021	1601	10	with	with	IN
stanford-ai-2021	1601	11	industry	industry	NN
stanford-ai-2021	1601	12	,	,	,
stanford-ai-2021	1601	13	government	government	NN
stanford-ai-2021	1601	14	,	,	,
stanford-ai-2021	1601	15	and	and	CC
stanford-ai-2021	1601	16	academia	academia	NN
stanford-ai-2021	1601	17	to	to	TO
stanford-ai-2021	1601	18	strengthen	strengthen	VB
stanford-ai-2021	1601	19	research	research	NN
stanford-ai-2021	1601	20	and	and	CC
stanford-ai-2021	1601	21	advanced	advanced	JJ
stanford-ai-2021	1601	22	education	education	NN
stanford-ai-2021	1601	23	in	in	IN
stanford-ai-2021	1601	24	computing	computing	NN
stanford-ai-2021	1601	25	.	.	.
stanford-ai-2021	1602	1	Learn	learn	VB
stanford-ai-2021	1602	2	more	more	JJR
stanford-ai-2021	1602	3	about	about	IN
stanford-ai-2021	1602	4	CRA	CRA	NNP
stanford-ai-2021	1602	5	here	here	RB
stanford-ai-2021	1602	6	.	.	.
stanford-ai-2021	1603	1	Methodology	methodology	NN
stanford-ai-2021	1603	2	CRA	CRA	NNP
stanford-ai-2021	1603	3	Taulbee	Taulbee	NNP
stanford-ai-2021	1603	4	Survey	Survey	NNP
stanford-ai-2021	1603	5	gathers	gather	NNS
stanford-ai-2021	1603	6	survey	survey	VBP
stanford-ai-2021	1603	7	data	datum	NNS
stanford-ai-2021	1603	8	during	during	IN
stanford-ai-2021	1603	9	the	the	DT
stanford-ai-2021	1603	10	fall	fall	NN
stanford-ai-2021	1603	11	of	of	IN
stanford-ai-2021	1603	12	each	each	DT
stanford-ai-2021	1603	13	academic	academic	JJ
stanford-ai-2021	1603	14	year	year	NN
stanford-ai-2021	1603	15	by	by	IN
stanford-ai-2021	1603	16	reaching	reach	VBG
stanford-ai-2021	1603	17	out	out	RP
stanford-ai-2021	1603	18	to	to	IN
stanford-ai-2021	1603	19	over	over	IN
stanford-ai-2021	1603	20	200	200	CD
stanford-ai-2021	1603	21	PhD-	PhD-	``
stanford-ai-2021	1603	22	granting	grant	VBG
stanford-ai-2021	1603	23	departments	department	NNS
stanford-ai-2021	1603	24	.	.	.
stanford-ai-2021	1604	1	Details	detail	NNS
stanford-ai-2021	1604	2	about	about	IN
stanford-ai-2021	1604	3	the	the	DT
stanford-ai-2021	1604	4	Taulbee	Taulbee	NNP
stanford-ai-2021	1604	5	Survey	Survey	NNP
stanford-ai-2021	1604	6	can	can	MD
stanford-ai-2021	1604	7	be	be	VB
stanford-ai-2021	1604	8	found	find	VBN
stanford-ai-2021	1604	9	here	here	RB
stanford-ai-2021	1604	10	.	.	.
stanford-ai-2021	1605	1	Taulbee	Taulbee	NNP
stanford-ai-2021	1605	2	does	do	VBZ
stanford-ai-2021	1605	3	not	not	RB
stanford-ai-2021	1605	4	directly	directly	RB
stanford-ai-2021	1605	5	survey	survey	VB
stanford-ai-2021	1605	6	the	the	DT
stanford-ai-2021	1605	7	students	student	NNS
stanford-ai-2021	1605	8	.	.	.
stanford-ai-2021	1606	1	The	the	DT
stanford-ai-2021	1606	2	department	department	NN
stanford-ai-2021	1606	3	identifies	identify	VBZ
stanford-ai-2021	1606	4	each	each	DT
stanford-ai-2021	1606	5	new	new	JJ
stanford-ai-2021	1606	6	PhD	phd	NN
stanford-ai-2021	1606	7	’s	’s	POS
stanford-ai-2021	1606	8	area	area	NN
stanford-ai-2021	1606	9	of	of	IN
stanford-ai-2021	1606	10	specialization	specialization	NN
stanford-ai-2021	1606	11	as	as	RB
stanford-ai-2021	1606	12	well	well	RB
stanford-ai-2021	1606	13	as	as	IN
stanford-ai-2021	1606	14	their	-PRON-	PRP$
stanford-ai-2021	1606	15	type	type	NN
stanford-ai-2021	1606	16	of	of	IN
stanford-ai-2021	1606	17	employment	employment	NN
stanford-ai-2021	1606	18	.	.	.
stanford-ai-2021	1607	1	Data	datum	NNS
stanford-ai-2021	1607	2	is	be	VBZ
stanford-ai-2021	1607	3	collected	collect	VBN
stanford-ai-2021	1607	4	from	from	IN
stanford-ai-2021	1607	5	September	September	NNP
stanford-ai-2021	1607	6	to	to	IN
stanford-ai-2021	1607	7	January	January	NNP
stanford-ai-2021	1607	8	of	of	IN
stanford-ai-2021	1607	9	each	each	DT
stanford-ai-2021	1607	10	academic	academic	JJ
stanford-ai-2021	1607	11	year	year	NN
stanford-ai-2021	1607	12	for	for	IN
stanford-ai-2021	1607	13	PhDs	PhDs	NNP
stanford-ai-2021	1607	14	awarded	award	VBN
stanford-ai-2021	1607	15	in	in	IN
stanford-ai-2021	1607	16	the	the	DT
stanford-ai-2021	1607	17	previous	previous	JJ
stanford-ai-2021	1607	18	academic	academic	JJ
stanford-ai-2021	1607	19	year	year	NN
stanford-ai-2021	1607	20	.	.	.
stanford-ai-2021	1608	1	Results	result	NNS
stanford-ai-2021	1608	2	are	be	VBP
stanford-ai-2021	1608	3	published	publish	VBN
stanford-ai-2021	1608	4	in	in	IN
stanford-ai-2021	1608	5	May	May	NNP
stanford-ai-2021	1608	6	after	after	IN
stanford-ai-2021	1608	7	data	datum	NNS
stanford-ai-2021	1608	8	collection	collection	NN
stanford-ai-2021	1608	9	closes	close	NNS
stanford-ai-2021	1608	10	.	.	.
stanford-ai-2021	1609	1	So	so	RB
stanford-ai-2021	1609	2	the	the	DT
stanford-ai-2021	1609	3	2019	2019	CD
stanford-ai-2021	1609	4	data	datum	NNS
stanford-ai-2021	1609	5	points	point	NNS
stanford-ai-2021	1609	6	were	be	VBD
stanford-ai-2021	1609	7	newly	newly	RB
stanford-ai-2021	1609	8	available	available	JJ
stanford-ai-2021	1609	9	last	last	JJ
stanford-ai-2021	1609	10	spring	spring	NN
stanford-ai-2021	1609	11	,	,	,
stanford-ai-2021	1609	12	and	and	CC
stanford-ai-2021	1609	13	the	the	DT
stanford-ai-2021	1609	14	numbers	number	NNS
stanford-ai-2021	1609	15	provided	provide	VBN
stanford-ai-2021	1609	16	for	for	IN
stanford-ai-2021	1609	17	2020	2020	CD
stanford-ai-2021	1609	18	will	will	MD
stanford-ai-2021	1609	19	be	be	VB
stanford-ai-2021	1609	20	available	available	JJ
stanford-ai-2021	1609	21	in	in	IN
stanford-ai-2021	1609	22	May	May	NNP
stanford-ai-2021	1609	23	2021	2021	CD
stanford-ai-2021	1609	24	.	.	.
stanford-ai-2021	1610	1	The	the	DT
stanford-ai-2021	1610	2	CRA	CRA	NNP
stanford-ai-2021	1610	3	Taulbee	Taulbee	NNP
stanford-ai-2021	1610	4	Survey	Survey	NNP
stanford-ai-2021	1610	5	is	be	VBZ
stanford-ai-2021	1610	6	sent	send	VBN
stanford-ai-2021	1610	7	only	only	RB
stanford-ai-2021	1610	8	to	to	IN
stanford-ai-2021	1610	9	doctoral	doctoral	JJ
stanford-ai-2021	1610	10	departments	department	NNS
stanford-ai-2021	1610	11	of	of	IN
stanford-ai-2021	1610	12	computer	computer	NN
stanford-ai-2021	1610	13	science	science	NN
stanford-ai-2021	1610	14	,	,	,
stanford-ai-2021	1610	15	computer	computer	NN
stanford-ai-2021	1610	16	engineering	engineering	NN
stanford-ai-2021	1610	17	,	,	,
stanford-ai-2021	1610	18	and	and	CC
stanford-ai-2021	1610	19	information	information	NN
stanford-ai-2021	1610	20	science	science	NN
stanford-ai-2021	1610	21	/	/	SYM
stanford-ai-2021	1610	22	systems	system	NNS
stanford-ai-2021	1610	23	.	.	.
stanford-ai-2021	1611	1	Historically	historically	RB
stanford-ai-2021	1611	2	,	,	,
stanford-ai-2021	1611	3	(	(	-LRB-
stanford-ai-2021	1611	4	a	a	LS
stanford-ai-2021	1611	5	)	)	-RRB-
stanford-ai-2021	1611	6	Taulbee	Taulbee	NNP
stanford-ai-2021	1611	7	covers	cover	VBZ
stanford-ai-2021	1611	8	1/4	1/4	CD
stanford-ai-2021	1611	9	to	to	IN
stanford-ai-2021	1611	10	1/3	1/3	CD
stanford-ai-2021	1611	11	of	of	IN
stanford-ai-2021	1611	12	total	total	JJ
stanford-ai-2021	1611	13	BS	BS	NNP
stanford-ai-2021	1611	14	CS	CS	NNP
stanford-ai-2021	1611	15	recipients	recipient	NNS
stanford-ai-2021	1611	16	in	in	IN
stanford-ai-2021	1611	17	the	the	DT
stanford-ai-2021	1611	18	United	United	NNP
stanford-ai-2021	1611	19	States	States	NNP
stanford-ai-2021	1611	20	;	;	:
stanford-ai-2021	1611	21	(	(	-LRB-
stanford-ai-2021	1611	22	b	b	LS
stanford-ai-2021	1611	23	)	)	-RRB-
stanford-ai-2021	1611	24	the	the	DT
stanford-ai-2021	1611	25	percent	percent	NN
stanford-ai-2021	1611	26	of	of	IN
stanford-ai-2021	1611	27	women	woman	NNS
stanford-ai-2021	1611	28	earning	earn	VBG
stanford-ai-2021	1611	29	bachelor	bachelor	NN
stanford-ai-2021	1611	30	’s	’s	POS
stanford-ai-2021	1611	31	degrees	degree	NNS
stanford-ai-2021	1611	32	is	be	VBZ
stanford-ai-2021	1611	33	lower	low	JJR
stanford-ai-2021	1611	34	in	in	IN
stanford-ai-2021	1611	35	the	the	DT
stanford-ai-2021	1611	36	Taulbee	Taulbee	NNP
stanford-ai-2021	1611	37	schools	school	NNS
stanford-ai-2021	1611	38	than	than	IN
stanford-ai-2021	1611	39	overall	overall	JJ
stanford-ai-2021	1611	40	;	;	:
stanford-ai-2021	1611	41	and	and	CC
stanford-ai-2021	1611	42	(	(	-LRB-
stanford-ai-2021	1611	43	c	c	NN
stanford-ai-2021	1611	44	)	)	-RRB-
stanford-ai-2021	1611	45	Taulbee	Taulbee	NNP
stanford-ai-2021	1611	46	tracks	track	VBZ
stanford-ai-2021	1611	47	the	the	DT
stanford-ai-2021	1611	48	trends	trend	NNS
stanford-ai-2021	1611	49	in	in	IN
stanford-ai-2021	1611	50	overall	overall	JJ
stanford-ai-2021	1611	51	CS	CS	NNP
stanford-ai-2021	1611	52	production	production	NN
stanford-ai-2021	1611	53	.	.	.
stanford-ai-2021	1612	1	Nuances	nuance	NNS
stanford-ai-2021	1612	2	•	•	VBP
stanford-ai-2021	1612	3	Of	of	IN
stanford-ai-2021	1612	4	particular	particular	JJ
stanford-ai-2021	1612	5	interest	interest	NN
stanford-ai-2021	1612	6	in	in	IN
stanford-ai-2021	1612	7	PhD	phd	NN
stanford-ai-2021	1612	8	job	job	NN
stanford-ai-2021	1612	9	market	market	NN
stanford-ai-2021	1612	10	trends	trend	NNS
stanford-ai-2021	1612	11	are	be	VBP
stanford-ai-2021	1612	12	the	the	DT
stanford-ai-2021	1612	13	metrics	metric	NNS
stanford-ai-2021	1612	14	on	on	IN
stanford-ai-2021	1612	15	the	the	DT
stanford-ai-2021	1612	16	AI	AI	NNP
stanford-ai-2021	1612	17	PhD	phd	NN
stanford-ai-2021	1612	18	area	area	NN
stanford-ai-2021	1612	19	of	of	IN
stanford-ai-2021	1612	20	specialization	specialization	NN
stanford-ai-2021	1612	21	.	.	.
stanford-ai-2021	1613	1	The	the	DT
stanford-ai-2021	1613	2	categorization	categorization	NN
stanford-ai-2021	1613	3	of	of	IN
stanford-ai-2021	1613	4	specialty	specialty	NN
stanford-ai-2021	1613	5	areas	area	NNS
stanford-ai-2021	1613	6	changed	change	VBD
stanford-ai-2021	1613	7	in	in	IN
stanford-ai-2021	1613	8	2008	2008	CD
stanford-ai-2021	1613	9	and	and	CC
stanford-ai-2021	1613	10	was	be	VBD
stanford-ai-2021	1613	11	clarified	clarify	VBN
stanford-ai-2021	1613	12	in	in	IN
stanford-ai-2021	1613	13	2016	2016	CD
stanford-ai-2021	1613	14	.	.	.
stanford-ai-2021	1614	1	From	from	IN
stanford-ai-2021	1614	2	2004	2004	CD
stanford-ai-2021	1614	3	-	-	SYM
stanford-ai-2021	1614	4	2007	2007	CD
stanford-ai-2021	1614	5	,	,	,
stanford-ai-2021	1614	6	AI	AI	NNP
stanford-ai-2021	1614	7	and	and	CC
stanford-ai-2021	1614	8	robotics	robotic	NNS
stanford-ai-2021	1614	9	were	be	VBD
stanford-ai-2021	1614	10	grouped	group	VBN
stanford-ai-2021	1614	11	;	;	:
stanford-ai-2021	1614	12	from	from	IN
stanford-ai-2021	1614	13	2008-present	2008-present	CD
stanford-ai-2021	1614	14	,	,	,
stanford-ai-2021	1614	15	AI	AI	NNP
stanford-ai-2021	1614	16	is	be	VBZ
stanford-ai-2021	1614	17	separate	separate	JJ
stanford-ai-2021	1614	18	;	;	:
stanford-ai-2021	1614	19	2016	2016	CD
stanford-ai-2021	1614	20	clarified	clarify	VBD
stanford-ai-2021	1614	21	to	to	IN
stanford-ai-2021	1614	22	respondents	respondent	NNS
stanford-ai-2021	1614	23	that	that	IN
stanford-ai-2021	1614	24	AI	AI	NNP
stanford-ai-2021	1614	25	includes	include	VBZ
stanford-ai-2021	1614	26	ML	ML	NNP
stanford-ai-2021	1614	27	.	.	.
stanford-ai-2021	1615	1	•	•	NN
stanford-ai-2021	1615	2	Notes	note	NNS
stanford-ai-2021	1615	3	about	about	IN
stanford-ai-2021	1615	4	the	the	DT
stanford-ai-2021	1615	5	trends	trend	NNS
stanford-ai-2021	1615	6	in	in	IN
stanford-ai-2021	1615	7	new	new	JJ
stanford-ai-2021	1615	8	tenure	tenure	NN
stanford-ai-2021	1615	9	-	-	HYPH
stanford-ai-2021	1615	10	track	track	NN
stanford-ai-2021	1615	11	hires	hire	NNS
stanford-ai-2021	1615	12	(	(	-LRB-
stanford-ai-2021	1615	13	overall	overall	RB
stanford-ai-2021	1615	14	and	and	CC
stanford-ai-2021	1615	15	particularly	particularly	RB
stanford-ai-2021	1615	16	at	at	IN
stanford-ai-2021	1615	17	AAU	AAU	NNP
stanford-ai-2021	1615	18	schools	school	NNS
stanford-ai-2021	1615	19	)	)	-RRB-
stanford-ai-2021	1615	20	:	:	:
stanford-ai-2021	1615	21	In	in	IN
stanford-ai-2021	1615	22	the	the	DT
stanford-ai-2021	1615	23	2018	2018	CD
stanford-ai-2021	1615	24	Taulbee	Taulbee	NNP
stanford-ai-2021	1615	25	Survey	Survey	NNP
stanford-ai-2021	1615	26	,	,	,
stanford-ai-2021	1615	27	for	for	IN
stanford-ai-2021	1615	28	the	the	DT
stanford-ai-2021	1615	29	first	first	JJ
stanford-ai-2021	1615	30	time	time	NN
stanford-ai-2021	1615	31	,	,	,
stanford-ai-2021	1615	32	we	-PRON-	PRP
stanford-ai-2021	1615	33	asked	ask	VBD
stanford-ai-2021	1615	34	how	how	WRB
stanford-ai-2021	1615	35	many	many	JJ
stanford-ai-2021	1615	36	new	new	JJ
stanford-ai-2021	1615	37	hires	hire	NNS
stanford-ai-2021	1615	38	had	have	VBD
stanford-ai-2021	1615	39	come	come	VBN
stanford-ai-2021	1615	40	from	from	IN
stanford-ai-2021	1615	41	the	the	DT
stanford-ai-2021	1615	42	following	follow	VBG
stanford-ai-2021	1615	43	sources	source	NNS
stanford-ai-2021	1615	44	:	:	:
stanford-ai-2021	1615	45	new	new	JJ
stanford-ai-2021	1615	46	PhD	phd	NN
stanford-ai-2021	1615	47	,	,	,
stanford-ai-2021	1615	48	postdoc	postdoc	NN
stanford-ai-2021	1615	49	,	,	,
stanford-ai-2021	1615	50	industry	industry	NN
stanford-ai-2021	1615	51	,	,	,
stanford-ai-2021	1615	52	and	and	CC
stanford-ai-2021	1615	53	other	other	JJ
stanford-ai-2021	1615	54	academic	academic	NN
stanford-ai-2021	1615	55	.	.	.
stanford-ai-2021	1616	1	Results	result	NNS
stanford-ai-2021	1616	2	indicated	indicate	VBD
stanford-ai-2021	1616	3	that	that	IN
stanford-ai-2021	1616	4	29	29	CD
stanford-ai-2021	1616	5	%	%	NN
stanford-ai-2021	1616	6	of	of	IN
stanford-ai-2021	1616	7	new	new	JJ
stanford-ai-2021	1616	8	assistant	assistant	NN
stanford-ai-2021	1616	9	professors	professor	NNS
stanford-ai-2021	1616	10	came	come	VBD
stanford-ai-2021	1616	11	from	from	IN
stanford-ai-2021	1616	12	another	another	DT
stanford-ai-2021	1616	13	academic	academic	JJ
stanford-ai-2021	1616	14	institution	institution	NN
stanford-ai-2021	1616	15	.	.	.
stanford-ai-2021	1617	1	•	•	VB
stanford-ai-2021	1617	2	Some	some	DT
stanford-ai-2021	1617	3	may	may	MD
stanford-ai-2021	1617	4	have	have	VB
stanford-ai-2021	1617	5	been	be	VBN
stanford-ai-2021	1617	6	teaching	teach	VBG
stanford-ai-2021	1617	7	or	or	CC
stanford-ai-2021	1617	8	research	research	NN
stanford-ai-2021	1617	9	faculty	faculty	NN
stanford-ai-2021	1617	10	rather	rather	RB
stanford-ai-2021	1617	11	than	than	IN
stanford-ai-2021	1617	12	tenure	tenure	NN
stanford-ai-2021	1617	13	-	-	HYPH
stanford-ai-2021	1617	14	track	track	NN
stanford-ai-2021	1617	15	,	,	,
stanford-ai-2021	1617	16	but	but	CC
stanford-ai-2021	1617	17	there	there	EX
stanford-ai-2021	1617	18	is	be	VBZ
stanford-ai-2021	1617	19	probably	probably	RB
stanford-ai-2021	1617	20	some	some	DT
stanford-ai-2021	1617	21	movement	movement	NN
stanford-ai-2021	1617	22	between	between	IN
stanford-ai-2021	1617	23	institutions	institution	NNS
stanford-ai-2021	1617	24	,	,	,
stanford-ai-2021	1617	25	meaning	mean	VBG
stanford-ai-2021	1617	26	the	the	DT
stanford-ai-2021	1617	27	total	total	JJ
stanford-ai-2021	1617	28	number	number	NN
stanford-ai-2021	1617	29	hired	hire	VBD
stanford-ai-2021	1617	30	overstates	overstate	NNS
stanford-ai-2021	1617	31	the	the	DT
stanford-ai-2021	1617	32	total	total	NN
stanford-ai-2021	1617	33	who	who	WP
stanford-ai-2021	1617	34	are	be	VBP
stanford-ai-2021	1617	35	actually	actually	RB
stanford-ai-2021	1617	36	new	new	JJ
stanford-ai-2021	1617	37	.	.	.
stanford-ai-2021	1618	1	CHAPTER	chapter	NN
stanford-ai-2021	1618	2	4	4	CD
stanford-ai-2021	1618	3	:	:	:
stanford-ai-2021	1618	4	AI	AI	NNP
stanford-ai-2021	1618	5	EDUCATION	education	NN
stanford-ai-2021	1618	6	C	c	NN
stanford-ai-2021	1618	7	H	h	NN
stanford-ai-2021	1618	8	A	a	NN
stanford-ai-2021	1618	9	P	p	NN
stanford-ai-2021	1618	10	T	t	NN
stanford-ai-2021	1618	11	E	e	NN
stanford-ai-2021	1618	12	R	r	NN
stanford-ai-2021	1618	13	4	4	CD
stanford-ai-2021	1618	14	:	:	:
stanford-ai-2021	1618	15	A	a	DT
stanford-ai-2021	1618	16	I	i	NN
stanford-ai-2021	1618	17	E	e	NN
stanford-ai-2021	1618	18	D	d	NN
stanford-ai-2021	1618	19	U	u	NN
stanford-ai-2021	1618	20	C	c	NN
stanford-ai-2021	1618	21	AT	at	IN
stanford-ai-2021	1618	22	I	i	NN
stanford-ai-2021	1618	23	O	o	NN
stanford-ai-2021	1618	24	N	n	NN
stanford-ai-2021	1618	25	A	a	NN
stanford-ai-2021	1618	26	P	p	NN
stanford-ai-2021	1618	27	P	p	NN
stanford-ai-2021	1618	28	E	e	NN
stanford-ai-2021	1618	29	N	n	NN
stanford-ai-2021	1618	30	D	d	NN
stanford-ai-2021	1618	31	I	i	NN
stanford-ai-2021	1618	32	X	x	NN
stanford-ai-2021	1618	33	https://cra.org/	https://cra.org/	NNP
stanford-ai-2021	1618	34	https://cra.org/resources/taulbee-survey/	https://cra.org/resources/taulbee-survey/	VBP
stanford-ai-2021	1618	35	TA	TA	NNP
stanford-ai-2021	1618	36	B	b	NN
stanford-ai-2021	1618	37	L	l	NN
stanford-ai-2021	1618	38	E	e	NN
stanford-ai-2021	1618	39	O	o	NN
stanford-ai-2021	1618	40	F	f	NN
stanford-ai-2021	1618	41	C	c	NN
stanford-ai-2021	1618	42	O	o	NN
stanford-ai-2021	1618	43	N	n	NN
stanford-ai-2021	1618	44	T	t	NN
stanford-ai-2021	1618	45	E	e	NN
stanford-ai-2021	1618	46	N	n	NN
stanford-ai-2021	1618	47	T	t	NN
stanford-ai-2021	1618	48	S	s	NN
stanford-ai-2021	1618	49	2	2	CD
stanford-ai-2021	1618	50	0	0	CD
stanford-ai-2021	1618	51	9A	9a	NN
stanford-ai-2021	1618	52	P	p	NN
stanford-ai-2021	1618	53	P	p	NN
stanford-ai-2021	1618	54	E	e	NN
stanford-ai-2021	1618	55	N	n	NN
stanford-ai-2021	1618	56	D	d	NN
stanford-ai-2021	1618	57	I	i	NN
stanford-ai-2021	1618	58	X	X	NNP
stanford-ai-2021	1618	59	Artificial	Artificial	NNP
stanford-ai-2021	1618	60	Intelligence	Intelligence	NNP
stanford-ai-2021	1618	61	Index	Index	NNP
stanford-ai-2021	1618	62	Report	Report	NNP
stanford-ai-2021	1618	63	2021	2021	CD
stanford-ai-2021	1618	64	C	c	NN
stanford-ai-2021	1618	65	H	h	NN
stanford-ai-2021	1618	66	A	a	NN
stanford-ai-2021	1618	67	P	p	NN
stanford-ai-2021	1618	68	T	t	NN
stanford-ai-2021	1618	69	E	e	NN
stanford-ai-2021	1618	70	R	r	NN
stanford-ai-2021	1618	71	4	4	CD
stanford-ai-2021	1618	72	:	:	:
stanford-ai-2021	1618	73	A	a	DT
stanford-ai-2021	1618	74	I	i	NN
stanford-ai-2021	1618	75	E	e	NN
stanford-ai-2021	1618	76	D	d	NN
stanford-ai-2021	1618	77	U	u	NN
stanford-ai-2021	1618	78	C	c	NN
stanford-ai-2021	1618	79	AT	at	IN
stanford-ai-2021	1618	80	I	i	NN
stanford-ai-2021	1618	81	O	o	NN
stanford-ai-2021	1618	82	N	n	NN
stanford-ai-2021	1618	83	A	a	NN
stanford-ai-2021	1618	84	P	p	NN
stanford-ai-2021	1618	85	P	p	NN
stanford-ai-2021	1618	86	E	e	NN
stanford-ai-2021	1618	87	N	n	NN
stanford-ai-2021	1618	88	D	d	NN
stanford-ai-2021	1618	89	I	i	NN
stanford-ai-2021	1618	90	X	x	NN
stanford-ai-2021	1618	91	A	a	NN
stanford-ai-2021	1618	92	I	i	NN
stanford-ai-2021	1618	93	I	i	NN
stanford-ai-2021	1618	94	N	n	NN
stanford-ai-2021	1618	95	D	d	NN
stanford-ai-2021	1618	96	E	e	NN
stanford-ai-2021	1618	97	X	x	NN
stanford-ai-2021	1618	98	E	e	NN
stanford-ai-2021	1618	99	D	d	NN
stanford-ai-2021	1618	100	U	u	NN
stanford-ai-2021	1618	101	C	c	NN
stanford-ai-2021	1618	102	AT	at	IN
stanford-ai-2021	1618	103	I	i	NN
stanford-ai-2021	1618	104	O	o	NN
stanford-ai-2021	1618	105	N	n	NN
stanford-ai-2021	1618	106	S	s	NN
stanford-ai-2021	1618	107	U	u	NN
stanford-ai-2021	1618	108	R	r	NN
stanford-ai-2021	1618	109	V	v	NN
stanford-ai-2021	1618	110	E	e	NN
stanford-ai-2021	1618	111	Y	y	NN
stanford-ai-2021	1618	112	Prepared	prepare	VBN
stanford-ai-2021	1618	113	by	by	IN
stanford-ai-2021	1618	114	Daniel	Daniel	NNP
stanford-ai-2021	1618	115	Zhang	Zhang	NNP
stanford-ai-2021	1618	116	(	(	-LRB-
stanford-ai-2021	1618	117	Stanford	Stanford	NNP
stanford-ai-2021	1618	118	Institute	Institute	NNP
stanford-ai-2021	1618	119	for	for	IN
stanford-ai-2021	1618	120	Human-	Human-	NNP
stanford-ai-2021	1618	121	Centered	Centered	NNP
stanford-ai-2021	1618	122	Artificial	Artificial	NNP
stanford-ai-2021	1618	123	Intelligence	Intelligence	NNP
stanford-ai-2021	1618	124	)	)	-RRB-
stanford-ai-2021	1618	125	Methodology	Methodology	NNP
stanford-ai-2021	1618	126	The	the	DT
stanford-ai-2021	1618	127	survey	survey	NN
stanford-ai-2021	1618	128	was	be	VBD
stanford-ai-2021	1618	129	distributed	distribute	VBN
stanford-ai-2021	1618	130	to	to	IN
stanford-ai-2021	1618	131	73	73	CD
stanford-ai-2021	1618	132	universities	university	NNS
stanford-ai-2021	1618	133	online	online	RB
stanford-ai-2021	1618	134	over	over	IN
stanford-ai-2021	1618	135	three	three	CD
stanford-ai-2021	1618	136	waves	wave	NNS
stanford-ai-2021	1618	137	from	from	IN
stanford-ai-2021	1618	138	November	November	NNP
stanford-ai-2021	1618	139	2020	2020	CD
stanford-ai-2021	1618	140	to	to	IN
stanford-ai-2021	1618	141	January	January	NNP
stanford-ai-2021	1618	142	2021	2021	CD
stanford-ai-2021	1618	143	and	and	CC
stanford-ai-2021	1618	144	completed	complete	VBN
stanford-ai-2021	1618	145	by	by	IN
stanford-ai-2021	1618	146	18	18	CD
stanford-ai-2021	1618	147	universities	university	NNS
stanford-ai-2021	1618	148	,	,	,
stanford-ai-2021	1618	149	a	a	DT
stanford-ai-2021	1618	150	24.7	24.7	CD
stanford-ai-2021	1618	151	%	%	NN
stanford-ai-2021	1618	152	response	response	NN
stanford-ai-2021	1618	153	rate	rate	NN
stanford-ai-2021	1618	154	.	.	.
stanford-ai-2021	1619	1	The	the	DT
stanford-ai-2021	1619	2	selection	selection	NN
stanford-ai-2021	1619	3	of	of	IN
stanford-ai-2021	1619	4	universities	university	NNS
stanford-ai-2021	1619	5	is	be	VBZ
stanford-ai-2021	1619	6	based	base	VBN
stanford-ai-2021	1619	7	on	on	IN
stanford-ai-2021	1619	8	the	the	DT
stanford-ai-2021	1619	9	World	World	NNP
stanford-ai-2021	1619	10	University	University	NNP
stanford-ai-2021	1619	11	Rankings	Rankings	NNP
stanford-ai-2021	1619	12	2021	2021	CD
stanford-ai-2021	1619	13	and	and	CC
stanford-ai-2021	1619	14	Emerging	Emerging	NNP
stanford-ai-2021	1619	15	Economies	Economies	NNPS
stanford-ai-2021	1619	16	University	University	NNP
stanford-ai-2021	1619	17	Rankings	ranking	NNS
stanford-ai-2021	1619	18	2020	2020	CD
stanford-ai-2021	1619	19	by	by	IN
stanford-ai-2021	1619	20	The	the	DT
stanford-ai-2021	1619	21	Times	Times	NNP
stanford-ai-2021	1619	22	Higher	Higher	NNP
stanford-ai-2021	1619	23	Education	Education	NNP
stanford-ai-2021	1619	24	.	.	.
stanford-ai-2021	1620	1	The	the	DT
stanford-ai-2021	1620	2	18	18	CD
stanford-ai-2021	1620	3	universities	university	NNS
stanford-ai-2021	1620	4	are	be	VBP
stanford-ai-2021	1620	5	:	:	:
stanford-ai-2021	1620	6	•	•	NNP
stanford-ai-2021	1620	7	Belgium	Belgium	NNP
stanford-ai-2021	1620	8	:	:	:
stanford-ai-2021	1620	9	Katholieke	Katholieke	NNP
stanford-ai-2021	1620	10	Universiteit	Universiteit	NNP
stanford-ai-2021	1620	11	Leuven	Leuven	NNP
stanford-ai-2021	1620	12	•	•	NNP
stanford-ai-2021	1620	13	Canada	Canada	NNP
stanford-ai-2021	1620	14	:	:	:
stanford-ai-2021	1620	15	McGill	McGill	NNP
stanford-ai-2021	1620	16	University	University	NNP
stanford-ai-2021	1620	17	•	•	NNP
stanford-ai-2021	1620	18	China	China	NNP
stanford-ai-2021	1620	19	:	:	:
stanford-ai-2021	1620	20	Shanghai	Shanghai	NNP
stanford-ai-2021	1620	21	Jiao	Jiao	NNP
stanford-ai-2021	1620	22	Tong	Tong	NNP
stanford-ai-2021	1620	23	University	University	NNP
stanford-ai-2021	1620	24	,	,	,
stanford-ai-2021	1620	25	Tsinghua	Tsinghua	NNP
stanford-ai-2021	1620	26	University	University	NNP
stanford-ai-2021	1620	27	•	•	NNP
stanford-ai-2021	1620	28	Germany	Germany	NNP
stanford-ai-2021	1620	29	:	:	:
stanford-ai-2021	1620	30	Ludwig	Ludwig	NNP
stanford-ai-2021	1620	31	Maximilian	Maximilian	NNP
stanford-ai-2021	1620	32	University	University	NNP
stanford-ai-2021	1620	33	of	of	IN
stanford-ai-2021	1620	34	Munich	Munich	NNP
stanford-ai-2021	1620	35	,	,	,
stanford-ai-2021	1620	36	Technical	Technical	NNP
stanford-ai-2021	1620	37	University	University	NNP
stanford-ai-2021	1620	38	of	of	IN
stanford-ai-2021	1620	39	Munich	Munich	NNP
stanford-ai-2021	1620	40	•	•	NNP
stanford-ai-2021	1620	41	Russia	Russia	NNP
stanford-ai-2021	1620	42	:	:	:
stanford-ai-2021	1620	43	Higher	Higher	NNP
stanford-ai-2021	1620	44	School	School	NNP
stanford-ai-2021	1620	45	of	of	IN
stanford-ai-2021	1620	46	Economics	Economics	NNP
stanford-ai-2021	1620	47	,	,	,
stanford-ai-2021	1620	48	Moscow	Moscow	NNP
stanford-ai-2021	1620	49	Institute	Institute	NNP
stanford-ai-2021	1620	50	of	of	IN
stanford-ai-2021	1620	51	Physics	Physics	NNP
stanford-ai-2021	1620	52	and	and	CC
stanford-ai-2021	1620	53	Technology	Technology	NNP
stanford-ai-2021	1620	54	•	•	NNP
stanford-ai-2021	1620	55	Switzerland	Switzerland	NNP
stanford-ai-2021	1620	56	:	:	:
stanford-ai-2021	1620	57	École	École	NNP
stanford-ai-2021	1620	58	Polytechnique	Polytechnique	NNP
stanford-ai-2021	1620	59	Fédérale	Fédérale	NNP
stanford-ai-2021	1620	60	de	de	IN
stanford-ai-2021	1620	61	Lausanne	Lausanne	NNP
stanford-ai-2021	1620	62	•	•	VBP
stanford-ai-2021	1620	63	United	United	NNP
stanford-ai-2021	1620	64	Kingdom	Kingdom	NNP
stanford-ai-2021	1620	65	:	:	:
stanford-ai-2021	1620	66	University	University	NNP
stanford-ai-2021	1620	67	of	of	IN
stanford-ai-2021	1620	68	Cambridge	Cambridge	NNP
stanford-ai-2021	1620	69	•	•	NNP
stanford-ai-2021	1620	70	United	United	NNP
stanford-ai-2021	1620	71	States	States	NNP
stanford-ai-2021	1620	72	:	:	:
stanford-ai-2021	1620	73	California	California	NNP
stanford-ai-2021	1620	74	Institute	Institute	NNP
stanford-ai-2021	1620	75	of	of	IN
stanford-ai-2021	1620	76	Technology	Technology	NNP
stanford-ai-2021	1620	77	,	,	,
stanford-ai-2021	1620	78	Carnegie	Carnegie	NNP
stanford-ai-2021	1620	79	Mellon	Mellon	NNP
stanford-ai-2021	1620	80	University	University	NNP
stanford-ai-2021	1620	81	(	(	-LRB-
stanford-ai-2021	1620	82	Department	Department	NNP
stanford-ai-2021	1620	83	of	of	IN
stanford-ai-2021	1620	84	Machine	Machine	NNP
stanford-ai-2021	1620	85	Learning	Learning	NNP
stanford-ai-2021	1620	86	)	)	-RRB-
stanford-ai-2021	1620	87	,	,	,
stanford-ai-2021	1620	88	Columbia	Columbia	NNP
stanford-ai-2021	1620	89	University	University	NNP
stanford-ai-2021	1620	90	,	,	,
stanford-ai-2021	1620	91	Harvard	Harvard	NNP
stanford-ai-2021	1620	92	University	University	NNP
stanford-ai-2021	1620	93	,	,	,
stanford-ai-2021	1620	94	Stanford	Stanford	NNP
stanford-ai-2021	1620	95	University	University	NNP
stanford-ai-2021	1620	96	,	,	,
stanford-ai-2021	1620	97	University	University	NNP
stanford-ai-2021	1620	98	of	of	IN
stanford-ai-2021	1620	99	Wisconsin	Wisconsin	NNP
stanford-ai-2021	1620	100	–	–	:
stanford-ai-2021	1620	101	Madison	Madison	NNP
stanford-ai-2021	1620	102	,	,	,
stanford-ai-2021	1620	103	University	University	NNP
stanford-ai-2021	1620	104	of	of	IN
stanford-ai-2021	1620	105	Texas	Texas	NNP
stanford-ai-2021	1620	106	at	at	IN
stanford-ai-2021	1620	107	Austin	Austin	NNP
stanford-ai-2021	1620	108	,	,	,
stanford-ai-2021	1620	109	Yale	Yale	NNP
stanford-ai-2021	1620	110	University	University	NNP
stanford-ai-2021	1620	111	Key	Key	NNP
stanford-ai-2021	1620	112	Definitions	Definitions	NNPS
stanford-ai-2021	1620	113	•	•	VBP
stanford-ai-2021	1620	114	Major	major	JJ
stanford-ai-2021	1620	115	or	or	CC
stanford-ai-2021	1620	116	a	a	DT
stanford-ai-2021	1620	117	study	study	NN
stanford-ai-2021	1620	118	program	program	NN
stanford-ai-2021	1620	119	:	:	:
stanford-ai-2021	1620	120	a	a	DT
stanford-ai-2021	1620	121	set	set	NN
stanford-ai-2021	1620	122	of	of	IN
stanford-ai-2021	1620	123	required	require	VBN
stanford-ai-2021	1620	124	and	and	CC
stanford-ai-2021	1620	125	elective	elective	JJ
stanford-ai-2021	1620	126	courses	course	NNS
stanford-ai-2021	1620	127	in	in	IN
stanford-ai-2021	1620	128	an	an	DT
stanford-ai-2021	1620	129	area	area	NN
stanford-ai-2021	1620	130	of	of	IN
stanford-ai-2021	1620	131	discipline	discipline	NN
stanford-ai-2021	1620	132	—	—	:
stanford-ai-2021	1620	133	such	such	JJ
stanford-ai-2021	1620	134	as	as	IN
stanford-ai-2021	1620	135	AI	AI	NNP
stanford-ai-2021	1620	136	—	—	:
stanford-ai-2021	1620	137	that	that	WDT
stanford-ai-2021	1620	138	leads	lead	VBZ
stanford-ai-2021	1620	139	to	to	IN
stanford-ai-2021	1620	140	a	a	DT
stanford-ai-2021	1620	141	bachelor	bachelor	NN
stanford-ai-2021	1620	142	’s	’s	POS
stanford-ai-2021	1620	143	degree	degree	NN
stanford-ai-2021	1620	144	upon	upon	IN
stanford-ai-2021	1620	145	successful	successful	JJ
stanford-ai-2021	1620	146	completion	completion	NN
stanford-ai-2021	1620	147	.	.	.
stanford-ai-2021	1621	1	•	•	NNP
stanford-ai-2021	1621	2	Course	course	NN
stanford-ai-2021	1621	3	:	:	:
stanford-ai-2021	1621	4	a	a	DT
stanford-ai-2021	1621	5	set	set	NN
stanford-ai-2021	1621	6	of	of	IN
stanford-ai-2021	1621	7	classes	class	NNS
stanford-ai-2021	1621	8	that	that	WDT
stanford-ai-2021	1621	9	require	require	VBP
stanford-ai-2021	1621	10	a	a	DT
stanford-ai-2021	1621	11	minimum	minimum	NN
stanford-ai-2021	1621	12	of	of	IN
stanford-ai-2021	1621	13	2.5	2.5	CD
stanford-ai-2021	1621	14	class	class	NN
stanford-ai-2021	1621	15	hours	hour	NNS
stanford-ai-2021	1621	16	(	(	-LRB-
stanford-ai-2021	1621	17	including	include	VBG
stanford-ai-2021	1621	18	lecture	lecture	NN
stanford-ai-2021	1621	19	,	,	,
stanford-ai-2021	1621	20	lab	lab	NN
stanford-ai-2021	1621	21	,	,	,
stanford-ai-2021	1621	22	TA	TA	NNP
stanford-ai-2021	1621	23	hours	hour	NNS
stanford-ai-2021	1621	24	,	,	,
stanford-ai-2021	1621	25	etc	etc	FW
stanford-ai-2021	1621	26	.	.	.
stanford-ai-2021	1621	27	)	)	-RRB-
stanford-ai-2021	1622	1	per	per	IN
stanford-ai-2021	1622	2	week	week	NN
stanford-ai-2021	1622	3	for	for	IN
stanford-ai-2021	1622	4	at	at	RB
stanford-ai-2021	1622	5	least	least	RBS
stanford-ai-2021	1622	6	10	10	CD
stanford-ai-2021	1622	7	weeks	week	NNS
stanford-ai-2021	1622	8	in	in	IN
stanford-ai-2021	1622	9	total	total	NN
stanford-ai-2021	1622	10	.	.	.
stanford-ai-2021	1623	1	Multiple	multiple	JJ
stanford-ai-2021	1623	2	courses	course	NNS
stanford-ai-2021	1623	3	with	with	IN
stanford-ai-2021	1623	4	the	the	DT
stanford-ai-2021	1623	5	same	same	JJ
stanford-ai-2021	1623	6	titles	title	NNS
stanford-ai-2021	1623	7	and	and	CC
stanford-ai-2021	1623	8	numbers	number	NNS
stanford-ai-2021	1623	9	count	count	VBP
stanford-ai-2021	1623	10	as	as	IN
stanford-ai-2021	1623	11	one	one	CD
stanford-ai-2021	1623	12	course	course	NN
stanford-ai-2021	1623	13	.	.	.
stanford-ai-2021	1624	1	•	•	NNP
stanford-ai-2021	1624	2	Practical	Practical	NNP
stanford-ai-2021	1624	3	Artificial	Artificial	NNP
stanford-ai-2021	1624	4	Intelligence	Intelligence	NNP
stanford-ai-2021	1624	5	Models	Models	NNPS
stanford-ai-2021	1624	6	-	-	HYPH
stanford-ai-2021	1624	7	Keywords	Keywords	NNPS
stanford-ai-2021	1624	8	:	:	:
stanford-ai-2021	1624	9	Adaptive	adaptive	JJ
stanford-ai-2021	1624	10	learning	learning	NN
stanford-ai-2021	1624	11	,	,	,
stanford-ai-2021	1624	12	AI	AI	NNP
stanford-ai-2021	1624	13	Application	Application	NNP
stanford-ai-2021	1624	14	,	,	,
stanford-ai-2021	1624	15	Anomaly	Anomaly	NNP
stanford-ai-2021	1624	16	detection	detection	NN
stanford-ai-2021	1624	17	,	,	,
stanford-ai-2021	1624	18	Artificial	artificial	JJ
stanford-ai-2021	1624	19	general	general	JJ
stanford-ai-2021	1624	20	intelligence	intelligence	NN
stanford-ai-2021	1624	21	,	,	,
stanford-ai-2021	1624	22	Artificial	artificial	JJ
stanford-ai-2021	1624	23	intelligence	intelligence	NN
stanford-ai-2021	1624	24	,	,	,
stanford-ai-2021	1624	25	Audio	audio	JJ
stanford-ai-2021	1624	26	processing	processing	NN
stanford-ai-2021	1624	27	,	,	,
stanford-ai-2021	1624	28	Automated	automated	JJ
stanford-ai-2021	1624	29	vehicle	vehicle	NN
stanford-ai-2021	1624	30	,	,	,
stanford-ai-2021	1624	31	Automatic	automatic	JJ
stanford-ai-2021	1624	32	translation	translation	NN
stanford-ai-2021	1624	33	,	,	,
stanford-ai-2021	1624	34	Autonomous	autonomous	JJ
stanford-ai-2021	1624	35	system	system	NN
stanford-ai-2021	1624	36	,	,	,
stanford-ai-2021	1624	37	Autonomous	autonomous	JJ
stanford-ai-2021	1624	38	vehicle	vehicle	NN
stanford-ai-2021	1624	39	,	,	,
stanford-ai-2021	1624	40	Business	business	NN
stanford-ai-2021	1624	41	intelligence	intelligence	NN
stanford-ai-2021	1624	42	,	,	,
stanford-ai-2021	1624	43	Chatbot	Chatbot	NNP
stanford-ai-2021	1624	44	,	,	,
stanford-ai-2021	1624	45	Computational	computational	JJ
stanford-ai-2021	1624	46	creativity	creativity	NN
stanford-ai-2021	1624	47	,	,	,
stanford-ai-2021	1624	48	Computational	computational	JJ
stanford-ai-2021	1624	49	linguistics	linguistic	NNS
stanford-ai-2021	1624	50	,	,	,
stanford-ai-2021	1624	51	Computational	computational	JJ
stanford-ai-2021	1624	52	neuroscience	neuroscience	NN
stanford-ai-2021	1624	53	,	,	,
stanford-ai-2021	1624	54	Computer	computer	NN
stanford-ai-2021	1624	55	vision	vision	NN
stanford-ai-2021	1624	56	,	,	,
stanford-ai-2021	1624	57	Control	control	NN
stanford-ai-2021	1624	58	theory	theory	NN
stanford-ai-2021	1624	59	,	,	,
stanford-ai-2021	1624	60	Cyber	Cyber	NNP
stanford-ai-2021	1624	61	physical	physical	JJ
stanford-ai-2021	1624	62	steam	steam	NN
stanford-ai-2021	1624	63	,	,	,
stanford-ai-2021	1624	64	Deep	deep	JJ
stanford-ai-2021	1624	65	learning	learning	NN
stanford-ai-2021	1624	66	,	,	,
stanford-ai-2021	1624	67	Deep	deep	JJ
stanford-ai-2021	1624	68	neural	neural	JJ
stanford-ai-2021	1624	69	network	network	NN
stanford-ai-2021	1624	70	,	,	,
stanford-ai-2021	1624	71	Expert	expert	NN
stanford-ai-2021	1624	72	system	system	NN
stanford-ai-2021	1624	73	,	,	,
stanford-ai-2021	1624	74	Face	face	NN
stanford-ai-2021	1624	75	recognition	recognition	NN
stanford-ai-2021	1624	76	,	,	,
stanford-ai-2021	1624	77	Human	human	NN
stanford-ai-2021	1624	78	-	-	HYPH
stanford-ai-2021	1624	79	AI	ai	NN
stanford-ai-2021	1624	80	interaction	interaction	NN
stanford-ai-2021	1624	81	,	,	,
stanford-ai-2021	1624	82	Image	image	NN
stanford-ai-2021	1624	83	processing	processing	NN
stanford-ai-2021	1624	84	,	,	,
stanford-ai-2021	1624	85	Image	image	NN
stanford-ai-2021	1624	86	recognition	recognition	NN
stanford-ai-2021	1624	87	,	,	,
stanford-ai-2021	1624	88	Inductive	inductive	JJ
stanford-ai-2021	1624	89	programming	programming	NN
stanford-ai-2021	1624	90	,	,	,
stanford-ai-2021	1624	91	Intelligence	intelligence	NN
stanford-ai-2021	1624	92	software	software	NN
stanford-ai-2021	1624	93	,	,	,
stanford-ai-2021	1624	94	Intelligent	intelligent	JJ
stanford-ai-2021	1624	95	agent	agent	NN
stanford-ai-2021	1624	96	,	,	,
stanford-ai-2021	1624	97	Intelligent	intelligent	JJ
stanford-ai-2021	1624	98	control	control	NN
stanford-ai-2021	1624	99	,	,	,
stanford-ai-2021	1624	100	Intelligent	intelligent	JJ
stanford-ai-2021	1624	101	software	software	NN
stanford-ai-2021	1624	102	development	development	NN
stanford-ai-2021	1624	103	,	,	,
stanford-ai-2021	1624	104	Intelligence	intelligence	NN
stanford-ai-2021	1624	105	system	system	NN
stanford-ai-2021	1624	106	,	,	,
stanford-ai-2021	1624	107	Knowledge	knowledge	NN
stanford-ai-2021	1624	108	representation	representation	NN
stanford-ai-2021	1624	109	and	and	CC
stanford-ai-2021	1624	110	reasoning	reasoning	NN
stanford-ai-2021	1624	111	,	,	,
stanford-ai-2021	1624	112	Machine	machine	NN
stanford-ai-2021	1624	113	learning	learning	NN
stanford-ai-2021	1624	114	,	,	,
stanford-ai-2021	1624	115	Machine	machine	NN
stanford-ai-2021	1624	116	translation	translation	NN
stanford-ai-2021	1624	117	,	,	,
stanford-ai-2021	1624	118	Multi	multi	JJ
stanford-ai-2021	1624	119	-	-	JJ
stanford-ai-2021	1624	120	agent	agent	JJ
stanford-ai-2021	1624	121	system	system	NN
stanford-ai-2021	1624	122	,	,	,
stanford-ai-2021	1624	123	Narrow	narrow	JJ
stanford-ai-2021	1624	124	artificial	artificial	JJ
stanford-ai-2021	1624	125	intelligence	intelligence	NN
stanford-ai-2021	1624	126	,	,	,
stanford-ai-2021	1624	127	Natural	natural	JJ
stanford-ai-2021	1624	128	language	language	NN
stanford-ai-2021	1624	129	generation	generation	NN
stanford-ai-2021	1624	130	,	,	,
stanford-ai-2021	1624	131	Natural	natural	JJ
stanford-ai-2021	1624	132	language	language	NN
stanford-ai-2021	1624	133	processing	processing	NN
stanford-ai-2021	1624	134	,	,	,
stanford-ai-2021	1624	135	Natural	natural	JJ
stanford-ai-2021	1624	136	language	language	NN
stanford-ai-2021	1624	137	understanding	understanding	NN
stanford-ai-2021	1624	138	,	,	,
stanford-ai-2021	1624	139	Neural	neural	JJ
stanford-ai-2021	1624	140	network	network	NN
stanford-ai-2021	1624	141	,	,	,
stanford-ai-2021	1624	142	Pattern	pattern	NN
stanford-ai-2021	1624	143	recognition	recognition	NN
stanford-ai-2021	1624	144	,	,	,
stanford-ai-2021	1624	145	Predictive	predictive	JJ
stanford-ai-2021	1624	146	analysis	analysis	NN
stanford-ai-2021	1624	147	,	,	,
stanford-ai-2021	1624	148	Recommender	recommender	NN
stanford-ai-2021	1624	149	system	system	NN
stanford-ai-2021	1624	150	,	,	,
stanford-ai-2021	1624	151	Reinforcement	reinforcement	NN
stanford-ai-2021	1624	152	learning	learning	NN
stanford-ai-2021	1624	153	,	,	,
stanford-ai-2021	1624	154	Robot	Robot	NNP
stanford-ai-2021	1624	155	system	system	NN
stanford-ai-2021	1624	156	,	,	,
stanford-ai-2021	1624	157	Robotics	robotic	NNS
stanford-ai-2021	1624	158	,	,	,
stanford-ai-2021	1624	159	Semantic	semantic	JJ
stanford-ai-2021	1624	160	web	web	NN
stanford-ai-2021	1624	161	,	,	,
stanford-ai-2021	1624	162	Sentiment	Sentiment	NNP
stanford-ai-2021	1624	163	analysis	analysis	NN
stanford-ai-2021	1624	164	,	,	,
stanford-ai-2021	1624	165	Service	service	NN
stanford-ai-2021	1624	166	robot	robot	NN
stanford-ai-2021	1624	167	,	,	,
stanford-ai-2021	1624	168	Social	social	JJ
stanford-ai-2021	1624	169	robot	robot	NN
stanford-ai-2021	1624	170	,	,	,
stanford-ai-2021	1624	171	Sound	sound	JJ
stanford-ai-2021	1624	172	synthesis	synthesis	NN
stanford-ai-2021	1624	173	,	,	,
stanford-ai-2021	1624	174	Speaker	speaker	NN
stanford-ai-2021	1624	175	identification	identification	NN
stanford-ai-2021	1624	176	,	,	,
stanford-ai-2021	1624	177	Speech	speech	NN
stanford-ai-2021	1624	178	processing	processing	NN
stanford-ai-2021	1624	179	,	,	,
stanford-ai-2021	1624	180	Speech	speech	NN
stanford-ai-2021	1624	181	recognition	recognition	NN
stanford-ai-2021	1624	182	,	,	,
stanford-ai-2021	1624	183	Speech	speech	NN
stanford-ai-2021	1624	184	synthesis	synthesis	NN
stanford-ai-2021	1624	185	,	,	,
stanford-ai-2021	1624	186	Strong	strong	JJ
stanford-ai-2021	1624	187	artificial	artificial	JJ
stanford-ai-2021	1624	188	intelligence	intelligence	NN
stanford-ai-2021	1624	189	,	,	,
stanford-ai-2021	1624	190	Supervised	supervise	VBN
stanford-ai-2021	1624	191	learning	learning	NN
stanford-ai-2021	1624	192	,	,	,
stanford-ai-2021	1624	193	Support	support	NN
stanford-ai-2021	1624	194	vector	vector	NN
stanford-ai-2021	1624	195	machine	machine	NN
stanford-ai-2021	1624	196	,	,	,
stanford-ai-2021	1624	197	Swarm	swarm	JJ
stanford-ai-2021	1624	198	intelligence	intelligence	NN
stanford-ai-2021	1624	199	,	,	,
stanford-ai-2021	1624	200	Text	Text	NNP
stanford-ai-2021	1624	201	mining	mining	NN
stanford-ai-2021	1624	202	,	,	,
stanford-ai-2021	1624	203	Transfer	Transfer	NNP
stanford-ai-2021	1624	204	learning	learning	NN
stanford-ai-2021	1624	205	,	,	,
stanford-ai-2021	1624	206	Unsupervised	unsupervised	JJ
stanford-ai-2021	1624	207	learning	learn	VBG
stanford-ai-2021	1624	208	,	,	,
stanford-ai-2021	1624	209	Voice	Voice	NNP
stanford-ai-2021	1624	210	recognition	recognition	NN
stanford-ai-2021	1624	211	,	,	,
stanford-ai-2021	1624	212	Weak	weak	JJ
stanford-ai-2021	1624	213	artificial	artificial	JJ
stanford-ai-2021	1624	214	intelligence	intelligence	NN
stanford-ai-2021	1624	215	(	(	-LRB-
stanford-ai-2021	1624	216	Adapted	adapt	VBN
stanford-ai-2021	1624	217	from	from	IN
stanford-ai-2021	1624	218	:	:	:
stanford-ai-2021	1624	219	Joint	Joint	NNP
stanford-ai-2021	1624	220	Research	Research	NNP
stanford-ai-2021	1624	221	Centre	Centre	NNP
stanford-ai-2021	1624	222	,	,	,
stanford-ai-2021	1624	223	European	European	NNP
stanford-ai-2021	1624	224	Commission	Commission	NNP
stanford-ai-2021	1624	225	,	,	,
stanford-ai-2021	1624	226	p.68	p.68	NNP
stanford-ai-2021	1624	227	)	)	-RRB-
stanford-ai-2021	1624	228	•	•	NNP
stanford-ai-2021	1624	229	AI	AI	NNP
stanford-ai-2021	1624	230	Ethics	Ethics	NNP
stanford-ai-2021	1624	231	-	-	HYPH
stanford-ai-2021	1624	232	Keywords	Keywords	NNPS
stanford-ai-2021	1624	233	:	:	:
stanford-ai-2021	1624	234	Accountability	Accountability	NNP
stanford-ai-2021	1624	235	,	,	,
stanford-ai-2021	1624	236	Consent	Consent	NNP
stanford-ai-2021	1624	237	,	,	,
stanford-ai-2021	1624	238	Contestability	Contestability	NNP
stanford-ai-2021	1624	239	,	,	,
stanford-ai-2021	1624	240	Ethics	Ethics	NNP
stanford-ai-2021	1624	241	,	,	,
stanford-ai-2021	1624	242	Equality	Equality	NNP
stanford-ai-2021	1624	243	,	,	,
stanford-ai-2021	1624	244	Explainability	Explainability	NNP
stanford-ai-2021	1624	245	,	,	,
stanford-ai-2021	1624	246	Fairness	Fairness	NNP
stanford-ai-2021	1624	247	,	,	,
stanford-ai-2021	1624	248	Non	non	NN
stanford-ai-2021	1624	249	-	-	NN
stanford-ai-2021	1624	250	discrimination	discrimination	NN
stanford-ai-2021	1624	251	,	,	,
stanford-ai-2021	1624	252	Privacy	Privacy	NNP
stanford-ai-2021	1624	253	,	,	,
stanford-ai-2021	1624	254	Reliability	Reliability	NNP
stanford-ai-2021	1624	255	,	,	,
stanford-ai-2021	1624	256	Safety	Safety	NNP
stanford-ai-2021	1624	257	,	,	,
stanford-ai-2021	1624	258	Security	Security	NNP
stanford-ai-2021	1624	259	,	,	,
stanford-ai-2021	1624	260	Transparency	Transparency	NNP
stanford-ai-2021	1624	261	,	,	,
stanford-ai-2021	1624	262	Trustworthy	Trustworthy	NNP
stanford-ai-2021	1624	263	ai	ai	VBP
stanford-ai-2021	1624	264	,	,	,
stanford-ai-2021	1624	265	Uncertainty	Uncertainty	NNP
stanford-ai-2021	1624	266	,	,	,
stanford-ai-2021	1624	267	Well	well	UH
stanford-ai-2021	1624	268	-	-	HYPH
stanford-ai-2021	1624	269	being	being	NN
stanford-ai-2021	1624	270	(	(	-LRB-
stanford-ai-2021	1624	271	Adapted	adapt	VBN
stanford-ai-2021	1624	272	from	from	IN
stanford-ai-2021	1624	273	:	:	:
stanford-ai-2021	1624	274	Joint	Joint	NNP
stanford-ai-2021	1624	275	Research	Research	NNP
stanford-ai-2021	1624	276	Centre	Centre	NNP
stanford-ai-2021	1624	277	,	,	,
stanford-ai-2021	1624	278	European	European	NNP
stanford-ai-2021	1624	279	Commission	Commission	NNP
stanford-ai-2021	1624	280	,	,	,
stanford-ai-2021	1624	281	p.68	p.68	NNP
stanford-ai-2021	1624	282	)	)	-RRB-
stanford-ai-2021	1624	283	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	1624	284	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2021/world-ranking#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	1624	285	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	1624	286	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	https://www.timeshighereducation.com/world-university-rankings/2020/emerging-economies-university-rankings#!/page/0/length/25/sort_by/rank/sort_order/asc/cols/stats	NNP
stanford-ai-2021	1624	287	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	NNP
stanford-ai-2021	1624	288	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	NNP
stanford-ai-2021	1624	289	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	.
