id	sid	tid	token	lemma	pos
crl-25015	1	1	683	683	NUM
crl-25015	1	2	using	use	VERB
crl-25015	1	3	machine	machine	NOUN
crl-25015	1	4	learning	learning	NOUN
crl-25015	1	5	to	to	PART
crl-25015	1	6	predict	predict	VERB
crl-25015	1	7	chat	chat	VERB
crl-25015	1	8	difficulty	difficulty	NOUN
crl-25015	1	9	jeremy	jeremy	PROPN
crl-25015	1	10	walker	walker	NOUN
crl-25015	1	11	and	and	CCONJ
crl-25015	1	12	jason	jason	PROPN
crl-25015	1	13	coleman	coleman	PROPN
crl-25015	1	14	*	*	PUNCT
crl-25015	2	1	this	this	DET
crl-25015	2	2	study	study	NOUN
crl-25015	2	3	aims	aim	VERB
crl-25015	2	4	to	to	PART
crl-25015	2	5	evaluate	evaluate	VERB
crl-25015	2	6	the	the	DET
crl-25015	2	7	effectiveness	effectiveness	NOUN
crl-25015	2	8	and	and	CCONJ
crl-25015	2	9	potential	potential	ADJ
crl-25015	2	10	utility	utility	NOUN
crl-25015	2	11	of	of	ADP
crl-25015	2	12	using	use	VERB
crl-25015	2	13	machine	machine	NOUN
crl-25015	2	14	learning	learning	NOUN
crl-25015	2	15	and	and	CCONJ
crl-25015	2	16	natural	natural	ADJ
crl-25015	2	17	language	language	NOUN
crl-25015	2	18	processing	processing	NOUN
crl-25015	2	19	techniques	technique	NOUN
crl-25015	2	20	to	to	PART
crl-25015	2	21	develop	develop	VERB
crl-25015	2	22	models	model	NOUN
crl-25015	2	23	that	that	PRON
crl-25015	2	24	can	can	AUX
crl-25015	2	25	reliably	reliably	ADV
crl-25015	2	26	predict	predict	VERB
crl-25015	2	27	the	the	DET
crl-25015	2	28	relative	relative	ADJ
crl-25015	2	29	difficulty	difficulty	NOUN
crl-25015	2	30	of	of	ADP
crl-25015	2	31	incoming	incoming	ADJ
crl-25015	2	32	chat	chat	NOUN
crl-25015	2	33	reference	reference	NOUN
crl-25015	2	34	questions	question	NOUN
crl-25015	2	35	.	.	PUNCT
crl-25015	3	1	using	use	VERB
crl-25015	3	2	a	a	DET
crl-25015	3	3	relatively	relatively	ADV
crl-25015	3	4	large	large	ADJ
crl-25015	3	5	sample	sample	NOUN
crl-25015	3	6	size	size	NOUN
crl-25015	3	7	of	of	ADP
crl-25015	3	8	chat	chat	NOUN
crl-25015	3	9	transcripts	transcript	NOUN
crl-25015	3	10	(	(	PUNCT
crl-25015	3	11	n	n	CCONJ
crl-25015	3	12	=	=	X
crl-25015	3	13	15,690	15,690	NUM
crl-25015	3	14	)	)	PUNCT
crl-25015	3	15	,	,	PUNCT
crl-25015	3	16	an	an	DET
crl-25015	3	17	empirical	empirical	ADJ
crl-25015	3	18	experimental	experimental	ADJ
crl-25015	3	19	design	design	NOUN
crl-25015	3	20	was	be	AUX
crl-25015	3	21	used	use	VERB
crl-25015	3	22	to	to	PART
crl-25015	3	23	test	test	VERB
crl-25015	3	24	and	and	CCONJ
crl-25015	3	25	evaluate	evaluate	VERB
crl-25015	3	26	640	640	NUM
crl-25015	3	27	unique	unique	ADJ
crl-25015	3	28	models	model	NOUN
crl-25015	3	29	.	.	PUNCT
crl-25015	4	1	results	result	NOUN
crl-25015	4	2	showed	show	VERB
crl-25015	4	3	the	the	DET
crl-25015	4	4	predictive	predictive	ADJ
crl-25015	4	5	power	power	NOUN
crl-25015	4	6	of	of	ADP
crl-25015	4	7	observed	observed	ADJ
crl-25015	4	8	modeling	modeling	NOUN
crl-25015	4	9	processes	process	NOUN
crl-25015	4	10	to	to	PART
crl-25015	4	11	be	be	AUX
crl-25015	4	12	highly	highly	ADV
crl-25015	4	13	statistically	statistically	ADV
crl-25015	4	14	significant	significant	ADJ
crl-25015	4	15	.	.	PUNCT
crl-25015	5	1	these	these	DET
crl-25015	5	2	findings	finding	NOUN
crl-25015	5	3	have	have	VERB
crl-25015	5	4	implications	implication	NOUN
crl-25015	5	5	for	for	ADP
crl-25015	5	6	how	how	SCONJ
crl-25015	5	7	library	library	NOUN
crl-25015	5	8	service	service	NOUN
crl-25015	5	9	managers	manager	NOUN
crl-25015	5	10	may	may	AUX
crl-25015	5	11	seek	seek	VERB
crl-25015	5	12	to	to	PART
crl-25015	5	13	develop	develop	VERB
crl-25015	5	14	and	and	CCONJ
crl-25015	5	15	refine	refine	VERB
crl-25015	5	16	reference	reference	NOUN
crl-25015	5	17	services	service	NOUN
crl-25015	5	18	using	use	VERB
crl-25015	5	19	advanced	advanced	ADJ
crl-25015	5	20	analytical	analytical	ADJ
crl-25015	5	21	methods	method	NOUN
crl-25015	5	22	.	.	PUNCT
crl-25015	6	1	introduction	introduction	NOUN
crl-25015	6	2	academic	academic	ADJ
crl-25015	6	3	libraries	library	NOUN
crl-25015	6	4	face	face	VERB
crl-25015	6	5	persistent	persistent	ADJ
crl-25015	6	6	challenges	challenge	NOUN
crl-25015	6	7	and	and	CCONJ
crl-25015	6	8	open	open	ADJ
crl-25015	6	9	questions	question	NOUN
crl-25015	6	10	with	with	ADP
crl-25015	6	11	regard	regard	NOUN
crl-25015	6	12	to	to	ADP
crl-25015	6	13	how	how	SCONJ
crl-25015	6	14	they	they	PRON
crl-25015	6	15	can	can	AUX
crl-25015	6	16	best	good	ADJ
crl-25015	6	17	support	support	VERB
crl-25015	6	18	and	and	CCONJ
crl-25015	6	19	manage	manage	VERB
crl-25015	6	20	virtual	virtual	ADJ
crl-25015	6	21	reference	reference	NOUN
crl-25015	6	22	services	service	NOUN
crl-25015	6	23	(	(	PUNCT
crl-25015	6	24	vrs	vrs	PROPN
crl-25015	6	25	)	)	PUNCT
crl-25015	6	26	,	,	PUNCT
crl-25015	6	27	sometimes	sometimes	ADV
crl-25015	6	28	referred	refer	VERB
crl-25015	6	29	to	to	ADP
crl-25015	6	30	as	as	ADP
crl-25015	6	31	“	"	PUNCT
crl-25015	6	32	chat	chat	VERB
crl-25015	6	33	reference	reference	NOUN
crl-25015	6	34	.	.	PUNCT
crl-25015	6	35	”	"	PUNCT
crl-25015	7	1	academic	academic	ADJ
crl-25015	7	2	libraries	library	NOUN
crl-25015	7	3	are	be	AUX
crl-25015	7	4	experiencing	experience	VERB
crl-25015	7	5	increasingly	increasingly	ADV
crl-25015	7	6	tight	tight	ADJ
crl-25015	7	7	budgets	budget	NOUN
crl-25015	7	8	,	,	PUNCT
crl-25015	7	9	limited	limited	ADJ
crl-25015	7	10	human	human	ADJ
crl-25015	7	11	resources	resource	NOUN
crl-25015	7	12	,	,	PUNCT
crl-25015	7	13	and	and	CCONJ
crl-25015	7	14	,	,	PUNCT
crl-25015	7	15	as	as	ADP
crl-25015	7	16	a	a	DET
crl-25015	7	17	consequence	consequence	NOUN
crl-25015	7	18	of	of	ADP
crl-25015	7	19	the	the	DET
crl-25015	7	20	covid-19	covid-19	PROPN
crl-25015	7	21	pandemic	pandemic	PROPN
crl-25015	7	22	,	,	PUNCT
crl-25015	7	23	a	a	DET
crl-25015	7	24	potential	potential	ADJ
crl-25015	7	25	sea	sea	NOUN
crl-25015	7	26	-	-	PUNCT
crl-25015	7	27	change	change	NOUN
crl-25015	7	28	in	in	ADP
crl-25015	7	29	how	how	SCONJ
crl-25015	7	30	and	and	CCONJ
crl-25015	7	31	where	where	SCONJ
crl-25015	7	32	librarians	librarian	NOUN
crl-25015	7	33	perform	perform	VERB
crl-25015	7	34	their	their	PRON
crl-25015	7	35	work	work	NOUN
crl-25015	7	36	.	.	PUNCT
crl-25015	8	1	consequently	consequently	ADV
crl-25015	8	2	,	,	PUNCT
crl-25015	8	3	library	library	NOUN
crl-25015	8	4	service	service	NOUN
crl-25015	8	5	managers	manager	NOUN
crl-25015	8	6	will	will	AUX
crl-25015	8	7	need	need	VERB
crl-25015	8	8	to	to	PART
crl-25015	8	9	continue	continue	VERB
crl-25015	8	10	to	to	PART
crl-25015	8	11	adapt	adapt	VERB
crl-25015	8	12	and	and	CCONJ
crl-25015	8	13	evolve	evolve	VERB
crl-25015	8	14	in	in	ADP
crl-25015	8	15	their	their	PRON
crl-25015	8	16	approach	approach	NOUN
crl-25015	8	17	to	to	ADP
crl-25015	8	18	managing	manage	VERB
crl-25015	8	19	and	and	CCONJ
crl-25015	8	20	delivering	deliver	VERB
crl-25015	8	21	reference	reference	NOUN
crl-25015	8	22	services	service	NOUN
crl-25015	8	23	.	.	PUNCT
crl-25015	9	1	many	many	ADJ
crl-25015	9	2	managers	manager	NOUN
crl-25015	9	3	are	be	AUX
crl-25015	9	4	looking	look	VERB
crl-25015	9	5	increasingly	increasingly	ADV
crl-25015	9	6	to	to	ADP
crl-25015	9	7	technology	technology	NOUN
crl-25015	9	8	to	to	PART
crl-25015	9	9	support	support	VERB
crl-25015	9	10	remote	remote	ADJ
crl-25015	9	11	operations	operation	NOUN
crl-25015	9	12	.	.	PUNCT
crl-25015	10	1	zoom	zoom	VERB
crl-25015	10	2	chat	chat	PROPN
crl-25015	10	3	services	service	NOUN
crl-25015	10	4	,	,	PUNCT
crl-25015	10	5	i	i	PRON
crl-25015	10	6	m	m	VERB
crl-25015	10	7	chat	chat	VERB
crl-25015	10	8	,	,	PUNCT
crl-25015	10	9	appointment	appointment	NOUN
crl-25015	10	10	scheduling	scheduling	NOUN
crl-25015	10	11	,	,	PUNCT
crl-25015	10	12	and	and	CCONJ
crl-25015	10	13	real	real	ADJ
crl-25015	10	14	-	-	PUNCT
crl-25015	10	15	time	time	NOUN
crl-25015	10	16	monitoring	monitoring	NOUN
crl-25015	10	17	of	of	ADP
crl-25015	10	18	space	space	NOUN
crl-25015	10	19	capacity	capacity	NOUN
crl-25015	10	20	have	have	AUX
crl-25015	10	21	been	be	AUX
crl-25015	10	22	receiving	receive	VERB
crl-25015	10	23	abundant	abundant	ADJ
crl-25015	10	24	attention	attention	NOUN
crl-25015	10	25	.	.	PUNCT
crl-25015	11	1	we	we	PRON
crl-25015	11	2	suggest	suggest	VERB
crl-25015	11	3	that	that	SCONJ
crl-25015	11	4	this	this	PRON
crl-25015	11	5	is	be	AUX
crl-25015	11	6	also	also	ADV
crl-25015	11	7	a	a	DET
crl-25015	11	8	perfect	perfect	ADJ
crl-25015	11	9	time	time	NOUN
crl-25015	11	10	to	to	PART
crl-25015	11	11	examine	examine	VERB
crl-25015	11	12	possible	possible	ADJ
crl-25015	11	13	applications	application	NOUN
crl-25015	11	14	of	of	ADP
crl-25015	11	15	machine	machine	NOUN
crl-25015	11	16	learning	learning	NOUN
crl-25015	11	17	and	and	CCONJ
crl-25015	11	18	advanced	advanced	ADJ
crl-25015	11	19	text	text	NOUN
crl-25015	11	20	analysis	analysis	NOUN
crl-25015	11	21	.	.	PUNCT
crl-25015	12	1	building	build	VERB
crl-25015	12	2	upon	upon	SCONJ
crl-25015	12	3	previous	previous	ADJ
crl-25015	12	4	work,1	work,1	ADP
crl-25015	12	5	the	the	DET
crl-25015	12	6	authors	author	NOUN
crl-25015	12	7	organized	organize	VERB
crl-25015	12	8	a	a	DET
crl-25015	12	9	research	research	NOUN
crl-25015	12	10	project	project	NOUN
crl-25015	12	11	intended	intend	VERB
crl-25015	12	12	to	to	PART
crl-25015	12	13	explore	explore	VERB
crl-25015	12	14	if	if	SCONJ
crl-25015	12	15	machine	machine	NOUN
crl-25015	12	16	learning	learning	NOUN
crl-25015	12	17	and	and	CCONJ
crl-25015	12	18	natural	natural	ADJ
crl-25015	12	19	language	language	NOUN
crl-25015	12	20	processing	processing	NOUN
crl-25015	12	21	(	(	PUNCT
crl-25015	12	22	nlp	nlp	NOUN
crl-25015	12	23	)	)	PUNCT
crl-25015	12	24	methods	method	NOUN
crl-25015	12	25	can	can	AUX
crl-25015	12	26	be	be	AUX
crl-25015	12	27	used	use	VERB
crl-25015	12	28	to	to	PART
crl-25015	12	29	develop	develop	VERB
crl-25015	12	30	models	model	NOUN
crl-25015	12	31	that	that	PRON
crl-25015	12	32	effectively	effectively	ADV
crl-25015	12	33	predict	predict	VERB
crl-25015	12	34	the	the	DET
crl-25015	12	35	relative	relative	ADJ
crl-25015	12	36	difficulty	difficulty	NOUN
crl-25015	12	37	of	of	ADP
crl-25015	12	38	vrs	vrs	PROPN
crl-25015	12	39	service	service	NOUN
crl-25015	12	40	interactions	interaction	NOUN
crl-25015	12	41	based	base	VERB
crl-25015	12	42	strictly	strictly	ADV
crl-25015	12	43	on	on	ADP
crl-25015	12	44	the	the	DET
crl-25015	12	45	opening	opening	NOUN
crl-25015	12	46	questions	question	NOUN
crl-25015	12	47	and	and	CCONJ
crl-25015	12	48	initial	initial	ADJ
crl-25015	12	49	statements	statement	NOUN
crl-25015	12	50	provided	provide	VERB
crl-25015	12	51	by	by	ADP
crl-25015	12	52	patrons	patron	NOUN
crl-25015	12	53	.	.	PUNCT
crl-25015	13	1	the	the	DET
crl-25015	13	2	research	research	NOUN
crl-25015	13	3	project	project	NOUN
crl-25015	13	4	’s	’s	PART
crl-25015	13	5	scope	scope	NOUN
crl-25015	13	6	was	be	AUX
crl-25015	13	7	strictly	strictly	ADV
crl-25015	13	8	focused	focus	VERB
crl-25015	13	9	on	on	ADP
crl-25015	13	10	the	the	DET
crl-25015	13	11	structure	structure	NOUN
crl-25015	13	12	and	and	CCONJ
crl-25015	13	13	evaluation	evaluation	NOUN
crl-25015	13	14	of	of	ADP
crl-25015	13	15	predictive	predictive	ADJ
crl-25015	13	16	models	model	NOUN
crl-25015	13	17	.	.	PUNCT
crl-25015	14	1	although	although	SCONJ
crl-25015	14	2	beyond	beyond	ADP
crl-25015	14	3	the	the	DET
crl-25015	14	4	scope	scope	NOUN
crl-25015	14	5	of	of	ADP
crl-25015	14	6	this	this	DET
crl-25015	14	7	paper	paper	NOUN
crl-25015	14	8	,	,	PUNCT
crl-25015	14	9	our	our	PRON
crl-25015	14	10	research	research	NOUN
crl-25015	14	11	may	may	AUX
crl-25015	14	12	have	have	VERB
crl-25015	14	13	implications	implication	NOUN
crl-25015	14	14	for	for	ADP
crl-25015	14	15	future	future	ADJ
crl-25015	14	16	developments	development	NOUN
crl-25015	14	17	in	in	ADP
crl-25015	14	18	vrs	vrs	PROPN
crl-25015	14	19	systems	system	NOUN
crl-25015	14	20	and	and	CCONJ
crl-25015	14	21	managing	manage	VERB
crl-25015	14	22	patron	patron	NOUN
crl-25015	14	23	services	service	NOUN
crl-25015	14	24	.	.	PUNCT
crl-25015	15	1	ideally	ideally	ADV
crl-25015	15	2	,	,	PUNCT
crl-25015	15	3	if	if	SCONJ
crl-25015	15	4	any	any	DET
crl-25015	15	5	formulation	formulation	NOUN
crl-25015	15	6	of	of	ADP
crl-25015	15	7	the	the	DET
crl-25015	15	8	models	model	NOUN
crl-25015	15	9	covered	cover	VERB
crl-25015	15	10	by	by	ADP
crl-25015	15	11	this	this	DET
crl-25015	15	12	research	research	NOUN
crl-25015	15	13	are	be	AUX
crl-25015	15	14	implemented	implement	VERB
crl-25015	15	15	in	in	ADP
crl-25015	15	16	practice	practice	NOUN
crl-25015	15	17	,	,	PUNCT
crl-25015	15	18	library	library	NOUN
crl-25015	15	19	service	service	NOUN
crl-25015	15	20	managers	manager	NOUN
crl-25015	15	21	may	may	AUX
crl-25015	15	22	be	be	AUX
crl-25015	15	23	able	able	ADJ
crl-25015	15	24	to	to	PART
crl-25015	15	25	effectively	effectively	ADV
crl-25015	15	26	triage	triage	VERB
crl-25015	15	27	incoming	incoming	ADJ
crl-25015	15	28	inquiries	inquiry	NOUN
crl-25015	15	29	to	to	ADP
crl-25015	15	30	librarians	librarian	NOUN
crl-25015	15	31	,	,	PUNCT
crl-25015	15	32	staff	staff	NOUN
crl-25015	15	33	,	,	PUNCT
crl-25015	15	34	and	and	CCONJ
crl-25015	15	35	student	student	NOUN
crl-25015	15	36	-	-	PUNCT
crl-25015	15	37	employees	employee	NOUN
crl-25015	15	38	according	accord	VERB
crl-25015	15	39	to	to	ADP
crl-25015	15	40	their	their	PRON
crl-25015	15	41	respective	respective	ADJ
crl-25015	15	42	skills	skill	NOUN
crl-25015	15	43	,	,	PUNCT
crl-25015	15	44	training	training	NOUN
crl-25015	15	45	,	,	PUNCT
crl-25015	15	46	and	and	CCONJ
crl-25015	15	47	duties	duty	NOUN
crl-25015	15	48	.	.	PUNCT
crl-25015	16	1	this	this	PRON
crl-25015	16	2	has	have	VERB
crl-25015	16	3	the	the	DET
crl-25015	16	4	potential	potential	NOUN
crl-25015	16	5	to	to	PART
crl-25015	16	6	drastically	drastically	ADV
crl-25015	16	7	improve	improve	VERB
crl-25015	16	8	librarian	librarian	ADJ
crl-25015	16	9	workloads	workload	NOUN
crl-25015	16	10	by	by	ADP
crl-25015	16	11	redirecting	redirect	VERB
crl-25015	16	12	simple	simple	ADJ
crl-25015	16	13	,	,	PUNCT
crl-25015	16	14	directional	directional	ADJ
crl-25015	16	15	,	,	PUNCT
crl-25015	16	16	and	and	CCONJ
crl-25015	16	17	rote	rote	VERB
crl-25015	16	18	questions	question	NOUN
crl-25015	16	19	away	away	ADV
crl-25015	16	20	from	from	ADP
crl-25015	16	21	highly	highly	ADV
crl-25015	16	22	skilled	skilled	ADJ
crl-25015	16	23	librarians	librarian	NOUN
crl-25015	16	24	and	and	CCONJ
crl-25015	16	25	toward	toward	ADP
crl-25015	16	26	student	student	NOUN
crl-25015	16	27	employees	employee	NOUN
crl-25015	16	28	,	,	PUNCT
crl-25015	16	29	library	library	NOUN
crl-25015	16	30	interns	intern	NOUN
crl-25015	16	31	,	,	PUNCT
crl-25015	16	32	or	or	CCONJ
crl-25015	16	33	other	other	ADJ
crl-25015	16	34	library	library	NOUN
crl-25015	16	35	employees	employee	NOUN
crl-25015	16	36	.	.	PUNCT
crl-25015	17	1	jeremy	jeremy	ADJ
crl-25015	17	2	walker	walker	NOUN
crl-25015	17	3	is	be	AUX
crl-25015	17	4	data	data	NOUN
crl-25015	17	5	services	service	NOUN
crl-25015	17	6	librarian	librarian	NOUN
crl-25015	17	7	at	at	ADP
crl-25015	17	8	georgia	georgia	PROPN
crl-25015	17	9	state	state	PROPN
crl-25015	17	10	university	university	PROPN
crl-25015	17	11	;	;	PUNCT
crl-25015	17	12	email	email	NOUN
crl-25015	17	13	:	:	PUNCT
crl-25015	17	14	jwalker184@gsu.edu	jwalker184@gsu.edu	PROPN
crl-25015	17	15	.	.	PUNCT
crl-25015	18	1	jason	jason	PROPN
crl-25015	18	2	coleman	coleman	PROPN
crl-25015	18	3	is	be	AUX
crl-25015	18	4	head	head	NOUN
crl-25015	18	5	,	,	PUNCT
crl-25015	18	6	library	library	PROPN
crl-25015	18	7	user	user	NOUN
crl-25015	18	8	services	service	NOUN
crl-25015	18	9	,	,	PUNCT
crl-25015	18	10	at	at	ADP
crl-25015	18	11	kansas	kansas	PROPN
crl-25015	18	12	state	state	PROPN
crl-25015	18	13	university	university	PROPN
crl-25015	18	14	;	;	PUNCT
crl-25015	18	15	email	email	NOUN
crl-25015	18	16	:	:	PUNCT
crl-25015	18	17	coleman@k-state.edu	coleman@k-state.edu	PROPN
crl-25015	18	18	.	.	PUNCT
crl-25015	19	1	©	©	ADJ
crl-25015	19	2	2021	2021	NUM
crl-25015	19	3	jeremy	jeremy	NOUN
crl-25015	19	4	walker	walker	NOUN
crl-25015	19	5	and	and	CCONJ
crl-25015	19	6	jason	jason	PROPN
crl-25015	19	7	coleman	coleman	PROPN
crl-25015	19	8	,	,	PUNCT
crl-25015	19	9	attribution	attribution	NOUN
crl-25015	19	10	-	-	PUNCT
crl-25015	19	11	noncommercial	noncommercial	ADJ
crl-25015	19	12	(	(	PUNCT
crl-25015	19	13	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NUM
crl-25015	19	14	)	)	PUNCT
crl-25015	19	15	cc	cc	X
crl-25015	19	16	by	by	ADP
crl-25015	19	17	-	-	PUNCT
crl-25015	19	18	nc	nc	PROPN
crl-25015	19	19	.	.	PUNCT
crl-25015	19	20	mailto:jwalker184@gsu.edu	mailto:jwalker184@gsu.edu	PROPN
crl-25015	19	21	mailto:coleman@k-state.edu	mailto:coleman@k-state.edu	PROPN
crl-25015	19	22	684	684	NUM
crl-25015	19	23	college	college	PROPN
crl-25015	19	24	&	&	CCONJ
crl-25015	19	25	research	research	PROPN
crl-25015	19	26	libraries	library	NOUN
crl-25015	19	27	july	july	PROPN
crl-25015	19	28	2021	2021	NUM
crl-25015	19	29	literature	literature	NOUN
crl-25015	19	30	review	review	NOUN
crl-25015	19	31	the	the	DET
crl-25015	19	32	vast	vast	ADJ
crl-25015	19	33	majority	majority	NOUN
crl-25015	19	34	of	of	ADP
crl-25015	19	35	recent	recent	ADJ
crl-25015	19	36	research	research	NOUN
crl-25015	19	37	concerning	concern	VERB
crl-25015	19	38	vrs	vrs	PROPN
crl-25015	19	39	transcripts	transcript	NOUN
crl-25015	19	40	has	have	AUX
crl-25015	19	41	been	be	AUX
crl-25015	19	42	inferential	inferential	ADJ
crl-25015	19	43	,	,	PUNCT
crl-25015	19	44	qualitative	qualitative	ADJ
crl-25015	19	45	,	,	PUNCT
crl-25015	19	46	and	and	CCONJ
crl-25015	19	47	small	small	ADJ
crl-25015	19	48	-	-	PUNCT
crl-25015	19	49	scale	scale	NOUN
crl-25015	19	50	in	in	ADP
crl-25015	19	51	nature	nature	NOUN
crl-25015	19	52	.	.	PUNCT
crl-25015	20	1	a	a	DET
crl-25015	20	2	large	large	ADJ
crl-25015	20	3	body	body	NOUN
crl-25015	20	4	of	of	ADP
crl-25015	20	5	research	research	NOUN
crl-25015	20	6	has	have	AUX
crl-25015	20	7	focused	focus	VERB
crl-25015	20	8	on	on	ADP
crl-25015	20	9	qualitative	qualitative	ADJ
crl-25015	20	10	reviews	review	NOUN
crl-25015	20	11	and	and	CCONJ
crl-25015	20	12	assessment	assessment	NOUN
crl-25015	20	13	of	of	ADP
crl-25015	20	14	vrs	vrs	PROPN
crl-25015	20	15	operators	operator	NOUN
crl-25015	20	16	’	’	PART
crl-25015	20	17	behavior	behavior	NOUN
crl-25015	20	18	with	with	ADP
crl-25015	20	19	respect	respect	NOUN
crl-25015	20	20	to	to	ADP
crl-25015	20	21	standards	standard	NOUN
crl-25015	20	22	,	,	PUNCT
crl-25015	20	23	service	service	NOUN
crl-25015	20	24	quality	quality	NOUN
crl-25015	20	25	,	,	PUNCT
crl-25015	20	26	and	and	CCONJ
crl-25015	20	27	operators	operator	NOUN
crl-25015	20	28	’	'	PUNCT
crl-25015	20	29	skills.2	skills.2	VERB
crl-25015	20	30	other	other	ADJ
crl-25015	20	31	research	research	NOUN
crl-25015	20	32	has	have	AUX
crl-25015	20	33	focused	focus	VERB
crl-25015	20	34	on	on	ADP
crl-25015	20	35	qualitative	qualitative	ADJ
crl-25015	20	36	reviews	review	NOUN
crl-25015	20	37	and	and	CCONJ
crl-25015	20	38	assessment	assessment	NOUN
crl-25015	20	39	of	of	ADP
crl-25015	20	40	vrs	vrs	PROPN
crl-25015	20	41	users	user	NOUN
crl-25015	20	42	’	’	PART
crl-25015	20	43	behavior	behavior	NOUN
crl-25015	20	44	during	during	ADP
crl-25015	20	45	chat	chat	NOUN
crl-25015	20	46	sessions	session	NOUN
crl-25015	20	47	with	with	ADP
crl-25015	20	48	an	an	DET
crl-25015	20	49	emphasis	emphasis	NOUN
crl-25015	20	50	on	on	ADP
crl-25015	20	51	the	the	DET
crl-25015	20	52	types	type	NOUN
crl-25015	20	53	of	of	ADP
crl-25015	20	54	questions	question	NOUN
crl-25015	20	55	users	user	NOUN
crl-25015	20	56	have	have	VERB
crl-25015	20	57	and	and	CCONJ
crl-25015	20	58	users	user	NOUN
crl-25015	20	59	’	’	PART
crl-25015	20	60	perceptions	perception	NOUN
crl-25015	20	61	of	of	ADP
crl-25015	20	62	library	library	NOUN
crl-25015	20	63	resources.3	resources.3	X
crl-25015	20	64	the	the	DET
crl-25015	20	65	qualitative	qualitative	ADJ
crl-25015	20	66	and	and	CCONJ
crl-25015	20	67	inferential	inferential	ADJ
crl-25015	20	68	nature	nature	NOUN
crl-25015	20	69	of	of	ADP
crl-25015	20	70	much	much	ADJ
crl-25015	20	71	of	of	ADP
crl-25015	20	72	the	the	DET
crl-25015	20	73	research	research	NOUN
crl-25015	20	74	involving	involve	VERB
crl-25015	20	75	vrs	vrs	PROPN
crl-25015	20	76	,	,	PUNCT
crl-25015	20	77	chat	chat	VERB
crl-25015	20	78	reference	reference	NOUN
crl-25015	20	79	in	in	ADP
crl-25015	20	80	particular	particular	ADJ
crl-25015	20	81	,	,	PUNCT
crl-25015	20	82	is	be	AUX
crl-25015	20	83	ubiquitous	ubiquitous	ADJ
crl-25015	20	84	in	in	ADP
crl-25015	20	85	the	the	DET
crl-25015	20	86	literature.4	literature.4	PROPN
crl-25015	20	87	one	one	NUM
crl-25015	20	88	particularly	particularly	ADV
crl-25015	20	89	relevant	relevant	ADJ
crl-25015	20	90	vein	vein	NOUN
crl-25015	20	91	of	of	ADP
crl-25015	20	92	research	research	NOUN
crl-25015	20	93	pertaining	pertain	VERB
crl-25015	20	94	to	to	ADP
crl-25015	20	95	reference	reference	NOUN
crl-25015	20	96	services	service	NOUN
crl-25015	20	97	is	be	AUX
crl-25015	20	98	the	the	DET
crl-25015	20	99	evaluation	evaluation	NOUN
crl-25015	20	100	and	and	CCONJ
crl-25015	20	101	analysis	analysis	NOUN
crl-25015	20	102	of	of	ADP
crl-25015	20	103	discrete	discrete	ADJ
crl-25015	20	104	categories	category	NOUN
crl-25015	20	105	of	of	ADP
crl-25015	20	106	vrs	vrs	PROPN
crl-25015	20	107	operators	operator	NOUN
crl-25015	20	108	.	.	PUNCT
crl-25015	21	1	“	"	PUNCT
crl-25015	21	2	librarians	librarian	NOUN
crl-25015	21	3	,	,	PUNCT
crl-25015	21	4	”	"	PUNCT
crl-25015	21	5	“	"	PUNCT
crl-25015	21	6	staff	staff	NOUN
crl-25015	21	7	,	,	PUNCT
crl-25015	21	8	”	"	PUNCT
crl-25015	21	9	“	"	PUNCT
crl-25015	21	10	student	student	NOUN
crl-25015	21	11	assistants	assistant	NOUN
crl-25015	21	12	,	,	PUNCT
crl-25015	21	13	”	"	PUNCT
crl-25015	21	14	and	and	CCONJ
crl-25015	21	15	related	related	ADJ
crl-25015	21	16	synonyms	synonym	NOUN
crl-25015	21	17	are	be	AUX
crl-25015	21	18	often	often	ADV
crl-25015	21	19	used	use	VERB
crl-25015	21	20	to	to	PART
crl-25015	21	21	categorize	categorize	VERB
crl-25015	21	22	different	different	ADJ
crl-25015	21	23	types	type	NOUN
crl-25015	21	24	of	of	ADP
crl-25015	21	25	vrs	vrs	PROPN
crl-25015	21	26	operators	operator	NOUN
crl-25015	21	27	with	with	ADP
crl-25015	21	28	respect	respect	NOUN
crl-25015	21	29	to	to	ADP
crl-25015	21	30	varying	vary	VERB
crl-25015	21	31	perceptions	perception	NOUN
crl-25015	21	32	of	of	ADP
crl-25015	21	33	labor	labor	NOUN
crl-25015	21	34	costs	cost	NOUN
crl-25015	21	35	,	,	PUNCT
crl-25015	21	36	skills	skill	NOUN
crl-25015	21	37	,	,	PUNCT
crl-25015	21	38	and	and	CCONJ
crl-25015	21	39	job	job	NOUN
crl-25015	21	40	duties	duty	NOUN
crl-25015	21	41	with	with	ADP
crl-25015	21	42	respect	respect	NOUN
crl-25015	21	43	to	to	ADP
