id	sid	tid	token	lemma	pos
ms35t725z1p	1	1	data	data	NOUN
ms35t725z1p	1	2	-	-	PUNCT
ms35t725z1p	1	3	intensive	intensive	ADJ
ms35t725z1p	1	4	applications	application	NOUN
ms35t725z1p	1	5	do	do	AUX
ms35t725z1p	1	6	not	not	PART
ms35t725z1p	1	7	fully	fully	ADV
ms35t725z1p	1	8	utilize	utilize	VERB
ms35t725z1p	1	9	the	the	DET
ms35t725z1p	1	10	compute	compute	NOUN
ms35t725z1p	1	11	capabilities	capability	NOUN
ms35t725z1p	1	12	of	of	ADP
ms35t725z1p	1	13	von	von	PROPN
ms35t725z1p	1	14	neumann	neumann	PROPN
ms35t725z1p	1	15	architectures	architectures	PROPN
ms35t725z1p	1	16	because	because	SCONJ
ms35t725z1p	1	17	of	of	ADP
ms35t725z1p	1	18	the	the	DET
ms35t725z1p	1	19	memory	memory	NOUN
ms35t725z1p	1	20	bandwidth	bandwidth	ADJ
ms35t725z1p	1	21	bottleneck	bottleneck	NOUN
ms35t725z1p	1	22	.	.	PUNCT
ms35t725z1p	2	1	these	these	DET
ms35t725z1p	2	2	memory	memory	NOUN
ms35t725z1p	2	3	-	-	PUNCT
ms35t725z1p	2	4	bandwidth	bandwidth	ADJ
ms35t725z1p	2	5	limited	limited	ADJ
ms35t725z1p	2	6	applications	application	NOUN
ms35t725z1p	2	7	can	can	AUX
ms35t725z1p	2	8	be	be	AUX
ms35t725z1p	2	9	accelerated	accelerate	VERB
ms35t725z1p	2	10	by	by	ADP
ms35t725z1p	2	11	minimizing	minimize	VERB
ms35t725z1p	2	12	the	the	DET
ms35t725z1p	2	13	data	datum	NOUN
ms35t725z1p	2	14	movement	movement	NOUN
ms35t725z1p	2	15	between	between	ADP
ms35t725z1p	2	16	the	the	DET
ms35t725z1p	2	17	memory	memory	NOUN
ms35t725z1p	2	18	and	and	CCONJ
ms35t725z1p	2	19	the	the	DET
ms35t725z1p	2	20	compute	compute	NOUN
ms35t725z1p	2	21	units	unit	NOUN
ms35t725z1p	2	22	through	through	ADP
ms35t725z1p	2	23	in	in	ADP
ms35t725z1p	2	24	-	-	PUNCT
ms35t725z1p	2	25	memory	memory	NOUN
ms35t725z1p	2	26	computing	computing	NOUN
ms35t725z1p	2	27	(	(	PUNCT
ms35t725z1p	2	28	imc	imc	PROPN
ms35t725z1p	2	29	)	)	PUNCT
ms35t725z1p	2	30	.	.	PUNCT
ms35t725z1p	3	1	using	use	VERB
ms35t725z1p	3	2	imc	imc	PROPN
ms35t725z1p	3	3	,	,	PUNCT
ms35t725z1p	3	4	this	this	DET
ms35t725z1p	3	5	work	work	NOUN
ms35t725z1p	3	6	accelerated	accelerate	VERB
ms35t725z1p	3	7	four	four	NUM
ms35t725z1p	3	8	different	different	ADJ
ms35t725z1p	3	9	types	type	NOUN
ms35t725z1p	3	10	of	of	ADP
ms35t725z1p	3	11	applications	application	NOUN
ms35t725z1p	3	12	and	and	CCONJ
ms35t725z1p	3	13	algorithms.the	algorithms.the	DET
ms35t725z1p	3	14	first	first	ADJ
ms35t725z1p	3	15	part	part	NOUN
ms35t725z1p	3	16	focuses	focus	VERB
ms35t725z1p	3	17	on	on	ADP
ms35t725z1p	3	18	accelerating	accelerate	VERB
ms35t725z1p	3	19	the	the	DET