stanford-ai-2021	1624	290	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	https://publications.jrc.ec.europa.eu/repository/bitstream/JRC121680/jrc121680_jrc121680_academic_offer_of_advanced_digital_skills.pdf	.
stanford-ai-2021	1624	291	TA	TA	NNP
stanford-ai-2021	1624	292	B	b	NN
stanford-ai-2021	1624	293	L	l	NN
stanford-ai-2021	1624	294	E	e	NN
stanford-ai-2021	1624	295	O	o	NN
stanford-ai-2021	1624	296	F	f	NN
stanford-ai-2021	1624	297	C	c	NN
stanford-ai-2021	1624	298	O	o	NN
stanford-ai-2021	1624	299	N	n	NN
stanford-ai-2021	1624	300	T	t	NN
stanford-ai-2021	1624	301	E	e	NN
stanford-ai-2021	1624	302	N	n	NN
stanford-ai-2021	1624	303	T	t	NN
stanford-ai-2021	1624	304	S	s	NN
stanford-ai-2021	1624	305	2	2	CD
stanford-ai-2021	1624	306	1	1	CD
stanford-ai-2021	1624	307	0A	0a	NN
stanford-ai-2021	1624	308	P	p	NN
stanford-ai-2021	1624	309	P	p	NN
stanford-ai-2021	1624	310	E	e	NN
stanford-ai-2021	1624	311	N	n	NN
stanford-ai-2021	1624	312	D	d	NN
stanford-ai-2021	1624	313	I	i	NN
stanford-ai-2021	1624	314	X	X	NNP
stanford-ai-2021	1624	315	Artificial	Artificial	NNP
stanford-ai-2021	1624	316	Intelligence	Intelligence	NNP
stanford-ai-2021	1624	317	Index	Index	NNP
stanford-ai-2021	1624	318	Report	Report	NNP
stanford-ai-2021	1624	319	2021	2021	CD
stanford-ai-2021	1624	320	C	c	NN
stanford-ai-2021	1624	321	H	h	NN
stanford-ai-2021	1624	322	A	a	NN
stanford-ai-2021	1624	323	P	p	NN
stanford-ai-2021	1624	324	T	t	NN
stanford-ai-2021	1624	325	E	e	NN
stanford-ai-2021	1624	326	R	r	NN
stanford-ai-2021	1624	327	4	4	CD
stanford-ai-2021	1624	328	:	:	:
stanford-ai-2021	1624	329	A	a	DT
stanford-ai-2021	1624	330	I	i	NN
stanford-ai-2021	1624	331	E	e	NN
stanford-ai-2021	1624	332	D	d	NN
stanford-ai-2021	1624	333	U	u	NN
stanford-ai-2021	1624	334	C	c	NN
stanford-ai-2021	1624	335	AT	at	IN
stanford-ai-2021	1624	336	I	i	NN
stanford-ai-2021	1624	337	O	o	NN
stanford-ai-2021	1624	338	N	n	NN
stanford-ai-2021	1624	339	A	a	NN
stanford-ai-2021	1624	340	P	p	NN
stanford-ai-2021	1624	341	P	p	NN
stanford-ai-2021	1624	342	E	e	NN
stanford-ai-2021	1624	343	N	n	NN
stanford-ai-2021	1624	344	D	d	NN
stanford-ai-2021	1624	345	I	i	NN
stanford-ai-2021	1624	346	X	x	NN
stanford-ai-2021	1624	347	E	e	NN
stanford-ai-2021	1624	348	U	u	NN
stanford-ai-2021	1624	349	AC	ac	NN
stanford-ai-2021	1624	350	A	a	NN
stanford-ai-2021	1624	351	D	d	NN
stanford-ai-2021	1624	352	E	e	NN
stanford-ai-2021	1624	353	M	m	NN
stanford-ai-2021	1624	354	I	i	NN
stanford-ai-2021	1624	355	C	c	NN
stanford-ai-2021	1624	356	O	o	NN
stanford-ai-2021	1624	357	F	f	NN
stanford-ai-2021	1624	358	F	f	NN
stanford-ai-2021	1624	359	E	e	NN
stanford-ai-2021	1624	360	R	r	NN
stanford-ai-2021	1624	361	I	i	NN
stanford-ai-2021	1624	362	N	n	NN
stanford-ai-2021	1624	363	G	g	NN
stanford-ai-2021	1624	364	,	,	,
stanford-ai-2021	1624	365	J	J	NNP
stanford-ai-2021	1624	366	O	o	UH
stanford-ai-2021	1624	367	I	i	NN
stanford-ai-2021	1624	368	N	n	NN
stanford-ai-2021	1624	369	T	t	NN
stanford-ai-2021	1624	370	R	r	NN
stanford-ai-2021	1624	371	E	e	NN
stanford-ai-2021	1624	372	S	s	NN
stanford-ai-2021	1624	373	E	e	NN
stanford-ai-2021	1624	374	A	a	NN
stanford-ai-2021	1624	375	R	r	NN
stanford-ai-2021	1624	376	C	c	NN
stanford-ai-2021	1624	377	H	h	NN
stanford-ai-2021	1624	378	C	c	NN
stanford-ai-2021	1624	379	E	e	NN
stanford-ai-2021	1624	380	N	n	NN
stanford-ai-2021	1624	381	T	t	NN
stanford-ai-2021	1624	382	E	e	NN
stanford-ai-2021	1624	383	R	r	NN
stanford-ai-2021	1624	384	,	,	,
stanford-ai-2021	1624	385	E	e	NN
stanford-ai-2021	1624	386	U	u	NN
stanford-ai-2021	1624	387	R	r	NN
stanford-ai-2021	1624	388	O	o	NN
stanford-ai-2021	1624	389	P	p	NN
stanford-ai-2021	1624	390	E	e	NN
stanford-ai-2021	1624	391	A	a	NN
stanford-ai-2021	1624	392	N	n	NN
stanford-ai-2021	1624	393	C	c	NN
stanford-ai-2021	1624	394	O	o	NN
stanford-ai-2021	1624	395	M	m	NN
stanford-ai-2021	1624	396	M	m	NN
stanford-ai-2021	1624	397	I	i	NN
stanford-ai-2021	1624	398	S	s	NN
stanford-ai-2021	1624	399	S	s	NN
stanford-ai-2021	1624	400	I	i	NN
stanford-ai-2021	1624	401	O	o	NN
stanford-ai-2021	1624	402	N	n	NN
stanford-ai-2021	1624	403	Prepared	prepare	VBN
stanford-ai-2021	1624	404	by	by	IN
stanford-ai-2021	1624	405	Giuditta	Giuditta	NNP
stanford-ai-2021	1624	406	De	De	NNP
stanford-ai-2021	1624	407	-	-	HYPH
stanford-ai-2021	1624	408	Prato	Prato	NNP
stanford-ai-2021	1624	409	,	,	,
stanford-ai-2021	1624	410	Montserrat	Montserrat	NNP
stanford-ai-2021	1624	411	López	López	NNP
stanford-ai-2021	1624	412	Cobo	Cobo	NNP
stanford-ai-2021	1624	413	,	,	,
stanford-ai-2021	1624	414	and	and	CC
stanford-ai-2021	1624	415	Riccardo	Riccardo	NNP
stanford-ai-2021	1624	416	Righi	Righi	NNP
stanford-ai-2021	1624	417	Source	Source	NNP
stanford-ai-2021	1624	418	The	the	DT
stanford-ai-2021	1624	419	Joint	Joint	NNP
stanford-ai-2021	1624	420	Research	Research	NNP
stanford-ai-2021	1624	421	Centre	Centre	NNP
stanford-ai-2021	1624	422	(	(	-LRB-
stanford-ai-2021	1624	423	JRC	JRC	NNP
stanford-ai-2021	1624	424	)	)	-RRB-
stanford-ai-2021	1624	425	is	be	VBZ
stanford-ai-2021	1624	426	the	the	DT
stanford-ai-2021	1624	427	European	European	NNP
stanford-ai-2021	1624	428	Commission	Commission	NNP
stanford-ai-2021	1624	429	’s	’s	POS
stanford-ai-2021	1624	430	science	science	NN
stanford-ai-2021	1624	431	and	and	CC
stanford-ai-2021	1624	432	knowledge	knowledge	NN
stanford-ai-2021	1624	433	service	service	NN
stanford-ai-2021	1624	434	.	.	.
stanford-ai-2021	1625	1	The	the	DT
stanford-ai-2021	1625	2	JRC	JRC	NNP
stanford-ai-2021	1625	3	employs	employ	VBZ
stanford-ai-2021	1625	4	scientists	scientist	NNS
stanford-ai-2021	1625	5	to	to	TO
stanford-ai-2021	1625	6	carry	carry	VB
stanford-ai-2021	1625	7	out	out	RP
stanford-ai-2021	1625	8	research	research	NN
stanford-ai-2021	1625	9	in	in	IN
stanford-ai-2021	1625	10	order	order	NN
stanford-ai-2021	1625	11	to	to	TO
stanford-ai-2021	1625	12	provide	provide	VB
stanford-ai-2021	1625	13	independent	independent	JJ
stanford-ai-2021	1625	14	scientific	scientific	JJ
stanford-ai-2021	1625	15	advice	advice	NN
stanford-ai-2021	1625	16	and	and	CC
stanford-ai-2021	1625	17	support	support	NN
stanford-ai-2021	1625	18	to	to	IN
stanford-ai-2021	1625	19	EU	EU	NNP
stanford-ai-2021	1625	20	policy	policy	NN
stanford-ai-2021	1625	21	.	.	.
stanford-ai-2021	1626	1	Learn	learn	VB
stanford-ai-2021	1626	2	more	more	JJR
stanford-ai-2021	1626	3	about	about	IN
stanford-ai-2021	1626	4	JRC	JRC	NNP
stanford-ai-2021	1626	5	here	here	RB
stanford-ai-2021	1626	6	.	.	.
stanford-ai-2021	1627	1	Methodology	Methodology	NNP
stanford-ai-2021	1627	2	By	by	IN
stanford-ai-2021	1627	3	means	mean	NNS
stanford-ai-2021	1627	4	of	of	IN
stanford-ai-2021	1627	5	text	text	NN
stanford-ai-2021	1627	6	-	-	HYPH
stanford-ai-2021	1627	7	mining	mining	NN
stanford-ai-2021	1627	8	techniques	technique	NNS
stanford-ai-2021	1627	9	,	,	,
stanford-ai-2021	1627	10	the	the	DT
stanford-ai-2021	1627	11	study	study	NN
stanford-ai-2021	1627	12	identifies	identify	VBZ
stanford-ai-2021	1627	13	AI	AI	NNP
stanford-ai-2021	1627	14	-	-	HYPH
stanford-ai-2021	1627	15	related	relate	VBN
stanford-ai-2021	1627	16	education	education	NN
stanford-ai-2021	1627	17	programs	program	NNS
stanford-ai-2021	1627	18	from	from	IN
stanford-ai-2021	1627	19	the	the	DT
stanford-ai-2021	1627	20	programs	program	NNS
stanford-ai-2021	1627	21	’	’	POS
stanford-ai-2021	1627	22	descriptions	description	NNS
stanford-ai-2021	1627	23	present	present	JJ
stanford-ai-2021	1627	24	in	in	IN
stanford-ai-2021	1627	25	JRC	JRC	NNP
stanford-ai-2021	1627	26	’s	’s	POS
stanford-ai-2021	1627	27	database	database	NN
stanford-ai-2021	1627	28	.	.	.
stanford-ai-2021	1628	1	To	to	TO
stanford-ai-2021	1628	2	query	query	VB
stanford-ai-2021	1628	3	the	the	DT
stanford-ai-2021	1628	4	database	database	NN
stanford-ai-2021	1628	5	,	,	,
stanford-ai-2021	1628	6	a	a	DT
stanford-ai-2021	1628	7	list	list	NN
stanford-ai-2021	1628	8	of	of	IN
stanford-ai-2021	1628	9	domain	domain	NN
stanford-ai-2021	1628	10	-	-	HYPH
stanford-ai-2021	1628	11	specific	specific	JJ
stanford-ai-2021	1628	12	keywords	keyword	NNS
stanford-ai-2021	1628	13	is	be	VBZ
stanford-ai-2021	1628	14	obtained	obtain	VBN
stanford-ai-2021	1628	15	through	through	IN
stanford-ai-2021	1628	16	a	a	DT
stanford-ai-2021	1628	17	multistep	multistep	NN
stanford-ai-2021	1628	18	methodology	methodology	NN
stanford-ai-2021	1628	19	involving	involve	VBG
stanford-ai-2021	1628	20	(	(	-LRB-
stanford-ai-2021	1628	21	i	i	NN
stanford-ai-2021	1628	22	)	)	-RRB-
stanford-ai-2021	1628	23	selection	selection	NN
stanford-ai-2021	1628	24	of	of	IN
stanford-ai-2021	1628	25	top	top	JJ
stanford-ai-2021	1628	26	keywords	keyword	NNS
stanford-ai-2021	1628	27	from	from	IN
stanford-ai-2021	1628	28	AI	AI	NNP
stanford-ai-2021	1628	29	-	-	HYPH
stanford-ai-2021	1628	30	specific	specific	JJ
stanford-ai-2021	1628	31	scientific	scientific	JJ
stanford-ai-2021	1628	32	journals	journal	NNS
stanford-ai-2021	1628	33	;	;	:
stanford-ai-2021	1628	34	(	(	-LRB-
stanford-ai-2021	1628	35	ii	ii	NN
stanford-ai-2021	1628	36	)	)	-RRB-
stanford-ai-2021	1628	37	extraction	extraction	NN
stanford-ai-2021	1628	38	of	of	IN
stanford-ai-2021	1628	39	representative	representative	JJ
stanford-ai-2021	1628	40	terms	term	NNS
stanford-ai-2021	1628	41	of	of	IN
stanford-ai-2021	1628	42	the	the	DT
stanford-ai-2021	1628	43	industrial	industrial	JJ
stanford-ai-2021	1628	44	dimension	dimension	NN
stanford-ai-2021	1628	45	of	of	IN
stanford-ai-2021	1628	46	the	the	DT
stanford-ai-2021	1628	47	technology	technology	NN
stanford-ai-2021	1628	48	;	;	:
stanford-ai-2021	1628	49	(	(	-LRB-
stanford-ai-2021	1628	50	iii	iii	NN
stanford-ai-2021	1628	51	)	)	-RRB-
stanford-ai-2021	1628	52	topic	topic	NN
stanford-ai-2021	1628	53	modeling	modeling	NN
stanford-ai-2021	1628	54	;	;	:
stanford-ai-2021	1628	55	and	and	CC
stanford-ai-2021	1628	56	(	(	-LRB-
stanford-ai-2021	1628	57	iv	iv	NN
stanford-ai-2021	1628	58	)	)	-RRB-
stanford-ai-2021	1628	59	validation	validation	NN
stanford-ai-2021	1628	60	by	by	IN
stanford-ai-2021	1628	61	experts	expert	NNS
stanford-ai-2021	1628	62	.	.	.
stanford-ai-2021	1629	1	In	in	IN
stanford-ai-2021	1629	2	this	this	DT
stanford-ai-2021	1629	3	edition	edition	NN
stanford-ai-2021	1629	4	,	,	,
stanford-ai-2021	1629	5	the	the	DT
stanford-ai-2021	1629	6	list	list	NN
stanford-ai-2021	1629	7	of	of	IN
stanford-ai-2021	1629	8	keywords	keyword	NNS
stanford-ai-2021	1629	9	has	have	VBZ
stanford-ai-2021	1629	10	been	be	VBN
stanford-ai-2021	1629	11	enlarged	enlarge	VBN
stanford-ai-2021	1629	12	to	to	TO
stanford-ai-2021	1629	13	better	well	RBR
stanford-ai-2021	1629	14	cover	cover	VB
stanford-ai-2021	1629	15	certain	certain	JJ
stanford-ai-2021	1629	16	AI	AI	NNP
stanford-ai-2021	1629	17	subdomains	subdomain	NNS
stanford-ai-2021	1629	18	and	and	CC
stanford-ai-2021	1629	19	to	to	TO
stanford-ai-2021	1629	20	expand	expand	VB
stanford-ai-2021	1629	21	to	to	IN
stanford-ai-2021	1629	22	related	related	JJ
stanford-ai-2021	1629	23	transversal	transversal	NN
stanford-ai-2021	1629	24	domains	domain	NNS
stanford-ai-2021	1629	25	,	,	,
stanford-ai-2021	1629	26	such	such	JJ
stanford-ai-2021	1629	27	as	as	IN
stanford-ai-2021	1629	28	philosophy	philosophy	NN
stanford-ai-2021	1629	29	and	and	CC
stanford-ai-2021	1629	30	ethics	ethic	NNS
stanford-ai-2021	1629	31	in	in	IN
stanford-ai-2021	1629	32	AI	AI	NNP
stanford-ai-2021	1629	33	.	.	.
stanford-ai-2021	1630	1	Then	then	RB
stanford-ai-2021	1630	2	the	the	DT
stanford-ai-2021	1630	3	keywords	keyword	NNS
stanford-ai-2021	1630	4	are	be	VBP
stanford-ai-2021	1630	5	grouped	group	VBN
stanford-ai-2021	1630	6	into	into	IN
stanford-ai-2021	1630	7	categories	category	NNS
stanford-ai-2021	1630	8	,	,	,
stanford-ai-2021	1630	9	which	which	WDT
stanford-ai-2021	1630	10	are	be	VBP
stanford-ai-2021	1630	11	used	use	VBN
stanford-ai-2021	1630	12	to	to	TO
stanford-ai-2021	1630	13	analyze	analyze	VB
stanford-ai-2021	1630	14	the	the	DT
stanford-ai-2021	1630	15	content	content	NN
stanford-ai-2021	1630	16	areas	area	NNS
stanford-ai-2021	1630	17	taught	teach	VBN
stanford-ai-2021	1630	18	in	in	IN
stanford-ai-2021	1630	19	the	the	DT
stanford-ai-2021	1630	20	identified	identify	VBN
stanford-ai-2021	1630	21	programs	program	NNS
stanford-ai-2021	1630	22	.	.	.
stanford-ai-2021	1631	1	The	the	DT
stanford-ai-2021	1631	2	content	content	NN
stanford-ai-2021	1631	3	areas	area	NNS
stanford-ai-2021	1631	4	used	use	VBN
stanford-ai-2021	1631	5	are	be	VBP
stanford-ai-2021	1631	6	adapted	adapt	VBN
stanford-ai-2021	1631	7	from	from	IN
stanford-ai-2021	1631	8	the	the	DT
stanford-ai-2021	1631	9	JRC	JRC	NNP
stanford-ai-2021	1631	10	report	report	NN
stanford-ai-2021	1631	11	“	"	``
stanford-ai-2021	1631	12	Defining	define	VBG
stanford-ai-2021	1631	13	Artificial	Artificial	NNP
stanford-ai-2021	1631	14	Intelligence	intelligence	NN
stanford-ai-2021	1631	15	:	:	:
stanford-ai-2021	1631	16	Towards	towards	IN
stanford-ai-2021	1631	17	an	an	DT
stanford-ai-2021	1631	18	Operational	Operational	NNP
stanford-ai-2021	1631	19	Definition	Definition	NNP
stanford-ai-2021	1631	20	and	and	CC
stanford-ai-2021	1631	21	Taxonomy	Taxonomy	NNP
stanford-ai-2021	1631	22	of	of	IN
stanford-ai-2021	1631	23	Artificial	Artificial	NNP
stanford-ai-2021	1631	24	Intelligence	Intelligence	NNP
stanford-ai-2021	1631	25	,	,	,
stanford-ai-2021	1631	26	”	"	''
stanford-ai-2021	1631	27	conducted	conduct	VBN
stanford-ai-2021	1631	28	in	in	IN
stanford-ai-2021	1631	29	the	the	DT
stanford-ai-2021	1631	30	context	context	NN
stanford-ai-2021	1631	31	of	of	IN
stanford-ai-2021	1631	32	AI	AI	NNP
stanford-ai-2021	1631	33	Watch	Watch	NNP
stanford-ai-2021	1631	34	.	.	.
stanford-ai-2021	1632	1	The	the	DT
stanford-ai-2021	1632	2	education	education	NN
stanford-ai-2021	1632	3	programs	program	NNS
stanford-ai-2021	1632	4	are	be	VBP
stanford-ai-2021	1632	5	classified	classify	VBN
stanford-ai-2021	1632	6	into	into	IN
stanford-ai-2021	1632	7	specialized	specialized	JJ
stanford-ai-2021	1632	8	and	and	CC
stanford-ai-2021	1632	9	broad	broad	JJ
stanford-ai-2021	1632	10	,	,	,
stanford-ai-2021	1632	11	according	accord	VBG
stanford-ai-2021	1632	12	to	to	IN
stanford-ai-2021	1632	13	the	the	DT
stanford-ai-2021	1632	14	depth	depth	NN
stanford-ai-2021	1632	15	with	with	IN
stanford-ai-2021	1632	16	which	which	WDT
stanford-ai-2021	1632	17	they	-PRON-	PRP
stanford-ai-2021	1632	18	address	address	VBP
stanford-ai-2021	1632	19	artificial	artificial	JJ
stanford-ai-2021	1632	20	intelligence	intelligence	NN
stanford-ai-2021	1632	21	.	.	.
stanford-ai-2021	1633	1	Specialized	specialized	JJ
stanford-ai-2021	1633	2	programs	program	NNS
stanford-ai-2021	1633	3	are	be	VBP
stanford-ai-2021	1633	4	those	those	DT
stanford-ai-2021	1633	5	with	with	IN
stanford-ai-2021	1633	6	a	a	DT
stanford-ai-2021	1633	7	strong	strong	JJ
stanford-ai-2021	1633	8	focus	focus	NN
stanford-ai-2021	1633	9	in	in	IN
stanford-ai-2021	1633	10	AI	AI	NNP
stanford-ai-2021	1633	11	,	,	,
stanford-ai-2021	1633	12	e.g.	e.g.	RB
stanford-ai-2021	1633	13	,	,	,
stanford-ai-2021	1633	14	“	"	``
stanford-ai-2021	1633	15	automation	automation	NN
stanford-ai-2021	1633	16	and	and	CC
stanford-ai-2021	1633	17	computer	computer	NN
stanford-ai-2021	1633	18	vision	vision	NN
stanford-ai-2021	1633	19	”	"	''
stanford-ai-2021	1633	20	or	or	CC
stanford-ai-2021	1633	21	“	"	``
stanford-ai-2021	1633	22	advanced	advanced	JJ
stanford-ai-2021	1633	23	computer	computer	NN
stanford-ai-2021	1633	24	science	science	NN
stanford-ai-2021	1633	25	(	(	-LRB-
stanford-ai-2021	1633	26	computational	computational	JJ
stanford-ai-2021	1633	27	intelligence	intelligence	NN
stanford-ai-2021	1633	28	)	)	-RRB-
stanford-ai-2021	1633	29	.	.	.
stanford-ai-2021	1633	30	”	"	''
stanford-ai-2021	1633	31	Broad	broad	JJ
stanford-ai-2021	1633	32	programs	program	NNS
stanford-ai-2021	1633	33	target	target	VBP
stanford-ai-2021	1633	34	the	the	DT
stanford-ai-2021	1633	35	addressed	address	VBN
stanford-ai-2021	1633	36	domain	domain	NN
stanford-ai-2021	1633	37	,	,	,
stanford-ai-2021	1633	38	but	but	CC
stanford-ai-2021	1633	39	in	in	IN
stanford-ai-2021	1633	40	a	a	DT
stanford-ai-2021	1633	41	more	more	RBR
stanford-ai-2021	1633	42	generic	generic	JJ
stanford-ai-2021	1633	43	way	way	NN
stanford-ai-2021	1633	44	,	,	,
stanford-ai-2021	1633	45	usually	usually	RB
stanford-ai-2021	1633	46	aiming	aim	VBG
stanford-ai-2021	1633	47	at	at	IN
stanford-ai-2021	1633	48	building	build	VBG
stanford-ai-2021	1633	49	wider	wide	JJR
stanford-ai-2021	1633	50	profiles	profile	NNS
stanford-ai-2021	1633	51	or	or	CC
stanford-ai-2021	1633	52	making	make	VBG
stanford-ai-2021	1633	53	reference	reference	NN
stanford-ai-2021	1633	54	to	to	IN
stanford-ai-2021	1633	55	the	the	DT
stanford-ai-2021	1633	56	domain	domain	NN
stanford-ai-2021	1633	57	in	in	IN
stanford-ai-2021	1633	58	the	the	DT
stanford-ai-2021	1633	59	framework	framework	NN
stanford-ai-2021	1633	60	of	of	IN
stanford-ai-2021	1633	61	a	a	DT
stanford-ai-2021	1633	62	program	program	NN
stanford-ai-2021	1633	63	specialized	specialize	VBN
stanford-ai-2021	1633	64	in	in	IN
stanford-ai-2021	1633	65	a	a	DT
stanford-ai-2021	1633	66	different	different	JJ
stanford-ai-2021	1633	67	discipline	discipline	NN
stanford-ai-2021	1633	68	(	(	-LRB-
stanford-ai-2021	1633	69	e.g.	e.g.	RB
stanford-ai-2021	1633	70	,	,	,
stanford-ai-2021	1633	71	biomedical	biomedical	JJ
stanford-ai-2021	1633	72	engineering	engineering	NN
stanford-ai-2021	1633	73	)	)	-RRB-
stanford-ai-2021	1633	74	.	.	.
stanford-ai-2021	1634	1	Due	due	IN
stanford-ai-2021	1634	2	to	to	IN
stanford-ai-2021	1634	3	some	some	DT
stanford-ai-2021	1634	4	methodological	methodological	JJ
stanford-ai-2021	1634	5	improvements	improvement	NNS
stanford-ai-2021	1634	6	introduced	introduce	VBN
stanford-ai-2021	1634	7	in	in	IN
stanford-ai-2021	1634	8	this	this	DT
stanford-ai-2021	1634	9	edition	edition	NN
stanford-ai-2021	1634	10	,	,	,
stanford-ai-2021	1634	11	namely	namely	RB
stanford-ai-2021	1634	12	the	the	DT
stanford-ai-2021	1634	13	addition	addition	NN
stanford-ai-2021	1634	14	of	of	IN
stanford-ai-2021	1634	15	new	new	JJ
stanford-ai-2021	1634	16	keywords	keyword	NNS
stanford-ai-2021	1634	17	,	,	,
stanford-ai-2021	1634	18	a	a	DT
stanford-ai-2021	1634	19	strict	strict	JJ
stanford-ai-2021	1634	20	comparison	comparison	NN
stanford-ai-2021	1634	21	is	be	VBZ
stanford-ai-2021	1634	22	not	not	RB
stanford-ai-2021	1634	23	possible	possible	JJ
stanford-ai-2021	1634	24	.	.	.
stanford-ai-2021	1635	1	Still	still	RB
stanford-ai-2021	1635	2	,	,	,
stanford-ai-2021	1635	3	more	more	JJR
stanford-ai-2021	1635	4	than	than	IN
stanford-ai-2021	1635	5	90	90	CD
stanford-ai-2021	1635	6	%	%	NN
stanford-ai-2021	1635	7	of	of	IN
stanford-ai-2021	1635	8	all	all	DT
stanford-ai-2021	1635	9	detected	detect	VBN
stanford-ai-2021	1635	10	programs	program	NNS
stanford-ai-2021	1635	11	in	in	IN
stanford-ai-2021	1635	12	this	this	DT
stanford-ai-2021	1635	13	edition	edition	NN
stanford-ai-2021	1635	14	are	be	VBP
stanford-ai-2021	1635	15	triggered	trigger	VBN
stanford-ai-2021	1635	16	by	by	IN
stanford-ai-2021	1635	17	keywords	keyword	NNS
stanford-ai-2021	1635	18	present	present	JJ
stanford-ai-2021	1635	19	in	in	IN
stanford-ai-2021	1635	20	the	the	DT
stanford-ai-2021	1635	21	2019	2019	CD
stanford-ai-2021	1635	22	study	study	NN
stanford-ai-2021	1635	23	.	.	.
stanford-ai-2021	1636	1	The	the	DT
stanford-ai-2021	1636	2	original	original	JJ
stanford-ai-2021	1636	3	source	source	NN
stanford-ai-2021	1636	4	on	on	IN
stanford-ai-2021	1636	5	which	which	WDT
stanford-ai-2021	1636	6	queries	query	NNS
stanford-ai-2021	1636	7	are	be	VBP
stanford-ai-2021	1636	8	performed	perform	VBN
stanford-ai-2021	1636	9	is	be	VBZ
stanford-ai-2021	1636	10	the	the	DT
stanford-ai-2021	1636	11	Studyportals	Studyportals	NNPS
stanford-ai-2021	1636	12	’	’	POS
stanford-ai-2021	1636	13	database	database	NN
stanford-ai-2021	1636	14	,	,	,
stanford-ai-2021	1636	15	which	which	WDT
stanford-ai-2021	1636	16	is	be	VBZ
stanford-ai-2021	1636	17	made	make	VBN
stanford-ai-2021	1636	18	up	up	RP
stanford-ai-2021	1636	19	of	of	IN
stanford-ai-2021	1636	20	over	over	IN
stanford-ai-2021	1636	21	207,000	207,000	CD
stanford-ai-2021	1636	22	programs	program	NNS
stanford-ai-2021	1636	23	from	from	IN
stanford-ai-2021	1636	24	3,700	3,700	CD
stanford-ai-2021	1636	25	universities	university	NNS
stanford-ai-2021	1636	26	in	in	IN
stanford-ai-2021	1636	27	over	over	IN
stanford-ai-2021	1636	28	120	120	CD
stanford-ai-2021	1636	29	countries	country	NNS
stanford-ai-2021	1636	30	.	.	.
stanford-ai-2021	1637	1	Studyportals	studyportal	NNS
stanford-ai-2021	1637	2	collects	collect	VBZ
stanford-ai-2021	1637	3	information	information	NN
stanford-ai-2021	1637	4	from	from	IN
stanford-ai-2021	1637	5	institutions	institution	NNS
stanford-ai-2021	1637	6	’	’	POS
stanford-ai-2021	1637	7	websites	website	NNS
stanford-ai-2021	1637	8	,	,	,
stanford-ai-2021	1637	9	and	and	CC
stanford-ai-2021	1637	10	their	-PRON-	PRP$
stanford-ai-2021	1637	11	database	database	NN
stanford-ai-2021	1637	12	is	be	VBZ
stanford-ai-2021	1637	13	regularly	regularly	RB
stanford-ai-2021	1637	14	updated	update	VBN
stanford-ai-2021	1637	15	.	.	.
stanford-ai-2021	1638	1	This	this	DT
stanford-ai-2021	1638	2	source	source	NN
stanford-ai-2021	1638	3	,	,	,
stanford-ai-2021	1638	4	although	although	IN
stanford-ai-2021	1638	5	offering	offer	VBG
stanford-ai-2021	1638	6	the	the	DT
stanford-ai-2021	1638	7	widest	wide	JJS
stanford-ai-2021	1638	8	coverage	coverage	NN
stanford-ai-2021	1638	9	among	among	IN
stanford-ai-2021	1638	10	all	all	PDT
stanford-ai-2021	1638	11	those	those	DT
stanford-ai-2021	1638	12	identified	identify	VBN
stanford-ai-2021	1638	13	,	,	,
stanford-ai-2021	1638	14	still	still	RB
stanford-ai-2021	1638	15	suffers	suffer	VBZ
stanford-ai-2021	1638	16	from	from	IN
stanford-ai-2021	1638	17	some	some	DT
stanford-ai-2021	1638	18	lack	lack	NN
stanford-ai-2021	1638	19	of	of	IN
stanford-ai-2021	1638	20	coverage	coverage	NN
stanford-ai-2021	1638	21	,	,	,
stanford-ai-2021	1638	22	mostly	mostly	RB
stanford-ai-2021	1638	23	because	because	IN
stanford-ai-2021	1638	24	it	-PRON-	PRP
stanford-ai-2021	1638	25	only	only	RB
stanford-ai-2021	1638	26	tracks	track	VBZ
stanford-ai-2021	1638	27	English	english	JJ
stanford-ai-2021	1638	28	-	-	HYPH
stanford-ai-2021	1638	29	language	language	NN
stanford-ai-2021	1638	30	programs	program	NNS
stanford-ai-2021	1638	31	.	.	.
stanford-ai-2021	1639	1	This	this	DT
stanford-ai-2021	1639	2	poses	pose	VBZ
stanford-ai-2021	1639	3	a	a	DT
stanford-ai-2021	1639	4	comparability	comparability	NN
stanford-ai-2021	1639	5	issue	issue	NN
stanford-ai-2021	1639	6	between	between	IN
stanford-ai-2021	1639	7	English	English	NNP
stanford-ai-2021	1639	8	-	-	HYPH
stanford-ai-2021	1639	9	native	native	NN
stanford-ai-2021	1639	10	-	-	HYPH
stanford-ai-2021	1639	11	speaking	speak	VBG
stanford-ai-2021	1639	12	countries	country	NNS
stanford-ai-2021	1639	13	and	and	CC
stanford-ai-2021	1639	14	the	the	DT
stanford-ai-2021	1639	15	rest	rest	NN
stanford-ai-2021	1639	16	,	,	,
stanford-ai-2021	1639	17	but	but	CC
stanford-ai-2021	1639	18	also	also	RB
stanford-ai-2021	1639	19	between	between	IN
stanford-ai-2021	1639	20	countries	country	NNS
stanford-ai-2021	1639	21	with	with	IN
stanford-ai-2021	1639	22	differing	differ	VBG
stanford-ai-2021	1639	23	levels	level	NNS
stanford-ai-2021	1639	24	of	of	IN
stanford-ai-2021	1639	25	incorporation	incorporation	NN
stanford-ai-2021	1639	26	of	of	IN
stanford-ai-2021	1639	27	English	English	NNP
stanford-ai-2021	1639	28	as	as	IN
stanford-ai-2021	1639	29	a	a	DT
stanford-ai-2021	1639	30	teaching	teaching	NN
stanford-ai-2021	1639	31	language	language	NN
stanford-ai-2021	1639	32	in	in	IN
stanford-ai-2021	1639	33	higher	high	JJR
stanford-ai-2021	1639	34	education	education	NN
stanford-ai-2021	1639	35	.	.	.
stanford-ai-2021	1640	1	Bachelor’s	bachelor’s	JJ
stanford-ai-2021	1640	2	-	-	HYPH
stanford-ai-2021	1640	3	level	level	NN
stanford-ai-2021	1640	4	studies	study	NNS
stanford-ai-2021	1640	5	are	be	VBP
stanford-ai-2021	1640	6	expected	expect	VBN
stanford-ai-2021	1640	7	to	to	TO
stanford-ai-2021	1640	8	be	be	VB
stanford-ai-2021	1640	9	more	more	RBR
stanford-ai-2021	1640	10	affected	affected	JJ
stanford-ai-2021	1640	11	by	by	IN
stanford-ai-2021	1640	12	this	this	DT
stanford-ai-2021	1640	13	fact	fact	NN
stanford-ai-2021	1640	14	,	,	,
stanford-ai-2021	1640	15	where	where	WRB
stanford-ai-2021	1640	16	the	the	DT
stanford-ai-2021	1640	17	offer	offer	NN
stanford-ai-2021	1640	18	is	be	VBZ
stanford-ai-2021	1640	19	mostly	mostly	RB
stanford-ai-2021	1640	20	taught	teach	VBN
stanford-ai-2021	1640	21	in	in	IN
stanford-ai-2021	1640	22	a	a	DT
stanford-ai-2021	1640	23	native	native	JJ
stanford-ai-2021	1640	24	language	language	NN
stanford-ai-2021	1640	25	,	,	,
stanford-ai-2021	1640	26	unlike	unlike	IN
stanford-ai-2021	1640	27	master	master	NNP
stanford-ai-2021	1640	28	’s	’s	NNP
stanford-ai-2021	1640	29	,	,	,
stanford-ai-2021	1640	30	which	which	WDT
stanford-ai-2021	1640	31	attracts	attract	VBZ
stanford-ai-2021	1640	32	more	more	JJR
stanford-ai-2021	1640	33	international	international	JJ
stanford-ai-2021	1640	34	audiences	audience	NNS
stanford-ai-2021	1640	35	and	and	CC
stanford-ai-2021	1640	36	faculties	faculty	NNS
stanford-ai-2021	1640	37	.	.	.
stanford-ai-2021	1641	1	As	as	IN
stanford-ai-2021	1641	2	a	a	DT
stanford-ai-2021	1641	3	consequence	consequence	NN
stanford-ai-2021	1641	4	,	,	,
stanford-ai-2021	1641	5	this	this	DT
stanford-ai-2021	1641	6	study	study	NN
stanford-ai-2021	1641	7	may	may	MD
stanford-ai-2021	1641	8	be	be	VB
stanford-ai-2021	1641	9	showing	show	VBG
stanford-ai-2021	1641	10	a	a	DT
stanford-ai-2021	1641	11	partial	partial	JJ
stanford-ai-2021	1641	12	picture	picture	NN
stanford-ai-2021	1641	13	of	of	IN
stanford-ai-2021	1641	14	the	the	DT
stanford-ai-2021	1641	15	level	level	NN
stanford-ai-2021	1641	16	of	of	IN
stanford-ai-2021	1641	17	inclusion	inclusion	NN
stanford-ai-2021	1641	18	of	of	IN
stanford-ai-2021	1641	19	advanced	advanced	JJ
stanford-ai-2021	1641	20	digital	digital	JJ
stanford-ai-2021	1641	21	skills	skill	NNS
stanford-ai-2021	1641	22	in	in	IN
stanford-ai-2021	1641	23	bachelor	bachelor	NN
stanford-ai-2021	1641	24	’s	’s	POS
stanford-ai-2021	1641	25	degree	degree	NN
stanford-ai-2021	1641	26	programs	program	NNS
stanford-ai-2021	1641	27	.	.	.
stanford-ai-2021	1642	1	https://ec.europa.eu/info/departments/joint-research-centre_en	https://ec.europa.eu/info/departments/joint-research-centre_en	NNP
stanford-ai-2021	1642	2	https://ec.europa.eu/jrc/en/publication/ai-watch-defining-artificial-intelligence	https://ec.europa.eu/jrc/en/publication/ai-watch-defining-artificial-intelligence	NNP
stanford-ai-2021	1642	3	https://ec.europa.eu/jrc/en/publication/ai-watch-defining-artificial-intelligence	https://ec.europa.eu/jrc/en/publication/ai-watch-defining-artificial-intelligence	NNP
stanford-ai-2021	1642	4	https://knowledge4policy.ec.europa.eu/ai-watch_en	https://knowledge4policy.ec.europa.eu/ai-watch_en	NNP
stanford-ai-2021	1642	5	TA	TA	NNP
stanford-ai-2021	1642	6	B	B	NNP
stanford-ai-2021	1642	7	L	l	NN
stanford-ai-2021	1642	8	E	e	NN
stanford-ai-2021	1642	9	O	o	NN
stanford-ai-2021	1642	10	F	f	NN
stanford-ai-2021	1642	11	C	c	NN
stanford-ai-2021	1642	12	O	o	NN
stanford-ai-2021	1642	13	N	n	NN
stanford-ai-2021	1642	14	T	t	NN
stanford-ai-2021	1642	15	E	e	NN
stanford-ai-2021	1642	16	N	n	NN
stanford-ai-2021	1642	17	T	t	NN
stanford-ai-2021	1642	18	S	s	NN
stanford-ai-2021	1642	19	2	2	CD
stanford-ai-2021	1642	20	1	1	CD
stanford-ai-2021	1642	21	1A	1a	CD
stanford-ai-2021	1642	22	P	p	NN
stanford-ai-2021	1642	23	P	p	NN
stanford-ai-2021	1642	24	E	e	NN
stanford-ai-2021	1642	25	N	n	NN
stanford-ai-2021	1642	26	D	d	NN
stanford-ai-2021	1642	27	I	i	NN
stanford-ai-2021	1642	28	X	X	NNP
stanford-ai-2021	1642	29	Artificial	Artificial	NNP
stanford-ai-2021	1642	30	Intelligence	Intelligence	NNP
stanford-ai-2021	1642	31	Index	Index	NNP
stanford-ai-2021	1642	32	Report	Report	NNP
stanford-ai-2021	1642	33	2021	2021	CD
stanford-ai-2021	1642	34	N	N	NNP
stanford-ai-2021	1642	35	E	e	NN
stanford-ai-2021	1642	36	T	t	NN
stanford-ai-2021	1642	37	B	b	NN
stanford-ai-2021	1642	38	A	a	NN
stanford-ai-2021	1642	39	S	s	NN
stanford-ai-2021	1642	40	E	e	NN
stanford-ai-2021	1642	41	Q	q	NN
stanford-ai-2021	1642	42	U	u	NN
stanford-ai-2021	1642	43	I	i	NN
stanford-ai-2021	1642	44	D	d	NN
stanford-ai-2021	1642	45	Prepared	prepare	VBN
stanford-ai-2021	1642	46	by	by	IN
stanford-ai-2021	1642	47	Julie	Julie	NNP
stanford-ai-2021	1642	48	Kim	Kim	NNP
stanford-ai-2021	1642	49	Quid	Quid	NNP
stanford-ai-2021	1642	50	is	be	VBZ
stanford-ai-2021	1642	51	a	a	DT
stanford-ai-2021	1642	52	data	data	NN
stanford-ai-2021	1642	53	analytics	analytic	NNS
stanford-ai-2021	1642	54	platform	platform	NN
stanford-ai-2021	1642	55	within	within	IN
stanford-ai-2021	1642	56	the	the	DT
stanford-ai-2021	1642	57	NetBase	NetBase	NNP
stanford-ai-2021	1642	58	Quid	Quid	NNP
stanford-ai-2021	1642	59	portfolio	portfolio	NN
stanford-ai-2021	1642	60	that	that	WDT
stanford-ai-2021	1642	61	applies	apply	VBZ
stanford-ai-2021	1642	62	advanced	advanced	JJ
stanford-ai-2021	1642	63	natural	natural	JJ
stanford-ai-2021	1642	64	language	language	NN
stanford-ai-2021	1642	65	processing	processing	NN
stanford-ai-2021	1642	66	technology	technology	NN
stanford-ai-2021	1642	67	,	,	,
stanford-ai-2021	1642	68	semantic	semantic	JJ
stanford-ai-2021	1642	69	analysis	analysis	NN
stanford-ai-2021	1642	70	,	,	,
stanford-ai-2021	1642	71	and	and	CC
stanford-ai-2021	1642	72	artificial	artificial	JJ
stanford-ai-2021	1642	73	intelligence	intelligence	NN
stanford-ai-2021	1642	74	algorithms	algorithm	NNS
stanford-ai-2021	1642	75	to	to	TO
stanford-ai-2021	1642	76	reveal	reveal	VB
stanford-ai-2021	1642	77	patterns	pattern	NNS
stanford-ai-2021	1642	78	in	in	IN
stanford-ai-2021	1642	79	large	large	JJ
stanford-ai-2021	1642	80	,	,	,
stanford-ai-2021	1642	81	unstructured	unstructured	JJ
stanford-ai-2021	1642	82	datasets	dataset	NNS
stanford-ai-2021	1642	83	and	and	CC
stanford-ai-2021	1642	84	generate	generate	VB
stanford-ai-2021	1642	85	visualizations	visualization	NNS
stanford-ai-2021	1642	86	to	to	TO
stanford-ai-2021	1642	87	allow	allow	VB
stanford-ai-2021	1642	88	users	user	NNS
stanford-ai-2021	1642	89	to	to	TO
stanford-ai-2021	1642	90	gain	gain	VB
stanford-ai-2021	1642	91	actionable	actionable	JJ
stanford-ai-2021	1642	92	insights	insight	NNS
stanford-ai-2021	1642	93	.	.	.
stanford-ai-2021	1643	1	Quid	Quid	NNP
stanford-ai-2021	1643	2	uses	use	VBZ
stanford-ai-2021	1643	3	Boolean	boolean	JJ
stanford-ai-2021	1643	4	query	query	NN
stanford-ai-2021	1643	5	to	to	TO
stanford-ai-2021	1643	6	search	search	VB
stanford-ai-2021	1643	7	for	for	IN
stanford-ai-2021	1643	8	focus	focus	NN
stanford-ai-2021	1643	9	areas	area	NNS
stanford-ai-2021	1643	10	,	,	,
stanford-ai-2021	1643	11	topics	topic	NNS
stanford-ai-2021	1643	12	,	,	,
stanford-ai-2021	1643	13	and	and	CC
stanford-ai-2021	1643	14	keywords	keyword	NNS
stanford-ai-2021	1643	15	within	within	IN
stanford-ai-2021	1643	16	the	the	DT
stanford-ai-2021	1643	17	archived	archived	JJ
stanford-ai-2021	1643	18	news	news	NNP
stanford-ai-2021	1643	19	and	and	CC
stanford-ai-2021	1643	20	blogs	blog	NNS
stanford-ai-2021	1643	21	,	,	,
stanford-ai-2021	1643	22	companies	company	NNS
stanford-ai-2021	1643	23	,	,	,
stanford-ai-2021	1643	24	and	and	CC
stanford-ai-2021	1643	25	patents	patent	NNS
stanford-ai-2021	1643	26	database	database	NNP
stanford-ai-2021	1643	27	,	,	,
stanford-ai-2021	1643	28	as	as	RB
stanford-ai-2021	1643	29	well	well	RB
stanford-ai-2021	1643	30	as	as	IN
stanford-ai-2021	1643	31	any	any	DT
stanford-ai-2021	1643	32	custom	custom	RB
stanford-ai-2021	1643	33	uploaded	uploaded	JJ
stanford-ai-2021	1643	34	datasets	dataset	NNS
stanford-ai-2021	1643	35	.	.	.
stanford-ai-2021	1644	1	Users	user	NNS
stanford-ai-2021	1644	2	can	can	MD
stanford-ai-2021	1644	3	then	then	RB
stanford-ai-2021	1644	4	filter	filter	VB
stanford-ai-2021	1644	5	their	-PRON-	PRP$
stanford-ai-2021	1644	6	search	search	NN
stanford-ai-2021	1644	7	by	by	IN
stanford-ai-2021	1644	8	published	publish	VBN
stanford-ai-2021	1644	9	date	date	NN
stanford-ai-2021	1644	10	time	time	NN
stanford-ai-2021	1644	11	frame	frame	NN
stanford-ai-2021	1644	12	,	,	,
stanford-ai-2021	1644	13	source	source	NN
stanford-ai-2021	1644	14	regions	region	NNS
stanford-ai-2021	1644	15	,	,	,
stanford-ai-2021	1644	16	source	source	NN
stanford-ai-2021	1644	17	categories	category	NNS
stanford-ai-2021	1644	18	,	,	,
stanford-ai-2021	1644	19	or	or	CC
stanford-ai-2021	1644	20	industry	industry	NN
stanford-ai-2021	1644	21	categories	category	NNS
stanford-ai-2021	1644	22	on	on	IN
stanford-ai-2021	1644	23	the	the	DT
stanford-ai-2021	1644	24	news	news	NN
stanford-ai-2021	1644	25	;	;	:
stanford-ai-2021	1644	26	and	and	CC
stanford-ai-2021	1644	27	by	by	IN
stanford-ai-2021	1644	28	regions	region	NNS
stanford-ai-2021	1644	29	,	,	,
stanford-ai-2021	1644	30	investment	investment	NN
stanford-ai-2021	1644	31	amount	amount	NN
stanford-ai-2021	1644	32	,	,	,
stanford-ai-2021	1644	33	operating	operating	NN
stanford-ai-2021	1644	34	status	status	NN
stanford-ai-2021	1644	35	,	,	,
stanford-ai-2021	1644	36	organization	organization	NN
stanford-ai-2021	1644	37	type	type	NN
stanford-ai-2021	1644	38	(	(	-LRB-
stanford-ai-2021	1644	39	private	private	JJ
stanford-ai-2021	1644	40	/	/	SYM
stanford-ai-2021	1644	41	public	public	JJ
stanford-ai-2021	1644	42	)	)	-RRB-
stanford-ai-2021	1644	43	,	,	,
stanford-ai-2021	1644	44	and	and	CC
stanford-ai-2021	1644	45	founding	found	VBG
stanford-ai-2021	1644	46	year	year	NN
stanford-ai-2021	1644	47	within	within	IN
stanford-ai-2021	1644	48	the	the	DT
stanford-ai-2021	1644	49	companies	company	NNS
stanford-ai-2021	1644	50	’	’	POS
stanford-ai-2021	1644	51	database	database	NN
stanford-ai-2021	1644	52	.	.	.
stanford-ai-2021	1645	1	Quid	Quid	NNP
stanford-ai-2021	1645	2	then	then	RB
stanford-ai-2021	1645	3	visualizes	visualize	VBZ
stanford-ai-2021	1645	4	these	these	DT
stanford-ai-2021	1645	5	data	datum	NNS
stanford-ai-2021	1645	6	points	point	NNS
stanford-ai-2021	1645	7	based	base	VBN
stanford-ai-2021	1645	8	on	on	IN
stanford-ai-2021	1645	9	the	the	DT
stanford-ai-2021	1645	10	semantic	semantic	JJ
stanford-ai-2021	1645	11	similarity	similarity	NN
stanford-ai-2021	1645	12	.	.	.
stanford-ai-2021	1646	1	Network	network	NN
stanford-ai-2021	1646	2	Searched	search	VBD
stanford-ai-2021	1646	3	for	for	IN
stanford-ai-2021	1646	4	[	[	-LRB-
stanford-ai-2021	1646	5	AI	ai	NN
stanford-ai-2021	1646	6	technology	technology	NN
stanford-ai-2021	1646	7	keywords	keyword	NNS
stanford-ai-2021	1646	8	+	+	SYM
stanford-ai-2021	1646	9	Harvard	Harvard	NNP
stanford-ai-2021	1646	10	ethics	ethic	NNS
stanford-ai-2021	1646	11	principles	principle	NNS
stanford-ai-2021	1646	12	keywords	keyword	NNS
stanford-ai-2021	1646	13	]	]	-RRB-
stanford-ai-2021	1646	14	global	global	JJ
stanford-ai-2021	1646	15	news	news	NN
stanford-ai-2021	1646	16	from	from	IN
stanford-ai-2021	1646	17	January	January	NNP
stanford-ai-2021	1646	18	1	1	CD
stanford-ai-2021	1646	19	,	,	,
stanford-ai-2021	1646	20	2020	2020	CD
stanford-ai-2021	1646	21	,	,	,
stanford-ai-2021	1646	22	to	to	IN
stanford-ai-2021	1646	23	December	December	NNP
stanford-ai-2021	1646	24	31	31	CD
stanford-ai-2021	1646	25	,	,	,
stanford-ai-2021	1646	26	2020	2020	CD
stanford-ai-2021	1646	27	.	.	.
stanford-ai-2021	1647	1	Search	search	NN
stanford-ai-2021	1647	2	Query	query	NN
stanford-ai-2021	1647	3	:	:	:
stanford-ai-2021	1647	4	(	(	-LRB-
stanford-ai-2021	1647	5	AI	ai	NN
stanford-ai-2021	1647	6	OR	or	CC
stanford-ai-2021	1647	7	[	[	-LRB-
stanford-ai-2021	1647	8	“	"	``
stanford-ai-2021	1647	9	artificial	artificial	JJ
stanford-ai-2021	1647	10	intelligence”](“artificial	intelligence”](“artificial	JJ
stanford-ai-2021	1647	11	intelligence	intelligence	NN
stanford-ai-2021	1647	12	”	"	''
stanford-ai-2021	1647	13	OR	or	CC
stanford-ai-2021	1647	14	“	"	``
stanford-ai-2021	1647	15	pattern	pattern	NN
stanford-ai-2021	1647	16	recognition	recognition	NN
stanford-ai-2021	1647	17	”	"	''
stanford-ai-2021	1647	18	OR	or	CC
stanford-ai-2021	1647	19	algorithms	algorithm	NNS
stanford-ai-2021	1647	20	)	)	-RRB-
stanford-ai-2021	1647	21	OR	or	CC
stanford-ai-2021	1647	22	[	[	-LRB-
stanford-ai-2021	1647	23	“	"	``
stanford-ai-2021	1647	24	machine	machine	NN
stanford-ai-2021	1647	25	learning”](“machine	learning”](“machine	NN
stanford-ai-2021	1647	26	learning	learning	NN
stanford-ai-2021	1647	27	”	"	''
stanford-ai-2021	1647	28	OR	or	CC
stanford-ai-2021	1647	29	“	"	``
stanford-ai-2021	1647	30	predictive	predictive	JJ
stanford-ai-2021	1647	31	analytics	analytic	NNS
stanford-ai-2021	1647	32	”	"	''
stanford-ai-2021	1647	33	OR	or	CC
stanford-ai-2021	1647	34	“	"	``
stanford-ai-2021	1647	35	big	big	JJ
stanford-ai-2021	1647	36	data	datum	NNS
stanford-ai-2021	1647	37	”	"	''
stanford-ai-2021	1647	38	OR	or	CC
stanford-ai-2021	1647	39	“	"	``
stanford-ai-2021	1647	40	pattern	pattern	NN
stanford-ai-2021	1647	41	recognition	recognition	NN
stanford-ai-2021	1647	42	”	"	''
stanford-ai-2021	1647	43	OR	or	CC
stanford-ai-2021	1647	44	“	"	``
stanford-ai-2021	1647	45	deep	deep	JJ
stanford-ai-2021	1647	46	learning	learning	NN
stanford-ai-2021	1647	47	”	"	''
stanford-ai-2021	1647	48	)	)	-RRB-
stanford-ai-2021	1647	49	OR	or	CC
stanford-ai-2021	1647	50	[	[	-LRB-
stanford-ai-2021	1647	51	“	"	``
stanford-ai-2021	1647	52	natural	natural	JJ
stanford-ai-2021	1647	53	language	language	NN
stanford-ai-2021	1647	54	”	"	''
stanford-ai-2021	1647	55	]	]	-RRB-
stanford-ai-2021	1647	56	(	(	-LRB-
stanford-ai-2021	1647	57	“	"	``
stanford-ai-2021	1647	58	natural	natural	JJ
stanford-ai-2021	1647	59	language	language	NN
stanford-ai-2021	1647	60	”	"	''
stanford-ai-2021	1647	61	OR	or	CC
stanford-ai-2021	1647	62	“	"	``
stanford-ai-2021	1647	63	speech	speech	NN
stanford-ai-2021	1647	64	recognition	recognition	NN
stanford-ai-2021	1647	65	”	"	''
stanford-ai-2021	1647	66	)	)	-RRB-
stanford-ai-2021	1647	67	OR	or	CC
stanford-ai-2021	1647	68	NLP	NLP	NNP
stanford-ai-2021	1647	69	OR	or	CC
stanford-ai-2021	1647	70	“	"	``
stanford-ai-2021	1647	71	computer	computer	NN
stanford-ai-2021	1647	72	vision	vision	NN
stanford-ai-2021	1647	73	”	"	''
stanford-ai-2021	1647	74	OR	or	CC
stanford-ai-2021	1647	75	[	[	-LRB-
stanford-ai-2021	1647	76	“	"	``
stanford-ai-2021	1647	77	robotics”](“robotics	robotics”](“robotics	NN
stanford-ai-2021	1647	78	”	"	''
stanford-ai-2021	1647	79	OR	or	CC
stanford-ai-2021	1647	80	“	"	``
stanford-ai-2021	1647	81	factory	factory	NN
stanford-ai-2021	1647	82	automation	automation	NN
stanford-ai-2021	1647	83	”	"	''
stanford-ai-2021	1647	84	)	)	-RRB-
stanford-ai-2021	1647	85	OR	or	CC
stanford-ai-2021	1647	86	“	"	``
stanford-ai-2021	1647	87	intelligent	intelligent	JJ
stanford-ai-2021	1647	88	systems	system	NNS
stanford-ai-2021	1647	89	”	"	''
stanford-ai-2021	1647	90	OR	or	CC
stanford-ai-2021	1647	91	[	[	-LRB-
stanford-ai-2021	1647	92	“	"	``
stanford-ai-2021	1647	93	facial	facial	JJ
stanford-ai-2021	1647	94	recognition”](“facial	recognition”](“facial	JJ
stanford-ai-2021	1647	95	recognition	recognition	NN
stanford-ai-2021	1647	96	”	"	''
stanford-ai-2021	1647	97	OR	or	CC
stanford-ai-2021	1647	98	“	"	``
stanford-ai-2021	1647	99	face	face	NN
stanford-ai-2021	1647	100	recognition	recognition	NN
stanford-ai-2021	1647	101	”	"	''
stanford-ai-2021	1647	102	OR	or	CC
stanford-ai-2021	1647	103	“	"	``
stanford-ai-2021	1647	104	voice	voice	NN
stanford-ai-2021	1647	105	recognition	recognition	NN
stanford-ai-2021	1647	106	”	"	''
stanford-ai-2021	1647	107	OR	or	CC
stanford-ai-2021	1647	108	“	"	``
stanford-ai-2021	1647	109	iris	iris	NNP
stanford-ai-2021	1647	110	recognition	recognition	NN
stanford-ai-2021	1647	111	”	"	''
stanford-ai-2021	1647	112	)	)	-RRB-
stanford-ai-2021	1647	113	OR	or	CC
stanford-ai-2021	1647	114	[	[	-LRB-
stanford-ai-2021	1647	115	“	"	``
stanford-ai-2021	1647	116	image	image	NN
stanford-ai-2021	1647	117	recognition”](“image	recognition”](“image	NN
stanford-ai-2021	1647	118	recognition	recognition	NN
stanford-ai-2021	1647	119	”	"	''
stanford-ai-2021	1647	120	OR	or	CC
stanford-ai-2021	1647	121	“	"	``
stanford-ai-2021	1647	122	pattern	pattern	NN
stanford-ai-2021	1647	123	recognition	recognition	NN
stanford-ai-2021	1647	124	”	"	''
stanford-ai-2021	1647	125	OR	or	CC
stanford-ai-2021	1647	126	“	"	``
stanford-ai-2021	1647	127	gesture	gesture	NN
stanford-ai-2021	1647	128	recognition	recognition	NN
stanford-ai-2021	1647	129	”	"	''
stanford-ai-2021	1647	130	OR	or	CC
stanford-ai-2021	1647	131	“	"	``
stanford-ai-2021	1647	132	augmented	augment	VBN
stanford-ai-2021	1647	133	reality	reality	NN
stanford-ai-2021	1647	134	”	"	''
stanford-ai-2021	1647	135	)	)	-RRB-
stanford-ai-2021	1647	136	OR	or	CC
stanford-ai-2021	1647	137	[	[	-LRB-
stanford-ai-2021	1647	138	“	"	``
stanford-ai-2021	1647	139	semantic	semantic	JJ
stanford-ai-2021	1647	140	search”](“semantic	search”](“semantic	CD
stanford-ai-2021	1647	141	search	search	NN
stanford-ai-2021	1647	142	”	"	''
stanford-ai-2021	1647	143	OR	or	CC
stanford-ai-2021	1647	144	“	"	``
stanford-ai-2021	1647	145	data	data	NN
stanford-ai-2021	1647	146	-	-	HYPH
stanford-ai-2021	1647	147	mining	mining	NN
stanford-ai-2021	1647	148	”	"	''
stanford-ai-2021	1647	149	OR	or	CC
stanford-ai-2021	1647	150	“	"	``
stanford-ai-2021	1647	151	full	full	JJ
stanford-ai-2021	1647	152	-	-	HYPH
stanford-ai-2021	1647	153	text	text	NN
stanford-ai-2021	1647	154	search	search	NN
stanford-ai-2021	1647	155	”	"	''
stanford-ai-2021	1647	156	OR	or	CC
stanford-ai-2021	1647	157	“	"	``
stanford-ai-2021	1647	158	predictive	predictive	JJ
stanford-ai-2021	1647	159	coding	coding	NN
stanford-ai-2021	1647	160	”	"	''
stanford-ai-2021	1647	161	)	)	-RRB-
stanford-ai-2021	1647	162	OR	or	CC
stanford-ai-2021	1647	163	“	"	``
stanford-ai-2021	1647	164	semantic	semantic	JJ
stanford-ai-2021	1647	165	web	web	NN
stanford-ai-2021	1647	166	”	"	''
stanford-ai-2021	1647	167	OR	or	CC
stanford-ai-2021	1647	168	“	"	``
stanford-ai-2021	1647	169	text	text	NN
stanford-ai-2021	1647	170	analytics	analytic	NNS
stanford-ai-2021	1647	171	”	"	''
stanford-ai-2021	1647	172	OR	or	CC
stanford-ai-2021	1647	173	“	"	``
stanford-ai-2021	1647	174	virtual	virtual	JJ
stanford-ai-2021	1647	175	assistant	assistant	NN
stanford-ai-2021	1647	176	”	"	''
stanford-ai-2021	1647	177	OR	or	CC
stanford-ai-2021	1647	178	“	"	``
stanford-ai-2021	1647	179	visual	visual	JJ
stanford-ai-2021	1647	180	search	search	NN
stanford-ai-2021	1647	181	”	"	''
stanford-ai-2021	1647	182	)	)	-RRB-
stanford-ai-2021	1647	183	AND	and	CC
stanford-ai-2021	1647	184	(	(	-LRB-
stanford-ai-2021	1647	185	ethics	ethic	NNS
stanford-ai-2021	1647	186	OR	or	CC
stanford-ai-2021	1647	187	“	"	``
stanford-ai-2021	1647	188	human	human	JJ
stanford-ai-2021	1647	189	rights	right	NNS
stanford-ai-2021	1647	190	”	"	''
stanford-ai-2021	1647	191	OR	or	CC
stanford-ai-2021	1647	192	“	"	``
stanford-ai-2021	1647	193	human	human	JJ
stanford-ai-2021	1647	194	values	value	NNS
stanford-ai-2021	1647	195	”	"	''
stanford-ai-2021	1647	196	OR	or	CC
stanford-ai-2021	1647	197	“	"	``
stanford-ai-2021	1647	198	responsibility	responsibility	NN
stanford-ai-2021	1647	199	”	"	''
stanford-ai-2021	1647	200	OR	or	CC
stanford-ai-2021	1647	201	“	"	``
stanford-ai-2021	1647	202	human	human	JJ
stanford-ai-2021	1647	203	control	control	NN
stanford-ai-2021	1647	204	”	"	''
stanford-ai-2021	1647	205	OR	or	CC
stanford-ai-2021	1647	206	“	"	``
stanford-ai-2021	1647	207	fairness	fairness	NN
stanford-ai-2021	1647	208	”	"	''
stanford-ai-2021	1647	209	OR	or	CC
stanford-ai-2021	1647	210	discrimination	discrimination	NN
stanford-ai-2021	1647	211	OR	or	CC
stanford-ai-2021	1647	212	non-	non-	NN
stanford-ai-2021	1647	213	discrimination	discrimination	NN
stanford-ai-2021	1647	214	OR	or	CC
stanford-ai-2021	1647	215	“	"	``
stanford-ai-2021	1647	216	transparency	transparency	NN
stanford-ai-2021	1647	217	”	"	''
stanford-ai-2021	1647	218	OR	or	CC
stanford-ai-2021	1647	219	“	"	``
stanford-ai-2021	1647	220	explainability	explainability	NN
stanford-ai-2021	1647	221	”	"	''
stanford-ai-2021	1647	222	OR	or	CC
stanford-ai-2021	1647	223	“	"	``
stanford-ai-2021	1647	224	safety	safety	NN
stanford-ai-2021	1647	225	and	and	CC
stanford-ai-2021	1647	226	security	security	NN
stanford-ai-2021	1647	227	”	"	''
stanford-ai-2021	1647	228	OR	or	CC
stanford-ai-2021	1647	229	“	"	``
stanford-ai-2021	1647	230	accountability	accountability	NN
stanford-ai-2021	1647	231	”	"	''
stanford-ai-2021	1647	232	OR	or	CC
stanford-ai-2021	1647	233	“	"	``
stanford-ai-2021	1647	234	privacy	privacy	NN
stanford-ai-2021	1647	235	”	"	''
stanford-ai-2021	1647	236	)	)	-RRB-
stanford-ai-2021	1647	237	News	News	NNP
stanford-ai-2021	1647	238	Dataset	Dataset	NNP
stanford-ai-2021	1647	239	Data	Data	NNP
stanford-ai-2021	1647	240	Source	Source	NNP
stanford-ai-2021	1647	241	Quid	Quid	NNP
stanford-ai-2021	1647	242	indexes	index	VBZ
stanford-ai-2021	1647	243	millions	million	NNS
stanford-ai-2021	1647	244	of	of	IN
stanford-ai-2021	1647	245	global	global	JJ
stanford-ai-2021	1647	246	-	-	HYPH
stanford-ai-2021	1647	247	source	source	NN
stanford-ai-2021	1647	248	,	,	,
stanford-ai-2021	1647	249	English	english	JJ
stanford-ai-2021	1647	250	-	-	HYPH
stanford-ai-2021	1647	251	language	language	NN
stanford-ai-2021	1647	252	news	news	NN
stanford-ai-2021	1647	253	articles	article	NNS
stanford-ai-2021	1647	254	and	and	CC
stanford-ai-2021	1647	255	blog	blog	NN
stanford-ai-2021	1647	256	posts	post	NNS
stanford-ai-2021	1647	257	from	from	IN
stanford-ai-2021	1647	258	LexisNexis	LexisNexis	NNP
stanford-ai-2021	1647	259	.	.	.