crl-25015	21	44	libraries	library	NOUN
crl-25015	21	45	’	'	PUNCT
crl-25015	21	46	operations	operation	NOUN
crl-25015	21	47	.	.	PUNCT
crl-25015	22	1	a	a	DET
crl-25015	22	2	relevant	relevant	ADJ
crl-25015	22	3	focal	focal	ADJ
crl-25015	22	4	point	point	NOUN
crl-25015	22	5	in	in	ADP
crl-25015	22	6	the	the	DET
crl-25015	22	7	literature	literature	NOUN
crl-25015	22	8	is	be	AUX
crl-25015	22	9	concerned	concern	VERB
crl-25015	22	10	with	with	ADP
crl-25015	22	11	the	the	DET
crl-25015	22	12	ability	ability	NOUN
crl-25015	22	13	of	of	ADP
crl-25015	22	14	library	library	NOUN
crl-25015	22	15	staff	staff	NOUN
crl-25015	22	16	,	,	PUNCT
crl-25015	22	17	including	include	VERB
crl-25015	22	18	vrs	vrs	PROPN
crl-25015	22	19	operators	operator	NOUN
crl-25015	22	20	,	,	PUNCT
crl-25015	22	21	to	to	PART
crl-25015	22	22	refer	refer	VERB
crl-25015	22	23	patrons	patron	NOUN
crl-25015	22	24	to	to	ADP
crl-25015	22	25	more	more	ADV
crl-25015	22	26	qualified	qualified	ADJ
crl-25015	22	27	librarians	librarian	NOUN
crl-25015	22	28	and	and	CCONJ
crl-25015	22	29	staff	staff	NOUN
crl-25015	22	30	quickly	quickly	ADV
crl-25015	22	31	and	and	CCONJ
crl-25015	22	32	efficiently.5	efficiently.5	AUX
crl-25015	22	33	focusing	focus	VERB
crl-25015	22	34	on	on	ADP
crl-25015	22	35	student	student	NOUN
crl-25015	22	36	employees	employee	NOUN
crl-25015	22	37	,	,	PUNCT
crl-25015	22	38	bravender	bravender	VERB
crl-25015	22	39	et	et	PROPN
crl-25015	23	1	al	al	PROPN
crl-25015	23	2	.	.	PROPN
crl-25015	23	3	found	find	VERB
crl-25015	23	4	that	that	SCONJ
crl-25015	23	5	the	the	DET
crl-25015	23	6	majority	majority	NOUN
crl-25015	23	7	of	of	ADP
crl-25015	23	8	analyzed	analyze	VERB
crl-25015	23	9	vrs	vrs	PROPN
crl-25015	23	10	interactions	interaction	NOUN
crl-25015	23	11	did	do	AUX
crl-25015	23	12	not	not	PART
crl-25015	23	13	require	require	VERB
crl-25015	23	14	the	the	DET
crl-25015	23	15	skills	skill	NOUN
crl-25015	23	16	of	of	ADP
crl-25015	23	17	full	full	ADJ
crl-25015	23	18	-	-	PUNCT
crl-25015	23	19	time	time	NOUN
crl-25015	23	20	librarians	librarian	NOUN
crl-25015	23	21	and	and	CCONJ
crl-25015	23	22	that	that	SCONJ
crl-25015	23	23	student	student	NOUN
crl-25015	23	24	operators	operator	NOUN
crl-25015	23	25	were	be	AUX
crl-25015	23	26	fully	fully	ADV
crl-25015	23	27	capable	capable	ADJ
crl-25015	23	28	of	of	ADP
crl-25015	23	29	providing	provide	VERB
crl-25015	23	30	high	high	ADJ
crl-25015	23	31	-	-	PUNCT
crl-25015	23	32	quality	quality	NOUN
crl-25015	23	33	service	service	NOUN
crl-25015	23	34	to	to	ADP
crl-25015	23	35	users.6	users.6	X
crl-25015	23	36	most	most	ADV
crl-25015	23	37	recently	recently	ADV
crl-25015	23	38	,	,	PUNCT
crl-25015	23	39	the	the	DET
crl-25015	23	40	research	research	NOUN
crl-25015	23	41	from	from	ADP
crl-25015	23	42	radniecki	radniecki	PROPN
crl-25015	23	43	and	and	CCONJ
crl-25015	23	44	winterman	winterman	PROPN
crl-25015	23	45	shows	show	VERB
crl-25015	23	46	that	that	SCONJ
crl-25015	23	47	the	the	DET
crl-25015	23	48	potential	potential	NOUN
crl-25015	23	49	for	for	ADP
crl-25015	23	50	student	student	NOUN
crl-25015	23	51	employees	employee	NOUN
crl-25015	23	52	to	to	PART
crl-25015	23	53	provide	provide	VERB
crl-25015	23	54	highquality	highquality	NOUN
crl-25015	23	55	service	service	NOUN
crl-25015	23	56	is	be	AUX
crl-25015	23	57	not	not	PART
crl-25015	23	58	limited	limit	VERB
crl-25015	23	59	to	to	ADP
crl-25015	23	60	routine	routine	ADJ
crl-25015	23	61	and	and	CCONJ
crl-25015	23	62	directional	directional	ADJ
crl-25015	23	63	questions	question	NOUN
crl-25015	23	64	,	,	PUNCT
crl-25015	23	65	but	but	CCONJ
crl-25015	23	66	also	also	ADV
crl-25015	23	67	more	more	ADV
crl-25015	23	68	advanced	advanced	ADJ
crl-25015	23	69	and	and	CCONJ
crl-25015	23	70	niche	niche	NOUN
crl-25015	23	71	services.7	services.7	NOUN
crl-25015	23	72	research	research	NOUN
crl-25015	23	73	also	also	ADV
crl-25015	23	74	indicates	indicate	VERB
crl-25015	23	75	that	that	SCONJ
crl-25015	23	76	,	,	PUNCT
crl-25015	23	77	while	while	SCONJ
crl-25015	23	78	student	student	NOUN
crl-25015	23	79	employees	employee	NOUN
crl-25015	23	80	are	be	AUX
crl-25015	23	81	capable	capable	ADJ
crl-25015	23	82	of	of	ADP
crl-25015	23	83	providing	provide	VERB
crl-25015	23	84	excellent	excellent	ADJ
crl-25015	23	85	service	service	NOUN
crl-25015	23	86	,	,	PUNCT
crl-25015	23	87	they	they	PRON
crl-25015	23	88	are	be	AUX
crl-25015	23	89	less	less	ADV
crl-25015	23	90	skilled	skilled	ADJ
crl-25015	23	91	at	at	ADP
crl-25015	23	92	referring	refer	VERB
crl-25015	23	93	patrons	patron	NOUN
crl-25015	23	94	with	with	ADP
crl-25015	23	95	challenging	challenge	VERB
crl-25015	23	96	inquiries.8	inquiries.8	PROPN
crl-25015	23	97	critically	critically	ADV
crl-25015	23	98	,	,	PUNCT
crl-25015	23	99	the	the	DET
crl-25015	23	100	combination	combination	NOUN
crl-25015	23	101	of	of	ADP
crl-25015	23	102	these	these	DET
crl-25015	23	103	insights	insight	NOUN
crl-25015	23	104	implies	imply	VERB
crl-25015	23	105	that	that	SCONJ
crl-25015	23	106	there	there	PRON
crl-25015	23	107	is	be	VERB
crl-25015	23	108	value	value	NOUN
crl-25015	23	109	in	in	ADP
crl-25015	23	110	developing	develop	VERB
crl-25015	23	111	systems	system	NOUN
crl-25015	23	112	that	that	PRON
crl-25015	23	113	can	can	AUX
crl-25015	23	114	automatically	automatically	ADV
crl-25015	23	115	triage	triage	VERB
crl-25015	23	116	incoming	incoming	ADJ
crl-25015	23	117	vrs	vrs	PROPN
crl-25015	23	118	inquiries	inquiry	NOUN
crl-25015	23	119	to	to	PART
crl-25015	23	120	appropriate	appropriate	VERB
crl-25015	23	121	vrs	vrs	NOUN
crl-25015	23	122	operators	operator	NOUN
crl-25015	23	123	,	,	PUNCT
crl-25015	23	124	regardless	regardless	ADV
crl-25015	23	125	of	of	ADP
crl-25015	23	126	how	how	SCONJ
crl-25015	23	127	they	they	PRON
crl-25015	23	128	are	be	AUX
crl-25015	23	129	segmented	segment	VERB
crl-25015	23	130	,	,	PUNCT
crl-25015	23	131	to	to	PART
crl-25015	23	132	enhance	enhance	VERB
crl-25015	23	133	the	the	DET
crl-25015	23	134	effectiveness	effectiveness	NOUN
crl-25015	23	135	of	of	ADP
crl-25015	23	136	library	library	NOUN
crl-25015	23	137	service	service	NOUN
crl-25015	23	138	operations	operation	NOUN
crl-25015	23	139	.	.	PUNCT
crl-25015	24	1	building	build	VERB
crl-25015	24	2	on	on	ADP
crl-25015	24	3	these	these	DET
crl-25015	24	4	implications	implication	NOUN
crl-25015	24	5	,	,	PUNCT
crl-25015	24	6	the	the	DET
crl-25015	24	7	authors	author	NOUN
crl-25015	24	8	of	of	ADP
crl-25015	24	9	the	the	DET
crl-25015	24	10	current	current	ADJ
crl-25015	24	11	study	study	NOUN
crl-25015	24	12	sought	seek	VERB
crl-25015	24	13	to	to	PART
crl-25015	24	14	evaluate	evaluate	VERB
crl-25015	24	15	the	the	DET
crl-25015	24	16	utility	utility	NOUN
crl-25015	24	17	of	of	ADP
crl-25015	24	18	quantitative	quantitative	ADJ
crl-25015	24	19	models	model	NOUN
crl-25015	24	20	for	for	ADP
crl-25015	24	21	the	the	DET
crl-25015	24	22	potential	potential	ADJ
crl-25015	24	23	purpose	purpose	NOUN
crl-25015	24	24	of	of	ADP
crl-25015	24	25	triaging	triage	VERB
crl-25015	24	26	incoming	incoming	ADJ
crl-25015	24	27	vrs	vrs	NOUN
crl-25015	24	28	interactions	interaction	NOUN
crl-25015	24	29	based	base	VERB
crl-25015	24	30	on	on	ADP
crl-25015	24	31	the	the	DET
crl-25015	24	32	assumption	assumption	NOUN
crl-25015	24	33	that	that	SCONJ
crl-25015	24	34	certain	certain	ADJ
crl-25015	24	35	types	type	NOUN
crl-25015	24	36	of	of	ADP
crl-25015	24	37	library	library	NOUN
crl-25015	24	38	employees	employee	NOUN
crl-25015	24	39	could	could	AUX
crl-25015	24	40	be	be	AUX
crl-25015	24	41	designated	designate	VERB
crl-25015	24	42	to	to	PART
crl-25015	24	43	answer	answer	VERB
crl-25015	24	44	certain	certain	ADJ
crl-25015	24	45	types	type	NOUN
crl-25015	24	46	of	of	ADP
crl-25015	24	47	vrs	vrs	NOUN
crl-25015	24	48	questions	question	NOUN
crl-25015	24	49	.	.	PUNCT
crl-25015	25	1	although	although	SCONJ
crl-25015	25	2	there	there	PRON
crl-25015	25	3	is	be	VERB
crl-25015	25	4	robust	robust	ADJ
crl-25015	25	5	research	research	NOUN
crl-25015	25	6	related	relate	VERB
crl-25015	25	7	to	to	ADP
crl-25015	25	8	vrs	vrs	NOUN
crl-25015	25	9	and	and	CCONJ
crl-25015	25	10	chat	chat	VERB
crl-25015	25	11	reference	reference	NOUN
crl-25015	25	12	,	,	PUNCT
crl-25015	25	13	the	the	DET
crl-25015	25	14	literature	literature	NOUN
crl-25015	25	15	involving	involve	VERB
crl-25015	25	16	the	the	DET
crl-25015	25	17	use	use	NOUN
crl-25015	25	18	of	of	ADP
crl-25015	25	19	“	"	PUNCT
crl-25015	25	20	machine	machine	NOUN
crl-25015	25	21	learning	learning	NOUN
crl-25015	25	22	”	"	PUNCT
crl-25015	25	23	and	and	CCONJ
crl-25015	25	24	quantitative	quantitative	ADJ
crl-25015	25	25	modeling	modeling	NOUN
crl-25015	25	26	of	of	ADP
crl-25015	25	27	vrs	vrs	PROPN
crl-25015	25	28	chat	chat	NOUN
crl-25015	25	29	transcripts	transcript	NOUN
crl-25015	25	30	is	be	AUX
crl-25015	25	31	relatively	relatively	ADV
crl-25015	25	32	sparse	sparse	ADJ
crl-25015	25	33	.	.	PUNCT
crl-25015	26	1	in	in	ADP
crl-25015	26	2	general	general	ADJ
crl-25015	26	3	,	,	PUNCT
crl-25015	26	4	as	as	ADP
crl-25015	26	5	with	with	ADP
crl-25015	26	6	many	many	ADJ
crl-25015	26	7	other	other	ADJ
crl-25015	26	8	fields	field	NOUN
crl-25015	26	9	,	,	PUNCT
crl-25015	26	10	“	"	PUNCT
crl-25015	26	11	machine	machine	NOUN
crl-25015	26	12	learning	learning	NOUN
crl-25015	26	13	”	"	PUNCT
crl-25015	26	14	and	and	CCONJ
crl-25015	26	15	“	"	PUNCT
crl-25015	26	16	artificial	artificial	ADJ
crl-25015	26	17	intelligence	intelligence	NOUN
crl-25015	26	18	”	"	PUNCT
crl-25015	26	19	continue	continue	VERB
crl-25015	26	20	to	to	PART
crl-25015	26	21	be	be	AUX
crl-25015	26	22	popular	popular	ADJ
crl-25015	26	23	and	and	CCONJ
crl-25015	26	24	exciting	exciting	ADJ
crl-25015	26	25	areas	area	NOUN
crl-25015	26	26	of	of	ADP
crl-25015	26	27	research	research	NOUN
crl-25015	26	28	and	and	CCONJ
crl-25015	26	29	development	development	NOUN
crl-25015	26	30	in	in	ADP
crl-25015	26	31	libraries	library	NOUN
crl-25015	26	32	.	.	PUNCT
crl-25015	27	1	in	in	ADP
crl-25015	27	2	recent	recent	ADJ
crl-25015	27	3	years	year	NOUN
crl-25015	27	4	,	,	PUNCT
crl-25015	27	5	repositories	repository	NOUN
crl-25015	27	6	specifically	specifically	ADV
crl-25015	27	7	designed	design	VERB
crl-25015	27	8	to	to	PART
crl-25015	27	9	host	host	VERB
crl-25015	27	10	information	information	NOUN
crl-25015	27	11	about	about	ADP
crl-25015	27	12	“	"	PUNCT
crl-25015	27	13	ai	ai	NOUN
crl-25015	27	14	”	"	PUNCT
crl-25015	27	15	projects	project	NOUN
crl-25015	27	16	have	have	AUX
crl-25015	27	17	appeared	appear	VERB
crl-25015	27	18	,	,	PUNCT
crl-25015	27	19	and	and	CCONJ
crl-25015	27	20	many	many	ADJ
crl-25015	27	21	machine	machine	NOUN
crl-25015	27	22	learning	learning	NOUN
crl-25015	27	23	projects	project	NOUN
crl-25015	27	24	have	have	AUX
crl-25015	27	25	been	be	AUX
crl-25015	27	26	conducted	conduct	VERB
crl-25015	27	27	in	in	ADP
crl-25015	27	28	libraries	library	NOUN
crl-25015	27	29	,	,	PUNCT
crl-25015	27	30	largely	largely	ADV
crl-25015	27	31	in	in	ADP
crl-25015	27	32	the	the	DET
crl-25015	27	33	context	context	NOUN
crl-25015	27	34	of	of	ADP
crl-25015	27	35	text	text	NOUN
crl-25015	27	36	mining	mining	NOUN
crl-25015	27	37	and	and	CCONJ
crl-25015	27	38	search.9	search.9	NOUN
crl-25015	27	39	some	some	DET
crl-25015	27	40	applied	apply	VERB
crl-25015	27	41	research	research	NOUN
crl-25015	27	42	and	and	CCONJ
crl-25015	27	43	development	development	NOUN
crl-25015	27	44	has	have	AUX
crl-25015	27	45	been	be	AUX
crl-25015	27	46	done	do	VERB
crl-25015	27	47	with	with	ADP
crl-25015	27	48	respect	respect	NOUN
crl-25015	27	49	to	to	ADP
crl-25015	27	50	multiple	multiple	ADJ
crl-25015	27	51	independent	independent	ADJ
crl-25015	27	52	chatbot	chatbot	NOUN
crl-25015	27	53	projects	project	NOUN
crl-25015	27	54	designed	design	VERB
crl-25015	27	55	specifically	specifically	ADV
crl-25015	27	56	to	to	PART
crl-25015	27	57	answer	answer	VERB
crl-25015	27	58	vrs	vrs	PROPN
crl-25015	27	59	inquiries	inquiry	NOUN
crl-25015	27	60	that	that	PRON
crl-25015	27	61	are	be	AUX
crl-25015	27	62	rote	rote	ADJ
crl-25015	27	63	or	or	CCONJ
crl-25015	27	64	predictable	predictable	ADJ
crl-25015	27	65	in	in	ADP
crl-25015	27	66	nature.10	nature.10	ADV
crl-25015	27	67	the	the	DET
crl-25015	27	68	relatively	relatively	ADV
crl-25015	27	69	recent	recent	ADJ
crl-25015	27	70	development	development	NOUN
crl-25015	27	71	of	of	ADP
crl-25015	27	72	these	these	DET
crl-25015	27	73	projects	project	NOUN
crl-25015	27	74	indicates	indicate	VERB
crl-25015	27	75	an	an	DET
crl-25015	27	76	increasing	increase	VERB
crl-25015	27	77	need	need	NOUN
crl-25015	27	78	for	for	ADP
crl-25015	27	79	automated	automate	VERB
crl-25015	27	80	systems	system	NOUN
crl-25015	27	81	designed	design	VERB
crl-25015	27	82	to	to	PART
crl-25015	27	83	enhance	enhance	VERB
crl-25015	27	84	library	library	NOUN
crl-25015	27	85	service	service	NOUN
crl-25015	27	86	operations	operation	NOUN
crl-25015	27	87	.	.	PUNCT
crl-25015	28	1	however	however	ADV
crl-25015	28	2	,	,	PUNCT
crl-25015	28	3	information	information	NOUN
crl-25015	28	4	about	about	ADP
crl-25015	28	5	these	these	DET
crl-25015	28	6	chatbot	chatbot	PROPN
crl-25015	28	7	systems	system	NOUN
crl-25015	28	8	’	’	PART
crl-25015	28	9	performance	performance	NOUN
crl-25015	28	10	is	be	AUX
crl-25015	28	11	sparse	sparse	ADJ
crl-25015	28	12	,	,	PUNCT
crl-25015	28	13	and	and	CCONJ
crl-25015	28	14	only	only	ADV
crl-25015	28	15	one	one	NUM
crl-25015	28	16	project	project	NOUN
crl-25015	28	17	reported	report	VERB
crl-25015	28	18	achieving	achieve	VERB
crl-25015	28	19	approximately	approximately	ADV
crl-25015	28	20	50	50	NUM
crl-25015	28	21	percent	percent	NOUN
crl-25015	28	22	“	"	PUNCT
crl-25015	28	23	accuracy	accuracy	NOUN
crl-25015	28	24	”	"	PUNCT
crl-25015	28	25	on	on	ADP
crl-25015	28	26	limited	limited	ADJ
crl-25015	28	27	question	question	NOUN
crl-25015	28	28	-	-	PUNCT
crl-25015	28	29	answering	answer	VERB
crl-25015	28	30	tasks.11	tasks.11	NOUN
crl-25015	28	31	exempting	exempt	VERB
crl-25015	28	32	prior	prior	ADJ
crl-25015	28	33	work	work	NOUN
crl-25015	28	34	conducted	conduct	VERB
crl-25015	28	35	by	by	ADP
crl-25015	28	36	the	the	DET
crl-25015	28	37	authors,12	authors,12	NOUN
crl-25015	28	38	very	very	ADV
crl-25015	28	39	little	little	ADJ
crl-25015	28	40	analysis	analysis	NOUN
crl-25015	28	41	and	and	CCONJ
crl-25015	28	42	research	research	NOUN
crl-25015	28	43	appears	appear	VERB
crl-25015	28	44	to	to	PART
crl-25015	28	45	have	have	AUX
crl-25015	28	46	been	be	AUX
crl-25015	28	47	conducted	conduct	VERB
crl-25015	28	48	on	on	ADP
crl-25015	28	49	vrs	vrs	PROPN
crl-25015	28	50	transcripts	transcript	NOUN
crl-25015	28	51	at	at	ADP
crl-25015	28	52	a	a	DET
crl-25015	28	53	large	large	ADJ
crl-25015	28	54	scale	scale	NOUN
crl-25015	28	55	using	use	VERB
crl-25015	28	56	quantitative	quantitative	ADJ
crl-25015	28	57	methods	method	NOUN
crl-25015	28	58	.	.	PUNCT
crl-25015	29	1	kohler	kohler	PROPN
crl-25015	29	2	provides	provide	VERB
crl-25015	29	3	one	one	NUM
crl-25015	29	4	of	of	ADP
crl-25015	29	5	the	the	DET
crl-25015	29	6	only	only	ADV
crl-25015	29	7	known	know	VERB
crl-25015	29	8	examples	example	NOUN
crl-25015	29	9	of	of	ADP
crl-25015	29	10	analysis	analysis	NOUN
crl-25015	29	11	using	use	VERB
crl-25015	29	12	empirical	empirical	ADJ
crl-25015	29	13	,	,	PUNCT
crl-25015	29	14	algorithmic	algorithmic	ADJ
crl-25015	29	15	using	use	VERB
crl-25015	29	16	machine	machine	NOUN
crl-25015	29	17	learning	learning	NOUN
crl-25015	29	18	to	to	PART
crl-25015	29	19	predict	predict	VERB
crl-25015	29	20	chat	chat	VERB
crl-25015	29	21	difficulty	difficulty	NOUN
crl-25015	29	22	685	685	NUM
crl-25015	29	23	methods	method	NOUN
crl-25015	29	24	for	for	ADP
crl-25015	29	25	modeling	modeling	NOUN
crl-25015	29	26	and	and	CCONJ
crl-25015	29	27	deriving	derive	VERB
crl-25015	29	28	insights	insight	NOUN
crl-25015	29	29	from	from	ADP
crl-25015	29	30	vrs	vrs	PROPN
crl-25015	29	31	transcripts	transcript	NOUN
crl-25015	29	32	pertaining	pertain	VERB
crl-25015	29	33	to	to	ADP
crl-25015	29	34	topic	topic	NOUN
crl-25015	29	35	-	-	PUNCT
crl-25015	29	36	modeling	modeling	NOUN
crl-25015	29	37	,	,	PUNCT
crl-25015	29	38	sentiment	sentiment	NOUN
crl-25015	29	39	analysis	analysis	NOUN
crl-25015	29	40	,	,	PUNCT
crl-25015	29	41	and	and	CCONJ
crl-25015	29	42	assigning	assign	VERB
crl-25015	29	43	difficulty	difficulty	NOUN
crl-25015	29	44	ratings.13	ratings.13	NOUN
crl-25015	29	45	of	of	ADP
crl-25015	29	46	particular	particular	ADJ
crl-25015	29	47	note	note	NOUN
crl-25015	29	48	,	,	PUNCT
crl-25015	29	49	kohler	kohler	NOUN
crl-25015	29	50	’s	’s	PART
crl-25015	29	51	research	research	NOUN
crl-25015	29	52	provides	provide	VERB
crl-25015	29	53	concrete	concrete	ADJ
crl-25015	29	54	examples	example	NOUN
crl-25015	29	55	of	of	ADP
crl-25015	29	56	successfully	successfully	ADV
crl-25015	29	57	using	use	VERB
crl-25015	29	58	latent	latent	ADJ
crl-25015	29	59	variable	variable	ADJ
crl-25015	29	60	algorithms	algorithm	NOUN
crl-25015	29	61	(	(	PUNCT
crl-25015	29	62	examples	example	NOUN
crl-25015	29	63	:	:	PUNCT
crl-25015	29	64	nmf	nmf	PROPN
crl-25015	29	65	,	,	PUNCT
crl-25015	29	66	lda	lda	PROPN
crl-25015	29	67	,	,	PUNCT
crl-25015	29	68	lsa	lsa	NOUN
crl-25015	29	69	)	)	PUNCT
crl-25015	29	70	to	to	PART
crl-25015	29	71	extract	extract	VERB
crl-25015	29	72	and	and	CCONJ
crl-25015	29	73	identify	identify	VERB
crl-25015	29	74	“	"	PUNCT
crl-25015	29	75	topics	topic	NOUN
crl-25015	29	76	”	"	PUNCT
crl-25015	29	77	that	that	PRON
crl-25015	29	78	manifest	manifest	VERB
crl-25015	29	79	in	in	ADP
crl-25015	29	80	chat	chat	NOUN
crl-25015	29	81	transcripts	transcript	NOUN
crl-25015	29	82	and	and	CCONJ
crl-25015	29	83	how	how	SCONJ
crl-25015	29	84	these	these	DET
crl-25015	29	85	latent	latent	ADJ
crl-25015	29	86	variables	variable	NOUN
crl-25015	29	87	can	can	AUX
crl-25015	29	88	be	be	AUX
crl-25015	29	89	reliably	reliably	ADV
crl-25015	29	90	mapped	map	VERB
crl-25015	29	91	to	to	PART
crl-25015	29	92	read	read	VERB
crl-25015	29	93	scale	scale	NOUN
crl-25015	29	94	ratings	rating	NOUN
crl-25015	29	95	;	;	PUNCT
crl-25015	29	96	arguably	arguably	ADV
crl-25015	29	97	the	the	DET
crl-25015	29	98	most	most	ADV
crl-25015	29	99	widespread	widespread	ADJ
crl-25015	29	100	measure	measure	NOUN
crl-25015	29	101	of	of	ADP
crl-25015	29	102	“	"	PUNCT
crl-25015	29	103	difficulty	difficulty	NOUN
crl-25015	29	104	”	"	PUNCT
crl-25015	29	105	for	for	ADP
crl-25015	29	106	library	library	PROPN
crl-25015	29	107	-	-	PUNCT
crl-25015	29	108	patron	patron	PROPN
crl-25015	29	109	inquiries.14	inquiries.14	NOUN
crl-25015	29	110	unfortunately	unfortunately	ADV
crl-25015	29	111	,	,	PUNCT
crl-25015	29	112	since	since	SCONJ
crl-25015	29	113	kohler	kohler	NOUN
crl-25015	29	114	does	do	AUX
crl-25015	29	115	not	not	PART
crl-25015	29	116	clearly	clearly	ADV
crl-25015	29	117	articulate	articulate	VERB
crl-25015	29	118	exactly	exactly	ADV
crl-25015	29	119	how	how	SCONJ
crl-25015	29	120	individual	individual	ADJ
crl-25015	29	121	vrs	vrs	NOUN
crl-25015	29	122	transcripts	transcript	NOUN
crl-25015	29	123	are	be	AUX
crl-25015	29	124	mapped	map	VERB
crl-25015	29	125	to	to	ADP
crl-25015	29	126	the	the	DET
crl-25015	29	127	read	read	NOUN
crl-25015	29	128	scale	scale	NOUN
crl-25015	29	129	or	or	CCONJ
crl-25015	29	130	provide	provide	VERB
crl-25015	29	131	any	any	DET
crl-25015	29	132	aggregated	aggregated	ADJ
crl-25015	29	133	metrics	metric	NOUN
crl-25015	29	134	of	of	ADP
crl-25015	29	135	predictive	predictive	ADJ
crl-25015	29	136	accuracy	accuracy	NOUN
crl-25015	29	137	,	,	PUNCT
crl-25015	29	138	it	it	PRON
crl-25015	29	139	is	be	AUX
crl-25015	29	140	not	not	PART
crl-25015	29	141	possible	possible	ADJ
crl-25015	29	142	to	to	PART
crl-25015	29	143	benchmark	benchmark	VERB
crl-25015	29	144	future	future	ADJ
crl-25015	29	145	research	research	NOUN
crl-25015	29	146	against	against	ADP
crl-25015	29	147	kohler	kohler	NOUN
crl-25015	29	148	’s	’s	PART
crl-25015	29	149	work.15	work.15	PROPN
crl-25015	29	150	since	since	SCONJ
crl-25015	29	151	the	the	DET
crl-25015	29	152	research	research	NOUN
crl-25015	29	153	goals	goal	NOUN
crl-25015	29	154	for	for	ADP
crl-25015	29	155	the	the	DET
crl-25015	29	156	current	current	ADJ
crl-25015	29	157	study	study	NOUN
crl-25015	29	158	were	be	AUX
crl-25015	29	159	not	not	PART
crl-25015	29	160	focused	focus	VERB
crl-25015	29	161	on	on	ADP
crl-25015	29	162	topic	topic	NOUN
crl-25015	29	163	-	-	PUNCT
crl-25015	29	164	modeling	modeling	NOUN
crl-25015	29	165	,	,	PUNCT
crl-25015	29	166	other	other	ADJ
crl-25015	29	167	methods	method	NOUN
crl-25015	29	168	were	be	AUX
crl-25015	29	169	identified	identify	VERB
crl-25015	29	170	for	for	ADP
crl-25015	29	171	the	the	DET
crl-25015	29	172	purposes	purpose	NOUN
crl-25015	29	173	of	of	ADP
crl-25015	29	174	processing	processing	NOUN
crl-25015	29	175	,	,	PUNCT
crl-25015	29	176	computing	computing	NOUN
crl-25015	29	177	,	,	PUNCT
crl-25015	29	178	and	and	CCONJ
crl-25015	29	179	modeling	model	VERB
crl-25015	29	180	vrs	vrs	NOUN
crl-25015	29	181	transcripts	transcript	NOUN
crl-25015	29	182	.	.	PUNCT
crl-25015	30	1	while	while	SCONJ
crl-25015	30	2	the	the	DET
crl-25015	30	3	literature	literature	NOUN
crl-25015	30	4	surrounding	surround	VERB
crl-25015	30	5	natural	natural	ADJ
crl-25015	30	6	-	-	PUNCT
crl-25015	30	7	language	language	NOUN
crl-25015	30	8	processing	processing	NOUN
crl-25015	30	9	techniques	technique	NOUN
crl-25015	30	10	and	and	CCONJ
crl-25015	30	11	methods	method	NOUN
crl-25015	30	12	is	be	AUX
crl-25015	30	13	immense	immense	ADJ
crl-25015	30	14	and	and	CCONJ
crl-25015	30	15	filled	fill	VERB
crl-25015	30	16	with	with	ADP
crl-25015	30	17	minor	minor	ADJ
crl-25015	30	18	variations	variation	NOUN
crl-25015	30	19	and	and	CCONJ
crl-25015	30	20	improvements	improvement	NOUN
crl-25015	30	21	upon	upon	SCONJ
crl-25015	30	22	established	established	ADJ
crl-25015	30	23	and	and	CCONJ
crl-25015	30	24	foundational	foundational	ADJ
crl-25015	30	25	methods	method	NOUN
crl-25015	30	26	,	,	PUNCT
crl-25015	30	27	only	only	ADV
crl-25015	30	28	a	a	DET
crl-25015	30	29	narrow	narrow	ADJ
crl-25015	30	30	slice	slice	NOUN
crl-25015	30	31	of	of	ADP
crl-25015	30	32	the	the	DET
crl-25015	30	33	literature	literature	NOUN
crl-25015	30	34	is	be	AUX
crl-25015	30	35	emphasized	emphasize	VERB
crl-25015	30	36	here	here	ADV
crl-25015	30	37	.	.	PUNCT
crl-25015	31	1	the	the	DET
crl-25015	31	2	first	first	ADJ
crl-25015	31	3	identified	identify	VERB
crl-25015	31	4	method	method	NOUN
crl-25015	31	5	centers	center	NOUN
crl-25015	31	6	on	on	ADP
crl-25015	31	7	eliminating	eliminate	VERB
crl-25015	31	8	infrequent	infrequent	ADJ
crl-25015	31	9	and	and	CCONJ