ms35t725z1p	3	20	attention	attention	NOUN
ms35t725z1p	3	21	mechanism	mechanism	NOUN
ms35t725z1p	3	22	of	of	ADP
ms35t725z1p	3	23	few	few	ADJ
ms35t725z1p	3	24	-	-	PUNCT
ms35t725z1p	3	25	shot	shot	NOUN
ms35t725z1p	3	26	learning	learning	NOUN
ms35t725z1p	3	27	algorithms	algorithm	NOUN
ms35t725z1p	3	28	such	such	ADJ
ms35t725z1p	3	29	as	as	ADP
ms35t725z1p	3	30	memory	memory	NOUN
ms35t725z1p	3	31	augmented	augment	VERB
ms35t725z1p	3	32	neural	neural	ADJ
ms35t725z1p	3	33	networks	network	NOUN
ms35t725z1p	3	34	and	and	CCONJ
ms35t725z1p	3	35	prototypical	prototypical	ADJ
ms35t725z1p	3	36	networks	network	NOUN
ms35t725z1p	3	37	by	by	ADP
ms35t725z1p	3	38	utilizing	utilize	VERB
ms35t725z1p	3	39	different	different	ADJ
ms35t725z1p	3	40	distance	distance	NOUN
ms35t725z1p	3	41	metrics	metric	NOUN
ms35t725z1p	3	42	and	and	CCONJ
ms35t725z1p	3	43	in	in	ADP
ms35t725z1p	3	44	-	-	PUNCT
ms35t725z1p	3	45	memory	memory	NOUN
ms35t725z1p	3	46	computing	computing	NOUN
ms35t725z1p	3	47	circuits	circuit	NOUN
ms35t725z1p	3	48	.	.	PUNCT
ms35t725z1p	4	1	\linf\	\linf\	ADP
ms35t725z1p	4	2	distance	distance	NOUN
ms35t725z1p	4	3	is	be	AUX
ms35t725z1p	4	4	implemented	implement	VERB
ms35t725z1p	4	5	using	use	VERB
ms35t725z1p	4	6	content	content	NOUN
ms35t725z1p	4	7	-	-	PUNCT
ms35t725z1p	4	8	addressable	addressable	ADJ
ms35t725z1p	4	9	memories	memory	NOUN
ms35t725z1p	4	10	(	(	PUNCT
ms35t725z1p	4	11	cams	cams	X
ms35t725z1p	4	12	)	)	PUNCT
ms35t725z1p	4	13	via	via	ADP
ms35t725z1p	4	14	range	range	NOUN
ms35t725z1p	4	15	encoding	encoding	NOUN
ms35t725z1p	4	16	.	.	PROPN
ms35t725z1p	4	17	\linf\	\linf\	ADP
ms35t725z1p	4	18	+	+	NUM
ms35t725z1p	4	19	\lone\	\lone\	PUNCT
ms35t725z1p	4	20	distance	distance	NOUN
ms35t725z1p	4	21	is	be	AUX
ms35t725z1p	4	22	implemented	implement	VERB
ms35t725z1p	4	23	using	use	VERB
ms35t725z1p	4	24	a	a	DET
ms35t725z1p	4	25	combination	combination	NOUN
ms35t725z1p	4	26	of	of	ADP
ms35t725z1p	4	27	cams	cam	NOUN
ms35t725z1p	4	28	and	and	CCONJ
ms35t725z1p	4	29	general	general	ADJ
ms35t725z1p	4	30	-	-	PUNCT
ms35t725z1p	4	31	purpose	purpose	NOUN
ms35t725z1p	4	32	computing	computing	NOUN
ms35t725z1p	4	33	-	-	PUNCT
ms35t725z1p	4	34	in	in	ADP
ms35t725z1p	4	35	-	-	PUNCT
ms35t725z1p	4	36	memory	memory	NOUN
ms35t725z1p	4	37	.	.	PUNCT
ms35t725z1p	5	1	cams	cam	NOUN
ms35t725z1p	5	2	are	be	AUX
ms35t725z1p	5	3	also	also	ADV
ms35t725z1p	5	4	used	use	VERB
ms35t725z1p	5	5	to	to	PART
ms35t725z1p	5	6	implement	implement	VERB
ms35t725z1p	5	7	locality	locality	NOUN