stanford-ai-2021	1648	1	The	the	DT
stanford-ai-2021	1648	2	platform	platform	NN
stanford-ai-2021	1648	3	has	have	VBZ
stanford-ai-2021	1648	4	archived	archive	VBN
stanford-ai-2021	1648	5	news	news	NN
stanford-ai-2021	1648	6	and	and	CC
stanford-ai-2021	1648	7	blogs	blog	NNS
stanford-ai-2021	1648	8	from	from	IN
stanford-ai-2021	1648	9	August	August	NNP
stanford-ai-2021	1648	10	2013	2013	CD
stanford-ai-2021	1648	11	to	to	IN
stanford-ai-2021	1648	12	the	the	DT
stanford-ai-2021	1648	13	present	present	NN
stanford-ai-2021	1648	14	,	,	,
stanford-ai-2021	1648	15	updating	update	VBG
stanford-ai-2021	1648	16	every	every	DT
stanford-ai-2021	1648	17	15	15	CD
stanford-ai-2021	1648	18	minutes	minute	NNS
stanford-ai-2021	1648	19	.	.	.
stanford-ai-2021	1649	1	Sources	source	NNS
stanford-ai-2021	1649	2	include	include	VBP
stanford-ai-2021	1649	3	over	over	IN
stanford-ai-2021	1649	4	60,000	60,000	CD
stanford-ai-2021	1649	5	news	news	NN
stanford-ai-2021	1649	6	sources	source	NNS
stanford-ai-2021	1649	7	and	and	CC
stanford-ai-2021	1649	8	over	over	IN
stanford-ai-2021	1649	9	500,000	500,000	CD
stanford-ai-2021	1649	10	blogs	blog	NNS
stanford-ai-2021	1649	11	.	.	.
stanford-ai-2021	1650	1	Visualization	visualization	NN
stanford-ai-2021	1650	2	in	in	IN
stanford-ai-2021	1650	3	Quid	Quid	NNP
stanford-ai-2021	1650	4	Software	Software	NNP
stanford-ai-2021	1650	5	Quid	Quid	NNP
stanford-ai-2021	1650	6	uses	use	VBZ
stanford-ai-2021	1650	7	Boolean	boolean	JJ
stanford-ai-2021	1650	8	query	query	NN
stanford-ai-2021	1650	9	to	to	TO
stanford-ai-2021	1650	10	search	search	VB
stanford-ai-2021	1650	11	for	for	IN
stanford-ai-2021	1650	12	topics	topic	NNS
stanford-ai-2021	1650	13	,	,	,
stanford-ai-2021	1650	14	trends	trend	NNS
stanford-ai-2021	1650	15	,	,	,
stanford-ai-2021	1650	16	and	and	CC
stanford-ai-2021	1650	17	keywords	keyword	NNS
stanford-ai-2021	1650	18	within	within	IN
stanford-ai-2021	1650	19	the	the	DT
stanford-ai-2021	1650	20	archived	archived	NNP
stanford-ai-2021	1650	21	news	news	NN
stanford-ai-2021	1650	22	database	database	NN
stanford-ai-2021	1650	23	,	,	,
stanford-ai-2021	1650	24	with	with	IN
stanford-ai-2021	1650	25	the	the	DT
stanford-ai-2021	1650	26	ability	ability	NN
stanford-ai-2021	1650	27	to	to	TO
stanford-ai-2021	1650	28	filter	filter	VB
stanford-ai-2021	1650	29	results	result	NNS
stanford-ai-2021	1650	30	by	by	IN
stanford-ai-2021	1650	31	the	the	DT
stanford-ai-2021	1650	32	published	publish	VBN
stanford-ai-2021	1650	33	date	date	NN
stanford-ai-2021	1650	34	time	time	NN
stanford-ai-2021	1650	35	frame	frame	NN
stanford-ai-2021	1650	36	,	,	,
stanford-ai-2021	1650	37	source	source	NN
stanford-ai-2021	1650	38	regions	region	NNS
stanford-ai-2021	1650	39	,	,	,
stanford-ai-2021	1650	40	source	source	NN
stanford-ai-2021	1650	41	categories	category	NNS
stanford-ai-2021	1650	42	,	,	,
stanford-ai-2021	1650	43	or	or	CC
stanford-ai-2021	1650	44	industry	industry	NN
stanford-ai-2021	1650	45	categories	category	NNS
stanford-ai-2021	1650	46	.	.	.
stanford-ai-2021	1651	1	(	(	-LRB-
stanford-ai-2021	1651	2	In	in	IN
stanford-ai-2021	1651	3	this	this	DT
stanford-ai-2021	1651	4	case	case	NN
stanford-ai-2021	1651	5	,	,	,
stanford-ai-2021	1651	6	we	-PRON-	PRP
stanford-ai-2021	1651	7	only	only	RB
stanford-ai-2021	1651	8	looked	look	VBD
stanford-ai-2021	1651	9	at	at	IN
stanford-ai-2021	1651	10	global	global	JJ
stanford-ai-2021	1651	11	news	news	NN
stanford-ai-2021	1651	12	published	publish	VBN
stanford-ai-2021	1651	13	from	from	IN
stanford-ai-2021	1651	14	January	January	NNP
stanford-ai-2021	1651	15	1	1	CD
stanford-ai-2021	1651	16	,	,	,
stanford-ai-2021	1651	17	2020	2020	CD
stanford-ai-2021	1651	18	,	,	,
stanford-ai-2021	1651	19	to	to	IN
stanford-ai-2021	1651	20	December	December	NNP
stanford-ai-2021	1651	21	31	31	CD
stanford-ai-2021	1651	22	,	,	,
stanford-ai-2021	1651	23	2020	2020	CD
stanford-ai-2021	1651	24	.	.	.
stanford-ai-2021	1651	25	)	)	-RRB-
stanford-ai-2021	1652	1	Quid	Quid	NNP
stanford-ai-2021	1652	2	then	then	RB
stanford-ai-2021	1652	3	selects	select	VBZ
stanford-ai-2021	1652	4	the	the	DT
stanford-ai-2021	1652	5	10,000	10,000	CD
stanford-ai-2021	1652	6	most	most	RBS
stanford-ai-2021	1652	7	relevant	relevant	JJ
stanford-ai-2021	1652	8	stories	story	NNS
stanford-ai-2021	1652	9	using	use	VBG
stanford-ai-2021	1652	10	its	-PRON-	PRP$
stanford-ai-2021	1652	11	NLP	NLP	NNP
stanford-ai-2021	1652	12	algorithm	algorithm	NN
stanford-ai-2021	1652	13	and	and	CC
stanford-ai-2021	1652	14	visualizes	visualize	VBZ
stanford-ai-2021	1652	15	de	de	NNP
stanford-ai-2021	1652	16	-	-	JJ
stanford-ai-2021	1652	17	duplicated	duplicate	VBN
stanford-ai-2021	1652	18	unique	unique	JJ
stanford-ai-2021	1652	19	articles	article	NNS
stanford-ai-2021	1652	20	.	.	.
stanford-ai-2021	1653	1	CHAPTER	chapter	NN
stanford-ai-2021	1653	2	5	5	CD
stanford-ai-2021	1653	3	:	:	:
stanford-ai-2021	1653	4	ETHICAL	ethical	NN
stanford-ai-2021	1653	5	CHALLENGES	challenges	NN
stanford-ai-2021	1653	6	OF	of	IN
stanford-ai-2021	1653	7	AI	ai	NN
stanford-ai-2021	1653	8	APPLICATIONS	applications	NN
stanford-ai-2021	1653	9	C	c	NN
stanford-ai-2021	1653	10	H	h	NN
stanford-ai-2021	1653	11	A	a	NN
stanford-ai-2021	1653	12	P	p	NN
stanford-ai-2021	1653	13	T	t	NN
stanford-ai-2021	1653	14	E	e	NN
stanford-ai-2021	1653	15	R	r	NN
stanford-ai-2021	1653	16	5	5	CD
stanford-ai-2021	1653	17	:	:	:
stanford-ai-2021	1653	18	E	e	NN
stanford-ai-2021	1653	19	T	t	NN
stanford-ai-2021	1653	20	H	h	NN
stanford-ai-2021	1653	21	I	i	NN
stanford-ai-2021	1653	22	C	c	NN
stanford-ai-2021	1653	23	A	a	NN
stanford-ai-2021	1653	24	L	l	NN
stanford-ai-2021	1653	25	C	c	NN
stanford-ai-2021	1653	26	H	h	NN
stanford-ai-2021	1653	27	A	a	NN
stanford-ai-2021	1653	28	L	l	NN
stanford-ai-2021	1653	29	L	l	NN
stanford-ai-2021	1653	30	E	e	NN
stanford-ai-2021	1653	31	N	n	NN
stanford-ai-2021	1653	32	G	g	NN
stanford-ai-2021	1653	33	E	e	NN
stanford-ai-2021	1653	34	S	s	NN
stanford-ai-2021	1653	35	O	o	NN
stanford-ai-2021	1653	36	F	f	NN
stanford-ai-2021	1653	37	A	a	NN
stanford-ai-2021	1653	38	I	i	NN
stanford-ai-2021	1653	39	A	a	NN
stanford-ai-2021	1653	40	P	p	NN
stanford-ai-2021	1653	41	P	p	NN
stanford-ai-2021	1653	42	L	l	NN
stanford-ai-2021	1653	43	I	i	NN
stanford-ai-2021	1653	44	C	c	NN
stanford-ai-2021	1653	45	AT	at	IN
stanford-ai-2021	1653	46	I	i	NN
stanford-ai-2021	1653	47	O	o	NN
stanford-ai-2021	1653	48	N	n	NN
stanford-ai-2021	1653	49	S	s	NN
stanford-ai-2021	1653	50	A	a	NN
stanford-ai-2021	1653	51	P	p	NN
stanford-ai-2021	1653	52	P	p	NN
stanford-ai-2021	1653	53	E	e	NN
stanford-ai-2021	1653	54	N	n	NN
stanford-ai-2021	1653	55	D	d	NN
stanford-ai-2021	1653	56	I	i	NN
stanford-ai-2021	1653	57	X	x	NN
stanford-ai-2021	1653	58	https://ai-hr.cyber.harvard.edu/primp-viz.html	https://ai-hr.cyber.harvard.edu/primp-viz.html	JJ
stanford-ai-2021	1653	59	https://ai-hr.cyber.harvard.edu/primp-viz.html	https://ai-hr.cyber.harvard.edu/primp-viz.html	JJ
stanford-ai-2021	1653	60	TA	ta	NN
stanford-ai-2021	1653	61	B	b	NN
stanford-ai-2021	1653	62	L	l	NN
stanford-ai-2021	1653	63	E	e	NN
stanford-ai-2021	1653	64	O	o	NN
stanford-ai-2021	1653	65	F	f	NN
stanford-ai-2021	1653	66	C	c	NN
stanford-ai-2021	1653	67	O	o	NN
stanford-ai-2021	1653	68	N	n	NN
stanford-ai-2021	1653	69	T	t	NN
stanford-ai-2021	1653	70	E	e	NN
stanford-ai-2021	1653	71	N	n	NN
stanford-ai-2021	1653	72	T	t	NN
stanford-ai-2021	1653	73	S	s	NN
stanford-ai-2021	1653	74	2	2	CD
stanford-ai-2021	1653	75	1	1	CD
stanford-ai-2021	1653	76	2A	2a	CD
stanford-ai-2021	1653	77	P	p	NN
stanford-ai-2021	1653	78	P	p	NN
stanford-ai-2021	1653	79	E	e	NN
stanford-ai-2021	1653	80	N	n	NN
stanford-ai-2021	1653	81	D	d	NN
stanford-ai-2021	1653	82	I	i	NN
stanford-ai-2021	1653	83	X	X	NNP
stanford-ai-2021	1653	84	Artificial	Artificial	NNP
stanford-ai-2021	1653	85	Intelligence	Intelligence	NNP
stanford-ai-2021	1653	86	Index	Index	NNP
stanford-ai-2021	1653	87	Report	Report	NNP
stanford-ai-2021	1653	88	2021	2021	CD
stanford-ai-2021	1653	89	E	e	NN
stanford-ai-2021	1653	90	T	t	NN
stanford-ai-2021	1653	91	H	h	NN
stanford-ai-2021	1653	92	I	i	NN
stanford-ai-2021	1653	93	C	c	NN
stanford-ai-2021	1653	94	S	s	NN
stanford-ai-2021	1653	95	I	i	NN
stanford-ai-2021	1653	96	N	n	NN
stanford-ai-2021	1653	97	A	a	NN
stanford-ai-2021	1653	98	I	i	NN
stanford-ai-2021	1653	99	C	c	NN
stanford-ai-2021	1653	100	O	o	NN
stanford-ai-2021	1653	101	N	n	NN
stanford-ai-2021	1653	102	F	f	NN
stanford-ai-2021	1653	103	E	e	NN
stanford-ai-2021	1653	104	R	r	NN
stanford-ai-2021	1653	105	E	e	NN
stanford-ai-2021	1653	106	N	n	NN
stanford-ai-2021	1653	107	C	c	NN
stanford-ai-2021	1653	108	E	e	NN
stanford-ai-2021	1653	109	S	s	NN
stanford-ai-2021	1653	110	Prepared	prepare	VBN
stanford-ai-2021	1653	111	by	by	IN
stanford-ai-2021	1653	112	Marcelo	Marcelo	NNP
stanford-ai-2021	1653	113	Prates	Prates	NNP
stanford-ai-2021	1653	114	,	,	,
stanford-ai-2021	1653	115	Pedro	Pedro	NNP
stanford-ai-2021	1653	116	Avelar	Avelar	NNP
stanford-ai-2021	1653	117	,	,	,
stanford-ai-2021	1653	118	and	and	CC
stanford-ai-2021	1653	119	Luis	Luis	NNP
stanford-ai-2021	1653	120	C.	C.	NNP
stanford-ai-2021	1653	121	Lamb	Lamb	NNP
stanford-ai-2021	1653	122	Source	Source	NNP
stanford-ai-2021	1653	123	Prates	Prates	NNPS
stanford-ai-2021	1653	124	,	,	,
stanford-ai-2021	1653	125	Marcelo	Marcelo	NNP
stanford-ai-2021	1653	126	,	,	,
stanford-ai-2021	1653	127	Pedro	Pedro	NNP
stanford-ai-2021	1653	128	Avelar	Avelar	NNP
stanford-ai-2021	1653	129	,	,	,
stanford-ai-2021	1653	130	Luis	Luis	NNP
stanford-ai-2021	1653	131	C.	C.	NNP
stanford-ai-2021	1653	132	Lamb	Lamb	NNP
stanford-ai-2021	1653	133	.	.	.
stanford-ai-2021	1654	1	2018	2018	CD
stanford-ai-2021	1654	2	.	.	.
stanford-ai-2021	1655	1	On	on	IN
stanford-ai-2021	1655	2	Quantifying	Quantifying	NNP
stanford-ai-2021	1655	3	and	and	CC
stanford-ai-2021	1655	4	Understanding	understand	VBG
stanford-ai-2021	1655	5	the	the	DT
stanford-ai-2021	1655	6	Role	Role	NNP
stanford-ai-2021	1655	7	of	of	IN
stanford-ai-2021	1655	8	Ethics	Ethics	NNP
stanford-ai-2021	1655	9	in	in	IN
stanford-ai-2021	1655	10	AI	AI	NNP
stanford-ai-2021	1655	11	Research	Research	NNP
stanford-ai-2021	1655	12	:	:	:
stanford-ai-2021	1655	13	A	a	DT
stanford-ai-2021	1655	14	Historical	Historical	NNP
stanford-ai-2021	1655	15	Account	Account	NNP
stanford-ai-2021	1655	16	of	of	IN
stanford-ai-2021	1655	17	Flagship	Flagship	NNP
stanford-ai-2021	1655	18	Conferences	Conferences	NNP
stanford-ai-2021	1655	19	and	and	CC
stanford-ai-2021	1655	20	Journals	Journals	NNPS
stanford-ai-2021	1655	21	.	.	.
stanford-ai-2021	1656	1	September	September	NNP
stanford-ai-2021	1656	2	21	21	CD
stanford-ai-2021	1656	3	,	,	,
stanford-ai-2021	1656	4	2018	2018	CD
stanford-ai-2021	1656	5	.	.	.
stanford-ai-2021	1657	1	Methodology	methodology	NN
stanford-ai-2021	1657	2	The	the	DT
stanford-ai-2021	1657	3	percent	percent	NN
stanford-ai-2021	1657	4	of	of	IN
stanford-ai-2021	1657	5	keywords	keyword	NNS
stanford-ai-2021	1657	6	has	have	VBZ
stanford-ai-2021	1657	7	a	a	DT
stanford-ai-2021	1657	8	straightforward	straightforward	JJ
stanford-ai-2021	1657	9	interpretation	interpretation	NN
stanford-ai-2021	1657	10	:	:	:
stanford-ai-2021	1657	11	For	for	IN
stanford-ai-2021	1657	12	each	each	DT
stanford-ai-2021	1657	13	category	category	NN
stanford-ai-2021	1657	14	(	(	-LRB-
stanford-ai-2021	1657	15	classical	classical	JJ
stanford-ai-2021	1657	16	/	/	SYM
stanford-ai-2021	1657	17	trending/	trending/	NN
stanford-ai-2021	1657	18	ethics	ethic	NNS
stanford-ai-2021	1657	19	)	)	-RRB-
stanford-ai-2021	1657	20	,	,	,
stanford-ai-2021	1657	21	the	the	DT
stanford-ai-2021	1657	22	number	number	NN
stanford-ai-2021	1657	23	of	of	IN
stanford-ai-2021	1657	24	papers	paper	NNS
stanford-ai-2021	1657	25	for	for	IN
stanford-ai-2021	1657	26	which	which	WDT
stanford-ai-2021	1657	27	the	the	DT
stanford-ai-2021	1657	28	title	title	NN
stanford-ai-2021	1657	29	(	(	-LRB-
stanford-ai-2021	1657	30	or	or	CC
stanford-ai-2021	1657	31	abstract	abstract	JJ
stanford-ai-2021	1657	32	,	,	,
stanford-ai-2021	1657	33	in	in	IN
stanford-ai-2021	1657	34	the	the	DT
stanford-ai-2021	1657	35	case	case	NN
stanford-ai-2021	1657	36	of	of	IN
stanford-ai-2021	1657	37	the	the	DT
stanford-ai-2021	1657	38	AAAI	aaai	NN
stanford-ai-2021	1657	39	and	and	CC
stanford-ai-2021	1657	40	NeurIPS	NeurIPS	``
stanford-ai-2021	1657	41	figures	figure	NNS
stanford-ai-2021	1657	42	)	)	-RRB-
stanford-ai-2021	1657	43	contains	contain	VBZ
stanford-ai-2021	1657	44	at	at	IN
stanford-ai-2021	1657	45	least	least	RBS
stanford-ai-2021	1657	46	one	one	CD
stanford-ai-2021	1657	47	keyword	keyword	NN
stanford-ai-2021	1657	48	match	match	NN
stanford-ai-2021	1657	49	.	.	.
stanford-ai-2021	1658	1	The	the	DT
stanford-ai-2021	1658	2	percentages	percentage	NNS
stanford-ai-2021	1658	3	do	do	VBP
stanford-ai-2021	1658	4	not	not	RB
stanford-ai-2021	1658	5	necessarily	necessarily	RB
stanford-ai-2021	1658	6	add	add	VB
stanford-ai-2021	1658	7	up	up	RP
stanford-ai-2021	1658	8	to	to	TO
stanford-ai-2021	1658	9	100	100	CD
stanford-ai-2021	1658	10	%	%	NN
stanford-ai-2021	1658	11	(	(	-LRB-
stanford-ai-2021	1658	12	e.g	e.g	NNP
stanford-ai-2021	1658	13	,	,	,
stanford-ai-2021	1658	14	classical	classical	JJ
stanford-ai-2021	1658	15	/	/	SYM
stanford-ai-2021	1658	16	trending/	trending/	NN
stanford-ai-2021	1658	17	ethics	ethic	NNS
stanford-ai-2021	1658	18	are	be	VBP
stanford-ai-2021	1658	19	not	not	RB
stanford-ai-2021	1658	20	mutually	mutually	RB
stanford-ai-2021	1658	21	exclusive	exclusive	JJ
stanford-ai-2021	1658	22	)	)	-RRB-
stanford-ai-2021	1658	23	.	.	.
stanford-ai-2021	1659	1	One	one	PRP
stanford-ai-2021	1659	2	can	can	MD
stanford-ai-2021	1659	3	have	have	VB
stanford-ai-2021	1659	4	a	a	DT
stanford-ai-2021	1659	5	paper	paper	NN
stanford-ai-2021	1659	6	with	with	IN
stanford-ai-2021	1659	7	matches	match	NNS
stanford-ai-2021	1659	8	on	on	IN
stanford-ai-2021	1659	9	all	all	DT
stanford-ai-2021	1659	10	three	three	CD
stanford-ai-2021	1659	11	categories	category	NNS
stanford-ai-2021	1659	12	.	.	.
stanford-ai-2021	1660	1	To	to	TO
stanford-ai-2021	1660	2	achieve	achieve	VB
stanford-ai-2021	1660	3	a	a	DT
stanford-ai-2021	1660	4	measure	measure	NN
stanford-ai-2021	1660	5	of	of	IN
stanford-ai-2021	1660	6	how	how	WRB
stanford-ai-2021	1660	7	much	much	JJ
stanford-ai-2021	1660	8	Ethics	ethic	NNS
stanford-ai-2021	1660	9	in	in	IN
stanford-ai-2021	1660	10	AI	AI	NNP
stanford-ai-2021	1660	11	is	be	VBZ
stanford-ai-2021	1660	12	discussed	discuss	VBN
stanford-ai-2021	1660	13	,	,	,
stanford-ai-2021	1660	14	ethics	ethic	NNS
stanford-ai-2021	1660	15	-	-	HYPH
stanford-ai-2021	1660	16	related	relate	VBN
stanford-ai-2021	1660	17	terms	term	NNS
stanford-ai-2021	1660	18	are	be	VBP
stanford-ai-2021	1660	19	searched	search	VBN
stanford-ai-2021	1660	20	for	for	IN
stanford-ai-2021	1660	21	in	in	IN
stanford-ai-2021	1660	22	the	the	DT
stanford-ai-2021	1660	23	titles	title	NNS
stanford-ai-2021	1660	24	of	of	IN
stanford-ai-2021	1660	25	papers	paper	NNS
stanford-ai-2021	1660	26	in	in	IN
stanford-ai-2021	1660	27	flagship	flagship	NN
stanford-ai-2021	1660	28	AI	AI	NNP
stanford-ai-2021	1660	29	,	,	,
stanford-ai-2021	1660	30	machine	machine	NN
stanford-ai-2021	1660	31	learning	learning	NN
stanford-ai-2021	1660	32	,	,	,
stanford-ai-2021	1660	33	and	and	CC
stanford-ai-2021	1660	34	robotics	robotic	NNS
stanford-ai-2021	1660	35	conferences	conference	NNS
stanford-ai-2021	1660	36	and	and	CC
stanford-ai-2021	1660	37	journals	journal	NNS
stanford-ai-2021	1660	38	.	.	.
stanford-ai-2021	1661	1	The	the	DT
stanford-ai-2021	1661	2	ethics	ethic	NNS
stanford-ai-2021	1661	3	keywords	keyword	NNS
stanford-ai-2021	1661	4	used	use	VBN
stanford-ai-2021	1661	5	were	be	VBD
stanford-ai-2021	1661	6	the	the	DT
stanford-ai-2021	1661	7	following	follow	VBG
stanford-ai-2021	1661	8	:	:	:
stanford-ai-2021	1661	9	Accountability	accountability	NN
stanford-ai-2021	1661	10	,	,	,
stanford-ai-2021	1661	11	Accountable	Accountable	NNP
stanford-ai-2021	1661	12	,	,	,
stanford-ai-2021	1661	13	Employment	Employment	NNP
stanford-ai-2021	1661	14	,	,	,
stanford-ai-2021	1661	15	Ethic	Ethic	NNP
stanford-ai-2021	1661	16	,	,	,
stanford-ai-2021	1661	17	Ethical	Ethical	NNP
stanford-ai-2021	1661	18	,	,	,
stanford-ai-2021	1661	19	Ethics	Ethics	NNP
stanford-ai-2021	1661	20	,	,	,
stanford-ai-2021	1661	21	Fool	Fool	NNP
stanford-ai-2021	1661	22	,	,	,
stanford-ai-2021	1661	23	Fooled	Fooled	NNP
stanford-ai-2021	1661	24	,	,	,
stanford-ai-2021	1661	25	Fooling	Fooling	NNP
stanford-ai-2021	1661	26	,	,	,
stanford-ai-2021	1661	27	Humane	Humane	NNP
stanford-ai-2021	1661	28	,	,	,
stanford-ai-2021	1661	29	Humanity	Humanity	NNP
stanford-ai-2021	1661	30	,	,	,
stanford-ai-2021	1661	31	Law	Law	NNP
stanford-ai-2021	1661	32	,	,	,
stanford-ai-2021	1661	33	Machine	Machine	NNP
stanford-ai-2021	1661	34	Bias	Bias	NNP
stanford-ai-2021	1661	35	,	,	,
stanford-ai-2021	1661	36	Moral	Moral	NNP
stanford-ai-2021	1661	37	,	,	,
stanford-ai-2021	1661	38	Morality	morality	NN
stanford-ai-2021	1661	39	,	,	,
stanford-ai-2021	1661	40	Privacy	Privacy	NNP
stanford-ai-2021	1661	41	,	,	,
stanford-ai-2021	1661	42	Racism	Racism	NNP
stanford-ai-2021	1661	43	,	,	,
stanford-ai-2021	1661	44	Racist	Racist	NNP
stanford-ai-2021	1661	45	,	,	,
stanford-ai-2021	1661	46	Responsibility	Responsibility	NNP
stanford-ai-2021	1661	47	,	,	,
stanford-ai-2021	1661	48	Rights	Rights	NNPS
stanford-ai-2021	1661	49	,	,	,
stanford-ai-2021	1661	50	Secure	Secure	NNP
stanford-ai-2021	1661	51	,	,	,
stanford-ai-2021	1661	52	Security	Security	NNP
stanford-ai-2021	1661	53	,	,	,
stanford-ai-2021	1661	54	Sentience	Sentience	NNP
stanford-ai-2021	1661	55	,	,	,
stanford-ai-2021	1661	56	Sentient	Sentient	NNP
stanford-ai-2021	1661	57	,	,	,
stanford-ai-2021	1661	58	Society	Society	NNP
stanford-ai-2021	1661	59	,	,	,
stanford-ai-2021	1661	60	Sustainability	Sustainability	NNP
stanford-ai-2021	1661	61	,	,	,
stanford-ai-2021	1661	62	Unemployment	Unemployment	NNP
stanford-ai-2021	1661	63	,	,	,
stanford-ai-2021	1661	64	and	and	CC
stanford-ai-2021	1661	65	Workforce	Workforce	NNP
stanford-ai-2021	1661	66	.	.	.
stanford-ai-2021	1662	1	The	the	DT
stanford-ai-2021	1662	2	classical	classical	JJ
stanford-ai-2021	1662	3	and	and	CC
stanford-ai-2021	1662	4	trending	trend	VBG
stanford-ai-2021	1662	5	keyword	keyword	NN
stanford-ai-2021	1662	6	sets	set	NNS
stanford-ai-2021	1662	7	were	be	VBD
stanford-ai-2021	1662	8	compiled	compile	VBN
stanford-ai-2021	1662	9	from	from	IN
stanford-ai-2021	1662	10	the	the	DT
stanford-ai-2021	1662	11	areas	area	NNS
stanford-ai-2021	1662	12	in	in	IN
stanford-ai-2021	1662	13	the	the	DT
stanford-ai-2021	1662	14	most	most	RBS
stanford-ai-2021	1662	15	cited	cited	JJ
stanford-ai-2021	1662	16	book	book	NN
stanford-ai-2021	1662	17	on	on	IN
stanford-ai-2021	1662	18	AI	AI	NNP
stanford-ai-2021	1662	19	by	by	IN
stanford-ai-2021	1662	20	Russell	Russell	NNP
stanford-ai-2021	1662	21	and	and	CC
stanford-ai-2021	1662	22	Norvig	Norvig	NNP
stanford-ai-2021	1662	23	[	[	-LRB-
stanford-ai-2021	1662	24	2012	2012	CD
stanford-ai-2021	1662	25	]	]	-RRB-
stanford-ai-2021	1662	26	and	and	CC
stanford-ai-2021	1662	27	from	from	IN
stanford-ai-2021	1662	28	curating	curate	VBG
stanford-ai-2021	1662	29	terms	term	NNS
stanford-ai-2021	1662	30	from	from	IN
stanford-ai-2021	1662	31	the	the	DT
stanford-ai-2021	1662	32	keywords	keyword	NNS
stanford-ai-2021	1662	33	that	that	WDT
stanford-ai-2021	1662	34	appeared	appear	VBD
stanford-ai-2021	1662	35	most	most	RBS
stanford-ai-2021	1662	36	frequently	frequently	RB
stanford-ai-2021	1662	37	in	in	IN
stanford-ai-2021	1662	38	paper	paper	NN
stanford-ai-2021	1662	39	titles	title	NNS
stanford-ai-2021	1662	40	over	over	IN
stanford-ai-2021	1662	41	time	time	NN
stanford-ai-2021	1662	42	in	in	IN
stanford-ai-2021	1662	43	the	the	DT
stanford-ai-2021	1662	44	venues	venue	NNS
stanford-ai-2021	1662	45	.	.	.
stanford-ai-2021	1663	1	The	the	DT
stanford-ai-2021	1663	2	keywords	keyword	NNS
stanford-ai-2021	1663	3	chosen	choose	VBD
stanford-ai-2021	1663	4	for	for	IN
stanford-ai-2021	1663	5	the	the	DT
stanford-ai-2021	1663	6	classical	classical	JJ
stanford-ai-2021	1663	7	keywords	keyword	NNS
stanford-ai-2021	1663	8	category	category	NN
stanford-ai-2021	1663	9	were	be	VBD
stanford-ai-2021	1663	10	:	:	:
stanford-ai-2021	1663	11	Cognition	Cognition	NNP
stanford-ai-2021	1663	12	,	,	,
stanford-ai-2021	1663	13	Cognitive	Cognitive	NNP
stanford-ai-2021	1663	14	,	,	,
stanford-ai-2021	1663	15	Constraint	Constraint	NNP
stanford-ai-2021	1663	16	Satisfaction	Satisfaction	NNP
stanford-ai-2021	1663	17	,	,	,
stanford-ai-2021	1663	18	Game	Game	NNP
stanford-ai-2021	1663	19	Theoretic	Theoretic	NNP
stanford-ai-2021	1663	20	,	,	,
stanford-ai-2021	1663	21	Game	Game	NNP
stanford-ai-2021	1663	22	Theory	Theory	NNP
stanford-ai-2021	1663	23	,	,	,
stanford-ai-2021	1663	24	Heuristic	Heuristic	NNP
stanford-ai-2021	1663	25	Search	Search	NNP
stanford-ai-2021	1663	26	,	,	,
stanford-ai-2021	1663	27	Knowledge	Knowledge	NNP
stanford-ai-2021	1663	28	Representation	Representation	NNP
stanford-ai-2021	1663	29	,	,	,
stanford-ai-2021	1663	30	Learning	Learning	NNP
stanford-ai-2021	1663	31	,	,	,
stanford-ai-2021	1663	32	Logic	Logic	NNP
stanford-ai-2021	1663	33	,	,	,
stanford-ai-2021	1663	34	Logical	Logical	NNP
stanford-ai-2021	1663	35	,	,	,
stanford-ai-2021	1663	36	Multiagent	Multiagent	NNP
stanford-ai-2021	1663	37	,	,	,
stanford-ai-2021	1663	38	Natural	Natural	NNP
stanford-ai-2021	1663	39	Language	Language	NNP
stanford-ai-2021	1663	40	,	,	,
stanford-ai-2021	1663	41	Optimization	Optimization	NNP
stanford-ai-2021	1663	42	,	,	,
stanford-ai-2021	1663	43	Perception	Perception	NNP
stanford-ai-2021	1663	44	,	,	,
stanford-ai-2021	1663	45	Planning	planning	NN
stanford-ai-2021	1663	46	,	,	,
stanford-ai-2021	1663	47	Problem	Problem	NNP
stanford-ai-2021	1663	48	Solving	Solving	NNP
stanford-ai-2021	1663	49	,	,	,
stanford-ai-2021	1663	50	Reasoning	Reasoning	NNP
stanford-ai-2021	1663	51	,	,	,
stanford-ai-2021	1663	52	Robot	Robot	NNP
stanford-ai-2021	1663	53	,	,	,
stanford-ai-2021	1663	54	Robotics	Robotics	NNPS
stanford-ai-2021	1663	55	,	,	,
stanford-ai-2021	1663	56	Robots	Robots	NNPS
stanford-ai-2021	1663	57	,	,	,
stanford-ai-2021	1663	58	Scheduling	Scheduling	NNP
stanford-ai-2021	1663	59	,	,	,
stanford-ai-2021	1663	60	Uncertainty	Uncertainty	NNP
stanford-ai-2021	1663	61	,	,	,
stanford-ai-2021	1663	62	and	and	CC
stanford-ai-2021	1663	63	Vision	vision	NN
stanford-ai-2021	1663	64	.	.	.
stanford-ai-2021	1664	1	The	the	DT
stanford-ai-2021	1664	2	curated	curate	VBN
stanford-ai-2021	1664	3	trending	trend	VBG
stanford-ai-2021	1664	4	keywords	keyword	NNS
stanford-ai-2021	1664	5	were	be	VBD
stanford-ai-2021	1664	6	:	:	:
stanford-ai-2021	1664	7	Autonomous	autonomous	JJ
stanford-ai-2021	1664	8	,	,	,
stanford-ai-2021	1664	9	Boltzmann	Boltzmann	NNP
stanford-ai-2021	1664	10	Machine	Machine	NNP
stanford-ai-2021	1664	11	,	,	,
stanford-ai-2021	1664	12	Convolutional	Convolutional	NNP
stanford-ai-2021	1664	13	Networks	Networks	NNPS
stanford-ai-2021	1664	14	,	,	,
stanford-ai-2021	1664	15	Deep	Deep	NNP
stanford-ai-2021	1664	16	Learning	Learning	NNP
stanford-ai-2021	1664	17	,	,	,
stanford-ai-2021	1664	18	Deep	Deep	NNP
stanford-ai-2021	1664	19	Networks	Networks	NNP
stanford-ai-2021	1664	20	,	,	,
stanford-ai-2021	1664	21	Long	Long	NNP
stanford-ai-2021	1664	22	Short	Short	NNP
stanford-ai-2021	1664	23	Term	Term	NNP
stanford-ai-2021	1664	24	Memory	Memory	NNP
stanford-ai-2021	1664	25	,	,	,
stanford-ai-2021	1664	26	Machine	Machine	NNP
stanford-ai-2021	1664	27	Learning	Learning	NNP
stanford-ai-2021	1664	28	,	,	,
stanford-ai-2021	1664	29	Mapping	Mapping	NNP
stanford-ai-2021	1664	30	,	,	,
stanford-ai-2021	1664	31	Navigation	Navigation	NNP
stanford-ai-2021	1664	32	,	,	,
stanford-ai-2021	1664	33	Neural	Neural	NNP
stanford-ai-2021	1664	34	,	,	,
stanford-ai-2021	1664	35	Neural	Neural	NNP
stanford-ai-2021	1664	36	Network	Network	NNP
stanford-ai-2021	1664	37	,	,	,
stanford-ai-2021	1664	38	Reinforcement	Reinforcement	NNP
stanford-ai-2021	1664	39	Learning	Learning	NNP
stanford-ai-2021	1664	40	,	,	,
stanford-ai-2021	1664	41	Representation	Representation	NNP
stanford-ai-2021	1664	42	Learning	Learning	NNP
stanford-ai-2021	1664	43	,	,	,
stanford-ai-2021	1664	44	Robotics	Robotics	NNPS
stanford-ai-2021	1664	45	,	,	,
stanford-ai-2021	1664	46	Self	Self	NNP
stanford-ai-2021	1664	47	Driving	driving	NN
stanford-ai-2021	1664	48	,	,	,
stanford-ai-2021	1664	49	Self-	self-	IN
stanford-ai-2021	1664	50	Driving	driving	NN
stanford-ai-2021	1664	51	,	,	,
stanford-ai-2021	1664	52	Sensing	Sensing	NNP
stanford-ai-2021	1664	53	,	,	,
stanford-ai-2021	1664	54	Slam	Slam	NNP
stanford-ai-2021	1664	55	,	,	,
stanford-ai-2021	1664	56	Supervised	supervise	VBN
stanford-ai-2021	1664	57	/	/	SYM
stanford-ai-2021	1664	58	Unsupervised	Unsupervised	NNP
stanford-ai-2021	1664	59	Learning	Learning	NNP
stanford-ai-2021	1664	60	,	,	,
stanford-ai-2021	1664	61	and	and	CC
stanford-ai-2021	1664	62	Unmanned	unmanned	JJ
stanford-ai-2021	1664	63	.	.	.
stanford-ai-2021	1665	1	The	the	DT
stanford-ai-2021	1665	2	terms	term	NNS
stanford-ai-2021	1665	3	searched	search	VBD
stanford-ai-2021	1665	4	for	for	IN
stanford-ai-2021	1665	5	were	be	VBD
stanford-ai-2021	1665	6	based	base	VBN
stanford-ai-2021	1665	7	on	on	IN
stanford-ai-2021	1665	8	the	the	DT
stanford-ai-2021	1665	9	issues	issue	NNS
stanford-ai-2021	1665	10	exposed	expose	VBN
stanford-ai-2021	1665	11	and	and	CC
stanford-ai-2021	1665	12	identified	identify	VBN
stanford-ai-2021	1665	13	in	in	IN
stanford-ai-2021	1665	14	papers	paper	NNS
stanford-ai-2021	1665	15	below	below	RB
stanford-ai-2021	1665	16	,	,	,
stanford-ai-2021	1665	17	and	and	CC
stanford-ai-2021	1665	18	also	also	RB
stanford-ai-2021	1665	19	on	on	IN
stanford-ai-2021	1665	20	the	the	DT
stanford-ai-2021	1665	21	topics	topic	NNS
stanford-ai-2021	1665	22	called	call	VBN
stanford-ai-2021	1665	23	for	for	IN
stanford-ai-2021	1665	24	discussion	discussion	NN
stanford-ai-2021	1665	25	in	in	IN
stanford-ai-2021	1665	26	the	the	DT
stanford-ai-2021	1665	27	First	First	NNP
stanford-ai-2021	1665	28	AAAI	AAAI	NNP
stanford-ai-2021	1665	29	/	/	SYM
stanford-ai-2021	1665	30	ACM	ACM	NNP
stanford-ai-2021	1665	31	Conference	Conference	NNP
stanford-ai-2021	1665	32	on	on	IN
stanford-ai-2021	1665	33	AI	AI	NNP
stanford-ai-2021	1665	34	,	,	,
stanford-ai-2021	1665	35	Ethics	Ethics	NNP
stanford-ai-2021	1665	36	,	,	,
stanford-ai-2021	1665	37	and	and	CC
stanford-ai-2021	1665	38	Society	society	NN
stanford-ai-2021	1665	39	.	.	.
stanford-ai-2021	1666	1	J.	J.	NNP
stanford-ai-2021	1666	2	Bossmann	Bossmann	NNP
stanford-ai-2021	1666	3	.	.	.
stanford-ai-2021	1667	1	Top	top	JJ
stanford-ai-2021	1667	2	9	9	CD
stanford-ai-2021	1667	3	Ethical	Ethical	NNP
stanford-ai-2021	1667	4	Issues	Issues	NNPS
stanford-ai-2021	1667	5	in	in	IN
stanford-ai-2021	1667	6	Artificial	Artificial	NNP
stanford-ai-2021	1667	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1667	8	.	.	.
stanford-ai-2021	1668	1	2016	2016	CD
stanford-ai-2021	1668	2	.	.	.
stanford-ai-2021	1669	1	World	World	NNP
stanford-ai-2021	1669	2	Economic	Economic	NNP
stanford-ai-2021	1669	3	Forum	Forum	NNP
stanford-ai-2021	1669	4	.	.	.
stanford-ai-2021	1670	1	Emanuelle	Emanuelle	NNP
stanford-ai-2021	1670	2	Burton	Burton	NNP
stanford-ai-2021	1670	3	,	,	,
stanford-ai-2021	1670	4	Judy	Judy	NNP
stanford-ai-2021	1670	5	Goldsmith	Goldsmith	NNP
stanford-ai-2021	1670	6	,	,	,
stanford-ai-2021	1670	7	Sven	Sven	NNP
stanford-ai-2021	1670	8	Koenig	Koenig	NNP
stanford-ai-2021	1670	9	,	,	,
stanford-ai-2021	1670	10	Benjamin	Benjamin	NNP
stanford-ai-2021	1670	11	Kuipers	Kuipers	NNP
stanford-ai-2021	1670	12	,	,	,
stanford-ai-2021	1670	13	Nicholas	Nicholas	NNP
stanford-ai-2021	1670	14	Mattei	Mattei	NNP
stanford-ai-2021	1670	15	,	,	,
stanford-ai-2021	1670	16	and	and	CC
stanford-ai-2021	1670	17	Toby	Toby	NNP
stanford-ai-2021	1670	18	Walsh	Walsh	NNP
stanford-ai-2021	1670	19	.	.	.
stanford-ai-2021	1671	1	Ethical	Ethical	NNP
stanford-ai-2021	1671	2	Considerations	Considerations	NNPS
stanford-ai-2021	1671	3	in	in	IN
stanford-ai-2021	1671	4	Artificial	Artificial	NNP
stanford-ai-2021	1671	5	Intelligence	Intelligence	NNP
stanford-ai-2021	1671	6	Courses	Courses	NNPS
stanford-ai-2021	1671	7	.	.	.
stanford-ai-2021	1672	1	AI	AI	NNP
stanford-ai-2021	1672	2	Magazine	Magazine	NNP
stanford-ai-2021	1672	3	,	,	,
stanford-ai-2021	1672	4	38(2):22–34	38(2):22–34	CD
stanford-ai-2021	1672	5	,	,	,
stanford-ai-2021	1672	6	2017	2017	CD
stanford-ai-2021	1672	7	.	.	.
stanford-ai-2021	1673	1	The	the	DT
stanford-ai-2021	1673	2	Royal	Royal	NNP
stanford-ai-2021	1673	3	Society	Society	NNP
stanford-ai-2021	1673	4	Working	Working	NNP
stanford-ai-2021	1673	5	Group	Group	NNP
stanford-ai-2021	1673	6	,	,	,
stanford-ai-2021	1673	7	P.	P.	NNP
stanford-ai-2021	1673	8	Donnelly	Donnelly	NNP
stanford-ai-2021	1673	9	,	,	,
stanford-ai-2021	1673	10	R.	R.	NNP
stanford-ai-2021	1673	11	Browsword	Browsword	NNP
stanford-ai-2021	1673	12	,	,	,
stanford-ai-2021	1673	13	Z.	Z.	NNP
stanford-ai-2021	1673	14	Gharamani	Gharamani	NNP
stanford-ai-2021	1673	15	,	,	,
stanford-ai-2021	1673	16	N.	N.	NNP
stanford-ai-2021	1673	17	Griffiths	Griffiths	NNP
stanford-ai-2021	1673	18	,	,	,
stanford-ai-2021	1673	19	D.	D.	NNP
stanford-ai-2021	1673	20	Hassabis	Hassabis	NNPS
stanford-ai-2021	1673	21	,	,	,
stanford-ai-2021	1673	22	S.	S.	NNP
stanford-ai-2021	1673	23	Hauert	Hauert	NNP
stanford-ai-2021	1673	24	,	,	,
stanford-ai-2021	1673	25	H.	H.	NNP
stanford-ai-2021	1673	26	Hauser	Hauser	NNP
stanford-ai-2021	1673	27	,	,	,
stanford-ai-2021	1673	28	N.	N.	NNP
stanford-ai-2021	1673	29	Jennings	Jennings	NNP
stanford-ai-2021	1673	30	,	,	,
stanford-ai-2021	1673	31	N.	N.	NNP
stanford-ai-2021	1673	32	Lawrence	Lawrence	NNP
stanford-ai-2021	1673	33	,	,	,
stanford-ai-2021	1673	34	S.	S.	NNP
stanford-ai-2021	1673	35	Olhede	Olhede	NNP
stanford-ai-2021	1673	36	,	,	,
stanford-ai-2021	1673	37	M.	M.	NNP
stanford-ai-2021	1673	38	du	du	NNP
stanford-ai-2021	1673	39	Sautoy	Sautoy	NNP
stanford-ai-2021	1673	40	,	,	,
stanford-ai-2021	1673	41	Y.W.	Y.W.	NNP
stanford-ai-2021	1674	1	Teh	Teh	NNP
stanford-ai-2021	1674	2	,	,	,
stanford-ai-2021	1674	3	J.	J.	NNP
stanford-ai-2021	1674	4	Thornton	Thornton	NNP
stanford-ai-2021	1674	5	,	,	,
stanford-ai-2021	1674	6	C.	C.	NNP
stanford-ai-2021	1674	7	Craig	Craig	NNP
stanford-ai-2021	1674	8	,	,	,
stanford-ai-2021	1674	9	N.	N.	NNP
stanford-ai-2021	1674	10	McCarthy	McCarthy	NNP
stanford-ai-2021	1674	11	,	,	,
stanford-ai-2021	1674	12	J.	J.	NNP
stanford-ai-2021	1674	13	Montgomery	Montgomery	NNP
stanford-ai-2021	1674	14	,	,	,
stanford-ai-2021	1674	15	T.	T.	NNP
stanford-ai-2021	1674	16	Hughes	Hughes	NNP
stanford-ai-2021	1674	17	,	,	,
stanford-ai-2021	1674	18	F.	F.	NNP
stanford-ai-2021	1674	19	Fourniol	Fourniol	NNP
stanford-ai-2021	1674	20	,	,	,
stanford-ai-2021	1674	21	S.	S.	NNP
stanford-ai-2021	1674	22	Odell	Odell	NNP
stanford-ai-2021	1674	23	,	,	,
stanford-ai-2021	1674	24	W.	W.	NNP
stanford-ai-2021	1674	25	Kay	Kay	NNP
stanford-ai-2021	1674	26	,	,	,
stanford-ai-2021	1674	27	T.	T.	NNP
stanford-ai-2021	1674	28	McBride	McBride	NNP
stanford-ai-2021	1674	29	,	,	,
stanford-ai-2021	1674	30	N.	N.	NNP
stanford-ai-2021	1674	31	Green	Green	NNP
stanford-ai-2021	1674	32	,	,	,
stanford-ai-2021	1674	33	B.	B.	NNP
stanford-ai-2021	1674	34	Gordon	Gordon	NNP
stanford-ai-2021	1674	35	,	,	,
stanford-ai-2021	1674	36	A.	A.	NNP
stanford-ai-2021	1674	37	Berditchevskaia	Berditchevskaia	NNP
stanford-ai-2021	1674	38	,	,	,
stanford-ai-2021	1674	39	A.	a.	NN
stanford-ai-2021	1674	40	Dearman	Dearman	NNP
stanford-ai-2021	1674	41	,	,	,
stanford-ai-2021	1674	42	C.	C.	NNP
stanford-ai-2021	1674	43	Dyer	Dyer	NNP
stanford-ai-2021	1674	44	,	,	,
stanford-ai-2021	1674	45	F.	F.	NNP
stanford-ai-2021	1674	46	McLaughlin	McLaughlin	NNP
stanford-ai-2021	1674	47	,	,	,
stanford-ai-2021	1674	48	M.	M.	NNP
stanford-ai-2021	1674	49	Lynch	Lynch	NNP
stanford-ai-2021	1674	50	,	,	,
stanford-ai-2021	1674	51	G.	G.	NNP
stanford-ai-2021	1674	52	Richardson	Richardson	NNP
stanford-ai-2021	1674	53	,	,	,
stanford-ai-2021	1674	54	C.	C.	NNP
stanford-ai-2021	1674	55	Williams	Williams	NNP
stanford-ai-2021	1674	56	,	,	,
stanford-ai-2021	1674	57	and	and	CC
stanford-ai-2021	1674	58	T.	T.	NNP
stanford-ai-2021	1674	59	Simpson	Simpson	NNP
stanford-ai-2021	1674	60	.	.	.
stanford-ai-2021	1675	1	Machine	Machine	NNP
stanford-ai-2021	1675	2	Learning	Learning	NNP
stanford-ai-2021	1675	3	:	:	:
stanford-ai-2021	1675	4	The	the	DT
stanford-ai-2021	1675	5	Power	Power	NNP
stanford-ai-2021	1675	6	and	and	CC
stanford-ai-2021	1675	7	Promise	Promise	NNP
stanford-ai-2021	1675	8	of	of	IN
stanford-ai-2021	1675	9	Computers	Computers	NNPS
stanford-ai-2021	1675	10	That	that	WDT
stanford-ai-2021	1675	11	Learn	learn	VBP
stanford-ai-2021	1675	12	by	by	IN
stanford-ai-2021	1675	13	Example	example	NN
stanford-ai-2021	1675	14	.	.	.
stanford-ai-2021	1676	1	The	the	DT
stanford-ai-2021	1676	2	Royal	Royal	NNP
stanford-ai-2021	1676	3	Society	Society	NNP
stanford-ai-2021	1676	4	,	,	,
stanford-ai-2021	1676	5	2017	2017	CD
stanford-ai-2021	1676	6	.	.	.
stanford-ai-2021	1677	1	C	c	NN
stanford-ai-2021	1677	2	H	h	NN
stanford-ai-2021	1677	3	A	a	NN
stanford-ai-2021	1677	4	P	p	NN
stanford-ai-2021	1677	5	T	t	NN
stanford-ai-2021	1677	6	E	e	NN
stanford-ai-2021	1677	7	R	r	NN
stanford-ai-2021	1677	8	5	5	CD
stanford-ai-2021	1677	9	:	:	:
stanford-ai-2021	1677	10	E	e	NN
stanford-ai-2021	1677	11	T	t	NN
stanford-ai-2021	1677	12	H	h	NN
stanford-ai-2021	1677	13	I	i	NN
stanford-ai-2021	1677	14	C	c	NN
stanford-ai-2021	1677	15	A	a	NN
stanford-ai-2021	1677	16	L	l	NN
stanford-ai-2021	1677	17	C	c	NN
stanford-ai-2021	1677	18	H	h	NN
stanford-ai-2021	1677	19	A	a	NN
stanford-ai-2021	1677	20	L	l	NN
stanford-ai-2021	1677	21	L	l	NN
stanford-ai-2021	1677	22	E	e	NN
stanford-ai-2021	1677	23	N	n	NN
stanford-ai-2021	1677	24	G	g	NN
stanford-ai-2021	1677	25	E	e	NN
stanford-ai-2021	1677	26	S	s	NN
stanford-ai-2021	1677	27	O	o	NN
stanford-ai-2021	1677	28	F	f	NN
stanford-ai-2021	1677	29	A	a	NN
stanford-ai-2021	1677	30	I	i	NN
stanford-ai-2021	1677	31	A	a	NN
stanford-ai-2021	1677	32	P	p	NN
stanford-ai-2021	1677	33	P	p	NN
stanford-ai-2021	1677	34	L	l	NN
stanford-ai-2021	1677	35	I	i	NN
stanford-ai-2021	1677	36	C	c	NN
stanford-ai-2021	1677	37	AT	at	IN
stanford-ai-2021	1677	38	I	i	NN
stanford-ai-2021	1677	39	O	o	NN
stanford-ai-2021	1677	40	N	n	NN
stanford-ai-2021	1677	41	S	s	NN
stanford-ai-2021	1677	42	A	a	NN
stanford-ai-2021	1677	43	P	p	NN
stanford-ai-2021	1677	44	P	p	NN
stanford-ai-2021	1677	45	E	e	NN
stanford-ai-2021	1677	46	N	n	NN
stanford-ai-2021	1677	47	D	d	NN
stanford-ai-2021	1677	48	I	i	NN
stanford-ai-2021	1677	49	X	x	NN
stanford-ai-2021	1677	50	https://arxiv.org/pdf/1809.08328.pdf	https://arxiv.org/pdf/1809.08328.pdf	FW
stanford-ai-2021	1677	51	https://arxiv.org/pdf/1809.08328.pdf	https://arxiv.org/pdf/1809.08328.pdf	FW
stanford-ai-2021	1677	52	https://arxiv.org/pdf/1809.08328.pdf	https://arxiv.org/pdf/1809.08328.pdf	NN
stanford-ai-2021	1677	53	https://www.weforum.org/agenda/2016/10/top-10-ethical-issues-in-artificial-intelligence/	https://www.weforum.org/agenda/2016/10/top-10-ethical-issues-in-artificial-intelligence/	NNP
stanford-ai-2021	1677	54	TA	TA	NNP
stanford-ai-2021	1677	55	B	B	NNP
stanford-ai-2021	1677	56	L	l	NN
stanford-ai-2021	1677	57	E	e	NN
stanford-ai-2021	1677	58	O	o	NN
stanford-ai-2021	1677	59	F	f	NN
stanford-ai-2021	1677	60	C	c	NN
stanford-ai-2021	1677	61	O	o	NN
stanford-ai-2021	1677	62	N	n	NN
stanford-ai-2021	1677	63	T	t	NN
stanford-ai-2021	1677	64	E	e	NN
stanford-ai-2021	1677	65	N	n	NN
stanford-ai-2021	1677	66	T	t	NN
stanford-ai-2021	1677	67	S	s	NN
stanford-ai-2021	1677	68	2	2	CD
stanford-ai-2021	1677	69	1	1	CD
stanford-ai-2021	1677	70	3A	3A	NNP
stanford-ai-2021	1677	71	P	P	NNP
stanford-ai-2021	1677	72	P	p	NN
stanford-ai-2021	1677	73	E	e	NN
stanford-ai-2021	1677	74	N	n	NN
stanford-ai-2021	1677	75	D	d	NN
stanford-ai-2021	1677	76	I	i	NN
stanford-ai-2021	1677	77	X	X	NNP
stanford-ai-2021	1677	78	Artificial	Artificial	NNP
stanford-ai-2021	1677	79	Intelligence	Intelligence	NNP
stanford-ai-2021	1677	80	Index	Index	NNP
stanford-ai-2021	1677	81	Report	Report	NNP
stanford-ai-2021	1677	82	2021	2021	CD
stanford-ai-2021	1677	83	Conference	Conference	NNP
stanford-ai-2021	1677	84	and	and	CC
stanford-ai-2021	1677	85	Public	Public	NNP
stanford-ai-2021	1677	86	Venue	Venue	NNP
stanford-ai-2021	1677	87	-	-	HYPH
stanford-ai-2021	1677	88	Sample	Sample	NNP
stanford-ai-2021	1677	89	The	the	DT
stanford-ai-2021	1677	90	AI	AI	NNP
stanford-ai-2021	1677	91	group	group	NN
stanford-ai-2021	1677	92	contains	contain	VBZ
stanford-ai-2021	1677	93	papers	paper	NNS
stanford-ai-2021	1677	94	from	from	IN
stanford-ai-2021	1677	95	the	the	DT
stanford-ai-2021	1677	96	main	main	JJ
stanford-ai-2021	1677	97	artificial	artificial	JJ
stanford-ai-2021	1677	98	intelligence	intelligence	NN
stanford-ai-2021	1677	99	and	and	CC
stanford-ai-2021	1677	100	machine	machine	NN
stanford-ai-2021	1677	101	learning	learning	NN
stanford-ai-2021	1677	102	conferences	conference	NNS
stanford-ai-2021	1677	103	such	such	JJ
stanford-ai-2021	1677	104	as	as	IN
stanford-ai-2021	1677	105	AAAI	AAAI	NNP
stanford-ai-2021	1677	106	,	,	,
stanford-ai-2021	1677	107	IJCAI	IJCAI	NNP
stanford-ai-2021	1677	108	,	,	,
stanford-ai-2021	1677	109	ICML	ICML	NNP
stanford-ai-2021	1677	110	,	,	,
stanford-ai-2021	1677	111	and	and	CC
stanford-ai-2021	1677	112	NIPS	NIPS	NNP
stanford-ai-2021	1677	113	and	and	CC
stanford-ai-2021	1677	114	also	also	RB
stanford-ai-2021	1677	115	from	from	IN
stanford-ai-2021	1677	116	both	both	CC
stanford-ai-2021	1677	117	the	the	DT
stanford-ai-2021	1677	118	Artificial	Artificial	NNP
stanford-ai-2021	1677	119	Intelligence	Intelligence	NNP
stanford-ai-2021	1677	120	Journal	Journal	NNP
stanford-ai-2021	1677	121	and	and	CC
stanford-ai-2021	1677	122	the	the	DT
stanford-ai-2021	1677	123	Journal	Journal	NNP
stanford-ai-2021	1677	124	of	of	IN
stanford-ai-2021	1677	125	Artificial	Artificial	NNP
stanford-ai-2021	1677	126	Intelligence	Intelligence	NNP
stanford-ai-2021	1677	127	Research	Research	NNP
stanford-ai-2021	1677	128	(	(	-LRB-
stanford-ai-2021	1677	129	JAIR	JAIR	NNP
stanford-ai-2021	1677	130	)	)	-RRB-
stanford-ai-2021	1677	131	.	.	.