crl-25015	31	10	low	low	ADJ
crl-25015	31	11	-	-	PUNCT
crl-25015	31	12	value	value	NOUN
crl-25015	31	13	words	word	NOUN
crl-25015	31	14	using	use	VERB
crl-25015	31	15	tf	tf	ADJ
crl-25015	31	16	-	-	PUNCT
crl-25015	31	17	idf	idf	NOUN
crl-25015	31	18	metrics	metric	NOUN
crl-25015	31	19	as	as	SCONJ
crl-25015	31	20	described	describe	VERB
crl-25015	31	21	by	by	ADP
crl-25015	31	22	weiss	weiss	PROPN
crl-25015	31	23	et	et	PROPN
crl-25015	31	24	al.16	al.16	PROPN
crl-25015	32	1	second	second	ADJ
crl-25015	32	2	,	,	PUNCT
crl-25015	32	3	for	for	ADP
crl-25015	32	4	the	the	DET
crl-25015	32	5	purposes	purpose	NOUN
crl-25015	32	6	of	of	ADP
crl-25015	32	7	processing	processing	NOUN
crl-25015	32	8	and	and	CCONJ
crl-25015	32	9	quantifying	quantifying	ADJ
crl-25015	32	10	sentences	sentence	NOUN
crl-25015	32	11	,	,	PUNCT
crl-25015	32	12	mikolov	mikolov	NOUN
crl-25015	32	13	et	et	PROPN
crl-25015	33	1	al	al	PROPN
crl-25015	33	2	.	.	PROPN
crl-25015	33	3	introduced	introduce	VERB
crl-25015	33	4	the	the	DET
crl-25015	33	5	doc2vec	doc2vec	ADJ
crl-25015	33	6	algorithm	algorithm	NOUN
crl-25015	33	7	as	as	ADP
crl-25015	33	8	a	a	DET
crl-25015	33	9	novel	novel	ADJ
crl-25015	33	10	approach	approach	NOUN
crl-25015	33	11	for	for	ADP
crl-25015	33	12	converting	convert	VERB
crl-25015	33	13	documents	document	NOUN
crl-25015	33	14	of	of	ADP
crl-25015	33	15	unequal	unequal	ADJ
crl-25015	33	16	length	length	NOUN
crl-25015	33	17	to	to	ADP
crl-25015	33	18	fixed	fix	VERB
crl-25015	33	19	-	-	PUNCT
crl-25015	33	20	length	length	NOUN
crl-25015	33	21	vectors.17	vectors.17	NOUN
crl-25015	33	22	this	this	DET
crl-25015	33	23	approach	approach	NOUN
crl-25015	33	24	to	to	ADP
crl-25015	33	25	quantifying	quantify	VERB
crl-25015	33	26	and	and	CCONJ
crl-25015	33	27	representing	represent	VERB
crl-25015	33	28	documents	document	NOUN
crl-25015	33	29	has	have	AUX
crl-25015	33	30	gained	gain	VERB
crl-25015	33	31	traction	traction	NOUN
crl-25015	33	32	and	and	CCONJ
crl-25015	33	33	has	have	AUX
crl-25015	33	34	been	be	AUX
crl-25015	33	35	applied	apply	VERB
crl-25015	33	36	to	to	ADP
crl-25015	33	37	research	research	NOUN
crl-25015	33	38	in	in	ADP
crl-25015	33	39	clinical	clinical	ADJ
crl-25015	33	40	,	,	PUNCT
crl-25015	33	41	genetic	genetic	ADJ
crl-25015	33	42	,	,	PUNCT
crl-25015	33	43	and	and	CCONJ
crl-25015	33	44	news	news	NOUN
crl-25015	33	45	-	-	PUNCT
crl-25015	33	46	journalism	journalism	NOUN
crl-25015	33	47	fields.18	fields.18	NOUN
crl-25015	33	48	lau	lau	NOUN
crl-25015	33	49	and	and	CCONJ
crl-25015	33	50	baldwin	baldwin	VERB
crl-25015	33	51	provide	provide	VERB
crl-25015	33	52	specific	specific	ADJ
crl-25015	33	53	insights	insight	NOUN
crl-25015	33	54	into	into	ADP
crl-25015	33	55	useful	useful	ADJ
crl-25015	33	56	practices	practice	NOUN
crl-25015	33	57	for	for	ADP
crl-25015	33	58	implementing	implement	VERB
crl-25015	33	59	the	the	DET
crl-25015	33	60	doc2vec	doc2vec	ADJ
crl-25015	33	61	algorithm.19	algorithm.19	NOUN
crl-25015	33	62	last	last	ADJ
crl-25015	33	63	,	,	PUNCT
crl-25015	33	64	research	research	NOUN
crl-25015	33	65	has	have	AUX
crl-25015	33	66	also	also	ADV
crl-25015	33	67	shown	show	VERB
crl-25015	33	68	that	that	SCONJ
crl-25015	33	69	the	the	DET
crl-25015	33	70	incorporation	incorporation	NOUN
crl-25015	33	71	of	of	ADP
crl-25015	33	72	human	human	NOUN
crl-25015	33	73	-	-	PUNCT
crl-25015	33	74	defined	define	VERB
crl-25015	33	75	ontologies	ontology	NOUN
crl-25015	33	76	in	in	ADP
crl-25015	33	77	the	the	DET
crl-25015	33	78	form	form	NOUN
crl-25015	33	79	of	of	ADP
crl-25015	33	80	tags	tag	NOUN
crl-25015	33	81	and	and	CCONJ
crl-25015	33	82	labels	label	NOUN
crl-25015	33	83	provides	provide	VERB
crl-25015	33	84	much	much	ADV
crl-25015	33	85	-	-	PUNCT
crl-25015	33	86	needed	need	VERB
crl-25015	33	87	structure	structure	NOUN
crl-25015	33	88	to	to	PART
crl-25015	33	89	text	text	VERB
crl-25015	33	90	analysis	analysis	NOUN
crl-25015	33	91	tasks.20	tasks.20	X
crl-25015	33	92	this	this	PRON
crl-25015	33	93	is	be	AUX
crl-25015	33	94	reinforced	reinforce	VERB
crl-25015	33	95	by	by	ADP
crl-25015	33	96	results	result	NOUN
crl-25015	33	97	derived	derive	VERB
crl-25015	33	98	from	from	ADP
crl-25015	33	99	prior	prior	ADJ
crl-25015	33	100	work	work	NOUN
crl-25015	33	101	indicating	indicate	VERB
crl-25015	33	102	that	that	SCONJ
crl-25015	33	103	the	the	DET
crl-25015	33	104	incorporation	incorporation	NOUN
crl-25015	33	105	of	of	ADP
crl-25015	33	106	ontology	ontology	NOUN
crl-25015	33	107	and	and	CCONJ
crl-25015	33	108	domain	domain	NOUN
crl-25015	33	109	-	-	PUNCT
crl-25015	33	110	knowledge	knowledge	NOUN
crl-25015	33	111	into	into	ADP
crl-25015	33	112	predictive	predictive	ADJ
crl-25015	33	113	models	model	NOUN
crl-25015	33	114	focusing	focus	VERB
crl-25015	33	115	on	on	ADP
crl-25015	33	116	vrs	vrs	PROPN
crl-25015	33	117	transcripts	transcript	NOUN
crl-25015	33	118	has	have	VERB
crl-25015	33	119	a	a	DET
crl-25015	33	120	clear	clear	ADJ
crl-25015	33	121	,	,	PUNCT
crl-25015	33	122	positive	positive	ADJ
crl-25015	33	123	,	,	PUNCT
crl-25015	33	124	and	and	CCONJ
crl-25015	33	125	statistically	statistically	ADV
crl-25015	33	126	significant	significant	ADJ
crl-25015	33	127	impact	impact	NOUN
crl-25015	33	128	on	on	ADP
crl-25015	33	129	overall	overall	ADJ
crl-25015	33	130	model	model	NOUN
crl-25015	33	131	performance.21	performance.21	NOUN
crl-25015	33	132	taken	take	VERB
crl-25015	33	133	as	as	ADP
crl-25015	33	134	a	a	DET
crl-25015	33	135	whole	whole	NOUN
crl-25015	33	136	,	,	PUNCT
crl-25015	33	137	this	this	DET
crl-25015	33	138	suite	suite	NOUN
crl-25015	33	139	of	of	ADP
crl-25015	33	140	methods	method	NOUN
crl-25015	33	141	represents	represent	VERB
crl-25015	33	142	the	the	DET
crl-25015	33	143	foundation	foundation	NOUN
crl-25015	33	144	of	of	ADP
crl-25015	33	145	the	the	DET
crl-25015	33	146	modeling	modeling	NOUN
crl-25015	33	147	processes	process	NOUN
crl-25015	33	148	implemented	implement	VERB
crl-25015	33	149	by	by	ADP
crl-25015	33	150	the	the	DET
crl-25015	33	151	authors	author	NOUN
crl-25015	33	152	in	in	ADP
crl-25015	33	153	prior	prior	ADJ
crl-25015	33	154	work	work	NOUN
crl-25015	33	155	and	and	CCONJ
crl-25015	33	156	the	the	DET
crl-25015	33	157	experimental	experimental	ADJ
crl-25015	33	158	design	design	NOUN
crl-25015	33	159	laid	lay	VERB
crl-25015	33	160	out	out	ADP
crl-25015	33	161	in	in	ADP
crl-25015	33	162	this	this	DET
crl-25015	33	163	paper.22	paper.22	NOUN
crl-25015	33	164	methods	method	NOUN
crl-25015	33	165	this	this	DET
crl-25015	33	166	study	study	NOUN
crl-25015	33	167	was	be	AUX
crl-25015	33	168	conducted	conduct	VERB
crl-25015	33	169	using	use	VERB
crl-25015	33	170	a	a	DET
crl-25015	33	171	dataset	dataset	NOUN
crl-25015	33	172	collected	collect	VERB
crl-25015	33	173	at	at	ADP
crl-25015	33	174	kansas	kansas	PROPN
crl-25015	33	175	state	state	PROPN
crl-25015	33	176	university	university	PROPN
crl-25015	33	177	libraries	library	NOUN
crl-25015	33	178	(	(	PUNCT
crl-25015	33	179	ksul	ksul	PROPN
crl-25015	33	180	)	)	PUNCT
crl-25015	33	181	.	.	PUNCT
crl-25015	34	1	at	at	ADP
crl-25015	34	2	ksul	ksul	PROPN
crl-25015	34	3	,	,	PUNCT
crl-25015	34	4	a	a	DET
crl-25015	34	5	combination	combination	NOUN
crl-25015	34	6	of	of	ADP
crl-25015	34	7	librarian	librarian	ADJ
crl-25015	34	8	faculty	faculty	NOUN
crl-25015	34	9	,	,	PUNCT
crl-25015	34	10	specialists	specialist	NOUN
crl-25015	34	11	,	,	PUNCT
crl-25015	34	12	staff	staff	NOUN
crl-25015	34	13	,	,	PUNCT
crl-25015	34	14	and	and	CCONJ
crl-25015	34	15	students	student	NOUN
crl-25015	34	16	provide	provide	VERB
crl-25015	34	17	varying	vary	VERB
crl-25015	34	18	levels	level	NOUN
crl-25015	34	19	of	of	ADP
crl-25015	34	20	patron	patron	NOUN
crl-25015	34	21	services	service	NOUN
crl-25015	34	22	referred	refer	VERB
crl-25015	34	23	to	to	ADP
crl-25015	34	24	as	as	ADP
crl-25015	34	25	“	"	PUNCT
crl-25015	34	26	ask	ask	VERB
crl-25015	34	27	-	-	PUNCT
crl-25015	34	28	a	a	DET
crl-25015	34	29	-	-	PUNCT
crl-25015	34	30	librarian	librarian	NOUN
crl-25015	34	31	.	.	PUNCT
crl-25015	34	32	”	"	PUNCT
crl-25015	35	1	as	as	ADP
crl-25015	35	2	a	a	DET
crl-25015	35	3	subset	subset	NOUN
crl-25015	35	4	of	of	ADP
crl-25015	35	5	these	these	DET
crl-25015	35	6	service	service	NOUN
crl-25015	35	7	operations	operation	NOUN
crl-25015	35	8	,	,	PUNCT
crl-25015	35	9	ksul	ksul	PROPN
crl-25015	35	10	operates	operate	VERB
crl-25015	35	11	a	a	DET
crl-25015	35	12	chat	chat	NOUN
crl-25015	35	13	reference	reference	NOUN
crl-25015	35	14	service	service	NOUN
crl-25015	35	15	using	use	VERB
crl-25015	35	16	the	the	DET
crl-25015	35	17	libraryh3lp	libraryh3lp	PROPN
crl-25015	35	18	software	software	NOUN
crl-25015	35	19	embedded	embed	VERB
crl-25015	35	20	throughout	throughout	ADP
crl-25015	35	21	ksul	ksul	PROPN
crl-25015	35	22	’s	’s	PART
crl-25015	35	23	webpages	webpage	NOUN
crl-25015	35	24	.	.	PUNCT
crl-25015	36	1	the	the	DET
crl-25015	36	2	raw	raw	ADJ
crl-25015	36	3	dataset	dataset	NOUN
crl-25015	36	4	used	use	VERB
crl-25015	36	5	in	in	ADP
crl-25015	36	6	this	this	DET
crl-25015	36	7	study	study	NOUN
crl-25015	36	8	consists	consist	VERB
crl-25015	36	9	of	of	ADP
crl-25015	36	10	15,690	15,690	NUM
crl-25015	36	11	individual	individual	ADJ
crl-25015	36	12	samples	sample	NOUN
crl-25015	36	13	collected	collect	VERB
crl-25015	36	14	between	between	ADP
crl-25015	36	15	august	august	PROPN
crl-25015	36	16	2013	2013	NUM
crl-25015	36	17	and	and	CCONJ
crl-25015	36	18	march	march	PROPN
crl-25015	36	19	2018	2018	NUM
crl-25015	36	20	.	.	PUNCT
crl-25015	37	1	each	each	DET
crl-25015	37	2	individual	individual	ADJ
crl-25015	37	3	sample	sample	NOUN
crl-25015	37	4	represents	represent	VERB
crl-25015	37	5	a	a	DET
crl-25015	37	6	unique	unique	ADJ
crl-25015	37	7	vrs	vrs	NOUN
crl-25015	37	8	chat	chat	NOUN
crl-25015	37	9	transcript	transcript	NOUN
crl-25015	37	10	and	and	CCONJ
crl-25015	37	11	accompanying	accompany	VERB
crl-25015	37	12	metadata	metadata	PROPN
crl-25015	37	13	.	.	PUNCT
crl-25015	38	1	this	this	DET
crl-25015	38	2	data	data	NOUN
crl-25015	38	3	was	be	AUX
crl-25015	38	4	and	and	CCONJ
crl-25015	38	5	continues	continue	VERB
crl-25015	38	6	to	to	PART
crl-25015	38	7	be	be	AUX
crl-25015	38	8	created	create	VERB
crl-25015	38	9	as	as	SCONJ
crl-25015	38	10	individual	individual	ADJ
crl-25015	38	11	vrs	vrs	PROPN
crl-25015	38	12	operators	operator	NOUN
crl-25015	38	13	record	record	NOUN
crl-25015	38	14	chat	chat	VERB
crl-25015	38	15	transcripts	transcript	NOUN
crl-25015	38	16	in	in	ADP
crl-25015	38	17	ksul	ksul	PROPN
crl-25015	38	18	’s	’s	PART
crl-25015	38	19	reference	reference	NOUN
crl-25015	38	20	tracking	tracking	NOUN
crl-25015	38	21	system	system	NOUN
crl-25015	38	22	(	(	PUNCT
crl-25015	38	23	libinsight	libinsight	NOUN
crl-25015	38	24	)	)	PUNCT
crl-25015	38	25	at	at	ADP
crl-25015	38	26	the	the	DET
crl-25015	38	27	conclusion	conclusion	NOUN
crl-25015	38	28	of	of	ADP
crl-25015	38	29	each	each	DET
crl-25015	38	30	individual	individual	ADJ
crl-25015	38	31	interaction	interaction	NOUN
crl-25015	38	32	.	.	PUNCT
crl-25015	39	1	when	when	SCONJ
crl-25015	39	2	logging	log	VERB
crl-25015	39	3	submissions	submission	NOUN
crl-25015	39	4	in	in	ADP
crl-25015	39	5	libinsight	libinsight	NOUN
crl-25015	39	6	,	,	PUNCT
crl-25015	39	7	vrs	vrs	PROPN
crl-25015	39	8	operators	operator	NOUN
crl-25015	39	9	at	at	ADP
crl-25015	39	10	ksul	ksul	NOUN
crl-25015	39	11	are	be	AUX
crl-25015	39	12	expected	expect	VERB
crl-25015	39	13	to	to	PART
crl-25015	39	14	record	record	VERB
crl-25015	39	15	additional	additional	ADJ
crl-25015	39	16	information	information	NOUN
crl-25015	39	17	such	such	ADJ
crl-25015	39	18	as	as	ADP
crl-25015	39	19	question	question	NOUN
crl-25015	39	20	type	type	NOUN
crl-25015	39	21	,	,	PUNCT
crl-25015	39	22	read	read	NOUN
crl-25015	39	23	scale	scale	NOUN
crl-25015	39	24	,	,	PUNCT
crl-25015	39	25	and	and	CCONJ
crl-25015	39	26	time	time	NOUN
crl-25015	39	27	spent	spend	VERB
crl-25015	39	28	in	in	ADP
crl-25015	39	29	addition	addition	NOUN
crl-25015	39	30	to	to	ADP
crl-25015	39	31	the	the	DET
crl-25015	39	32	raw	raw	ADJ
crl-25015	39	33	text	text	NOUN
crl-25015	39	34	of	of	ADP
crl-25015	39	35	the	the	DET
crl-25015	39	36	entire	entire	ADJ
crl-25015	39	37	chat	chat	NOUN
crl-25015	39	38	transcript	transcript	NOUN
crl-25015	39	39	.	.	PUNCT
crl-25015	40	1	by	by	ADP
crl-25015	40	2	default	default	NOUN
crl-25015	40	3	,	,	PUNCT
crl-25015	40	4	all	all	DET
crl-25015	40	5	vrs	vrs	NOUN
crl-25015	40	6	interactions	interaction	NOUN
crl-25015	40	7	between	between	ADP
crl-25015	40	8	users	user	NOUN
crl-25015	40	9	and	and	CCONJ
crl-25015	40	10	operators	operator	NOUN
crl-25015	40	11	are	be	AUX
crl-25015	40	12	anonymous	anonymous	ADJ
crl-25015	40	13	,	,	PUNCT
crl-25015	40	14	and	and	CCONJ
crl-25015	40	15	users	user	NOUN
crl-25015	40	16	have	have	VERB
crl-25015	40	17	the	the	DET
crl-25015	40	18	reasonable	reasonable	ADJ
crl-25015	40	19	expectation	expectation	NOUN
crl-25015	40	20	of	of	ADP
crl-25015	40	21	anonymity	anonymity	NOUN
crl-25015	40	22	and	and	CCONJ
crl-25015	40	23	confidentiality	confidentiality	NOUN
crl-25015	40	24	with	with	ADP
crl-25015	40	25	respect	respect	NOUN
crl-25015	40	26	to	to	ADP
crl-25015	40	27	using	use	VERB
crl-25015	40	28	ksul	ksul	PROPN
crl-25015	40	29	’s	’s	PART
crl-25015	40	30	vrs	vrs	PROPN
crl-25015	40	31	system	system	NOUN
crl-25015	40	32	.	.	PUNCT
crl-25015	41	1	in	in	ADP
crl-25015	41	2	the	the	DET
crl-25015	41	3	event	event	NOUN
crl-25015	41	4	that	that	PRON
crl-25015	41	5	personally	personally	ADV
crl-25015	41	6	identifying	identify	VERB
crl-25015	41	7	information	information	NOUN
crl-25015	41	8	is	be	AUX
crl-25015	41	9	present	present	ADJ
crl-25015	41	10	in	in	ADP
crl-25015	41	11	an	an	DET
crl-25015	41	12	individual	individual	ADJ
crl-25015	41	13	transcript	transcript	NOUN
crl-25015	41	14	,	,	PUNCT
crl-25015	41	15	operators	operator	NOUN
crl-25015	41	16	are	be	AUX
crl-25015	41	17	expected	expect	VERB
crl-25015	41	18	to	to	PART
crl-25015	41	19	manually	manually	ADV
crl-25015	41	20	redact	redact	VERB
crl-25015	41	21	such	such	ADJ
crl-25015	41	22	information	information	NOUN
crl-25015	41	23	when	when	SCONJ
crl-25015	41	24	recording	record	VERB
crl-25015	41	25	data	datum	NOUN
crl-25015	41	26	in	in	ADP
crl-25015	41	27	libinsight	libinsight	NOUN
crl-25015	41	28	.	.	PUNCT
crl-25015	42	1	686	686	NUM
crl-25015	42	2	college	college	PROPN
crl-25015	42	3	&	&	CCONJ
crl-25015	42	4	research	research	PROPN
crl-25015	42	5	libraries	library	NOUN
crl-25015	42	6	july	july	PROPN
crl-25015	42	7	2021	2021	NUM
crl-25015	42	8	institutional	institutional	ADJ
crl-25015	42	9	review	review	NOUN
crl-25015	42	10	board	board	NOUN
crl-25015	42	11	(	(	PUNCT
crl-25015	42	12	irb	irb	VERB
crl-25015	42	13	)	)	PUNCT
crl-25015	42	14	approval	approval	NOUN
crl-25015	42	15	to	to	PART
crl-25015	42	16	use	use	VERB
crl-25015	42	17	this	this	DET
crl-25015	42	18	dataset	dataset	NOUN
crl-25015	42	19	for	for	ADP
crl-25015	42	20	research	research	NOUN
crl-25015	42	21	was	be	AUX
crl-25015	42	22	granted	grant	VERB
crl-25015	42	23	at	at	ADP
crl-25015	42	24	georgia	georgia	PROPN
crl-25015	42	25	state	state	PROPN
crl-25015	42	26	university	university	PROPN
crl-25015	42	27	where	where	SCONJ
crl-25015	42	28	the	the	DET
crl-25015	42	29	study	study	NOUN
crl-25015	42	30	was	be	AUX
crl-25015	42	31	exempted	exempt	VERB
crl-25015	42	32	from	from	ADP
crl-25015	42	33	further	further	ADJ
crl-25015	42	34	review	review	NOUN
crl-25015	42	35	.	.	PUNCT
crl-25015	43	1	the	the	DET
crl-25015	43	2	irb	irb	NOUN
crl-25015	43	3	at	at	ADP
crl-25015	43	4	kansas	kansas	PROPN
crl-25015	43	5	state	state	PROPN
crl-25015	43	6	university	university	PROPN
crl-25015	43	7	also	also	ADV
crl-25015	43	8	granted	grant	VERB
crl-25015	43	9	approval	approval	NOUN
crl-25015	43	10	to	to	PART
crl-25015	43	11	use	use	VERB
crl-25015	43	12	this	this	DET
crl-25015	43	13	dataset	dataset	NOUN
crl-25015	43	14	for	for	ADP
crl-25015	43	15	research	research	NOUN
crl-25015	43	16	and	and	CCONJ
crl-25015	43	17	exempted	exempt	VERB
crl-25015	43	18	the	the	DET
crl-25015	43	19	study	study	NOUN
crl-25015	43	20	from	from	ADP
crl-25015	43	21	further	further	ADJ
crl-25015	43	22	review	review	NOUN
crl-25015	43	23	.	.	PUNCT
crl-25015	44	1	all	all	DET
crl-25015	44	2	modeling	modeling	NOUN
crl-25015	44	3	,	,	PUNCT
crl-25015	44	4	experimental	experimental	ADJ
crl-25015	44	5	design	design	NOUN
crl-25015	44	6	,	,	PUNCT
crl-25015	44	7	and	and	CCONJ
crl-25015	44	8	analyses	analysis	NOUN
crl-25015	44	9	were	be	AUX
crl-25015	44	10	conducted	conduct	VERB
crl-25015	44	11	using	use	VERB
crl-25015	44	12	the	the	DET
crl-25015	44	13	python	python	NOUN
crl-25015	44	14	programming	programming	NOUN
crl-25015	44	15	language	language	NOUN
crl-25015	44	16	.	.	PUNCT
crl-25015	45	1	the	the	DET
crl-25015	45	2	pandas	panda	NOUN
crl-25015	45	3	and	and	CCONJ
crl-25015	45	4	scipy	scipy	ADJ
crl-25015	45	5	modules	module	NOUN
crl-25015	45	6	were	be	AUX
crl-25015	45	7	used	use	VERB
crl-25015	45	8	extensively	extensively	ADV
crl-25015	45	9	to	to	PART
crl-25015	45	10	prepare	prepare	VERB
crl-25015	45	11	and	and	CCONJ
crl-25015	45	12	transform	transform	VERB
crl-25015	45	13	data	datum	NOUN
crl-25015	45	14	and	and	CCONJ
crl-25015	45	15	produce	produce	VERB
crl-25015	45	16	descriptive	descriptive	ADJ
crl-25015	45	17	statistical	statistical	ADJ
crl-25015	45	18	information.23	information.23	VERB
crl-25015	45	19	the	the	DET
crl-25015	45	20	scikit	scikit	NOUN
crl-25015	45	21	-	-	PUNCT
crl-25015	45	22	learn	learn	NOUN
crl-25015	45	23	and	and	CCONJ
crl-25015	45	24	gensim	gensim	NOUN
crl-25015	45	25	packages	package	NOUN
crl-25015	45	26	were	be	AUX
crl-25015	45	27	used	use	VERB
crl-25015	45	28	extensively	extensively	ADV
crl-25015	45	29	for	for	ADP
crl-25015	45	30	text	text	NOUN
crl-25015	45	31	processing	processing	NOUN
crl-25015	45	32	and	and	CCONJ
crl-25015	45	33	modeling.24	modeling.24	NOUN
crl-25015	45	34	statistical	statistical	ADJ
crl-25015	45	35	plots	plot	NOUN
crl-25015	45	36	were	be	AUX
crl-25015	45	37	generated	generate	VERB
crl-25015	45	38	using	use	VERB
crl-25015	45	39	the	the	DET
crl-25015	45	40	seaborn	seaborn	ADJ
crl-25015	45	41	package.25	package.25	NOUN
crl-25015	45	42	for	for	ADP
crl-25015	45	43	full	full	ADJ
crl-25015	45	44	code	code	NOUN
crl-25015	45	45	used	use	VERB
crl-25015	45	46	to	to	PART
crl-25015	45	47	conduct	conduct	VERB
crl-25015	45	48	analysis	analysis	NOUN
crl-25015	45	49	,	,	PUNCT
crl-25015	45	50	see	see	VERB
crl-25015	45	51	supplementary	supplementary	ADJ
crl-25015	45	52	code	code	NOUN
crl-25015	45	53	file	file	NOUN
crl-25015	45	54	.	.	PUNCT
crl-25015	46	1	overall	overall	ADJ
crl-25015	46	2	model	model	NOUN
crl-25015	46	3	structure	structure	NOUN
crl-25015	46	4	and	and	CCONJ
crl-25015	46	5	experimental	experimental	ADJ
crl-25015	46	6	design	design	NOUN
crl-25015	46	7	to	to	PART
crl-25015	46	8	experiment	experiment	VERB
crl-25015	46	9	with	with	ADP
crl-25015	46	10	and	and	CCONJ
crl-25015	46	11	evaluate	evaluate	VERB
crl-25015	46	12	the	the	DET
crl-25015	46	13	utility	utility	NOUN
crl-25015	46	14	of	of	ADP
crl-25015	46	15	developing	develop	VERB
crl-25015	46	16	predictive	predictive	ADJ
crl-25015	46	17	models	model	NOUN
crl-25015	46	18	,	,	PUNCT
crl-25015	46	19	the	the	DET
crl-25015	46	20	authors	author	NOUN
crl-25015	46	21	developed	develop	VERB
crl-25015	46	22	a	a	DET
crl-25015	46	23	multistage	multistage	NOUN
crl-25015	46	24	modeling	modeling	NOUN
crl-25015	46	25	process	process	NOUN
crl-25015	46	26	(	(	PUNCT
crl-25015	46	27	see	see	VERB
crl-25015	46	28	figure	figure	NOUN
crl-25015	46	29	1	1	NUM
crl-25015	46	30	)	)	PUNCT
crl-25015	46	31	that	that	PRON
crl-25015	46	32	would	would	AUX
crl-25015	46	33	preprocess	preprocess	VERB
crl-25015	46	34	all	all	DET
crl-25015	46	35	vrs	vrs	NOUN
crl-25015	46	36	transcripts	transcript	NOUN
crl-25015	46	37	into	into	ADP
crl-25015	46	38	a	a	DET
crl-25015	46	39	form	form	NOUN
crl-25015	46	40	suited	suit	VERB
crl-25015	46	41	for	for	ADP
crl-25015	46	42	text	text	NOUN
crl-25015	46	43	analysis	analysis	NOUN
crl-25015	46	44	and	and	CCONJ
crl-25015	46	45	splitting	split	VERB
crl-25015	46	46	the	the	DET
crl-25015	46	47	data	datum	NOUN
crl-25015	46	48	into	into	ADP
crl-25015	46	49	“	"	PUNCT
crl-25015	46	50	training	training	NOUN
crl-25015	46	51	”	"	PUNCT
crl-25015	46	52	and	and	CCONJ
crl-25015	46	53	“	"	PUNCT
crl-25015	46	54	test	test	NOUN
crl-25015	46	55	”	"	PUNCT
crl-25015	46	56	subsets	subset	NOUN
crl-25015	46	57	(	(	PUNCT
crl-25015	46	58	split	split	NOUN
crl-25015	46	59	)	)	PUNCT
crl-25015	46	60	.	.	PUNCT
crl-25015	47	1	then	then	ADV
crl-25015	47	2	all	all	DET
crl-25015	47	3	vrs	vrs	VERB
crl-25015	47	4	transcripts	transcript	NOUN
crl-25015	47	5	were	be	AUX
crl-25015	47	6	processed	process	VERB
crl-25015	47	7	according	accord	VERB
crl-25015	47	8	to	to	ADP
crl-25015	47	9	a	a	DET
crl-25015	47	10	variety	variety	NOUN
crl-25015	47	11	of	of	ADP
crl-25015	47	12	modeling	modeling	NOUN
crl-25015	47	13	parameters	parameter	NOUN
crl-25015	47	14	.	.	PUNCT
crl-25015	48	1	for	for	ADP
crl-25015	48	2	the	the	DET
crl-25015	48	3	figure	figure	NOUN
crl-25015	48	4	1	1	NUM
crl-25015	48	5	overall	overall	ADJ
crl-25015	48	6	modeling	modeling	NOUN
crl-25015	48	7	process	process	NOUN
crl-25015	48	8	using	use	VERB
crl-25015	48	9	machine	machine	NOUN
crl-25015	48	10	learning	learning	NOUN
crl-25015	48	11	to	to	PART
crl-25015	48	12	predict	predict	VERB
crl-25015	48	13	chat	chat	VERB
crl-25015	48	14	difficulty	difficulty	NOUN
crl-25015	48	15	687	687	NUM
crl-25015	48	16	entire	entire	ADJ
crl-25015	48	17	dataset	dataset	NOUN
crl-25015	48	18	,	,	PUNCT
crl-25015	48	19	the	the	DET
crl-25015	48	20	entire	entire	ADJ
crl-25015	48	21	modeling	modeling	NOUN
crl-25015	48	22	process	process	NOUN
crl-25015	48	23	was	be	AUX
crl-25015	48	24	run	run	VERB
crl-25015	48	25	one	one	NUM
crl-25015	48	26	time	time	NOUN
crl-25015	48	27	for	for	ADP
crl-25015	48	28	every	every	DET
crl-25015	48	29	possible	possible	ADJ
crl-25015	48	30	combination	combination	NOUN
crl-25015	48	31	of	of	ADP
crl-25015	48	32	modeling	modeling	NOUN
crl-25015	48	33	parameters	parameter	NOUN
crl-25015	48	34	,	,	PUNCT
crl-25015	48	35	resulting	result	VERB
crl-25015	48	36	in	in	ADP
crl-25015	48	37	predictive	predictive	ADJ
crl-25015	48	38	analytics	analytic	NOUN
crl-25015	48	39	data	datum	NOUN
crl-25015	48	40	for	for	ADP
crl-25015	48	41	640	640	NUM
crl-25015	48	42	unique	unique	ADJ
crl-25015	48	43	models	model	NOUN
crl-25015	48	44	.	.	PUNCT
crl-25015	49	1	in	in	ADP
crl-25015	49	2	the	the	DET
crl-25015	49	3	overall	overall	ADJ
crl-25015	49	4	modeling	modeling	NOUN
crl-25015	49	5	process	process	NOUN