ms35t725z1p	5	8	-	-	PUNCT
ms35t725z1p	5	9	sensitive	sensitive	ADJ
ms35t725z1p	5	10	hashing	hashing	NOUN
ms35t725z1p	5	11	.	.	PUNCT
ms35t725z1p	6	1	multi	multi	ADJ
ms35t725z1p	6	2	-	-	ADJ
ms35t725z1p	6	3	bit	bit	NOUN
ms35t725z1p	6	4	cams	cam	NOUN
ms35t725z1p	6	5	,	,	PUNCT
ms35t725z1p	6	6	with	with	ADP
ms35t725z1p	6	7	their	their	PRON
ms35t725z1p	6	8	corresponding	corresponding	ADJ
ms35t725z1p	6	9	distance	distance	NOUN
ms35t725z1p	6	10	metric	metric	NOUN
ms35t725z1p	6	11	,	,	PUNCT
ms35t725z1p	6	12	are	be	AUX
ms35t725z1p	6	13	also	also	ADV
ms35t725z1p	6	14	utilized	utilize	VERB
ms35t725z1p	6	15	.	.	PUNCT
ms35t725z1p	7	1	transformer	transformer	NOUN
ms35t725z1p	7	2	networks	network	NOUN
ms35t725z1p	7	3	have	have	AUX
ms35t725z1p	7	4	outperformed	outperform	VERB
ms35t725z1p	7	5	other	other	ADJ
ms35t725z1p	7	6	deep	deep	ADJ
ms35t725z1p	7	7	neural	neural	ADJ
ms35t725z1p	7	8	networks	network	NOUN
ms35t725z1p	7	9	(	(	PUNCT
ms35t725z1p	7	10	dnn	dnn	NOUN
ms35t725z1p	7	11	)	)	PUNCT
ms35t725z1p	7	12	in	in	ADP
ms35t725z1p	7	13	various	various	ADJ
ms35t725z1p	7	14	sequential	sequential	ADJ
ms35t725z1p	7	15	tasks	task	NOUN
ms35t725z1p	7	16	.	.	PUNCT
ms35t725z1p	8	1	however	however	ADV
ms35t725z1p	8	2	,	,	PUNCT
ms35t725z1p	8	3	memory	memory	NOUN
ms35t725z1p	8	4	and	and	CCONJ
ms35t725z1p	8	5	compute	compute	NOUN
ms35t725z1p	8	6	bottlenecks	bottleneck	NOUN
ms35t725z1p	8	7	prevent	prevent	VERB
ms35t725z1p	8	8	transformer	transformer	NOUN
ms35t725z1p	8	9	networks	network	NOUN
ms35t725z1p	8	10	from	from	ADP
ms35t725z1p	8	11	scaling	scale	VERB
ms35t725z1p	8	12	to	to	ADP
ms35t725z1p	8	13	long	long	ADJ
ms35t725z1p	8	14	sequences	sequence	NOUN
ms35t725z1p	8	15	due	due	ADP
ms35t725z1p	8	16	to	to	ADP
ms35t725z1p	8	17	their	their	PRON
ms35t725z1p	8	18	high	high	ADJ
ms35t725z1p	8	19	execution	execution	NOUN
ms35t725z1p	8	20	time	time	NOUN
ms35t725z1p	8	21	and	and	CCONJ
ms35t725z1p	8	22	energy	energy	NOUN
ms35t725z1p	8	23	consumption	consumption	NOUN
ms35t725z1p	8	24	.	.	PUNCT
ms35t725z1p	9	1	we	we	PRON
ms35t725z1p	9	2	propose	propose	VERB
ms35t725z1p	9	3	an	an	DET
ms35t725z1p	9	4	in	in	ADP
ms35t725z1p	9	5	-	-	PUNCT
ms35t725z1p	9	6	memory	memory	NOUN
ms35t725z1p	9	7	transformer	transformer	NOUN
ms35t725z1p	9	8	network	network	NOUN
ms35t725z1p	9	9	accelerator	accelerator	VERB
ms35t725z1p	9	10	(	(	PUNCT
ms35t725z1p	9	11	imtransformer	imtransformer	PROPN
ms35t725z1p	9	12	)	)	PUNCT
ms35t725z1p	9	13	that	that	PRON
ms35t725z1p	9	14	uses	use	VERB
ms35t725z1p	9	15	a	a	DET