stanford-ai-2021	1678	1	The	the	DT
stanford-ai-2021	1678	2	robotics	robotic	NNS
stanford-ai-2021	1678	3	group	group	NN
stanford-ai-2021	1678	4	contains	contain	VBZ
stanford-ai-2021	1678	5	papers	paper	NNS
stanford-ai-2021	1678	6	published	publish	VBN
stanford-ai-2021	1678	7	in	in	IN
stanford-ai-2021	1678	8	the	the	DT
stanford-ai-2021	1678	9	IEEE	IEEE	NNP
stanford-ai-2021	1678	10	Transactions	Transactions	NNPS
stanford-ai-2021	1678	11	on	on	IN
stanford-ai-2021	1678	12	Robotics	Robotics	NNPS
stanford-ai-2021	1678	13	and	and	CC
stanford-ai-2021	1678	14	Automation	Automation	NNP
stanford-ai-2021	1678	15	(	(	-LRB-
stanford-ai-2021	1678	16	now	now	RB
stanford-ai-2021	1678	17	known	know	VBN
stanford-ai-2021	1678	18	as	as	IN
stanford-ai-2021	1678	19	IEEE	IEEE	NNP
stanford-ai-2021	1678	20	Transactions	Transactions	NNPS
stanford-ai-2021	1678	21	on	on	IN
stanford-ai-2021	1678	22	Robotics	Robotics	NNPS
stanford-ai-2021	1678	23	)	)	-RRB-
stanford-ai-2021	1678	24	,	,	,
stanford-ai-2021	1678	25	ICRA	ICRA	NNP
stanford-ai-2021	1678	26	,	,	,
stanford-ai-2021	1678	27	and	and	CC
stanford-ai-2021	1678	28	IROS	IROS	NNP
stanford-ai-2021	1678	29	.	.	.
stanford-ai-2021	1679	1	The	the	DT
stanford-ai-2021	1679	2	CS	CS	NNP
stanford-ai-2021	1679	3	group	group	NN
stanford-ai-2021	1679	4	contains	contain	VBZ
stanford-ai-2021	1679	5	papers	paper	NNS
stanford-ai-2021	1679	6	published	publish	VBN
stanford-ai-2021	1679	7	in	in	IN
stanford-ai-2021	1679	8	the	the	DT
stanford-ai-2021	1679	9	mainstream	mainstream	JJ
stanford-ai-2021	1679	10	computer	computer	NN
stanford-ai-2021	1679	11	science	science	NN
stanford-ai-2021	1679	12	venues	venue	NNS
stanford-ai-2021	1679	13	such	such	JJ
stanford-ai-2021	1679	14	as	as	IN
stanford-ai-2021	1679	15	the	the	DT
stanford-ai-2021	1679	16	Communications	Communications	NNPS
stanford-ai-2021	1679	17	of	of	IN
stanford-ai-2021	1679	18	the	the	DT
stanford-ai-2021	1679	19	ACM	ACM	NNP
stanford-ai-2021	1679	20	,	,	,
stanford-ai-2021	1679	21	IEEE	IEEE	NNP
stanford-ai-2021	1679	22	Computer	Computer	NNP
stanford-ai-2021	1679	23	,	,	,
stanford-ai-2021	1679	24	ACM	ACM	NNP
stanford-ai-2021	1679	25	Computing	Computing	NNP
stanford-ai-2021	1679	26	Surveys	Surveys	NNP
stanford-ai-2021	1679	27	,	,	,
stanford-ai-2021	1679	28	and	and	CC
stanford-ai-2021	1679	29	the	the	DT
stanford-ai-2021	1679	30	ACM	ACM	NNP
stanford-ai-2021	1679	31	and	and	CC
stanford-ai-2021	1679	32	IEEE	IEEE	NNP
stanford-ai-2021	1679	33	Transactions	Transactions	NNPS
stanford-ai-2021	1679	34	.	.	.
stanford-ai-2021	1680	1	Codebase	codebase	VB
stanford-ai-2021	1680	2	The	the	DT
stanford-ai-2021	1680	3	code	code	NN
stanford-ai-2021	1680	4	and	and	CC
stanford-ai-2021	1680	5	data	datum	NNS
stanford-ai-2021	1680	6	are	be	VBP
stanford-ai-2021	1680	7	hosted	host	VBN
stanford-ai-2021	1680	8	in	in	IN
stanford-ai-2021	1680	9	this	this	DT
stanford-ai-2021	1680	10	GitHub	GitHub	NNP
stanford-ai-2021	1680	11	repository	repository	NN
stanford-ai-2021	1680	12	.	.	.
stanford-ai-2021	1681	1	C	c	NN
stanford-ai-2021	1681	2	H	h	NN
stanford-ai-2021	1681	3	A	a	NN
stanford-ai-2021	1681	4	P	p	NN
stanford-ai-2021	1681	5	T	t	NN
stanford-ai-2021	1681	6	E	e	NN
stanford-ai-2021	1681	7	R	r	NN
stanford-ai-2021	1681	8	5	5	CD
stanford-ai-2021	1681	9	:	:	:
stanford-ai-2021	1681	10	E	e	NN
stanford-ai-2021	1681	11	T	t	NN
stanford-ai-2021	1681	12	H	h	NN
stanford-ai-2021	1681	13	I	i	NN
stanford-ai-2021	1681	14	C	c	NN
stanford-ai-2021	1681	15	A	a	NN
stanford-ai-2021	1681	16	L	l	NN
stanford-ai-2021	1681	17	C	c	NN
stanford-ai-2021	1681	18	H	h	NN
stanford-ai-2021	1681	19	A	a	NN
stanford-ai-2021	1681	20	L	l	NN
stanford-ai-2021	1681	21	L	l	NN
stanford-ai-2021	1681	22	E	e	NN
stanford-ai-2021	1681	23	N	n	NN
stanford-ai-2021	1681	24	G	g	NN
stanford-ai-2021	1681	25	E	e	NN
stanford-ai-2021	1681	26	S	s	NN
stanford-ai-2021	1681	27	O	o	NN
stanford-ai-2021	1681	28	F	f	NN
stanford-ai-2021	1681	29	A	a	NN
stanford-ai-2021	1681	30	I	i	NN
stanford-ai-2021	1681	31	A	a	NN
stanford-ai-2021	1681	32	P	p	NN
stanford-ai-2021	1681	33	P	p	NN
stanford-ai-2021	1681	34	L	l	NN
stanford-ai-2021	1681	35	I	i	NN
stanford-ai-2021	1681	36	C	c	NN
stanford-ai-2021	1681	37	AT	at	IN
stanford-ai-2021	1681	38	I	i	NN
stanford-ai-2021	1681	39	O	o	NN
stanford-ai-2021	1681	40	N	n	NN
stanford-ai-2021	1681	41	S	s	NN
stanford-ai-2021	1681	42	A	a	NN
stanford-ai-2021	1681	43	P	p	NN
stanford-ai-2021	1681	44	P	p	NN
stanford-ai-2021	1681	45	E	e	NN
stanford-ai-2021	1681	46	N	n	NN
stanford-ai-2021	1681	47	D	d	NN
stanford-ai-2021	1681	48	I	i	NN
stanford-ai-2021	1681	49	X	x	NN
stanford-ai-2021	1681	50	https://github.com/marceloprates/Ethics-AI-Data	https://github.com/marceloprates/ethics-ai-data	ADD
stanford-ai-2021	1681	51	TA	TA	NNP
stanford-ai-2021	1681	52	B	b	NN
stanford-ai-2021	1681	53	L	l	NN
stanford-ai-2021	1681	54	E	e	NN
stanford-ai-2021	1681	55	O	o	NN
stanford-ai-2021	1681	56	F	f	NN
stanford-ai-2021	1681	57	C	c	NN
stanford-ai-2021	1681	58	O	o	NN
stanford-ai-2021	1681	59	N	n	NN
stanford-ai-2021	1681	60	T	t	NN
stanford-ai-2021	1681	61	E	e	NN
stanford-ai-2021	1681	62	N	n	NN
stanford-ai-2021	1681	63	T	t	NN
stanford-ai-2021	1681	64	S	s	NN
stanford-ai-2021	1681	65	2	2	CD
stanford-ai-2021	1681	66	1	1	CD
stanford-ai-2021	1681	67	4A	4a	NN
stanford-ai-2021	1681	68	P	p	NN
stanford-ai-2021	1681	69	P	p	NN
stanford-ai-2021	1681	70	E	e	NN
stanford-ai-2021	1681	71	N	n	NN
stanford-ai-2021	1681	72	D	d	NN
stanford-ai-2021	1681	73	I	i	NN
stanford-ai-2021	1681	74	X	X	NNP
stanford-ai-2021	1681	75	Artificial	Artificial	NNP
stanford-ai-2021	1681	76	Intelligence	Intelligence	NNP
stanford-ai-2021	1681	77	Index	Index	NNP
stanford-ai-2021	1681	78	Report	Report	NNP
stanford-ai-2021	1681	79	2021	2021	CD
stanford-ai-2021	1681	80	L	L	NNP
stanford-ai-2021	1681	81	I	i	NN
stanford-ai-2021	1681	82	N	n	NN
stanford-ai-2021	1681	83	K	k	NN
stanford-ai-2021	1681	84	E	e	NN
stanford-ai-2021	1681	85	D	d	NN
stanford-ai-2021	1681	86	I	i	NN
stanford-ai-2021	1681	87	N	n	NN
stanford-ai-2021	1681	88	AI	AI	NNP
stanford-ai-2021	1681	89	Skills	Skills	NNPS
stanford-ai-2021	1681	90	Penetration	Penetration	NNP
stanford-ai-2021	1681	91	The	the	DT
stanford-ai-2021	1681	92	aim	aim	NN
stanford-ai-2021	1681	93	of	of	IN
stanford-ai-2021	1681	94	this	this	DT
stanford-ai-2021	1681	95	indicator	indicator	NN
stanford-ai-2021	1681	96	is	be	VBZ
stanford-ai-2021	1681	97	to	to	TO
stanford-ai-2021	1681	98	measure	measure	VB
stanford-ai-2021	1681	99	the	the	DT
stanford-ai-2021	1681	100	intensity	intensity	NN
stanford-ai-2021	1681	101	of	of	IN
stanford-ai-2021	1681	102	AI	AI	NNP
stanford-ai-2021	1681	103	skills	skill	VBZ
stanford-ai-2021	1681	104	in	in	IN
stanford-ai-2021	1681	105	an	an	DT
stanford-ai-2021	1681	106	entity	entity	NN
stanford-ai-2021	1681	107	(	(	-LRB-
stanford-ai-2021	1681	108	in	in	IN
stanford-ai-2021	1681	109	a	a	DT
stanford-ai-2021	1681	110	particular	particular	JJ
stanford-ai-2021	1681	111	country	country	NN
stanford-ai-2021	1681	112	,	,	,
stanford-ai-2021	1681	113	industry	industry	NN
stanford-ai-2021	1681	114	,	,	,
stanford-ai-2021	1681	115	gender	gender	NN
stanford-ai-2021	1681	116	,	,	,
stanford-ai-2021	1681	117	etc	etc	FW
stanford-ai-2021	1681	118	.	.	.
stanford-ai-2021	1681	119	)	)	-RRB-
stanford-ai-2021	1682	1	through	through	IN
stanford-ai-2021	1682	2	the	the	DT
stanford-ai-2021	1682	3	following	following	JJ
stanford-ai-2021	1682	4	methodology	methodology	NN
stanford-ai-2021	1682	5	:	:	:
stanford-ai-2021	1682	6	•	•	NNP
stanford-ai-2021	1682	7	Compute	Compute	NNP
stanford-ai-2021	1682	8	frequencies	frequencie	VBZ
stanford-ai-2021	1682	9	for	for	IN
stanford-ai-2021	1682	10	all	all	DT
stanford-ai-2021	1682	11	self	self	NN
stanford-ai-2021	1682	12	-	-	HYPH
stanford-ai-2021	1682	13	added	add	VBN
stanford-ai-2021	1682	14	skills	skill	NNS
stanford-ai-2021	1682	15	by	by	IN
stanford-ai-2021	1682	16	LinkedIn	linkedin	JJ
stanford-ai-2021	1682	17	members	member	NNS
stanford-ai-2021	1682	18	in	in	IN
stanford-ai-2021	1682	19	a	a	DT
stanford-ai-2021	1682	20	given	give	VBN
stanford-ai-2021	1682	21	entity	entity	NN
stanford-ai-2021	1682	22	(	(	-LRB-
stanford-ai-2021	1682	23	occupation	occupation	NN
stanford-ai-2021	1682	24	,	,	,
stanford-ai-2021	1682	25	industry	industry	NN
stanford-ai-2021	1682	26	,	,	,
stanford-ai-2021	1682	27	etc	etc	FW
stanford-ai-2021	1682	28	.	.	.
stanford-ai-2021	1682	29	)	)	-RRB-
stanford-ai-2021	1683	1	in	in	IN
stanford-ai-2021	1683	2	2015–2020	2015–2020	CD
stanford-ai-2021	1683	3	.	.	.
stanford-ai-2021	1684	1	•	•	NNP
stanford-ai-2021	1684	2	Re	re	NN
stanford-ai-2021	1684	3	-	-	JJ
stanford-ai-2021	1684	4	weight	weight	JJ
stanford-ai-2021	1684	5	skill	skill	NN
stanford-ai-2021	1684	6	frequencies	frequency	NNS
stanford-ai-2021	1684	7	using	use	VBG
stanford-ai-2021	1684	8	a	a	DT
stanford-ai-2021	1684	9	TF	TF	NNP
stanford-ai-2021	1684	10	-	-	HYPH
stanford-ai-2021	1684	11	IDF	IDF	NNP
stanford-ai-2021	1684	12	model	model	NN
stanford-ai-2021	1684	13	to	to	TO
stanford-ai-2021	1684	14	get	get	VB
stanford-ai-2021	1684	15	the	the	DT
stanford-ai-2021	1684	16	top	top	JJ
stanford-ai-2021	1684	17	50	50	CD
stanford-ai-2021	1684	18	most	most	JJS
stanford-ai-2021	1684	19	representative	representative	JJ
stanford-ai-2021	1684	20	skills	skill	NNS
stanford-ai-2021	1684	21	in	in	IN
stanford-ai-2021	1684	22	that	that	DT
stanford-ai-2021	1684	23	entity	entity	NN
stanford-ai-2021	1684	24	.	.	.
stanford-ai-2021	1685	1	These	these	DT
stanford-ai-2021	1685	2	50	50	CD
stanford-ai-2021	1685	3	skills	skill	NNS
stanford-ai-2021	1685	4	compose	compose	VBP
stanford-ai-2021	1685	5	the	the	DT
stanford-ai-2021	1685	6	“	"	``
stanford-ai-2021	1685	7	skill	skill	NN
stanford-ai-2021	1685	8	genome	genome	NN
stanford-ai-2021	1685	9	”	"	''
stanford-ai-2021	1685	10	of	of	IN
stanford-ai-2021	1685	11	that	that	DT
stanford-ai-2021	1685	12	entity	entity	NN
stanford-ai-2021	1685	13	.	.	.
stanford-ai-2021	1686	1	•	•	VB
stanford-ai-2021	1686	2	Compute	compute	VB
stanford-ai-2021	1686	3	the	the	DT
stanford-ai-2021	1686	4	share	share	NN
stanford-ai-2021	1686	5	of	of	IN
stanford-ai-2021	1686	6	skills	skill	NNS
stanford-ai-2021	1686	7	that	that	WDT
stanford-ai-2021	1686	8	belong	belong	VBP
stanford-ai-2021	1686	9	to	to	IN
stanford-ai-2021	1686	10	the	the	DT
stanford-ai-2021	1686	11	AI	AI	NNP
stanford-ai-2021	1686	12	skill	skill	NN
stanford-ai-2021	1686	13	group	group	NN
stanford-ai-2021	1686	14	out	out	IN
stanford-ai-2021	1686	15	of	of	IN
stanford-ai-2021	1686	16	the	the	DT
stanford-ai-2021	1686	17	top	top	JJ
stanford-ai-2021	1686	18	skills	skill	NNS
stanford-ai-2021	1686	19	in	in	IN
stanford-ai-2021	1686	20	the	the	DT
stanford-ai-2021	1686	21	selected	select	VBN
stanford-ai-2021	1686	22	entity	entity	NN
stanford-ai-2021	1686	23	.	.	.
stanford-ai-2021	1687	1	Interpretation	interpretation	NN
stanford-ai-2021	1687	2	:	:	:
stanford-ai-2021	1687	3	The	the	DT
stanford-ai-2021	1687	4	AI	AI	NNP
stanford-ai-2021	1687	5	skill	skill	NN
stanford-ai-2021	1687	6	penetration	penetration	NN
stanford-ai-2021	1687	7	rate	rate	NN
stanford-ai-2021	1687	8	signals	signal	VBZ
stanford-ai-2021	1687	9	the	the	DT
stanford-ai-2021	1687	10	prevalence	prevalence	NN
stanford-ai-2021	1687	11	of	of	IN
stanford-ai-2021	1687	12	AI	AI	NNP
stanford-ai-2021	1687	13	skills	skill	VBZ
stanford-ai-2021	1687	14	across	across	IN
stanford-ai-2021	1687	15	occupations	occupation	NNS
stanford-ai-2021	1687	16	,	,	,
stanford-ai-2021	1687	17	or	or	CC
stanford-ai-2021	1687	18	the	the	DT
stanford-ai-2021	1687	19	intensity	intensity	NN
stanford-ai-2021	1687	20	with	with	IN
stanford-ai-2021	1687	21	which	which	WDT
stanford-ai-2021	1687	22	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1687	23	members	member	NNS
stanford-ai-2021	1687	24	utilize	utilize	VBP
stanford-ai-2021	1687	25	AI	AI	NNP
stanford-ai-2021	1687	26	skills	skill	VBZ
stanford-ai-2021	1687	27	in	in	IN
stanford-ai-2021	1687	28	their	-PRON-	PRP$
stanford-ai-2021	1687	29	jobs	job	NNS
stanford-ai-2021	1687	30	.	.	.
stanford-ai-2021	1688	1	For	for	IN
stanford-ai-2021	1688	2	example	example	NN
stanford-ai-2021	1688	3	,	,	,
stanford-ai-2021	1688	4	the	the	DT
stanford-ai-2021	1688	5	top	top	JJ
stanford-ai-2021	1688	6	50	50	CD
stanford-ai-2021	1688	7	skills	skill	NNS
stanford-ai-2021	1688	8	for	for	IN
stanford-ai-2021	1688	9	the	the	DT
stanford-ai-2021	1688	10	occupation	occupation	NN
stanford-ai-2021	1688	11	of	of	IN
stanford-ai-2021	1688	12	engineer	engineer	NN
stanford-ai-2021	1688	13	are	be	VBP
stanford-ai-2021	1688	14	calculated	calculate	VBN
stanford-ai-2021	1688	15	based	base	VBN
stanford-ai-2021	1688	16	on	on	IN
stanford-ai-2021	1688	17	the	the	DT
stanford-ai-2021	1688	18	weighted	weighted	JJ
stanford-ai-2021	1688	19	frequency	frequency	NN
stanford-ai-2021	1688	20	with	with	IN
stanford-ai-2021	1688	21	which	which	WDT
stanford-ai-2021	1688	22	they	-PRON-	PRP
stanford-ai-2021	1688	23	appear	appear	VBP
stanford-ai-2021	1688	24	in	in	IN
stanford-ai-2021	1688	25	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1688	26	members	member	NNS
stanford-ai-2021	1688	27	’	’	POS
stanford-ai-2021	1688	28	profiles	profile	NNS
stanford-ai-2021	1688	29	.	.	.
stanford-ai-2021	1689	1	If	if	IN
stanford-ai-2021	1689	2	four	four	CD
stanford-ai-2021	1689	3	of	of	IN
stanford-ai-2021	1689	4	the	the	DT
stanford-ai-2021	1689	5	skills	skill	NNS
stanford-ai-2021	1689	6	that	that	WDT
stanford-ai-2021	1689	7	engineers	engineer	NNS
stanford-ai-2021	1689	8	possess	possess	VBP
stanford-ai-2021	1689	9	belong	belong	VBP
stanford-ai-2021	1689	10	to	to	IN
stanford-ai-2021	1689	11	the	the	DT
stanford-ai-2021	1689	12	AI	AI	NNP
stanford-ai-2021	1689	13	skill	skill	NN
stanford-ai-2021	1689	14	group	group	NN
stanford-ai-2021	1689	15	,	,	,
stanford-ai-2021	1689	16	this	this	DT
stanford-ai-2021	1689	17	measure	measure	NN
stanford-ai-2021	1689	18	indicates	indicate	VBZ
stanford-ai-2021	1689	19	that	that	IN
stanford-ai-2021	1689	20	the	the	DT
stanford-ai-2021	1689	21	penetration	penetration	NN
stanford-ai-2021	1689	22	of	of	IN
stanford-ai-2021	1689	23	AI	AI	NNP
stanford-ai-2021	1689	24	skills	skill	NNS
stanford-ai-2021	1689	25	is	be	VBZ
stanford-ai-2021	1689	26	estimated	estimate	VBN
stanford-ai-2021	1689	27	to	to	TO
stanford-ai-2021	1689	28	be	be	VB
stanford-ai-2021	1689	29	8	8	CD
stanford-ai-2021	1689	30	%	%	NN
stanford-ai-2021	1689	31	among	among	IN
stanford-ai-2021	1689	32	engineers	engineer	NNS
stanford-ai-2021	1689	33	(	(	-LRB-
stanford-ai-2021	1689	34	e.g.	e.g.	RB
stanford-ai-2021	1689	35	,	,	,
stanford-ai-2021	1689	36	4/50	4/50	CD
stanford-ai-2021	1689	37	)	)	-RRB-
stanford-ai-2021	1689	38	.	.	.
stanford-ai-2021	1690	1	Relative	Relative	NNP
stanford-ai-2021	1690	2	AI	AI	NNP
stanford-ai-2021	1690	3	Skills	Skills	NNPS
stanford-ai-2021	1690	4	Penetration	Penetration	NNP
stanford-ai-2021	1690	5	To	to	TO
stanford-ai-2021	1690	6	allow	allow	VB
stanford-ai-2021	1690	7	for	for	IN
stanford-ai-2021	1690	8	skills	skill	NNS
stanford-ai-2021	1690	9	penetration	penetration	NN
stanford-ai-2021	1690	10	comparisons	comparison	NNS
stanford-ai-2021	1690	11	across	across	IN
stanford-ai-2021	1690	12	countries	country	NNS
stanford-ai-2021	1690	13	,	,	,
stanford-ai-2021	1690	14	the	the	DT
stanford-ai-2021	1690	15	skills	skill	NNS
stanford-ai-2021	1690	16	genomes	genome	NNS
stanford-ai-2021	1690	17	are	be	VBP
stanford-ai-2021	1690	18	calculated	calculate	VBN
stanford-ai-2021	1690	19	and	and	CC
stanford-ai-2021	1690	20	a	a	DT
stanford-ai-2021	1690	21	relevant	relevant	JJ
stanford-ai-2021	1690	22	benchmark	benchmark	NN
stanford-ai-2021	1690	23	is	be	VBZ
stanford-ai-2021	1690	24	selected	select	VBN
stanford-ai-2021	1690	25	(	(	-LRB-
stanford-ai-2021	1690	26	e.g.	e.g.	RB
stanford-ai-2021	1690	27	,	,	,
stanford-ai-2021	1690	28	global	global	JJ
stanford-ai-2021	1690	29	average	average	NN
stanford-ai-2021	1690	30	)	)	-RRB-
stanford-ai-2021	1690	31	.	.	.
stanford-ai-2021	1691	1	A	a	DT
stanford-ai-2021	1691	2	ratio	ratio	NN
stanford-ai-2021	1691	3	is	be	VBZ
stanford-ai-2021	1691	4	then	then	RB
stanford-ai-2021	1691	5	constructed	construct	VBN
stanford-ai-2021	1691	6	between	between	IN
stanford-ai-2021	1691	7	a	a	DT
stanford-ai-2021	1691	8	country	country	NN
stanford-ai-2021	1691	9	’s	’s	,
stanford-ai-2021	1691	10	and	and	CC
stanford-ai-2021	1691	11	the	the	DT
stanford-ai-2021	1691	12	benchmark	benchmark	NN
stanford-ai-2021	1691	13	’s	’s	POS
stanford-ai-2021	1691	14	AI	AI	NNP
stanford-ai-2021	1691	15	skills	skill	VBZ
stanford-ai-2021	1691	16	penetrations	penetration	NNS
stanford-ai-2021	1691	17	,	,	,
stanford-ai-2021	1691	18	controlling	control	VBG
stanford-ai-2021	1691	19	for	for	IN
stanford-ai-2021	1691	20	occupations	occupation	NNS
stanford-ai-2021	1691	21	.	.	.
stanford-ai-2021	1692	1	Interpretation	interpretation	NN
stanford-ai-2021	1692	2	:	:	:
stanford-ai-2021	1692	3	A	a	DT
stanford-ai-2021	1692	4	country	country	NN
stanford-ai-2021	1692	5	’s	’s	NN
stanford-ai-2021	1692	6	relative	relative	JJ
stanford-ai-2021	1692	7	AI	AI	NNP
stanford-ai-2021	1692	8	skills	skill	VBZ
stanford-ai-2021	1692	9	penetration	penetration	NN
stanford-ai-2021	1692	10	of	of	IN
stanford-ai-2021	1692	11	1.5	1.5	CD
stanford-ai-2021	1692	12	indicates	indicate	VBZ
stanford-ai-2021	1692	13	that	that	IN
stanford-ai-2021	1692	14	AI	AI	NNP
stanford-ai-2021	1692	15	skills	skill	NNS
stanford-ai-2021	1692	16	are	be	VBP
stanford-ai-2021	1692	17	1.5	1.5	CD
stanford-ai-2021	1692	18	times	time	NNS
stanford-ai-2021	1692	19	as	as	RB
stanford-ai-2021	1692	20	frequent	frequent	JJ
stanford-ai-2021	1692	21	as	as	IN
stanford-ai-2021	1692	22	in	in	IN
stanford-ai-2021	1692	23	the	the	DT
stanford-ai-2021	1692	24	benchmark	benchmark	NN
stanford-ai-2021	1692	25	,	,	,
stanford-ai-2021	1692	26	for	for	IN
stanford-ai-2021	1692	27	an	an	DT
stanford-ai-2021	1692	28	overlapping	overlap	VBG
stanford-ai-2021	1692	29	set	set	NN
stanford-ai-2021	1692	30	of	of	IN
stanford-ai-2021	1692	31	occupations	occupation	NNS
stanford-ai-2021	1692	32	.	.	.
stanford-ai-2021	1693	1	Global	global	JJ
stanford-ai-2021	1693	2	Comparison	comparison	NN
stanford-ai-2021	1693	3	:	:	:
stanford-ai-2021	1693	4	By	by	IN
stanford-ai-2021	1693	5	Gender	Gender	NNP
stanford-ai-2021	1693	6	The	the	DT
stanford-ai-2021	1693	7	relative	relative	JJ
stanford-ai-2021	1693	8	AI	AI	NNP
stanford-ai-2021	1693	9	skill	skill	NN
stanford-ai-2021	1693	10	penetration	penetration	NN
stanford-ai-2021	1693	11	by	by	IN
stanford-ai-2021	1693	12	country	country	NN
stanford-ai-2021	1693	13	for	for	IN
stanford-ai-2021	1693	14	gender	gender	NN
stanford-ai-2021	1693	15	provides	provide	VBZ
stanford-ai-2021	1693	16	an	an	DT
stanford-ai-2021	1693	17	in	in	IN
stanford-ai-2021	1693	18	-	-	HYPH
stanford-ai-2021	1693	19	depth	depth	NN
stanford-ai-2021	1693	20	decomposition	decomposition	NN
stanford-ai-2021	1693	21	of	of	IN
stanford-ai-2021	1693	22	AI	AI	NNP
stanford-ai-2021	1693	23	skills	skill	VBZ
stanford-ai-2021	1693	24	penetration	penetration	NN
stanford-ai-2021	1693	25	across	across	IN
stanford-ai-2021	1693	26	female	female	JJ
stanford-ai-2021	1693	27	and	and	CC
stanford-ai-2021	1693	28	male	male	JJ
stanford-ai-2021	1693	29	labor	labor	NN
stanford-ai-2021	1693	30	pools	pool	NNS
stanford-ai-2021	1693	31	and	and	CC
stanford-ai-2021	1693	32	sample	sample	NN
stanford-ai-2021	1693	33	countries	country	NNS
stanford-ai-2021	1693	34	.	.	.
stanford-ai-2021	1694	1	Interpretation	interpretation	NN
stanford-ai-2021	1694	2	:	:	:
stanford-ai-2021	1694	3	A	a	DT
stanford-ai-2021	1694	4	country	country	NN
stanford-ai-2021	1694	5	’s	’s	POS
stanford-ai-2021	1694	6	relative	relative	JJ
stanford-ai-2021	1694	7	AI	AI	NNP
stanford-ai-2021	1694	8	skill	skill	NN
stanford-ai-2021	1694	9	penetration	penetration	NN
stanford-ai-2021	1694	10	rate	rate	NN
stanford-ai-2021	1694	11	of	of	IN
stanford-ai-2021	1694	12	2	2	CD
stanford-ai-2021	1694	13	for	for	IN
stanford-ai-2021	1694	14	women	woman	NNS
stanford-ai-2021	1694	15	means	mean	VBZ
stanford-ai-2021	1694	16	that	that	IN
stanford-ai-2021	1694	17	the	the	DT
stanford-ai-2021	1694	18	average	average	JJ
stanford-ai-2021	1694	19	penetration	penetration	NN
stanford-ai-2021	1694	20	of	of	IN
stanford-ai-2021	1694	21	AI	AI	NNP
stanford-ai-2021	1694	22	skills	skill	VBZ
stanford-ai-2021	1694	23	among	among	IN
stanford-ai-2021	1694	24	women	woman	NNS
stanford-ai-2021	1694	25	in	in	IN
stanford-ai-2021	1694	26	that	that	DT
stanford-ai-2021	1694	27	country	country	NN
stanford-ai-2021	1694	28	is	be	VBZ
stanford-ai-2021	1694	29	two	two	CD
stanford-ai-2021	1694	30	times	time	NNS
stanford-ai-2021	1694	31	the	the	DT
stanford-ai-2021	1694	32	global	global	JJ
stanford-ai-2021	1694	33	average	average	NN
stanford-ai-2021	1694	34	across	across	IN
stanford-ai-2021	1694	35	the	the	DT
stanford-ai-2021	1694	36	same	same	JJ
stanford-ai-2021	1694	37	set	set	NN
stanford-ai-2021	1694	38	of	of	IN
stanford-ai-2021	1694	39	occupations	occupation	NNS
stanford-ai-2021	1694	40	among	among	IN
stanford-ai-2021	1694	41	women	woman	NNS
stanford-ai-2021	1694	42	.	.	.
stanford-ai-2021	1695	1	If	if	IN
stanford-ai-2021	1695	2	,	,	,
stanford-ai-2021	1695	3	in	in	IN
stanford-ai-2021	1695	4	the	the	DT
stanford-ai-2021	1695	5	same	same	JJ
stanford-ai-2021	1695	6	country	country	NN
stanford-ai-2021	1695	7	,	,	,
stanford-ai-2021	1695	8	the	the	DT
stanford-ai-2021	1695	9	relative	relative	JJ
stanford-ai-2021	1695	10	AI	AI	NNP
stanford-ai-2021	1695	11	skill	skill	NN
stanford-ai-2021	1695	12	penetration	penetration	NN
stanford-ai-2021	1695	13	rate	rate	NN
stanford-ai-2021	1695	14	for	for	IN
stanford-ai-2021	1695	15	men	man	NNS
stanford-ai-2021	1695	16	is	be	VBZ
stanford-ai-2021	1695	17	1.9	1.9	CD
stanford-ai-2021	1695	18	,	,	,
stanford-ai-2021	1695	19	this	this	DT
stanford-ai-2021	1695	20	indicates	indicate	VBZ
stanford-ai-2021	1695	21	that	that	IN
stanford-ai-2021	1695	22	the	the	DT
stanford-ai-2021	1695	23	average	average	JJ
stanford-ai-2021	1695	24	penetration	penetration	NN
stanford-ai-2021	1695	25	of	of	IN
stanford-ai-2021	1695	26	AI	AI	NNP
stanford-ai-2021	1695	27	skills	skill	VBZ
stanford-ai-2021	1695	28	among	among	IN
stanford-ai-2021	1695	29	women	woman	NNS
stanford-ai-2021	1695	30	in	in	IN
stanford-ai-2021	1695	31	that	that	DT
stanford-ai-2021	1695	32	country	country	NN
stanford-ai-2021	1695	33	is	be	VBZ
stanford-ai-2021	1695	34	5	5	CD
stanford-ai-2021	1695	35	%	%	NN
stanford-ai-2021	1695	36	higher	high	JJR
stanford-ai-2021	1695	37	than	than	IN
stanford-ai-2021	1695	38	that	that	DT
stanford-ai-2021	1695	39	of	of	IN
stanford-ai-2021	1695	40	men	man	NNS
stanford-ai-2021	1695	41	(	(	-LRB-
stanford-ai-2021	1695	42	calculated	calculate	VBN
stanford-ai-2021	1695	43	by	by	IN
stanford-ai-2021	1695	44	dividing	divide	VBG
stanford-ai-2021	1695	45	1.9	1.9	CD
stanford-ai-2021	1695	46	by	by	IN
stanford-ai-2021	1695	47	2	2	CD
stanford-ai-2021	1695	48	and	and	CC
stanford-ai-2021	1695	49	then	then	RB
stanford-ai-2021	1695	50	subtracting	subtract	VBG
stanford-ai-2021	1695	51	1	1	CD
stanford-ai-2021	1695	52	,	,	,
stanford-ai-2021	1695	53	or	or	CC
stanford-ai-2021	1695	54	2/1.9	2/1.9	CD
stanford-ai-2021	1695	55	-	-	SYM
stanford-ai-2021	1695	56	1	1	CD
stanford-ai-2021	1695	57	)	)	-RRB-
stanford-ai-2021	1695	58	for	for	IN
stanford-ai-2021	1695	59	the	the	DT
stanford-ai-2021	1695	60	same	same	JJ
stanford-ai-2021	1695	61	set	set	NN
stanford-ai-2021	1695	62	of	of	IN
stanford-ai-2021	1695	63	occupations	occupation	NNS
stanford-ai-2021	1695	64	.	.	.
stanford-ai-2021	1696	1	CHAPTER	chapter	NN
stanford-ai-2021	1696	2	6	6	CD
stanford-ai-2021	1696	3	:	:	:
stanford-ai-2021	1696	4	DIVERSITY	DIVERSITY	NNP
stanford-ai-2021	1696	5	IN	in	IN
stanford-ai-2021	1696	6	AI	ai	NN
stanford-ai-2021	1696	7	C	c	NN
stanford-ai-2021	1696	8	H	h	NN
stanford-ai-2021	1696	9	A	a	NN
stanford-ai-2021	1696	10	P	p	NN
stanford-ai-2021	1696	11	T	t	NN
stanford-ai-2021	1696	12	E	e	NN
stanford-ai-2021	1696	13	R	r	NN
stanford-ai-2021	1696	14	6	6	CD
stanford-ai-2021	1696	15	:	:	:
stanford-ai-2021	1696	16	D	d	NN
stanford-ai-2021	1696	17	I	i	NN
stanford-ai-2021	1696	18	V	v	NN
stanford-ai-2021	1696	19	E	e	NN
stanford-ai-2021	1696	20	R	r	NN
stanford-ai-2021	1696	21	S	s	NN
stanford-ai-2021	1696	22	I	i	NN
stanford-ai-2021	1696	23	T	t	NN
stanford-ai-2021	1696	24	Y	y	NN
stanford-ai-2021	1696	25	I	i	NN
stanford-ai-2021	1696	26	N	n	NN
stanford-ai-2021	1696	27	A	a	NN
stanford-ai-2021	1696	28	IA	ia	NN
stanford-ai-2021	1696	29	P	p	NN
stanford-ai-2021	1696	30	P	p	NN
stanford-ai-2021	1696	31	E	e	NN
stanford-ai-2021	1696	32	N	n	NN
stanford-ai-2021	1696	33	D	d	NN
stanford-ai-2021	1696	34	I	i	NN
stanford-ai-2021	1696	35	X	x	NN
stanford-ai-2021	1696	36	TA	ta	NN
stanford-ai-2021	1696	37	B	b	NN
stanford-ai-2021	1696	38	L	l	NN
stanford-ai-2021	1696	39	E	e	NN
stanford-ai-2021	1696	40	O	o	NN
stanford-ai-2021	1696	41	F	f	NN
stanford-ai-2021	1696	42	C	c	NN
stanford-ai-2021	1696	43	O	o	NN
stanford-ai-2021	1696	44	N	n	NN
stanford-ai-2021	1696	45	T	t	NN
stanford-ai-2021	1696	46	E	e	NN
stanford-ai-2021	1696	47	N	n	NN
stanford-ai-2021	1696	48	T	t	NN
stanford-ai-2021	1696	49	S	s	NN
stanford-ai-2021	1696	50	2	2	CD
stanford-ai-2021	1696	51	1	1	CD
stanford-ai-2021	1696	52	5A	5a	NN
stanford-ai-2021	1696	53	P	p	NN
stanford-ai-2021	1696	54	P	p	NN
stanford-ai-2021	1696	55	E	e	NN
stanford-ai-2021	1696	56	N	n	NN
stanford-ai-2021	1696	57	D	d	NN
stanford-ai-2021	1696	58	I	i	NN
stanford-ai-2021	1696	59	X	X	NNP
stanford-ai-2021	1696	60	Artificial	Artificial	NNP
stanford-ai-2021	1696	61	Intelligence	Intelligence	NNP
stanford-ai-2021	1696	62	Index	Index	NNP
stanford-ai-2021	1696	63	Report	Report	NNP
stanford-ai-2021	1696	64	2021	2021	CD
stanford-ai-2021	1696	65	CHAPTER	chapter	NN
stanford-ai-2021	1696	66	7	7	CD
stanford-ai-2021	1696	67	:	:	:
stanford-ai-2021	1696	68	AI	AI	NNP
stanford-ai-2021	1696	69	POLICY	POLICY	NNP
stanford-ai-2021	1696	70	AND	and	CC
stanford-ai-2021	1696	71	NATIONAL	NATIONAL	NNP
stanford-ai-2021	1696	72	STRATEGIES	strategy	NNS
stanford-ai-2021	1696	73	C	c	NN
stanford-ai-2021	1696	74	H	h	NN
stanford-ai-2021	1696	75	A	a	NN
stanford-ai-2021	1696	76	P	p	NN
stanford-ai-2021	1696	77	T	t	NN
stanford-ai-2021	1696	78	E	e	NN
stanford-ai-2021	1696	79	R	r	NN
stanford-ai-2021	1696	80	7	7	CD
stanford-ai-2021	1696	81	:	:	:
stanford-ai-2021	1696	82	A	a	DT
stanford-ai-2021	1696	83	I	i	NN
stanford-ai-2021	1696	84	P	p	NN
stanford-ai-2021	1696	85	O	o	NN
stanford-ai-2021	1696	86	L	l	NN
stanford-ai-2021	1696	87	I	i	NN
stanford-ai-2021	1696	88	C	c	NN
stanford-ai-2021	1696	89	Y	Y	NNP
stanford-ai-2021	1696	90	A	a	NN
stanford-ai-2021	1696	91	N	n	NN
stanford-ai-2021	1696	92	D	d	NN
stanford-ai-2021	1696	93	N	n	NN
stanford-ai-2021	1696	94	AT	at	IN
stanford-ai-2021	1696	95	I	i	NN
stanford-ai-2021	1696	96	O	o	NN
stanford-ai-2021	1696	97	N	n	NN
stanford-ai-2021	1696	98	A	a	NN
stanford-ai-2021	1696	99	L	l	NN
stanford-ai-2021	1696	100	S	s	NN
stanford-ai-2021	1696	101	T	t	NN
stanford-ai-2021	1696	102	R	r	NN
stanford-ai-2021	1696	103	AT	at	NN
stanford-ai-2021	1696	104	E	e	NN
stanford-ai-2021	1696	105	G	g	NN
stanford-ai-2021	1696	106	I	i	NN
stanford-ai-2021	1696	107	E	e	NN
stanford-ai-2021	1696	108	S	s	NN
stanford-ai-2021	1696	109	A	a	NN
stanford-ai-2021	1696	110	P	p	NN
stanford-ai-2021	1696	111	P	p	NN
stanford-ai-2021	1696	112	E	e	NN
stanford-ai-2021	1696	113	N	n	NN
stanford-ai-2021	1696	114	D	d	NN
stanford-ai-2021	1696	115	I	i	NN
stanford-ai-2021	1696	116	X	x	NN
stanford-ai-2021	1696	117	B	b	NN
stanford-ai-2021	1696	118	L	l	NN
stanford-ai-2021	1696	119	O	o	NN
stanford-ai-2021	1696	120	O	o	NN
stanford-ai-2021	1696	121	M	m	NN
stanford-ai-2021	1696	122	B	b	NN
stanford-ai-2021	1696	123	E	e	NN
stanford-ai-2021	1696	124	R	r	NN
stanford-ai-2021	1696	125	G	g	NN
stanford-ai-2021	1696	126	G	g	NN
stanford-ai-2021	1696	127	O	o	NN
stanford-ai-2021	1696	128	V	v	NN
stanford-ai-2021	1696	129	E	e	NN
stanford-ai-2021	1696	130	R	r	NN
stanford-ai-2021	1696	131	N	n	NN
stanford-ai-2021	1696	132	M	m	NN
stanford-ai-2021	1696	133	E	e	NN
stanford-ai-2021	1696	134	N	N	NNP
stanford-ai-2021	1696	135	T	T	NNP
stanford-ai-2021	1696	136	Bloomberg	Bloomberg	NNP
stanford-ai-2021	1696	137	Government	Government	NNP
stanford-ai-2021	1696	138	(	(	-LRB-
stanford-ai-2021	1696	139	BGOV	BGOV	NNP
stanford-ai-2021	1696	140	)	)	-RRB-
stanford-ai-2021	1696	141	is	be	VBZ
stanford-ai-2021	1696	142	a	a	DT
stanford-ai-2021	1696	143	subscription-	subscription-	NN
stanford-ai-2021	1696	144	based	base	VBN
stanford-ai-2021	1696	145	market	market	NN
stanford-ai-2021	1696	146	intelligence	intelligence	NN
stanford-ai-2021	1696	147	service	service	NN
stanford-ai-2021	1696	148	designed	design	VBN
stanford-ai-2021	1696	149	to	to	TO
stanford-ai-2021	1696	150	make	make	VB
stanford-ai-2021	1696	151	U.S.	U.S.	NNP
stanford-ai-2021	1696	152	government	government	NN
stanford-ai-2021	1696	153	budget	budget	NN
stanford-ai-2021	1696	154	and	and	CC
stanford-ai-2021	1696	155	contracting	contracting	NN
stanford-ai-2021	1696	156	data	datum	NNS
stanford-ai-2021	1696	157	more	more	RBR
stanford-ai-2021	1696	158	accessible	accessible	JJ
stanford-ai-2021	1696	159	to	to	IN
stanford-ai-2021	1696	160	business	business	NN
stanford-ai-2021	1696	161	development	development	NN
stanford-ai-2021	1696	162	and	and	CC
stanford-ai-2021	1696	163	government	government	NN
stanford-ai-2021	1696	164	affairs	affair	NNS
stanford-ai-2021	1696	165	professionals	professional	NNS
stanford-ai-2021	1696	166	.	.	.
stanford-ai-2021	1697	1	BGOV	BGOV	NNP
stanford-ai-2021	1697	2	’s	’s	POS
stanford-ai-2021	1697	3	proprietary	proprietary	JJ
stanford-ai-2021	1697	4	tools	tool	NNS
stanford-ai-2021	1697	5	ingest	ingest	VBP
stanford-ai-2021	1697	6	and	and	CC
stanford-ai-2021	1697	7	organize	organize	VB
stanford-ai-2021	1697	8	semi	semi	JJ
stanford-ai-2021	1697	9	-	-	JJ
stanford-ai-2021	1697	10	structured	structured	JJ
stanford-ai-2021	1697	11	government	government	NN
stanford-ai-2021	1697	12	data	datum	NNS
stanford-ai-2021	1697	13	sets	set	NNS
stanford-ai-2021	1697	14	and	and	CC
stanford-ai-2021	1697	15	documents	document	NNS
stanford-ai-2021	1697	16	,	,	,
stanford-ai-2021	1697	17	enabling	enable	VBG
stanford-ai-2021	1697	18	users	user	NNS
stanford-ai-2021	1697	19	to	to	TO
stanford-ai-2021	1697	20	track	track	VB
stanford-ai-2021	1697	21	and	and	CC
stanford-ai-2021	1697	22	forecast	forecast	VB
stanford-ai-2021	1697	23	investment	investment	NN
stanford-ai-2021	1697	24	in	in	IN
stanford-ai-2021	1697	25	key	key	JJ
stanford-ai-2021	1697	26	markets	market	NNS
stanford-ai-2021	1697	27	.	.	.
stanford-ai-2021	1698	1	Methodology	methodology	NN
stanford-ai-2021	1698	2	The	the	DT
stanford-ai-2021	1698	3	BGOV	BGOV	NNP
stanford-ai-2021	1698	4	data	datum	NNS
stanford-ai-2021	1698	5	included	include	VBN
stanford-ai-2021	1698	6	in	in	IN
stanford-ai-2021	1698	7	this	this	DT
stanford-ai-2021	1698	8	section	section	NN
stanford-ai-2021	1698	9	was	be	VBD
stanford-ai-2021	1698	10	drawn	draw	VBN
stanford-ai-2021	1698	11	from	from	IN
stanford-ai-2021	1698	12	three	three	CD
stanford-ai-2021	1698	13	original	original	JJ
stanford-ai-2021	1698	14	sources	source	NNS
stanford-ai-2021	1698	15	:	:	:
stanford-ai-2021	1698	16	Contract	contract	NN
stanford-ai-2021	1698	17	Spending	spending	NN
stanford-ai-2021	1698	18	:	:	:
stanford-ai-2021	1698	19	BGOV	BGOV	NNP
stanford-ai-2021	1698	20	’s	’s	POS
stanford-ai-2021	1698	21	Contracts	Contracts	NNP
stanford-ai-2021	1698	22	Intelligence	Intelligence	NNP
stanford-ai-2021	1698	23	Tool	Tool	NNP
stanford-ai-2021	1698	24	ingests	ingest	NNS
stanford-ai-2021	1698	25	on	on	IN
stanford-ai-2021	1698	26	a	a	DT
stanford-ai-2021	1698	27	twice	twice	RB
stanford-ai-2021	1698	28	-	-	HYPH
stanford-ai-2021	1698	29	daily	daily	JJ
stanford-ai-2021	1698	30	basis	basis	NN
stanford-ai-2021	1698	31	all	all	DT
stanford-ai-2021	1698	32	contract	contract	NN
stanford-ai-2021	1698	33	spending	spending	NN
stanford-ai-2021	1698	34	data	datum	NNS
stanford-ai-2021	1698	35	published	publish	VBN
stanford-ai-2021	1698	36	to	to	IN
stanford-ai-2021	1698	37	the	the	DT
stanford-ai-2021	1698	38	beta.SAM.gov	beta.SAM.gov	NNP
stanford-ai-2021	1698	39	Data	Data	NNP
stanford-ai-2021	1698	40	Bank	Bank	NNP
stanford-ai-2021	1698	41	,	,	,
stanford-ai-2021	1698	42	and	and	CC
stanford-ai-2021	1698	43	structures	structure	VBZ
stanford-ai-2021	1698	44	the	the	DT
stanford-ai-2021	1698	45	data	datum	NNS
stanford-ai-2021	1698	46	to	to	TO
stanford-ai-2021	1698	47	ensure	ensure	VB
stanford-ai-2021	1698	48	a	a	DT
stanford-ai-2021	1698	49	consistent	consistent	JJ
stanford-ai-2021	1698	50	picture	picture	NN
stanford-ai-2021	1698	51	of	of	IN
stanford-ai-2021	1698	52	government	government	NN
stanford-ai-2021	1698	53	spending	spending	NN
stanford-ai-2021	1698	54	over	over	IN
stanford-ai-2021	1698	55	time	time	NN
stanford-ai-2021	1698	56	.	.	.
stanford-ai-2021	1699	1	For	for	IN
stanford-ai-2021	1699	2	the	the	DT
stanford-ai-2021	1699	3	section	section	NN
stanford-ai-2021	1699	4	“	"	``
stanford-ai-2021	1699	5	U.S.	U.S.	NNP
stanford-ai-2021	1700	1	Government	Government	NNP
stanford-ai-2021	1700	2	Contract	Contract	NNP
stanford-ai-2021	1700	3	Spending	spending	NN
stanford-ai-2021	1700	4	,	,	,
stanford-ai-2021	1700	5	”	"	''
stanford-ai-2021	1700	6	BGOV	bgov	NN
stanford-ai-2021	1700	7	analysts	analyst	NNS
stanford-ai-2021	1700	8	used	use	VBD
stanford-ai-2021	1700	9	FPDS	fpds	JJ
stanford-ai-2021	1700	10	-	-	HYPH
stanford-ai-2021	1700	11	NG	NG	NNP
stanford-ai-2021	1700	12	data	datum	NNS
stanford-ai-2021	1700	13	,	,	,
stanford-ai-2021	1700	14	organized	organize	VBN
stanford-ai-2021	1700	15	by	by	IN
stanford-ai-2021	1700	16	the	the	DT
stanford-ai-2021	1700	17	Contracts	Contracts	NNP
stanford-ai-2021	1700	18	Intelligence	Intelligence	NNP
stanford-ai-2021	1700	19	Tool	Tool	NNP
stanford-ai-2021	1700	20	,	,	,
stanford-ai-2021	1700	21	to	to	TO
stanford-ai-2021	1700	22	build	build	VB
stanford-ai-2021	1700	23	a	a	DT
stanford-ai-2021	1700	24	model	model	NN
stanford-ai-2021	1700	25	of	of	IN
stanford-ai-2021	1700	26	government	government	NN
stanford-ai-2021	1700	27	spending	spending	NN
stanford-ai-2021	1700	28	on	on	IN
stanford-ai-2021	1700	29	artificial	artificial	JJ
stanford-ai-2021	1700	30	intelligence-	intelligence-	JJ
stanford-ai-2021	1700	31	related	relate	VBN
stanford-ai-2021	1700	32	contracts	contract	NNS
stanford-ai-2021	1700	33	in	in	IN
stanford-ai-2021	1700	34	the	the	DT
stanford-ai-2021	1700	35	fiscal	fiscal	JJ
stanford-ai-2021	1700	36	years	year	NNS
stanford-ai-2021	1700	37	2000	2000	CD
stanford-ai-2021	1700	38	through	through	IN
stanford-ai-2021	1700	39	2021	2021	CD
stanford-ai-2021	1700	40	.	.	.
stanford-ai-2021	1701	1	BGOV	BGOV	NNP
stanford-ai-2021	1701	2	’s	’s	POS
stanford-ai-2021	1701	3	model	model	NN
stanford-ai-2021	1701	4	used	use	VBD
stanford-ai-2021	1701	5	a	a	DT
stanford-ai-2021	1701	6	combination	combination	NN
stanford-ai-2021	1701	7	of	of	IN
stanford-ai-2021	1701	8	government-	government-	NNP
stanford-ai-2021	1701	9	defined	define	VBN
stanford-ai-2021	1701	10	produce	produce	NN
stanford-ai-2021	1701	11	service	service	NN
stanford-ai-2021	1701	12	codes	code	NNS
stanford-ai-2021	1701	13	and	and	CC
stanford-ai-2021	1701	14	more	more	JJR
stanford-ai-2021	1701	15	than	than	IN
stanford-ai-2021	1701	16	100	100	CD
stanford-ai-2021	1701	17	AI	ai	NN
stanford-ai-2021	1701	18	-	-	HYPH
stanford-ai-2021	1701	19	related	relate	VBN
stanford-ai-2021	1701	20	keywords	keyword	NNS
stanford-ai-2021	1701	21	and	and	CC
stanford-ai-2021	1701	22	acronyms	acronym	NNS
stanford-ai-2021	1701	23	to	to	TO
stanford-ai-2021	1701	24	identify	identify	VB
stanford-ai-2021	1701	25	AI	AI	NNP
stanford-ai-2021	1701	26	-	-	HYPH
stanford-ai-2021	1701	27	related	relate	VBN
stanford-ai-2021	1701	28	contract	contract	NN
stanford-ai-2021	1701	29	spending	spending	NN
stanford-ai-2021	1701	30	.	.	.
stanford-ai-2021	1702	1	Defense	Defense	NNP
stanford-ai-2021	1702	2	RDT&E	RDT&E	NNP
stanford-ai-2021	1702	3	Budget	Budget	NNP
stanford-ai-2021	1702	4	:	:	:
stanford-ai-2021	1702	5	BGOV	BGOV	NNP
stanford-ai-2021	1702	6	organized	organize	VBD
stanford-ai-2021	1702	7	all	all	DT
stanford-ai-2021	1702	8	7,057	7,057	CD
stanford-ai-2021	1702	9	budget	budget	NN
stanford-ai-2021	1702	10	line	line	NN
stanford-ai-2021	1702	11	items	item	NNS
stanford-ai-2021	1702	12	included	include	VBN
stanford-ai-2021	1702	13	in	in	IN
stanford-ai-2021	1702	14	the	the	DT
stanford-ai-2021	1702	15	RDT&E	RDT&E	NNP
stanford-ai-2021	1702	16	budget	budget	NN
stanford-ai-2021	1702	17	request	request	NN
stanford-ai-2021	1702	18	based	base	VBN
stanford-ai-2021	1702	19	on	on	IN
stanford-ai-2021	1702	20	data	datum	NNS
stanford-ai-2021	1702	21	available	available	JJ
stanford-ai-2021	1702	22	on	on	IN
stanford-ai-2021	1702	23	the	the	DT
stanford-ai-2021	1702	24	DOD	DOD	NNP
stanford-ai-2021	1702	25	Comptroller	Comptroller	NNP
stanford-ai-2021	1702	26	website	website	NN
stanford-ai-2021	1702	27	.	.	.
stanford-ai-2021	1703	1	For	for	IN
stanford-ai-2021	1703	2	the	the	DT
stanford-ai-2021	1703	3	section	section	NN
stanford-ai-2021	1703	4	“	"	``
stanford-ai-2021	1703	5	U.S.	U.S.	NNP
stanford-ai-2021	1704	1	Department	Department	NNP
stanford-ai-2021	1704	2	of	of	IN
stanford-ai-2021	1704	3	Defense	Defense	NNP
stanford-ai-2021	1704	4	(	(	-LRB-
stanford-ai-2021	1704	5	DOD	DOD	NNP
stanford-ai-2021	1704	6	)	)	-RRB-
stanford-ai-2021	1704	7	Budget	Budget	NNP
stanford-ai-2021	1704	8	,	,	,
stanford-ai-2021	1704	9	”	"	''
stanford-ai-2021	1704	10	BGOV	BGOV	NNP
stanford-ai-2021	1704	11	used	use	VBD
stanford-ai-2021	1704	12	a	a	DT
stanford-ai-2021	1704	13	set	set	NN
stanford-ai-2021	1704	14	of	of	IN
stanford-ai-2021	1704	15	more	more	JJR
stanford-ai-2021	1704	16	than	than	IN
stanford-ai-2021	1704	17	a	a	DT
stanford-ai-2021	1704	18	dozen	dozen	NN
stanford-ai-2021	1704	19	AI-	ai-	NN
stanford-ai-2021	1704	20	specific	specific	JJ
stanford-ai-2021	1704	21	keywords	keyword	NNS
stanford-ai-2021	1704	22	to	to	TO
stanford-ai-2021	1704	23	identify	identify	VB
stanford-ai-2021	1704	24	305	305	CD
stanford-ai-2021	1704	25	unique	unique	JJ
stanford-ai-2021	1704	26	budget	budget	NN
stanford-ai-2021	1704	27	activities	activity	NNS
stanford-ai-2021	1704	28	related	relate	VBN
stanford-ai-2021	1704	29	to	to	IN
stanford-ai-2021	1704	30	artificial	artificial	JJ
stanford-ai-2021	1704	31	intelligence	intelligence	NN
stanford-ai-2021	1704	32	and	and	CC
stanford-ai-2021	1704	33	machine	machine	NN
stanford-ai-2021	1704	34	learning	learn	VBG
stanford-ai-2021	1704	35	worth	worth	JJ
stanford-ai-2021	1704	36	a	a	DT
stanford-ai-2021	1704	37	combined	combined	JJ
stanford-ai-2021	1704	38	USD	usd	NN
stanford-ai-2021	1704	39	5.0	5.0	CD
stanford-ai-2021	1704	40	billion	billion	CD
stanford-ai-2021	1704	41	in	in	IN
stanford-ai-2021	1704	42	FY	FY	NNP
stanford-ai-2021	1704	43	2021	2021	CD
stanford-ai-2021	1704	44	.	.	.