crl-25015	49	6	and	and	CCONJ
crl-25015	49	7	core	core	NOUN
crl-25015	49	8	experimental	experimental	ADJ
crl-25015	49	9	design	design	NOUN
crl-25015	49	10	,	,	PUNCT
crl-25015	49	11	individual	individual	ADJ
crl-25015	49	12	transcripts	transcript	NOUN
crl-25015	49	13	were	be	AUX
crl-25015	49	14	truncated	truncate	VERB
crl-25015	49	15	to	to	ADP
crl-25015	49	16	just	just	ADV
crl-25015	49	17	the	the	DET
crl-25015	49	18	few	few	ADJ
crl-25015	49	19	words	word	NOUN
crl-25015	49	20	of	of	ADP
crl-25015	49	21	patron	patron	NOUN
crl-25015	49	22	-	-	PUNCT
crl-25015	49	23	supplied	supply	VERB
crl-25015	49	24	text	text	NOUN
crl-25015	49	25	(	(	PUNCT
crl-25015	49	26	trunc	trunc	NOUN
crl-25015	49	27	)	)	PUNCT
crl-25015	49	28	,	,	PUNCT
crl-25015	49	29	tagged	tag	VERB
crl-25015	49	30	with	with	ADP
crl-25015	49	31	qualitative	qualitative	ADJ
crl-25015	49	32	labels	label	NOUN
crl-25015	49	33	(	(	PUNCT
crl-25015	49	34	tag	tag	NOUN
crl-25015	49	35	)	)	PUNCT
crl-25015	49	36	,	,	PUNCT
crl-25015	49	37	modified	modify	VERB
crl-25015	49	38	to	to	PART
crl-25015	49	39	filter	filter	VERB
crl-25015	49	40	out	out	ADP
crl-25015	49	41	infrequent	infrequent	ADJ
crl-25015	49	42	terms	term	NOUN
crl-25015	49	43	(	(	PUNCT
crl-25015	49	44	dict	dict	INTJ
crl-25015	49	45	)	)	PUNCT
crl-25015	49	46	,	,	PUNCT
crl-25015	49	47	transformed	transform	VERB
crl-25015	49	48	into	into	ADP
crl-25015	49	49	document	document	NOUN
crl-25015	49	50	-	-	PUNCT
crl-25015	49	51	embeddings	embedding	NOUN
crl-25015	49	52	with	with	ADP
crl-25015	49	53	fixed	fix	VERB
crl-25015	49	54	-	-	PUNCT
crl-25015	49	55	length	length	NOUN
crl-25015	49	56	vector	vector	NOUN
crl-25015	49	57	representations	representation	NOUN
crl-25015	49	58	(	(	PUNCT
crl-25015	49	59	d2v	d2v	NOUN
crl-25015	49	60	)	)	PUNCT
crl-25015	49	61	,	,	PUNCT
crl-25015	49	62	and	and	CCONJ
crl-25015	49	63	then	then	ADV
crl-25015	49	64	processed	process	VERB
crl-25015	49	65	through	through	ADP
crl-25015	49	66	a	a	DET
crl-25015	49	67	very	very	ADV
crl-25015	49	68	simple	simple	ADJ
crl-25015	49	69	neural	neural	ADJ
crl-25015	49	70	network	network	NOUN
crl-25015	49	71	classifier	classifier	NOUN
crl-25015	49	72	that	that	PRON
crl-25015	49	73	would	would	AUX
crl-25015	49	74	predict	predict	VERB
crl-25015	49	75	the	the	DET
crl-25015	49	76	relative	relative	ADJ
crl-25015	49	77	difficulty	difficulty	NOUN
crl-25015	49	78	of	of	ADP
crl-25015	49	79	the	the	DET
crl-25015	49	80	vrs	vrs	PROPN
crl-25015	49	81	interaction	interaction	NOUN
crl-25015	49	82	using	use	VERB
crl-25015	49	83	transformed	transform	VERB
crl-25015	49	84	read	read	NOUN
crl-25015	49	85	scale	scale	NOUN
crl-25015	49	86	ratings	rating	NOUN
crl-25015	49	87	(	(	PUNCT
crl-25015	49	88	read	read	VERB
crl-25015	49	89	)	)	PUNCT
crl-25015	49	90	as	as	ADP
crl-25015	49	91	the	the	DET
crl-25015	49	92	formal	formal	ADJ
crl-25015	49	93	representation	representation	NOUN
crl-25015	49	94	difficulty	difficulty	NOUN
crl-25015	49	95	of	of	ADP
crl-25015	49	96	and	and	CCONJ
crl-25015	49	97	final	final	ADJ
crl-25015	49	98	dependent	dependent	ADJ
crl-25015	49	99	variable	variable	NOUN
crl-25015	49	100	in	in	ADP
crl-25015	49	101	the	the	DET
crl-25015	49	102	modeling	modeling	NOUN
crl-25015	49	103	process	process	NOUN
crl-25015	49	104	.	.	PUNCT
crl-25015	50	1	since	since	SCONJ
crl-25015	50	2	some	some	PRON
crl-25015	50	3	of	of	ADP
crl-25015	50	4	the	the	DET
crl-25015	50	5	modeling	modeling	NOUN
crl-25015	50	6	processes	process	NOUN
crl-25015	50	7	and	and	CCONJ
crl-25015	50	8	algorithms	algorithm	NOUN
crl-25015	50	9	required	require	VERB
crl-25015	50	10	randomly	randomly	ADV
crl-25015	50	11	initialized	initialize	VERB
crl-25015	50	12	states	state	NOUN
crl-25015	50	13	,	,	PUNCT
crl-25015	50	14	a	a	DET
crl-25015	50	15	variable	variable	ADJ
crl-25015	50	16	random	random	ADJ
crl-25015	50	17	parameter	parameter	NOUN
crl-25015	50	18	(	(	PUNCT
crl-25015	50	19	rand	rand	PROPN
crl-25015	50	20	)	)	PUNCT
crl-25015	50	21	was	be	AUX
crl-25015	50	22	used	use	VERB
crl-25015	50	23	to	to	PART
crl-25015	50	24	seed	seed	VERB
crl-25015	50	25	the	the	DET
crl-25015	50	26	random	random	ADJ
crl-25015	50	27	state	state	NOUN
crl-25015	50	28	for	for	ADP
crl-25015	50	29	each	each	DET
crl-25015	50	30	individual	individual	ADJ
crl-25015	50	31	run	run	NOUN
crl-25015	50	32	of	of	ADP
crl-25015	50	33	the	the	DET
crl-25015	50	34	modeling	modeling	NOUN
crl-25015	50	35	process	process	NOUN
crl-25015	50	36	.	.	PUNCT
crl-25015	51	1	ultimately	ultimately	ADV
crl-25015	51	2	the	the	DET
crl-25015	51	3	final	final	ADJ
crl-25015	51	4	predictions	prediction	NOUN
crl-25015	51	5	for	for	ADP
crl-25015	51	6	both	both	CCONJ
crl-25015	51	7	the	the	DET
crl-25015	51	8	training	training	NOUN
crl-25015	51	9	-	-	PUNCT
crl-25015	51	10	data	data	NOUN
crl-25015	51	11	and	and	CCONJ
crl-25015	51	12	test	test	NOUN
crl-25015	51	13	-	-	PUNCT
crl-25015	51	14	data	datum	NOUN
crl-25015	51	15	for	for	ADP
crl-25015	51	16	each	each	DET
crl-25015	51	17	individual	individual	ADJ
crl-25015	51	18	model	model	NOUN
crl-25015	51	19	were	be	AUX
crl-25015	51	20	evaluated	evaluate	VERB
crl-25015	51	21	using	use	VERB
crl-25015	51	22	receiver	receiver	NOUN
crl-25015	51	23	operating	operating	NOUN
crl-25015	51	24	characteristics	characteristic	NOUN
crl-25015	51	25	’	'	PUNCT
crl-25015	51	26	(	(	PUNCT
crl-25015	51	27	roc	roc	PROPN
crl-25015	51	28	)	)	PUNCT
crl-25015	51	29	area	area	NOUN
crl-25015	51	30	under	under	ADP
crl-25015	51	31	the	the	DET
crl-25015	51	32	curve	curve	NOUN
crl-25015	51	33	(	(	PUNCT
crl-25015	51	34	auc).26	auc).26	SCONJ
crl-25015	51	35	the	the	DET
crl-25015	51	36	auc	auc	NOUN
crl-25015	51	37	scores	score	NOUN
crl-25015	51	38	provided	provide	VERB
crl-25015	51	39	the	the	DET
crl-25015	51	40	core	core	NOUN
crl-25015	51	41	performance	performance	NOUN
crl-25015	51	42	metric	metric	ADJ
crl-25015	51	43	for	for	ADP
crl-25015	51	44	evaluating	evaluate	VERB
crl-25015	51	45	the	the	DET
crl-25015	51	46	predictive	predictive	ADJ
crl-25015	51	47	power	power	NOUN
crl-25015	51	48	of	of	ADP
crl-25015	51	49	individual	individual	ADJ
crl-25015	51	50	model	model	NOUN
crl-25015	51	51	formulations	formulation	NOUN
crl-25015	51	52	.	.	PUNCT
crl-25015	52	1	prior	prior	ADV
crl-25015	52	2	to	to	ADP
crl-25015	52	3	modeling	modeling	NOUN
crl-25015	52	4	,	,	PUNCT
crl-25015	52	5	the	the	DET
crl-25015	52	6	raw	raw	ADJ
crl-25015	52	7	transcripts	transcript	NOUN
crl-25015	52	8	required	require	VERB
crl-25015	52	9	extensive	extensive	ADJ
crl-25015	52	10	work	work	NOUN
crl-25015	52	11	to	to	PART
crl-25015	52	12	transform	transform	VERB
crl-25015	52	13	into	into	ADP
crl-25015	52	14	a	a	DET
crl-25015	52	15	usable	usable	ADJ
crl-25015	52	16	format	format	NOUN
crl-25015	52	17	.	.	PUNCT
crl-25015	53	1	the	the	DET
crl-25015	53	2	raw	raw	ADJ
crl-25015	53	3	,	,	PUNCT
crl-25015	53	4	unformatted	unformatted	ADJ
crl-25015	53	5	transcripts	transcript	NOUN
crl-25015	53	6	were	be	AUX
crl-25015	53	7	exported	export	VERB
crl-25015	53	8	from	from	ADP
crl-25015	53	9	libinsight	libinsight	NOUN
crl-25015	53	10	and	and	CCONJ
crl-25015	53	11	stored	store	VERB
crl-25015	53	12	as	as	ADV
crl-25015	53	13	plain	plain	ADJ
crl-25015	53	14	text	text	NOUN
crl-25015	53	15	in	in	ADP
crl-25015	53	16	the	the	DET
crl-25015	53	17	form	form	NOUN
crl-25015	53	18	shown	show	VERB
crl-25015	53	19	in	in	ADP
crl-25015	53	20	figure	figure	NOUN
crl-25015	53	21	2	2	NUM
crl-25015	53	22	.	.	PROPN
crl-25015	53	23	code	code	PROPN
crl-25015	53	24	was	be	AUX
crl-25015	53	25	then	then	ADV
crl-25015	53	26	written	write	VERB
crl-25015	53	27	to	to	PART
crl-25015	53	28	automatically	automatically	ADV
crl-25015	53	29	parse	parse	VERB
crl-25015	53	30	and	and	CCONJ
crl-25015	53	31	organize	organize	VERB
crl-25015	53	32	each	each	DET
crl-25015	53	33	transcript	transcript	NOUN
crl-25015	53	34	into	into	ADP
crl-25015	53	35	the	the	DET
crl-25015	53	36	form	form	NOUN
crl-25015	53	37	shown	show	VERB
crl-25015	53	38	in	in	ADP
crl-25015	53	39	figure	figure	NOUN
crl-25015	53	40	3	3	NUM
crl-25015	53	41	.	.	PUNCT
crl-25015	53	42	figure	figure	VERB
crl-25015	53	43	2	2	NUM
crl-25015	53	44	raw	raw	ADJ
crl-25015	53	45	vrs	vrs	PROPN
crl-25015	53	46	transcript	transcript	NOUN
crl-25015	53	47	9:00	9:00	NUM
crl-25015	53	48	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	54	1	i	i	PRON
crl-25015	54	2	'm	be	AUX
crl-25015	54	3	looking	look	VERB
crl-25015	54	4	for	for	ADP
crl-25015	54	5	a	a	DET
crl-25015	54	6	19th	19th	ADJ
crl-25015	54	7	century	century	NOUN
crl-25015	54	8	article	article	NOUN
crl-25015	54	9	about	about	ADP
crl-25015	54	10	women	woman	NOUN
crl-25015	54	11	fashion	fashion	NOUN
crl-25015	54	12	in	in	ADP
crl-25015	54	13	france	france	PROPN
crl-25015	54	14	but	but	CCONJ
crl-25015	54	15	ca	can	AUX
crl-25015	54	16	nt	not	PART
crl-25015	54	17	seem	seem	VERB
crl-25015	54	18	to	to	PART
crl-25015	54	19	find	find	VERB
crl-25015	54	20	anything	anything	PRON
crl-25015	54	21	?	?	PUNCT
crl-25015	55	1	do	do	AUX
crl-25015	55	2	you	you	PRON
crl-25015	55	3	have	have	VERB
crl-25015	55	4	any	any	DET
crl-25015	55	5	good	good	ADJ
crl-25015	55	6	links	link	NOUN
crl-25015	55	7	?	?	PUNCT
crl-25015	56	1	9:00	9:00	NUM
crl-25015	56	2	me	i	PRON
crl-25015	57	1	hello	hello	INTJ
crl-25015	57	2	9:01	9:01	NUM
crl-25015	57	3	me	i	PRON
crl-25015	57	4	hmm	hmm	NOUN
crl-25015	57	5	...	...	PUNCT
crl-25015	57	6	i	i	PRON
crl-25015	57	7	have	have	VERB
crl-25015	57	8	a	a	DET
crl-25015	57	9	few	few	ADJ
crl-25015	57	10	ideas	idea	NOUN
crl-25015	57	11	!	!	PUNCT
crl-25015	58	1	9:01	9:01	NUM
crl-25015	58	2	me	i	PRON
crl-25015	58	3	are	be	AUX
crl-25015	58	4	you	you	PRON
crl-25015	58	5	looking	look	VERB
crl-25015	58	6	for	for	ADP
crl-25015	58	7	articles	article	NOUN
crl-25015	58	8	that	that	PRON
crl-25015	58	9	are	be	AUX
crl-25015	58	10	about	about	ADP
crl-25015	58	11	19th	19th	ADJ
crl-25015	58	12	centruy	centruy	ADJ
crl-25015	58	13	french	french	ADJ
crl-25015	58	14	fashion	fashion	NOUN
crl-25015	58	15	or	or	CCONJ
crl-25015	58	16	articles	article	NOUN
crl-25015	58	17	written	write	VERB
crl-25015	58	18	in	in	ADP
crl-25015	58	19	the	the	DET
crl-25015	58	20	19th	19th	ADJ
crl-25015	58	21	century	century	NOUN
crl-25015	58	22	about	about	ADP
crl-25015	58	23	french	french	ADJ
crl-25015	58	24	fashion	fashion	NOUN
crl-25015	58	25	?	?	PUNCT
crl-25015	59	1	(	(	PUNCT
crl-25015	59	2	the	the	DET
crl-25015	59	3	former	former	ADJ
crl-25015	59	4	will	will	AUX
crl-25015	59	5	definitely	definitely	ADV
crl-25015	59	6	be	be	AUX
crl-25015	59	7	easier	easy	ADJ
crl-25015	59	8	i	i	PRON
crl-25015	59	9	think	think	VERB
crl-25015	59	10	)	)	PUNCT
crl-25015	59	11	9:02	9:02	NUM
crl-25015	59	12	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	59	13	i	i	PRON
crl-25015	59	14	am	be	AUX
crl-25015	59	15	looking	look	VERB
crl-25015	59	16	for	for	ADP
crl-25015	59	17	scholarly	scholarly	ADJ
crl-25015	59	18	articles	article	NOUN
crl-25015	59	19	about	about	ADP
crl-25015	59	20	19th	19th	ADJ
crl-25015	59	21	century	century	NOUN
crl-25015	59	22	french	french	PROPN
crl-25015	59	23	fashon	fashon	VERB
crl-25015	59	24	9:02	9:02	NUM
crl-25015	59	25	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	59	26	mainly	mainly	ADV
crl-25015	59	27	women	woman	NOUN
crl-25015	59	28	9:04	9:04	NUM
crl-25015	59	29	me	i	PRON
crl-25015	59	30	ok	ok	INTJ
crl-25015	59	31	,	,	PUNCT
crl-25015	59	32	let	let	VERB
crl-25015	59	33	me	i	PRON
crl-25015	59	34	see	see	VERB
crl-25015	59	35	what	what	PRON
crl-25015	59	36	i	i	PRON
crl-25015	59	37	can	can	AUX
crl-25015	59	38	find	find	VERB
crl-25015	59	39	!	!	PUNCT
crl-25015	60	1	9:04	9:04	NUM
crl-25015	60	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	60	3	thanks	thank	NOUN
crl-25015	60	4	you	you	PRON
crl-25015	60	5	rock	rock	VERB
crl-25015	60	6	!	!	PUNCT
crl-25015	61	1	9:04	9:04	NUM
crl-25015	61	2	me	i	PRON
crl-25015	61	3	i	i	PRON
crl-25015	61	4	am	be	AUX
crl-25015	61	5	going	go	VERB
crl-25015	61	6	to	to	PART
crl-25015	61	7	start	start	VERB
crl-25015	61	8	with	with	ADP
crl-25015	61	9	our	our	PRON
crl-25015	61	10	search	search	NOUN
crl-25015	61	11	it	it	PRON
crl-25015	61	12	tool	tool	NOUN
crl-25015	61	13	.	.	PUNCT
crl-25015	62	1	also	also	ADV
crl-25015	62	2	,	,	PUNCT
crl-25015	62	3	we	we	PRON
crl-25015	62	4	have	have	VERB
crl-25015	62	5	some	some	DET
crl-25015	62	6	fashion	fashion	NOUN
crl-25015	62	7	databases	database	NOUN
crl-25015	62	8	as	as	ADP
crl-25015	62	9	well	well	ADV
crl-25015	62	10	http	http	NOUN
crl-25015	62	11	:	:	PUNCT
crl-25015	62	12	//apps.lib.k	//apps.lib.k	NOUN
crl-25015	62	13	-	-	PUNCT
crl-25015	62	14	state	state	NOUN
crl-25015	62	15	.	.	PUNCT
crl-25015	63	1	edu	edu	PROPN
crl-25015	63	2	/	/	SYM
crl-25015	63	3	databases	database	NOUN
crl-25015	63	4	/	/	SYM
crl-25015	63	5	category	category	NOUN
crl-25015	63	6	/	/	SYM
crl-25015	63	7	human	human	NOUN
crl-25015	63	8	-	-	PUNCT
crl-25015	63	9	ecology	ecology	NOUN
crl-25015	63	10	/	/	SYM
crl-25015	63	11	apparel	apparel	NOUN
crl-25015	63	12	-	-	PUNCT
crl-25015	63	13	textiles/	textiles/	NUM
crl-25015	63	14	9:04	9:04	NUM
crl-25015	63	15	me	i	PRON
crl-25015	63	16	have	have	AUX
crl-25015	63	17	you	you	PRON
crl-25015	63	18	had	have	VERB
crl-25015	63	19	a	a	DET
crl-25015	63	20	chance	chance	NOUN
crl-25015	63	21	to	to	PART
crl-25015	63	22	try	try	VERB
crl-25015	63	23	either	either	PRON
crl-25015	63	24	of	of	ADP
crl-25015	63	25	those	those	DET
crl-25015	63	26	sources	source	NOUN
crl-25015	63	27	?	?	PUNCT
crl-25015	64	1	9:05	9:05	NUM
crl-25015	64	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	65	1	yeah	yeah	INTJ
crl-25015	66	1	i	i	PRON
crl-25015	66	2	have	have	AUX
crl-25015	66	3	tried	try	VERB
crl-25015	66	4	..	..	PUNCT
crl-25015	67	1	i	i	PRON
crl-25015	67	2	am	be	AUX
crl-25015	67	3	no	no	ADV
crl-25015	67	4	sure	sure	ADJ
crl-25015	67	5	if	if	SCONJ
crl-25015	67	6	i	i	PRON
crl-25015	67	7	m	m	VERB
crl-25015	67	8	too	too	ADV
crl-25015	67	9	specific	specific	ADJ
crl-25015	67	10	or	or	CCONJ
crl-25015	67	11	not	not	PART
crl-25015	67	12	specific	specific	ADJ
crl-25015	67	13	enough	enough	ADV
crl-25015	67	14	.	.	PUNCT
crl-25015	68	1	9:06	9:06	NUM
crl-25015	68	2	me	me	PROPN
crl-25015	68	3	gotcha	gotcha	NOUN
crl-25015	68	4	.	.	PUNCT
crl-25015	69	1	also	also	ADV
crl-25015	69	2	,	,	PUNCT
crl-25015	69	3	do	do	AUX
crl-25015	69	4	they	they	PRON
crl-25015	69	5	have	have	VERB
crl-25015	69	6	to	to	PART
crl-25015	69	7	be	be	AUX
crl-25015	69	8	scholarly	scholarly	ADJ
crl-25015	69	9	articles	article	NOUN
crl-25015	69	10	?	?	PUNCT
crl-25015	70	1	would	would	AUX
crl-25015	70	2	library	library	VERB
crl-25015	70	3	books	book	NOUN
crl-25015	70	4	work	work	VERB
crl-25015	70	5	as	as	ADV
crl-25015	70	6	well	well	ADV
crl-25015	70	7	?	?	PUNCT
crl-25015	71	1	9:06	9:06	NUM
crl-25015	71	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	71	3	yes	yes	INTJ
crl-25015	71	4	,	,	PUNCT
crl-25015	71	5	i	i	PRON
crl-25015	71	6	believe	believe	VERB
crl-25015	71	7	so	so	ADV
crl-25015	71	8	.	.	PUNCT
crl-25015	72	1	9:07	9:07	NUM
crl-25015	72	2	me	i	PRON
crl-25015	72	3	i	i	PRON
crl-25015	72	4	found	find	VERB
crl-25015	72	5	one	one	NUM
crl-25015	72	6	promising	promising	ADJ
crl-25015	72	7	book	book	NOUN
crl-25015	72	8	in	in	ADP
crl-25015	72	9	search	search	NOUN
crl-25015	72	10	it	it	PRON
crl-25015	72	11	"	"	PUNCT
crl-25015	72	12	accessories	accessory	NOUN
crl-25015	72	13	to	to	ADP
crl-25015	72	14	modernity	modernity	NOUN
crl-25015	72	15	:	:	PUNCT
crl-25015	72	16	fashion	fashion	NOUN
crl-25015	72	17	and	and	CCONJ
crl-25015	72	18	the	the	DET
crl-25015	72	19	feminine	feminine	NOUN
crl-25015	72	20	in	in	ADP
crl-25015	72	21	nineteenth	nineteenth	ADJ
crl-25015	72	22	-	-	PUNCT
crl-25015	72	23	century	century	NOUN
crl-25015	72	24	france	france	PROPN
crl-25015	72	25	"	"	PUNCT
crl-25015	72	26	9:07	9:07	NUM
crl-25015	72	27	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	72	28	my	my	PRON
crl-25015	72	29	assignment	assignment	NOUN
crl-25015	72	30	details	detail	NOUN
crl-25015	72	31	just	just	ADV
crl-25015	72	32	say	say	VERB
crl-25015	72	33	two	two	NUM
crl-25015	72	34	scholarly	scholarly	ADJ
crl-25015	72	35	sources	source	NOUN
crl-25015	72	36	.	.	PUNCT
crl-25015	73	1	9:09	9:09	NUM
crl-25015	73	2	me	i	PRON
crl-25015	73	3	ok	ok	INTJ
crl-25015	73	4	,	,	PUNCT
crl-25015	73	5	i	i	PRON
crl-25015	73	6	certianly	certianly	ADV
crl-25015	73	7	think	think	VERB
crl-25015	73	8	many	many	ADJ
crl-25015	73	9	of	of	ADP
crl-25015	73	10	the	the	DET
crl-25015	73	11	books	book	NOUN
crl-25015	73	12	in	in	ADP
crl-25015	73	13	the	the	DET
crl-25015	73	14	library	library	NOUN
crl-25015	73	15	qualify	qualify	VERB
crl-25015	73	16	as	as	ADP
crl-25015	73	17	"	"	PUNCT
crl-25015	73	18	scholarly	scholarly	ADJ
crl-25015	73	19	"	"	PUNCT
crl-25015	73	20	obviously	obviously	ADV
crl-25015	73	21	some	some	PRON
crl-25015	73	22	will	will	AUX
crl-25015	73	23	not	not	PART
crl-25015	73	24	(	(	PUNCT
crl-25015	73	25	ex	ex	PROPN
crl-25015	73	26	.	.	PROPN
crl-25015	73	27	batman	batman	PROPN
crl-25015	73	28	comics	comic_strip	NOUN
crl-25015	73	29	)	)	PUNCT
crl-25015	73	30	,	,	PUNCT
crl-25015	73	31	but	but	CCONJ
crl-25015	73	32	i	i	PRON
crl-25015	73	33	think	think	VERB
crl-25015	73	34	you	you	PRON
crl-25015	73	35	should	should	AUX
crl-25015	73	36	be	be	AUX
crl-25015	73	37	able	able	ADJ
crl-25015	73	38	to	to	PART
crl-25015	73	39	identify	identify	VERB
crl-25015	73	40	if	if	SCONJ
crl-25015	73	41	a	a	DET
crl-25015	73	42	book	book	NOUN
crl-25015	73	43	is	be	AUX
crl-25015	73	44	a	a	DET
crl-25015	73	45	scholarly	scholarly	ADJ
crl-25015	73	46	source	source	NOUN
crl-25015	73	47	(	(	PUNCT
crl-25015	73	48	they	they	PRON
crl-25015	73	49	will	will	AUX
crl-25015	73	50	have	have	VERB
crl-25015	73	51	lots	lot	NOUN
crl-25015	73	52	of	of	ADP
crl-25015	73	53	references	reference	NOUN
crl-25015	73	54	,	,	PUNCT
crl-25015	73	55	detailed	detailed	ADJ
crl-25015	73	56	info	info	NOUN
crl-25015	73	57	,	,	PUNCT
crl-25015	73	58	neutral	neutral	ADJ
crl-25015	73	59	tone	tone	NOUN
crl-25015	73	60	,	,	PUNCT
crl-25015	73	61	etc	etc	X
crl-25015	73	62	...	...	X
crl-25015	73	63	)	)	PUNCT
crl-25015	74	1	9:10	9:10	NUM
crl-25015	74	2	me	i	PRON
crl-25015	74	3	here	here	ADV
crl-25015	74	4	is	be	AUX
crl-25015	74	5	a	a	DET
crl-25015	74	6	quick	quick	ADJ
crl-25015	74	7	video	video	NOUN
crl-25015	74	8	showing	show	VERB
crl-25015	74	9	how	how	SCONJ
crl-25015	74	10	i	i	PRON
crl-25015	74	11	found	find	VERB
crl-25015	74	12	some	some	DET
crl-25015	74	13	books	book	NOUN
crl-25015	74	14	....	....	PUNCT
crl-25015	75	1	9:10	9:10	NUM
crl-25015	75	2	me	me	PROPN
crl-25015	75	3	http	http	NOUN
crl-25015	75	4	:	:	PUNCT
crl-25015	75	5	//screencast.com	//screencast.com	PROPN
crl-25015	75	6	/	/	SYM
crl-25015	75	7	t/	t/	NOUN
crl-25015	75	8	*	*	PUNCT
crl-25015	75	9	*	*	PUNCT
crl-25015	75	10	*	*	PUNCT
crl-25015	75	11	*	*	PUNCT
crl-25015	75	12	*	*	PUNCT
crl-25015	75	13	*	*	PUNCT
crl-25015	75	14	*	*	PUNCT
crl-25015	75	15	*	*	PUNCT
crl-25015	75	16	*	*	PUNCT
crl-25015	75	17	*	*	PUNCT
crl-25015	75	18	9:12	9:12	NUM
crl-25015	75	19	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	76	1	okay	okay	INTJ
crl-25015	76	2	,	,	PUNCT
crl-25015	76	3	thank	thank	VERB
crl-25015	76	4	you	you	PRON
crl-25015	76	5	so	so	ADV
crl-25015	76	6	much	much	ADV
crl-25015	76	7	!	!	PUNCT
crl-25015	77	1	9:12	9:12	NUM
crl-25015	77	2	me	i	PRON
crl-25015	77	3	in	in	ADP
crl-25015	77	4	that	that	DET
crl-25015	77	5	video	video	NOUN
crl-25015	77	6	i	i	PRON
crl-25015	77	7	highlighted	highlight	VERB
crl-25015	77	8	the	the	DET
crl-25015	77	9	call	call	NOUN
crl-25015	77	10	number	number	NOUN
crl-25015	77	11	for	for	ADP
crl-25015	77	12	the	the	DET
crl-25015	77	13	book	book	NOUN
crl-25015	77	14	9:12	9:12	NUM
crl-25015	77	15	me	i	PRON
crl-25015	77	16	call	call	NOUN
crl-25015	77	17	numbers	number	NOUN
crl-25015	77	18	are	be	AUX
crl-25015	77	19	ordered	order	VERB
crl-25015	77	20	by	by	ADP
crl-25015	77	21	subject	subject	NOUN
crl-25015	77	22	,	,	PUNCT
crl-25015	77	23	so	so	CCONJ
crl-25015	77	24	if	if	SCONJ
crl-25015	77	25	you	you	PRON
crl-25015	77	26	can	can	AUX
crl-25015	77	27	find	find	VERB
crl-25015	77	28	that	that	DET
crl-25015	77	29	book	book	NOUN
crl-25015	77	30	,	,	PUNCT
crl-25015	77	31	you	you	PRON
crl-25015	77	32	should	should	AUX
crl-25015	77	33	be	be	AUX
crl-25015	77	34	able	able	ADJ
crl-25015	77	35	to	to	PART
crl-25015	77	36	find	find	VERB
crl-25015	77	37	many	many	ADJ
crl-25015	77	38	other	other	ADJ
crl-25015	77	39	relevant	relevant	ADJ
crl-25015	77	40	books	book	NOUN
crl-25015	77	41	right	right	ADV
crl-25015	77	42	next	next	ADV
crl-25015	77	43	to	to	ADP
crl-25015	77	44	it	it	PRON
crl-25015	77	45	9:12	9:12	NUM
crl-25015	77	46	me	i	PRON
crl-25015	77	47	also	also	ADV
crl-25015	77	48	,	,	PUNCT
crl-25015	77	49	for	for	ADP
crl-25015	77	50	research	research	NOUN
crl-25015	77	51	articles	article	NOUN
crl-25015	77	52	,	,	PUNCT
crl-25015	77	53	i	i	PRON
crl-25015	77	54	think	think	VERB
crl-25015	77	55	the	the	DET
crl-25015	77	56	"	"	PUNCT
crl-25015	77	57	berg	berg	PROPN
crl-25015	77	58	fashion	fashion	PROPN
crl-25015	77	59	library	library	PROPN
crl-25015	77	60	"	"	PUNCT
crl-25015	77	61	databases	database	NOUN
crl-25015	77	62	may	may	AUX
crl-25015	77	63	be	be	AUX
crl-25015	77	64	another	another	DET
crl-25015	77	65	good	good	ADJ
crl-25015	77	66	place	place	NOUN
crl-25015	77	67	to	to	PART
crl-25015	77	68	search	search	VERB
crl-25015	77	69	9:13	9:13	NUM
crl-25015	77	70	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	77	71	thank	thank	VERB
crl-25015	77	72	you	you	PRON
crl-25015	77	73	,	,	PUNCT
crl-25015	77	74	i	i	PRON
crl-25015	77	75	appreciate	appreciate	VERB
crl-25015	77	76	it	it	PRON
crl-25015	77	77	.	.	PUNCT
crl-25015	78	1	9:14	9:14	NUM
crl-25015	78	2	me	i	PRON
crl-25015	78	3	does	do	AUX
crl-25015	78	4	that	that	PRON
crl-25015	78	5	give	give	VERB
crl-25015	78	6	you	you	PRON
crl-25015	78	7	a	a	DET
crl-25015	78	8	good	good	ADJ
crl-25015	78	9	starting	starting	NOUN
crl-25015	78	10	point	point	NOUN
crl-25015	78	11	?	?	PUNCT
crl-25015	79	1	9:16	9:16	NUM
crl-25015	79	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	79	3	yes	yes	INTJ
crl-25015	79	4	,	,	PUNCT
crl-25015	79	5	thanks	thank	NOUN
crl-25015	79	6	!	!	PUNCT
crl-25015	80	1	9:17	9:17	NUM
crl-25015	80	2	me	i	PRON
crl-25015	80	3	great	great	ADJ
crl-25015	80	4	!	!	PUNCT
crl-25015	81	1	please	please	INTJ
crl-25015	81	2	do	do	AUX
crl-25015	81	3	n't	not	PART
crl-25015	81	4	hesitate	hesitate	VERB
crl-25015	81	5	to	to	PART
crl-25015	81	6	come	come	VERB
crl-25015	81	7	back	back	ADV
crl-25015	81	8	if	if	SCONJ
crl-25015	81	9	you	you	PRON
crl-25015	81	10	have	have	VERB
crl-25015	81	11	more	more	ADJ
crl-25015	81	12	questions	question	NOUN