ms35t725z1p	9	16	combination	combination	NOUN
ms35t725z1p	9	17	of	of	ADP
ms35t725z1p	9	18	crossbars	crossbar	NOUN
ms35t725z1p	9	19	and	and	CCONJ
ms35t725z1p	9	20	cams	cam	NOUN
ms35t725z1p	9	21	to	to	PART
ms35t725z1p	9	22	accelerate	accelerate	VERB
ms35t725z1p	9	23	transformer	transformer	VERB
ms35t725z1p	9	24	networks.deep	networks.deep	NOUN
ms35t725z1p	9	25	random	random	ADJ
ms35t725z1p	9	26	forests	forest	NOUN
ms35t725z1p	9	27	(	(	PUNCT
ms35t725z1p	9	28	drf	drf	NOUN
ms35t725z1p	9	29	)	)	PUNCT
ms35t725z1p	9	30	have	have	VERB
ms35t725z1p	9	31	comparable	comparable	ADJ
ms35t725z1p	9	32	classification	classification	NOUN
ms35t725z1p	9	33	accuracy	accuracy	NOUN
ms35t725z1p	9	34	,	,	PUNCT
ms35t725z1p	9	35	easier	easy	ADJ
ms35t725z1p	9	36	interpretability	interpretability	NOUN
ms35t725z1p	9	37	,	,	PUNCT
ms35t725z1p	9	38	and	and	CCONJ
ms35t725z1p	9	39	lower	low	ADJ
ms35t725z1p	9	40	memory	memory	NOUN
ms35t725z1p	9	41	and	and	CCONJ
ms35t725z1p	9	42	computational	computational	ADJ
ms35t725z1p	9	43	requirements	requirement	NOUN
ms35t725z1p	9	44	than	than	ADP
ms35t725z1p	9	45	dnn	dnn	NOUN
ms35t725z1p	9	46	.	.	PUNCT
ms35t725z1p	10	1	however	however	ADV
ms35t725z1p	10	2	,	,	PUNCT
ms35t725z1p	10	3	the	the	DET
ms35t725z1p	10	4	development	development	NOUN
ms35t725z1p	10	5	of	of	ADP
ms35t725z1p	10	6	efficient	efficient	ADJ
ms35t725z1p	10	7	hardware	hardware	NOUN
ms35t725z1p	10	8	to	to	PART
ms35t725z1p	10	9	accelerate	accelerate	VERB
ms35t725z1p	10	10	drf	drf	NOUN
ms35t725z1p	10	11	is	be	AUX
ms35t725z1p	10	12	lagging	lag	VERB
ms35t725z1p	10	13	behind	behind	ADP
ms35t725z1p	10	14	its	its	PRON
ms35t725z1p	10	15	dnn	dnn	NOUN
ms35t725z1p	10	16	counterparts	counterpart	NOUN
ms35t725z1p	10	17	.	.	PUNCT
ms35t725z1p	11	1	the	the	DET
ms35t725z1p	11	2	key	key	NOUN
ms35t725z1p	11	3	to	to	ADP
ms35t725z1p	11	4	hardware	hardware	NOUN
ms35t725z1p	11	5	acceleration	acceleration	NOUN
ms35t725z1p	11	6	of	of	ADP
ms35t725z1p	11	7	drf	drf	NOUN
ms35t725z1p	11	8	lies	lie	VERB
ms35t725z1p	11	9	in	in	ADP
ms35t725z1p	11	10	efficiently	efficiently	ADV
ms35t725z1p	11	11	realizing	realize	VERB
ms35t725z1p	11	12	the	the	DET
ms35t725z1p	11	13	branch	branch	NOUN
ms35t725z1p	11	14	-	-	PUNCT
ms35t725z1p	11	15	split	split	NOUN
ms35t725z1p	11	16	operation	operation	NOUN
ms35t725z1p	11	17	at	at	ADP
ms35t725z1p	11	18	decision	decision	NOUN
ms35t725z1p	11	19	nodes	node	NOUN
ms35t725z1p	11	20	when	when	SCONJ
ms35t725z1p	11	21	traversing	traverse	VERB
ms35t725z1p	11	22	a	a	DET