stanford-ai-2021	1705	1	Congressional	Congressional	NNP
stanford-ai-2021	1705	2	Record	Record	NNP
stanford-ai-2021	1705	3	(	(	-LRB-
stanford-ai-2021	1705	4	available	available	JJ
stanford-ai-2021	1705	5	on	on	IN
stanford-ai-2021	1705	6	Congressional	Congressional	NNP
stanford-ai-2021	1705	7	Record	Record	NNP
stanford-ai-2021	1705	8	website	website	NN
stanford-ai-2021	1705	9	)	)	-RRB-
stanford-ai-2021	1705	10	:	:	:
stanford-ai-2021	1705	11	BGOV	BGOV	NNP
stanford-ai-2021	1705	12	maintains	maintain	VBZ
stanford-ai-2021	1705	13	a	a	DT
stanford-ai-2021	1705	14	repository	repository	NN
stanford-ai-2021	1705	15	of	of	IN
stanford-ai-2021	1705	16	congressional	congressional	JJ
stanford-ai-2021	1705	17	documents	document	NNS
stanford-ai-2021	1705	18	,	,	,
stanford-ai-2021	1705	19	including	include	VBG
stanford-ai-2021	1705	20	bills	bill	NNS
stanford-ai-2021	1705	21	,	,	,
stanford-ai-2021	1705	22	amendments	amendment	NNS
stanford-ai-2021	1705	23	,	,	,
stanford-ai-2021	1705	24	bill	bill	NN
stanford-ai-2021	1705	25	summaries	summary	NNS
stanford-ai-2021	1705	26	,	,	,
stanford-ai-2021	1705	27	Congressional	Congressional	NNP
stanford-ai-2021	1705	28	Budget	Budget	NNP
stanford-ai-2021	1705	29	Office	Office	NNP
stanford-ai-2021	1705	30	assessments	assessment	NNS
stanford-ai-2021	1705	31	,	,	,
stanford-ai-2021	1705	32	reports	report	NNS
stanford-ai-2021	1705	33	published	publish	VBN
stanford-ai-2021	1705	34	by	by	IN
stanford-ai-2021	1705	35	congressional	congressional	JJ
stanford-ai-2021	1705	36	committees	committee	NNS
stanford-ai-2021	1705	37	,	,	,
stanford-ai-2021	1705	38	Congressional	Congressional	NNP
stanford-ai-2021	1705	39	Research	Research	NNP
stanford-ai-2021	1705	40	Service	Service	NNP
stanford-ai-2021	1705	41	(	(	-LRB-
stanford-ai-2021	1705	42	CRS	CRS	NNP
stanford-ai-2021	1705	43	)	)	-RRB-
stanford-ai-2021	1705	44	,	,	,
stanford-ai-2021	1705	45	and	and	CC
stanford-ai-2021	1705	46	others	other	NNS
stanford-ai-2021	1705	47	.	.	.
stanford-ai-2021	1706	1	For	for	IN
stanford-ai-2021	1706	2	the	the	DT
stanford-ai-2021	1706	3	section	section	NN
stanford-ai-2021	1706	4	“	"	``
stanford-ai-2021	1706	5	U.S.	U.S.	NNP
stanford-ai-2021	1707	1	Congressional	Congressional	NNP
stanford-ai-2021	1707	2	Record	Record	NNP
stanford-ai-2021	1707	3	,	,	,
stanford-ai-2021	1707	4	”	"	''
stanford-ai-2021	1707	5	BGOV	bgov	NN
stanford-ai-2021	1707	6	analysts	analyst	NNS
stanford-ai-2021	1707	7	identified	identify	VBD
stanford-ai-2021	1707	8	all	all	DT
stanford-ai-2021	1707	9	legislation	legislation	NN
stanford-ai-2021	1707	10	(	(	-LRB-
stanford-ai-2021	1707	11	passed	pass	VBN
stanford-ai-2021	1707	12	or	or	CC
stanford-ai-2021	1707	13	introduced	introduce	VBN
stanford-ai-2021	1707	14	)	)	-RRB-
stanford-ai-2021	1707	15	,	,	,
stanford-ai-2021	1707	16	congressional	congressional	JJ
stanford-ai-2021	1707	17	committee	committee	NN
stanford-ai-2021	1707	18	reports	report	NNS
stanford-ai-2021	1707	19	,	,	,
stanford-ai-2021	1707	20	and	and	CC
stanford-ai-2021	1707	21	CRS	CRS	NNP
stanford-ai-2021	1707	22	reports	report	VBZ
stanford-ai-2021	1707	23	that	that	WDT
stanford-ai-2021	1707	24	referenced	reference	VBD
stanford-ai-2021	1707	25	one	one	CD
stanford-ai-2021	1707	26	or	or	CC
stanford-ai-2021	1707	27	more	more	JJR
stanford-ai-2021	1707	28	of	of	IN
stanford-ai-2021	1707	29	a	a	DT
stanford-ai-2021	1707	30	dozen	dozen	NN
stanford-ai-2021	1707	31	AI-	ai-	NN
stanford-ai-2021	1707	32	specific	specific	JJ
stanford-ai-2021	1707	33	keywords	keyword	NNS
stanford-ai-2021	1707	34	.	.	.
stanford-ai-2021	1708	1	Results	result	NNS
stanford-ai-2021	1708	2	are	be	VBP
stanford-ai-2021	1708	3	organized	organize	VBN
stanford-ai-2021	1708	4	by	by	IN
stanford-ai-2021	1708	5	a	a	DT
stanford-ai-2021	1708	6	two	two	CD
stanford-ai-2021	1708	7	-	-	HYPH
stanford-ai-2021	1708	8	year	year	NN
stanford-ai-2021	1708	9	congressional	congressional	JJ
stanford-ai-2021	1708	10	session	session	NN
stanford-ai-2021	1708	11	.	.	.
stanford-ai-2021	1709	1	L	l	NN
stanford-ai-2021	1709	2	I	i	NN
stanford-ai-2021	1709	3	Q	q	NN
stanford-ai-2021	1709	4	U	u	NN
stanford-ai-2021	1709	5	I	i	NN
stanford-ai-2021	1709	6	D	d	NN
stanford-ai-2021	1709	7	N	n	NN
stanford-ai-2021	1709	8	E	e	NN
stanford-ai-2021	1709	9	T	t	NN
stanford-ai-2021	1709	10	Prepared	prepare	VBN
stanford-ai-2021	1709	11	by	by	IN
stanford-ai-2021	1709	12	Jeffrey	Jeffrey	NNP
stanford-ai-2021	1709	13	Banner	Banner	NNP
stanford-ai-2021	1709	14	and	and	CC
stanford-ai-2021	1709	15	Steven	Steven	NNP
stanford-ai-2021	1709	16	Nichols	Nichols	NNP
stanford-ai-2021	1709	17	Source	Source	NNP
stanford-ai-2021	1709	18	Liquidnet	Liquidnet	NNP
stanford-ai-2021	1709	19	provides	provide	VBZ
stanford-ai-2021	1709	20	sentiment	sentiment	NN
stanford-ai-2021	1709	21	data	datum	NNS
stanford-ai-2021	1709	22	that	that	WDT
stanford-ai-2021	1709	23	predicts	predict	VBZ
stanford-ai-2021	1709	24	the	the	DT
stanford-ai-2021	1709	25	market	market	NN
stanford-ai-2021	1709	26	impact	impact	NN
stanford-ai-2021	1709	27	of	of	IN
stanford-ai-2021	1709	28	central	central	JJ
stanford-ai-2021	1709	29	bank	bank	NN
stanford-ai-2021	1709	30	and	and	CC
stanford-ai-2021	1709	31	corporate	corporate	JJ
stanford-ai-2021	1709	32	communications	communication	NNS
stanford-ai-2021	1709	33	.	.	.
stanford-ai-2021	1710	1	Learn	learn	VB
stanford-ai-2021	1710	2	more	more	JJR
stanford-ai-2021	1710	3	about	about	IN
stanford-ai-2021	1710	4	Liquidnet	Liquidnet	NNP
stanford-ai-2021	1710	5	here	here	RB
stanford-ai-2021	1710	6	.	.	.
stanford-ai-2021	1711	1	Examples	example	NNS
stanford-ai-2021	1711	2	of	of	IN
stanford-ai-2021	1711	3	Central	Central	NNP
stanford-ai-2021	1711	4	Bank	Bank	NNP
stanford-ai-2021	1711	5	Mentions	Mentions	NNPS
stanford-ai-2021	1711	6	Here	here	RB
stanford-ai-2021	1711	7	are	be	VBP
stanford-ai-2021	1711	8	some	some	DT
stanford-ai-2021	1711	9	examples	example	NNS
stanford-ai-2021	1711	10	of	of	IN
stanford-ai-2021	1711	11	how	how	WRB
stanford-ai-2021	1711	12	AI	AI	NNP
stanford-ai-2021	1711	13	is	be	VBZ
stanford-ai-2021	1711	14	mentioned	mention	VBN
stanford-ai-2021	1711	15	by	by	IN
stanford-ai-2021	1711	16	central	central	JJ
stanford-ai-2021	1711	17	banks	bank	NNS
stanford-ai-2021	1711	18	:	:	:
stanford-ai-2021	1711	19	In	in	IN
stanford-ai-2021	1711	20	the	the	DT
stanford-ai-2021	1711	21	first	first	JJ
stanford-ai-2021	1711	22	case	case	NN
stanford-ai-2021	1711	23	,	,	,
stanford-ai-2021	1711	24	China	China	NNP
stanford-ai-2021	1711	25	uses	use	VBZ
stanford-ai-2021	1711	26	a	a	DT
stanford-ai-2021	1711	27	geopolitical	geopolitical	JJ
stanford-ai-2021	1711	28	environment	environment	NN
stanford-ai-2021	1711	29	simulation	simulation	NN
stanford-ai-2021	1711	30	and	and	CC
stanford-ai-2021	1711	31	prediction	prediction	NN
stanford-ai-2021	1711	32	platform	platform	NN
stanford-ai-2021	1711	33	that	that	WDT
stanford-ai-2021	1711	34	works	work	VBZ
stanford-ai-2021	1711	35	by	by	IN
stanford-ai-2021	1711	36	crunching	crunch	VBG
stanford-ai-2021	1711	37	huge	huge	JJ
stanford-ai-2021	1711	38	amounts	amount	NNS
stanford-ai-2021	1711	39	of	of	IN
stanford-ai-2021	1711	40	data	datum	NNS
stanford-ai-2021	1711	41	and	and	CC
stanford-ai-2021	1711	42	then	then	RB
stanford-ai-2021	1711	43	providing	provide	VBG
stanford-ai-2021	1711	44	foreign	foreign	JJ
stanford-ai-2021	1711	45	policy	policy	NN
stanford-ai-2021	1711	46	suggestions	suggestion	NNS
stanford-ai-2021	1711	47	to	to	IN
stanford-ai-2021	1711	48	Chinese	chinese	JJ
stanford-ai-2021	1711	49	diplomats	diplomat	NNS
stanford-ai-2021	1711	50	or	or	CC
stanford-ai-2021	1711	51	the	the	DT
stanford-ai-2021	1711	52	Bank	Bank	NNP
stanford-ai-2021	1711	53	of	of	IN
stanford-ai-2021	1711	54	Japan	Japan	NNP
stanford-ai-2021	1711	55	use	use	NN
stanford-ai-2021	1711	56	of	of	IN
stanford-ai-2021	1711	57	AI	AI	NNP
stanford-ai-2021	1711	58	prediction	prediction	NN
stanford-ai-2021	1711	59	models	model	NNS
stanford-ai-2021	1711	60	for	for	IN
stanford-ai-2021	1711	61	foreign	foreign	JJ
stanford-ai-2021	1711	62	exchange	exchange	NN
stanford-ai-2021	1711	63	rates	rate	NNS
stanford-ai-2021	1711	64	.	.	.
stanford-ai-2021	1712	1	For	for	IN
stanford-ai-2021	1712	2	the	the	DT
stanford-ai-2021	1712	3	second	second	JJ
stanford-ai-2021	1712	4	case	case	NN
stanford-ai-2021	1712	5	,	,	,
stanford-ai-2021	1712	6	many	many	JJ
stanford-ai-2021	1712	7	central	central	JJ
stanford-ai-2021	1712	8	banks	bank	NNS
stanford-ai-2021	1712	9	are	be	VBP
stanford-ai-2021	1712	10	leading	lead	VBG
stanford-ai-2021	1712	11	communications	communication	NNS
stanford-ai-2021	1712	12	through	through	IN
stanford-ai-2021	1712	13	either	either	DT
stanford-ai-2021	1712	14	official	official	JJ
stanford-ai-2021	1712	15	documents	document	NNS
stanford-ai-2021	1712	16	—	—	:
stanford-ai-2021	1712	17	for	for	IN
stanford-ai-2021	1712	18	example	example	NN
stanford-ai-2021	1712	19	,	,	,
stanford-ai-2021	1712	20	on	on	IN
stanford-ai-2021	1712	21	July	July	NNP
stanford-ai-2021	1712	22	25	25	CD
stanford-ai-2021	1712	23	,	,	,
stanford-ai-2021	1712	24	2019	2019	CD
stanford-ai-2021	1712	25	,	,	,
stanford-ai-2021	1712	26	the	the	DT
stanford-ai-2021	1712	27	Dutch	Dutch	NNP
stanford-ai-2021	1712	28	Central	Central	NNP
stanford-ai-2021	1712	29	Bank	Bank	NNP
stanford-ai-2021	1712	30	(	(	-LRB-
stanford-ai-2021	1712	31	DNB	DNB	NNP
stanford-ai-2021	1712	32	)	)	-RRB-
stanford-ai-2021	1712	33	published	publish	VBD
stanford-ai-2021	1712	34	Guidelines	guideline	NNS
stanford-ai-2021	1712	35	for	for	IN
stanford-ai-2021	1712	36	the	the	DT
stanford-ai-2021	1712	37	use	use	NN
stanford-ai-2021	1712	38	of	of	IN
stanford-ai-2021	1712	39	AI	AI	NNP
stanford-ai-2021	1712	40	in	in	IN
stanford-ai-2021	1712	41	financial	financial	JJ
stanford-ai-2021	1712	42	services	service	NNS
stanford-ai-2021	1712	43	and	and	CC
stanford-ai-2021	1712	44	launched	launch	VBD
stanford-ai-2021	1712	45	its	-PRON-	PRP$
stanford-ai-2021	1712	46	six	six	CD
stanford-ai-2021	1712	47	“	"	``
stanford-ai-2021	1712	48	SAFEST	SAFEST	NNP
stanford-ai-2021	1712	49	”	"	''
stanford-ai-2021	1712	50	principles	principle	NNS
stanford-ai-2021	1712	51	for	for	IN
stanford-ai-2021	1712	52	regulated	regulated	JJ
stanford-ai-2021	1712	53	firms	firm	NNS
stanford-ai-2021	1712	54	to	to	TO
stanford-ai-2021	1712	55	use	use	VB
stanford-ai-2021	1712	56	AI	AI	NNP
stanford-ai-2021	1712	57	responsibly	responsibly	RB
stanford-ai-2021	1712	58	—	—	:
stanford-ai-2021	1712	59	or	or	CC
stanford-ai-2021	1712	60	a	a	DT
stanford-ai-2021	1712	61	speech	speech	NN
stanford-ai-2021	1712	62	on	on	IN
stanford-ai-2021	1712	63	June	June	NNP
stanford-ai-2021	1712	64	4	4	CD
stanford-ai-2021	1712	65	,	,	,
stanford-ai-2021	1712	66	2019	2019	CD
stanford-ai-2021	1712	67	,	,	,
stanford-ai-2021	1712	68	by	by	IN
stanford-ai-2021	1712	69	the	the	DT
stanford-ai-2021	1712	70	Bank	Bank	NNP
stanford-ai-2021	1712	71	of	of	IN
stanford-ai-2021	1712	72	England	England	NNP
stanford-ai-2021	1712	73	’s	’s	POS
stanford-ai-2021	1712	74	Executive	Executive	NNP
stanford-ai-2021	1712	75	Director	Director	NNP
stanford-ai-2021	1712	76	of	of	IN
stanford-ai-2021	1712	77	U.K.	U.K.	NNP
stanford-ai-2021	1712	78	Deposit	Deposit	NNP
stanford-ai-2021	1712	79	Takers	Takers	NNP
stanford-ai-2021	1712	80	Supervision	Supervision	NNP
stanford-ai-2021	1712	81	James	James	NNP
stanford-ai-2021	1712	82	Proudman	Proudman	NNP
stanford-ai-2021	1712	83	,	,	,
stanford-ai-2021	1712	84	titled	title	VBN
stanford-ai-2021	1712	85	“	"	``
stanford-ai-2021	1712	86	Managing	Managing	NNP
stanford-ai-2021	1712	87	Machines	Machines	NNPS
stanford-ai-2021	1712	88	:	:	:
stanford-ai-2021	1712	89	The	the	DT
stanford-ai-2021	1712	90	Governance	Governance	NNP
stanford-ai-2021	1712	91	of	of	IN
stanford-ai-2021	1712	92	Artificial	Artificial	NNP
stanford-ai-2021	1712	93	Intelligence	Intelligence	NNP
stanford-ai-2021	1712	94	,	,	,
stanford-ai-2021	1712	95	”	"	''
stanford-ai-2021	1712	96	focused	focus	VBN
stanford-ai-2021	1712	97	on	on	IN
stanford-ai-2021	1712	98	the	the	DT
stanford-ai-2021	1712	99	increasingly	increasingly	RB
stanford-ai-2021	1712	100	important	important	JJ
stanford-ai-2021	1712	101	strategic	strategic	JJ
stanford-ai-2021	1712	102	issue	issue	NN
stanford-ai-2021	1712	103	of	of	IN
stanford-ai-2021	1712	104	how	how	WRB
stanford-ai-2021	1712	105	boards	board	NNS
stanford-ai-2021	1712	106	of	of	IN
stanford-ai-2021	1712	107	regulated	regulated	JJ
stanford-ai-2021	1712	108	financial	financial	JJ
stanford-ai-2021	1712	109	services	service	NNS
stanford-ai-2021	1712	110	should	should	MD
stanford-ai-2021	1712	111	use	use	VB
stanford-ai-2021	1712	112	AI	AI	NNP
stanford-ai-2021	1712	113	.	.	.
stanford-ai-2021	1713	1	https://beta.sam.gov/help/contract-data	https://beta.sam.gov/help/contract-data	NNP
stanford-ai-2021	1713	2	https://comptroller.defense.gov/Budget-Materials/	https://comptroller.defense.gov/Budget-Materials/	NNP
stanford-ai-2021	1713	3	https://www.congress.gov/congressional-record	https://www.congress.gov/congressional-record	UH
stanford-ai-2021	1713	4	https://www.congress.gov/congressional-record	https://www.congress.gov/congressional-record	NFP
stanford-ai-2021	1713	5	https://www.liquidnet.com/	https://www.liquidnet.com/	NN
stanford-ai-2021	1713	6	https://www.dnb.nl/media/voffsric/general-principles-for-the-use-of-artificial-intelligence-in-the-financial-sector.pdf	https://www.dnb.nl/media/voffsric/general-principles-for-the-use-of-artificial-intelligence-in-the-financial-sector.pdf	.
stanford-ai-2021	1713	7	https://www.bankofengland.co.uk/-/media/boe/files/speech/2019/managing-machines-the-governance-of-artificial-intelligence-speech-by-james-proudman	https://www.bankofengland.co.uk/-/media/boe/files/speech/2019/managing-machines-the-governance-of-artificial-intelligence-speech-by-james-proudman	NNP
stanford-ai-2021	1713	8	https://www.bankofengland.co.uk/-/media/boe/files/speech/2019/managing-machines-the-governance-of-artificial-intelligence-speech-by-james-proudman	https://www.bankofengland.co.uk/-/media/boe/files/speech/2019/managing-machines-the-governance-of-artificial-intelligence-speech-by-james-proudman	NNP
stanford-ai-2021	1713	9	TA	TA	NNP
stanford-ai-2021	1713	10	B	b	NN
stanford-ai-2021	1713	11	L	l	NN
stanford-ai-2021	1713	12	E	e	NN
stanford-ai-2021	1713	13	O	o	NN
stanford-ai-2021	1713	14	F	f	NN
stanford-ai-2021	1713	15	C	c	NN
stanford-ai-2021	1713	16	O	o	NN
stanford-ai-2021	1713	17	N	n	NN
stanford-ai-2021	1713	18	T	t	NN
stanford-ai-2021	1713	19	E	e	NN
stanford-ai-2021	1713	20	N	n	NN
stanford-ai-2021	1713	21	T	t	NN
stanford-ai-2021	1713	22	S	s	NN
stanford-ai-2021	1713	23	2	2	CD
stanford-ai-2021	1713	24	1	1	CD
stanford-ai-2021	1713	25	6A	6a	NN
stanford-ai-2021	1713	26	P	p	NN
stanford-ai-2021	1713	27	P	p	NN
stanford-ai-2021	1713	28	E	e	NN
stanford-ai-2021	1713	29	N	n	NN
stanford-ai-2021	1713	30	D	d	NN
stanford-ai-2021	1713	31	I	i	NN
stanford-ai-2021	1713	32	X	X	NNP
stanford-ai-2021	1713	33	Artificial	Artificial	NNP
stanford-ai-2021	1713	34	Intelligence	Intelligence	NNP
stanford-ai-2021	1713	35	Index	Index	NNP
stanford-ai-2021	1713	36	Report	Report	NNP
stanford-ai-2021	1713	37	2021	2021	CD
stanford-ai-2021	1713	38	C	c	NN
stanford-ai-2021	1713	39	H	h	NN
stanford-ai-2021	1713	40	A	a	NN
stanford-ai-2021	1713	41	P	p	NN
stanford-ai-2021	1713	42	T	t	NN
stanford-ai-2021	1713	43	E	e	NN
stanford-ai-2021	1713	44	R	r	NN
stanford-ai-2021	1713	45	7	7	CD
stanford-ai-2021	1713	46	:	:	:
stanford-ai-2021	1713	47	A	a	DT
stanford-ai-2021	1713	48	I	i	NN
stanford-ai-2021	1713	49	P	p	NN
stanford-ai-2021	1713	50	O	o	NN
stanford-ai-2021	1713	51	L	l	NN
stanford-ai-2021	1713	52	I	i	NN
stanford-ai-2021	1713	53	C	c	NN
stanford-ai-2021	1713	54	Y	Y	NNP
stanford-ai-2021	1713	55	A	a	NN
stanford-ai-2021	1713	56	N	n	NN
stanford-ai-2021	1713	57	D	d	NN
stanford-ai-2021	1713	58	N	n	NN
stanford-ai-2021	1713	59	AT	at	IN
stanford-ai-2021	1713	60	I	i	NN
stanford-ai-2021	1713	61	O	o	NN
stanford-ai-2021	1713	62	N	n	NN
stanford-ai-2021	1713	63	A	a	NN
stanford-ai-2021	1713	64	L	l	NN
stanford-ai-2021	1713	65	S	s	NN
stanford-ai-2021	1713	66	T	t	NN
stanford-ai-2021	1713	67	R	r	NN
stanford-ai-2021	1713	68	AT	at	NN
stanford-ai-2021	1713	69	E	e	NN
stanford-ai-2021	1713	70	G	g	NN
stanford-ai-2021	1713	71	I	i	NN
stanford-ai-2021	1713	72	E	e	NN
stanford-ai-2021	1713	73	S	s	NN
stanford-ai-2021	1713	74	A	a	NN
stanford-ai-2021	1713	75	P	p	NN
stanford-ai-2021	1713	76	P	p	NN
stanford-ai-2021	1713	77	E	e	NN
stanford-ai-2021	1713	78	N	n	NN
stanford-ai-2021	1713	79	D	d	NN
stanford-ai-2021	1713	80	I	i	NN
stanford-ai-2021	1713	81	X	x	NN
stanford-ai-2021	1713	82	M	m	NN
stanford-ai-2021	1713	83	C	c	NN
stanford-ai-2021	1713	84	K	k	NN
stanford-ai-2021	1713	85	I	i	NN
stanford-ai-2021	1713	86	N	n	NN
stanford-ai-2021	1713	87	S	s	NN
stanford-ai-2021	1713	88	E	e	NN
stanford-ai-2021	1713	89	Y	y	NN
stanford-ai-2021	1713	90	G	g	NN
stanford-ai-2021	1713	91	L	l	NN
stanford-ai-2021	1713	92	O	o	NN
stanford-ai-2021	1713	93	B	b	NN
stanford-ai-2021	1713	94	A	a	NN
stanford-ai-2021	1713	95	L	l	NN
stanford-ai-2021	1713	96	I	i	NN
stanford-ai-2021	1713	97	N	n	NN
stanford-ai-2021	1713	98	S	S	NNP
stanford-ai-2021	1713	99	T	t	NN
stanford-ai-2021	1713	100	I	i	NN
stanford-ai-2021	1713	101	T	t	NN
stanford-ai-2021	1713	102	U	u	NN
stanford-ai-2021	1713	103	T	t	NN
stanford-ai-2021	1713	104	E	E	NNP
stanford-ai-2021	1713	105	Source	Source	NNP
stanford-ai-2021	1713	106	Data	Data	NNP
stanford-ai-2021	1713	107	collection	collection	NN
stanford-ai-2021	1713	108	and	and	CC
stanford-ai-2021	1713	109	analysis	analysis	NN
stanford-ai-2021	1713	110	was	be	VBD
stanford-ai-2021	1713	111	performed	perform	VBN
stanford-ai-2021	1713	112	by	by	IN
stanford-ai-2021	1713	113	the	the	DT
stanford-ai-2021	1713	114	McKinsey	McKinsey	NNP
stanford-ai-2021	1713	115	Global	Global	NNP
stanford-ai-2021	1713	116	Institute	Institute	NNP
stanford-ai-2021	1713	117	(	(	-LRB-
stanford-ai-2021	1713	118	MGI	MGI	NNP
stanford-ai-2021	1713	119	)	)	-RRB-
stanford-ai-2021	1713	120	.	.	.
stanford-ai-2021	1714	1	Canada	Canada	NNP
stanford-ai-2021	1714	2	(	(	-LRB-
stanford-ai-2021	1714	3	House	House	NNP
stanford-ai-2021	1714	4	of	of	IN
stanford-ai-2021	1714	5	Commons	Commons	NNPS
stanford-ai-2021	1714	6	)	)	-RRB-
stanford-ai-2021	1714	7	Data	Data	NNP
stanford-ai-2021	1714	8	was	be	VBD
stanford-ai-2021	1714	9	collected	collect	VBN
stanford-ai-2021	1714	10	using	use	VBG
stanford-ai-2021	1714	11	the	the	DT
stanford-ai-2021	1714	12	Hansard	Hansard	NNP
stanford-ai-2021	1714	13	search	search	NN
stanford-ai-2021	1714	14	feature	feature	NN
stanford-ai-2021	1714	15	on	on	IN
stanford-ai-2021	1714	16	Parliament	Parliament	NNP
stanford-ai-2021	1714	17	of	of	IN
stanford-ai-2021	1714	18	Canada	Canada	NNP
stanford-ai-2021	1714	19	website	website	NN
stanford-ai-2021	1714	20	.	.	.
stanford-ai-2021	1715	1	MGI	MGI	NNP
stanford-ai-2021	1715	2	searched	search	VBD
stanford-ai-2021	1715	3	for	for	IN
stanford-ai-2021	1715	4	the	the	DT
stanford-ai-2021	1715	5	terms	term	NNS
stanford-ai-2021	1715	6	“	"	``
stanford-ai-2021	1715	7	Artificial	Artificial	NNP
stanford-ai-2021	1715	8	Intelligence	Intelligence	NNP
stanford-ai-2021	1715	9	”	"	''
stanford-ai-2021	1715	10	and	and	CC
stanford-ai-2021	1715	11	“	"	``
stanford-ai-2021	1715	12	Machine	Machine	NNP
stanford-ai-2021	1715	13	Learning	Learning	NNP
stanford-ai-2021	1715	14	”	"	''
stanford-ai-2021	1715	15	(	(	-LRB-
stanford-ai-2021	1715	16	quotes	quote	NNS
stanford-ai-2021	1715	17	included	include	VBN
stanford-ai-2021	1715	18	)	)	-RRB-
stanford-ai-2021	1715	19	and	and	CC
stanford-ai-2021	1715	20	downloaded	download	VBD
stanford-ai-2021	1715	21	the	the	DT
stanford-ai-2021	1715	22	results	result	NNS
stanford-ai-2021	1715	23	as	as	IN
stanford-ai-2021	1715	24	a	a	DT
stanford-ai-2021	1715	25	CSV	csv	NN
stanford-ai-2021	1715	26	.	.	.
stanford-ai-2021	1716	1	The	the	DT
stanford-ai-2021	1716	2	date	date	NN
stanford-ai-2021	1716	3	range	range	NN
stanford-ai-2021	1716	4	was	be	VBD
stanford-ai-2021	1716	5	set	set	VBN
stanford-ai-2021	1716	6	to	to	IN
stanford-ai-2021	1716	7	“	"	``
stanford-ai-2021	1716	8	all	all	DT
stanford-ai-2021	1716	9	debates	debate	NNS
stanford-ai-2021	1716	10	.	.	.
stanford-ai-2021	1716	11	”	"	''
stanford-ai-2021	1716	12	Data	Data	NNP
stanford-ai-2021	1716	13	is	be	VBZ
stanford-ai-2021	1716	14	as	as	IN
stanford-ai-2021	1716	15	of	of	IN
stanford-ai-2021	1716	16	Dec.	December	NNP
stanford-ai-2021	1716	17	31	31	CD
stanford-ai-2021	1716	18	,	,	,
stanford-ai-2021	1716	19	2020	2020	CD
stanford-ai-2021	1716	20	.	.	.
stanford-ai-2021	1717	1	Data	datum	NNS
stanford-ai-2021	1717	2	are	be	VBP
stanford-ai-2021	1717	3	available	available	JJ
stanford-ai-2021	1717	4	online	online	RB
stanford-ai-2021	1717	5	from	from	IN
stanford-ai-2021	1717	6	Aug.	August	NNP
stanford-ai-2021	1717	7	31	31	CD
stanford-ai-2021	1717	8	,	,	,
stanford-ai-2021	1717	9	2002	2002	CD
stanford-ai-2021	1717	10	.	.	.
stanford-ai-2021	1718	1	Each	each	DT
stanford-ai-2021	1718	2	count	count	NN
stanford-ai-2021	1718	3	indicates	indicate	VBZ
stanford-ai-2021	1718	4	that	that	IN
stanford-ai-2021	1718	5	Artificial	Artificial	NNP
stanford-ai-2021	1718	6	Intelligence	Intelligence	NNP
stanford-ai-2021	1718	7	or	or	CC
stanford-ai-2021	1718	8	Machine	Machine	NNP
stanford-ai-2021	1718	9	Learning	Learning	NNP
stanford-ai-2021	1718	10	was	be	VBD
stanford-ai-2021	1718	11	mentioned	mention	VBN
stanford-ai-2021	1718	12	in	in	IN
stanford-ai-2021	1718	13	a	a	DT
stanford-ai-2021	1718	14	particular	particular	JJ
stanford-ai-2021	1718	15	comment	comment	NN
stanford-ai-2021	1718	16	or	or	CC
stanford-ai-2021	1718	17	remark	remark	NN
stanford-ai-2021	1718	18	during	during	IN
stanford-ai-2021	1718	19	the	the	DT
stanford-ai-2021	1718	20	proceedings	proceeding	NNS
stanford-ai-2021	1718	21	of	of	IN
stanford-ai-2021	1718	22	the	the	DT
stanford-ai-2021	1718	23	House	House	NNP
stanford-ai-2021	1718	24	of	of	IN
stanford-ai-2021	1718	25	Commons	Commons	NNP
stanford-ai-2021	1718	26	.	.	.
stanford-ai-2021	1719	1	This	this	DT
stanford-ai-2021	1719	2	means	mean	VBZ
stanford-ai-2021	1719	3	that	that	IN
stanford-ai-2021	1719	4	within	within	IN
stanford-ai-2021	1719	5	an	an	DT
stanford-ai-2021	1719	6	event	event	NN
stanford-ai-2021	1719	7	or	or	CC
stanford-ai-2021	1719	8	conversation	conversation	NN
stanford-ai-2021	1719	9	,	,	,
stanford-ai-2021	1719	10	if	if	IN
stanford-ai-2021	1719	11	a	a	DT
stanford-ai-2021	1719	12	member	member	NN
stanford-ai-2021	1719	13	mentions	mention	NNS
stanford-ai-2021	1719	14	AI	AI	NNP
stanford-ai-2021	1719	15	or	or	CC
stanford-ai-2021	1719	16	ML	ML	NNP
stanford-ai-2021	1719	17	multiple	multiple	JJ
stanford-ai-2021	1719	18	times	time	NNS
stanford-ai-2021	1719	19	within	within	IN
stanford-ai-2021	1719	20	their	-PRON-	PRP$
stanford-ai-2021	1719	21	remarks	remark	NNS
stanford-ai-2021	1719	22	,	,	,
stanford-ai-2021	1719	23	it	-PRON-	PRP
stanford-ai-2021	1719	24	will	will	MD
stanford-ai-2021	1719	25	appear	appear	VB
stanford-ai-2021	1719	26	only	only	RB
stanford-ai-2021	1719	27	once	once	RB
stanford-ai-2021	1719	28	.	.	.
stanford-ai-2021	1720	1	However	however	RB
stanford-ai-2021	1720	2	if	if	IN
stanford-ai-2021	1720	3	,	,	,
stanford-ai-2021	1720	4	during	during	IN
stanford-ai-2021	1720	5	the	the	DT
stanford-ai-2021	1720	6	same	same	JJ
stanford-ai-2021	1720	7	event	event	NN
stanford-ai-2021	1720	8	,	,	,
stanford-ai-2021	1720	9	the	the	DT
stanford-ai-2021	1720	10	speaker	speaker	NN
stanford-ai-2021	1720	11	mentions	mention	NNS
stanford-ai-2021	1720	12	AI	AI	NNP
stanford-ai-2021	1720	13	or	or	CC
stanford-ai-2021	1720	14	ML	ML	NNP
stanford-ai-2021	1720	15	in	in	IN
stanford-ai-2021	1720	16	separate	separate	JJ
stanford-ai-2021	1720	17	comments	comment	NNS
stanford-ai-2021	1720	18	(	(	-LRB-
stanford-ai-2021	1720	19	with	with	IN
stanford-ai-2021	1720	20	other	other	JJ
stanford-ai-2021	1720	21	speakers	speaker	NNS
stanford-ai-2021	1720	22	in	in	IN
stanford-ai-2021	1720	23	between	between	IN
stanford-ai-2021	1720	24	)	)	-RRB-
stanford-ai-2021	1720	25	,	,	,
stanford-ai-2021	1720	26	it	-PRON-	PRP
stanford-ai-2021	1720	27	will	will	MD
stanford-ai-2021	1720	28	appear	appear	VB
stanford-ai-2021	1720	29	multiple	multiple	JJ
stanford-ai-2021	1720	30	times	time	NNS
stanford-ai-2021	1720	31	.	.	.
stanford-ai-2021	1721	1	Counts	count	NNS
stanford-ai-2021	1721	2	for	for	IN
stanford-ai-2021	1721	3	Artificial	Artificial	NNP
stanford-ai-2021	1721	4	Intelligence	Intelligence	NNP
stanford-ai-2021	1721	5	or	or	CC
stanford-ai-2021	1721	6	Machine	Machine	NNP
stanford-ai-2021	1721	7	Learning	Learning	NNP
stanford-ai-2021	1721	8	are	be	VBP
stanford-ai-2021	1721	9	separate	separate	JJ
stanford-ai-2021	1721	10	,	,	,
stanford-ai-2021	1721	11	as	as	IN
stanford-ai-2021	1721	12	they	-PRON-	PRP
stanford-ai-2021	1721	13	were	be	VBD
stanford-ai-2021	1721	14	conducted	conduct	VBN
stanford-ai-2021	1721	15	in	in	IN
stanford-ai-2021	1721	16	separate	separate	JJ
stanford-ai-2021	1721	17	searches	search	NNS
stanford-ai-2021	1721	18	.	.	.
stanford-ai-2021	1722	1	Mentions	mention	NNS
stanford-ai-2021	1722	2	of	of	IN
stanford-ai-2021	1722	3	the	the	DT
stanford-ai-2021	1722	4	abbreviations	abbreviation	NNS
stanford-ai-2021	1722	5	AI	AI	NNP
stanford-ai-2021	1722	6	or	or	CC
stanford-ai-2021	1722	7	ML	ML	NNP
stanford-ai-2021	1722	8	are	be	VBP
stanford-ai-2021	1722	9	not	not	RB
stanford-ai-2021	1722	10	included	include	VBN
stanford-ai-2021	1722	11	.	.	.
stanford-ai-2021	1723	1	United	United	NNP
stanford-ai-2021	1723	2	Kingdom	Kingdom	NNP
stanford-ai-2021	1723	3	(	(	-LRB-
stanford-ai-2021	1723	4	House	House	NNP
stanford-ai-2021	1723	5	of	of	IN
stanford-ai-2021	1723	6	Commons	Commons	NNP
stanford-ai-2021	1723	7	,	,	,
stanford-ai-2021	1723	8	House	House	NNP
stanford-ai-2021	1723	9	of	of	IN
stanford-ai-2021	1723	10	Lords	Lords	NNPS
stanford-ai-2021	1723	11	,	,	,
stanford-ai-2021	1723	12	Westminster	Westminster	NNP
stanford-ai-2021	1723	13	Hall	Hall	NNP
stanford-ai-2021	1723	14	,	,	,
stanford-ai-2021	1723	15	and	and	CC
stanford-ai-2021	1723	16	Committees	Committees	NNPS
stanford-ai-2021	1723	17	)	)	-RRB-
stanford-ai-2021	1723	18	Data	Data	NNP
stanford-ai-2021	1723	19	was	be	VBD
stanford-ai-2021	1723	20	collected	collect	VBN
stanford-ai-2021	1723	21	using	use	VBG
stanford-ai-2021	1723	22	the	the	DT
stanford-ai-2021	1723	23	Find	Find	NNP
stanford-ai-2021	1723	24	References	reference	NNS
stanford-ai-2021	1723	25	feature	feature	NN
stanford-ai-2021	1723	26	of	of	IN
stanford-ai-2021	1723	27	the	the	DT
stanford-ai-2021	1723	28	Hansard	Hansard	NNP
stanford-ai-2021	1723	29	website	website	NN
stanford-ai-2021	1723	30	of	of	IN
stanford-ai-2021	1723	31	the	the	DT
stanford-ai-2021	1723	32	U.K.	U.K.	NNP
stanford-ai-2021	1723	33	Parliament	Parliament	NNP
stanford-ai-2021	1723	34	.	.	.
stanford-ai-2021	1724	1	MGI	MGI	NNP
stanford-ai-2021	1724	2	searched	search	VBD
stanford-ai-2021	1724	3	for	for	IN
stanford-ai-2021	1724	4	the	the	DT
stanford-ai-2021	1724	5	terms	term	NNS
stanford-ai-2021	1724	6	“	"	``
stanford-ai-2021	1724	7	Artificial	Artificial	NNP
stanford-ai-2021	1724	8	Intelligence	Intelligence	NNP
stanford-ai-2021	1724	9	”	"	''
stanford-ai-2021	1724	10	and	and	CC
stanford-ai-2021	1724	11	“	"	``
stanford-ai-2021	1724	12	Machine	Machine	NNP
stanford-ai-2021	1724	13	Learning	Learning	NNP
stanford-ai-2021	1724	14	”	"	''
stanford-ai-2021	1724	15	(	(	-LRB-
stanford-ai-2021	1724	16	quotes	quote	NNS
stanford-ai-2021	1724	17	included	include	VBN
stanford-ai-2021	1724	18	)	)	-RRB-
stanford-ai-2021	1724	19	and	and	CC
stanford-ai-2021	1724	20	catalogued	catalogue	VBD
stanford-ai-2021	1724	21	the	the	DT
stanford-ai-2021	1724	22	results	result	NNS
stanford-ai-2021	1724	23	.	.	.
stanford-ai-2021	1725	1	Data	datum	NNS
stanford-ai-2021	1725	2	is	be	VBZ
stanford-ai-2021	1725	3	as	as	IN
stanford-ai-2021	1725	4	of	of	IN
stanford-ai-2021	1725	5	Dec.	December	NNP
stanford-ai-2021	1725	6	31	31	CD
stanford-ai-2021	1725	7	,	,	,
stanford-ai-2021	1725	8	2020	2020	CD
stanford-ai-2021	1725	9	.	.	.
stanford-ai-2021	1726	1	Data	datum	NNS
stanford-ai-2021	1726	2	are	be	VBP
stanford-ai-2021	1726	3	available	available	JJ
stanford-ai-2021	1726	4	online	online	RB
stanford-ai-2021	1726	5	from	from	IN
stanford-ai-2021	1726	6	January	January	NNP
stanford-ai-2021	1726	7	1	1	CD
stanford-ai-2021	1726	8	,	,	,
stanford-ai-2021	1726	9	1800	1800	CD
stanford-ai-2021	1726	10	onward	onward	RB
stanford-ai-2021	1726	11	.	.	.
stanford-ai-2021	1727	1	Contains	contain	VBZ
stanford-ai-2021	1727	2	Parliamentary	parliamentary	JJ
stanford-ai-2021	1727	3	information	information	NN
stanford-ai-2021	1727	4	licensed	license	VBN
stanford-ai-2021	1727	5	under	under	IN
stanford-ai-2021	1727	6	the	the	DT
stanford-ai-2021	1727	7	Open	Open	NNP
stanford-ai-2021	1727	8	Parliament	Parliament	NNP
stanford-ai-2021	1727	9	Licence	Licence	NNP
stanford-ai-2021	1727	10	v3.0	v3.0	NN
stanford-ai-2021	1727	11	.	.	.
stanford-ai-2021	1728	1	As	as	IN
stanford-ai-2021	1728	2	in	in	IN
stanford-ai-2021	1728	3	Canada	Canada	NNP
stanford-ai-2021	1728	4	,	,	,
stanford-ai-2021	1728	5	each	each	DT
stanford-ai-2021	1728	6	count	count	NN
stanford-ai-2021	1728	7	indicates	indicate	VBZ
stanford-ai-2021	1728	8	that	that	IN
stanford-ai-2021	1728	9	Artificial	Artificial	NNP
stanford-ai-2021	1728	10	Intelligence	Intelligence	NNP
stanford-ai-2021	1728	11	or	or	CC
stanford-ai-2021	1728	12	Machine	Machine	NNP
stanford-ai-2021	1728	13	Learning	Learning	NNP
stanford-ai-2021	1728	14	was	be	VBD
stanford-ai-2021	1728	15	mentioned	mention	VBN
stanford-ai-2021	1728	16	in	in	IN
stanford-ai-2021	1728	17	a	a	DT
stanford-ai-2021	1728	18	particular	particular	JJ
stanford-ai-2021	1728	19	comment	comment	NN
stanford-ai-2021	1728	20	or	or	CC
stanford-ai-2021	1728	21	remark	remark	VB
stanford-ai-2021	1728	22	during	during	IN
stanford-ai-2021	1728	23	a	a	DT
stanford-ai-2021	1728	24	proceeding	proceeding	NN
stanford-ai-2021	1728	25	.	.	.
stanford-ai-2021	1729	1	Therefore	therefore	RB
stanford-ai-2021	1729	2	,	,	,
stanford-ai-2021	1729	3	if	if	IN
stanford-ai-2021	1729	4	a	a	DT
stanford-ai-2021	1729	5	member	member	NN
stanford-ai-2021	1729	6	mentions	mention	NNS
stanford-ai-2021	1729	7	AI	AI	NNP
stanford-ai-2021	1729	8	or	or	CC
stanford-ai-2021	1729	9	ML	ML	NNP
stanford-ai-2021	1729	10	multiple	multiple	JJ
stanford-ai-2021	1729	11	times	time	NNS
stanford-ai-2021	1729	12	within	within	IN
stanford-ai-2021	1729	13	their	-PRON-	PRP$
stanford-ai-2021	1729	14	remarks	remark	NNS
stanford-ai-2021	1729	15	,	,	,
stanford-ai-2021	1729	16	it	-PRON-	PRP
stanford-ai-2021	1729	17	will	will	MD
stanford-ai-2021	1729	18	appear	appear	VB
stanford-ai-2021	1729	19	only	only	RB
stanford-ai-2021	1729	20	once	once	RB
stanford-ai-2021	1729	21	.	.	.
stanford-ai-2021	1730	1	However	however	RB
stanford-ai-2021	1730	2	if	if	IN
stanford-ai-2021	1730	3	,	,	,
stanford-ai-2021	1730	4	during	during	IN
stanford-ai-2021	1730	5	the	the	DT
stanford-ai-2021	1730	6	same	same	JJ
stanford-ai-2021	1730	7	event	event	NN
stanford-ai-2021	1730	8	,	,	,
stanford-ai-2021	1730	9	the	the	DT
stanford-ai-2021	1730	10	same	same	JJ
stanford-ai-2021	1730	11	speaker	speaker	NN
stanford-ai-2021	1730	12	mentions	mention	NNS
stanford-ai-2021	1730	13	AI	AI	NNP
stanford-ai-2021	1730	14	or	or	CC
stanford-ai-2021	1730	15	ML	ML	NNP
stanford-ai-2021	1730	16	in	in	IN
stanford-ai-2021	1730	17	separate	separate	JJ
stanford-ai-2021	1730	18	comments	comment	NNS
stanford-ai-2021	1730	19	(	(	-LRB-
stanford-ai-2021	1730	20	with	with	IN
stanford-ai-2021	1730	21	other	other	JJ
stanford-ai-2021	1730	22	speakers	speaker	NNS
stanford-ai-2021	1730	23	in	in	IN
stanford-ai-2021	1730	24	between	between	IN
stanford-ai-2021	1730	25	)	)	-RRB-
stanford-ai-2021	1730	26	,	,	,
stanford-ai-2021	1730	27	it	-PRON-	PRP
stanford-ai-2021	1730	28	will	will	MD
stanford-ai-2021	1730	29	appear	appear	VB
stanford-ai-2021	1730	30	multiple	multiple	JJ
stanford-ai-2021	1730	31	times	time	NNS
stanford-ai-2021	1730	32	.	.	.
stanford-ai-2021	1731	1	Counts	count	NNS
stanford-ai-2021	1731	2	for	for	IN
stanford-ai-2021	1731	3	Artificial	Artificial	NNP
stanford-ai-2021	1731	4	Intelligence	Intelligence	NNP
stanford-ai-2021	1731	5	or	or	CC
stanford-ai-2021	1731	6	Machine	Machine	NNP
stanford-ai-2021	1731	7	Learning	Learning	NNP
stanford-ai-2021	1731	8	are	be	VBP
stanford-ai-2021	1731	9	separate	separate	JJ
stanford-ai-2021	1731	10	,	,	,
stanford-ai-2021	1731	11	as	as	IN
stanford-ai-2021	1731	12	they	-PRON-	PRP
stanford-ai-2021	1731	13	were	be	VBD
stanford-ai-2021	1731	14	conducted	conduct	VBN
stanford-ai-2021	1731	15	in	in	IN
stanford-ai-2021	1731	16	separate	separate	JJ
stanford-ai-2021	1731	17	searches	search	NNS
stanford-ai-2021	1731	18	.	.	.
stanford-ai-2021	1732	1	Mentions	mention	NNS
stanford-ai-2021	1732	2	of	of	IN
stanford-ai-2021	1732	3	the	the	DT
stanford-ai-2021	1732	4	abbreviations	abbreviation	NNS
stanford-ai-2021	1732	5	AI	AI	NNP
stanford-ai-2021	1732	6	or	or	CC
stanford-ai-2021	1732	7	ML	ML	NNP
stanford-ai-2021	1732	8	are	be	VBP
stanford-ai-2021	1732	9	not	not	RB
stanford-ai-2021	1732	10	included	include	VBN
stanford-ai-2021	1732	11	.	.	.
stanford-ai-2021	1733	1	United	United	NNP
stanford-ai-2021	1733	2	States	States	NNP
stanford-ai-2021	1733	3	(	(	-LRB-
stanford-ai-2021	1733	4	Senate	Senate	NNP
stanford-ai-2021	1733	5	and	and	CC
stanford-ai-2021	1733	6	House	House	NNP
stanford-ai-2021	1733	7	of	of	IN
stanford-ai-2021	1733	8	Representatives	Representatives	NNPS
stanford-ai-2021	1733	9	)	)	-RRB-
stanford-ai-2021	1733	10	Data	Data	NNP
stanford-ai-2021	1733	11	was	be	VBD
stanford-ai-2021	1733	12	collected	collect	VBN
stanford-ai-2021	1733	13	using	use	VBG
stanford-ai-2021	1733	14	the	the	DT
stanford-ai-2021	1733	15	advanced	advanced	JJ
stanford-ai-2021	1733	16	search	search	NN
stanford-ai-2021	1733	17	feature	feature	NN
stanford-ai-2021	1733	18	of	of	IN
stanford-ai-2021	1733	19	the	the	DT
stanford-ai-2021	1733	20	U.S.	U.S.	NNP
stanford-ai-2021	1733	21	Congressional	Congressional	NNP
stanford-ai-2021	1733	22	Record	Record	NNP
stanford-ai-2021	1733	23	website	website	NN
stanford-ai-2021	1733	24	.	.	.
stanford-ai-2021	1734	1	MGI	MGI	NNP
stanford-ai-2021	1734	2	searched	search	VBD
stanford-ai-2021	1734	3	the	the	DT
stanford-ai-2021	1734	4	terms	term	NNS
stanford-ai-2021	1734	5	“	"	``
stanford-ai-2021	1734	6	Artificial	Artificial	NNP
stanford-ai-2021	1734	7	Intelligence	Intelligence	NNP
stanford-ai-2021	1734	8	”	"	''
stanford-ai-2021	1734	9	and	and	CC
stanford-ai-2021	1734	10	“	"	``
stanford-ai-2021	1734	11	Machine	Machine	NNP
stanford-ai-2021	1734	12	Learning	Learning	NNP
stanford-ai-2021	1734	13	”	"	''
stanford-ai-2021	1734	14	(	(	-LRB-
stanford-ai-2021	1734	15	quotes	quote	NNS
stanford-ai-2021	1734	16	included	include	VBN
stanford-ai-2021	1734	17	)	)	-RRB-
stanford-ai-2021	1734	18	and	and	CC
stanford-ai-2021	1734	19	downloaded	download	VBD
stanford-ai-2021	1734	20	the	the	DT
stanford-ai-2021	1734	21	results	result	NNS
stanford-ai-2021	1734	22	as	as	IN
stanford-ai-2021	1734	23	a	a	DT
stanford-ai-2021	1734	24	CSV	csv	NN
stanford-ai-2021	1734	25	.	.	.
stanford-ai-2021	1735	1	The	the	DT
stanford-ai-2021	1735	2	“	"	``
stanford-ai-2021	1735	3	word	word	NN
stanford-ai-2021	1735	4	variant	variant	NN
stanford-ai-2021	1735	5	”	"	''
stanford-ai-2021	1735	6	option	option	NN
stanford-ai-2021	1735	7	was	be	VBD
stanford-ai-2021	1735	8	not	not	RB
stanford-ai-2021	1735	9	selected	select	VBN
stanford-ai-2021	1735	10	,	,	,
stanford-ai-2021	1735	11	and	and	CC
stanford-ai-2021	1735	12	proceedings	proceeding	NNS
stanford-ai-2021	1735	13	included	include	VBD
stanford-ai-2021	1735	14	Senate	Senate	NNP
stanford-ai-2021	1735	15	,	,	,
stanford-ai-2021	1735	16	House	House	NNP
stanford-ai-2021	1735	17	of	of	IN
stanford-ai-2021	1735	18	Representatives	Representatives	NNPS
stanford-ai-2021	1735	19	,	,	,
stanford-ai-2021	1735	20	and	and	CC
stanford-ai-2021	1735	21	Extensions	Extensions	NNPS
stanford-ai-2021	1735	22	of	of	IN
stanford-ai-2021	1735	23	Remarks	Remarks	NNPS
stanford-ai-2021	1735	24	,	,	,
stanford-ai-2021	1735	25	but	but	CC
stanford-ai-2021	1735	26	did	do	VBD
stanford-ai-2021	1735	27	not	not	RB
stanford-ai-2021	1735	28	include	include	VB
stanford-ai-2021	1735	29	the	the	DT
stanford-ai-2021	1735	30	Daily	Daily	NNP
stanford-ai-2021	1735	31	Digest	Digest	NNP
stanford-ai-2021	1735	32	.	.	.
stanford-ai-2021	1736	1	Data	datum	NNS
stanford-ai-2021	1736	2	is	be	VBZ
stanford-ai-2021	1736	3	as	as	IN
stanford-ai-2021	1736	4	of	of	IN
stanford-ai-2021	1736	5	Dec.	December	NNP
stanford-ai-2021	1736	6	31	31	CD
stanford-ai-2021	1736	7	,	,	,
stanford-ai-2021	1736	8	2020	2020	CD
stanford-ai-2021	1736	9	,	,	,
stanford-ai-2021	1736	10	and	and	CC
stanford-ai-2021	1736	11	data	datum	NNS
stanford-ai-2021	1736	12	is	be	VBZ
stanford-ai-2021	1736	13	available	available	JJ
stanford-ai-2021	1736	14	online	online	RB
stanford-ai-2021	1736	15	from	from	IN
stanford-ai-2021	1736	16	the	the	DT
stanford-ai-2021	1736	17	104th	104th	JJ
stanford-ai-2021	1736	18	Congress	Congress	NNP
stanford-ai-2021	1736	19	onward	onward	RB
stanford-ai-2021	1736	20	(	(	-LRB-
stanford-ai-2021	1736	21	1995	1995	CD
stanford-ai-2021	1736	22	)	)	-RRB-
stanford-ai-2021	1736	23	.	.	.
stanford-ai-2021	1737	1	Each	each	DT
stanford-ai-2021	1737	2	count	count	NN
stanford-ai-2021	1737	3	indicates	indicate	VBZ
stanford-ai-2021	1737	4	that	that	IN
stanford-ai-2021	1737	5	Artificial	Artificial	NNP
stanford-ai-2021	1737	6	Intelligence	Intelligence	NNP
stanford-ai-2021	1737	7	or	or	CC
stanford-ai-2021	1737	8	Machine	Machine	NNP
stanford-ai-2021	1737	9	Learning	Learning	NNP
stanford-ai-2021	1737	10	was	be	VBD
stanford-ai-2021	1737	11	mentioned	mention	VBN
stanford-ai-2021	1737	12	during	during	IN
stanford-ai-2021	1737	13	a	a	DT
stanford-ai-2021	1737	14	particular	particular	JJ
stanford-ai-2021	1737	15	event	event	NN
stanford-ai-2021	1737	16	contained	contain	VBN
stanford-ai-2021	1737	17	in	in	IN
stanford-ai-2021	1737	18	the	the	DT
stanford-ai-2021	1737	19	Congressional	Congressional	NNP
stanford-ai-2021	1737	20	Record	Record	NNP
stanford-ai-2021	1737	21	,	,	,
stanford-ai-2021	1737	22	including	include	VBG
stanford-ai-2021	1737	23	the	the	DT
stanford-ai-2021	1737	24	reading	reading	NN
stanford-ai-2021	1737	25	of	of	IN
stanford-ai-2021	1737	26	a	a	DT
stanford-ai-2021	1737	27	bill	bill	NN
stanford-ai-2021	1737	28	.	.	.
stanford-ai-2021	1738	1	If	if	IN
stanford-ai-2021	1738	2	a	a	DT
stanford-ai-2021	1738	3	speaker	speaker	NN
stanford-ai-2021	1738	4	mentioned	mention	VBD
stanford-ai-2021	1738	5	AI	AI	NNP
stanford-ai-2021	1738	6	or	or	CC
stanford-ai-2021	1738	7	ML	ML	NNP
stanford-ai-2021	1738	8	multiple	multiple	JJ
stanford-ai-2021	1738	9	times	time	NNS
stanford-ai-2021	1738	10	within	within	IN
stanford-ai-2021	1738	11	remarks	remark	NNS
stanford-ai-2021	1738	12	,	,	,
stanford-ai-2021	1738	13	or	or	CC
stanford-ai-2021	1738	14	multiple	multiple	JJ
stanford-ai-2021	1738	15	speakers	speaker	NNS
stanford-ai-2021	1738	16	mentioned	mention	VBD
stanford-ai-2021	1738	17	AI	AI	NNP
stanford-ai-2021	1738	18	or	or	CC
stanford-ai-2021	1738	19	ML	ML	NNP
stanford-ai-2021	1738	20	within	within	IN
stanford-ai-2021	1738	21	the	the	DT
stanford-ai-2021	1738	22	same	same	JJ
stanford-ai-2021	1738	23	event	event	NN
stanford-ai-2021	1738	24	,	,	,
stanford-ai-2021	1738	25	it	-PRON-	PRP
stanford-ai-2021	1738	26	would	would	MD
stanford-ai-2021	1738	27	appear	appear	VB
stanford-ai-2021	1738	28	only	only	RB
stanford-ai-2021	1738	29	once	once	RB
stanford-ai-2021	1738	30	as	as	IN
stanford-ai-2021	1738	31	a	a	DT
stanford-ai-2021	1738	32	result	result	NN
stanford-ai-2021	1738	33	.	.	.
stanford-ai-2021	1739	1	Counts	count	NNS
stanford-ai-2021	1739	2	for	for	IN
stanford-ai-2021	1739	3	Artificial	Artificial	NNP
stanford-ai-2021	1739	4	Intelligence	Intelligence	NNP
stanford-ai-2021	1739	5	or	or	CC
stanford-ai-2021	1739	6	Machine	Machine	NNP
stanford-ai-2021	1739	7	Learning	Learning	NNP
stanford-ai-2021	1739	8	are	be	VBP
stanford-ai-2021	1739	9	separate	separate	JJ
stanford-ai-2021	1739	10	,	,	,
stanford-ai-2021	1739	11	as	as	IN
stanford-ai-2021	1739	12	they	-PRON-	PRP
stanford-ai-2021	1739	13	were	be	VBD
stanford-ai-2021	1739	14	conducted	conduct	VBN
stanford-ai-2021	1739	15	in	in	IN
stanford-ai-2021	1739	16	separate	separate	JJ
stanford-ai-2021	1739	17	searches	search	NNS
stanford-ai-2021	1739	18	.	.	.
stanford-ai-2021	1740	1	Mentions	mention	NNS
stanford-ai-2021	1740	2	of	of	IN
stanford-ai-2021	1740	3	the	the	DT
stanford-ai-2021	1740	4	abbreviations	abbreviation	NNS
stanford-ai-2021	1740	5	AI	AI	NNP
stanford-ai-2021	1740	6	or	or	CC
stanford-ai-2021	1740	7	ML	ML	NNP
stanford-ai-2021	1740	8	are	be	VBP
stanford-ai-2021	1740	9	not	not	RB
stanford-ai-2021	1740	10	included	include	VBN
stanford-ai-2021	1740	11	.	.	.
stanford-ai-2021	1741	1	U.	U.	NNP
stanford-ai-2021	1742	1	S	s	NN
stanford-ai-2021	1742	2	.	.	.