crl-25015	81	13	9:26	9:26	NUM
crl-25015	81	14	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	82	1	awesome	awesome	ADJ
crl-25015	82	2	thank	thank	VERB
crl-25015	82	3	you	you	PRON
crl-25015	82	4	!	!	PUNCT
crl-25015	83	1	688	688	NUM
crl-25015	83	2	college	college	PROPN
crl-25015	83	3	&	&	CCONJ
crl-25015	83	4	research	research	PROPN
crl-25015	83	5	libraries	library	NOUN
crl-25015	83	6	july	july	PROPN
crl-25015	83	7	2021	2021	NUM
crl-25015	83	8	figure	figure	NOUN
crl-25015	83	9	3	3	NUM
crl-25015	83	10	parsed	parse	VERB
crl-25015	83	11	vrs	vrs	PROPN
crl-25015	83	12	transcript	transcript	NOUN
crl-25015	84	1	[	[	PUNCT
crl-25015	84	2	'	'	NOUN
crl-25015	84	3	9:00	9:00	NUM
crl-25015	84	4	'	'	NOUN
crl-25015	84	5	,	,	PUNCT
crl-25015	84	6	'	'	PUNCT
crl-25015	84	7	patron	patron	NOUN
crl-25015	84	8	'	'	PUNCT
crl-25015	84	9	,	,	PUNCT
crl-25015	84	10	"	"	PUNCT
crl-25015	84	11	i	i	PRON
crl-25015	84	12	'm	be	AUX
crl-25015	84	13	looking	look	VERB
crl-25015	84	14	for	for	ADP
crl-25015	84	15	a	a	DET
crl-25015	84	16	19th	19th	ADJ
crl-25015	84	17	century	century	NOUN
crl-25015	84	18	article	article	NOUN
crl-25015	84	19	about	about	ADP
crl-25015	84	20	women	woman	NOUN
crl-25015	84	21	fashion	fashion	NOUN
crl-25015	84	22	in	in	ADP
crl-25015	84	23	france	france	PROPN
crl-25015	84	24	but	but	CCONJ
crl-25015	84	25	ca	can	AUX
crl-25015	84	26	nt	not	PART
crl-25015	84	27	seem	seem	VERB
crl-25015	84	28	to	to	PART
crl-25015	84	29	find	find	VERB
crl-25015	84	30	anything	anything	PRON
crl-25015	84	31	?	?	PUNCT
crl-25015	85	1	do	do	AUX
crl-25015	85	2	you	you	PRON
crl-25015	85	3	have	have	VERB
crl-25015	85	4	any	any	DET
crl-25015	85	5	good	good	ADJ
crl-25015	85	6	links	link	NOUN
crl-25015	85	7	?	?	PUNCT
crl-25015	85	8	"	"	PUNCT
crl-25015	85	9	]	]	PUNCT
crl-25015	86	1	[	[	X
crl-25015	86	2	'	'	NOUN
crl-25015	86	3	9:00	9:00	NUM
crl-25015	86	4	'	'	PUNCT
crl-25015	86	5	,	,	PUNCT
crl-25015	86	6	'	'	PUNCT
crl-25015	86	7	staff	staff	NOUN
crl-25015	86	8	'	'	PUNCT
crl-25015	86	9	,	,	PUNCT
crl-25015	86	10	'	'	PUNCT
crl-25015	86	11	hello	hello	INTJ
crl-25015	86	12	'	'	PUNCT
crl-25015	86	13	]	]	PUNCT
crl-25015	87	1	[	[	X
crl-25015	87	2	'	'	NOUN
crl-25015	87	3	9:01	9:01	NUM
crl-25015	87	4	'	'	NOUN
crl-25015	87	5	,	,	PUNCT
crl-25015	87	6	'	'	PUNCT
crl-25015	87	7	staff	staff	NOUN
crl-25015	87	8	'	'	PUNCT
crl-25015	87	9	,	,	PUNCT
crl-25015	87	10	'	'	PUNCT
crl-25015	87	11	hmm	hmm	NOUN
crl-25015	87	12	...	...	PUNCT
crl-25015	87	13	i	i	PRON
crl-25015	87	14	have	have	VERB
crl-25015	87	15	a	a	DET
crl-25015	87	16	few	few	ADJ
crl-25015	87	17	ideas	idea	NOUN
crl-25015	87	18	!	!	PUNCT
crl-25015	87	19	'	'	PUNCT
crl-25015	87	20	]	]	PUNCT
crl-25015	88	1	[	[	X
crl-25015	88	2	'	'	NOUN
crl-25015	88	3	9:01	9:01	NUM
crl-25015	88	4	'	'	NOUN
crl-25015	88	5	,	,	PUNCT
crl-25015	88	6	'	'	PUNCT
crl-25015	88	7	staff	staff	NOUN
crl-25015	88	8	'	'	PUNCT
crl-25015	88	9	,	,	PUNCT
crl-25015	88	10	'	'	PUNCT
crl-25015	88	11	are	be	AUX
crl-25015	88	12	you	you	PRON
crl-25015	88	13	looking	look	VERB
crl-25015	88	14	for	for	ADP
crl-25015	88	15	articles	article	NOUN
crl-25015	88	16	that	that	PRON
crl-25015	88	17	are	be	AUX
crl-25015	88	18	about	about	ADP
crl-25015	88	19	19th	19th	ADJ
crl-25015	88	20	centruy	centruy	ADJ
crl-25015	88	21	french	french	ADJ
crl-25015	88	22	fashion	fashion	NOUN
crl-25015	88	23	or	or	CCONJ
crl-25015	88	24	articles	article	NOUN
crl-25015	88	25	written	write	VERB
crl-25015	88	26	in	in	ADP
crl-25015	88	27	the	the	DET
crl-25015	88	28	19th	19th	ADJ
crl-25015	88	29	century	century	NOUN
crl-25015	88	30	about	about	ADP
crl-25015	88	31	french	french	ADJ
crl-25015	88	32	fashion	fashion	NOUN
crl-25015	88	33	?	?	PUNCT
crl-25015	89	1	(	(	PUNCT
crl-25015	89	2	the	the	DET
crl-25015	89	3	former	former	ADJ
crl-25015	89	4	will	will	AUX
crl-25015	89	5	definitely	definitely	ADV
crl-25015	89	6	be	be	AUX
crl-25015	89	7	easier	easy	ADJ
crl-25015	89	8	i	i	PRON
crl-25015	89	9	think	think	VERB
crl-25015	89	10	)	)	PUNCT
crl-25015	89	11	'	'	PUNCT
crl-25015	89	12	]	]	PUNCT
crl-25015	90	1	[	[	X
crl-25015	90	2	'	'	NOUN
crl-25015	90	3	9:02	9:02	NUM
crl-25015	90	4	'	'	PUNCT
crl-25015	90	5	,	,	PUNCT
crl-25015	90	6	'	'	PUNCT
crl-25015	90	7	patron	patron	NOUN
crl-25015	90	8	'	'	PUNCT
crl-25015	90	9	,	,	PUNCT
crl-25015	90	10	'	'	PUNCT
crl-25015	90	11	i	i	PRON
crl-25015	90	12	am	be	AUX
crl-25015	90	13	looking	look	VERB
crl-25015	90	14	for	for	ADP
crl-25015	90	15	scholarly	scholarly	ADJ
crl-25015	90	16	articles	article	NOUN
crl-25015	90	17	about	about	ADP
crl-25015	90	18	19th	19th	ADJ
crl-25015	90	19	century	century	NOUN
crl-25015	90	20	french	french	ADJ
crl-25015	90	21	fashon	fashon	NOUN
crl-25015	90	22	'	'	PUNCT
crl-25015	90	23	]	]	PUNCT
crl-25015	91	1	[	[	X
crl-25015	91	2	'	'	NOUN
crl-25015	91	3	9:02	9:02	NUM
crl-25015	91	4	'	'	PUNCT
crl-25015	91	5	,	,	PUNCT
crl-25015	91	6	'	'	PUNCT
crl-25015	91	7	patron	patron	NOUN
crl-25015	91	8	'	'	PUNCT
crl-25015	91	9	,	,	PUNCT
crl-25015	91	10	'	'	PUNCT
crl-25015	91	11	mainly	mainly	ADV
crl-25015	91	12	women	woman	NOUN
crl-25015	91	13	'	'	PART
crl-25015	91	14	]	]	PUNCT
crl-25015	92	1	[	[	X
crl-25015	92	2	'	'	NOUN
crl-25015	92	3	9:04	9:04	NUM
crl-25015	92	4	'	'	NUM
crl-25015	92	5	,	,	PUNCT
crl-25015	92	6	'	'	PUNCT
crl-25015	92	7	staff	staff	NOUN
crl-25015	92	8	'	'	PUNCT
crl-25015	92	9	,	,	PUNCT
crl-25015	92	10	'	'	PUNCT
crl-25015	92	11	ok	ok	INTJ
crl-25015	92	12	,	,	PUNCT
crl-25015	92	13	let	let	VERB
crl-25015	92	14	me	i	PRON
crl-25015	92	15	see	see	VERB
crl-25015	92	16	what	what	PRON
crl-25015	92	17	i	i	PRON
crl-25015	92	18	can	can	AUX
crl-25015	92	19	find	find	VERB
crl-25015	92	20	!	!	PUNCT
crl-25015	92	21	'	'	PUNCT
crl-25015	92	22	]	]	PUNCT
crl-25015	93	1	[	[	X
crl-25015	93	2	'	'	NOUN
crl-25015	93	3	9:04	9:04	NUM
crl-25015	93	4	'	'	PUNCT
crl-25015	93	5	,	,	PUNCT
crl-25015	93	6	'	'	PUNCT
crl-25015	93	7	patron	patron	NOUN
crl-25015	93	8	'	'	PUNCT
crl-25015	93	9	,	,	PUNCT
crl-25015	93	10	'	'	PUNCT
crl-25015	93	11	thanks	thank	NOUN
crl-25015	93	12	you	you	PRON
crl-25015	93	13	rock	rock	VERB
crl-25015	93	14	!	!	PUNCT
crl-25015	93	15	'	'	PUNCT
crl-25015	93	16	]	]	PUNCT
crl-25015	94	1	[	[	X
crl-25015	94	2	'	'	NOUN
crl-25015	94	3	9:04	9:04	NUM
crl-25015	94	4	'	'	NUM
crl-25015	94	5	,	,	PUNCT
crl-25015	94	6	'	'	PUNCT
crl-25015	94	7	staff	staff	NOUN
crl-25015	94	8	'	'	PUNCT
crl-25015	94	9	,	,	PUNCT
crl-25015	94	10	'	'	PUNCT
crl-25015	94	11	i	i	PRON
crl-25015	94	12	am	be	AUX
crl-25015	94	13	going	go	VERB
crl-25015	94	14	to	to	PART
crl-25015	94	15	start	start	VERB
crl-25015	94	16	with	with	ADP
crl-25015	94	17	our	our	PRON
crl-25015	94	18	search	search	NOUN
crl-25015	94	19	it	it	PRON
crl-25015	94	20	tool	tool	NOUN
crl-25015	94	21	.	.	PUNCT
crl-25015	95	1	also	also	ADV
crl-25015	95	2	,	,	PUNCT
crl-25015	95	3	we	we	PRON
crl-25015	95	4	have	have	VERB
crl-25015	95	5	some	some	DET
crl-25015	95	6	fashion	fashion	NOUN
crl-25015	95	7	databases	database	NOUN
crl-25015	95	8	as	as	ADP
crl-25015	95	9	well	well	ADV
crl-25015	95	10	http	http	NOUN
crl-25015	95	11	:	:	PUNCT
crl-25015	95	12	//apps.lib.k	//apps.lib.k	NOUN
crl-25015	95	13	-	-	X
crl-25015	95	14	state.edu	state.edu	X
crl-25015	95	15	/	/	SYM
crl-25015	95	16	databases	database	NOUN
crl-25015	95	17	/	/	SYM
crl-25015	95	18	category	category	NOUN
crl-25015	95	19	/	/	SYM
crl-25015	95	20	human	human	NOUN
crl-25015	95	21	-	-	PUNCT
crl-25015	95	22	ecology	ecology	NOUN
crl-25015	95	23	/	/	SYM
crl-25015	95	24	apparel	apparel	NOUN
crl-25015	95	25	-	-	PUNCT
crl-25015	95	26	textiles/	textiles/	NUM
crl-25015	95	27	'	'	PUNCT
crl-25015	95	28	]	]	PUNCT
crl-25015	96	1	[	[	X
crl-25015	96	2	'	'	NOUN
crl-25015	96	3	9:04	9:04	NUM
crl-25015	96	4	'	'	NUM
crl-25015	96	5	,	,	PUNCT
crl-25015	96	6	'	'	PUNCT
crl-25015	96	7	staff	staff	NOUN
crl-25015	96	8	'	'	PUNCT
crl-25015	96	9	,	,	PUNCT
crl-25015	96	10	'	'	PUNCT
crl-25015	96	11	have	have	AUX
crl-25015	96	12	you	you	PRON
crl-25015	96	13	had	have	VERB
crl-25015	96	14	a	a	DET
crl-25015	96	15	chance	chance	NOUN
crl-25015	96	16	to	to	PART
crl-25015	96	17	try	try	VERB
crl-25015	96	18	either	either	PRON
crl-25015	96	19	of	of	ADP
crl-25015	96	20	those	those	DET
crl-25015	96	21	sources	source	NOUN
crl-25015	96	22	?	?	PUNCT
crl-25015	96	23	'	'	PUNCT
crl-25015	96	24	]	]	PUNCT
crl-25015	97	1	[	[	X
crl-25015	97	2	'	'	NOUN
crl-25015	97	3	9:05	9:05	NUM
crl-25015	97	4	'	'	NOUN
crl-25015	97	5	,	,	PUNCT
crl-25015	97	6	'	'	PUNCT
crl-25015	97	7	patron	patron	NOUN
crl-25015	97	8	'	'	PUNCT
crl-25015	97	9	,	,	PUNCT
crl-25015	97	10	'	'	PUNCT
crl-25015	97	11	yeah	yeah	INTJ
crl-25015	97	12	i	i	PRON
crl-25015	97	13	have	have	AUX
crl-25015	97	14	tried	try	VERB
crl-25015	97	15	..	..	PUNCT
crl-25015	98	1	i	i	PRON
crl-25015	98	2	am	be	AUX
crl-25015	98	3	no	no	ADV
crl-25015	98	4	sure	sure	ADJ
crl-25015	98	5	if	if	SCONJ
crl-25015	98	6	i	i	PRON
crl-25015	98	7	m	m	VERB
crl-25015	98	8	too	too	ADV
crl-25015	98	9	specific	specific	ADJ
crl-25015	98	10	or	or	CCONJ
crl-25015	98	11	not	not	PART
crl-25015	98	12	specific	specific	ADJ
crl-25015	98	13	enough	enough	ADV
crl-25015	98	14	.	.	PUNCT
crl-25015	98	15	'	'	PUNCT
crl-25015	98	16	]	]	PUNCT
crl-25015	99	1	[	[	X
crl-25015	99	2	'	'	NOUN
crl-25015	99	3	9:06	9:06	NUM
crl-25015	99	4	'	'	PUNCT
crl-25015	99	5	,	,	PUNCT
crl-25015	99	6	'	'	PUNCT
crl-25015	99	7	staff	staff	NOUN
crl-25015	99	8	'	'	PUNCT
crl-25015	99	9	,	,	PUNCT
crl-25015	99	10	'	'	PUNCT
crl-25015	99	11	gotcha	gotcha	NOUN
crl-25015	99	12	.	.	PUNCT
crl-25015	100	1	also	also	ADV
crl-25015	100	2	,	,	PUNCT
crl-25015	100	3	do	do	AUX
crl-25015	100	4	they	they	PRON
crl-25015	100	5	have	have	VERB
crl-25015	100	6	to	to	PART
crl-25015	100	7	be	be	AUX
crl-25015	100	8	scholarly	scholarly	ADJ
crl-25015	100	9	articles	article	NOUN
crl-25015	100	10	?	?	PUNCT
crl-25015	101	1	would	would	AUX
crl-25015	101	2	library	library	VERB
crl-25015	101	3	books	book	NOUN
crl-25015	101	4	work	work	VERB
crl-25015	101	5	as	as	ADV
crl-25015	101	6	well	well	ADV
crl-25015	101	7	?	?	PUNCT
crl-25015	101	8	'	'	PUNCT
crl-25015	101	9	]	]	PUNCT
crl-25015	102	1	[	[	X
crl-25015	102	2	'	'	NOUN
crl-25015	102	3	9:06	9:06	NUM
crl-25015	102	4	'	'	PUNCT
crl-25015	102	5	,	,	PUNCT
crl-25015	102	6	'	'	PUNCT
crl-25015	102	7	patron	patron	NOUN
crl-25015	102	8	'	'	PUNCT
crl-25015	102	9	,	,	PUNCT
crl-25015	102	10	'	'	PUNCT
crl-25015	102	11	yes	yes	INTJ
crl-25015	102	12	,	,	PUNCT
crl-25015	102	13	i	i	PRON
crl-25015	102	14	believe	believe	VERB
crl-25015	102	15	so	so	ADV
crl-25015	102	16	.	.	PUNCT
crl-25015	102	17	'	'	PUNCT
crl-25015	102	18	]	]	PUNCT
crl-25015	103	1	[	[	X
crl-25015	103	2	'	'	NOUN
crl-25015	103	3	9:07	9:07	NUM
crl-25015	103	4	'	'	PUNCT
crl-25015	103	5	,	,	PUNCT
crl-25015	103	6	'	'	PUNCT
crl-25015	103	7	staff	staff	NOUN
crl-25015	103	8	'	'	PUNCT
crl-25015	103	9	,	,	PUNCT
crl-25015	103	10	'	'	PUNCT
crl-25015	103	11	i	i	PRON
crl-25015	103	12	found	find	VERB
crl-25015	103	13	one	one	NUM
crl-25015	103	14	promising	promising	ADJ
crl-25015	103	15	book	book	NOUN
crl-25015	103	16	in	in	ADP
crl-25015	103	17	search	search	NOUN
crl-25015	103	18	it	it	PRON
crl-25015	103	19	"	"	PUNCT
crl-25015	103	20	accessories	accessory	NOUN
crl-25015	103	21	to	to	ADP
crl-25015	103	22	modernity	modernity	NOUN
crl-25015	103	23	:	:	PUNCT
crl-25015	103	24	fashion	fashion	NOUN
crl-25015	103	25	and	and	CCONJ
crl-25015	103	26	the	the	DET
crl-25015	103	27	feminine	feminine	NOUN
crl-25015	103	28	in	in	ADP
crl-25015	103	29	nineteenth	nineteenth	ADJ
crl-25015	103	30	-	-	PUNCT
crl-25015	103	31	century	century	NOUN
crl-25015	103	32	france	france	PROPN
crl-25015	103	33	"	"	PUNCT
crl-25015	103	34	'	'	PUNCT
crl-25015	103	35	]	]	PUNCT
crl-25015	104	1	[	[	X
crl-25015	104	2	'	'	NOUN
crl-25015	104	3	9:07	9:07	NUM
crl-25015	104	4	'	'	PUNCT
crl-25015	104	5	,	,	PUNCT
crl-25015	104	6	'	'	PUNCT
crl-25015	104	7	patron	patron	NOUN
crl-25015	104	8	'	'	PUNCT
crl-25015	104	9	,	,	PUNCT
crl-25015	104	10	'	'	PUNCT
crl-25015	104	11	my	my	PRON
crl-25015	104	12	assignment	assignment	NOUN
crl-25015	104	13	details	detail	NOUN
crl-25015	104	14	just	just	ADV
crl-25015	104	15	say	say	VERB
crl-25015	104	16	two	two	NUM
crl-25015	104	17	scholarly	scholarly	ADJ
crl-25015	104	18	sources	source	NOUN
crl-25015	104	19	.	.	PUNCT
crl-25015	104	20	'	'	PUNCT
crl-25015	104	21	]	]	PUNCT
crl-25015	105	1	[	[	X
crl-25015	105	2	'	'	NOUN
crl-25015	105	3	9:09	9:09	NUM
crl-25015	105	4	'	'	PUNCT
crl-25015	105	5	,	,	PUNCT
crl-25015	105	6	'	'	PUNCT
crl-25015	105	7	staff	staff	NOUN
crl-25015	105	8	'	'	PUNCT
crl-25015	105	9	,	,	PUNCT
crl-25015	105	10	'	'	PUNCT
crl-25015	105	11	ok	ok	INTJ
crl-25015	105	12	,	,	PUNCT
crl-25015	105	13	i	i	PRON
crl-25015	105	14	certianly	certianly	ADV
crl-25015	105	15	think	think	VERB
crl-25015	105	16	many	many	ADJ
crl-25015	105	17	of	of	ADP
crl-25015	105	18	the	the	DET
crl-25015	105	19	books	book	NOUN
crl-25015	105	20	in	in	ADP
crl-25015	105	21	the	the	DET
crl-25015	105	22	library	library	NOUN
crl-25015	105	23	qualify	qualify	VERB
crl-25015	105	24	as	as	ADP
crl-25015	105	25	"	"	PUNCT
crl-25015	105	26	scholarly	scholarly	ADJ
crl-25015	105	27	"	"	PUNCT
crl-25015	105	28	obviously	obviously	ADV
crl-25015	105	29	some	some	PRON
crl-25015	105	30	will	will	AUX
crl-25015	105	31	not	not	PART
crl-25015	105	32	(	(	PUNCT
crl-25015	105	33	ex	ex	PROPN
crl-25015	105	34	.	.	PROPN
crl-25015	105	35	batman	batman	PROPN
crl-25015	105	36	comics	comic_strip	NOUN
crl-25015	105	37	)	)	PUNCT
crl-25015	105	38	,	,	PUNCT
crl-25015	105	39	but	but	CCONJ
crl-25015	105	40	i	i	PRON
crl-25015	105	41	think	think	VERB
crl-25015	105	42	you	you	PRON
crl-25015	105	43	should	should	AUX
crl-25015	105	44	be	be	AUX
crl-25015	105	45	able	able	ADJ
crl-25015	105	46	to	to	PART
crl-25015	105	47	identify	identify	VERB
crl-25015	105	48	if	if	SCONJ
crl-25015	105	49	a	a	DET
crl-25015	105	50	book	book	NOUN
crl-25015	105	51	is	be	AUX
crl-25015	105	52	a	a	DET
crl-25015	105	53	scholarly	scholarly	ADJ
crl-25015	105	54	source	source	NOUN
crl-25015	105	55	(	(	PUNCT
crl-25015	105	56	they	they	PRON
crl-25015	105	57	will	will	AUX
crl-25015	105	58	have	have	VERB
crl-25015	105	59	lots	lot	NOUN
crl-25015	105	60	of	of	ADP
crl-25015	105	61	references	reference	NOUN
crl-25015	105	62	,	,	PUNCT
crl-25015	105	63	detailed	detailed	ADJ
crl-25015	105	64	info	info	NOUN
crl-25015	105	65	,	,	PUNCT
crl-25015	105	66	neutral	neutral	ADJ
crl-25015	105	67	tone	tone	NOUN
crl-25015	105	68	,	,	PUNCT
crl-25015	105	69	etc	etc	X
crl-25015	105	70	...	...	X
crl-25015	105	71	)	)	PUNCT
crl-25015	105	72	'	'	PUNCT
crl-25015	105	73	]	]	PUNCT
crl-25015	106	1	[	[	X
crl-25015	106	2	'	'	NOUN
crl-25015	106	3	9:10	9:10	NUM
crl-25015	106	4	'	'	PUNCT
crl-25015	106	5	,	,	PUNCT
crl-25015	106	6	'	'	PUNCT
crl-25015	106	7	staff	staff	NOUN
crl-25015	106	8	'	'	PUNCT
crl-25015	106	9	,	,	PUNCT
crl-25015	106	10	'	'	PUNCT
crl-25015	106	11	here	here	ADV
crl-25015	106	12	is	be	AUX
crl-25015	106	13	a	a	DET
crl-25015	106	14	quick	quick	ADJ
crl-25015	106	15	video	video	NOUN
crl-25015	106	16	showing	show	VERB
crl-25015	106	17	how	how	SCONJ
crl-25015	106	18	i	i	PRON
crl-25015	106	19	found	find	VERB
crl-25015	106	20	some	some	DET
crl-25015	106	21	books	book	NOUN
crl-25015	106	22	....	....	PUNCT
crl-25015	106	23	'	'	PUNCT
crl-25015	106	24	]	]	PUNCT
crl-25015	107	1	[	[	X
crl-25015	107	2	'	'	NOUN
crl-25015	107	3	9:10	9:10	NUM
crl-25015	107	4	'	'	PUNCT
crl-25015	107	5	,	,	PUNCT
crl-25015	107	6	'	'	PUNCT
crl-25015	107	7	staff	staff	NOUN
crl-25015	107	8	'	'	PUNCT
crl-25015	107	9	,	,	PUNCT
crl-25015	107	10	'	'	PUNCT
crl-25015	107	11	http	http	NOUN
crl-25015	107	12	:	:	PUNCT
crl-25015	107	13	//screencast.com	//screencast.com	PROPN
crl-25015	107	14	/	/	SYM
crl-25015	107	15	t/	t/	NOUN
crl-25015	107	16	*	*	PUNCT
crl-25015	107	17	*	*	PUNCT
crl-25015	107	18	*	*	PUNCT
crl-25015	107	19	*	*	PUNCT
crl-25015	107	20	*	*	PUNCT
crl-25015	107	21	*	*	PUNCT
crl-25015	107	22	*	*	PUNCT
crl-25015	107	23	*	*	PUNCT
crl-25015	107	24	*	*	PUNCT
crl-25015	107	25	*	*	PUNCT
crl-25015	107	26	'	'	PUNCT
crl-25015	107	27	]	]	PUNCT
crl-25015	108	1	[	[	X
crl-25015	108	2	'	'	NOUN
crl-25015	108	3	9:12	9:12	NUM
crl-25015	108	4	'	'	NOUN
crl-25015	108	5	,	,	PUNCT
crl-25015	108	6	'	'	PUNCT
crl-25015	108	7	patron	patron	NOUN
crl-25015	108	8	'	'	PUNCT
crl-25015	108	9	,	,	PUNCT
crl-25015	108	10	'	'	PUNCT
crl-25015	108	11	okay	okay	INTJ
crl-25015	108	12	,	,	PUNCT
crl-25015	108	13	thank	thank	VERB
crl-25015	108	14	you	you	PRON
crl-25015	108	15	so	so	ADV
crl-25015	108	16	much	much	ADV
crl-25015	108	17	!	!	PUNCT
crl-25015	108	18	'	'	PUNCT
crl-25015	108	19	]	]	PUNCT
crl-25015	109	1	[	[	X
crl-25015	109	2	'	'	NOUN
crl-25015	109	3	9:12	9:12	NUM
crl-25015	109	4	'	'	NOUN
crl-25015	109	5	,	,	PUNCT
crl-25015	109	6	'	'	PUNCT
crl-25015	109	7	staff	staff	NOUN
crl-25015	109	8	'	'	PUNCT
crl-25015	109	9	,	,	PUNCT
crl-25015	109	10	'	'	PUNCT
crl-25015	109	11	in	in	ADP
crl-25015	109	12	that	that	DET
crl-25015	109	13	video	video	NOUN
crl-25015	109	14	i	i	PRON
crl-25015	109	15	highlighted	highlight	VERB
crl-25015	109	16	the	the	DET
crl-25015	109	17	call	call	NOUN
crl-25015	109	18	number	number	NOUN
crl-25015	109	19	for	for	ADP
crl-25015	109	20	the	the	DET
crl-25015	109	21	book	book	NOUN
crl-25015	109	22	'	'	PUNCT
crl-25015	109	23	]	]	PUNCT
crl-25015	110	1	[	[	X
crl-25015	110	2	'	'	NOUN
crl-25015	110	3	9:12	9:12	NUM
crl-25015	110	4	'	'	NOUN
crl-25015	110	5	,	,	PUNCT
crl-25015	110	6	'	'	PUNCT
crl-25015	110	7	staff	staff	NOUN
crl-25015	110	8	'	'	PUNCT
crl-25015	110	9	,	,	PUNCT
crl-25015	110	10	'	'	PUNCT
crl-25015	110	11	call	call	NOUN
crl-25015	110	12	numbers	number	NOUN
crl-25015	110	13	are	be	AUX
crl-25015	110	14	ordered	order	VERB
crl-25015	110	15	by	by	ADP
crl-25015	110	16	subject	subject	NOUN
crl-25015	110	17	,	,	PUNCT
crl-25015	110	18	so	so	CCONJ
crl-25015	110	19	if	if	SCONJ
crl-25015	110	20	you	you	PRON
crl-25015	110	21	can	can	AUX
crl-25015	110	22	find	find	VERB
crl-25015	110	23	that	that	DET
crl-25015	110	24	book	book	NOUN
crl-25015	110	25	,	,	PUNCT
crl-25015	110	26	you	you	PRON
crl-25015	110	27	should	should	AUX
crl-25015	110	28	be	be	AUX
crl-25015	110	29	able	able	ADJ
crl-25015	110	30	to	to	PART
crl-25015	110	31	find	find	VERB
crl-25015	110	32	many	many	ADJ
crl-25015	110	33	other	other	ADJ
crl-25015	110	34	relevant	relevant	ADJ
crl-25015	110	35	books	book	NOUN
crl-25015	110	36	right	right	ADV
crl-25015	110	37	next	next	ADV
crl-25015	110	38	to	to	ADP
crl-25015	110	39	it	it	PRON
crl-25015	110	40	'	'	VERB
crl-25015	110	41	]	]	PUNCT
crl-25015	111	1	[	[	X
crl-25015	111	2	'	'	NOUN
crl-25015	111	3	9:12	9:12	NUM
crl-25015	111	4	'	'	NOUN
crl-25015	111	5	,	,	PUNCT
crl-25015	111	6	'	'	PUNCT
crl-25015	111	7	staff	staff	NOUN
crl-25015	111	8	'	'	PUNCT
crl-25015	111	9	,	,	PUNCT
crl-25015	111	10	'	'	PUNCT
crl-25015	111	11	also	also	ADV
crl-25015	111	12	,	,	PUNCT
crl-25015	111	13	for	for	ADP
crl-25015	111	14	research	research	NOUN
crl-25015	111	15	articles	article	NOUN
crl-25015	111	16	,	,	PUNCT
crl-25015	111	17	i	i	PRON
crl-25015	111	18	think	think	VERB
crl-25015	111	19	the	the	DET
crl-25015	111	20	"	"	PUNCT
crl-25015	111	21	berg	berg	PROPN
crl-25015	111	22	fashion	fashion	PROPN
crl-25015	111	23	library	library	PROPN
crl-25015	111	24	"	"	PUNCT
crl-25015	111	25	databases	database	NOUN
crl-25015	111	26	may	may	AUX
crl-25015	111	27	be	be	AUX
crl-25015	111	28	another	another	DET
crl-25015	111	29	good	good	ADJ
crl-25015	111	30	place	place	NOUN
crl-25015	111	31	to	to	PART
crl-25015	111	32	search	search	VERB
crl-25015	111	33	'	'	PUNCT
crl-25015	111	34	]	]	PUNCT
crl-25015	112	1	[	[	X
crl-25015	112	2	'	'	NOUN
crl-25015	112	3	9:13	9:13	NUM
crl-25015	112	4	'	'	PUNCT
crl-25015	112	5	,	,	PUNCT
crl-25015	112	6	'	'	PUNCT
crl-25015	112	7	patron	patron	NOUN
crl-25015	112	8	'	'	PUNCT
crl-25015	112	9	,	,	PUNCT
crl-25015	112	10	'	'	PUNCT
crl-25015	112	11	thank	thank	VERB
crl-25015	112	12	you	you	PRON
crl-25015	112	13	,	,	PUNCT
crl-25015	112	14	i	i	PRON
crl-25015	112	15	appreciate	appreciate	VERB
crl-25015	112	16	it	it	PRON
crl-25015	112	17	.	.	PUNCT
crl-25015	112	18	'	'	PUNCT
crl-25015	112	19	]	]	PUNCT
crl-25015	113	1	[	[	X
crl-25015	113	2	'	'	NOUN
crl-25015	113	3	9:14	9:14	NUM
crl-25015	113	4	'	'	NUM
crl-25015	113	5	,	,	PUNCT
crl-25015	113	6	'	'	PUNCT
crl-25015	113	7	staff	staff	NOUN
crl-25015	113	8	'	'	PUNCT
crl-25015	113	9	,	,	PUNCT
crl-25015	113	10	'	'	PUNCT
crl-25015	113	11	does	do	AUX
crl-25015	113	12	that	that	PRON
crl-25015	113	13	give	give	VERB
crl-25015	113	14	you	you	PRON
crl-25015	113	15	a	a	DET
crl-25015	113	16	good	good	ADJ
crl-25015	113	17	starting	starting	NOUN
crl-25015	113	18	point	point	NOUN
crl-25015	113	19	?	?	PUNCT
crl-25015	113	20	'	'	PUNCT
crl-25015	113	21	]	]	PUNCT
crl-25015	114	1	[	[	X
crl-25015	114	2	'	'	NOUN
crl-25015	114	3	9:16	9:16	NUM
crl-25015	114	4	'	'	NOUN
crl-25015	114	5	,	,	PUNCT
crl-25015	114	6	'	'	PUNCT
crl-25015	114	7	patron	patron	NOUN
crl-25015	114	8	'	'	PUNCT
crl-25015	114	9	,	,	PUNCT
crl-25015	114	10	'	'	PUNCT
crl-25015	114	11	yes	yes	INTJ
crl-25015	114	12	,	,	PUNCT
crl-25015	114	13	thanks	thank	NOUN
crl-25015	114	14	!	!	PUNCT
crl-25015	114	15	'	'	PUNCT
crl-25015	114	16	]	]	PUNCT
crl-25015	115	1	[	[	X
crl-25015	115	2	'	'	NOUN
crl-25015	115	3	9:17	9:17	NUM
crl-25015	115	4	'	'	NUM
crl-25015	115	5	,	,	PUNCT
crl-25015	115	6	'	'	PUNCT
crl-25015	115	7	staff	staff	NOUN
crl-25015	115	8	'	'	PUNCT
crl-25015	115	9	,	,	PUNCT
crl-25015	115	10	"	"	PUNCT
crl-25015	115	11	great	great	ADJ
crl-25015	115	12	!	!	PUNCT
crl-25015	115	13	please	please	INTJ
crl-25015	115	14	do	do	AUX
crl-25015	115	15	n't	not	PART
crl-25015	115	16	hesitate	hesitate	VERB
crl-25015	115	17	to	to	PART
crl-25015	115	18	come	come	VERB
crl-25015	115	19	back	back	ADV
crl-25015	115	20	if	if	SCONJ
crl-25015	115	21	you	you	PRON
crl-25015	115	22	have	have	VERB
crl-25015	115	23	more	more	ADJ
crl-25015	115	24	questions	question	NOUN
crl-25015	115	25	"	"	PUNCT
crl-25015	115	26	]	]	PUNCT
crl-25015	116	1	[	[	X
crl-25015	116	2	'	'	NOUN
crl-25015	116	3	9:26	9:26	NUM
crl-25015	116	4	'	'	PUNCT
crl-25015	116	5	,	,	PUNCT
crl-25015	116	6	'	'	PUNCT
crl-25015	116	7	patron	patron	NOUN
crl-25015	116	8	'	'	PUNCT
crl-25015	116	9	,	,	PUNCT
crl-25015	116	10	'	'	PUNCT
crl-25015	116	11	awesome	awesome	ADV
crl-25015	116	12	thank	thank	VERB
crl-25015	116	13	you	you	PRON
crl-25015	116	14	!	!	PUNCT
crl-25015	116	15	'	'	PUNCT
crl-25015	116	16	]	]	PUNCT
crl-25015	116	17	figure	figure	NOUN
crl-25015	116	18	4	4	NUM
crl-25015	116	19	full	full	ADJ
crl-25015	116	20	patron	patron	NOUN
crl-25015	116	21	-	-	PUNCT
crl-25015	116	22	supplied	supply	VERB
crl-25015	116	23	text	text	NOUN
crl-25015	116	24	i	i	PRON