ms35t725z1p	11	23	decision	decision	NOUN
ms35t725z1p	11	24	tree	tree	NOUN
ms35t725z1p	11	25	.	.	PUNCT
ms35t725z1p	12	1	we	we	PRON
ms35t725z1p	12	2	propose	propose	VERB
ms35t725z1p	12	3	implementing	implement	VERB
ms35t725z1p	12	4	drf	drf	NOUN
ms35t725z1p	12	5	through	through	ADP
ms35t725z1p	12	6	simple	simple	ADJ
ms35t725z1p	12	7	associative	associative	ADJ
ms35t725z1p	12	8	searches	search	NOUN
ms35t725z1p	12	9	using	use	VERB
ms35t725z1p	12	10	ferroelectric	ferroelectric	ADJ
ms35t725z1p	12	11	analog	analog	NOUN
ms35t725z1p	12	12	cams	cam	NOUN
ms35t725z1p	12	13	(	(	PUNCT
ms35t725z1p	12	14	acams	acams	PROPN
ms35t725z1p	12	15	)	)	PUNCT
ms35t725z1p	12	16	.	.	PUNCT
ms35t725z1p	13	1	genome	genome	NOUN
ms35t725z1p	13	2	analysis	analysis	NOUN
ms35t725z1p	13	3	is	be	AUX
ms35t725z1p	13	4	becoming	become	VERB
ms35t725z1p	13	5	more	more	ADV
ms35t725z1p	13	6	important	important	ADJ
ms35t725z1p	13	7	in	in	ADP
ms35t725z1p	13	8	forensic	forensic	ADJ
ms35t725z1p	13	9	science	science	NOUN
ms35t725z1p	13	10	,	,	PUNCT
ms35t725z1p	13	11	medicine	medicine	NOUN
ms35t725z1p	13	12	,	,	PUNCT
ms35t725z1p	13	13	and	and	CCONJ
ms35t725z1p	13	14	history	history	NOUN
ms35t725z1p	13	15	.	.	PUNCT
ms35t725z1p	14	1	sequencing	sequence	VERB
ms35t725z1p	14	2	technologies	technology	NOUN
ms35t725z1p	14	3	such	such	ADJ
ms35t725z1p	14	4	as	as	ADP
ms35t725z1p	14	5	high	high	ADJ
ms35t725z1p	14	6	throughput	throughput	NOUN
ms35t725z1p	14	7	sequencing	sequencing	NOUN
ms35t725z1p	14	8	and	and	CCONJ
ms35t725z1p	14	9	third	third	ADJ
ms35t725z1p	14	10	generation	generation	NOUN
ms35t725z1p	14	11	sequencing	sequence	VERB
ms35t725z1p	14	12	have	have	AUX
ms35t725z1p	14	13	greatly	greatly	ADV
ms35t725z1p	14	14	accelerated	accelerate	VERB
ms35t725z1p	14	15	genome	genome	NOUN
ms35t725z1p	14	16	sequencing	sequence	VERB
ms35t725z1p	14	17	.	.	PUNCT
ms35t725z1p	15	1	however	however	ADV
ms35t725z1p	15	2	,	,	PUNCT
ms35t725z1p	15	3	genome	genome	NOUN
ms35t725z1p	15	4	read	read	VERB
ms35t725z1p	15	5	mapping	mapping	NOUN
ms35t725z1p	15	6	remains	remain	VERB
ms35t725z1p	15	7	significantly	significantly	ADV
ms35t725z1p	15	8	slower	slow	ADJ
ms35t725z1p	15	9	than	than	ADP
ms35t725z1p	15	10	sequencing	sequence	VERB
ms35t725z1p	15	11	.	.	PUNCT
ms35t725z1p	16	1	this	this	DET
ms35t725z1p	16	2	research	research	NOUN
ms35t725z1p	16	3	presents	present	VERB
ms35t725z1p	16	4	a	a	DET
ms35t725z1p	16	5	genome	genome	NOUN
ms35t725z1p	16	6	read	read	VERB
ms35t725z1p	16	7	mapping	mapping	NOUN