stanford-ai-2021	1743	1	A	a	DT
stanford-ai-2021	1743	2	I	i	NN
stanford-ai-2021	1743	3	P	p	NN
stanford-ai-2021	1743	4	O	o	NN
stanford-ai-2021	1743	5	L	l	NN
stanford-ai-2021	1743	6	I	i	NN
stanford-ai-2021	1743	7	C	c	NN
stanford-ai-2021	1743	8	Y	y	NN
stanford-ai-2021	1743	9	PA	pa	NN
stanford-ai-2021	1743	10	P	p	NN
stanford-ai-2021	1743	11	E	e	NN
stanford-ai-2021	1743	12	R	R	NNP
stanford-ai-2021	1743	13	Source	Source	NNP
stanford-ai-2021	1743	14	Data	Data	NNP
stanford-ai-2021	1743	15	collection	collection	NN
stanford-ai-2021	1743	16	and	and	CC
stanford-ai-2021	1743	17	analysis	analysis	NN
stanford-ai-2021	1743	18	was	be	VBD
stanford-ai-2021	1743	19	performed	perform	VBN
stanford-ai-2021	1743	20	by	by	IN
stanford-ai-2021	1743	21	Stanford	Stanford	NNP
stanford-ai-2021	1743	22	Institute	Institute	NNP
stanford-ai-2021	1743	23	of	of	IN
stanford-ai-2021	1743	24	Human	Human	NNP
stanford-ai-2021	1743	25	-	-	HYPH
stanford-ai-2021	1743	26	Centered	Centered	NNP
stanford-ai-2021	1743	27	Artificial	Artificial	NNP
stanford-ai-2021	1743	28	Intelligence	Intelligence	NNP
stanford-ai-2021	1743	29	and	and	CC
stanford-ai-2021	1743	30	AI	AI	NNP
stanford-ai-2021	1743	31	Index	Index	NNP
stanford-ai-2021	1743	32	.	.	.
stanford-ai-2021	1744	1	Organizations	organization	NNS
stanford-ai-2021	1744	2	To	to	TO
stanford-ai-2021	1744	3	develop	develop	VB
stanford-ai-2021	1744	4	a	a	DT
stanford-ai-2021	1744	5	more	more	RBR
stanford-ai-2021	1744	6	nuanced	nuanced	JJ
stanford-ai-2021	1744	7	understanding	understanding	NN
stanford-ai-2021	1744	8	of	of	IN
stanford-ai-2021	1744	9	the	the	DT
stanford-ai-2021	1744	10	thought	thought	NN
stanford-ai-2021	1744	11	leadership	leadership	NN
stanford-ai-2021	1744	12	that	that	IN
stanford-ai-2021	1744	13	motivates	motivate	NNS
stanford-ai-2021	1744	14	AI	AI	NNP
stanford-ai-2021	1744	15	policy	policy	NN
stanford-ai-2021	1744	16	,	,	,
stanford-ai-2021	1744	17	we	-PRON-	PRP
stanford-ai-2021	1744	18	tracked	track	VBD
stanford-ai-2021	1744	19	policy	policy	NN
stanford-ai-2021	1744	20	papers	paper	NNS
stanford-ai-2021	1744	21	published	publish	VBN
stanford-ai-2021	1744	22	by	by	IN
stanford-ai-2021	1744	23	36	36	CD
stanford-ai-2021	1744	24	organizations	organization	NNS
stanford-ai-2021	1744	25	across	across	IN
stanford-ai-2021	1744	26	three	three	CD
stanford-ai-2021	1744	27	broad	broad	JJ
stanford-ai-2021	1744	28	categories	category	NNS
stanford-ai-2021	1744	29	including	include	VBG
stanford-ai-2021	1744	30	:	:	:
stanford-ai-2021	1744	31	Think	Think	NNP
stanford-ai-2021	1744	32	Tanks	tank	NNS
stanford-ai-2021	1744	33	,	,	,
stanford-ai-2021	1744	34	Policy	Policy	NNP
stanford-ai-2021	1744	35	Institutes	Institutes	NNP
stanford-ai-2021	1744	36	&	&	CC
stanford-ai-2021	1744	37	Academia	Academia	NNP
stanford-ai-2021	1744	38	:	:	:
stanford-ai-2021	1744	39	This	this	DT
stanford-ai-2021	1744	40	includes	include	VBZ
stanford-ai-2021	1744	41	organizations	organization	NNS
stanford-ai-2021	1744	42	where	where	WRB
stanford-ai-2021	1744	43	experts	expert	NNS
stanford-ai-2021	1744	44	(	(	-LRB-
stanford-ai-2021	1744	45	often	often	RB
stanford-ai-2021	1744	46	from	from	IN
stanford-ai-2021	1744	47	academia	academia	NN
stanford-ai-2021	1744	48	and	and	CC
stanford-ai-2021	1744	49	the	the	DT
stanford-ai-2021	1744	50	political	political	JJ
stanford-ai-2021	1744	51	sphere	sphere	NN
stanford-ai-2021	1744	52	)	)	-RRB-
stanford-ai-2021	1744	53	provide	provide	VBP
stanford-ai-2021	1744	54	information	information	NN
stanford-ai-2021	1744	55	and	and	CC
stanford-ai-2021	1744	56	advice	advice	NN
stanford-ai-2021	1744	57	on	on	IN
stanford-ai-2021	1744	58	specific	specific	JJ
stanford-ai-2021	1744	59	policy	policy	NN
stanford-ai-2021	1744	60	problems	problem	NNS
stanford-ai-2021	1744	61	.	.	.
stanford-ai-2021	1745	1	We	-PRON-	PRP
stanford-ai-2021	1745	2	included	include	VBD
stanford-ai-2021	1745	3	the	the	DT
stanford-ai-2021	1745	4	following	following	JJ
stanford-ai-2021	1745	5	27	27	CD
stanford-ai-2021	1745	6	organizations	organization	NNS
stanford-ai-2021	1745	7	:	:	:
stanford-ai-2021	1745	8	AI	AI	NNP
stanford-ai-2021	1745	9	PULSE	pulse	NN
stanford-ai-2021	1745	10	at	at	IN
stanford-ai-2021	1745	11	UCLA	UCLA	NNP
stanford-ai-2021	1745	12	Law	Law	NNP
stanford-ai-2021	1745	13	,	,	,
stanford-ai-2021	1745	14	American	American	NNP
stanford-ai-2021	1745	15	Enterprise	Enterprise	NNP
stanford-ai-2021	1745	16	Institute	Institute	NNP
stanford-ai-2021	1745	17	,	,	,
stanford-ai-2021	1745	18	Aspen	Aspen	NNP
stanford-ai-2021	1745	19	Institute	Institute	NNP
stanford-ai-2021	1745	20	,	,	,
stanford-ai-2021	1745	21	Atlantic	Atlantic	NNP
stanford-ai-2021	1745	22	Council	Council	NNP
stanford-ai-2021	1745	23	,	,	,
stanford-ai-2021	1745	24	Berkeley	Berkeley	NNP
stanford-ai-2021	1745	25	Center	Center	NNP
stanford-ai-2021	1745	26	for	for	IN
stanford-ai-2021	1745	27	Long	Long	NNP
stanford-ai-2021	1745	28	-	-	HYPH
stanford-ai-2021	1745	29	Term	Term	NNP
stanford-ai-2021	1745	30	Cybersecurity	Cybersecurity	NNP
stanford-ai-2021	1745	31	,	,	,
stanford-ai-2021	1745	32	Brookings	Brookings	NNP
stanford-ai-2021	1745	33	https://www.mckinsey.com/mgi/overview	https://www.mckinsey.com/mgi/overview	UH
stanford-ai-2021	1745	34	https://www.mckinsey.com/mgi/overview	https://www.mckinsey.com/mgi/overview	UH
stanford-ai-2021	1745	35	https://www.ourcommons.ca/Search/en/publications/hansard	https://www.ourcommons.ca/Search/en/publications/hansard	NNP
stanford-ai-2021	1745	36	https://hansard.parliament.uk/search?startDate=1800-01-01&endDate=2018-11-20&searchTerm=%22Artificial%20intelligence%22&partial=False	https://hansard.parliament.uk/search?startDate=1800-01-01&endDate=2018-11-20&searchTerm=%22Artificial%20intelligence%22&partial=False	NNP
stanford-ai-2021	1745	37	https://hansard.parliament.uk/	https://hansard.parliament.uk/	NNP
stanford-ai-2021	1745	38	https://www.parliament.uk/site-information/copyright-parliament/open-parliament-licence/	https://www.parliament.uk/site-information/copyright-parliament/open-parliament-licence/	NNP
stanford-ai-2021	1745	39	https://www.congress.gov/quick-search/congressional-record?wordsPhrases=%22Artificial+Intelligence%22&congresses%5B%5D=all&dates=datesCongress&sectionSenate=on&sectionHouse=on&sectionExtensionsOfRemarks=on&representative%5B%5D=&senator%5B%5D=&searchResultViewType=expanded	https://www.congress.gov/quick-search/congressional-record?wordsphrases=%22artificial+intelligence%22&congresses%5b%5d=all&dates=datescongress&sectionsenate=on&sectionhouse=on&sectionextensionsofremarks=on&representative%5b%5d=&senator%5b%5d=&searchresultviewtype=expanded	JJ
stanford-ai-2021	1745	40	https://www.congress.gov/congressional-record	https://www.congress.gov/congressional-record	NN
stanford-ai-2021	1745	41	TA	TA	NNP
stanford-ai-2021	1745	42	B	B	NNP
stanford-ai-2021	1745	43	L	l	NN
stanford-ai-2021	1745	44	E	e	NN
stanford-ai-2021	1745	45	O	o	NN
stanford-ai-2021	1745	46	F	f	NN
stanford-ai-2021	1745	47	C	c	NN
stanford-ai-2021	1745	48	O	o	NN
stanford-ai-2021	1745	49	N	n	NN
stanford-ai-2021	1745	50	T	t	NN
stanford-ai-2021	1745	51	E	e	NN
stanford-ai-2021	1745	52	N	n	NN
stanford-ai-2021	1745	53	T	t	NN
stanford-ai-2021	1745	54	S	s	NN
stanford-ai-2021	1745	55	2	2	CD
stanford-ai-2021	1745	56	1	1	CD
stanford-ai-2021	1745	57	7A	7a	NN
stanford-ai-2021	1745	58	P	p	NN
stanford-ai-2021	1745	59	P	p	NN
stanford-ai-2021	1745	60	E	e	NN
stanford-ai-2021	1745	61	N	n	NN
stanford-ai-2021	1745	62	D	d	NN
stanford-ai-2021	1745	63	I	i	NN
stanford-ai-2021	1745	64	X	X	NNP
stanford-ai-2021	1745	65	Artificial	Artificial	NNP
stanford-ai-2021	1745	66	Intelligence	Intelligence	NNP
stanford-ai-2021	1745	67	Index	Index	NNP
stanford-ai-2021	1745	68	Report	Report	NNP
stanford-ai-2021	1745	69	2021	2021	CD
stanford-ai-2021	1745	70	C	c	NN
stanford-ai-2021	1745	71	H	h	NN
stanford-ai-2021	1745	72	A	a	NN
stanford-ai-2021	1745	73	P	p	NN
stanford-ai-2021	1745	74	T	t	NN
stanford-ai-2021	1745	75	E	e	NN
stanford-ai-2021	1745	76	R	r	NN
stanford-ai-2021	1745	77	7	7	CD
stanford-ai-2021	1745	78	:	:	:
stanford-ai-2021	1745	79	A	a	DT
stanford-ai-2021	1745	80	I	i	NN
stanford-ai-2021	1745	81	P	p	NN
stanford-ai-2021	1745	82	O	o	NN
stanford-ai-2021	1745	83	L	l	NN
stanford-ai-2021	1745	84	I	i	NN
stanford-ai-2021	1745	85	C	c	NN
stanford-ai-2021	1745	86	Y	Y	NNP
stanford-ai-2021	1745	87	A	a	NN
stanford-ai-2021	1745	88	N	n	NN
stanford-ai-2021	1745	89	D	d	NN
stanford-ai-2021	1745	90	N	n	NN
stanford-ai-2021	1745	91	AT	at	IN
stanford-ai-2021	1745	92	I	i	NN
stanford-ai-2021	1745	93	O	o	NN
stanford-ai-2021	1745	94	N	n	NN
stanford-ai-2021	1745	95	A	a	NN
stanford-ai-2021	1745	96	L	l	NN
stanford-ai-2021	1745	97	S	s	NN
stanford-ai-2021	1745	98	T	t	NN
stanford-ai-2021	1745	99	R	r	NN
stanford-ai-2021	1745	100	AT	at	NN
stanford-ai-2021	1745	101	E	e	NN
stanford-ai-2021	1745	102	G	g	NN
stanford-ai-2021	1745	103	I	i	NN
stanford-ai-2021	1745	104	E	e	NN
stanford-ai-2021	1745	105	S	s	NN
stanford-ai-2021	1745	106	A	a	NN
stanford-ai-2021	1745	107	P	p	NN
stanford-ai-2021	1745	108	P	p	NN
stanford-ai-2021	1745	109	E	e	NN
stanford-ai-2021	1745	110	N	n	NN
stanford-ai-2021	1745	111	D	d	NN
stanford-ai-2021	1745	112	I	i	NN
stanford-ai-2021	1745	113	X	x	NN
stanford-ai-2021	1745	114	Institution	Institution	NNP
stanford-ai-2021	1745	115	,	,	,
stanford-ai-2021	1745	116	Carnegie	Carnegie	NNP
stanford-ai-2021	1745	117	Endowment	Endowment	NNP
stanford-ai-2021	1745	118	for	for	IN
stanford-ai-2021	1745	119	International	International	NNP
stanford-ai-2021	1745	120	Peace	Peace	NNP
stanford-ai-2021	1745	121	,	,	,
stanford-ai-2021	1745	122	Cato	Cato	NNP
stanford-ai-2021	1745	123	Institute	Institute	NNP
stanford-ai-2021	1745	124	,	,	,
stanford-ai-2021	1745	125	Center	Center	NNP
stanford-ai-2021	1745	126	for	for	IN
stanford-ai-2021	1745	127	a	a	DT
stanford-ai-2021	1745	128	New	New	NNP
stanford-ai-2021	1745	129	American	American	NNP
stanford-ai-2021	1745	130	Security	Security	NNP
stanford-ai-2021	1745	131	,	,	,
stanford-ai-2021	1745	132	Center	Center	NNP
stanford-ai-2021	1745	133	for	for	IN
stanford-ai-2021	1745	134	Strategic	Strategic	NNP
stanford-ai-2021	1745	135	and	and	CC
stanford-ai-2021	1745	136	International	International	NNP
stanford-ai-2021	1745	137	Studies	Studies	NNPS
stanford-ai-2021	1745	138	,	,	,
stanford-ai-2021	1745	139	Council	Council	NNP
stanford-ai-2021	1745	140	on	on	IN
stanford-ai-2021	1745	141	Foreign	Foreign	NNP
stanford-ai-2021	1745	142	Relations	Relations	NNPS
stanford-ai-2021	1745	143	,	,	,
stanford-ai-2021	1745	144	Georgetown	Georgetown	NNP
stanford-ai-2021	1745	145	Center	Center	NNP
stanford-ai-2021	1745	146	for	for	IN
stanford-ai-2021	1745	147	Security	Security	NNP
stanford-ai-2021	1745	148	and	and	CC
stanford-ai-2021	1745	149	Emerging	Emerging	NNP
stanford-ai-2021	1745	150	Technology	Technology	NNP
stanford-ai-2021	1745	151	(	(	-LRB-
stanford-ai-2021	1745	152	CSET	CSET	NNP
stanford-ai-2021	1745	153	)	)	-RRB-
stanford-ai-2021	1745	154	,	,	,
stanford-ai-2021	1745	155	Harvard	Harvard	NNP
stanford-ai-2021	1745	156	Belfer	Belfer	NNP
stanford-ai-2021	1745	157	Center	Center	NNP
stanford-ai-2021	1745	158	,	,	,
stanford-ai-2021	1745	159	Harvard	Harvard	NNP
stanford-ai-2021	1745	160	Berkman	Berkman	NNP
stanford-ai-2021	1745	161	Klein	Klein	NNP
stanford-ai-2021	1745	162	Center	Center	NNP
stanford-ai-2021	1745	163	,	,	,
stanford-ai-2021	1745	164	Heritage	Heritage	NNP
stanford-ai-2021	1745	165	Foundation	Foundation	NNP
stanford-ai-2021	1745	166	,	,	,
stanford-ai-2021	1745	167	Hudson	Hudson	NNP
stanford-ai-2021	1745	168	Institute	Institute	NNP
stanford-ai-2021	1745	169	,	,	,
stanford-ai-2021	1745	170	MacroPolo	MacroPolo	NNP
stanford-ai-2021	1745	171	,	,	,
stanford-ai-2021	1745	172	MIT	MIT	NNP
stanford-ai-2021	1745	173	Internet	Internet	NNP
stanford-ai-2021	1745	174	Policy	Policy	NNP
stanford-ai-2021	1745	175	Research	Research	NNP
stanford-ai-2021	1745	176	Initiative	Initiative	NNP
stanford-ai-2021	1745	177	,	,	,
stanford-ai-2021	1745	178	New	New	NNP
stanford-ai-2021	1745	179	America	America	NNP
stanford-ai-2021	1745	180	Foundation	Foundation	NNP
stanford-ai-2021	1745	181	,	,	,
stanford-ai-2021	1745	182	NYU	NYU	NNP
stanford-ai-2021	1745	183	AI	AI	NNP
stanford-ai-2021	1745	184	Now	Now	NNP
stanford-ai-2021	1745	185	Institute	Institute	NNP
stanford-ai-2021	1745	186	,	,	,
stanford-ai-2021	1745	187	Princeton	Princeton	NNP
stanford-ai-2021	1745	188	School	School	NNP
stanford-ai-2021	1745	189	of	of	IN
stanford-ai-2021	1745	190	Public	Public	NNP
stanford-ai-2021	1745	191	and	and	CC
stanford-ai-2021	1745	192	International	International	NNP
stanford-ai-2021	1745	193	Affairs	Affairs	NNPS
stanford-ai-2021	1745	194	,	,	,
stanford-ai-2021	1745	195	RAND	RAND	NNP
stanford-ai-2021	1745	196	Corporation	Corporation	NNP
stanford-ai-2021	1745	197	,	,	,
stanford-ai-2021	1745	198	Rockefeller	Rockefeller	NNP
stanford-ai-2021	1745	199	Foundation	Foundation	NNP
stanford-ai-2021	1745	200	,	,	,
stanford-ai-2021	1745	201	Stanford	Stanford	NNP
stanford-ai-2021	1745	202	Institute	Institute	NNP
stanford-ai-2021	1745	203	for	for	IN
stanford-ai-2021	1745	204	Human	Human	NNP
stanford-ai-2021	1745	205	-	-	HYPH
stanford-ai-2021	1745	206	Centered	Centered	NNP
stanford-ai-2021	1745	207	Artificial	Artificial	NNP
stanford-ai-2021	1745	208	Intelligence	Intelligence	NNP
stanford-ai-2021	1745	209	(	(	-LRB-
stanford-ai-2021	1745	210	HAI	HAI	NNP
stanford-ai-2021	1745	211	)	)	-RRB-
stanford-ai-2021	1745	212	,	,	,
stanford-ai-2021	1745	213	Stimson	Stimson	NNP
stanford-ai-2021	1745	214	Center	Center	NNP
stanford-ai-2021	1745	215	,	,	,
stanford-ai-2021	1745	216	Urban	Urban	NNP
stanford-ai-2021	1745	217	Institute	Institute	NNP
stanford-ai-2021	1745	218	,	,	,
stanford-ai-2021	1745	219	Wilson	Wilson	NNP
stanford-ai-2021	1745	220	Center	Center	NNP
stanford-ai-2021	1745	221	.	.	.
stanford-ai-2021	1746	1	Civil	Civil	NNP
stanford-ai-2021	1746	2	Society	Society	NNP
stanford-ai-2021	1746	3	,	,	,
stanford-ai-2021	1746	4	Associations	Associations	NNP
stanford-ai-2021	1746	5	&	&	CC
stanford-ai-2021	1746	6	Consortiums	Consortiums	NNPS
stanford-ai-2021	1746	7	:	:	:
stanford-ai-2021	1746	8	Not	not	RB
stanford-ai-2021	1746	9	-	-	HYPH
stanford-ai-2021	1746	10	for	for	IN
stanford-ai-2021	1746	11	profit	profit	NN
stanford-ai-2021	1746	12	institutions	institution	NNS
stanford-ai-2021	1746	13	including	include	VBG
stanford-ai-2021	1746	14	community	community	NN
stanford-ai-2021	1746	15	-	-	HYPH
stanford-ai-2021	1746	16	based	base	VBN
stanford-ai-2021	1746	17	organizations	organization	NNS
stanford-ai-2021	1746	18	and	and	CC
stanford-ai-2021	1746	19	NGOs	NGOs	NNPS
stanford-ai-2021	1746	20	advocating	advocate	VBG
stanford-ai-2021	1746	21	for	for	IN
stanford-ai-2021	1746	22	a	a	DT
stanford-ai-2021	1746	23	range	range	NN
stanford-ai-2021	1746	24	of	of	IN
stanford-ai-2021	1746	25	societal	societal	JJ
stanford-ai-2021	1746	26	issues	issue	NNS
stanford-ai-2021	1746	27	.	.	.
stanford-ai-2021	1747	1	We	-PRON-	PRP
stanford-ai-2021	1747	2	included	include	VBD
stanford-ai-2021	1747	3	the	the	DT
stanford-ai-2021	1747	4	following	following	JJ
stanford-ai-2021	1747	5	nine	nine	CD
stanford-ai-2021	1747	6	organizations	organization	NNS
stanford-ai-2021	1747	7	:	:	:
stanford-ai-2021	1747	8	Algorithmic	Algorithmic	NNP
stanford-ai-2021	1747	9	Justice	Justice	NNP
stanford-ai-2021	1747	10	League	League	NNP
stanford-ai-2021	1747	11	,	,	,
stanford-ai-2021	1747	12	Alliance	Alliance	NNP
stanford-ai-2021	1747	13	for	for	IN
stanford-ai-2021	1747	14	Artificial	Artificial	NNP
stanford-ai-2021	1747	15	Intelligence	Intelligence	NNP
stanford-ai-2021	1747	16	in	in	IN
stanford-ai-2021	1747	17	Healthcare	Healthcare	NNP
stanford-ai-2021	1747	18	,	,	,
stanford-ai-2021	1747	19	Amnesty	Amnesty	NNP
stanford-ai-2021	1747	20	International	International	NNP
stanford-ai-2021	1747	21	,	,	,
stanford-ai-2021	1747	22	EFF	EFF	NNP
stanford-ai-2021	1747	23	,	,	,
stanford-ai-2021	1747	24	Future	Future	NNP
stanford-ai-2021	1747	25	of	of	IN
stanford-ai-2021	1747	26	Privacy	Privacy	NNP
stanford-ai-2021	1747	27	Forum	Forum	NNP
stanford-ai-2021	1747	28	,	,	,
stanford-ai-2021	1747	29	Human	Human	NNP
stanford-ai-2021	1747	30	Rights	Rights	NNPS
stanford-ai-2021	1747	31	Watch	Watch	NNP
stanford-ai-2021	1747	32	,	,	,
stanford-ai-2021	1747	33	IJIS	IJIS	NNP
stanford-ai-2021	1747	34	,	,	,
stanford-ai-2021	1747	35	Institute	Institute	NNP
stanford-ai-2021	1747	36	for	for	IN
stanford-ai-2021	1747	37	Electrical	Electrical	NNP
stanford-ai-2021	1747	38	and	and	CC
stanford-ai-2021	1747	39	Electronics	Electronics	NNP
stanford-ai-2021	1747	40	Engineers	Engineers	NNPS
stanford-ai-2021	1747	41	,	,	,
stanford-ai-2021	1747	42	Partnership	Partnership	NNP
stanford-ai-2021	1747	43	on	on	IN
stanford-ai-2021	1747	44	AI	AI	NNP
stanford-ai-2021	1747	45	Industry	Industry	NNP
stanford-ai-2021	1747	46	&	&	CC
stanford-ai-2021	1747	47	Consultancy	Consultancy	NNP
stanford-ai-2021	1747	48	:	:	:
stanford-ai-2021	1747	49	Professional	professional	JJ
stanford-ai-2021	1747	50	practices	practice	NNS
stanford-ai-2021	1747	51	providing	provide	VBG
stanford-ai-2021	1747	52	expert	expert	JJ
stanford-ai-2021	1747	53	advice	advice	NN
stanford-ai-2021	1747	54	to	to	IN
stanford-ai-2021	1747	55	clients	client	NNS
stanford-ai-2021	1747	56	and	and	CC
stanford-ai-2021	1747	57	large	large	JJ
stanford-ai-2021	1747	58	industry	industry	NN
stanford-ai-2021	1747	59	players	player	NNS
stanford-ai-2021	1747	60	.	.	.
stanford-ai-2021	1748	1	We	-PRON-	PRP
stanford-ai-2021	1748	2	included	include	VBD
stanford-ai-2021	1748	3	six	six	CD
stanford-ai-2021	1748	4	prominent	prominent	JJ
stanford-ai-2021	1748	5	organizations	organization	NNS
stanford-ai-2021	1748	6	in	in	IN
stanford-ai-2021	1748	7	this	this	DT
stanford-ai-2021	1748	8	space	space	NN
stanford-ai-2021	1748	9	:	:	:
stanford-ai-2021	1748	10	Accenture	accenture	NN
stanford-ai-2021	1748	11	,	,	,
stanford-ai-2021	1748	12	Bain	Bain	NNP
stanford-ai-2021	1748	13	&	&	CC
stanford-ai-2021	1748	14	Co.	Co.	NNP
stanford-ai-2021	1748	15	,	,	,
stanford-ai-2021	1748	16	BCG	BCG	NNP
stanford-ai-2021	1748	17	,	,	,
stanford-ai-2021	1748	18	Deloitte	Deloitte	NNP
stanford-ai-2021	1748	19	,	,	,
stanford-ai-2021	1748	20	Google	Google	NNP
stanford-ai-2021	1748	21	AI	AI	NNP
stanford-ai-2021	1748	22	,	,	,
stanford-ai-2021	1748	23	McKinsey	McKinsey	NNP
stanford-ai-2021	1748	24	&	&	CC
stanford-ai-2021	1748	25	Company	Company	NNP
stanford-ai-2021	1748	26	Methodology	Methodology	NNP
stanford-ai-2021	1748	27	Each	each	DT
stanford-ai-2021	1748	28	broad	broad	JJ
stanford-ai-2021	1748	29	topic	topic	NN
stanford-ai-2021	1748	30	area	area	NN
stanford-ai-2021	1748	31	is	be	VBZ
stanford-ai-2021	1748	32	based	base	VBN
stanford-ai-2021	1748	33	on	on	IN
stanford-ai-2021	1748	34	a	a	DT
stanford-ai-2021	1748	35	collection	collection	NN
stanford-ai-2021	1748	36	of	of	IN
stanford-ai-2021	1748	37	underlying	underlie	VBG
stanford-ai-2021	1748	38	keywords	keyword	NNS
stanford-ai-2021	1748	39	that	that	WDT
stanford-ai-2021	1748	40	describes	describe	VBZ
stanford-ai-2021	1748	41	the	the	DT
stanford-ai-2021	1748	42	content	content	NN
stanford-ai-2021	1748	43	of	of	IN
stanford-ai-2021	1748	44	the	the	DT
stanford-ai-2021	1748	45	specific	specific	JJ
stanford-ai-2021	1748	46	paper	paper	NN
stanford-ai-2021	1748	47	.	.	.
stanford-ai-2021	1749	1	We	-PRON-	PRP
stanford-ai-2021	1749	2	included	include	VBD
stanford-ai-2021	1749	3	17	17	CD
stanford-ai-2021	1749	4	topics	topic	NNS
stanford-ai-2021	1749	5	that	that	WDT
stanford-ai-2021	1749	6	represented	represent	VBD
stanford-ai-2021	1749	7	the	the	DT
stanford-ai-2021	1749	8	majority	majority	NN
stanford-ai-2021	1749	9	of	of	IN
stanford-ai-2021	1749	10	discourse	discourse	NN
stanford-ai-2021	1749	11	related	relate	VBN
stanford-ai-2021	1749	12	to	to	IN
stanford-ai-2021	1749	13	AI	AI	NNP
stanford-ai-2021	1749	14	between	between	IN
stanford-ai-2021	1749	15	2019	2019	CD
stanford-ai-2021	1749	16	-	-	SYM
stanford-ai-2021	1749	17	2020	2020	CD
stanford-ai-2021	1749	18	.	.	.
stanford-ai-2021	1750	1	These	these	DT
stanford-ai-2021	1750	2	topic	topic	NN
stanford-ai-2021	1750	3	areas	area	NNS
stanford-ai-2021	1750	4	and	and	CC
stanford-ai-2021	1750	5	the	the	DT
stanford-ai-2021	1750	6	associated	associated	JJ
stanford-ai-2021	1750	7	keywords	keyword	NNS
stanford-ai-2021	1750	8	are	be	VBP
stanford-ai-2021	1750	9	listed	list	VBN
stanford-ai-2021	1750	10	below	below	RB
stanford-ai-2021	1750	11	.	.	.
stanford-ai-2021	1751	1	•	•	NNP
stanford-ai-2021	1751	2	Health	Health	NNP
stanford-ai-2021	1751	3	&	&	CC
stanford-ai-2021	1751	4	Biological	Biological	NNP
stanford-ai-2021	1751	5	Sciences	Sciences	NNPS
stanford-ai-2021	1751	6	:	:	:
stanford-ai-2021	1751	7	medicine	medicine	NN
stanford-ai-2021	1751	8	,	,	,
stanford-ai-2021	1751	9	healthcare	healthcare	NNP
stanford-ai-2021	1751	10	systems	systems	NNP
stanford-ai-2021	1751	11	,	,	,
stanford-ai-2021	1751	12	drug	drug	NN
stanford-ai-2021	1751	13	discovery	discovery	NN
stanford-ai-2021	1751	14	,	,	,
stanford-ai-2021	1751	15	care	care	NN
stanford-ai-2021	1751	16	,	,	,
stanford-ai-2021	1751	17	biomedical	biomedical	JJ
stanford-ai-2021	1751	18	research	research	NN
stanford-ai-2021	1751	19	,	,	,
stanford-ai-2021	1751	20	insurance	insurance	NN
stanford-ai-2021	1751	21	,	,	,
stanford-ai-2021	1751	22	health	health	NN
stanford-ai-2021	1751	23	behaviors	behavior	NNS
stanford-ai-2021	1751	24	,	,	,
stanford-ai-2021	1751	25	COVID-19	COVID-19	,
stanford-ai-2021	1751	26	,	,	,
stanford-ai-2021	1751	27	global	global	JJ
stanford-ai-2021	1751	28	health	health	NN
stanford-ai-2021	1751	29	•	•	NNP
stanford-ai-2021	1751	30	Physical	Physical	NNP
stanford-ai-2021	1751	31	Sciences	Sciences	NNPS
stanford-ai-2021	1751	32	:	:	:
stanford-ai-2021	1751	33	chemistry	chemistry	NN
stanford-ai-2021	1751	34	,	,	,
stanford-ai-2021	1751	35	physics	physics	NN
stanford-ai-2021	1751	36	,	,	,
stanford-ai-2021	1751	37	astronomy	astronomy	NN
stanford-ai-2021	1751	38	,	,	,
stanford-ai-2021	1751	39	earth	earth	NN
stanford-ai-2021	1751	40	science	science	NN
stanford-ai-2021	1751	41	•	•	NNP
stanford-ai-2021	1751	42	Energy	Energy	NNP
stanford-ai-2021	1751	43	&	&	CC
stanford-ai-2021	1751	44	Environment	Environment	NNP
stanford-ai-2021	1751	45	:	:	:
stanford-ai-2021	1751	46	Energy	energy	NN
stanford-ai-2021	1751	47	costs	cost	NNS
stanford-ai-2021	1751	48	,	,	,
stanford-ai-2021	1751	49	climate	climate	NN
stanford-ai-2021	1751	50	change	change	NN
stanford-ai-2021	1751	51	,	,	,
stanford-ai-2021	1751	52	energy	energy	NN
stanford-ai-2021	1751	53	markets	market	NNS
stanford-ai-2021	1751	54	,	,	,
stanford-ai-2021	1751	55	pollution	pollution	NN
stanford-ai-2021	1751	56	,	,	,
stanford-ai-2021	1751	57	conservation	conservation	NN
stanford-ai-2021	1751	58	,	,	,
stanford-ai-2021	1751	59	oil	oil	NN
stanford-ai-2021	1751	60	&	&	CC
stanford-ai-2021	1751	61	gas	gas	NN
stanford-ai-2021	1751	62	,	,	,
stanford-ai-2021	1751	63	alternative	alternative	JJ
stanford-ai-2021	1751	64	energy	energy	NN
stanford-ai-2021	1751	65	•	•	NNP
stanford-ai-2021	1751	66	International	International	NNP
stanford-ai-2021	1751	67	Affairs	Affairs	NNPS
stanford-ai-2021	1751	68	&	&	CC
stanford-ai-2021	1751	69	International	International	NNP
stanford-ai-2021	1751	70	Security	Security	NNP
stanford-ai-2021	1751	71	:	:	:
stanford-ai-2021	1751	72	international	international	JJ
stanford-ai-2021	1751	73	relations	relation	NNS
stanford-ai-2021	1751	74	,	,	,
stanford-ai-2021	1751	75	international	international	JJ
stanford-ai-2021	1751	76	trade	trade	NN
stanford-ai-2021	1751	77	,	,	,
stanford-ai-2021	1751	78	developing	develop	VBG
stanford-ai-2021	1751	79	countries	country	NNS
stanford-ai-2021	1751	80	,	,	,
stanford-ai-2021	1751	81	humanitarian	humanitarian	JJ
stanford-ai-2021	1751	82	assistance	assistance	NN
stanford-ai-2021	1751	83	,	,	,
stanford-ai-2021	1751	84	warfare	warfare	NN
stanford-ai-2021	1751	85	,	,	,
stanford-ai-2021	1751	86	regional	regional	JJ
stanford-ai-2021	1751	87	security	security	NN
stanford-ai-2021	1751	88	,	,	,
stanford-ai-2021	1751	89	national	national	JJ
stanford-ai-2021	1751	90	security	security	NN
stanford-ai-2021	1751	91	,	,	,
stanford-ai-2021	1751	92	autonomous	autonomous	JJ
stanford-ai-2021	1751	93	weapons	weapon	NNS
stanford-ai-2021	1751	94	•	•	VBP
stanford-ai-2021	1751	95	Justice	Justice	NNP
stanford-ai-2021	1751	96	&	&	CC
stanford-ai-2021	1751	97	Law	Law	NNP
stanford-ai-2021	1751	98	Enforcement	Enforcement	NNP
stanford-ai-2021	1751	99	:	:	:
stanford-ai-2021	1751	100	civil	civil	JJ
stanford-ai-2021	1751	101	justice	justice	NN
stanford-ai-2021	1751	102	,	,	,
stanford-ai-2021	1751	103	criminal	criminal	JJ
stanford-ai-2021	1751	104	justice	justice	NN
stanford-ai-2021	1751	105	,	,	,
stanford-ai-2021	1751	106	social	social	JJ
stanford-ai-2021	1751	107	justice	justice	NN
stanford-ai-2021	1751	108	,	,	,
stanford-ai-2021	1751	109	police	police	NN
stanford-ai-2021	1751	110	,	,	,
stanford-ai-2021	1751	111	public	public	JJ
stanford-ai-2021	1751	112	safety	safety	NN
stanford-ai-2021	1751	113	,	,	,
stanford-ai-2021	1751	114	courts	court	NNS
stanford-ai-2021	1751	115	•	•	NNP
stanford-ai-2021	1751	116	Communications	Communications	NNP
stanford-ai-2021	1751	117	&	&	CC
stanford-ai-2021	1751	118	Media	Media	NNP
stanford-ai-2021	1751	119	:	:	:
stanford-ai-2021	1751	120	social	social	JJ
stanford-ai-2021	1751	121	media	medium	NNS
stanford-ai-2021	1751	122	,	,	,
stanford-ai-2021	1751	123	disinformation	disinformation	NN
stanford-ai-2021	1751	124	,	,	,
stanford-ai-2021	1751	125	media	medium	NNS
stanford-ai-2021	1751	126	markets	market	NNS
stanford-ai-2021	1751	127	,	,	,
stanford-ai-2021	1751	128	deepfakes	deepfake	NNS
stanford-ai-2021	1751	129	•	•	NNP
stanford-ai-2021	1751	130	Government	Government	NNP
stanford-ai-2021	1751	131	&	&	CC
stanford-ai-2021	1751	132	Public	Public	NNP
stanford-ai-2021	1751	133	Administration	Administration	NNP
stanford-ai-2021	1751	134	:	:	:
stanford-ai-2021	1751	135	federal	federal	JJ
stanford-ai-2021	1751	136	government	government	NN
stanford-ai-2021	1751	137	,	,	,
stanford-ai-2021	1751	138	state	state	NN
stanford-ai-2021	1751	139	government	government	NN
stanford-ai-2021	1751	140	,	,	,
stanford-ai-2021	1751	141	local	local	JJ
stanford-ai-2021	1751	142	government	government	NN
stanford-ai-2021	1751	143	,	,	,
stanford-ai-2021	1751	144	public	public	JJ
stanford-ai-2021	1751	145	sector	sector	NN
stanford-ai-2021	1751	146	efficiency	efficiency	NN
stanford-ai-2021	1751	147	,	,	,
stanford-ai-2021	1751	148	public	public	JJ
stanford-ai-2021	1751	149	sector	sector	NN
stanford-ai-2021	1751	150	effectiveness	effectiveness	NN
stanford-ai-2021	1751	151	,	,	,
stanford-ai-2021	1751	152	government	government	NN
stanford-ai-2021	1751	153	services	service	NNS
stanford-ai-2021	1751	154	,	,	,
stanford-ai-2021	1751	155	government	government	NN
stanford-ai-2021	1751	156	benefits	benefit	NNS
stanford-ai-2021	1751	157	,	,	,
stanford-ai-2021	1751	158	government	government	NN
stanford-ai-2021	1751	159	programs	program	NNS
stanford-ai-2021	1751	160	,	,	,
stanford-ai-2021	1751	161	public	public	JJ
stanford-ai-2021	1751	162	works	work	NNS
stanford-ai-2021	1751	163	,	,	,
stanford-ai-2021	1751	164	public	public	JJ
stanford-ai-2021	1751	165	transportation	transportation	NN
stanford-ai-2021	1751	166	•	•	NNP
stanford-ai-2021	1751	167	Democracy	democracy	NN
stanford-ai-2021	1751	168	:	:	:
stanford-ai-2021	1751	169	elections	election	NNS
stanford-ai-2021	1751	170	,	,	,
stanford-ai-2021	1751	171	rights	right	NNS
stanford-ai-2021	1751	172	,	,	,
stanford-ai-2021	1751	173	freedoms	freedom	NNS
stanford-ai-2021	1751	174	,	,	,
stanford-ai-2021	1751	175	liberties	liberty	NNS
stanford-ai-2021	1751	176	,	,	,
stanford-ai-2021	1751	177	personal	personal	JJ
stanford-ai-2021	1751	178	freedoms	freedom	NNS
stanford-ai-2021	1751	179	•	•	VBP
stanford-ai-2021	1751	180	Industry	Industry	NNP
stanford-ai-2021	1751	181	&	&	CC
stanford-ai-2021	1751	182	Regulation	Regulation	NNP
stanford-ai-2021	1751	183	:	:	:
stanford-ai-2021	1751	184	economy	economy	NN
stanford-ai-2021	1751	185	,	,	,
stanford-ai-2021	1751	186	antitrust	antitrust	JJ
stanford-ai-2021	1751	187	,	,	,
stanford-ai-2021	1751	188	M&A	M&A	NNP
stanford-ai-2021	1751	189	,	,	,
stanford-ai-2021	1751	190	competition	competition	NN
stanford-ai-2021	1751	191	,	,	,
stanford-ai-2021	1751	192	finance	finance	NN
stanford-ai-2021	1751	193	,	,	,
stanford-ai-2021	1751	194	management	management	NN
stanford-ai-2021	1751	195	,	,	,
stanford-ai-2021	1751	196	supply	supply	NN
stanford-ai-2021	1751	197	chain	chain	NN
stanford-ai-2021	1751	198	,	,	,
stanford-ai-2021	1751	199	telecom	telecom	NN
stanford-ai-2021	1751	200	,	,	,
stanford-ai-2021	1751	201	economic	economic	JJ
stanford-ai-2021	1751	202	regulation	regulation	NN
stanford-ai-2021	1751	203	,	,	,
stanford-ai-2021	1751	204	technical	technical	JJ
stanford-ai-2021	1751	205	standards	standard	NNS
stanford-ai-2021	1751	206	,	,	,
stanford-ai-2021	1751	207	autonomous	autonomous	JJ
stanford-ai-2021	1751	208	vehicle	vehicle	NN
stanford-ai-2021	1751	209	industry	industry	NN
stanford-ai-2021	1751	210	&	&	CC
stanford-ai-2021	1751	211	regulation	regulation	NNP
stanford-ai-2021	1751	212	•	•	NNP
stanford-ai-2021	1751	213	Innovation	Innovation	NNP
stanford-ai-2021	1751	214	&	&	CC
stanford-ai-2021	1751	215	Technology	Technology	NNP
stanford-ai-2021	1751	216	:	:	:
stanford-ai-2021	1751	217	advancements	advancement	NNS
stanford-ai-2021	1751	218	and	and	CC
stanford-ai-2021	1751	219	improvements	improvement	NNS
stanford-ai-2021	1751	220	in	in	IN
stanford-ai-2021	1751	221	AI	AI	NNP
stanford-ai-2021	1751	222	technology	technology	NN
stanford-ai-2021	1751	223	,	,	,
stanford-ai-2021	1751	224	R&D	r&d	NN
stanford-ai-2021	1751	225	,	,	,
stanford-ai-2021	1751	226	intellectual	intellectual	JJ
stanford-ai-2021	1751	227	property	property	NN
stanford-ai-2021	1751	228	,	,	,
stanford-ai-2021	1751	229	patents	patent	NNS
stanford-ai-2021	1751	230	,	,	,
stanford-ai-2021	1751	231	entrepreneurship	entrepreneurship	NN
stanford-ai-2021	1751	232	,	,	,
stanford-ai-2021	1751	233	innovation	innovation	NN
stanford-ai-2021	1751	234	ecosystems	ecosystem	NNS
stanford-ai-2021	1751	235	,	,	,
stanford-ai-2021	1751	236	startups	startup	NNS
stanford-ai-2021	1751	237	,	,	,
stanford-ai-2021	1751	238	computer	computer	NN
stanford-ai-2021	1751	239	science	science	NN
stanford-ai-2021	1751	240	,	,	,
stanford-ai-2021	1751	241	engineering	engineering	NN
stanford-ai-2021	1751	242	•	•	NNP
stanford-ai-2021	1751	243	Education	Education	NNP
stanford-ai-2021	1751	244	&	&	CC
stanford-ai-2021	1751	245	Skills	Skills	NNPS
stanford-ai-2021	1751	246	:	:	:
stanford-ai-2021	1751	247	early	early	JJ
stanford-ai-2021	1751	248	childhood	childhood	NN
stanford-ai-2021	1751	249	,	,	,
stanford-ai-2021	1751	250	K-12	k-12	CD
stanford-ai-2021	1751	251	,	,	,
stanford-ai-2021	1751	252	higher	high	JJR
stanford-ai-2021	1751	253	education	education	NN
stanford-ai-2021	1751	254	,	,	,
stanford-ai-2021	1751	255	STEM	STEM	NNP
stanford-ai-2021	1751	256	,	,	,
stanford-ai-2021	1751	257	schools	school	NNS
stanford-ai-2021	1751	258	,	,	,
stanford-ai-2021	1751	259	classrooms	classroom	NNS
stanford-ai-2021	1751	260	,	,	,
stanford-ai-2021	1751	261	reskilling	reskille	VBG
stanford-ai-2021	1751	262	•	•	NNP
stanford-ai-2021	1751	263	Workforce	Workforce	NNP
stanford-ai-2021	1751	264	&	&	CC
stanford-ai-2021	1751	265	Labor	Labor	NNP
stanford-ai-2021	1751	266	:	:	:
stanford-ai-2021	1751	267	labor	labor	NN
stanford-ai-2021	1751	268	supply	supply	NN
stanford-ai-2021	1751	269	and	and	CC
stanford-ai-2021	1751	270	demand	demand	NN
stanford-ai-2021	1751	271	,	,	,
stanford-ai-2021	1751	272	talent	talent	NN
stanford-ai-2021	1751	273	,	,	,
stanford-ai-2021	1751	274	immigration	immigration	NN
stanford-ai-2021	1751	275	,	,	,
stanford-ai-2021	1751	276	migration	migration	NN
stanford-ai-2021	1751	277	,	,	,
stanford-ai-2021	1751	278	personnel	personnel	NNS
stanford-ai-2021	1751	279	economics	economic	NNS
stanford-ai-2021	1751	280	,	,	,
stanford-ai-2021	1751	281	future	future	NN
stanford-ai-2021	1751	282	of	of	IN
stanford-ai-2021	1751	283	work	work	NN
stanford-ai-2021	1751	284	•	•	NNP
stanford-ai-2021	1751	285	Social	Social	NNP
stanford-ai-2021	1751	286	&	&	CC
stanford-ai-2021	1751	287	Behavioral	Behavioral	NNP
stanford-ai-2021	1751	288	Sciences	Sciences	NNPS
stanford-ai-2021	1751	289	:	:	:
stanford-ai-2021	1751	290	sociology	sociology	NN
stanford-ai-2021	1751	291	,	,	,
stanford-ai-2021	1751	292	linguistics	linguistic	NNS
stanford-ai-2021	1751	293	,	,	,
stanford-ai-2021	1751	294	anthropology	anthropology	NN
stanford-ai-2021	1751	295	,	,	,
stanford-ai-2021	1751	296	ethnic	ethnic	JJ
stanford-ai-2021	1751	297	studies	study	NNS
stanford-ai-2021	1751	298	,	,	,
stanford-ai-2021	1751	299	demography	demography	NN
stanford-ai-2021	1751	300	,	,	,
stanford-ai-2021	1751	301	geography	geography	NN
stanford-ai-2021	1751	302	,	,	,
stanford-ai-2021	1751	303	psychology	psychology	NN
stanford-ai-2021	1751	304	,	,	,
stanford-ai-2021	1751	305	cognitive	cognitive	JJ
stanford-ai-2021	1751	306	science	science	NN
stanford-ai-2021	1751	307	•	•	NNP
stanford-ai-2021	1751	308	Humanities	humanity	NNS
stanford-ai-2021	1751	309	:	:	:
stanford-ai-2021	1751	310	arts	art	NNS
stanford-ai-2021	1751	311	,	,	,
stanford-ai-2021	1751	312	music	music	NN
stanford-ai-2021	1751	313	,	,	,
stanford-ai-2021	1751	314	literature	literature	NN
stanford-ai-2021	1751	315	,	,	,
stanford-ai-2021	1751	316	language	language	NN
stanford-ai-2021	1751	317	,	,	,
stanford-ai-2021	1751	318	performance	performance	NN
stanford-ai-2021	1751	319	,	,	,
stanford-ai-2021	1751	320	theater	theater	NN
stanford-ai-2021	1751	321	,	,	,
stanford-ai-2021	1751	322	classics	classic	NNS
stanford-ai-2021	1751	323	,	,	,
stanford-ai-2021	1751	324	history	history	NN
stanford-ai-2021	1751	325	,	,	,
stanford-ai-2021	1751	326	philosophy	philosophy	NN
stanford-ai-2021	1751	327	,	,	,
stanford-ai-2021	1751	328	religion	religion	NN
stanford-ai-2021	1751	329	,	,	,
stanford-ai-2021	1751	330	cultural	cultural	JJ
stanford-ai-2021	1751	331	studies	study	NNS
stanford-ai-2021	1751	332	•	•	VBP
stanford-ai-2021	1751	333	Equity	Equity	NNP
stanford-ai-2021	1751	334	&	&	CC
stanford-ai-2021	1751	335	Inclusion	Inclusion	NNP
stanford-ai-2021	1751	336	:	:	:
stanford-ai-2021	1751	337	biases	bias	NNS
stanford-ai-2021	1751	338	,	,	,
stanford-ai-2021	1751	339	discrimination	discrimination	NN
stanford-ai-2021	1751	340	,	,	,
stanford-ai-2021	1751	341	gender	gender	NN
stanford-ai-2021	1751	342	,	,	,
stanford-ai-2021	1751	343	race	race	NN
stanford-ai-2021	1751	344	,	,	,
stanford-ai-2021	1751	345	socioeconomic	socioeconomic	JJ
stanford-ai-2021	1751	346	inequality	inequality	NN
stanford-ai-2021	1751	347	,	,	,
stanford-ai-2021	1751	348	disabilities	disability	NNS
stanford-ai-2021	1751	349	,	,	,
stanford-ai-2021	1751	350	vulnerable	vulnerable	JJ
stanford-ai-2021	1751	351	populations	population	NNS
stanford-ai-2021	1751	352	•	•	NNP
stanford-ai-2021	1751	353	Privacy	Privacy	NNP
stanford-ai-2021	1751	354	,	,	,
stanford-ai-2021	1751	355	Safety	Safety	NNP
stanford-ai-2021	1751	356	&	&	CC
stanford-ai-2021	1751	357	Security	Security	NNP
stanford-ai-2021	1751	358	:	:	:
stanford-ai-2021	1751	359	anonymity	anonymity	NN
stanford-ai-2021	1751	360	,	,	,
stanford-ai-2021	1751	361	GDPR	GDPR	NNP
stanford-ai-2021	1751	362	,	,	,
stanford-ai-2021	1751	363	consumer	consumer	NN
stanford-ai-2021	1751	364	protection	protection	NN
stanford-ai-2021	1751	365	,	,	,
stanford-ai-2021	1751	366	physical	physical	NNP
stanford-ai-2021	1751	367	safety	safety	NN
stanford-ai-2021	1751	368	,	,	,
stanford-ai-2021	1751	369	human	human	JJ
stanford-ai-2021	1751	370	control	control	NN
stanford-ai-2021	1751	371	,	,	,
stanford-ai-2021	1751	372	cybersecurity	cybersecurity	NN
stanford-ai-2021	1751	373	,	,	,
stanford-ai-2021	1751	374	encryption	encryption	NN
stanford-ai-2021	1751	375	,	,	,
stanford-ai-2021	1751	376	hacking	hack	VBG
stanford-ai-2021	1751	377	•	•	NNP
stanford-ai-2021	1751	378	Ethics	ethic	NNS
stanford-ai-2021	1751	379	:	:	:
stanford-ai-2021	1751	380	transparency	transparency	NN
stanford-ai-2021	1751	381	,	,	,
stanford-ai-2021	1751	382	accountability	accountability	NN
stanford-ai-2021	1751	383	,	,	,
stanford-ai-2021	1751	384	human	human	JJ
stanford-ai-2021	1751	385	values	value	NNS
stanford-ai-2021	1751	386	,	,	,
stanford-ai-2021	1751	387	human	human	JJ
stanford-ai-2021	1751	388	rights	right	NNS
stanford-ai-2021	1751	389	,	,	,
stanford-ai-2021	1751	390	sustainability	sustainability	NN
stanford-ai-2021	1751	391	,	,	,
stanford-ai-2021	1751	392	explainability	explainability	NN
stanford-ai-2021	1751	393	,	,	,
stanford-ai-2021	1751	394	interpretability	interpretability	NN
stanford-ai-2021	1751	395	,	,	,
stanford-ai-2021	1751	396	decision	decision	NN
stanford-ai-2021	1751	397	-	-	HYPH
stanford-ai-2021	1751	398	making	make	VBG
stanford-ai-2021	1751	399	norms	norm	NNS
stanford-ai-2021	1751	400	TA	TA	NNP
stanford-ai-2021	1751	401	B	B	NNP
stanford-ai-2021	1751	402	L	l	NN
stanford-ai-2021	1751	403	E	e	NN
stanford-ai-2021	1751	404	O	o	NN
stanford-ai-2021	1751	405	F	f	NN
stanford-ai-2021	1751	406	C	c	NN
stanford-ai-2021	1751	407	O	o	NN
stanford-ai-2021	1751	408	N	n	NN
stanford-ai-2021	1751	409	T	t	NN
stanford-ai-2021	1751	410	E	e	NN
stanford-ai-2021	1751	411	N	n	NN
stanford-ai-2021	1751	412	T	t	NN
stanford-ai-2021	1751	413	S	s	NN
stanford-ai-2021	1751	414	2	2	CD
stanford-ai-2021	1751	415	1	1	CD
stanford-ai-2021	1751	416	8A	8A	NNP
stanford-ai-2021	1751	417	P	p	NN
stanford-ai-2021	1751	418	P	p	NN
stanford-ai-2021	1751	419	E	e	NN
stanford-ai-2021	1751	420	N	n	NN
stanford-ai-2021	1751	421	D	d	NN
stanford-ai-2021	1751	422	I	i	NN
stanford-ai-2021	1751	423	X	X	NNP
stanford-ai-2021	1751	424	Artificial	Artificial	NNP
stanford-ai-2021	1751	425	Intelligence	Intelligence	NNP
stanford-ai-2021	1751	426	Index	Index	NNP
stanford-ai-2021	1751	427	Report	Report	NNP
stanford-ai-2021	1751	428	2021	2021	CD
stanford-ai-2021	1751	429	O	o	NN
stanford-ai-2021	1751	430	V	v	NN
stanford-ai-2021	1751	431	E	e	NN
stanford-ai-2021	1751	432	R	r	NN
stanford-ai-2021	1751	433	V	v	NN
stanford-ai-2021	1751	434	I	i	NN
stanford-ai-2021	1751	435	E	e	NN
stanford-ai-2021	1751	436	W	w	NN
stanford-ai-2021	1751	437	The	the	DT
stanford-ai-2021	1751	438	tables	table	NNS
stanford-ai-2021	1751	439	below	below	RB
stanford-ai-2021	1751	440	show	show	VBP
stanford-ai-2021	1751	441	the	the	DT
stanford-ai-2021	1751	442	high	high	JJ
stanford-ai-2021	1751	443	-	-	HYPH
stanford-ai-2021	1751	444	level	level	NN
stanford-ai-2021	1751	445	pillar	pillar	NN
stanford-ai-2021	1751	446	,	,	,
stanford-ai-2021	1751	447	sub	sub	NN
stanford-ai-2021	1751	448	-	-	HYPH
stanford-ai-2021	1751	449	pillars	pillar	NNS
stanford-ai-2021	1751	450	,	,	,
stanford-ai-2021	1751	451	and	and	CC
stanford-ai-2021	1751	452	indicators	indicator	NNS
stanford-ai-2021	1751	453	covered	cover	VBN
stanford-ai-2021	1751	454	by	by	IN
stanford-ai-2021	1751	455	the	the	DT
stanford-ai-2021	1751	456	Global	Global	NNP
stanford-ai-2021	1751	457	AI	AI	NNP
stanford-ai-2021	1751	458	Vibrancy	Vibrancy	NNP
stanford-ai-2021	1751	459	Tool	Tool	NNP
stanford-ai-2021	1751	460	.	.	.
stanford-ai-2021	1752	1	Each	each	DT
stanford-ai-2021	1752	2	sub	sub	JJ
stanford-ai-2021	1752	3	-	-	JJ
stanford-ai-2021	1752	4	pillar	pillar	NN
stanford-ai-2021	1752	5	is	be	VBZ
stanford-ai-2021	1752	6	composed	compose	VBN
stanford-ai-2021	1752	7	of	of	IN
stanford-ai-2021	1752	8	individual	individual	JJ
stanford-ai-2021	1752	9	indicators	indicator	NNS
stanford-ai-2021	1752	10	reported	report	VBN
stanford-ai-2021	1752	11	in	in	IN
stanford-ai-2021	1752	12	the	the	DT
stanford-ai-2021	1752	13	Global	Global	NNP
stanford-ai-2021	1752	14	AI	AI	NNP
stanford-ai-2021	1752	15	Vibrancy	Vibrancy	NNP
stanford-ai-2021	1752	16	Codebook	Codebook	NNP
stanford-ai-2021	1752	17	.	.	.
stanford-ai-2021	1753	1	There	there	EX
stanford-ai-2021	1753	2	are	be	VBP
stanford-ai-2021	1753	3	22	22	CD
stanford-ai-2021	1753	4	metrics	metric	NNS
stanford-ai-2021	1753	5	in	in	IN
stanford-ai-2021	1753	6	total	total	NN
stanford-ai-2021	1753	7	,	,	,
stanford-ai-2021	1753	8	with	with	IN
stanford-ai-2021	1753	9	14	14	CD
stanford-ai-2021	1753	10	metrics	metric	NNS
stanford-ai-2021	1753	11	under	under	IN
stanford-ai-2021	1753	12	Research	Research	NNP
stanford-ai-2021	1753	13	and	and	CC
stanford-ai-2021	1753	14	Development	Development	NNP
stanford-ai-2021	1753	15	(	(	-LRB-
stanford-ai-2021	1753	16	R&D	R&D	NNP
stanford-ai-2021	1753	17	)	)	-RRB-
stanford-ai-2021	1753	18	pillar	pillar	NN
stanford-ai-2021	1753	19	,	,	,
stanford-ai-2021	1753	20	6	6	CD
stanford-ai-2021	1753	21	metrics	metric	NNS
stanford-ai-2021	1753	22	under	under	IN
stanford-ai-2021	1753	23	the	the	DT
stanford-ai-2021	1753	24	Economy	economy	NN
stanford-ai-2021	1753	25	pillar	pillar	NN
stanford-ai-2021	1753	26	,	,	,
stanford-ai-2021	1753	27	and	and	CC
stanford-ai-2021	1753	28	2	2	CD
stanford-ai-2021	1753	29	metrics	metric	NNS
stanford-ai-2021	1753	30	available	available	JJ
stanford-ai-2021	1753	31	under	under	IN
stanford-ai-2021	1753	32	the	the	DT
stanford-ai-2021	1753	33	Inclusion	Inclusion	NNP
stanford-ai-2021	1753	34	pillar	pillar	NN
stanford-ai-2021	1753	35	specific	specific	JJ
stanford-ai-2021	1753	36	to	to	TO
stanford-ai-2021	1753	37	gender	gender	NN
stanford-ai-2021	1753	38	diversity	diversity	NN
stanford-ai-2021	1753	39	.	.	.
stanford-ai-2021	1754	1	To	to	TO
stanford-ai-2021	1754	2	aid	aid	VB
stanford-ai-2021	1754	3	data	data	NN
stanford-ai-2021	1754	4	-	-	HYPH
stanford-ai-2021	1754	5	driven	drive	VBN
stanford-ai-2021	1754	6	decision	decision	NN
stanford-ai-2021	1754	7	-	-	HYPH
stanford-ai-2021	1754	8	making	making	NN
stanford-ai-2021	1754	9	to	to	TO
stanford-ai-2021	1754	10	design	design	VB
stanford-ai-2021	1754	11	national	national	JJ
stanford-ai-2021	1754	12	policy	policy	NN
stanford-ai-2021	1754	13	strategies	strategy	NNS
stanford-ai-2021	1754	14	,	,	,
stanford-ai-2021	1754	15	the	the	DT
stanford-ai-2021	1754	16	Global	Global	NNP
stanford-ai-2021	1754	17	AI	AI	NNP
stanford-ai-2021	1754	18	Vibrancy	Vibrancy	NNP
stanford-ai-2021	1754	19	is	be	VBZ
stanford-ai-2021	1754	20	available	available	JJ
stanford-ai-2021	1754	21	as	as	IN
stanford-ai-2021	1754	22	a	a	DT
stanford-ai-2021	1754	23	web	web	NN
stanford-ai-2021	1754	24	tool	tool	NN
stanford-ai-2021	1754	25	.	.	.