crl-25015	116	25	'm	be	AUX
crl-25015	116	26	looking	look	VERB
crl-25015	116	27	for	for	ADP
crl-25015	116	28	a	a	DET
crl-25015	116	29	19th	19th	ADJ
crl-25015	116	30	century	century	NOUN
crl-25015	116	31	article	article	NOUN
crl-25015	116	32	about	about	ADP
crl-25015	116	33	women	woman	NOUN
crl-25015	116	34	fashion	fashion	NOUN
crl-25015	116	35	in	in	ADP
crl-25015	116	36	france	france	PROPN
crl-25015	116	37	but	but	CCONJ
crl-25015	116	38	ca	can	AUX
crl-25015	116	39	nt	not	PART
crl-25015	116	40	seem	seem	VERB
crl-25015	116	41	to	to	PART
crl-25015	116	42	find	find	VERB
crl-25015	116	43	anything	anything	PRON
crl-25015	116	44	?	?	PUNCT
crl-25015	117	1	do	do	AUX
crl-25015	117	2	you	you	PRON
crl-25015	117	3	have	have	VERB
crl-25015	117	4	any	any	DET
crl-25015	117	5	good	good	ADJ
crl-25015	117	6	links	link	NOUN
crl-25015	117	7	?	?	PUNCT
crl-25015	118	1	i	i	PRON
crl-25015	118	2	am	be	AUX
crl-25015	118	3	looking	look	VERB
crl-25015	118	4	for	for	ADP
crl-25015	118	5	scholarly	scholarly	ADJ
crl-25015	118	6	articles	article	NOUN
crl-25015	118	7	about	about	ADP
crl-25015	118	8	19th	19th	ADJ
crl-25015	118	9	century	century	NOUN
crl-25015	118	10	french	french	ADJ
crl-25015	118	11	fashon	fashon	NOUN
crl-25015	118	12	mainly	mainly	ADV
crl-25015	118	13	women	woman	NOUN
crl-25015	118	14	thanks	thank	NOUN
crl-25015	118	15	you	you	PRON
crl-25015	118	16	rock	rock	VERB
crl-25015	118	17	!	!	PUNCT
crl-25015	119	1	yeah	yeah	INTJ
crl-25015	120	1	i	i	PRON
crl-25015	120	2	have	have	AUX
crl-25015	120	3	tried	try	VERB
crl-25015	120	4	..	..	PUNCT
crl-25015	121	1	i	i	PRON
crl-25015	121	2	am	be	AUX
crl-25015	121	3	no	no	ADV
crl-25015	121	4	sure	sure	ADJ
crl-25015	121	5	if	if	SCONJ
crl-25015	121	6	i	i	PRON
crl-25015	121	7	m	m	VERB
crl-25015	121	8	too	too	ADV
crl-25015	121	9	specific	specific	ADJ
crl-25015	121	10	or	or	CCONJ
crl-25015	121	11	not	not	PART
crl-25015	121	12	specific	specific	ADJ
crl-25015	121	13	enough	enough	ADV
crl-25015	121	14	.	.	PUNCT
crl-25015	122	1	yes	yes	INTJ
crl-25015	122	2	,	,	PUNCT
crl-25015	122	3	i	i	PRON
crl-25015	122	4	believe	believe	VERB
crl-25015	122	5	so	so	ADV
crl-25015	122	6	.	.	PUNCT
crl-25015	123	1	my	my	PRON
crl-25015	123	2	assignment	assignment	NOUN
crl-25015	123	3	details	detail	NOUN
crl-25015	123	4	just	just	ADV
crl-25015	123	5	say	say	VERB
crl-25015	123	6	two	two	NUM
crl-25015	123	7	scholarly	scholarly	ADJ
crl-25015	123	8	sources	source	NOUN
crl-25015	123	9	.	.	PUNCT
crl-25015	124	1	okay	okay	INTJ
crl-25015	124	2	,	,	PUNCT
crl-25015	124	3	thank	thank	VERB
crl-25015	124	4	you	you	PRON
crl-25015	124	5	so	so	ADV
crl-25015	124	6	much	much	ADV
crl-25015	124	7	!	!	PUNCT
crl-25015	125	1	thank	thank	VERB
crl-25015	125	2	you	you	PRON
crl-25015	125	3	,	,	PUNCT
crl-25015	125	4	i	i	PRON
crl-25015	125	5	appreciate	appreciate	VERB
crl-25015	125	6	it	it	PRON
crl-25015	125	7	.	.	PUNCT
crl-25015	126	1	yes	yes	INTJ
crl-25015	126	2	,	,	PUNCT
crl-25015	126	3	thanks	thank	NOUN
crl-25015	126	4	!	!	PUNCT
crl-25015	127	1	awesome	awesome	ADJ
crl-25015	127	2	thank	thank	VERB
crl-25015	127	3	you	you	PRON
crl-25015	127	4	!	!	PUNCT
crl-25015	128	1	using	use	VERB
crl-25015	128	2	machine	machine	NOUN
crl-25015	128	3	learning	learning	NOUN
crl-25015	128	4	to	to	PART
crl-25015	128	5	predict	predict	VERB
crl-25015	128	6	chat	chat	VERB
crl-25015	128	7	difficulty	difficulty	NOUN
crl-25015	128	8	689	689	NUM
crl-25015	128	9	finally	finally	ADV
crl-25015	128	10	,	,	PUNCT
crl-25015	128	11	all	all	PRON
crl-25015	128	12	of	of	ADP
crl-25015	128	13	the	the	DET
crl-25015	128	14	text	text	NOUN
crl-25015	128	15	provided	provide	VERB
crl-25015	128	16	by	by	ADP
crl-25015	128	17	patrons	patron	NOUN
crl-25015	128	18	was	be	AUX
crl-25015	128	19	reassembled	reassemble	VERB
crl-25015	128	20	into	into	ADP
crl-25015	128	21	a	a	DET
crl-25015	128	22	single	single	ADJ
crl-25015	128	23	text	text	NOUN
crl-25015	128	24	-	-	PUNCT
crl-25015	128	25	string	string	NOUN
crl-25015	128	26	to	to	PART
crl-25015	128	27	represent	represent	VERB
crl-25015	128	28	the	the	DET
crl-25015	128	29	patron	patron	PROPN
crl-25015	128	30	’s	’s	PART
crl-25015	128	31	contribution	contribution	NOUN
crl-25015	128	32	to	to	ADP
crl-25015	128	33	the	the	DET
crl-25015	128	34	vrs	vrs	PROPN
crl-25015	128	35	interaction	interaction	NOUN
crl-25015	128	36	(	(	PUNCT
crl-25015	128	37	see	see	VERB
crl-25015	128	38	figure	figure	NOUN
crl-25015	128	39	4	4	NUM
crl-25015	128	40	)	)	PUNCT
crl-25015	128	41	.	.	PUNCT
crl-25015	129	1	to	to	PART
crl-25015	129	2	preserve	preserve	VERB
crl-25015	129	3	the	the	DET
crl-25015	129	4	imperfect	imperfect	ADJ
crl-25015	129	5	nature	nature	NOUN
crl-25015	129	6	of	of	ADP
crl-25015	129	7	text	text	NOUN
crl-25015	129	8	data	datum	NOUN
crl-25015	129	9	in	in	ADP
crl-25015	129	10	a	a	DET
crl-25015	129	11	chat	chat	NOUN
crl-25015	129	12	environment	environment	NOUN
crl-25015	129	13	,	,	PUNCT
crl-25015	129	14	no	no	DET
crl-25015	129	15	attempt	attempt	NOUN
crl-25015	129	16	was	be	AUX
crl-25015	129	17	made	make	VERB
crl-25015	129	18	to	to	PART
crl-25015	129	19	correct	correct	VERB
crl-25015	129	20	typos	typo	NOUN
crl-25015	129	21	,	,	PUNCT
crl-25015	129	22	misspellings	misspelling	NOUN
crl-25015	129	23	,	,	PUNCT
crl-25015	129	24	or	or	CCONJ
crl-25015	129	25	other	other	ADJ
crl-25015	129	26	linguistic	linguistic	ADJ
crl-25015	129	27	errors	error	NOUN
crl-25015	129	28	of	of	ADP
crl-25015	129	29	any	any	DET
crl-25015	129	30	kind	kind	NOUN
crl-25015	129	31	.	.	PUNCT
crl-25015	130	1	while	while	SCONJ
crl-25015	130	2	all	all	DET
crl-25015	130	3	vrs	vrs	NOUN
crl-25015	130	4	operators	operator	NOUN
crl-25015	130	5	at	at	ADP
crl-25015	130	6	ksul	ksul	NOUN
crl-25015	130	7	are	be	AUX
crl-25015	130	8	expected	expect	VERB
crl-25015	130	9	to	to	PART
crl-25015	130	10	redact	redact	VERB
crl-25015	130	11	personally	personally	ADV
crl-25015	130	12	identifying	identify	VERB
crl-25015	130	13	information	information	NOUN
crl-25015	130	14	from	from	ADP
crl-25015	130	15	the	the	DET
crl-25015	130	16	text	text	NOUN
crl-25015	130	17	of	of	ADP
crl-25015	130	18	these	these	DET
crl-25015	130	19	transcripts	transcript	NOUN
crl-25015	130	20	prior	prior	ADV
crl-25015	130	21	to	to	ADP
crl-25015	130	22	submission	submission	NOUN
crl-25015	130	23	to	to	ADP
crl-25015	130	24	libinsights	libinsight	NOUN
crl-25015	130	25	,	,	PUNCT
crl-25015	130	26	some	some	DET
crl-25015	130	27	human	human	ADJ
crl-25015	130	28	error	error	NOUN
crl-25015	130	29	is	be	AUX
crl-25015	130	30	present	present	ADJ
crl-25015	130	31	in	in	ADP
crl-25015	130	32	that	that	DET
crl-25015	130	33	process	process	NOUN
crl-25015	130	34	.	.	PUNCT
crl-25015	131	1	to	to	PART
crl-25015	131	2	remedy	remedy	VERB
crl-25015	131	3	this	this	PRON
crl-25015	131	4	,	,	PUNCT
crl-25015	131	5	part	part	NOUN
crl-25015	131	6	of	of	ADP
crl-25015	131	7	the	the	DET
crl-25015	131	8	data	data	NOUN
crl-25015	131	9	-	-	PUNCT
crl-25015	131	10	processing	processing	NOUN
crl-25015	131	11	stage	stage	NOUN
crl-25015	131	12	involved	involve	VERB
crl-25015	131	13	using	use	VERB
crl-25015	131	14	regular	regular	ADJ
crl-25015	131	15	expressions	expression	NOUN
crl-25015	131	16	to	to	PART
crl-25015	131	17	identify	identify	VERB
crl-25015	131	18	instances	instance	NOUN
crl-25015	131	19	of	of	ADP
crl-25015	131	20	personal	personal	ADJ
crl-25015	131	21	information	information	NOUN
crl-25015	131	22	(	(	PUNCT
crl-25015	131	23	such	such	ADJ
crl-25015	131	24	as	as	ADP
crl-25015	131	25	emails	email	NOUN
crl-25015	131	26	,	,	PUNCT
crl-25015	131	27	phone	phone	NOUN
crl-25015	131	28	numbers	number	NOUN
crl-25015	131	29	,	,	PUNCT
crl-25015	131	30	“	"	PUNCT
crl-25015	131	31	my	my	PRON
crl-25015	131	32	name	name	NOUN
crl-25015	131	33	is	be	AUX
crl-25015	131	34	_	_	PUNCT
crl-25015	131	35	_	_	PUNCT
crl-25015	131	36	_	_	PUNCT
crl-25015	131	37	_	_	PUNCT
crl-25015	131	38	”	"	PUNCT
crl-25015	131	39	)	)	PUNCT
crl-25015	131	40	,	,	PUNCT
crl-25015	131	41	redact	redact	VERB
crl-25015	131	42	targeted	target	VERB
crl-25015	131	43	texts	text	NOUN
crl-25015	131	44	,	,	PUNCT
crl-25015	131	45	and	and	CCONJ
crl-25015	131	46	replace	replace	VERB
crl-25015	131	47	redactions	redaction	NOUN
crl-25015	131	48	with	with	ADP
crl-25015	131	49	placeholders	placeholder	NOUN
crl-25015	131	50	(	(	PUNCT
crl-25015	131	51	such	such	ADJ
crl-25015	131	52	as	as	ADP
crl-25015	131	53	“	"	PUNCT
crl-25015	131	54	nameredacted	nameredacte	VERB
crl-25015	131	55	,	,	PUNCT
crl-25015	131	56	”	"	PUNCT
crl-25015	131	57	“	"	PUNCT
crl-25015	131	58	emailredacted	emailredacte	VERB
crl-25015	131	59	”	"	PUNCT
crl-25015	131	60	)	)	PUNCT
crl-25015	131	61	to	to	PART
crl-25015	131	62	preserve	preserve	VERB
crl-25015	131	63	the	the	DET
crl-25015	131	64	structure	structure	NOUN
crl-25015	131	65	of	of	ADP
crl-25015	131	66	the	the	DET
crl-25015	131	67	text	text	NOUN
crl-25015	131	68	while	while	SCONJ
crl-25015	131	69	protecting	protect	VERB
crl-25015	131	70	individuals	individual	NOUN
crl-25015	131	71	.	.	PUNCT
crl-25015	132	1	following	follow	VERB
crl-25015	132	2	all	all	DET
crl-25015	132	3	data	datum	NOUN
crl-25015	132	4	preparation	preparation	NOUN
crl-25015	132	5	procedures	procedure	NOUN
crl-25015	132	6	,	,	PUNCT
crl-25015	132	7	some	some	DET
crl-25015	132	8	vrs	vrs	PROPN
crl-25015	132	9	transcripts	transcript	NOUN
crl-25015	132	10	remained	remain	VERB
crl-25015	132	11	that	that	PRON
crl-25015	132	12	could	could	AUX
crl-25015	132	13	not	not	PART
crl-25015	132	14	be	be	AUX
crl-25015	132	15	incorporated	incorporate	VERB
crl-25015	132	16	into	into	ADP
crl-25015	132	17	the	the	DET
crl-25015	132	18	research	research	NOUN
crl-25015	132	19	process	process	NOUN
crl-25015	132	20	.	.	PUNCT
crl-25015	133	1	these	these	DET
crl-25015	133	2	samples	sample	NOUN
crl-25015	133	3	were	be	AUX
crl-25015	133	4	removed	remove	VERB
crl-25015	133	5	because	because	SCONJ
crl-25015	133	6	they	they	PRON
crl-25015	133	7	did	do	AUX
crl-25015	133	8	not	not	PART
crl-25015	133	9	contain	contain	VERB
crl-25015	133	10	an	an	DET
crl-25015	133	11	original	original	ADJ
crl-25015	133	12	transcript	transcript	NOUN
crl-25015	133	13	,	,	PUNCT
crl-25015	133	14	the	the	DET
crl-25015	133	15	transcript	transcript	NOUN
crl-25015	133	16	consisted	consist	VERB
crl-25015	133	17	entirely	entirely	ADV
crl-25015	133	18	of	of	ADP
crl-25015	133	19	redacted	redacted	ADJ
crl-25015	133	20	information	information	NOUN
crl-25015	133	21	,	,	PUNCT
crl-25015	133	22	or	or	CCONJ
crl-25015	133	23	the	the	DET
crl-25015	133	24	transcript	transcript	NOUN
crl-25015	133	25	was	be	AUX
crl-25015	133	26	a	a	DET
crl-25015	133	27	duplicate	duplicate	NOUN
crl-25015	133	28	of	of	ADP
crl-25015	133	29	another	another	DET
crl-25015	133	30	entry	entry	NOUN
crl-25015	133	31	.	.	PUNCT
crl-25015	134	1	once	once	SCONJ
crl-25015	134	2	these	these	DET
crl-25015	134	3	samples	sample	NOUN
crl-25015	134	4	were	be	AUX
crl-25015	134	5	removed	remove	VERB
crl-25015	134	6	from	from	ADP
crl-25015	134	7	the	the	DET
crl-25015	134	8	dataset	dataset	NOUN
crl-25015	134	9	,	,	PUNCT
crl-25015	134	10	14,604	14,604	NUM
crl-25015	134	11	individual	individual	ADJ
crl-25015	134	12	transcripts	transcript	NOUN
crl-25015	134	13	remained	remain	VERB
crl-25015	134	14	for	for	ADP
crl-25015	134	15	evaluation	evaluation	NOUN
crl-25015	134	16	and	and	CCONJ
crl-25015	134	17	modeling	modeling	NOUN
crl-25015	134	18	.	.	PUNCT
crl-25015	135	1	once	once	SCONJ
crl-25015	135	2	all	all	DET
crl-25015	135	3	usable	usable	ADJ
crl-25015	135	4	transcripts	transcript	NOUN
crl-25015	135	5	were	be	AUX
crl-25015	135	6	prepared	prepare	VERB
crl-25015	135	7	and	and	CCONJ
crl-25015	135	8	reduced	reduce	VERB
crl-25015	135	9	down	down	ADP
crl-25015	135	10	to	to	ADP
crl-25015	135	11	just	just	ADV
crl-25015	135	12	the	the	DET
crl-25015	135	13	patronsupplied	patronsupplie	VERB
crl-25015	135	14	text	text	NOUN
crl-25015	135	15	,	,	PUNCT
crl-25015	135	16	the	the	DET
crl-25015	135	17	dataset	dataset	NOUN
crl-25015	135	18	was	be	AUX
crl-25015	135	19	split	split	VERB
crl-25015	135	20	into	into	ADP
crl-25015	135	21	two	two	NUM
crl-25015	135	22	subsets	subset	NOUN
crl-25015	135	23	(	(	PUNCT
crl-25015	135	24	split	split	NOUN
crl-25015	135	25	):	):	PUNCT
crl-25015	135	26	“	"	PUNCT
crl-25015	135	27	training	training	NOUN
crl-25015	135	28	”	"	PUNCT
crl-25015	135	29	and	and	CCONJ
crl-25015	135	30	“	"	PUNCT
crl-25015	135	31	test	test	NOUN
crl-25015	135	32	.	.	PUNCT
crl-25015	135	33	”	"	PUNCT
crl-25015	136	1	the	the	DET
crl-25015	136	2	split	split	ADJ
crl-25015	136	3	parameter	parameter	NOUN
crl-25015	136	4	was	be	AUX
crl-25015	136	5	set	set	VERB
crl-25015	136	6	at	at	ADP
crl-25015	136	7	2,000	2,000	NUM
crl-25015	136	8	(	(	PUNCT
crl-25015	136	9	meaning	mean	VERB
crl-25015	136	10	that	that	SCONJ
crl-25015	136	11	the	the	DET
crl-25015	136	12	most	most	ADV
crl-25015	136	13	recent	recent	ADJ
crl-25015	136	14	2,000	2,000	NUM
crl-25015	136	15	vrs	vrs	NOUN
crl-25015	136	16	transcripts	transcript	NOUN
crl-25015	136	17	were	be	AUX
crl-25015	136	18	placed	place	VERB
crl-25015	136	19	into	into	ADP
crl-25015	136	20	the	the	DET
crl-25015	136	21	test	test	NOUN
crl-25015	136	22	-	-	PUNCT
crl-25015	136	23	data	data	NOUN
crl-25015	136	24	subset	subset	NOUN
crl-25015	136	25	and	and	CCONJ
crl-25015	136	26	the	the	DET
crl-25015	136	27	remaining	remain	VERB
crl-25015	136	28	12,604	12,604	NUM
crl-25015	136	29	transcripts	transcript	NOUN
crl-25015	136	30	were	be	AUX
crl-25015	136	31	placed	place	VERB
crl-25015	136	32	into	into	ADP
crl-25015	136	33	the	the	DET
crl-25015	136	34	training	training	NOUN
crl-25015	136	35	-	-	PUNCT
crl-25015	136	36	data	data	NOUN
crl-25015	136	37	subset	subset	NOUN
crl-25015	136	38	)	)	PUNCT
crl-25015	136	39	.	.	PUNCT
crl-25015	137	1	the	the	DET
crl-25015	137	2	training	training	NOUN
crl-25015	137	3	data	datum	NOUN
crl-25015	137	4	was	be	AUX
crl-25015	137	5	used	use	VERB
crl-25015	137	6	to	to	PART
crl-25015	137	7	define	define	VERB
crl-25015	137	8	and	and	CCONJ
crl-25015	137	9	fit	fit	VERB
crl-25015	137	10	the	the	DET
crl-25015	137	11	underlying	underlie	VERB
crl-25015	137	12	components	component	NOUN
crl-25015	137	13	of	of	ADP
crl-25015	137	14	various	various	ADJ
crl-25015	137	15	stages	stage	NOUN
crl-25015	137	16	in	in	ADP
crl-25015	137	17	the	the	DET
crl-25015	137	18	modeling	modeling	NOUN
crl-25015	137	19	process	process	NOUN
crl-25015	137	20	(	(	PUNCT
crl-25015	137	21	trunc	trunc	NOUN
crl-25015	137	22	,	,	PUNCT
crl-25015	137	23	dict	dict	ADJ
crl-25015	137	24	,	,	PUNCT
crl-25015	137	25	d2v	d2v	VERB
crl-25015	137	26	,	,	PUNCT
crl-25015	137	27	and	and	CCONJ
crl-25015	137	28	read	read	VERB
crl-25015	137	29	)	)	PUNCT
crl-25015	137	30	.	.	PUNCT
crl-25015	138	1	then	then	ADV
crl-25015	138	2	,	,	PUNCT
crl-25015	138	3	by	by	ADP
crl-25015	138	4	evaluating	evaluate	VERB
crl-25015	138	5	the	the	DET
crl-25015	138	6	final	final	ADJ
crl-25015	138	7	predictive	predictive	ADJ
crl-25015	138	8	accuracy	accuracy	NOUN
crl-25015	138	9	of	of	ADP
crl-25015	138	10	each	each	DET
crl-25015	138	11	individual	individual	ADJ
crl-25015	138	12	model	model	NOUN
crl-25015	138	13	using	use	VERB
crl-25015	138	14	both	both	CCONJ
crl-25015	138	15	the	the	DET
crl-25015	138	16	training	training	NOUN
crl-25015	138	17	data	datum	NOUN
crl-25015	138	18	and	and	CCONJ
crl-25015	138	19	test	test	NOUN
crl-25015	138	20	data	datum	NOUN
crl-25015	138	21	,	,	PUNCT
crl-25015	138	22	the	the	DET
crl-25015	138	23	authors	author	NOUN
crl-25015	138	24	evaluated	evaluate	VERB
crl-25015	138	25	both	both	CCONJ
crl-25015	138	26	the	the	DET
crl-25015	138	27	internal	internal	ADJ
crl-25015	138	28	and	and	CCONJ
crl-25015	138	29	external	external	ADJ
crl-25015	138	30	validity	validity	NOUN
crl-25015	138	31	of	of	ADP
crl-25015	138	32	the	the	DET
crl-25015	138	33	modeling	modeling	NOUN
crl-25015	138	34	process	process	NOUN
crl-25015	138	35	.	.	PUNCT
crl-25015	139	1	model	model	NOUN
crl-25015	139	2	:	:	PUNCT
crl-25015	139	3	parameters	parameter	NOUN
crl-25015	139	4	in	in	ADP
crl-25015	139	5	any	any	DET
crl-25015	139	6	nlp	nlp	NOUN
crl-25015	139	7	or	or	CCONJ
crl-25015	139	8	text	text	NOUN
crl-25015	139	9	-	-	PUNCT
crl-25015	139	10	driven	drive	VERB
crl-25015	139	11	task	task	NOUN
crl-25015	139	12	,	,	PUNCT
crl-25015	139	13	researchers	researcher	NOUN
crl-25015	139	14	are	be	AUX
crl-25015	139	15	faced	face	VERB
crl-25015	139	16	with	with	ADP
crl-25015	139	17	a	a	DET
crl-25015	139	18	wide	wide	ADJ
crl-25015	139	19	variety	variety	NOUN
crl-25015	139	20	of	of	ADP
crl-25015	139	21	modeling	modeling	NOUN
crl-25015	139	22	choices	choice	NOUN
crl-25015	139	23	.	.	PUNCT
crl-25015	140	1	for	for	ADP
crl-25015	140	2	instance	instance	NOUN
crl-25015	140	3	,	,	PUNCT
crl-25015	140	4	in	in	ADP
crl-25015	140	5	the	the	DET
crl-25015	140	6	context	context	NOUN
crl-25015	140	7	of	of	ADP
crl-25015	140	8	developing	develop	VERB
crl-25015	140	9	models	model	NOUN
crl-25015	140	10	for	for	ADP
crl-25015	140	11	predicting	predict	VERB
crl-25015	140	12	vrs	vrs	PROPN
crl-25015	140	13	chat	chat	NOUN
crl-25015	140	14	difficulty	difficulty	NOUN
crl-25015	140	15	,	,	PUNCT
crl-25015	140	16	one	one	NUM
crl-25015	140	17	open	open	ADJ
crl-25015	140	18	question	question	NOUN
crl-25015	140	19	pertains	pertain	NOUN
crl-25015	140	20	to	to	ADP
crl-25015	140	21	how	how	SCONJ
crl-25015	140	22	read	read	VERB
crl-25015	140	23	scale	scale	NOUN
crl-25015	140	24	ratings	rating	NOUN
crl-25015	140	25	should	should	AUX
crl-25015	140	26	be	be	AUX
crl-25015	140	27	grouped	group	VERB
crl-25015	140	28	and	and	CCONJ
crl-25015	140	29	labeled	label	VERB
crl-25015	140	30	as	as	ADP
crl-25015	140	31	“	"	PUNCT
crl-25015	140	32	easier	easy	ADJ
crl-25015	140	33	”	"	PUNCT
crl-25015	140	34	or	or	CCONJ
crl-25015	140	35	“	"	PUNCT
crl-25015	140	36	harder	hard	ADJ
crl-25015	140	37	.	.	PUNCT
crl-25015	140	38	”	"	PUNCT
crl-25015	141	1	since	since	SCONJ
crl-25015	141	2	no	no	DET
crl-25015	141	3	model	model	NOUN
crl-25015	141	4	is	be	AUX
crl-25015	141	5	perfect	perfect	ADJ
crl-25015	141	6	,	,	PUNCT
crl-25015	141	7	segmenting	segmenting	ADJ
crl-25015	141	8	read	read	NOUN
crl-25015	141	9	scale	scale	NOUN
crl-25015	141	10	ratings	rating	NOUN
crl-25015	141	11	at	at	ADP
crl-25015	141	12	lower	low	ADJ
crl-25015	141	13	or	or	CCONJ
crl-25015	141	14	higher	high	ADJ
crl-25015	141	15	thresholds	threshold	NOUN
crl-25015	141	16	will	will	AUX
crl-25015	141	17	necessarily	necessarily	ADV
crl-25015	141	18	affect	affect	VERB
crl-25015	141	19	model	model	NOUN
crl-25015	141	20	performance	performance	NOUN
crl-25015	141	21	—	—	PUNCT
crl-25015	141	22	specifically	specifically	ADV
crl-25015	141	23	,	,	PUNCT
crl-25015	141	24	the	the	DET
crl-25015	141	25	tradeoff	tradeoff	NOUN
crl-25015	141	26	between	between	ADP
crl-25015	141	27	precision	precision	NOUN
crl-25015	141	28	and	and	CCONJ
crl-25015	141	29	recall	recall	NOUN
crl-25015	141	30	.	.	PUNCT
crl-25015	142	1	an	an	DET
crl-25015	142	2	individual	individual	ADJ
crl-25015	142	3	library	library	NOUN
crl-25015	142	4	service	service	NOUN
crl-25015	142	5	manager	manager	NOUN
crl-25015	142	6	choosing	choose	VERB
crl-25015	142	7	to	to	PART
crl-25015	142	8	implement	implement	VERB
crl-25015	142	9	these	these	DET
crl-25015	142	10	types	type	NOUN
crl-25015	142	11	of	of	ADP
crl-25015	142	12	models	model	NOUN
crl-25015	142	13	will	will	AUX
crl-25015	142	14	need	need	VERB
crl-25015	142	15	to	to	PART
crl-25015	142	16	set	set	VERB
crl-25015	142	17	the	the	DET
crl-25015	142	18	threshold	threshold	NOUN
crl-25015	142	19	according	accord	VERB
crl-25015	142	20	to	to	ADP
crl-25015	142	21	their	their	PRON
crl-25015	142	22	preferences	preference	NOUN
crl-25015	142	23	with	with	ADP
crl-25015	142	24	respect	respect	NOUN
crl-25015	142	25	to	to	ADP
crl-25015	142	26	different	different	ADJ
crl-25015	142	27	measures	measure	NOUN
crl-25015	142	28	of	of	ADP
crl-25015	142	29	predictive	predictive	ADJ
crl-25015	142	30	accuracy	accuracy	NOUN
crl-25015	142	31	.	.	PUNCT
crl-25015	143	1	ultimately	ultimately	ADV
crl-25015	143	2	,	,	PUNCT
crl-25015	143	3	when	when	SCONJ
crl-25015	143	4	deciding	decide	VERB
crl-25015	143	5	how	how	SCONJ
crl-25015	143	6	to	to	PART
crl-25015	143	7	segment	segment	VERB
crl-25015	143	8	read	read	VERB
crl-25015	143	9	scale	scale	NOUN
crl-25015	143	10	ratings	rating	NOUN
crl-25015	143	11	,	,	PUNCT
crl-25015	143	12	as	as	ADV
crl-25015	143	13	well	well	ADV
crl-25015	143	14	as	as	ADP
crl-25015	143	15	making	make	VERB
crl-25015	143	16	choices	choice	NOUN
crl-25015	143	17	for	for	ADP
crl-25015	143	18	many	many	ADJ
crl-25015	143	19	other	other	ADJ
crl-25015	143	20	modeling	modeling	NOUN
crl-25015	143	21	parameters	parameter	NOUN
crl-25015	143	22	,	,	PUNCT
crl-25015	143	23	identifying	identify	VERB
crl-25015	143	24	the	the	DET
crl-25015	143	25	“	"	PUNCT
crl-25015	143	26	best	good	ADJ
crl-25015	143	27	”	"	PUNCT
crl-25015	143	28	set	set	NOUN
crl-25015	143	29	of	of	ADP
crl-25015	143	30	decisions	decision	NOUN
crl-25015	143	31	is	be	AUX
crl-25015	143	32	subjective	subjective	ADJ
crl-25015	143	33	and	and	CCONJ
crl-25015	143	34	dependent	dependent	ADJ
crl-25015	143	35	on	on	ADP
crl-25015	143	36	individual	individual	ADJ
crl-25015	143	37	library	library	NOUN
crl-25015	143	38	service	service	NOUN
crl-25015	143	39	managers	manager	NOUN
crl-25015	143	40	’	’	PART
crl-25015	143	41	strategic	strategic	ADJ
crl-25015	143	42	objectives	objective	NOUN
crl-25015	143	43	.	.	PUNCT
crl-25015	144	1	to	to	ADP
crl-25015	144	2	that	that	DET
crl-25015	144	3	end	end	NOUN
crl-25015	144	4	,	,	PUNCT
crl-25015	144	5	attempting	attempt	VERB
crl-25015	144	6	to	to	PART
crl-25015	144	7	find	find	VERB
crl-25015	144	8	any	any	DET
crl-25015	144	9	single	single	ADJ
crl-25015	144	10	“	"	PUNCT
crl-25015	144	11	best	good	ADJ
crl-25015	144	12	”	"	PUNCT
crl-25015	144	13	model	model	NOUN
crl-25015	144	14	formulation	formulation	NOUN
crl-25015	144	15	was	be	AUX
crl-25015	144	16	beyond	beyond	ADP
crl-25015	144	17	the	the	DET
crl-25015	144	18	scope	scope	NOUN
crl-25015	144	19	of	of	ADP
crl-25015	144	20	the	the	DET
crl-25015	144	21	research	research	NOUN
crl-25015	144	22	project	project	NOUN
crl-25015	144	23	.	.	PUNCT
crl-25015	145	1	instead	instead	ADV
crl-25015	145	2	,	,	PUNCT
crl-25015	145	3	the	the	DET
crl-25015	145	4	authors	author	NOUN
crl-25015	145	5	made	make	VERB
crl-25015	145	6	multiple	multiple	ADJ
crl-25015	145	7	decisions	decision	NOUN
crl-25015	145	8	for	for	ADP
crl-25015	145	9	each	each	PRON
crl-25015	145	10	of	of	ADP
crl-25015	145	11	the	the	DET
crl-25015	145	12	primary	primary	ADJ
crl-25015	145	13	modeling	modeling	NOUN
crl-25015	145	14	parameters	parameter	NOUN
crl-25015	145	15	and	and	CCONJ