ms35t725z1p	16	8	accelerator	accelerator	NOUN
ms35t725z1p	16	9	that	that	PRON
ms35t725z1p	16	10	uses	use	VERB
ms35t725z1p	16	11	tcams	tcam	NOUN
ms35t725z1p	16	12	to	to	PART
ms35t725z1p	16	13	execute	execute	VERB
ms35t725z1p	16	14	the	the	DET
ms35t725z1p	16	15	fast	fast	ADJ
ms35t725z1p	16	16	seed	seed	NOUN
ms35t725z1p	16	17	and	and	CCONJ
ms35t725z1p	16	18	vote	vote	VERB
ms35t725z1p	16	19	algorithm	algorithm	NOUN
ms35t725z1p	16	20	that	that	PRON
ms35t725z1p	16	21	can	can	AUX
ms35t725z1p	16	22	map	map	VERB
ms35t725z1p	16	23	both	both	PRON
ms35t725z1p	16	24	short	short	ADJ
ms35t725z1p	16	25	and	and	CCONJ
ms35t725z1p	16	26	long	long	ADJ
ms35t725z1p	16	27	reads	read	VERB
ms35t725z1p	16	28	.	.	PUNCT
ms35t725z1p	17	1	this	this	DET
ms35t725z1p	17	2	research	research	NOUN
ms35t725z1p	17	3	demonstrates	demonstrate	VERB
ms35t725z1p	17	4	a	a	DET
ms35t725z1p	17	5	hardware	hardware	NOUN
ms35t725z1p	17	6	-	-	PUNCT
ms35t725z1p	17	7	software	software	NOUN
ms35t725z1p	17	8	co	co	NOUN
ms35t725z1p	17	9	-	-	NOUN
ms35t725z1p	17	10	design	design	NOUN
ms35t725z1p	17	11	of	of	ADP
ms35t725z1p	17	12	data	data	NOUN
ms35t725z1p	17	13	-	-	PUNCT
ms35t725z1p	17	14	intensive	intensive	ADJ
ms35t725z1p	17	15	algorithms	algorithm	NOUN
ms35t725z1p	17	16	and	and	CCONJ
ms35t725z1p	17	17	applications	application	NOUN
ms35t725z1p	17	18	,	,	PUNCT
ms35t725z1p	17	19	particularly	particularly	ADV
ms35t725z1p	17	20	few	few	ADJ
ms35t725z1p	17	21	-	-	PUNCT
ms35t725z1p	17	22	shot	shot	NOUN
ms35t725z1p	17	23	learning	learning	NOUN
ms35t725z1p	17	24	,	,	PUNCT
ms35t725z1p	17	25	transformer	transformer	NOUN
ms35t725z1p	17	26	networks	network	NOUN
ms35t725z1p	17	27	,	,	PUNCT
ms35t725z1p	17	28	deep	deep	ADJ
ms35t725z1p	17	29	random	random	ADJ
ms35t725z1p	17	30	forests	forest	NOUN
ms35t725z1p	17	31	,	,	PUNCT
ms35t725z1p	17	32	and	and	CCONJ
ms35t725z1p	17	33	dna	dna	PROPN
ms35t725z1p	17	34	read	read	VERB
ms35t725z1p	17	35	mapping	mapping	NOUN
ms35t725z1p	17	36	.	.	PUNCT
ms35t725z1p	18	1	each	each	DET
ms35t725z1p	18	2	accelerator	accelerator	NOUN
ms35t725z1p	18	3	is	be	AUX
ms35t725z1p	18	4	evaluated	evaluate	VERB
ms35t725z1p	18	5	in	in	ADP
ms35t725z1p	18	6	terms	term	NOUN
ms35t725z1p	18	7	of	of	ADP
ms35t725z1p	18	8	accuracy	accuracy	NOUN
ms35t725z1p	18	9	,	,	PUNCT
ms35t725z1p	18	10	latency	latency	NOUN
ms35t725z1p	18	11	,	,	PUNCT
ms35t725z1p	18	12	and	and	CCONJ
ms35t725z1p	18	13	energy	energy	NOUN
ms35t725z1p	18	14	improvements	improvement	NOUN
ms35t725z1p	18	15	.	.	PUNCT