stanford-ai-2021	1755	1	GLOBAL	GLOBAL	NNP
stanford-ai-2021	1755	2	AI	AI	NNP
stanford-ai-2021	1755	3	VIBRANCY	VIBRANCY	NNP
stanford-ai-2021	1755	4	G	g	NN
stanford-ai-2021	1755	5	L	l	NN
stanford-ai-2021	1755	6	O	o	NN
stanford-ai-2021	1755	7	B	b	NN
stanford-ai-2021	1755	8	A	a	NN
stanford-ai-2021	1755	9	L	l	NN
stanford-ai-2021	1755	10	A	a	NN
stanford-ai-2021	1755	11	I	i	NN
stanford-ai-2021	1755	12	V	v	NN
stanford-ai-2021	1755	13	I	i	NN
stanford-ai-2021	1755	14	B	b	NN
stanford-ai-2021	1755	15	R	r	NN
stanford-ai-2021	1755	16	A	a	NN
stanford-ai-2021	1755	17	N	n	NN
stanford-ai-2021	1755	18	C	c	NN
stanford-ai-2021	1755	19	Y	y	NN
stanford-ai-2021	1755	20	A	a	NN
stanford-ai-2021	1755	21	P	p	NN
stanford-ai-2021	1755	22	P	p	NN
stanford-ai-2021	1755	23	E	e	NN
stanford-ai-2021	1755	24	N	n	NN
stanford-ai-2021	1755	25	D	d	NN
stanford-ai-2021	1755	26	I	i	NN
stanford-ai-2021	1755	27	X	x	NN
stanford-ai-2021	1755	28	R&D	r&d	NN
stanford-ai-2021	1755	29	SUB	SUB	NNP
stanford-ai-2021	1755	30	-	-	HYPH
stanford-ai-2021	1755	31	PILLAR	PILLAR	NNP
stanford-ai-2021	1755	32	VARIABLE	VARIABLE	NNP
stanford-ai-2021	1755	33	Conference	Conference	NNP
stanford-ai-2021	1755	34	Publications	Publications	NNP
stanford-ai-2021	1755	35	Number	Number	NNP
stanford-ai-2021	1755	36	of	of	IN
stanford-ai-2021	1755	37	AI	AI	NNP
stanford-ai-2021	1755	38	conference	conference	NN
stanford-ai-2021	1755	39	papers	paper	NNS
stanford-ai-2021	1755	40	*	*	NFP
stanford-ai-2021	1755	41	Conference	Conference	NNP
stanford-ai-2021	1755	42	Publications	Publications	NNP
stanford-ai-2021	1755	43	Number	Number	NNP
stanford-ai-2021	1755	44	of	of	IN
stanford-ai-2021	1755	45	AI	AI	NNP
stanford-ai-2021	1755	46	conference	conference	NN
stanford-ai-2021	1755	47	papers	paper	NNS
stanford-ai-2021	1755	48	per	per	IN
stanford-ai-2021	1755	49	capita	capita	FW
stanford-ai-2021	1755	50	Conference	Conference	NNP
stanford-ai-2021	1755	51	Publications	Publications	NNP
stanford-ai-2021	1755	52	Number	Number	NNP
stanford-ai-2021	1755	53	of	of	IN
stanford-ai-2021	1755	54	AI	AI	NNP
stanford-ai-2021	1755	55	conference	conference	NN
stanford-ai-2021	1755	56	citations	citation	NNS
stanford-ai-2021	1755	57	*	*	NFP
stanford-ai-2021	1755	58	Conference	Conference	NNP
stanford-ai-2021	1755	59	Publications	Publications	NNP
stanford-ai-2021	1755	60	Number	Number	NNP
stanford-ai-2021	1755	61	of	of	IN
stanford-ai-2021	1755	62	AI	AI	NNP
stanford-ai-2021	1755	63	conference	conference	NN
stanford-ai-2021	1755	64	citations	citation	NNS
stanford-ai-2021	1755	65	per	per	IN
stanford-ai-2021	1755	66	capita	capita	FW
stanford-ai-2021	1755	67	Journal	Journal	NNP
stanford-ai-2021	1755	68	Publications	Publications	NNP
stanford-ai-2021	1755	69	Number	Number	NNP
stanford-ai-2021	1755	70	of	of	IN
stanford-ai-2021	1755	71	AI	AI	NNP
stanford-ai-2021	1755	72	journal	journal	NN
stanford-ai-2021	1755	73	papers	paper	NNS
stanford-ai-2021	1755	74	*	*	NFP
stanford-ai-2021	1755	75	Journal	Journal	NNP
stanford-ai-2021	1755	76	Publications	Publications	NNP
stanford-ai-2021	1755	77	Number	Number	NNP
stanford-ai-2021	1755	78	of	of	IN
stanford-ai-2021	1755	79	AI	AI	NNP
stanford-ai-2021	1755	80	journal	journal	NN
stanford-ai-2021	1755	81	papers	paper	NNS
stanford-ai-2021	1755	82	per	per	IN
stanford-ai-2021	1755	83	capita	capita	FW
stanford-ai-2021	1755	84	Journal	Journal	NNP
stanford-ai-2021	1755	85	Publications	Publications	NNP
stanford-ai-2021	1755	86	Number	Number	NNP
stanford-ai-2021	1755	87	of	of	IN
stanford-ai-2021	1755	88	AI	AI	NNP
stanford-ai-2021	1755	89	journal	journal	NN
stanford-ai-2021	1755	90	citations	citation	NNS
stanford-ai-2021	1755	91	*	*	NFP
stanford-ai-2021	1755	92	Journal	Journal	NNP
stanford-ai-2021	1755	93	Publications	Publications	NNP
stanford-ai-2021	1755	94	Number	Number	NNP
stanford-ai-2021	1755	95	of	of	IN
stanford-ai-2021	1755	96	AI	AI	NNP
stanford-ai-2021	1755	97	journal	journal	NN
stanford-ai-2021	1755	98	citations	citation	NNS
stanford-ai-2021	1755	99	per	per	IN
stanford-ai-2021	1755	100	capita	capita	FW
stanford-ai-2021	1755	101	Innovation	Innovation	NNP
stanford-ai-2021	1755	102	>	>	XX
stanford-ai-2021	1755	103	Patents	Patents	NNP
stanford-ai-2021	1755	104	Number	Number	NNP
stanford-ai-2021	1755	105	of	of	IN
stanford-ai-2021	1755	106	AI	AI	NNP
stanford-ai-2021	1755	107	patents	patent	NNS
stanford-ai-2021	1755	108	*	*	NFP
stanford-ai-2021	1755	109	Innovation	Innovation	NNP
stanford-ai-2021	1755	110	>	>	XX
stanford-ai-2021	1755	111	Patents	Patents	NNP
stanford-ai-2021	1755	112	Number	Number	NNP
stanford-ai-2021	1755	113	of	of	IN
stanford-ai-2021	1755	114	AI	AI	NNP
stanford-ai-2021	1755	115	patents	patent	NNS
stanford-ai-2021	1755	116	per	per	IN
stanford-ai-2021	1755	117	capita	capita	FW
stanford-ai-2021	1755	118	Innovation	Innovation	NNP
stanford-ai-2021	1755	119	>	>	XX
stanford-ai-2021	1755	120	Patents	Patents	NNP
stanford-ai-2021	1755	121	Number	Number	NNP
stanford-ai-2021	1755	122	of	of	IN
stanford-ai-2021	1755	123	AI	AI	NNP
stanford-ai-2021	1755	124	patent	patent	NN
stanford-ai-2021	1755	125	citations	citation	NNS
stanford-ai-2021	1755	126	*	*	NFP
stanford-ai-2021	1755	127	Innovation	Innovation	NNP
stanford-ai-2021	1755	128	>	>	XX
stanford-ai-2021	1755	129	Patents	Patents	NNP
stanford-ai-2021	1755	130	Number	Number	NNP
stanford-ai-2021	1755	131	of	of	IN
stanford-ai-2021	1755	132	AI	AI	NNP
stanford-ai-2021	1755	133	patent	patent	NN
stanford-ai-2021	1755	134	citations	citation	NNS
stanford-ai-2021	1755	135	per	per	IN
stanford-ai-2021	1755	136	capita	capita	FW
stanford-ai-2021	1755	137	Journal	Journal	NNP
stanford-ai-2021	1755	138	Publications	Publications	NNP
stanford-ai-2021	1755	139	>	>	XX
stanford-ai-2021	1755	140	Deep	Deep	NNP
stanford-ai-2021	1755	141	Learning	Learning	NNP
stanford-ai-2021	1755	142	Number	number	NN
stanford-ai-2021	1755	143	of	of	IN
stanford-ai-2021	1755	144	Deep	Deep	NNP
stanford-ai-2021	1755	145	Learning	Learning	NNP
stanford-ai-2021	1755	146	papers	paper	NNS
stanford-ai-2021	1755	147	*	*	NFP
stanford-ai-2021	1755	148	Journal	Journal	NNP
stanford-ai-2021	1755	149	Publications	Publications	NNP
stanford-ai-2021	1755	150	>	>	XX
stanford-ai-2021	1755	151	Deep	Deep	NNP
stanford-ai-2021	1755	152	Learning	Learning	NNP
stanford-ai-2021	1755	153	Number	number	NN
stanford-ai-2021	1755	154	of	of	IN
stanford-ai-2021	1755	155	Deep	Deep	NNP
stanford-ai-2021	1755	156	Learning	Learning	NNP
stanford-ai-2021	1755	157	papers	paper	NNS
stanford-ai-2021	1755	158	per	per	IN
stanford-ai-2021	1755	159	capita	capita	FW
stanford-ai-2021	1755	160	ECONOMY	economy	VBP
stanford-ai-2021	1755	161	SUB	SUB	NNP
stanford-ai-2021	1755	162	-	-	HYPH
stanford-ai-2021	1755	163	PILLAR	PILLAR	NNP
stanford-ai-2021	1755	164	VARIABLE	VARIABLE	NNP
stanford-ai-2021	1755	165	Skills	Skills	NNPS
stanford-ai-2021	1755	166	Relative	Relative	NNP
stanford-ai-2021	1755	167	Skill	Skill	NNP
stanford-ai-2021	1755	168	Penetration	Penetration	NNP
stanford-ai-2021	1755	169	Skills	Skills	NNPS
stanford-ai-2021	1755	170	Number	Number	NNP
stanford-ai-2021	1755	171	of	of	IN
stanford-ai-2021	1755	172	unique	unique	JJ
stanford-ai-2021	1755	173	AI	AI	NNP
stanford-ai-2021	1755	174	occupations	occupation	NNS
stanford-ai-2021	1755	175	(	(	-LRB-
stanford-ai-2021	1755	176	job	job	NN
stanford-ai-2021	1755	177	titles	title	NNS
stanford-ai-2021	1755	178	)	)	-RRB-
stanford-ai-2021	1755	179	Labor	Labor	NNP
stanford-ai-2021	1755	180	AI	AI	NNP
stanford-ai-2021	1755	181	hiring	hire	VBG
stanford-ai-2021	1755	182	index	index	NN
stanford-ai-2021	1755	183	Investment	Investment	NNP
stanford-ai-2021	1755	184	Total	Total	NNP
stanford-ai-2021	1755	185	AI	AI	NNP
stanford-ai-2021	1755	186	Private	Private	NNP
stanford-ai-2021	1755	187	Investment	Investment	NNP
stanford-ai-2021	1755	188	*	*	NFP
stanford-ai-2021	1755	189	Investment	investment	NN
stanford-ai-2021	1755	190	AI	AI	NNP
stanford-ai-2021	1755	191	Private	Private	NNP
stanford-ai-2021	1755	192	Investment	Investment	NNP
stanford-ai-2021	1755	193	per	per	IN
stanford-ai-2021	1755	194	capita	capita	FW
stanford-ai-2021	1755	195	Investment	investment	NN
stanford-ai-2021	1755	196	Number	Number	NNP
stanford-ai-2021	1755	197	of	of	IN
stanford-ai-2021	1755	198	Startups	Startups	NNPS
stanford-ai-2021	1755	199	Funded	fund	VBN
stanford-ai-2021	1755	200	*	*	NFP
stanford-ai-2021	1755	201	Investment	investment	NN
stanford-ai-2021	1755	202	Number	number	NN
stanford-ai-2021	1755	203	of	of	IN
stanford-ai-2021	1755	204	funded	fund	VBN
stanford-ai-2021	1755	205	startups	startup	NNS
stanford-ai-2021	1755	206	per	per	IN
stanford-ai-2021	1755	207	capita	capita	FW
stanford-ai-2021	1755	208	INCLUSION	inclusion	NN
stanford-ai-2021	1755	209	SUB	SUB	NNP
stanford-ai-2021	1755	210	-	-	HYPH
stanford-ai-2021	1755	211	PILLAR	PILLAR	NNP
stanford-ai-2021	1755	212	VARIABLE	VARIABLE	NNP
stanford-ai-2021	1755	213	Gender	Gender	NNP
stanford-ai-2021	1755	214	Diversity	Diversity	NNP
stanford-ai-2021	1755	215	AI	AI	NNP
stanford-ai-2021	1755	216	Skill	Skill	NNP
stanford-ai-2021	1755	217	Penetration	Penetration	NNP
stanford-ai-2021	1755	218	(	(	-LRB-
stanford-ai-2021	1755	219	female	female	JJ
stanford-ai-2021	1755	220	)	)	-RRB-
stanford-ai-2021	1755	221	Gender	Gender	NNP
stanford-ai-2021	1755	222	Diversity	Diversity	NNP
stanford-ai-2021	1755	223	Number	Number	NNP
stanford-ai-2021	1755	224	of	of	IN
stanford-ai-2021	1755	225	unique	unique	JJ
stanford-ai-2021	1755	226	AI	AI	NNP
stanford-ai-2021	1755	227	occupations	occupation	NNS
stanford-ai-2021	1755	228	(	(	-LRB-
stanford-ai-2021	1755	229	job	job	NN
stanford-ai-2021	1755	230	titles	title	NNS
stanford-ai-2021	1755	231	)	)	-RRB-
stanford-ai-2021	1755	232	,	,	,
stanford-ai-2021	1755	233	female	female	JJ
stanford-ai-2021	1755	234	https://drive.google.com/file/d/1HzSGtHVy4ZO4jmjekEF6AUTc6G5gkKhB/view?usp=sharing	https://drive.google.com/file/d/1hzsgthvy4zo4jmjekef6autc6g5gkkhb/view?usp=share	VBG
stanford-ai-2021	1755	235	TA	TA	NNP
stanford-ai-2021	1755	236	B	b	NN
stanford-ai-2021	1755	237	L	l	NN
stanford-ai-2021	1755	238	E	e	NN
stanford-ai-2021	1755	239	O	o	NN
stanford-ai-2021	1755	240	F	f	NN
stanford-ai-2021	1755	241	C	c	NN
stanford-ai-2021	1755	242	O	o	NN
stanford-ai-2021	1755	243	N	n	NN
stanford-ai-2021	1755	244	T	t	NN
stanford-ai-2021	1755	245	E	e	NN
stanford-ai-2021	1755	246	N	n	NN
stanford-ai-2021	1755	247	T	t	NN
stanford-ai-2021	1755	248	S	s	NN
stanford-ai-2021	1755	249	2	2	CD
stanford-ai-2021	1755	250	1	1	CD
stanford-ai-2021	1755	251	9A	9a	NN
stanford-ai-2021	1755	252	P	p	NN
stanford-ai-2021	1755	253	P	p	NN
stanford-ai-2021	1755	254	E	e	NN
stanford-ai-2021	1755	255	N	n	NN
stanford-ai-2021	1755	256	D	d	NN
stanford-ai-2021	1755	257	I	i	NN
stanford-ai-2021	1755	258	X	X	NNP
stanford-ai-2021	1755	259	Artificial	Artificial	NNP
stanford-ai-2021	1755	260	Intelligence	Intelligence	NNP
stanford-ai-2021	1755	261	Index	Index	NNP
stanford-ai-2021	1755	262	Report	Report	NNP
stanford-ai-2021	1755	263	2021	2021	CD
stanford-ai-2021	1755	264	The	the	DT
stanford-ai-2021	1755	265	webtool	webtool	NN
stanford-ai-2021	1755	266	allows	allow	VBZ
stanford-ai-2021	1755	267	users	user	NNS
stanford-ai-2021	1755	268	to	to	TO
stanford-ai-2021	1755	269	adjust	adjust	VB
stanford-ai-2021	1755	270	weights	weight	NNS
stanford-ai-2021	1755	271	to	to	IN
stanford-ai-2021	1755	272	each	each	DT
stanford-ai-2021	1755	273	metric	metric	NN
stanford-ai-2021	1755	274	based	base	VBN
stanford-ai-2021	1755	275	on	on	IN
stanford-ai-2021	1755	276	their	-PRON-	PRP$
stanford-ai-2021	1755	277	individual	individual	JJ
stanford-ai-2021	1755	278	preference	preference	NN
stanford-ai-2021	1755	279	.	.	.
stanford-ai-2021	1756	1	The	the	DT
stanford-ai-2021	1756	2	default	default	NN
stanford-ai-2021	1756	3	settings	setting	NNS
stanford-ai-2021	1756	4	of	of	IN
stanford-ai-2021	1756	5	the	the	DT
stanford-ai-2021	1756	6	tool	tool	NN
stanford-ai-2021	1756	7	allow	allow	VBP
stanford-ai-2021	1756	8	the	the	DT
stanford-ai-2021	1756	9	user	user	NN
stanford-ai-2021	1756	10	to	to	TO
stanford-ai-2021	1756	11	select	select	VB
stanford-ai-2021	1756	12	between	between	IN
stanford-ai-2021	1756	13	three	three	CD
stanford-ai-2021	1756	14	weighting	weighting	NN
stanford-ai-2021	1756	15	options	option	NNS
stanford-ai-2021	1756	16	:	:	:
stanford-ai-2021	1756	17	All	all	DT
stanford-ai-2021	1756	18	weights	weight	NNS
stanford-ai-2021	1756	19	to	to	TO
stanford-ai-2021	1756	20	midpoint	midpoint	VB
stanford-ai-2021	1756	21	This	this	DT
stanford-ai-2021	1756	22	button	button	NN
stanford-ai-2021	1756	23	assigns	assign	VBZ
stanford-ai-2021	1756	24	equal	equal	JJ
stanford-ai-2021	1756	25	weights	weight	NNS
stanford-ai-2021	1756	26	to	to	IN
stanford-ai-2021	1756	27	all	all	DT
stanford-ai-2021	1756	28	indicators	indicator	NNS
stanford-ai-2021	1756	29	.	.	.
stanford-ai-2021	1757	1	Only	only	RB
stanford-ai-2021	1757	2	absolute	absolute	JJ
stanford-ai-2021	1757	3	metrics	metric	NNS
stanford-ai-2021	1757	4	This	this	DT
stanford-ai-2021	1757	5	button	button	NN
stanford-ai-2021	1757	6	assigns	assign	VBZ
stanford-ai-2021	1757	7	maximum	maximum	JJ
stanford-ai-2021	1757	8	weights	weight	NNS
stanford-ai-2021	1757	9	to	to	IN
stanford-ai-2021	1757	10	absolute	absolute	JJ
stanford-ai-2021	1757	11	metrics	metric	NNS
stanford-ai-2021	1757	12	.	.	.
stanford-ai-2021	1758	1	Per	per	IN
stanford-ai-2021	1758	2	capita	capita	NN
stanford-ai-2021	1758	3	metrics	metric	NNS
stanford-ai-2021	1758	4	are	be	VBP
stanford-ai-2021	1758	5	not	not	RB
stanford-ai-2021	1758	6	considered	consider	VBN
stanford-ai-2021	1758	7	.	.	.
stanford-ai-2021	1759	1	Only	only	RB
stanford-ai-2021	1759	2	per	per	IN
stanford-ai-2021	1759	3	capita	capita	NN
stanford-ai-2021	1759	4	metrics	metric	NNS
stanford-ai-2021	1759	5	This	this	DT
stanford-ai-2021	1759	6	button	button	NN
stanford-ai-2021	1759	7	assigns	assign	VBZ
stanford-ai-2021	1759	8	maximum	maximum	JJ
stanford-ai-2021	1759	9	weights	weight	NNS
stanford-ai-2021	1759	10	to	to	IN
stanford-ai-2021	1759	11	per	per	IN
stanford-ai-2021	1759	12	capita	capita	FW
stanford-ai-2021	1759	13	metrics	metric	NNS
stanford-ai-2021	1759	14	.	.	.
stanford-ai-2021	1760	1	Absolute	absolute	JJ
stanford-ai-2021	1760	2	metrics	metric	NNS
stanford-ai-2021	1760	3	are	be	VBP
stanford-ai-2021	1760	4	not	not	RB
stanford-ai-2021	1760	5	considered	consider	VBN
stanford-ai-2021	1760	6	.	.	.
stanford-ai-2021	1761	1	The	the	DT
stanford-ai-2021	1761	2	user	user	NN
stanford-ai-2021	1761	3	can	can	MD
stanford-ai-2021	1761	4	adjust	adjust	VB
stanford-ai-2021	1761	5	the	the	DT
stanford-ai-2021	1761	6	weights	weight	NNS
stanford-ai-2021	1761	7	to	to	IN
stanford-ai-2021	1761	8	each	each	DT
stanford-ai-2021	1761	9	metric	metric	NN
stanford-ai-2021	1761	10	based	base	VBN
stanford-ai-2021	1761	11	on	on	IN
stanford-ai-2021	1761	12	their	-PRON-	PRP$
stanford-ai-2021	1761	13	preference	preference	NN
stanford-ai-2021	1761	14	.	.	.
stanford-ai-2021	1762	1	The	the	DT
stanford-ai-2021	1762	2	charts	chart	NNS
stanford-ai-2021	1762	3	automatically	automatically	RB
stanford-ai-2021	1762	4	update	update	VBP
stanford-ai-2021	1762	5	when	when	WRB
stanford-ai-2021	1762	6	any	any	DT
stanford-ai-2021	1762	7	weight	weight	NN
stanford-ai-2021	1762	8	is	be	VBZ
stanford-ai-2021	1762	9	changed	change	VBN
stanford-ai-2021	1762	10	.	.	.
stanford-ai-2021	1763	1	The	the	DT
stanford-ai-2021	1763	2	user	user	NN
stanford-ai-2021	1763	3	can	can	MD
stanford-ai-2021	1763	4	select	select	VB
stanford-ai-2021	1763	5	“	"	``
stanford-ai-2021	1763	6	Global	global	JJ
stanford-ai-2021	1763	7	”	"	''
stanford-ai-2021	1763	8	or	or	CC
stanford-ai-2021	1763	9	“	"	``
stanford-ai-2021	1763	10	National	National	NNP
stanford-ai-2021	1763	11	”	"	''
stanford-ai-2021	1763	12	view	view	NN
stanford-ai-2021	1763	13	to	to	TO
stanford-ai-2021	1763	14	visualize	visualize	VB
stanford-ai-2021	1763	15	the	the	DT
stanford-ai-2021	1763	16	results	result	NNS
stanford-ai-2021	1763	17	.	.	.
stanford-ai-2021	1764	1	The	the	DT
stanford-ai-2021	1764	2	“	"	``
stanford-ai-2021	1764	3	Global	global	JJ
stanford-ai-2021	1764	4	”	"	''
stanford-ai-2021	1764	5	view	view	NN
stanford-ai-2021	1764	6	offers	offer	VBZ
stanford-ai-2021	1764	7	a	a	DT
stanford-ai-2021	1764	8	cross-	cross-	JJ
stanford-ai-2021	1764	9	country	country	NN
stanford-ai-2021	1764	10	comparative	comparative	JJ
stanford-ai-2021	1764	11	view	view	NN
stanford-ai-2021	1764	12	based	base	VBN
stanford-ai-2021	1764	13	on	on	IN
stanford-ai-2021	1764	14	the	the	DT
stanford-ai-2021	1764	15	weights	weight	NNS
stanford-ai-2021	1764	16	selected	select	VBN
stanford-ai-2021	1764	17	by	by	IN
stanford-ai-2021	1764	18	the	the	DT
stanford-ai-2021	1764	19	user	user	NN
stanford-ai-2021	1764	20	.	.	.
stanford-ai-2021	1765	1	The	the	DT
stanford-ai-2021	1765	2	“	"	``
stanford-ai-2021	1765	3	National	National	NNP
stanford-ai-2021	1765	4	”	"	''
stanford-ai-2021	1765	5	view	view	NN
stanford-ai-2021	1765	6	offers	offer	VBZ
stanford-ai-2021	1765	7	a	a	DT
stanford-ai-2021	1765	8	country	country	NN
stanford-ai-2021	1765	9	deep	deep	JJ
stanford-ai-2021	1765	10	dive	dive	NN
stanford-ai-2021	1765	11	to	to	TO
stanford-ai-2021	1765	12	assess	assess	VB
stanford-ai-2021	1765	13	which	which	WDT
stanford-ai-2021	1765	14	AI	AI	NNP
stanford-ai-2021	1765	15	indicators	indicator	VBZ
stanford-ai-2021	1765	16	a	a	DT
stanford-ai-2021	1765	17	given	give	VBN
stanford-ai-2021	1765	18	country	country	NN
stanford-ai-2021	1765	19	is	be	VBZ
stanford-ai-2021	1765	20	relatively	relatively	RB
stanford-ai-2021	1765	21	better	well	JJR
stanford-ai-2021	1765	22	at	at	IN
stanford-ai-2021	1765	23	.	.	.
stanford-ai-2021	1766	1	The	the	DT
stanford-ai-2021	1766	2	country	country	NN
stanford-ai-2021	1766	3	-	-	HYPH
stanford-ai-2021	1766	4	metric	metric	JJ
stanford-ai-2021	1766	5	specific	specific	JJ
stanford-ai-2021	1766	6	values	value	NNS
stanford-ai-2021	1766	7	are	be	VBP
stanford-ai-2021	1766	8	scaled	scale	VBN
stanford-ai-2021	1766	9	(	(	-LRB-
stanford-ai-2021	1766	10	0	0	CD
stanford-ai-2021	1766	11	-	-	SYM
stanford-ai-2021	1766	12	100	100	CD
stanford-ai-2021	1766	13	)	)	-RRB-
stanford-ai-2021	1766	14	,	,	,
stanford-ai-2021	1766	15	where	where	WRB
stanford-ai-2021	1766	16	100	100	CD
stanford-ai-2021	1766	17	indicates	indicate	VBZ
stanford-ai-2021	1766	18	that	that	IN
stanford-ai-2021	1766	19	a	a	DT
stanford-ai-2021	1766	20	given	give	VBN
stanford-ai-2021	1766	21	country	country	NN
stanford-ai-2021	1766	22	has	have	VBZ
stanford-ai-2021	1766	23	the	the	DT
stanford-ai-2021	1766	24	highest	high	JJS
stanford-ai-2021	1766	25	number	number	NN
stanford-ai-2021	1766	26	in	in	IN
stanford-ai-2021	1766	27	the	the	DT
stanford-ai-2021	1766	28	global	global	JJ
stanford-ai-2021	1766	29	distribution	distribution	NN
stanford-ai-2021	1766	30	for	for	IN
stanford-ai-2021	1766	31	that	that	DT
stanford-ai-2021	1766	32	metric	metric	JJ
stanford-ai-2021	1766	33	,	,	,
stanford-ai-2021	1766	34	and	and	CC
stanford-ai-2021	1766	35	conversely	conversely	RB
stanford-ai-2021	1766	36	small	small	JJ
stanford-ai-2021	1766	37	numbers	number	NNS
stanford-ai-2021	1766	38	like	like	IN
stanford-ai-2021	1766	39	0	0	CD
stanford-ai-2021	1766	40	or	or	CC
stanford-ai-2021	1766	41	1	1	CD
stanford-ai-2021	1766	42	indicates	indicate	VBZ
stanford-ai-2021	1766	43	relatively	relatively	RB
stanford-ai-2021	1766	44	low	low	JJ
stanford-ai-2021	1766	45	values	value	NNS
stanford-ai-2021	1766	46	in	in	IN
stanford-ai-2021	1766	47	the	the	DT
stanford-ai-2021	1766	48	global	global	JJ
stanford-ai-2021	1766	49	distribution	distribution	NN
stanford-ai-2021	1766	50	This	this	DT
stanford-ai-2021	1766	51	can	can	MD
stanford-ai-2021	1766	52	help	help	VB
stanford-ai-2021	1766	53	identify	identify	VB
stanford-ai-2021	1766	54	areas	area	NNS
stanford-ai-2021	1766	55	for	for	IN
stanford-ai-2021	1766	56	improvement	improvement	NN
stanford-ai-2021	1766	57	and	and	CC
stanford-ai-2021	1766	58	identify	identify	VB
stanford-ai-2021	1766	59	national	national	JJ
stanford-ai-2021	1766	60	policy	policy	NN
stanford-ai-2021	1766	61	strategies	strategy	NNS
stanford-ai-2021	1766	62	to	to	TO
stanford-ai-2021	1766	63	support	support	VB
stanford-ai-2021	1766	64	a	a	DT
stanford-ai-2021	1766	65	vibrant	vibrant	JJ
stanford-ai-2021	1766	66	AI	AI	NNP
stanford-ai-2021	1766	67	ecosystem	ecosystem	NN
stanford-ai-2021	1766	68	.	.	.
stanford-ai-2021	1767	1	C	C	NNP
stanford-ai-2021	1767	2	O	o	NN
stanford-ai-2021	1767	3	N	n	NN
stanford-ai-2021	1767	4	S	s	NN
stanford-ai-2021	1767	5	T	t	NN
stanford-ai-2021	1767	6	R	r	NN
stanford-ai-2021	1767	7	U	u	NN
stanford-ai-2021	1767	8	C	c	NN
stanford-ai-2021	1767	9	T	t	NN
stanford-ai-2021	1767	10	I	i	NN
stanford-ai-2021	1767	11	O	o	NN
stanford-ai-2021	1767	12	N	n	NN
stanford-ai-2021	1767	13	O	o	NN
stanford-ai-2021	1767	14	F	f	NN
stanford-ai-2021	1767	15	T	t	NN
stanford-ai-2021	1767	16	H	h	NN
stanford-ai-2021	1767	17	E	e	NN
stanford-ai-2021	1767	18	G	g	NN
stanford-ai-2021	1767	19	L	l	NN
stanford-ai-2021	1767	20	O	o	NN
stanford-ai-2021	1767	21	B	b	NN
stanford-ai-2021	1767	22	A	a	NN
stanford-ai-2021	1767	23	L	l	NN
stanford-ai-2021	1767	24	A	a	NN
stanford-ai-2021	1767	25	I	i	NN
stanford-ai-2021	1767	26	V	v	NN
stanford-ai-2021	1767	27	I	i	NN
stanford-ai-2021	1767	28	B	b	NN
stanford-ai-2021	1767	29	R	r	NN
stanford-ai-2021	1767	30	A	A	NNP
stanford-ai-2021	1767	31	N	N	NNP
stanford-ai-2021	1767	32	CY	cy	NN
stanford-ai-2021	1767	33	:	:	:
stanford-ai-2021	1767	34	C	C	NNP
stanford-ai-2021	1767	35	O	o	NN
stanford-ai-2021	1767	36	M	m	NN
stanford-ai-2021	1767	37	P	p	NN
stanford-ai-2021	1767	38	O	o	NN
stanford-ai-2021	1767	39	S	s	NN
stanford-ai-2021	1767	40	I	i	NN
stanford-ai-2021	1767	41	T	t	NN
stanford-ai-2021	1767	42	E	e	NN
stanford-ai-2021	1767	43	M	m	NN
stanford-ai-2021	1767	44	E	e	NN
stanford-ai-2021	1767	45	A	a	NN
stanford-ai-2021	1767	46	S	s	NN
stanford-ai-2021	1767	47	U	u	NN
stanford-ai-2021	1767	48	R	r	NN
stanford-ai-2021	1767	49	E	e	NN
stanford-ai-2021	1767	50	Source	source	NN
stanford-ai-2021	1767	51	The	the	DT
stanford-ai-2021	1767	52	data	data	NN
stanford-ai-2021	1767	53	is	be	VBZ
stanford-ai-2021	1767	54	collected	collect	VBN
stanford-ai-2021	1767	55	by	by	IN
stanford-ai-2021	1767	56	AI	AI	NNP
stanford-ai-2021	1767	57	Index	Index	NNP
stanford-ai-2021	1767	58	using	use	VBG
stanford-ai-2021	1767	59	diverse	diverse	JJ
stanford-ai-2021	1767	60	datasets	dataset	NNS
stanford-ai-2021	1767	61	that	that	WDT
stanford-ai-2021	1767	62	are	be	VBP
stanford-ai-2021	1767	63	referenced	reference	VBN
stanford-ai-2021	1767	64	in	in	IN
stanford-ai-2021	1767	65	the	the	DT
stanford-ai-2021	1767	66	2020	2020	CD
stanford-ai-2021	1767	67	AI	AI	NNP
stanford-ai-2021	1767	68	Index	Index	NNP
stanford-ai-2021	1767	69	Report	Report	NNP
stanford-ai-2021	1767	70	chapters	chapter	NNS
stanford-ai-2021	1767	71	.	.	.
stanford-ai-2021	1768	1	Methodology	Methodology	NNP
stanford-ai-2021	1768	2	Step	step	NN
stanford-ai-2021	1768	3	1	1	CD
stanford-ai-2021	1768	4	:	:	:
stanford-ai-2021	1768	5	Obtain	obtain	VB
stanford-ai-2021	1768	6	,	,	,
stanford-ai-2021	1768	7	harmonize	harmonize	VB
stanford-ai-2021	1768	8	,	,	,
stanford-ai-2021	1768	9	and	and	CC
stanford-ai-2021	1768	10	integrate	integrate	VB
stanford-ai-2021	1768	11	data	datum	NNS
stanford-ai-2021	1768	12	on	on	IN
stanford-ai-2021	1768	13	individual	individual	JJ
stanford-ai-2021	1768	14	attributes	attribute	NNS
stanford-ai-2021	1768	15	across	across	IN
stanford-ai-2021	1768	16	countries	country	NNS
stanford-ai-2021	1768	17	and	and	CC
stanford-ai-2021	1768	18	time	time	NN
stanford-ai-2021	1768	19	.	.	.
stanford-ai-2021	1769	1	Step	step	NN
stanford-ai-2021	1769	2	2	2	CD
stanford-ai-2021	1769	3	:	:	:
stanford-ai-2021	1769	4	Use	Use	NNP
stanford-ai-2021	1769	5	Min	Min	NNP
stanford-ai-2021	1769	6	-	-	HYPH
stanford-ai-2021	1769	7	Max	Max	NNP
stanford-ai-2021	1769	8	Scalar	Scalar	NNP
stanford-ai-2021	1769	9	to	to	TO
stanford-ai-2021	1769	10	normalize	normalize	VB
stanford-ai-2021	1769	11	each	each	DT
stanford-ai-2021	1769	12	country	country	NN
stanford-ai-2021	1769	13	-	-	HYPH
stanford-ai-2021	1769	14	year	year	NN
stanford-ai-2021	1769	15	specific	specific	JJ
stanford-ai-2021	1769	16	indicator	indicator	NN
stanford-ai-2021	1769	17	between	between	IN
stanford-ai-2021	1769	18	0	0	CD
stanford-ai-2021	1769	19	-	-	SYM
stanford-ai-2021	1769	20	100	100	CD
stanford-ai-2021	1769	21	.	.	.
stanford-ai-2021	1770	1	Step	step	NN
stanford-ai-2021	1770	2	3	3	CD
stanford-ai-2021	1770	3	:	:	:
stanford-ai-2021	1770	4	Take	take	VB
stanford-ai-2021	1770	5	arithmetic	arithmetic	JJ
stanford-ai-2021	1770	6	Mean	mean	NN
stanford-ai-2021	1770	7	per	per	IN
stanford-ai-2021	1770	8	country	country	NN
stanford-ai-2021	1770	9	-	-	HYPH
stanford-ai-2021	1770	10	indicator	indicator	NN
stanford-ai-2021	1770	11	for	for	IN
stanford-ai-2021	1770	12	a	a	DT
stanford-ai-2021	1770	13	given	give	VBN
stanford-ai-2021	1770	14	year	year	NN
stanford-ai-2021	1770	15	.	.	.
stanford-ai-2021	1771	1	Step	step	NN
stanford-ai-2021	1771	2	4	4	CD
stanford-ai-2021	1771	3	:	:	:
stanford-ai-2021	1771	4	Build	build	VB
stanford-ai-2021	1771	5	modular	modular	JJ
stanford-ai-2021	1771	6	weighted	weight	VBD
stanford-ai-2021	1771	7	for	for	IN
stanford-ai-2021	1771	8	available	available	JJ
stanford-ai-2021	1771	9	pillars	pillar	NNS
stanford-ai-2021	1771	10	and	and	CC
stanford-ai-2021	1771	11	individual	individual	JJ
stanford-ai-2021	1771	12	indicators	indicator	NNS
stanford-ai-2021	1771	13	.	.	.
stanford-ai-2021	1772	1	Aggregate	aggregate	JJ
stanford-ai-2021	1772	2	Measure	measure	NN
stanford-ai-2021	1772	3	The	the	DT
stanford-ai-2021	1772	4	AI	AI	NNP
stanford-ai-2021	1772	5	Vibrancy	Vibrancy	NNP
stanford-ai-2021	1772	6	Composite	Composite	NNP
stanford-ai-2021	1772	7	Index	Index	NNP
stanford-ai-2021	1772	8	can	can	MD
stanford-ai-2021	1772	9	be	be	VB
stanford-ai-2021	1772	10	expressed	express	VBN
stanford-ai-2021	1772	11	in	in	IN
stanford-ai-2021	1772	12	the	the	DT
stanford-ai-2021	1772	13	following	following	JJ
stanford-ai-2021	1772	14	equation	equation	NN
stanford-ai-2021	1772	15	:	:	:
stanford-ai-2021	1772	16	where	where	WRB
stanford-ai-2021	1772	17	c	c	NNP
stanford-ai-2021	1772	18	represents	represent	VBZ
stanford-ai-2021	1772	19	a	a	DT
stanford-ai-2021	1772	20	country	country	NN
stanford-ai-2021	1772	21	and	and	CC
stanford-ai-2021	1772	22	t	t	NN
stanford-ai-2021	1772	23	represents	represent	VBZ
stanford-ai-2021	1772	24	year	year	NN
stanford-ai-2021	1772	25	,	,	,
stanford-ai-2021	1772	26	is	be	VBZ
stanford-ai-2021	1772	27	the	the	DT
stanford-ai-2021	1772	28	scaled	scale	VBN
stanford-ai-2021	1772	29	(	(	-LRB-
stanford-ai-2021	1772	30	0	0	CD
stanford-ai-2021	1772	31	-	-	SYM
stanford-ai-2021	1772	32	100	100	CD
stanford-ai-2021	1772	33	)	)	-RRB-
stanford-ai-2021	1772	34	individual	individual	JJ
stanford-ai-2021	1772	35	indicator	indicator	NN
stanford-ai-2021	1772	36	,	,	,
stanford-ai-2021	1772	37	is	be	VBZ
stanford-ai-2021	1772	38	the	the	DT
stanford-ai-2021	1772	39	weight	weight	NN
stanford-ai-2021	1772	40	assigned	assign	VBN
stanford-ai-2021	1772	41	to	to	IN
stanford-ai-2021	1772	42	individual	individual	JJ
stanford-ai-2021	1772	43	indicators	indicator	NNS
stanford-ai-2021	1772	44	,	,	,
stanford-ai-2021	1772	45	is	be	VBZ
stanford-ai-2021	1772	46	weight	weight	NN
stanford-ai-2021	1772	47	specific	specific	JJ
stanford-ai-2021	1772	48	to	to	IN
stanford-ai-2021	1772	49	one	one	CD
stanford-ai-2021	1772	50	of	of	IN
stanford-ai-2021	1772	51	the	the	DT
stanford-ai-2021	1772	52	three	three	CD
stanford-ai-2021	1772	53	high	high	JJ
stanford-ai-2021	1772	54	-	-	HYPH
stanford-ai-2021	1772	55	level	level	NN
stanford-ai-2021	1772	56	pillars	pillar	NNS
stanford-ai-2021	1772	57	and	and	CC
stanford-ai-2021	1772	58	N	n	NN
stanford-ai-2021	1772	59	is	be	VBZ
stanford-ai-2021	1772	60	the	the	DT
stanford-ai-2021	1772	61	number	number	NN
stanford-ai-2021	1772	62	of	of	IN
stanford-ai-2021	1772	63	indicators	indicator	NNS
stanford-ai-2021	1772	64	available	available	JJ
stanford-ai-2021	1772	65	for	for	IN
stanford-ai-2021	1772	66	a	a	DT
stanford-ai-2021	1772	67	given	give	VBN
stanford-ai-2021	1772	68	country	country	NN
stanford-ai-2021	1772	69	for	for	IN
stanford-ai-2021	1772	70	a	a	DT
stanford-ai-2021	1772	71	specific	specific	JJ
stanford-ai-2021	1772	72	year	year	NN
stanford-ai-2021	1772	73	.	.	.
stanford-ai-2021	1773	1	Normalization	normalization	NN
stanford-ai-2021	1773	2	To	to	TO
stanford-ai-2021	1773	3	adjust	adjust	VB
stanford-ai-2021	1773	4	for	for	IN
stanford-ai-2021	1773	5	differences	difference	NNS
stanford-ai-2021	1773	6	in	in	IN
stanford-ai-2021	1773	7	units	unit	NNS
stanford-ai-2021	1773	8	of	of	IN
stanford-ai-2021	1773	9	measurement	measurement	NN
stanford-ai-2021	1773	10	and	and	CC
stanford-ai-2021	1773	11	ranges	range	NNS
stanford-ai-2021	1773	12	of	of	IN
stanford-ai-2021	1773	13	variation	variation	NN
stanford-ai-2021	1773	14	,	,	,
stanford-ai-2021	1773	15	all	all	DT
stanford-ai-2021	1773	16	22	22	CD
stanford-ai-2021	1773	17	variables	variable	NNS
stanford-ai-2021	1773	18	were	be	VBD
stanford-ai-2021	1773	19	normalized	normalize	VBN
stanford-ai-2021	1773	20	into	into	IN
stanford-ai-2021	1773	21	the	the	DT
stanford-ai-2021	1773	22	[	[	-LRB-
stanford-ai-2021	1773	23	0	0	CD
stanford-ai-2021	1773	24	,	,	,
stanford-ai-2021	1773	25	100	100	CD
stanford-ai-2021	1773	26	]	]	-RRB-
stanford-ai-2021	1773	27	range	range	NN
stanford-ai-2021	1773	28	,	,	,
stanford-ai-2021	1773	29	with	with	IN
stanford-ai-2021	1773	30	higher	high	JJR
stanford-ai-2021	1773	31	scores	score	NNS
stanford-ai-2021	1773	32	representing	represent	VBG
stanford-ai-2021	1773	33	better	well	JJR
stanford-ai-2021	1773	34	outcomes	outcome	NNS
stanford-ai-2021	1773	35	.	.	.
stanford-ai-2021	1774	1	A	a	DT
stanford-ai-2021	1774	2	minimum	minimum	JJ
stanford-ai-2021	1774	3	-	-	HYPH
stanford-ai-2021	1774	4	maximum	maximum	NN
stanford-ai-2021	1774	5	normalization	normalization	NN
stanford-ai-2021	1774	6	method	method	NN
stanford-ai-2021	1774	7	was	be	VBD
stanford-ai-2021	1774	8	adopted	adopt	VBN
stanford-ai-2021	1774	9	,	,	,
stanford-ai-2021	1774	10	given	give	VBN
stanford-ai-2021	1774	11	the	the	DT
stanford-ai-2021	1774	12	minimum	minimum	JJ
stanford-ai-2021	1774	13	and	and	CC
stanford-ai-2021	1774	14	maximum	maximum	JJ
stanford-ai-2021	1774	15	values	value	NNS
stanford-ai-2021	1774	16	of	of	IN
stanford-ai-2021	1774	17	each	each	DT
stanford-ai-2021	1774	18	variable	variable	NN
stanford-ai-2021	1774	19	respectively	respectively	RB
stanford-ai-2021	1774	20	.	.	.
stanford-ai-2021	1775	1	Higher	high	JJR
stanford-ai-2021	1775	2	values	value	NNS
stanford-ai-2021	1775	3	indicate	indicate	VBP
stanford-ai-2021	1775	4	better	well	JJR
stanford-ai-2021	1775	5	outcomes	outcome	NNS
stanford-ai-2021	1775	6	.	.	.
stanford-ai-2021	1776	1	The	the	DT
stanford-ai-2021	1776	2	normalization	normalization	NN
stanford-ai-2021	1776	3	formula	formula	NN
stanford-ai-2021	1776	4	is	be	VBZ
stanford-ai-2021	1776	5	:	:	:
stanford-ai-2021	1776	6	Coverage	coverage	NN
stanford-ai-2021	1776	7	and	and	CC
stanford-ai-2021	1776	8	Nuances	nuance	VBZ
stanford-ai-2021	1776	9	A	a	DT
stanford-ai-2021	1776	10	threshold	threshold	NN
stanford-ai-2021	1776	11	of	of	IN
stanford-ai-2021	1776	12	73	73	CD
stanford-ai-2021	1776	13	%	%	NN
stanford-ai-2021	1776	14	coverage	coverage	NN
stanford-ai-2021	1776	15	was	be	VBD
stanford-ai-2021	1776	16	chosen	choose	VBN
stanford-ai-2021	1776	17	to	to	TO
stanford-ai-2021	1776	18	select	select	VB
stanford-ai-2021	1776	19	the	the	DT
stanford-ai-2021	1776	20	final	final	JJ
stanford-ai-2021	1776	21	list	list	NN
stanford-ai-2021	1776	22	of	of	IN
stanford-ai-2021	1776	23	countries	country	NNS
stanford-ai-2021	1776	24	based	base	VBN
stanford-ai-2021	1776	25	on	on	IN
stanford-ai-2021	1776	26	an	an	DT
stanford-ai-2021	1776	27	average	average	NN
stanford-ai-2021	1776	28	of	of	IN
stanford-ai-2021	1776	29	available	available	JJ
stanford-ai-2021	1776	30	data	datum	NNS
stanford-ai-2021	1776	31	between	between	IN
stanford-ai-2021	1776	32	2015	2015	CD
stanford-ai-2021	1776	33	-	-	SYM
stanford-ai-2021	1776	34	2020	2020	CD
stanford-ai-2021	1776	35	.	.	.
stanford-ai-2021	1777	1	Russia	Russia	NNP
stanford-ai-2021	1777	2	and	and	CC
stanford-ai-2021	1777	3	South	South	NNP
stanford-ai-2021	1777	4	Korea	Korea	NNP
stanford-ai-2021	1777	5	were	be	VBD
stanford-ai-2021	1777	6	added	add	VBN
stanford-ai-2021	1777	7	manually	manually	RB
stanford-ai-2021	1777	8	due	due	IN
stanford-ai-2021	1777	9	to	to	IN
stanford-ai-2021	1777	10	their	-PRON-	PRP$
stanford-ai-2021	1777	11	growing	grow	VBG
stanford-ai-2021	1777	12	importance	importance	NN
stanford-ai-2021	1777	13	in	in	IN
stanford-ai-2021	1777	14	the	the	DT
stanford-ai-2021	1777	15	global	global	JJ
stanford-ai-2021	1777	16	AI	AI	NNP
stanford-ai-2021	1777	17	landscape	landscape	NN
stanford-ai-2021	1777	18	,	,	,
stanford-ai-2021	1777	19	even	even	RB
stanford-ai-2021	1777	20	though	though	IN
stanford-ai-2021	1777	21	they	-PRON-	PRP
stanford-ai-2021	1777	22	did	do	VBD
stanford-ai-2021	1777	23	not	not	RB
stanford-ai-2021	1777	24	pass	pass	VB
stanford-ai-2021	1777	25	the	the	DT
stanford-ai-2021	1777	26	73	73	CD
stanford-ai-2021	1777	27	%	%	NN
stanford-ai-2021	1777	28	threshold	threshold	NN
stanford-ai-2021	1777	29	.	.	.
stanford-ai-2021	1778	1	G	g	NN
stanford-ai-2021	1778	2	L	l	NN
stanford-ai-2021	1778	3	O	o	NN
stanford-ai-2021	1778	4	B	b	NN
stanford-ai-2021	1778	5	A	a	NN
stanford-ai-2021	1778	6	L	l	NN
stanford-ai-2021	1778	7	A	a	NN
stanford-ai-2021	1778	8	I	i	NN
stanford-ai-2021	1778	9	V	v	NN
stanford-ai-2021	1778	10	I	i	NN
stanford-ai-2021	1778	11	B	b	NN
stanford-ai-2021	1778	12	R	r	NN
stanford-ai-2021	1778	13	A	a	NN
stanford-ai-2021	1778	14	N	n	NN
stanford-ai-2021	1778	15	C	c	NN
stanford-ai-2021	1778	16	Y	y	NN
stanford-ai-2021	1778	17	A	a	NN
stanford-ai-2021	1778	18	P	p	NN
stanford-ai-2021	1778	19	P	p	NN
stanford-ai-2021	1778	20	E	e	NN
stanford-ai-2021	1778	21	N	n	NN
stanford-ai-2021	1778	22	D	d	NN
stanford-ai-2021	1778	23	I	i	NN
stanford-ai-2021	1778	24	X	x	NN
stanford-ai-2021	1778	25	TA	ta	NN
stanford-ai-2021	1778	26	B	b	NN
stanford-ai-2021	1778	27	L	l	NN
stanford-ai-2021	1778	28	E	e	NN
stanford-ai-2021	1778	29	O	o	NN
stanford-ai-2021	1778	30	F	f	NN
stanford-ai-2021	1778	31	C	c	NN
stanford-ai-2021	1778	32	O	o	NN
stanford-ai-2021	1778	33	N	n	NN
stanford-ai-2021	1778	34	T	t	NN
stanford-ai-2021	1778	35	E	e	NN
stanford-ai-2021	1778	36	N	n	NN
stanford-ai-2021	1778	37	T	t	NN
stanford-ai-2021	1778	38	S	s	NN
stanford-ai-2021	1778	39	2	2	CD
stanford-ai-2021	1778	40	2	2	CD
stanford-ai-2021	1778	41	0A	0a	NN
stanford-ai-2021	1778	42	P	p	NN
stanford-ai-2021	1778	43	P	p	NN
stanford-ai-2021	1778	44	E	e	NN
stanford-ai-2021	1778	45	N	n	NN
stanford-ai-2021	1778	46	D	d	NN
stanford-ai-2021	1778	47	I	i	NN
stanford-ai-2021	1778	48	X	X	NNP
stanford-ai-2021	1778	49	Artificial	Artificial	NNP
stanford-ai-2021	1778	50	Intelligence	Intelligence	NNP
stanford-ai-2021	1778	51	Index	Index	NNP
stanford-ai-2021	1778	52	Report	Report	NNP
stanford-ai-2021	1778	53	2021	2021	CD
stanford-ai-2021	1778	54	G	g	NN
stanford-ai-2021	1778	55	L	l	NN
stanford-ai-2021	1778	56	O	o	NN
stanford-ai-2021	1778	57	B	b	NN
stanford-ai-2021	1778	58	A	a	NN
stanford-ai-2021	1778	59	L	l	NN
stanford-ai-2021	1778	60	A	a	NN
stanford-ai-2021	1778	61	I	i	NN
stanford-ai-2021	1778	62	V	v	NN
stanford-ai-2021	1778	63	I	i	NN
stanford-ai-2021	1778	64	B	b	NN
stanford-ai-2021	1778	65	R	r	NN
stanford-ai-2021	1778	66	A	a	NN
stanford-ai-2021	1778	67	N	n	NN
stanford-ai-2021	1778	68	C	c	NN
stanford-ai-2021	1778	69	Y	y	NN
stanford-ai-2021	1778	70	A	a	NN
stanford-ai-2021	1778	71	P	p	NN
stanford-ai-2021	1778	72	P	p	NN
stanford-ai-2021	1778	73	E	e	NN
stanford-ai-2021	1778	74	N	n	NN
stanford-ai-2021	1778	75	D	d	NN
stanford-ai-2021	1778	76	I	i	NN
stanford-ai-2021	1778	77	X	x	NN
stanford-ai-2021	1778	78	ID	ID	NNP
stanford-ai-2021	1778	79	PILLAR	PILLAR	NNP
stanford-ai-2021	1778	80	SUB	SUB	NNP
stanford-ai-2021	1778	81	-	-	HYPH
stanford-ai-2021	1778	82	PILLAR	PILLAR	NNP
stanford-ai-2021	1778	83	NAME	NAME	NNP
stanford-ai-2021	1778	84	DEFINITION	DEFINITION	VBN
stanford-ai-2021	1778	85	SOURCE	SOURCE	NNP
stanford-ai-2021	1778	86	1	1	CD
stanford-ai-2021	1778	87	Research	Research	NNP
stanford-ai-2021	1778	88	and	and	CC
stanford-ai-2021	1778	89	Development	Development	NNP
stanford-ai-2021	1778	90	Conference	Conference	NNP
stanford-ai-2021	1778	91	Publications	Publications	NNP
stanford-ai-2021	1778	92	Number	Number	NNP
stanford-ai-2021	1778	93	of	of	IN
stanford-ai-2021	1778	94	AI	AI	NNP
stanford-ai-2021	1778	95	conference	conference	NN
stanford-ai-2021	1778	96	papers	paper	NNS
stanford-ai-2021	1778	97	*	*	NFP
stanford-ai-2021	1778	98	Total	total	JJ
stanford-ai-2021	1778	99	count	count	NN
stanford-ai-2021	1778	100	of	of	IN
stanford-ai-2021	1778	101	published	publish	VBN
stanford-ai-2021	1778	102	AI	AI	NNP
stanford-ai-2021	1778	103	conference	conference	NN
stanford-ai-2021	1778	104	papers	paper	NNS
stanford-ai-2021	1778	105	attributed	attribute	VBN
stanford-ai-2021	1778	106	to	to	IN
stanford-ai-2021	1778	107	institutions	institution	NNS
stanford-ai-2021	1778	108	in	in	IN
stanford-ai-2021	1778	109	the	the	DT
stanford-ai-2021	1778	110	given	give	VBN
stanford-ai-2021	1778	111	country	country	NN
stanford-ai-2021	1778	112	.	.	.
stanford-ai-2021	1779	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1779	2	Academic	Academic	NNP
stanford-ai-2021	1779	3	Graph	Graph	NNP
stanford-ai-2021	1779	4	(	(	-LRB-
stanford-ai-2021	1779	5	MAG	MAG	NNP
stanford-ai-2021	1779	6	)	)	-RRB-
stanford-ai-2021	1779	7	2	2	CD
stanford-ai-2021	1779	8	Research	Research	NNP
stanford-ai-2021	1779	9	and	and	CC
stanford-ai-2021	1779	10	Development	Development	NNP
stanford-ai-2021	1779	11	Conference	Conference	NNP
stanford-ai-2021	1779	12	Publications	Publications	NNP
stanford-ai-2021	1779	13	Number	Number	NNP
stanford-ai-2021	1779	14	of	of	IN
stanford-ai-2021	1779	15	AI	AI	NNP
stanford-ai-2021	1779	16	conference	conference	NN
stanford-ai-2021	1779	17	papers	paper	NNS
stanford-ai-2021	1779	18	per	per	IN
stanford-ai-2021	1779	19	capita	capita	FW
stanford-ai-2021	1779	20	Total	total	JJ
stanford-ai-2021	1779	21	count	count	NN
stanford-ai-2021	1779	22	of	of	IN
stanford-ai-2021	1779	23	published	publish	VBN
stanford-ai-2021	1779	24	AI	AI	NNP
stanford-ai-2021	1779	25	conference	conference	NN
stanford-ai-2021	1779	26	papers	paper	NNS
stanford-ai-2021	1779	27	attributed	attribute	VBN
stanford-ai-2021	1779	28	to	to	IN
stanford-ai-2021	1779	29	institutions	institution	NNS
stanford-ai-2021	1779	30	in	in	IN
stanford-ai-2021	1779	31	the	the	DT
stanford-ai-2021	1779	32	given	give	VBN
stanford-ai-2021	1779	33	country	country	NN
stanford-ai-2021	1779	34	in	in	IN
stanford-ai-2021	1779	35	per	per	IN
stanford-ai-2021	1779	36	capita	capita	NN
stanford-ai-2021	1779	37	terms	term	NNS
stanford-ai-2021	1779	38	.	.	.
stanford-ai-2021	1780	1	The	the	DT
stanford-ai-2021	1780	2	denominator	denominator	NN
stanford-ai-2021	1780	3	is	be	VBZ
stanford-ai-2021	1780	4	the	the	DT
stanford-ai-2021	1780	5	population	population	NN
stanford-ai-2021	1780	6	(	(	-LRB-
stanford-ai-2021	1780	7	in	in	IN
stanford-ai-2021	1780	8	tens	ten	NNS
stanford-ai-2021	1780	9	of	of	IN
stanford-ai-2021	1780	10	millions	million	NNS
stanford-ai-2021	1780	11	)	)	-RRB-
stanford-ai-2021	1780	12	for	for	IN
stanford-ai-2021	1780	13	a	a	DT
stanford-ai-2021	1780	14	given	give	VBN
stanford-ai-2021	1780	15	year	year	NN
stanford-ai-2021	1780	16	to	to	TO
stanford-ai-2021	1780	17	obtain	obtain	VB
stanford-ai-2021	1780	18	scaled	scale	VBN
stanford-ai-2021	1780	19	values	value	NNS
stanford-ai-2021	1780	20	.	.	.
stanford-ai-2021	1781	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1781	2	Academic	Academic	NNP
stanford-ai-2021	1781	3	Graph	Graph	NNP
stanford-ai-2021	1781	4	(	(	-LRB-
stanford-ai-2021	1781	5	MAG	MAG	NNP
stanford-ai-2021	1781	6	)	)	-RRB-
stanford-ai-2021	1781	7	3	3	CD
stanford-ai-2021	1781	8	Research	Research	NNP
stanford-ai-2021	1781	9	and	and	CC
stanford-ai-2021	1781	10	Development	Development	NNP
stanford-ai-2021	1781	11	Conference	Conference	NNP
stanford-ai-2021	1781	12	Publications	Publications	NNP
stanford-ai-2021	1781	13	Number	Number	NNP
stanford-ai-2021	1781	14	of	of	IN
stanford-ai-2021	1781	15	AI	AI	NNP
stanford-ai-2021	1781	16	conference	conference	NN
stanford-ai-2021	1781	17	citations	citation	NNS
stanford-ai-2021	1781	18	*	*	NFP
stanford-ai-2021	1781	19	Total	total	JJ
stanford-ai-2021	1781	20	count	count	NN
stanford-ai-2021	1781	21	of	of	IN
stanford-ai-2021	1781	22	AI	AI	NNP
stanford-ai-2021	1781	23	conference	conference	NN
stanford-ai-2021	1781	24	citations	citation	NNS
stanford-ai-2021	1781	25	attributed	attribute	VBN
stanford-ai-2021	1781	26	to	to	IN
stanford-ai-2021	1781	27	institutions	institution	NNS
stanford-ai-2021	1781	28	in	in	IN
stanford-ai-2021	1781	29	the	the	DT
stanford-ai-2021	1781	30	given	give	VBN
stanford-ai-2021	1781	31	country	country	NN
stanford-ai-2021	1781	32	.	.	.