crl-25015	145	16	tested	test	VERB
crl-25015	145	17	every	every	DET
crl-25015	145	18	possible	possible	ADJ
crl-25015	145	19	combination	combination	NOUN
crl-25015	145	20	of	of	ADP
crl-25015	145	21	model	model	NOUN
crl-25015	145	22	formulation	formulation	NOUN
crl-25015	145	23	.	.	PUNCT
crl-25015	146	1	this	this	DET
crl-25015	146	2	approach	approach	NOUN
crl-25015	146	3	enabled	enable	VERB
crl-25015	146	4	the	the	DET
crl-25015	146	5	authors	author	NOUN
crl-25015	146	6	to	to	PART
crl-25015	146	7	evaluate	evaluate	VERB
crl-25015	146	8	and	and	CCONJ
crl-25015	146	9	aggregate	aggregate	VERB
crl-25015	146	10	model	model	NOUN
crl-25015	146	11	performance	performance	NOUN
crl-25015	146	12	metrics	metric	NOUN
crl-25015	146	13	from	from	ADP
crl-25015	146	14	a	a	DET
crl-25015	146	15	large	large	ADJ
crl-25015	146	16	sample	sample	NOUN
crl-25015	146	17	of	of	ADP
crl-25015	146	18	models	model	NOUN
crl-25015	146	19	that	that	PRON
crl-25015	146	20	were	be	AUX
crl-25015	146	21	independent	independent	ADJ
crl-25015	146	22	of	of	ADP
crl-25015	146	23	one	one	NUM
crl-25015	146	24	another	another	DET
crl-25015	146	25	but	but	CCONJ
crl-25015	146	26	still	still	ADV
crl-25015	146	27	related	relate	VERB
crl-25015	146	28	through	through	ADP
crl-25015	146	29	shared	share	VERB
crl-25015	146	30	characteristics	characteristic	NOUN
crl-25015	146	31	.	.	PUNCT
crl-25015	147	1	a	a	DET
crl-25015	147	2	total	total	NOUN
crl-25015	147	3	of	of	ADP
crl-25015	147	4	640	640	NUM
crl-25015	147	5	unique	unique	ADJ
crl-25015	147	6	individual	individual	ADJ
crl-25015	147	7	models	model	NOUN
crl-25015	147	8	were	be	AUX
crl-25015	147	9	created	create	VERB
crl-25015	147	10	and	and	CCONJ
crl-25015	147	11	evaluated	evaluate	VERB
crl-25015	147	12	.	.	PUNCT
crl-25015	148	1	the	the	DET
crl-25015	148	2	model	model	NOUN
crl-25015	148	3	parameters	parameter	NOUN
crl-25015	148	4	used	use	VERB
crl-25015	148	5	in	in	ADP
crl-25015	148	6	the	the	DET
crl-25015	148	7	models	model	NOUN
crl-25015	148	8	are	be	AUX
crl-25015	148	9	indicated	indicate	VERB
crl-25015	148	10	in	in	ADP
crl-25015	148	11	table	table	NOUN
crl-25015	148	12	1	1	NUM
crl-25015	148	13	.	.	NUM
crl-25015	148	14	690	690	NUM
crl-25015	148	15	college	college	PROPN
crl-25015	148	16	&	&	CCONJ
crl-25015	148	17	research	research	PROPN
crl-25015	148	18	libraries	library	NOUN
crl-25015	148	19	july	july	PROPN
crl-25015	148	20	2021	2021	NUM
crl-25015	148	21	•	•	PROPN
crl-25015	148	22	rand	rand	NOUN
crl-25015	148	23	—	—	PUNCT
crl-25015	148	24	random	random	ADJ
crl-25015	148	25	seed	seed	NOUN
crl-25015	148	26	(	(	PUNCT
crl-25015	148	27	rand_0	rand_0	NOUN
crl-25015	148	28	,	,	PUNCT
crl-25015	148	29	…	…	PUNCT
crl-25015	148	30	,	,	PUNCT
crl-25015	148	31	rand_19	rand_19	PROPN
crl-25015	148	32	)	)	PUNCT
crl-25015	148	33	at	at	ADP
crl-25015	148	34	two	two	NUM
crl-25015	148	35	later	later	ADJ
crl-25015	148	36	stages	stage	NOUN
crl-25015	148	37	in	in	ADP
crl-25015	148	38	the	the	DET
crl-25015	148	39	modeling	modeling	NOUN
crl-25015	148	40	process	process	NOUN
crl-25015	148	41	,	,	PUNCT
crl-25015	148	42	specifically	specifically	ADV
crl-25015	148	43	those	those	PRON
crl-25015	148	44	pertaining	pertain	VERB
crl-25015	148	45	to	to	ADP
crl-25015	148	46	the	the	DET
crl-25015	148	47	d2v	d2v	NOUN
crl-25015	148	48	and	and	CCONJ
crl-25015	148	49	read	read	VERB
crl-25015	148	50	parameter	parameter	NOUN
crl-25015	148	51	options	option	NOUN
crl-25015	148	52	,	,	PUNCT
crl-25015	148	53	the	the	DET
crl-25015	148	54	models	model	NOUN
crl-25015	148	55	used	use	VERB
crl-25015	148	56	neural	neural	ADJ
crl-25015	148	57	-	-	PUNCT
crl-25015	148	58	network	network	NOUN
crl-25015	148	59	processes	process	NOUN
crl-25015	148	60	to	to	PART
crl-25015	148	61	fit	fit	VERB
crl-25015	148	62	the	the	DET
crl-25015	148	63	model	model	NOUN
crl-25015	148	64	to	to	ADP
crl-25015	148	65	the	the	DET
crl-25015	148	66	data	datum	NOUN
crl-25015	148	67	.	.	PUNCT
crl-25015	149	1	for	for	SCONJ
crl-25015	149	2	these	these	DET
crl-25015	149	3	processes	process	NOUN
crl-25015	149	4	to	to	PART
crl-25015	149	5	function	function	VERB
crl-25015	149	6	,	,	PUNCT
crl-25015	149	7	the	the	DET
crl-25015	149	8	models	model	NOUN
crl-25015	149	9	required	require	VERB
crl-25015	149	10	matrices	matrix	NOUN
crl-25015	149	11	containing	contain	VERB
crl-25015	149	12	randomly	randomly	ADV
crl-25015	149	13	generated	generate	VERB
crl-25015	149	14	values	value	NOUN
crl-25015	149	15	.	.	PUNCT
crl-25015	150	1	as	as	SCONJ
crl-25015	150	2	each	each	DET
crl-25015	150	3	model	model	NOUN
crl-25015	150	4	was	be	AUX
crl-25015	150	5	trained	train	VERB
crl-25015	150	6	and	and	CCONJ
crl-25015	150	7	fitted	fit	VERB
crl-25015	150	8	to	to	ADP
crl-25015	150	9	the	the	DET
crl-25015	150	10	data	datum	NOUN
crl-25015	150	11	,	,	PUNCT
crl-25015	150	12	the	the	DET
crl-25015	150	13	values	value	NOUN
crl-25015	150	14	in	in	ADP
crl-25015	150	15	the	the	DET
crl-25015	150	16	matrices	matrix	NOUN
crl-25015	150	17	were	be	AUX
crl-25015	150	18	iteratively	iteratively	ADV
crl-25015	150	19	updated	update	VERB
crl-25015	150	20	until	until	SCONJ
crl-25015	150	21	the	the	DET
crl-25015	150	22	values	value	NOUN
crl-25015	150	23	converged	converge	VERB
crl-25015	150	24	at	at	ADP
crl-25015	150	25	an	an	DET
crl-25015	150	26	optimal	optimal	ADJ
crl-25015	150	27	set	set	NOUN
crl-25015	150	28	of	of	ADP
crl-25015	150	29	values	value	NOUN
crl-25015	150	30	.	.	PUNCT
crl-25015	151	1	however	however	ADV
crl-25015	151	2	,	,	PUNCT
crl-25015	151	3	because	because	SCONJ
crl-25015	151	4	it	it	PRON
crl-25015	151	5	was	be	AUX
crl-25015	151	6	impossible	impossible	ADJ
crl-25015	151	7	to	to	PART
crl-25015	151	8	know	know	VERB
crl-25015	151	9	if	if	SCONJ
crl-25015	151	10	the	the	DET
crl-25015	151	11	values	value	NOUN
crl-25015	151	12	for	for	ADP
crl-25015	151	13	any	any	DET
crl-25015	151	14	one	one	NUM
crl-25015	151	15	model	model	NOUN
crl-25015	151	16	converged	converge	VERB
crl-25015	151	17	at	at	ADP
crl-25015	151	18	truly	truly	ADV
crl-25015	151	19	optimal	optimal	ADJ
crl-25015	151	20	sets	set	NOUN
crl-25015	151	21	of	of	ADP
crl-25015	151	22	values	value	NOUN
crl-25015	151	23	,	,	PUNCT
crl-25015	151	24	as	as	SCONJ
crl-25015	151	25	opposed	oppose	VERB
crl-25015	151	26	to	to	ADP
crl-25015	151	27	converging	converge	VERB
crl-25015	151	28	at	at	ADP
crl-25015	151	29	a	a	DET
crl-25015	151	30	suboptimal	suboptimal	ADJ
crl-25015	151	31	local	local	ADJ
crl-25015	151	32	-	-	PUNCT
crl-25015	151	33	minima	minima	PROPN
crl-25015	151	34	,	,	PUNCT
crl-25015	151	35	it	it	PRON
crl-25015	151	36	was	be	AUX
crl-25015	151	37	possible	possible	ADJ
crl-25015	151	38	that	that	SCONJ
crl-25015	151	39	an	an	DET
crl-25015	151	40	individual	individual	ADJ
crl-25015	151	41	model	model	NOUN
crl-25015	151	42	could	could	AUX
crl-25015	151	43	perform	perform	VERB
crl-25015	151	44	abnormally	abnormally	ADV
crl-25015	151	45	well	well	ADV
crl-25015	151	46	or	or	CCONJ
crl-25015	151	47	poorly	poorly	ADV
crl-25015	151	48	due	due	ADP
crl-25015	151	49	to	to	ADP
crl-25015	151	50	random	random	ADJ
crl-25015	151	51	chance	chance	NOUN
crl-25015	151	52	.	.	PUNCT
crl-25015	152	1	to	to	PART
crl-25015	152	2	counter	counter	VERB
crl-25015	152	3	this	this	PRON
crl-25015	152	4	,	,	PUNCT
crl-25015	152	5	the	the	DET
crl-25015	152	6	authors	author	NOUN
crl-25015	152	7	incorporated	incorporate	VERB
crl-25015	152	8	the	the	DET
crl-25015	152	9	rand	rand	PROPN
crl-25015	152	10	parameter	parameter	NOUN
crl-25015	152	11	to	to	PART
crl-25015	152	12	manually	manually	ADV
crl-25015	152	13	change	change	VERB
crl-25015	152	14	and	and	CCONJ
crl-25015	152	15	control	control	VERB
crl-25015	152	16	the	the	DET
crl-25015	152	17	random	random	ADJ
crl-25015	152	18	“	"	PUNCT
crl-25015	152	19	seed	seed	NOUN
crl-25015	152	20	,	,	PUNCT
crl-25015	152	21	”	"	PUNCT
crl-25015	152	22	or	or	CCONJ
crl-25015	152	23	initial	initial	ADJ
crl-25015	152	24	value	value	NOUN
crl-25015	152	25	,	,	PUNCT
crl-25015	152	26	for	for	ADP
crl-25015	152	27	each	each	DET
crl-25015	152	28	model	model	NOUN
crl-25015	152	29	.	.	PUNCT
crl-25015	153	1	twenty	twenty	NUM
crl-25015	153	2	unique	unique	ADJ
crl-25015	153	3	values	value	NOUN
crl-25015	153	4	were	be	AUX
crl-25015	153	5	used	use	VERB
crl-25015	153	6	for	for	ADP
crl-25015	153	7	the	the	DET
crl-25015	153	8	rand	rand	PROPN
crl-25015	153	9	parameter	parameter	NOUN
crl-25015	153	10	.	.	PUNCT
crl-25015	154	1	consequently	consequently	ADV
crl-25015	154	2	,	,	PUNCT
crl-25015	154	3	for	for	ADP
crl-25015	154	4	every	every	DET
crl-25015	154	5	combination	combination	NOUN
crl-25015	154	6	of	of	ADP
crl-25015	154	7	the	the	DET
crl-25015	154	8	remaining	remain	VERB
crl-25015	154	9	modeling	modeling	NOUN
crl-25015	154	10	parameters	parameter	NOUN
crl-25015	154	11	,	,	PUNCT
crl-25015	154	12	each	each	DET
crl-25015	154	13	model	model	NOUN
crl-25015	154	14	was	be	AUX
crl-25015	154	15	refit	refit	ADJ
crl-25015	154	16	and	and	CCONJ
crl-25015	154	17	evaluated	evaluate	VERB
crl-25015	154	18	20	20	NUM
crl-25015	154	19	times	time	NOUN
crl-25015	154	20	using	use	VERB
crl-25015	154	21	a	a	DET
crl-25015	154	22	distinct	distinct	ADJ
crl-25015	154	23	random	random	ADJ
crl-25015	154	24	seed	seed	NOUN
crl-25015	154	25	.	.	PUNCT
crl-25015	155	1	this	this	PRON
crl-25015	155	2	ensured	ensure	VERB
crl-25015	155	3	that	that	SCONJ
crl-25015	155	4	experimental	experimental	ADJ
crl-25015	155	5	results	result	NOUN
crl-25015	155	6	were	be	AUX
crl-25015	155	7	robust	robust	ADJ
crl-25015	155	8	to	to	ADP
crl-25015	155	9	the	the	DET
crl-25015	155	10	effects	effect	NOUN
crl-25015	155	11	of	of	ADP
crl-25015	155	12	outliers	outlier	NOUN
crl-25015	155	13	.	.	PUNCT
crl-25015	156	1	•	•	PROPN
crl-25015	156	2	trunc	trunc	NOUN
crl-25015	156	3	—	—	PUNCT
crl-25015	156	4	truncating	truncating	NOUN
crl-25015	156	5	text	text	NOUN
crl-25015	156	6	inputs	input	NOUN
crl-25015	156	7	(	(	PUNCT
crl-25015	156	8	trunc_10	trunc_10	NOUN
crl-25015	156	9	and	and	CCONJ
crl-25015	156	10	trunc_20	trunc_20	NUM
crl-25015	156	11	)	)	PUNCT
crl-25015	156	12	for	for	ADP
crl-25015	156	13	each	each	DET
crl-25015	156	14	sample	sample	NOUN
crl-25015	156	15	,	,	PUNCT
crl-25015	156	16	the	the	DET
crl-25015	156	17	input	input	NOUN
crl-25015	156	18	strings	string	NOUN
crl-25015	156	19	were	be	AUX
crl-25015	156	20	truncated	truncate	VERB
crl-25015	156	21	to	to	ADP
crl-25015	156	22	either	either	CCONJ
crl-25015	156	23	the	the	DET
crl-25015	156	24	first	first	ADJ
crl-25015	156	25	10	10	NUM
crl-25015	156	26	or	or	CCONJ
crl-25015	156	27	20	20	NUM
crl-25015	156	28	space	space	NOUN
crl-25015	156	29	-	-	PUNCT
crl-25015	156	30	delimited	delimit	VERB
crl-25015	156	31	tokens	token	NOUN
crl-25015	156	32	.	.	PUNCT
crl-25015	157	1	this	this	PRON
crl-25015	157	2	functioned	function	VERB
crl-25015	157	3	to	to	PART
crl-25015	157	4	provide	provide	VERB
crl-25015	157	5	the	the	DET
crl-25015	157	6	model	model	NOUN
crl-25015	157	7	with	with	ADP
crl-25015	157	8	a	a	DET
crl-25015	157	9	minimal	minimal	ADJ
crl-25015	157	10	amount	amount	NOUN
crl-25015	157	11	of	of	ADP
crl-25015	157	12	text	text	NOUN
crl-25015	157	13	data	datum	NOUN
crl-25015	157	14	to	to	PART
crl-25015	157	15	ensure	ensure	VERB
crl-25015	157	16	model	model	NOUN
crl-25015	157	17	predictions	prediction	NOUN
crl-25015	157	18	were	be	AUX
crl-25015	157	19	based	base	VERB
crl-25015	157	20	strictly	strictly	ADV
crl-25015	157	21	on	on	ADP
crl-25015	157	22	the	the	DET
crl-25015	157	23	first	first	ADJ
crl-25015	157	24	small	small	ADJ
crl-25015	157	25	pieces	piece	NOUN
crl-25015	157	26	of	of	ADP
crl-25015	157	27	information	information	NOUN
crl-25015	157	28	provided	provide	VERB
crl-25015	157	29	by	by	ADP
crl-25015	157	30	the	the	DET
crl-25015	157	31	patron	patron	NOUN
crl-25015	157	32	at	at	ADP
crl-25015	157	33	the	the	DET
crl-25015	157	34	outset	outset	NOUN
crl-25015	157	35	of	of	ADP
crl-25015	157	36	a	a	DET
crl-25015	157	37	vrs	vrs	NOUN
crl-25015	157	38	interaction	interaction	NOUN
crl-25015	157	39	.	.	PUNCT
crl-25015	158	1	drawing	draw	VERB
crl-25015	158	2	on	on	ADP
crl-25015	158	3	the	the	DET
crl-25015	158	4	example	example	NOUN
crl-25015	158	5	in	in	ADP
crl-25015	158	6	figure	figure	NOUN
crl-25015	158	7	4	4	NUM
crl-25015	158	8	,	,	PUNCT
crl-25015	158	9	the	the	DET
crl-25015	158	10	following	follow	VERB
crl-25015	158	11	examples	example	NOUN
crl-25015	158	12	show	show	VERB
crl-25015	158	13	how	how	SCONJ
crl-25015	158	14	the	the	DET
crl-25015	158	15	trunc	trunc	NOUN
crl-25015	158	16	parameter	parameter	NOUN
crl-25015	158	17	functioned	function	VERB
crl-25015	158	18	to	to	PART
crl-25015	158	19	change	change	VERB
crl-25015	158	20	the	the	DET
crl-25015	158	21	amount	amount	NOUN
crl-25015	158	22	of	of	ADP
crl-25015	158	23	text	text	NOUN
crl-25015	158	24	data	datum	NOUN
crl-25015	158	25	that	that	PRON
crl-25015	158	26	was	be	AUX
crl-25015	158	27	input	input	NOUN
crl-25015	158	28	into	into	ADP
crl-25015	158	29	the	the	DET
crl-25015	158	30	model	model	NOUN
crl-25015	158	31	for	for	ADP
crl-25015	158	32	each	each	DET
crl-25015	158	33	sample	sample	NOUN
crl-25015	158	34	:	:	PUNCT
crl-25015	158	35	□	□	PUNCT
crl-25015	158	36	trunc_10	trunc_10	NOUN
crl-25015	158	37	input	input	ADJ
crl-25015	158	38	example	example	NOUN
crl-25015	158	39	:	:	PUNCT
crl-25015	158	40	“	"	PUNCT
crl-25015	158	41	i	i	PRON
crl-25015	158	42	’m	’m	AUX
crl-25015	158	43	looking	look	VERB
crl-25015	158	44	for	for	ADP
crl-25015	158	45	a	a	DET
crl-25015	158	46	19th	19th	ADJ
crl-25015	158	47	-	-	PUNCT
crl-25015	158	48	century	century	NOUN
crl-25015	158	49	article	article	NOUN
crl-25015	158	50	about	about	ADP
crl-25015	158	51	women	woman	NOUN
crl-25015	158	52	’s	’s	PART
crl-25015	158	53	fashion	fashion	NOUN
crl-25015	158	54	”	"	PUNCT
crl-25015	158	55	□	□	PUNCT
crl-25015	158	56	trunc_20	trunc_20	PROPN
crl-25015	158	57	input	input	NOUN
crl-25015	158	58	example	example	NOUN
crl-25015	158	59	:	:	PUNCT
crl-25015	158	60	“	"	PUNCT
crl-25015	158	61	i	i	PRON
crl-25015	158	62	’m	’m	AUX
crl-25015	158	63	looking	look	VERB
crl-25015	158	64	for	for	ADP
crl-25015	158	65	a	a	DET
crl-25015	158	66	19th	19th	ADJ
crl-25015	158	67	-	-	PUNCT
crl-25015	158	68	century	century	NOUN
crl-25015	158	69	article	article	NOUN
crl-25015	158	70	about	about	ADP
crl-25015	158	71	women	woman	NOUN
crl-25015	158	72	’s	’s	PART
crl-25015	158	73	fashion	fashion	NOUN
crl-25015	158	74	in	in	ADP
crl-25015	158	75	france	france	PROPN
crl-25015	158	76	but	but	CCONJ
crl-25015	158	77	ca	can	AUX
crl-25015	158	78	n’t	not	PART
crl-25015	158	79	seem	seem	VERB
crl-25015	158	80	to	to	PART
crl-25015	158	81	find	find	VERB
crl-25015	158	82	anything	anything	PRON
crl-25015	158	83	?	?	PUNCT
crl-25015	159	1	do	do	AUX
crl-25015	159	2	you	you	PRON
crl-25015	159	3	”	"	PUNCT
crl-25015	159	4	•	•	INTJ
crl-25015	159	5	tag	tag	NOUN
crl-25015	159	6	—	—	PUNCT
crl-25015	159	7	tagging	tag	VERB
crl-25015	159	8	documents	document	NOUN
crl-25015	159	9	(	(	PUNCT
crl-25015	159	10	tag_0	tag_0	PROPN
crl-25015	159	11	and	and	CCONJ
crl-25015	159	12	tag_1	tag_1	SPACE
crl-25015	159	13	)	)	PUNCT
crl-25015	159	14	following	follow	VERB
crl-25015	159	15	truncation	truncation	NOUN
crl-25015	159	16	,	,	PUNCT
crl-25015	159	17	the	the	DET
crl-25015	159	18	input	input	NOUN
crl-25015	159	19	string	string	NOUN
crl-25015	159	20	for	for	ADP
crl-25015	159	21	each	each	DET
crl-25015	159	22	sample	sample	NOUN
crl-25015	159	23	was	be	AUX
crl-25015	159	24	searched	search	VERB
crl-25015	159	25	for	for	ADP
crl-25015	159	26	the	the	DET
crl-25015	159	27	presence	presence	NOUN
crl-25015	159	28	of	of	ADP
crl-25015	159	29	specific	specific	ADJ
crl-25015	159	30	patterns	pattern	NOUN
crl-25015	159	31	(	(	PUNCT
crl-25015	159	32	such	such	ADJ
crl-25015	159	33	as	as	ADP
crl-25015	159	34	“	"	PUNCT
crl-25015	159	35	print	print	NOUN
crl-25015	159	36	in	in	ADP
crl-25015	159	37	color	color	NOUN
crl-25015	159	38	”	"	PUNCT
crl-25015	159	39	)	)	PUNCT
crl-25015	159	40	and	and	CCONJ
crl-25015	159	41	labeled	label	VERB
crl-25015	159	42	with	with	ADP
crl-25015	159	43	corresponding	corresponding	ADJ
crl-25015	159	44	tags	tag	NOUN
crl-25015	159	45	(	(	PUNCT
crl-25015	159	46	such	such	ADJ
crl-25015	159	47	as	as	ADP
crl-25015	159	48	“	"	PUNCT
crl-25015	159	49	tagprinting	tagprinte	VERB
crl-25015	159	50	”	"	PUNCT
crl-25015	159	51	)	)	PUNCT
crl-25015	159	52	.	.	PUNCT
crl-25015	160	1	the	the	DET
crl-25015	160	2	authors	author	NOUN
crl-25015	160	3	used	use	VERB
crl-25015	160	4	the	the	DET
crl-25015	160	5	tag	tag	NOUN
crl-25015	160	6	-	-	PUNCT
crl-25015	160	7	labels	label	NOUN
crl-25015	160	8	and	and	CCONJ
crl-25015	160	9	patterns	pattern	NOUN
crl-25015	160	10	that	that	PRON
crl-25015	160	11	were	be	AUX
crl-25015	160	12	outlined	outline	VERB
crl-25015	160	13	in	in	ADP
crl-25015	160	14	prior	prior	ADJ
crl-25015	160	15	work.27	work.27	ADV
crl-25015	160	16	each	each	DET
crl-25015	160	17	individual	individual	ADJ
crl-25015	160	18	input	input	NOUN
crl-25015	160	19	string	string	NOUN
crl-25015	160	20	could	could	AUX
crl-25015	160	21	be	be	AUX
crl-25015	160	22	labeled	label	VERB
crl-25015	160	23	with	with	ADP
crl-25015	160	24	zero	zero	NUM
crl-25015	160	25	,	,	PUNCT
crl-25015	160	26	one	one	NUM
crl-25015	160	27	,	,	PUNCT
crl-25015	160	28	or	or	CCONJ
crl-25015	160	29	multiple	multiple	ADJ
crl-25015	160	30	tags	tag	NOUN
crl-25015	160	31	as	as	ADP
crl-25015	160	32	appropriate	appropriate	ADJ
crl-25015	160	33	.	.	PUNCT
crl-25015	161	1	in	in	ADP
crl-25015	161	2	some	some	DET
crl-25015	161	3	instances	instance	NOUN
crl-25015	161	4	,	,	PUNCT
crl-25015	161	5	the	the	DET
crl-25015	161	6	pattern	pattern	NOUN
crl-25015	161	7	represented	represent	VERB
crl-25015	161	8	literal	literal	ADJ
crl-25015	161	9	strings	string	NOUN
crl-25015	161	10	of	of	ADP
crl-25015	161	11	text	text	NOUN
crl-25015	161	12	.	.	PUNCT
crl-25015	162	1	in	in	ADP
crl-25015	162	2	other	other	ADJ
crl-25015	162	3	instances	instance	NOUN
crl-25015	162	4	,	,	PUNCT
crl-25015	162	5	the	the	DET
crl-25015	162	6	patterns	pattern	NOUN
crl-25015	162	7	were	be	AUX
crl-25015	162	8	defined	define	VERB
crl-25015	162	9	computationally	computationally	ADV
crl-25015	162	10	using	use	VERB
crl-25015	162	11	“	"	PUNCT
crl-25015	162	12	regular	regular	ADJ
crl-25015	162	13	expressions	expression	NOUN
crl-25015	162	14	”	"	PUNCT
crl-25015	162	15	as	as	SCONJ
crl-25015	162	16	implemented	implement	VERB
crl-25015	162	17	in	in	ADP
crl-25015	162	18	the	the	DET
crl-25015	162	19	python	python	NOUN
crl-25015	162	20	programming	programming	NOUN
crl-25015	162	21	language.28	language.28	NOUN
crl-25015	162	22	table	table	NOUN
crl-25015	162	23	2	2	NUM
crl-25015	162	24	shows	show	VERB
crl-25015	162	25	three	three	NUM
crl-25015	162	26	examples	example	NOUN
crl-25015	162	27	of	of	ADP
crl-25015	162	28	the	the	DET
crl-25015	162	29	labels	label	NOUN
crl-25015	162	30	for	for	ADP
crl-25015	162	31	individual	individual	ADJ
crl-25015	162	32	tags	tag	NOUN
crl-25015	162	33	,	,	PUNCT
crl-25015	162	34	the	the	DET
crl-25015	162	35	pattern	pattern	NOUN
crl-25015	162	36	-	-	PUNCT
crl-25015	162	37	matching	match	VERB
crl-25015	162	38	criteria	criterion	NOUN
crl-25015	162	39	that	that	PRON
crl-25015	162	40	had	have	VERB
crl-25015	162	41	to	to	PART
crl-25015	162	42	be	be	AUX
crl-25015	162	43	present	present	ADJ
crl-25015	162	44	in	in	ADP
crl-25015	162	45	the	the	DET
crl-25015	162	46	truncated	truncated	ADJ
crl-25015	162	47	text	text	NOUN
crl-25015	162	48	,	,	PUNCT
crl-25015	162	49	and	and	CCONJ
crl-25015	162	50	the	the	DET
crl-25015	162	51	conceptual	conceptual	ADJ
crl-25015	162	52	definition	definition	NOUN
crl-25015	162	53	for	for	ADP
crl-25015	162	54	each	each	DET
crl-25015	162	55	tag	tag	NOUN
crl-25015	162	56	.	.	PUNCT
crl-25015	163	1	for	for	ADP
crl-25015	163	2	a	a	DET
crl-25015	163	3	full	full	ADJ
crl-25015	163	4	listing	listing	NOUN
crl-25015	163	5	of	of	ADP
crl-25015	163	6	applied	applied	ADJ
crl-25015	163	7	tags	tag	NOUN
crl-25015	163	8	and	and	CCONJ
crl-25015	163	9	associated	associate	VERB
crl-25015	163	10	text	text	NOUN
crl-25015	163	11	patterns	pattern	NOUN
crl-25015	163	12	,	,	PUNCT
crl-25015	163	13	see	see	VERB
crl-25015	163	14	appendix	appendix	PROPN
crl-25015	163	15	.	.	PUNCT
crl-25015	164	1	table	table	NOUN
crl-25015	164	2	1	1	NUM
crl-25015	164	3	modeling	modeling	NOUN
crl-25015	164	4	parameter	parameter	NOUN
crl-25015	164	5	options	option	NOUN
crl-25015	164	6	parameter	parameter	NOUN
crl-25015	164	7	options	option	NOUN
crl-25015	164	8	rand	rand	PROPN
crl-25015	164	9	0	0	NUM
crl-25015	164	10	,	,	PUNCT
crl-25015	164	11	1	1	NUM
crl-25015	164	12	,	,	PUNCT
crl-25015	164	13	…	…	PUNCT
crl-25015	164	14	,	,	PUNCT
crl-25015	164	15	19	19	NUM
crl-25015	164	16	trunc	trunc	NOUN
crl-25015	164	17	10	10	NUM
crl-25015	164	18	20	20	NUM
crl-25015	164	19	tag	tag	NOUN
crl-25015	164	20	0	0	NUM
crl-25015	164	21	1	1	NUM
crl-25015	164	22	dict	dict	NOUN
crl-25015	164	23	full	full	ADJ
crl-25015	164	24	narrow	narrow	ADJ
crl-25015	164	25	d2v	d2v	NOUN
crl-25015	164	26	75	75	NUM
crl-25015	164	27	150	150	NUM
crl-25015	164	28	read	read	VERB
crl-25015	164	29	1v2	1v2	NUM
crl-25015	164	30	2v3	2v3	NUM
crl-25015	164	31	using	use	VERB
crl-25015	164	32	machine	machine	NOUN
crl-25015	164	33	learning	learning	NOUN
crl-25015	164	34	to	to	PART
crl-25015	164	35	predict	predict	VERB
crl-25015	164	36	chat	chat	VERB
crl-25015	164	37	difficulty	difficulty	NOUN
crl-25015	164	38	691	691	NUM
crl-25015	164	39	in	in	ADP
crl-25015	164	40	model	model	NOUN
crl-25015	164	41	formulations	formulation	NOUN
crl-25015	164	42	using	use	VERB
crl-25015	164	43	tag_1	tag_1	SPACE
crl-25015	164	44	,	,	PUNCT
crl-25015	164	45	tags	tag	NOUN
crl-25015	164	46	were	be	AUX
crl-25015	164	47	used	use	VERB
crl-25015	164	48	to	to	PART
crl-25015	164	49	supplement	supplement	VERB
crl-25015	164	50	the	the	DET
crl-25015	164	51	training	training	NOUN
crl-25015	164	52	of	of	ADP
crl-25015	164	53	document	document	NOUN
crl-25015	164	54	-	-	PUNCT
crl-25015	164	55	embedding	embed	VERB
crl-25015	164	56	models	model	NOUN
crl-25015	164	57	and	and	CCONJ
crl-25015	164	58	the	the	DET
crl-25015	164	59	generation	generation	NOUN
crl-25015	164	60	of	of	ADP
crl-25015	164	61	individual	individual	ADJ
crl-25015	164	62	document	document	NOUN
crl-25015	164	63	-	-	PUNCT
crl-25015	164	64	embeddings	embedding	NOUN
crl-25015	164	65	(	(	PUNCT
crl-25015	164	66	d2v	d2v	NOUN
crl-25015	164	67	)	)	PUNCT
crl-25015	164	68	for	for	ADP
crl-25015	164	69	individual	individual	ADJ
crl-25015	164	70	samples	sample	NOUN
crl-25015	164	71	.	.	PUNCT
crl-25015	165	1	for	for	ADP
crl-25015	165	2	model	model	NOUN
crl-25015	165	3	formulation	formulation	NOUN