stanford-ai-2021	1782	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1782	2	Academic	Academic	NNP
stanford-ai-2021	1782	3	Graph	Graph	NNP
stanford-ai-2021	1782	4	(	(	-LRB-
stanford-ai-2021	1782	5	MAG	MAG	NNP
stanford-ai-2021	1782	6	)	)	-RRB-
stanford-ai-2021	1782	7	4	4	CD
stanford-ai-2021	1782	8	Research	Research	NNP
stanford-ai-2021	1782	9	and	and	CC
stanford-ai-2021	1782	10	Development	Development	NNP
stanford-ai-2021	1782	11	Conference	Conference	NNP
stanford-ai-2021	1782	12	Publications	Publications	NNP
stanford-ai-2021	1782	13	Number	Number	NNP
stanford-ai-2021	1782	14	of	of	IN
stanford-ai-2021	1782	15	AI	AI	NNP
stanford-ai-2021	1782	16	conference	conference	NN
stanford-ai-2021	1782	17	citations	citation	NNS
stanford-ai-2021	1782	18	per	per	IN
stanford-ai-2021	1782	19	capita	capita	FW
stanford-ai-2021	1782	20	Total	total	JJ
stanford-ai-2021	1782	21	count	count	NN
stanford-ai-2021	1782	22	of	of	IN
stanford-ai-2021	1782	23	AI	AI	NNP
stanford-ai-2021	1782	24	conference	conference	NN
stanford-ai-2021	1782	25	citations	citation	NNS
stanford-ai-2021	1782	26	attributed	attribute	VBN
stanford-ai-2021	1782	27	to	to	IN
stanford-ai-2021	1782	28	institutions	institution	NNS
stanford-ai-2021	1782	29	in	in	IN
stanford-ai-2021	1782	30	the	the	DT
stanford-ai-2021	1782	31	given	give	VBN
stanford-ai-2021	1782	32	country	country	NN
stanford-ai-2021	1782	33	in	in	IN
stanford-ai-2021	1782	34	per	per	IN
stanford-ai-2021	1782	35	capita	capita	NN
stanford-ai-2021	1782	36	terms	term	NNS
stanford-ai-2021	1782	37	.	.	.
stanford-ai-2021	1783	1	The	the	DT
stanford-ai-2021	1783	2	denominator	denominator	NN
stanford-ai-2021	1783	3	is	be	VBZ
stanford-ai-2021	1783	4	the	the	DT
stanford-ai-2021	1783	5	population	population	NN
stanford-ai-2021	1783	6	(	(	-LRB-
stanford-ai-2021	1783	7	in	in	IN
stanford-ai-2021	1783	8	tens	ten	NNS
stanford-ai-2021	1783	9	of	of	IN
stanford-ai-2021	1783	10	millions	million	NNS
stanford-ai-2021	1783	11	)	)	-RRB-
stanford-ai-2021	1783	12	for	for	IN
stanford-ai-2021	1783	13	a	a	DT
stanford-ai-2021	1783	14	given	give	VBN
stanford-ai-2021	1783	15	year	year	NN
stanford-ai-2021	1783	16	to	to	TO
stanford-ai-2021	1783	17	obtain	obtain	VB
stanford-ai-2021	1783	18	scaled	scale	VBN
stanford-ai-2021	1783	19	values	value	NNS
stanford-ai-2021	1783	20	.	.	.
stanford-ai-2021	1784	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1784	2	Academic	Academic	NNP
stanford-ai-2021	1784	3	Graph	Graph	NNP
stanford-ai-2021	1784	4	(	(	-LRB-
stanford-ai-2021	1784	5	MAG	MAG	NNP
stanford-ai-2021	1784	6	)	)	-RRB-
stanford-ai-2021	1784	7	5	5	CD
stanford-ai-2021	1784	8	Research	Research	NNP
stanford-ai-2021	1784	9	and	and	CC
stanford-ai-2021	1784	10	Development	Development	NNP
stanford-ai-2021	1784	11	Journal	Journal	NNP
stanford-ai-2021	1784	12	Publications	Publications	NNP
stanford-ai-2021	1784	13	Number	Number	NNP
stanford-ai-2021	1784	14	of	of	IN
stanford-ai-2021	1784	15	AI	AI	NNP
stanford-ai-2021	1784	16	journal	journal	NN
stanford-ai-2021	1784	17	papers	paper	NNS
stanford-ai-2021	1784	18	*	*	NFP
stanford-ai-2021	1784	19	Total	total	JJ
stanford-ai-2021	1784	20	count	count	NN
stanford-ai-2021	1784	21	of	of	IN
stanford-ai-2021	1784	22	published	publish	VBN
stanford-ai-2021	1784	23	AI	AI	NNP
stanford-ai-2021	1784	24	journal	journal	NN
stanford-ai-2021	1784	25	papers	paper	NNS
stanford-ai-2021	1784	26	attributed	attribute	VBN
stanford-ai-2021	1784	27	to	to	IN
stanford-ai-2021	1784	28	institutions	institution	NNS
stanford-ai-2021	1784	29	in	in	IN
stanford-ai-2021	1784	30	the	the	DT
stanford-ai-2021	1784	31	given	give	VBN
stanford-ai-2021	1784	32	country	country	NN
stanford-ai-2021	1784	33	.	.	.
stanford-ai-2021	1785	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1785	2	Academic	Academic	NNP
stanford-ai-2021	1785	3	Graph	Graph	NNP
stanford-ai-2021	1785	4	(	(	-LRB-
stanford-ai-2021	1785	5	MAG	MAG	NNP
stanford-ai-2021	1785	6	)	)	-RRB-
stanford-ai-2021	1785	7	6	6	CD
stanford-ai-2021	1785	8	Research	Research	NNP
stanford-ai-2021	1785	9	and	and	CC
stanford-ai-2021	1785	10	Development	Development	NNP
stanford-ai-2021	1785	11	Journal	Journal	NNP
stanford-ai-2021	1785	12	Publications	Publications	NNP
stanford-ai-2021	1785	13	Number	Number	NNP
stanford-ai-2021	1785	14	of	of	IN
stanford-ai-2021	1785	15	AI	AI	NNP
stanford-ai-2021	1785	16	journal	journal	NN
stanford-ai-2021	1785	17	papers	paper	NNS
stanford-ai-2021	1785	18	per	per	IN
stanford-ai-2021	1785	19	capita	capita	FW
stanford-ai-2021	1785	20	Total	total	JJ
stanford-ai-2021	1785	21	count	count	NN
stanford-ai-2021	1785	22	of	of	IN
stanford-ai-2021	1785	23	published	publish	VBN
stanford-ai-2021	1785	24	AI	AI	NNP
stanford-ai-2021	1785	25	journal	journal	NN
stanford-ai-2021	1785	26	papers	paper	NNS
stanford-ai-2021	1785	27	attributed	attribute	VBN
stanford-ai-2021	1785	28	to	to	IN
stanford-ai-2021	1785	29	institutions	institution	NNS
stanford-ai-2021	1785	30	in	in	IN
stanford-ai-2021	1785	31	the	the	DT
stanford-ai-2021	1785	32	given	give	VBN
stanford-ai-2021	1785	33	country	country	NN
stanford-ai-2021	1785	34	in	in	IN
stanford-ai-2021	1785	35	per	per	IN
stanford-ai-2021	1785	36	capita	capita	NN
stanford-ai-2021	1785	37	terms	term	NNS
stanford-ai-2021	1785	38	.	.	.
stanford-ai-2021	1786	1	The	the	DT
stanford-ai-2021	1786	2	denominator	denominator	NN
stanford-ai-2021	1786	3	is	be	VBZ
stanford-ai-2021	1786	4	the	the	DT
stanford-ai-2021	1786	5	population	population	NN
stanford-ai-2021	1786	6	(	(	-LRB-
stanford-ai-2021	1786	7	in	in	IN
stanford-ai-2021	1786	8	tens	ten	NNS
stanford-ai-2021	1786	9	of	of	IN
stanford-ai-2021	1786	10	millions	million	NNS
stanford-ai-2021	1786	11	)	)	-RRB-
stanford-ai-2021	1786	12	for	for	IN
stanford-ai-2021	1786	13	a	a	DT
stanford-ai-2021	1786	14	given	give	VBN
stanford-ai-2021	1786	15	year	year	NN
stanford-ai-2021	1786	16	to	to	TO
stanford-ai-2021	1786	17	obtain	obtain	VB
stanford-ai-2021	1786	18	scaled	scale	VBN
stanford-ai-2021	1786	19	values	value	NNS
stanford-ai-2021	1786	20	.	.	.
stanford-ai-2021	1787	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1787	2	Academic	Academic	NNP
stanford-ai-2021	1787	3	Graph	Graph	NNP
stanford-ai-2021	1787	4	(	(	-LRB-
stanford-ai-2021	1787	5	MAG	MAG	NNP
stanford-ai-2021	1787	6	)	)	-RRB-
stanford-ai-2021	1787	7	7	7	CD
stanford-ai-2021	1787	8	Research	Research	NNP
stanford-ai-2021	1787	9	and	and	CC
stanford-ai-2021	1787	10	Development	Development	NNP
stanford-ai-2021	1787	11	Journal	Journal	NNP
stanford-ai-2021	1787	12	Publications	Publications	NNP
stanford-ai-2021	1787	13	Number	Number	NNP
stanford-ai-2021	1787	14	of	of	IN
stanford-ai-2021	1787	15	AI	AI	NNP
stanford-ai-2021	1787	16	journal	journal	NN
stanford-ai-2021	1787	17	citations	citation	NNS
stanford-ai-2021	1787	18	*	*	NFP
stanford-ai-2021	1787	19	Total	total	JJ
stanford-ai-2021	1787	20	count	count	NN
stanford-ai-2021	1787	21	of	of	IN
stanford-ai-2021	1787	22	AI	AI	NNP
stanford-ai-2021	1787	23	journal	journal	NN
stanford-ai-2021	1787	24	citations	citation	NNS
stanford-ai-2021	1787	25	attributed	attribute	VBN
stanford-ai-2021	1787	26	to	to	IN
stanford-ai-2021	1787	27	institutions	institution	NNS
stanford-ai-2021	1787	28	in	in	IN
stanford-ai-2021	1787	29	the	the	DT
stanford-ai-2021	1787	30	given	give	VBN
stanford-ai-2021	1787	31	country	country	NN
stanford-ai-2021	1787	32	.	.	.
stanford-ai-2021	1788	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1788	2	Academic	Academic	NNP
stanford-ai-2021	1788	3	Graph	Graph	NNP
stanford-ai-2021	1788	4	(	(	-LRB-
stanford-ai-2021	1788	5	MAG	MAG	NNP
stanford-ai-2021	1788	6	)	)	-RRB-
stanford-ai-2021	1788	7	8	8	CD
stanford-ai-2021	1788	8	Research	Research	NNP
stanford-ai-2021	1788	9	and	and	CC
stanford-ai-2021	1788	10	Development	Development	NNP
stanford-ai-2021	1788	11	Journal	Journal	NNP
stanford-ai-2021	1788	12	Publications	Publications	NNP
stanford-ai-2021	1788	13	Number	Number	NNP
stanford-ai-2021	1788	14	of	of	IN
stanford-ai-2021	1788	15	AI	AI	NNP
stanford-ai-2021	1788	16	journal	journal	NN
stanford-ai-2021	1788	17	citations	citation	NNS
stanford-ai-2021	1788	18	per	per	IN
stanford-ai-2021	1788	19	capita	capita	FW
stanford-ai-2021	1788	20	Total	total	JJ
stanford-ai-2021	1788	21	count	count	NN
stanford-ai-2021	1788	22	of	of	IN
stanford-ai-2021	1788	23	AI	AI	NNP
stanford-ai-2021	1788	24	journal	journal	NN
stanford-ai-2021	1788	25	citations	citation	NNS
stanford-ai-2021	1788	26	attributed	attribute	VBN
stanford-ai-2021	1788	27	to	to	IN
stanford-ai-2021	1788	28	institutions	institution	NNS
stanford-ai-2021	1788	29	in	in	IN
stanford-ai-2021	1788	30	the	the	DT
stanford-ai-2021	1788	31	given	give	VBN
stanford-ai-2021	1788	32	country	country	NN
stanford-ai-2021	1788	33	in	in	IN
stanford-ai-2021	1788	34	per	per	IN
stanford-ai-2021	1788	35	capita	capita	NN
stanford-ai-2021	1788	36	terms	term	NNS
stanford-ai-2021	1788	37	.	.	.
stanford-ai-2021	1789	1	The	the	DT
stanford-ai-2021	1789	2	denominator	denominator	NN
stanford-ai-2021	1789	3	is	be	VBZ
stanford-ai-2021	1789	4	the	the	DT
stanford-ai-2021	1789	5	population	population	NN
stanford-ai-2021	1789	6	(	(	-LRB-
stanford-ai-2021	1789	7	in	in	IN
stanford-ai-2021	1789	8	tens	ten	NNS
stanford-ai-2021	1789	9	of	of	IN
stanford-ai-2021	1789	10	millions	million	NNS
stanford-ai-2021	1789	11	)	)	-RRB-
stanford-ai-2021	1789	12	for	for	IN
stanford-ai-2021	1789	13	a	a	DT
stanford-ai-2021	1789	14	given	give	VBN
stanford-ai-2021	1789	15	year	year	NN
stanford-ai-2021	1789	16	to	to	TO
stanford-ai-2021	1789	17	obtain	obtain	VB
stanford-ai-2021	1789	18	scaled	scale	VBN
stanford-ai-2021	1789	19	values	value	NNS
stanford-ai-2021	1789	20	.	.	.
stanford-ai-2021	1790	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1790	2	Academic	Academic	NNP
stanford-ai-2021	1790	3	Graph	Graph	NNP
stanford-ai-2021	1790	4	(	(	-LRB-
stanford-ai-2021	1790	5	MAG	MAG	NNP
stanford-ai-2021	1790	6	)	)	-RRB-
stanford-ai-2021	1790	7	9	9	CD
stanford-ai-2021	1790	8	Research	Research	NNP
stanford-ai-2021	1790	9	and	and	CC
stanford-ai-2021	1790	10	Development	Development	NNP
stanford-ai-2021	1790	11	Innovation	Innovation	NNP
stanford-ai-2021	1790	12	>	>	XX
stanford-ai-2021	1790	13	Patents	Patents	NNP
stanford-ai-2021	1790	14	Number	Number	NNP
stanford-ai-2021	1790	15	of	of	IN
stanford-ai-2021	1790	16	AI	AI	NNP
stanford-ai-2021	1790	17	patents	patent	NNS
stanford-ai-2021	1790	18	*	*	NFP
stanford-ai-2021	1790	19	Total	total	JJ
stanford-ai-2021	1790	20	count	count	NN
stanford-ai-2021	1790	21	of	of	IN
stanford-ai-2021	1790	22	published	publish	VBN
stanford-ai-2021	1790	23	AI	AI	NNP
stanford-ai-2021	1790	24	patents	patent	NNS
stanford-ai-2021	1790	25	attributed	attribute	VBN
stanford-ai-2021	1790	26	to	to	IN
stanford-ai-2021	1790	27	institutions	institution	NNS
stanford-ai-2021	1790	28	in	in	IN
stanford-ai-2021	1790	29	the	the	DT
stanford-ai-2021	1790	30	given	give	VBN
stanford-ai-2021	1790	31	country	country	NN
stanford-ai-2021	1790	32	.	.	.
stanford-ai-2021	1791	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1791	2	Academic	Academic	NNP
stanford-ai-2021	1791	3	Graph	Graph	NNP
stanford-ai-2021	1791	4	(	(	-LRB-
stanford-ai-2021	1791	5	MAG	MAG	NNP
stanford-ai-2021	1791	6	)	)	-RRB-
stanford-ai-2021	1791	7	10	10	CD
stanford-ai-2021	1791	8	Research	Research	NNP
stanford-ai-2021	1791	9	and	and	CC
stanford-ai-2021	1791	10	Development	Development	NNP
stanford-ai-2021	1791	11	Innovation	Innovation	NNP
stanford-ai-2021	1791	12	>	>	XX
stanford-ai-2021	1791	13	Patents	Patents	NNP
stanford-ai-2021	1791	14	Number	Number	NNP
stanford-ai-2021	1791	15	of	of	IN
stanford-ai-2021	1791	16	AI	AI	NNP
stanford-ai-2021	1791	17	patents	patent	NNS
stanford-ai-2021	1791	18	per	per	IN
stanford-ai-2021	1791	19	capita	capita	FW
stanford-ai-2021	1791	20	Total	total	JJ
stanford-ai-2021	1791	21	count	count	NN
stanford-ai-2021	1791	22	of	of	IN
stanford-ai-2021	1791	23	published	publish	VBN
stanford-ai-2021	1791	24	AI	AI	NNP
stanford-ai-2021	1791	25	patents	patent	NNS
stanford-ai-2021	1791	26	attributed	attribute	VBN
stanford-ai-2021	1791	27	to	to	IN
stanford-ai-2021	1791	28	institutions	institution	NNS
stanford-ai-2021	1791	29	in	in	IN
stanford-ai-2021	1791	30	the	the	DT
stanford-ai-2021	1791	31	given	give	VBN
stanford-ai-2021	1791	32	country	country	NN
stanford-ai-2021	1791	33	in	in	IN
stanford-ai-2021	1791	34	per	per	IN
stanford-ai-2021	1791	35	capita	capita	NN
stanford-ai-2021	1791	36	terms	term	NNS
stanford-ai-2021	1791	37	.	.	.
stanford-ai-2021	1792	1	The	the	DT
stanford-ai-2021	1792	2	denominator	denominator	NN
stanford-ai-2021	1792	3	is	be	VBZ
stanford-ai-2021	1792	4	the	the	DT
stanford-ai-2021	1792	5	population	population	NN
stanford-ai-2021	1792	6	(	(	-LRB-
stanford-ai-2021	1792	7	in	in	IN
stanford-ai-2021	1792	8	tens	ten	NNS
stanford-ai-2021	1792	9	of	of	IN
stanford-ai-2021	1792	10	millions	million	NNS
stanford-ai-2021	1792	11	)	)	-RRB-
stanford-ai-2021	1792	12	for	for	IN
stanford-ai-2021	1792	13	a	a	DT
stanford-ai-2021	1792	14	given	give	VBN
stanford-ai-2021	1792	15	year	year	NN
stanford-ai-2021	1792	16	to	to	TO
stanford-ai-2021	1792	17	obtain	obtain	VB
stanford-ai-2021	1792	18	scaled	scale	VBN
stanford-ai-2021	1792	19	values	value	NNS
stanford-ai-2021	1792	20	.	.	.
stanford-ai-2021	1793	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1793	2	Academic	Academic	NNP
stanford-ai-2021	1793	3	Graph	Graph	NNP
stanford-ai-2021	1793	4	(	(	-LRB-
stanford-ai-2021	1793	5	MAG	MAG	NNP
stanford-ai-2021	1793	6	)	)	-RRB-
stanford-ai-2021	1793	7	11	11	CD
stanford-ai-2021	1793	8	Research	Research	NNP
stanford-ai-2021	1793	9	and	and	CC
stanford-ai-2021	1793	10	Development	Development	NNP
stanford-ai-2021	1793	11	Innovation	Innovation	NNP
stanford-ai-2021	1793	12	>	>	XX
stanford-ai-2021	1793	13	Patents	Patents	NNP
stanford-ai-2021	1793	14	Number	Number	NNP
stanford-ai-2021	1793	15	of	of	IN
stanford-ai-2021	1793	16	AI	AI	NNP
stanford-ai-2021	1793	17	patent	patent	NN
stanford-ai-2021	1793	18	citations	citation	NNS
stanford-ai-2021	1793	19	*	*	NFP
stanford-ai-2021	1793	20	Total	total	JJ
stanford-ai-2021	1793	21	count	count	NN
stanford-ai-2021	1793	22	of	of	IN
stanford-ai-2021	1793	23	published	publish	VBN
stanford-ai-2021	1793	24	AI	AI	NNP
stanford-ai-2021	1793	25	patents	patent	NNS
stanford-ai-2021	1793	26	citations	citation	NNS
stanford-ai-2021	1793	27	attributed	attribute	VBN
stanford-ai-2021	1793	28	to	to	IN
stanford-ai-2021	1793	29	institutions	institution	NNS
stanford-ai-2021	1793	30	of	of	IN
stanford-ai-2021	1793	31	originating	originate	VBG
stanford-ai-2021	1793	32	patent	patent	NN
stanford-ai-2021	1793	33	filing	filing	NN
stanford-ai-2021	1793	34	.	.	.
stanford-ai-2021	1794	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1794	2	Academic	Academic	NNP
stanford-ai-2021	1794	3	Graph	Graph	NNP
stanford-ai-2021	1794	4	(	(	-LRB-
stanford-ai-2021	1794	5	MAG	MAG	NNP
stanford-ai-2021	1794	6	)	)	-RRB-
stanford-ai-2021	1794	7	12	12	CD
stanford-ai-2021	1794	8	Research	Research	NNP
stanford-ai-2021	1794	9	and	and	CC
stanford-ai-2021	1794	10	Development	Development	NNP
stanford-ai-2021	1794	11	Innovation	Innovation	NNP
stanford-ai-2021	1794	12	>	>	XX
stanford-ai-2021	1794	13	Patents	Patents	NNP
stanford-ai-2021	1794	14	Number	Number	NNP
stanford-ai-2021	1794	15	of	of	IN
stanford-ai-2021	1794	16	AI	AI	NNP
stanford-ai-2021	1794	17	patent	patent	NN
stanford-ai-2021	1794	18	citations	citation	NNS
stanford-ai-2021	1794	19	per	per	IN
stanford-ai-2021	1794	20	capita	capita	FW
stanford-ai-2021	1794	21	Total	total	JJ
stanford-ai-2021	1794	22	count	count	NN
stanford-ai-2021	1794	23	of	of	IN
stanford-ai-2021	1794	24	published	publish	VBN
stanford-ai-2021	1794	25	AI	AI	NNP
stanford-ai-2021	1794	26	patent	patent	NN
stanford-ai-2021	1794	27	citations	citation	NNS
stanford-ai-2021	1794	28	attributed	attribute	VBN
stanford-ai-2021	1794	29	to	to	IN
stanford-ai-2021	1794	30	institutions	institution	NNS
stanford-ai-2021	1794	31	in	in	IN
stanford-ai-2021	1794	32	the	the	DT
stanford-ai-2021	1794	33	given	give	VBN
stanford-ai-2021	1794	34	country	country	NN
stanford-ai-2021	1794	35	of	of	IN
stanford-ai-2021	1794	36	originating	originate	VBG
stanford-ai-2021	1794	37	patent	patent	NN
stanford-ai-2021	1794	38	filing	filing	NN
stanford-ai-2021	1794	39	,	,	,
stanford-ai-2021	1794	40	in	in	IN
stanford-ai-2021	1794	41	per	per	IN
stanford-ai-2021	1794	42	capita	capita	NN
stanford-ai-2021	1794	43	terms	term	NNS
stanford-ai-2021	1794	44	.	.	.
stanford-ai-2021	1795	1	The	the	DT
stanford-ai-2021	1795	2	denominator	denominator	NN
stanford-ai-2021	1795	3	is	be	VBZ
stanford-ai-2021	1795	4	the	the	DT
stanford-ai-2021	1795	5	population	population	NN
stanford-ai-2021	1795	6	(	(	-LRB-
stanford-ai-2021	1795	7	in	in	IN
stanford-ai-2021	1795	8	tens	ten	NNS
stanford-ai-2021	1795	9	of	of	IN
stanford-ai-2021	1795	10	millions	million	NNS
stanford-ai-2021	1795	11	)	)	-RRB-
stanford-ai-2021	1795	12	for	for	IN
stanford-ai-2021	1795	13	a	a	DT
stanford-ai-2021	1795	14	given	give	VBN
stanford-ai-2021	1795	15	year	year	NN
stanford-ai-2021	1795	16	to	to	TO
stanford-ai-2021	1795	17	obtain	obtain	VB
stanford-ai-2021	1795	18	scaled	scale	VBN
stanford-ai-2021	1795	19	values	value	NNS
stanford-ai-2021	1795	20	.	.	.
stanford-ai-2021	1796	1	Microsoft	Microsoft	NNP
stanford-ai-2021	1796	2	Academic	Academic	NNP
stanford-ai-2021	1796	3	Graph	Graph	NNP
stanford-ai-2021	1796	4	(	(	-LRB-
stanford-ai-2021	1796	5	MAG	MAG	NNP
stanford-ai-2021	1796	6	)	)	-RRB-
stanford-ai-2021	1796	7	13	13	CD
stanford-ai-2021	1796	8	Research	Research	NNP
stanford-ai-2021	1796	9	and	and	CC
stanford-ai-2021	1796	10	Development	Development	NNP
stanford-ai-2021	1796	11	Journal	Journal	NNP
stanford-ai-2021	1796	12	Publications	Publications	NNP
stanford-ai-2021	1796	13	>	>	XX
stanford-ai-2021	1796	14	Deep	Deep	NNP
stanford-ai-2021	1796	15	Learning	Learning	NNP
stanford-ai-2021	1796	16	Number	number	NN
stanford-ai-2021	1796	17	of	of	IN
stanford-ai-2021	1796	18	deep	deep	JJ
stanford-ai-2021	1796	19	learning	learning	NN
stanford-ai-2021	1796	20	papers	paper	NNS
stanford-ai-2021	1796	21	*	*	NFP
stanford-ai-2021	1796	22	Total	total	JJ
stanford-ai-2021	1796	23	count	count	NN
stanford-ai-2021	1796	24	of	of	IN
stanford-ai-2021	1796	25	arXiv	arXiv	NNP
stanford-ai-2021	1796	26	papers	paper	NNS
stanford-ai-2021	1796	27	on	on	IN
stanford-ai-2021	1796	28	Deep	Deep	NNP
stanford-ai-2021	1796	29	Learning	Learning	NNP
stanford-ai-2021	1796	30	attributed	attribute	VBN
stanford-ai-2021	1796	31	to	to	IN
stanford-ai-2021	1796	32	institutions	institution	NNS
stanford-ai-2021	1796	33	in	in	IN
stanford-ai-2021	1796	34	the	the	DT
stanford-ai-2021	1796	35	given	give	VBN
stanford-ai-2021	1796	36	country	country	NN
stanford-ai-2021	1796	37	.	.	.
stanford-ai-2021	1797	1	arXiv	arXiv	NNP
stanford-ai-2021	1797	2	,	,	,
stanford-ai-2021	1797	3	NESTA	NESTA	NNP
stanford-ai-2021	1797	4	14	14	CD
stanford-ai-2021	1797	5	Research	Research	NNP
stanford-ai-2021	1797	6	and	and	CC
stanford-ai-2021	1797	7	Development	Development	NNP
stanford-ai-2021	1797	8	Journal	Journal	NNP
stanford-ai-2021	1797	9	Publications	Publications	NNP
stanford-ai-2021	1797	10	>	>	XX
stanford-ai-2021	1797	11	Deep	Deep	NNP
stanford-ai-2021	1797	12	Learning	Learning	NNP
stanford-ai-2021	1797	13	Number	number	NN
stanford-ai-2021	1797	14	of	of	IN
stanford-ai-2021	1797	15	deep	deep	JJ
stanford-ai-2021	1797	16	learning	learning	NN
stanford-ai-2021	1797	17	papers	paper	NNS
stanford-ai-2021	1797	18	per	per	IN
stanford-ai-2021	1797	19	capita	capita	FW
stanford-ai-2021	1797	20	Total	total	JJ
stanford-ai-2021	1797	21	count	count	NN
stanford-ai-2021	1797	22	of	of	IN
stanford-ai-2021	1797	23	arXiv	arXiv	NNP
stanford-ai-2021	1797	24	papers	paper	NNS
stanford-ai-2021	1797	25	on	on	IN
stanford-ai-2021	1797	26	Deep	Deep	NNP
stanford-ai-2021	1797	27	Learning	Learning	NNP
stanford-ai-2021	1797	28	attributed	attribute	VBN
stanford-ai-2021	1797	29	to	to	IN
stanford-ai-2021	1797	30	institutions	institution	NNS
stanford-ai-2021	1797	31	in	in	IN
stanford-ai-2021	1797	32	the	the	DT
stanford-ai-2021	1797	33	given	give	VBN
stanford-ai-2021	1797	34	country	country	NN
stanford-ai-2021	1797	35	in	in	IN
stanford-ai-2021	1797	36	per	per	IN
stanford-ai-2021	1797	37	capita	capita	NN
stanford-ai-2021	1797	38	terms	term	NNS
stanford-ai-2021	1797	39	.	.	.
stanford-ai-2021	1798	1	The	the	DT
stanford-ai-2021	1798	2	denominator	denominator	NN
stanford-ai-2021	1798	3	is	be	VBZ
stanford-ai-2021	1798	4	the	the	DT
stanford-ai-2021	1798	5	population	population	NN
stanford-ai-2021	1798	6	(	(	-LRB-
stanford-ai-2021	1798	7	in	in	IN
stanford-ai-2021	1798	8	tens	ten	NNS
stanford-ai-2021	1798	9	of	of	IN
stanford-ai-2021	1798	10	millions	million	NNS
stanford-ai-2021	1798	11	)	)	-RRB-
stanford-ai-2021	1798	12	for	for	IN
stanford-ai-2021	1798	13	a	a	DT
stanford-ai-2021	1798	14	given	give	VBN
stanford-ai-2021	1798	15	year	year	NN
stanford-ai-2021	1798	16	to	to	TO
stanford-ai-2021	1798	17	obtain	obtain	VB
stanford-ai-2021	1798	18	scaled	scale	VBN
stanford-ai-2021	1798	19	values	value	NNS
stanford-ai-2021	1798	20	.	.	.
stanford-ai-2021	1799	1	arXiv	arXiv	NNP
stanford-ai-2021	1799	2	,	,	,
stanford-ai-2021	1799	3	NESTA	NESTA	NNP
stanford-ai-2021	1799	4	R	r	NN
stanford-ai-2021	1799	5	E	e	NN
stanford-ai-2021	1799	6	S	s	NN
stanford-ai-2021	1799	7	E	e	NN
stanford-ai-2021	1799	8	A	a	NN
stanford-ai-2021	1799	9	R	r	NN
stanford-ai-2021	1799	10	C	c	NN
stanford-ai-2021	1799	11	H	h	NN
stanford-ai-2021	1799	12	A	a	NN
stanford-ai-2021	1799	13	N	n	NN
stanford-ai-2021	1799	14	D	d	NN
stanford-ai-2021	1799	15	D	d	NN
stanford-ai-2021	1799	16	E	e	NN
stanford-ai-2021	1799	17	V	v	NN
stanford-ai-2021	1799	18	E	e	NN
stanford-ai-2021	1799	19	L	l	NN
stanford-ai-2021	1799	20	O	o	NN
stanford-ai-2021	1799	21	P	p	NN
stanford-ai-2021	1799	22	M	m	NN
stanford-ai-2021	1799	23	E	e	NN
stanford-ai-2021	1799	24	N	n	NN
stanford-ai-2021	1799	25	T	t	NN
stanford-ai-2021	1799	26	I	i	NN
stanford-ai-2021	1799	27	N	n	NN
stanford-ai-2021	1799	28	D	d	NN
stanford-ai-2021	1799	29	I	i	NN
stanford-ai-2021	1799	30	C	c	NN
stanford-ai-2021	1799	31	AT	at	NN
stanford-ai-2021	1799	32	O	o	NN
stanford-ai-2021	1799	33	R	r	NN
stanford-ai-2021	1799	34	S	s	NN
stanford-ai-2021	1799	35	TA	ta	NN
stanford-ai-2021	1799	36	B	b	NN
stanford-ai-2021	1799	37	L	l	NN
stanford-ai-2021	1799	38	E	e	NN
stanford-ai-2021	1799	39	O	o	NN
stanford-ai-2021	1799	40	F	f	NN
stanford-ai-2021	1799	41	C	c	NN
stanford-ai-2021	1799	42	O	o	NN
stanford-ai-2021	1799	43	N	n	NN
stanford-ai-2021	1799	44	T	t	NN
stanford-ai-2021	1799	45	E	e	NN
stanford-ai-2021	1799	46	N	n	NN
stanford-ai-2021	1799	47	T	t	NN
stanford-ai-2021	1799	48	S	s	NN
stanford-ai-2021	1799	49	2	2	CD
stanford-ai-2021	1799	50	2	2	CD
stanford-ai-2021	1799	51	1A	1a	CD
stanford-ai-2021	1799	52	P	p	NN
stanford-ai-2021	1799	53	P	p	NN
stanford-ai-2021	1799	54	E	e	NN
stanford-ai-2021	1799	55	N	n	NN
stanford-ai-2021	1799	56	D	d	NN
stanford-ai-2021	1799	57	I	i	NN
stanford-ai-2021	1799	58	X	X	NNP
stanford-ai-2021	1799	59	Artificial	Artificial	NNP
stanford-ai-2021	1799	60	Intelligence	Intelligence	NNP
stanford-ai-2021	1799	61	Index	Index	NNP
stanford-ai-2021	1799	62	Report	Report	NNP
stanford-ai-2021	1799	63	2021	2021	CD
stanford-ai-2021	1799	64	G	g	NN
stanford-ai-2021	1799	65	L	l	NN
stanford-ai-2021	1799	66	O	o	NN
stanford-ai-2021	1799	67	B	b	NN
stanford-ai-2021	1799	68	A	a	NN
stanford-ai-2021	1799	69	L	l	NN
stanford-ai-2021	1799	70	A	a	NN
stanford-ai-2021	1799	71	I	i	NN
stanford-ai-2021	1799	72	V	v	NN
stanford-ai-2021	1799	73	I	i	NN
stanford-ai-2021	1799	74	B	b	NN
stanford-ai-2021	1799	75	R	r	NN
stanford-ai-2021	1799	76	A	a	NN
stanford-ai-2021	1799	77	N	n	NN
stanford-ai-2021	1799	78	C	c	NN
stanford-ai-2021	1799	79	Y	y	NN
stanford-ai-2021	1799	80	A	a	NN
stanford-ai-2021	1799	81	P	p	NN
stanford-ai-2021	1799	82	P	p	NN
stanford-ai-2021	1799	83	E	e	NN
stanford-ai-2021	1799	84	N	n	NN
stanford-ai-2021	1799	85	D	d	NN
stanford-ai-2021	1799	86	I	i	NN
stanford-ai-2021	1799	87	X	x	NN
stanford-ai-2021	1799	88	ID	ID	NNP
stanford-ai-2021	1799	89	PILLAR	PILLAR	NNP
stanford-ai-2021	1799	90	SUB	SUB	NNP
stanford-ai-2021	1799	91	-	-	HYPH
stanford-ai-2021	1799	92	PILLAR	PILLAR	NNP
stanford-ai-2021	1799	93	NAME	NAME	NNP
stanford-ai-2021	1799	94	DEFINITION	DEFINITION	VBN
stanford-ai-2021	1799	95	SOURCE	SOURCE	NNP
stanford-ai-2021	1799	96	15	15	CD
stanford-ai-2021	1799	97	Economy	Economy	NNP
stanford-ai-2021	1799	98	Skills	Skills	NNPS
stanford-ai-2021	1799	99	Relative	relative	JJ
stanford-ai-2021	1799	100	skill	skill	NN
stanford-ai-2021	1799	101	penetration	penetration	NN
stanford-ai-2021	1799	102	Relative	relative	JJ
stanford-ai-2021	1799	103	skill	skill	NN
stanford-ai-2021	1799	104	penetration	penetration	NN
stanford-ai-2021	1799	105	rate	rate	NN
stanford-ai-2021	1799	106	measure	measure	NN
stanford-ai-2021	1799	107	is	be	VBZ
stanford-ai-2021	1799	108	based	base	VBN
stanford-ai-2021	1799	109	on	on	IN
stanford-ai-2021	1799	110	a	a	DT
stanford-ai-2021	1799	111	method	method	NN
stanford-ai-2021	1799	112	to	to	TO
stanford-ai-2021	1799	113	compare	compare	VB
stanford-ai-2021	1799	114	how	how	WRB
stanford-ai-2021	1799	115	prevalent	prevalent	JJ
stanford-ai-2021	1799	116	AI	AI	NNP
stanford-ai-2021	1799	117	skills	skill	NNS
stanford-ai-2021	1799	118	are	be	VBP
stanford-ai-2021	1799	119	at	at	IN
stanford-ai-2021	1799	120	the	the	DT
stanford-ai-2021	1799	121	average	average	JJ
stanford-ai-2021	1799	122	occupation	occupation	NN
stanford-ai-2021	1799	123	in	in	IN
stanford-ai-2021	1799	124	each	each	DT
stanford-ai-2021	1799	125	country	country	NN
stanford-ai-2021	1799	126	against	against	IN
stanford-ai-2021	1799	127	a	a	DT
stanford-ai-2021	1799	128	benchmark	benchmark	NN
stanford-ai-2021	1799	129	(	(	-LRB-
stanford-ai-2021	1799	130	e.g.	e.g.	RB
stanford-ai-2021	1800	1	the	the	DT
stanford-ai-2021	1800	2	global	global	JJ
stanford-ai-2021	1800	3	average	average	NN
stanford-ai-2021	1800	4	)	)	-RRB-
stanford-ai-2021	1800	5	,	,	,
stanford-ai-2021	1800	6	controlling	control	VBG
stanford-ai-2021	1800	7	for	for	IN
stanford-ai-2021	1800	8	the	the	DT
stanford-ai-2021	1800	9	same	same	JJ
stanford-ai-2021	1800	10	set	set	NN
stanford-ai-2021	1800	11	of	of	IN
stanford-ai-2021	1800	12	occupations	occupation	NNS
stanford-ai-2021	1800	13	.	.	.
stanford-ai-2021	1801	1	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1801	2	Economic	Economic	NNP
stanford-ai-2021	1801	3	Graph	Graph	NNP
stanford-ai-2021	1801	4	16	16	CD
stanford-ai-2021	1801	5	Economy	Economy	NNP
stanford-ai-2021	1801	6	Labor	Labor	NNP
stanford-ai-2021	1801	7	AI	AI	NNP
stanford-ai-2021	1801	8	hiring	hire	VBG
stanford-ai-2021	1801	9	index	index	NN
stanford-ai-2021	1801	10	AI	AI	NNP
stanford-ai-2021	1801	11	hiring	hire	VBG
stanford-ai-2021	1801	12	rate	rate	NN
stanford-ai-2021	1801	13	is	be	VBZ
stanford-ai-2021	1801	14	the	the	DT
stanford-ai-2021	1801	15	percentage	percentage	NN
stanford-ai-2021	1801	16	of	of	IN
stanford-ai-2021	1801	17	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1801	18	members	member	NNS
stanford-ai-2021	1801	19	who	who	WP
stanford-ai-2021	1801	20	had	have	VBD
stanford-ai-2021	1801	21	any	any	DT
stanford-ai-2021	1801	22	AI	AI	NNP
stanford-ai-2021	1801	23	skills	skill	NNS
stanford-ai-2021	1801	24	(	(	-LRB-
stanford-ai-2021	1801	25	see	see	VB
stanford-ai-2021	1801	26	the	the	DT
stanford-ai-2021	1801	27	Appendix	Appendix	NNP
stanford-ai-2021	1801	28	for	for	IN
stanford-ai-2021	1801	29	the	the	DT
stanford-ai-2021	1801	30	AI	AI	NNP
stanford-ai-2021	1801	31	skill	skill	NN
stanford-ai-2021	1801	32	grouping	group	VBG
stanford-ai-2021	1801	33	)	)	-RRB-
stanford-ai-2021	1801	34	on	on	IN
stanford-ai-2021	1801	35	their	-PRON-	PRP$
stanford-ai-2021	1801	36	profile	profile	NN
stanford-ai-2021	1801	37	and	and	CC
stanford-ai-2021	1801	38	added	add	VBD
stanford-ai-2021	1801	39	a	a	DT
stanford-ai-2021	1801	40	new	new	JJ
stanford-ai-2021	1801	41	employer	employer	NN
stanford-ai-2021	1801	42	to	to	IN
stanford-ai-2021	1801	43	their	-PRON-	PRP$
stanford-ai-2021	1801	44	profile	profile	NN
stanford-ai-2021	1801	45	in	in	IN
stanford-ai-2021	1801	46	the	the	DT
stanford-ai-2021	1801	47	same	same	JJ
stanford-ai-2021	1801	48	month	month	NN
stanford-ai-2021	1801	49	the	the	DT
stanford-ai-2021	1801	50	new	new	JJ
stanford-ai-2021	1801	51	job	job	NN
stanford-ai-2021	1801	52	began	begin	VBD
stanford-ai-2021	1801	53	,	,	,
stanford-ai-2021	1801	54	divided	divide	VBN
stanford-ai-2021	1801	55	by	by	IN
stanford-ai-2021	1801	56	the	the	DT
stanford-ai-2021	1801	57	total	total	JJ
stanford-ai-2021	1801	58	number	number	NN
stanford-ai-2021	1801	59	of	of	IN
stanford-ai-2021	1801	60	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1801	61	members	member	NNS
stanford-ai-2021	1801	62	in	in	IN
stanford-ai-2021	1801	63	the	the	DT
stanford-ai-2021	1801	64	country	country	NN
stanford-ai-2021	1801	65	.	.	.
stanford-ai-2021	1802	1	This	this	DT
stanford-ai-2021	1802	2	rate	rate	NN
stanford-ai-2021	1802	3	is	be	VBZ
stanford-ai-2021	1802	4	then	then	RB
stanford-ai-2021	1802	5	indexed	index	VBN
stanford-ai-2021	1802	6	to	to	IN
stanford-ai-2021	1802	7	the	the	DT
stanford-ai-2021	1802	8	average	average	JJ
stanford-ai-2021	1802	9	month	month	NN
stanford-ai-2021	1802	10	in	in	IN
stanford-ai-2021	1802	11	2015	2015	CD
stanford-ai-2021	1802	12	-	-	SYM
stanford-ai-2021	1802	13	2016	2016	CD
stanford-ai-2021	1802	14	;	;	:
stanford-ai-2021	1802	15	for	for	IN
stanford-ai-2021	1802	16	example	example	NN
stanford-ai-2021	1802	17	,	,	,
stanford-ai-2021	1802	18	an	an	DT
stanford-ai-2021	1802	19	index	index	NN
stanford-ai-2021	1802	20	of	of	IN
stanford-ai-2021	1802	21	1.05	1.05	CD
stanford-ai-2021	1802	22	indicates	indicate	VBZ
stanford-ai-2021	1802	23	a	a	DT
stanford-ai-2021	1802	24	hiring	hiring	NN
stanford-ai-2021	1802	25	rate	rate	NN
stanford-ai-2021	1802	26	that	that	WDT
stanford-ai-2021	1802	27	is	be	VBZ
stanford-ai-2021	1802	28	5	5	CD
stanford-ai-2021	1802	29	%	%	NN
stanford-ai-2021	1802	30	higher	high	JJR
stanford-ai-2021	1802	31	than	than	IN
stanford-ai-2021	1802	32	the	the	DT
stanford-ai-2021	1802	33	average	average	JJ
stanford-ai-2021	1802	34	month	month	NN
stanford-ai-2021	1802	35	in	in	IN
stanford-ai-2021	1802	36	2015	2015	CD
stanford-ai-2021	1802	37	-	-	SYM
stanford-ai-2021	1802	38	2016	2016	CD
stanford-ai-2021	1802	39	.	.	.
stanford-ai-2021	1803	1	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1803	2	Economic	economic	JJ
stanford-ai-2021	1803	3	Graph	Graph	NNP
stanford-ai-2021	1803	4	17	17	CD
stanford-ai-2021	1803	5	Economy	Economy	NNP
stanford-ai-2021	1803	6	Investment	Investment	NNP
stanford-ai-2021	1803	7	Total	Total	NNP
stanford-ai-2021	1803	8	Amount	Amount	NNP
stanford-ai-2021	1803	9	of	of	IN
stanford-ai-2021	1803	10	Funding	funding	NN
stanford-ai-2021	1803	11	*	*	NFP
stanford-ai-2021	1803	12	Total	total	JJ
stanford-ai-2021	1803	13	amount	amount	NN
stanford-ai-2021	1803	14	of	of	IN
stanford-ai-2021	1803	15	private	private	JJ
stanford-ai-2021	1803	16	investment	investment	NN
stanford-ai-2021	1803	17	funding	funding	NN
stanford-ai-2021	1803	18	received	receive	VBN
stanford-ai-2021	1803	19	for	for	IN
stanford-ai-2021	1803	20	AI	AI	NNP
stanford-ai-2021	1803	21	startups	startup	NNS
stanford-ai-2021	1803	22	(	(	-LRB-
stanford-ai-2021	1803	23	nominal	nominal	NNP
stanford-ai-2021	1803	24	USD	USD	NNP
stanford-ai-2021	1803	25	)	)	-RRB-
stanford-ai-2021	1803	26	.	.	.
stanford-ai-2021	1804	1	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1804	2	,	,	,
stanford-ai-2021	1804	3	CapIQ	CapIQ	NNP
stanford-ai-2021	1804	4	,	,	,
stanford-ai-2021	1804	5	NetBase	NetBase	NNP
stanford-ai-2021	1804	6	Quid	Quid	NNP
stanford-ai-2021	1804	7	18	18	CD
stanford-ai-2021	1804	8	Economy	Economy	NNP
stanford-ai-2021	1804	9	Investment	Investment	NNP
stanford-ai-2021	1804	10	Total	Total	NNP
stanford-ai-2021	1804	11	per	per	IN
stanford-ai-2021	1804	12	capita	capita	FW
stanford-ai-2021	1804	13	funding	funding	NN
stanford-ai-2021	1804	14	Total	total	JJ
stanford-ai-2021	1804	15	amount	amount	NN
stanford-ai-2021	1804	16	of	of	IN
stanford-ai-2021	1804	17	private	private	JJ
stanford-ai-2021	1804	18	investment	investment	NN
stanford-ai-2021	1804	19	funding	funding	NN
stanford-ai-2021	1804	20	received	receive	VBN
stanford-ai-2021	1804	21	for	for	IN
stanford-ai-2021	1804	22	AI	AI	NNP
stanford-ai-2021	1804	23	startups	startup	NNS
stanford-ai-2021	1804	24	in	in	IN
stanford-ai-2021	1804	25	per	per	IN
stanford-ai-2021	1804	26	capita	capita	NN
stanford-ai-2021	1804	27	terms	term	NNS
stanford-ai-2021	1804	28	.	.	.
stanford-ai-2021	1805	1	The	the	DT
stanford-ai-2021	1805	2	denominator	denominator	NN
stanford-ai-2021	1805	3	is	be	VBZ
stanford-ai-2021	1805	4	the	the	DT
stanford-ai-2021	1805	5	population	population	NN
stanford-ai-2021	1805	6	(	(	-LRB-
stanford-ai-2021	1805	7	in	in	IN
stanford-ai-2021	1805	8	tens	ten	NNS
stanford-ai-2021	1805	9	of	of	IN
stanford-ai-2021	1805	10	millions	million	NNS
stanford-ai-2021	1805	11	)	)	-RRB-
stanford-ai-2021	1805	12	for	for	IN
stanford-ai-2021	1805	13	a	a	DT
stanford-ai-2021	1805	14	given	give	VBN
stanford-ai-2021	1805	15	year	year	NN
stanford-ai-2021	1805	16	to	to	TO
stanford-ai-2021	1805	17	obtain	obtain	VB
stanford-ai-2021	1805	18	appropriately	appropriately	RB
stanford-ai-2021	1805	19	scaled	scale	VBN
stanford-ai-2021	1805	20	values	value	NNS
stanford-ai-2021	1805	21	.	.	.
stanford-ai-2021	1806	1	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1806	2	,	,	,
stanford-ai-2021	1806	3	CapIQ	CapIQ	NNP
stanford-ai-2021	1806	4	,	,	,
stanford-ai-2021	1806	5	NetBase	NetBase	NNP
stanford-ai-2021	1806	6	Quid	Quid	NNP
stanford-ai-2021	1806	7	19	19	CD
stanford-ai-2021	1806	8	Economy	Economy	NNP
stanford-ai-2021	1806	9	Investment	Investment	NNP
stanford-ai-2021	1806	10	Number	number	NN
stanford-ai-2021	1806	11	of	of	IN
stanford-ai-2021	1806	12	companies	company	NNS
stanford-ai-2021	1806	13	funded	fund	VBN
stanford-ai-2021	1806	14	*	*	NFP
stanford-ai-2021	1806	15	Total	total	JJ
stanford-ai-2021	1806	16	number	number	NN
stanford-ai-2021	1806	17	of	of	IN
stanford-ai-2021	1806	18	AI	AI	NNP
stanford-ai-2021	1806	19	companies	company	NNS
stanford-ai-2021	1806	20	founded	found	VBN
stanford-ai-2021	1806	21	in	in	IN
stanford-ai-2021	1806	22	the	the	DT
stanford-ai-2021	1806	23	given	give	VBN
stanford-ai-2021	1806	24	country	country	NN
stanford-ai-2021	1806	25	.	.	.
stanford-ai-2021	1807	1	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1807	2	,	,	,
stanford-ai-2021	1807	3	CapIQ	CapIQ	NNP
stanford-ai-2021	1807	4	,	,	,
stanford-ai-2021	1807	5	NetBase	NetBase	NNP
stanford-ai-2021	1807	6	Quid	Quid	NNP
stanford-ai-2021	1807	7	20	20	CD
stanford-ai-2021	1807	8	Economy	Economy	NNP
stanford-ai-2021	1807	9	Investment	investment	NN
stanford-ai-2021	1807	10	Number	number	NN
stanford-ai-2021	1807	11	of	of	IN
stanford-ai-2021	1807	12	companies	company	NNS
stanford-ai-2021	1807	13	funded	fund	VBN
stanford-ai-2021	1807	14	per	per	IN
stanford-ai-2021	1807	15	capita	capita	FW
stanford-ai-2021	1807	16	Total	total	JJ
stanford-ai-2021	1807	17	number	number	NN
stanford-ai-2021	1807	18	of	of	IN
stanford-ai-2021	1807	19	AI	AI	NNP
stanford-ai-2021	1807	20	companies	company	NNS
stanford-ai-2021	1807	21	founded	found	VBN
stanford-ai-2021	1807	22	in	in	IN
stanford-ai-2021	1807	23	the	the	DT
stanford-ai-2021	1807	24	given	give	VBN
stanford-ai-2021	1807	25	country	country	NN
stanford-ai-2021	1807	26	in	in	IN
stanford-ai-2021	1807	27	per	per	IN
stanford-ai-2021	1807	28	capita	capita	NN
stanford-ai-2021	1807	29	terms	term	NNS
stanford-ai-2021	1807	30	.	.	.
stanford-ai-2021	1808	1	The	the	DT
stanford-ai-2021	1808	2	denominator	denominator	NN
stanford-ai-2021	1808	3	is	be	VBZ
stanford-ai-2021	1808	4	the	the	DT
stanford-ai-2021	1808	5	population	population	NN
stanford-ai-2021	1808	6	(	(	-LRB-
stanford-ai-2021	1808	7	in	in	IN
stanford-ai-2021	1808	8	tens	ten	NNS
stanford-ai-2021	1808	9	of	of	IN
stanford-ai-2021	1808	10	millions	million	NNS
stanford-ai-2021	1808	11	)	)	-RRB-
stanford-ai-2021	1808	12	for	for	IN
stanford-ai-2021	1808	13	a	a	DT
stanford-ai-2021	1808	14	given	give	VBN
stanford-ai-2021	1808	15	year	year	NN
stanford-ai-2021	1808	16	to	to	TO
stanford-ai-2021	1808	17	obtain	obtain	VB
stanford-ai-2021	1808	18	appropriately	appropriately	RB
stanford-ai-2021	1808	19	scaled	scale	VBN
stanford-ai-2021	1808	20	values	value	NNS
stanford-ai-2021	1808	21	.	.	.
stanford-ai-2021	1809	1	Crunchbase	Crunchbase	NNP
stanford-ai-2021	1809	2	,	,	,
stanford-ai-2021	1809	3	CapIQ	CapIQ	NNP
stanford-ai-2021	1809	4	,	,	,
stanford-ai-2021	1809	5	NetBase	NetBase	NNP
stanford-ai-2021	1809	6	Quid	Quid	NNP
stanford-ai-2021	1809	7	ID	ID	NNP
stanford-ai-2021	1809	8	PILLAR	PILLAR	NNP
stanford-ai-2021	1809	9	SUB	SUB	NNP
stanford-ai-2021	1809	10	-	-	HYPH
stanford-ai-2021	1809	11	PILLAR	PILLAR	NNP
stanford-ai-2021	1809	12	NAME	NAME	NNP
stanford-ai-2021	1809	13	DEFINITION	DEFINITION	VBN
stanford-ai-2021	1809	14	SOURCE	SOURCE	NNP
stanford-ai-2021	1809	15	21	21	CD
stanford-ai-2021	1809	16	Inclusion	Inclusion	NNP
stanford-ai-2021	1809	17	Gender	Gender	NNP
stanford-ai-2021	1809	18	Diversity	Diversity	NNP
stanford-ai-2021	1809	19	AI	AI	NNP
stanford-ai-2021	1809	20	skill	skill	NN
stanford-ai-2021	1809	21	penetration	penetration	NN
stanford-ai-2021	1809	22	(	(	-LRB-
stanford-ai-2021	1809	23	female	female	JJ
stanford-ai-2021	1809	24	)	)	-RRB-
stanford-ai-2021	1809	25	Relative	relative	JJ
stanford-ai-2021	1809	26	skill	skill	NN
stanford-ai-2021	1809	27	penetration	penetration	NN
stanford-ai-2021	1809	28	rate	rate	NN
stanford-ai-2021	1809	29	measure	measure	NN
stanford-ai-2021	1809	30	is	be	VBZ
stanford-ai-2021	1809	31	based	base	VBN
stanford-ai-2021	1809	32	on	on	IN
stanford-ai-2021	1809	33	a	a	DT
stanford-ai-2021	1809	34	method	method	NN
stanford-ai-2021	1809	35	to	to	TO
stanford-ai-2021	1809	36	compare	compare	VB
stanford-ai-2021	1809	37	how	how	WRB
stanford-ai-2021	1809	38	prevalent	prevalent	JJ
stanford-ai-2021	1809	39	AI	AI	NNP
stanford-ai-2021	1809	40	skills	skill	NNS
stanford-ai-2021	1809	41	are	be	VBP
stanford-ai-2021	1809	42	at	at	IN
stanford-ai-2021	1809	43	the	the	DT
stanford-ai-2021	1809	44	average	average	JJ
stanford-ai-2021	1809	45	occupation	occupation	NN
stanford-ai-2021	1809	46	in	in	IN
stanford-ai-2021	1809	47	each	each	DT
stanford-ai-2021	1809	48	country	country	NN
stanford-ai-2021	1809	49	against	against	IN
stanford-ai-2021	1809	50	a	a	DT
stanford-ai-2021	1809	51	benchmark	benchmark	NN
stanford-ai-2021	1809	52	(	(	-LRB-
stanford-ai-2021	1809	53	e.g.	e.g.	RB
stanford-ai-2021	1810	1	the	the	DT
stanford-ai-2021	1810	2	global	global	JJ
stanford-ai-2021	1810	3	average	average	NN
stanford-ai-2021	1810	4	)	)	-RRB-
stanford-ai-2021	1810	5	,	,	,
stanford-ai-2021	1810	6	controlling	control	VBG
stanford-ai-2021	1810	7	for	for	IN
stanford-ai-2021	1810	8	the	the	DT
stanford-ai-2021	1810	9	same	same	JJ
stanford-ai-2021	1810	10	set	set	NN
stanford-ai-2021	1810	11	of	of	IN
stanford-ai-2021	1810	12	occupations	occupation	NNS
stanford-ai-2021	1810	13	.	.	.
stanford-ai-2021	1811	1	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1811	2	Economic	Economic	NNP
stanford-ai-2021	1811	3	Graph	graph	NN
stanford-ai-2021	1811	4	22	22	CD
stanford-ai-2021	1811	5	Inclusion	Inclusion	NNP
stanford-ai-2021	1811	6	Gender	Gender	NNP
stanford-ai-2021	1811	7	Diversity	Diversity	NNP
stanford-ai-2021	1811	8	Number	Number	NNP
stanford-ai-2021	1811	9	of	of	IN
stanford-ai-2021	1811	10	unique	unique	JJ
stanford-ai-2021	1811	11	AI	AI	NNP
stanford-ai-2021	1811	12	occupations	occupation	NNS
stanford-ai-2021	1811	13	(	(	-LRB-
stanford-ai-2021	1811	14	job	job	NN
stanford-ai-2021	1811	15	titles	title	NNS
stanford-ai-2021	1811	16	)	)	-RRB-
stanford-ai-2021	1811	17	,	,	,
stanford-ai-2021	1811	18	female	female	JJ
stanford-ai-2021	1811	19	Number	number	NN
stanford-ai-2021	1811	20	of	of	IN
stanford-ai-2021	1811	21	unique	unique	JJ
stanford-ai-2021	1811	22	AI	AI	NNP
stanford-ai-2021	1811	23	occupations	occupation	NNS
stanford-ai-2021	1811	24	(	(	-LRB-
stanford-ai-2021	1811	25	or	or	CC
stanford-ai-2021	1811	26	job	job	NN
stanford-ai-2021	1811	27	titles	title	NNS
stanford-ai-2021	1811	28	)	)	-RRB-
stanford-ai-2021	1811	29	with	with	IN
stanford-ai-2021	1811	30	high	high	JJ
stanford-ai-2021	1811	31	AI	AI	NNP
stanford-ai-2021	1811	32	skill	skill	NN
stanford-ai-2021	1811	33	penetration	penetration	NN
stanford-ai-2021	1811	34	for	for	IN
stanford-ai-2021	1811	35	females	female	NNS
stanford-ai-2021	1811	36	in	in	IN
stanford-ai-2021	1811	37	a	a	DT
stanford-ai-2021	1811	38	given	give	VBN
stanford-ai-2021	1811	39	country	country	NN
stanford-ai-2021	1811	40	.	.	.
stanford-ai-2021	1812	1	LinkedIn	LinkedIn	NNP
stanford-ai-2021	1812	2	Economic	economic	JJ
stanford-ai-2021	1812	3	Graph	graph	NN
stanford-ai-2021	1812	4	E	e	NN
stanford-ai-2021	1812	5	C	c	NN
stanford-ai-2021	1812	6	O	o	NN
stanford-ai-2021	1812	7	N	n	NN
stanford-ai-2021	1812	8	O	o	NN
stanford-ai-2021	1812	9	M	m	NN
stanford-ai-2021	1812	10	Y	y	NN
stanford-ai-2021	1812	11	I	i	NN
stanford-ai-2021	1812	12	N	n	NN
stanford-ai-2021	1812	13	D	d	NN
stanford-ai-2021	1812	14	I	i	NN
stanford-ai-2021	1812	15	C	c	NN
stanford-ai-2021	1812	16	AT	at	NN
stanford-ai-2021	1812	17	O	o	NN
stanford-ai-2021	1812	18	R	r	NN
stanford-ai-2021	1812	19	S	s	NN
stanford-ai-2021	1812	20	I	i	NN
stanford-ai-2021	1812	21	N	n	NN
stanford-ai-2021	1812	22	C	c	NN
stanford-ai-2021	1812	23	L	l	NN
stanford-ai-2021	1812	24	U	u	NN
stanford-ai-2021	1812	25	S	s	NN
stanford-ai-2021	1812	26	I	i	NN
stanford-ai-2021	1812	27	O	o	NN
stanford-ai-2021	1812	28	N	n	NN
stanford-ai-2021	1812	29	I	i	NN
stanford-ai-2021	1812	30	N	n	CC
stanford-ai-2021	1812	31	D	d	NN
stanford-ai-2021	1812	32	I	i	NN
stanford-ai-2021	1812	33	C	c	NN
stanford-ai-2021	1812	34	AT	at	NN
stanford-ai-2021	1812	35	O	o	NN
stanford-ai-2021	1812	36	R	r	NN
stanford-ai-2021	1812	37	S	S	NNP
stanford-ai-2021	1812	38	Artificial	Artificial	NNP
stanford-ai-2021	1812	39	Intelligence	Intelligence	NNP
stanford-ai-2021	1812	40	Index	Index	NNP
stanford-ai-2021	1812	41	Report	Report	NNP
stanford-ai-2021	1812	42	2021	2021	CD