crl-25015	165	4	using	use	VERB
crl-25015	165	5	tag_0	tag_0	SPACE
crl-25015	165	6	,	,	PUNCT
crl-25015	165	7	the	the	DET
crl-25015	165	8	tags	tag	NOUN
crl-25015	165	9	were	be	AUX
crl-25015	165	10	not	not	PART
crl-25015	165	11	incorporated	incorporate	VERB
crl-25015	165	12	into	into	ADP
crl-25015	165	13	the	the	DET
crl-25015	165	14	training	training	NOUN
crl-25015	165	15	of	of	ADP
crl-25015	165	16	document	document	NOUN
crl-25015	165	17	-	-	PUNCT
crl-25015	165	18	embedding	embed	VERB
crl-25015	165	19	models	model	NOUN
crl-25015	165	20	or	or	CCONJ
crl-25015	165	21	in	in	ADP
crl-25015	165	22	generating	generate	VERB
crl-25015	165	23	individual	individual	ADJ
crl-25015	165	24	document	document	NOUN
crl-25015	165	25	-	-	PUNCT
crl-25015	165	26	embeddings	embedding	NOUN
crl-25015	165	27	.	.	PUNCT
crl-25015	166	1	•	•	VERB
crl-25015	166	2	dict	dict	INTJ
crl-25015	166	3	—	—	PUNCT
crl-25015	166	4	eliminating	eliminate	VERB
crl-25015	166	5	infrequent	infrequent	ADJ
crl-25015	166	6	words	word	NOUN
crl-25015	166	7	(	(	PUNCT
crl-25015	166	8	dict_f	dict_f	NOUN
crl-25015	166	9	and	and	CCONJ
crl-25015	166	10	dict_n	dict_n	NOUN
crl-25015	166	11	)	)	PUNCT
crl-25015	166	12	following	follow	VERB
crl-25015	166	13	tagging	tag	VERB
crl-25015	166	14	,	,	PUNCT
crl-25015	166	15	the	the	DET
crl-25015	166	16	input	input	NOUN
crl-25015	166	17	string	string	NOUN
crl-25015	166	18	for	for	ADP
crl-25015	166	19	each	each	DET
crl-25015	166	20	individual	individual	ADJ
crl-25015	166	21	sample	sample	NOUN
crl-25015	166	22	was	be	AUX
crl-25015	166	23	tokenized	tokenize	VERB
crl-25015	166	24	into	into	ADP
crl-25015	166	25	an	an	DET
crl-25015	166	26	array	array	NOUN
crl-25015	166	27	.	.	PUNCT
crl-25015	167	1	in	in	ADP
crl-25015	167	2	each	each	DET
crl-25015	167	3	input	input	NOUN
crl-25015	167	4	string	string	NOUN
crl-25015	167	5	,	,	PUNCT
crl-25015	167	6	the	the	DET
crl-25015	167	7	individual	individual	ADJ
crl-25015	167	8	tokens	token	NOUN
crl-25015	167	9	(	(	PUNCT
crl-25015	167	10	that	that	PRON
crl-25015	167	11	is	be	AUX
crl-25015	167	12	to	to	PART
crl-25015	167	13	say	say	VERB
crl-25015	167	14	,	,	PUNCT
crl-25015	167	15	“	"	PUNCT
crl-25015	167	16	words	word	NOUN
crl-25015	167	17	”	"	PUNCT
crl-25015	167	18	)	)	PUNCT
crl-25015	167	19	were	be	AUX
crl-25015	167	20	segmented	segment	VERB
crl-25015	167	21	by	by	ADP
crl-25015	167	22	spaces	space	NOUN
crl-25015	167	23	and	and	CCONJ
crl-25015	167	24	nonalphanumeric	nonalphanumeric	ADJ
crl-25015	167	25	characters	character	NOUN
crl-25015	167	26	.	.	PUNCT
crl-25015	168	1	all	all	DET
crl-25015	168	2	tokens	token	NOUN
crl-25015	168	3	were	be	AUX
crl-25015	168	4	converted	convert	VERB
crl-25015	168	5	to	to	PART
crl-25015	168	6	lowercase	lowercase	VERB
crl-25015	168	7	letters	letter	NOUN
crl-25015	168	8	in	in	ADP
crl-25015	168	9	the	the	DET
crl-25015	168	10	process	process	NOUN
crl-25015	168	11	.	.	PUNCT
crl-25015	169	1	once	once	SCONJ
crl-25015	169	2	each	each	DET
crl-25015	169	3	input	input	NOUN
crl-25015	169	4	string	string	NOUN
crl-25015	169	5	was	be	AUX
crl-25015	169	6	tokenized	tokenize	VERB
crl-25015	169	7	,	,	PUNCT
crl-25015	169	8	all	all	DET
crl-25015	169	9	individual	individual	ADJ
crl-25015	169	10	tokens	token	NOUN
crl-25015	169	11	remained	remain	VERB
crl-25015	169	12	in	in	ADP
crl-25015	169	13	the	the	DET
crl-25015	169	14	input	input	NOUN
crl-25015	169	15	data	datum	NOUN
crl-25015	169	16	for	for	ADP
crl-25015	169	17	models	model	NOUN
crl-25015	169	18	using	use	VERB
crl-25015	169	19	dict_full	dict_full	NOUN
crl-25015	169	20	(	(	PUNCT
crl-25015	169	21	dict_f	dict_f	X
crl-25015	169	22	)	)	PUNCT
crl-25015	169	23	.	.	PUNCT
crl-25015	170	1	for	for	ADP
crl-25015	170	2	models	model	NOUN
crl-25015	170	3	using	use	VERB
crl-25015	170	4	dict_narrow	dict_narrow	NOUN
crl-25015	170	5	(	(	PUNCT
crl-25015	170	6	dict_n	dict_n	NOUN
crl-25015	170	7	)	)	PUNCT
crl-25015	170	8	,	,	PUNCT
crl-25015	170	9	the	the	DET
crl-25015	170	10	set	set	NOUN
crl-25015	170	11	of	of	ADP
crl-25015	170	12	allowed	allow	VERB
crl-25015	170	13	tokens	token	NOUN
crl-25015	170	14	,	,	PUNCT
crl-25015	170	15	or	or	CCONJ
crl-25015	170	16	dictionary	dictionary	PROPN
crl-25015	170	17	,	,	PUNCT
crl-25015	170	18	was	be	AUX
crl-25015	170	19	reduced	reduce	VERB
crl-25015	170	20	by	by	ADP
crl-25015	170	21	eliminating	eliminate	VERB
crl-25015	170	22	tokens	token	NOUN
crl-25015	170	23	that	that	PRON
crl-25015	170	24	were	be	AUX
crl-25015	170	25	too	too	ADV
crl-25015	170	26	short	short	ADJ
crl-25015	170	27	or	or	CCONJ
crl-25015	170	28	too	too	ADV
crl-25015	170	29	infrequent	infrequent	ADJ
crl-25015	170	30	across	across	ADP
crl-25015	170	31	all	all	PRON
crl-25015	170	32	of	of	ADP
crl-25015	170	33	the	the	DET
crl-25015	170	34	input	input	NOUN
crl-25015	170	35	strings	string	NOUN
crl-25015	170	36	in	in	ADP
crl-25015	170	37	the	the	DET
crl-25015	170	38	training	training	NOUN
crl-25015	170	39	data	datum	NOUN
crl-25015	170	40	.	.	PUNCT
crl-25015	171	1	to	to	PART
crl-25015	171	2	achieve	achieve	VERB
crl-25015	171	3	this	this	PRON
crl-25015	171	4	,	,	PUNCT
crl-25015	171	5	the	the	DET
crl-25015	171	6	following	follow	VERB
crl-25015	171	7	filtering	filter	VERB
crl-25015	171	8	rules	rule	NOUN
crl-25015	171	9	were	be	AUX
crl-25015	171	10	implemented	implement	VERB
crl-25015	171	11	for	for	ADP
crl-25015	171	12	models	model	NOUN
crl-25015	171	13	using	use	VERB
crl-25015	171	14	the	the	DET
crl-25015	171	15	dict_n	dict_n	NOUN
crl-25015	171	16	parameter	parameter	NOUN
crl-25015	171	17	:	:	PUNCT
crl-25015	171	18	□	□	PUNCT
crl-25015	171	19	retain	retain	VERB
crl-25015	171	20	only	only	ADV
crl-25015	171	21	alphanumeric	alphanumeric	ADJ
crl-25015	171	22	tokens	token	NOUN
crl-25015	171	23	with	with	ADP
crl-25015	171	24	a	a	DET
crl-25015	171	25	minimum	minimum	ADJ
crl-25015	171	26	length	length	NOUN
crl-25015	171	27	of	of	ADP
crl-25015	171	28	3	3	NUM
crl-25015	171	29	characters	character	NOUN
crl-25015	171	30	.	.	PUNCT
crl-25015	172	1	□	□	PUNCT
crl-25015	172	2	retain	retain	VERB
crl-25015	172	3	only	only	ADV
crl-25015	172	4	tokens	token	NOUN
crl-25015	172	5	present	present	ADJ
crl-25015	172	6	in	in	ADP
crl-25015	172	7	at	at	ADV
crl-25015	172	8	least	least	ADJ
crl-25015	172	9	two	two	NUM
crl-25015	172	10	transcripts	transcript	NOUN
crl-25015	172	11	in	in	ADP
crl-25015	172	12	the	the	DET
crl-25015	172	13	training	training	NOUN
crl-25015	172	14	data	datum	NOUN
crl-25015	172	15	.	.	PUNCT
crl-25015	173	1	□	□	PUNCT
crl-25015	173	2	retain	retain	VERB
crl-25015	173	3	only	only	ADV
crl-25015	173	4	top	top	ADJ
crl-25015	173	5	3,000	3,000	NUM
crl-25015	173	6	tokens	token	NOUN
crl-25015	173	7	as	as	SCONJ
crl-25015	173	8	represented	represent	VERB
crl-25015	173	9	by	by	ADP
crl-25015	173	10	average	average	ADJ
crl-25015	173	11	tf	tf	PROPN
crl-25015	173	12	-	-	PUNCT
crl-25015	173	13	idf	idf	PROPN
crl-25015	173	14	scores	score	NOUN
crl-25015	173	15	in	in	ADP
crl-25015	173	16	the	the	DET
crl-25015	173	17	training	training	NOUN
crl-25015	173	18	data	datum	NOUN
crl-25015	173	19	.	.	PUNCT
crl-25015	174	1	for	for	ADP
crl-25015	174	2	the	the	DET
crl-25015	174	3	final	final	ADJ
crl-25015	174	4	filtering	filtering	NOUN
crl-25015	174	5	rule	rule	NOUN
crl-25015	174	6	,	,	PUNCT
crl-25015	174	7	tf	tf	PROPN
crl-25015	174	8	-	-	PROPN
crl-25015	174	9	idf	idf	NOUN
crl-25015	174	10	(	(	PUNCT
crl-25015	174	11	“	"	PUNCT
crl-25015	174	12	term	term	NOUN
crl-25015	174	13	frequency	frequency	NOUN
crl-25015	174	14	—	—	PUNCT
crl-25015	174	15	inverse	inverse	ADJ
crl-25015	174	16	document	document	NOUN
crl-25015	174	17	frequency	frequency	NOUN
crl-25015	174	18	”	"	PUNCT
crl-25015	174	19	)	)	PUNCT
crl-25015	174	20	was	be	AUX
crl-25015	174	21	used	use	VERB
crl-25015	174	22	to	to	PART
crl-25015	174	23	count	count	VERB
crl-25015	174	24	and	and	CCONJ
crl-25015	174	25	then	then	ADV
crl-25015	174	26	inversely	inversely	ADV
crl-25015	174	27	weight	weight	VERB
crl-25015	174	28	the	the	DET
crl-25015	174	29	count	count	NOUN
crl-25015	174	30	-	-	PUNCT
crl-25015	174	31	values	value	NOUN
crl-25015	174	32	against	against	ADP
crl-25015	174	33	the	the	DET
crl-25015	174	34	proportion	proportion	NOUN
crl-25015	174	35	of	of	ADP
crl-25015	174	36	input	input	NOUN
crl-25015	174	37	strings	string	NOUN
crl-25015	174	38	that	that	PRON
crl-25015	174	39	contained	contain	VERB
crl-25015	174	40	any	any	DET
crl-25015	174	41	given	give	VERB
crl-25015	174	42	individual	individual	ADJ
crl-25015	174	43	token	token	VERB
crl-25015	174	44	.	.	PUNCT
crl-25015	175	1	this	this	DET
crl-25015	175	2	approach	approach	NOUN
crl-25015	175	3	to	to	ADP
crl-25015	175	4	assigning	assign	VERB
crl-25015	175	5	values	value	NOUN
crl-25015	175	6	to	to	ADP
crl-25015	175	7	individual	individual	ADJ
crl-25015	175	8	tokens	token	NOUN
crl-25015	175	9	is	be	AUX
crl-25015	175	10	widely	widely	ADV
crl-25015	175	11	used	use	VERB
crl-25015	175	12	for	for	ADP
crl-25015	175	13	document	document	NOUN
crl-25015	175	14	classification	classification	NOUN
crl-25015	175	15	tasks	task	NOUN
crl-25015	175	16	because	because	SCONJ
crl-25015	175	17	it	it	PRON
crl-25015	175	18	reduces	reduce	VERB
crl-25015	175	19	the	the	DET
crl-25015	175	20	value	value	NOUN
crl-25015	175	21	of	of	ADP
crl-25015	175	22	tokens	token	NOUN
crl-25015	175	23	that	that	PRON
crl-25015	175	24	are	be	AUX
crl-25015	175	25	extremely	extremely	ADV
crl-25015	175	26	common	common	ADJ
crl-25015	175	27	,	,	PUNCT
crl-25015	175	28	but	but	CCONJ
crl-25015	175	29	unlikely	unlikely	ADJ
crl-25015	175	30	to	to	PART
crl-25015	175	31	carry	carry	VERB
crl-25015	175	32	significant	significant	ADJ
crl-25015	175	33	semantic	semantic	ADJ
crl-25015	175	34	value	value	NOUN
crl-25015	175	35	in	in	ADP
crl-25015	175	36	isolation	isolation	NOUN
crl-25015	175	37	(	(	PUNCT
crl-25015	175	38	such	such	ADJ
crl-25015	175	39	as	as	ADP
crl-25015	175	40	“	"	PUNCT
crl-25015	175	41	the	the	PRON
crl-25015	175	42	”	"	PUNCT
crl-25015	175	43	)	)	PUNCT
crl-25015	175	44	.	.	PUNCT
crl-25015	176	1	the	the	DET
crl-25015	176	2	authors	author	NOUN
crl-25015	176	3	used	use	VERB
crl-25015	176	4	the	the	DET
crl-25015	176	5	scikit	scikit	NOUN
crl-25015	176	6	-	-	PUNCT
crl-25015	176	7	learn	learn	NOUN
crl-25015	176	8	implementation	implementation	NOUN
crl-25015	176	9	of	of	ADP
crl-25015	176	10	the	the	DET
crl-25015	176	11	tf	tf	PROPN
crl-25015	176	12	-	-	PUNCT
crl-25015	176	13	idf	idf	NOUN
crl-25015	176	14	method.29	method.29	NOUN
crl-25015	176	15	the	the	DET
crl-25015	176	16	following	follow	VERB
crl-25015	176	17	examples	example	NOUN
crl-25015	176	18	illustrate	illustrate	VERB
crl-25015	176	19	how	how	SCONJ
crl-25015	176	20	this	this	DET
crl-25015	176	21	process	process	NOUN
crl-25015	176	22	transformed	transform	VERB
crl-25015	176	23	each	each	DET
crl-25015	176	24	individual	individual	ADJ
crl-25015	176	25	input	input	NOUN
crl-25015	176	26	string	string	NOUN
crl-25015	176	27	into	into	ADP
crl-25015	176	28	a	a	DET
crl-25015	176	29	tokenized	tokenize	VERB
crl-25015	176	30	array	array	NOUN
crl-25015	176	31	as	as	ADP
crl-25015	176	32	appropriate	appropriate	ADJ
crl-25015	176	33	for	for	ADP
crl-25015	176	34	both	both	PRON
crl-25015	176	35	dict_f	dict_f	NOUN
crl-25015	176	36	and	and	CCONJ
crl-25015	176	37	dict_n	dict_n	NOUN
crl-25015	176	38	models	model	NOUN
crl-25015	176	39	:	:	PUNCT
crl-25015	176	40	□	□	PUNCT
crl-25015	176	41	trunc_10	trunc_10	NOUN
crl-25015	176	42	input	input	NOUN
crl-25015	176	43	string	string	NOUN
crl-25015	176	44	:	:	PUNCT
crl-25015	176	45	“	"	PUNCT
crl-25015	176	46	i	i	PRON
crl-25015	176	47	’m	’m	AUX
crl-25015	176	48	looking	look	VERB
crl-25015	176	49	for	for	ADP
crl-25015	176	50	a	a	DET
crl-25015	176	51	19th	19th	ADJ
crl-25015	176	52	century	century	NOUN
crl-25015	176	53	article	article	NOUN
crl-25015	176	54	about	about	ADP
crl-25015	176	55	women	woman	NOUN
crl-25015	176	56	fashion	fashion	NOUN
crl-25015	176	57	”	"	PUNCT
crl-25015	176	58	□	□	PUNCT
crl-25015	176	59	dict_f	dict_f	X
crl-25015	176	60	tokenized	tokenize	VERB
crl-25015	176	61	array	array	NOUN
crl-25015	176	62	:	:	PUNCT
crl-25015	176	63	[	[	PUNCT
crl-25015	176	64	i	i	PRON
crl-25015	176	65	,	,	PUNCT
crl-25015	176	66	m	m	PROPN
crl-25015	176	67	,	,	PUNCT
crl-25015	176	68	looking	look	VERB
crl-25015	176	69	,	,	PUNCT
crl-25015	176	70	for	for	ADP
crl-25015	176	71	,	,	PUNCT
crl-25015	176	72	a	a	DET
crl-25015	176	73	,	,	PUNCT
crl-25015	176	74	19th	19th	ADJ
crl-25015	176	75	,	,	PUNCT
crl-25015	176	76	century	century	NOUN
crl-25015	176	77	,	,	PUNCT
crl-25015	176	78	article	article	NOUN
crl-25015	176	79	,	,	PUNCT
crl-25015	176	80	about	about	ADV
crl-25015	176	81	,	,	PUNCT
crl-25015	176	82	women	woman	NOUN
crl-25015	176	83	,	,	PUNCT
crl-25015	176	84	fashion	fashion	NOUN
crl-25015	176	85	]	]	PUNCT
crl-25015	176	86	□	□	PUNCT
crl-25015	176	87	dict_n	dict_n	NOUN
crl-25015	176	88	tokenized	tokenize	VERB
crl-25015	176	89	array	array	NOUN
crl-25015	176	90	:	:	PUNCT
crl-25015	176	91	[	[	PUNCT
crl-25015	176	92	looking	look	VERB
crl-25015	176	93	,	,	PUNCT
crl-25015	176	94	19th	19th	ADJ
crl-25015	176	95	,	,	PUNCT
crl-25015	176	96	century	century	NOUN
crl-25015	176	97	,	,	PUNCT
crl-25015	176	98	article	article	NOUN
crl-25015	176	99	,	,	PUNCT
crl-25015	176	100	about	about	ADV
crl-25015	176	101	,	,	PUNCT
crl-25015	176	102	women	woman	NOUN
crl-25015	176	103	,	,	PUNCT
crl-25015	176	104	fashion	fashion	NOUN
crl-25015	176	105	]	]	PUNCT
crl-25015	176	106	table	table	NOUN
crl-25015	176	107	2	2	NUM
crl-25015	176	108	tag	tag	NOUN
crl-25015	176	109	examples	example	NOUN
crl-25015	176	110	tag	tag	NOUN
crl-25015	176	111	pattern	pattern	NOUN
crl-25015	176	112	definition	definition	NOUN
crl-25015	176	113	tagprinting	tagprinte	VERB
crl-25015	176	114	print	print	NOUN
crl-25015	176	115	in	in	ADP
crl-25015	176	116	color	color	NOUN
crl-25015	176	117	interactions	interaction	NOUN
crl-25015	176	118	relating	relate	VERB
crl-25015	176	119	to	to	ADP
crl-25015	176	120	using	use	VERB
crl-25015	176	121	library	library	NOUN
crl-25015	176	122	printers	printer	NOUN
crl-25015	176	123	and	and	CCONJ
crl-25015	176	124	printing	printing	NOUN
crl-25015	176	125	services.cat	services.cat	NOUN
crl-25015	176	126	cash	cash	NOUN
crl-25015	176	127	tagquiet	tagquiet	NOUN
crl-25015	176	128	quiet	quiet	PROPN
crl-25015	176	129	zone	zone	NOUN
crl-25015	176	130	interactions	interaction	NOUN
crl-25015	176	131	in	in	ADP
crl-25015	176	132	which	which	PRON
crl-25015	176	133	the	the	DET
crl-25015	176	134	user	user	NOUN
crl-25015	176	135	mentions	mention	VERB
crl-25015	176	136	excessive	excessive	ADJ
crl-25015	176	137	noise	noise	NOUN
crl-25015	176	138	or	or	CCONJ
crl-25015	176	139	inquires	inquire	VERB
crl-25015	176	140	about	about	ADP
crl-25015	176	141	quiet	quiet	ADJ
crl-25015	176	142	places	place	NOUN
crl-25015	176	143	in	in	ADP
crl-25015	176	144	the	the	DET
crl-25015	176	145	library.floor	library.floor	NOUN
crl-25015	176	146	to	to	PART
crl-25015	176	147	be	be	AUX
crl-25015	176	148	quiet	quiet	ADJ
crl-25015	176	149	tagknownitembook	tagknownitembook	NOUN
crl-25015	176	150	a	a	DET
crl-25015	176	151	-	-	PUNCT
crl-25015	176	152	z{12}\d{24}\s{01}\.a	z{12}\d{24}\s{01}\.a	NOUN
crl-25015	176	153	-	-	PUNCT
crl-25015	176	154	z\d{1	z\d{1	NUM
crl-25015	176	155	}	}	PUNCT
crl-25015	176	156	interactions	interaction	NOUN
crl-25015	176	157	in	in	ADP
crl-25015	176	158	which	which	PRON
crl-25015	176	159	a	a	DET
crl-25015	176	160	user	user	NOUN
crl-25015	176	161	identifies	identify	VERB
crl-25015	176	162	a	a	DET
crl-25015	176	163	specific	specific	ADJ
crl-25015	176	164	,	,	PUNCT
crl-25015	176	165	individual	individual	ADJ
crl-25015	176	166	book	book	NOUN
crl-25015	176	167	by	by	ADP
crl-25015	176	168	name	name	NOUN
crl-25015	176	169	or	or	CCONJ
crl-25015	176	170	call	call	VERB
crl-25015	176	171	number.this	number.this	PRON
crl-25015	176	172	book	book	NOUN
crl-25015	176	173	692	692	NUM
crl-25015	176	174	college	college	PROPN
crl-25015	176	175	&	&	CCONJ
crl-25015	176	176	research	research	PROPN
crl-25015	176	177	libraries	library	NOUN
crl-25015	176	178	july	july	PROPN
crl-25015	176	179	2021	2021	NUM
crl-25015	176	180	•	•	NUM
crl-25015	176	181	d2v	d2v	NOUN
crl-25015	176	182	—	—	PUNCT
crl-25015	176	183	document	document	NOUN
crl-25015	176	184	embeddings	embedding	NOUN
crl-25015	176	185	(	(	PUNCT
crl-25015	176	186	d2v_75	d2v_75	NOUN
crl-25015	176	187	and	and	CCONJ
crl-25015	176	188	d2v_150	d2v_150	PROPN
crl-25015	176	189	)	)	PUNCT
crl-25015	176	190	once	once	SCONJ
crl-25015	176	191	the	the	DET
crl-25015	176	192	tokenized	tokenize	VERB
crl-25015	176	193	array	array	NOUN
crl-25015	176	194	for	for	ADP
crl-25015	176	195	each	each	DET
crl-25015	176	196	individual	individual	ADJ
crl-25015	176	197	transcript	transcript	NOUN
crl-25015	176	198	was	be	AUX
crl-25015	176	199	set	set	VERB
crl-25015	176	200	,	,	PUNCT
crl-25015	176	201	a	a	DET
crl-25015	176	202	document	document	NOUN
crl-25015	176	203	-	-	PUNCT
crl-25015	176	204	embedding	embed	VERB
crl-25015	176	205	model	model	NOUN
crl-25015	176	206	was	be	AUX
crl-25015	176	207	trained	train	VERB
crl-25015	176	208	using	use	VERB
crl-25015	176	209	the	the	DET
crl-25015	176	210	training	training	NOUN
crl-25015	176	211	-	-	PUNCT
crl-25015	176	212	data	datum	NOUN
crl-25015	176	213	and	and	CCONJ
crl-25015	176	214	the	the	DET
crl-25015	176	215	gensim	gensim	NOUN
crl-25015	176	216	implementation	implementation	NOUN
crl-25015	176	217	of	of	ADP
crl-25015	176	218	the	the	DET
crl-25015	176	219	doc2vec	doc2vec	ADJ
crl-25015	176	220	“	"	PUNCT
crl-25015	176	221	pv	pv	NOUN
crl-25015	176	222	-	-	PUNCT
crl-25015	176	223	dbow	dbow	NOUN
crl-25015	176	224	”	"	PUNCT
crl-25015	176	225	algorithm.30	algorithm.30	NOUN
crl-25015	176	226	the	the	DET
crl-25015	176	227	core	core	NOUN
crl-25015	176	228	outcome	outcome	NOUN
crl-25015	176	229	of	of	ADP
crl-25015	176	230	a	a	DET
crl-25015	176	231	doc2vec	doc2vec	ADJ
crl-25015	176	232	algorithm	algorithm	NOUN
crl-25015	176	233	and	and	CCONJ
crl-25015	176	234	model	model	NOUN
crl-25015	176	235	is	be	AUX
crl-25015	176	236	to	to	PART
crl-25015	176	237	transform	transform	VERB
crl-25015	176	238	tokenized	tokenize	VERB
crl-25015	176	239	arrays	array	NOUN
crl-25015	176	240	of	of	ADP
crl-25015	176	241	input	input	NOUN
crl-25015	176	242	strings	string	NOUN
crl-25015	176	243	into	into	ADP
crl-25015	176	244	fixed	fix	VERB
crl-25015	176	245	-	-	PUNCT
crl-25015	176	246	length	length	NOUN
crl-25015	176	247	numeric	numeric	ADJ
crl-25015	176	248	representations	representation	NOUN
crl-25015	176	249	of	of	ADP
crl-25015	176	250	the	the	DET
crl-25015	176	251	data	datum	NOUN
crl-25015	176	252	in	in	ADP
crl-25015	176	253	numeric	numeric	ADJ
crl-25015	176	254	form	form	NOUN
crl-25015	176	255	.	.	PUNCT
crl-25015	177	1	the	the	DET
crl-25015	177	2	algorithm	algorithm	PROPN
crl-25015	177	3	achieves	achieve	VERB
crl-25015	177	4	this	this	PRON
crl-25015	177	5	by	by	ADP
crl-25015	177	6	assigning	assign	VERB
crl-25015	177	7	a	a	DET
crl-25015	177	8	vector	vector	NOUN
crl-25015	177	9	of	of	ADP
crl-25015	177	10	values	value	NOUN
crl-25015	177	11	to	to	ADP
crl-25015	177	12	each	each	DET
crl-25015	177	13	individual	individual	ADJ
crl-25015	177	14	sample	sample	NOUN
crl-25015	177	15	and	and	CCONJ
crl-25015	177	16	then	then	ADV
crl-25015	177	17	updating	update	VERB
crl-25015	177	18	those	those	DET
crl-25015	177	19	values	value	NOUN
crl-25015	177	20	iteratively	iteratively	ADV
crl-25015	177	21	until	until	SCONJ
crl-25015	177	22	samples	sample	NOUN
crl-25015	177	23	that	that	PRON
crl-25015	177	24	contain	contain	VERB
crl-25015	177	25	similar	similar	ADJ
crl-25015	177	26	tokens	token	NOUN
crl-25015	177	27	will	will	AUX
crl-25015	177	28	have	have	VERB
crl-25015	177	29	similar	similar	ADJ
crl-25015	177	30	vector	vector	NOUN
crl-25015	177	31	representations.31	representations.31	NOUN
crl-25015	177	32	at	at	ADP
crl-25015	177	33	this	this	DET
crl-25015	177	34	stage	stage	NOUN
crl-25015	177	35	in	in	ADP
crl-25015	177	36	the	the	DET
crl-25015	177	37	modeling	modeling	NOUN
crl-25015	177	38	process	process	NOUN
crl-25015	177	39	,	,	PUNCT
crl-25015	177	40	the	the	DET
crl-25015	177	41	variable	variable	ADJ
crl-25015	177	42	modeling	modeling	NOUN
crl-25015	177	43	parameter	parameter	NOUN
crl-25015	177	44	was	be	AUX
crl-25015	177	45	determining	determine	VERB
crl-25015	177	46	the	the	DET
crl-25015	177	47	length	length	NOUN
crl-25015	177	48	of	of	ADP
crl-25015	177	49	the	the	DET
crl-25015	177	50	vectors	vector	NOUN
crl-25015	177	51	that	that	PRON
crl-25015	177	52	were	be	AUX
crl-25015	177	53	used	use	VERB
crl-25015	177	54	to	to	PART
crl-25015	177	55	represent	represent	VERB
crl-25015	177	56	the	the	DET
crl-25015	177	57	data	datum	NOUN
crl-25015	177	58	.	.	PUNCT
crl-25015	178	1	the	the	DET
crl-25015	178	2	authors	author	NOUN
crl-25015	178	3	chose	choose	VERB
crl-25015	178	4	to	to	PART
crl-25015	178	5	experiment	experiment	VERB
crl-25015	178	6	with	with	ADP
crl-25015	178	7	two	two	NUM
crl-25015	178	8	different	different	ADJ
crl-25015	178	9	vector	vector	NOUN
crl-25015	178	10	sizes	size	NOUN
crl-25015	178	11	:	:	PUNCT
crl-25015	178	12	75	75	NUM
crl-25015	178	13	and	and	CCONJ
crl-25015	178	14	150	150	NUM
crl-25015	178	15	.	.	PUNCT
crl-25015	179	1	for	for	ADP
crl-25015	179	2	any	any	DET
crl-25015	179	3	given	give	VERB
crl-25015	179	4	sample	sample	NOUN
crl-25015	179	5	,	,	PUNCT
crl-25015	179	6	the	the	DET
crl-25015	179	7	transformation	transformation	NOUN
crl-25015	179	8	of	of	ADP
crl-25015	179	9	the	the	DET
crl-25015	179	10	tokenized	tokenize	VERB
crl-25015	179	11	array	array	NOUN
crl-25015	179	12	may	may	AUX
crl-25015	179	13	look	look	VERB
crl-25015	179	14	like	like	ADP
crl-25015	179	15	the	the	DET
crl-25015	179	16	following	follow	VERB
crl-25015	179	17	example	example	NOUN
crl-25015	179	18	:	:	PUNCT
crl-25015	179	19	□	□	PUNCT
crl-25015	179	20	dict_n	dict_n	NOUN
crl-25015	179	21	tokenized	tokenize	VERB
crl-25015	179	22	array	array	NOUN
crl-25015	179	23	:	:	PUNCT
crl-25015	179	24	[	[	PUNCT
crl-25015	179	25	looking	look	VERB
crl-25015	179	26	,	,	PUNCT
crl-25015	179	27	19th	19th	ADJ
crl-25015	179	28	,	,	PUNCT
crl-25015	179	29	century	century	NOUN
crl-25015	179	30	,	,	PUNCT
crl-25015	179	31	article	article	NOUN
crl-25015	179	32	,	,	PUNCT
crl-25015	179	33	about	about	ADV
crl-25015	179	34	,	,	PUNCT
crl-25015	179	35	women	woman	NOUN
crl-25015	179	36	,	,	PUNCT
crl-25015	179	37	fashion	fashion	NOUN
crl-25015	179	38	]	]	PUNCT
crl-25015	179	39	□	□	PUNCT
crl-25015	179	40	d2v_75	d2v_75	NOUN
crl-25015	179	41	document	document	NOUN
crl-25015	179	42	embedding	embed	VERB
crl-25015	179	43	:	:	PUNCT
crl-25015	179	44	□	□	PUNCT
crl-25015	179	45	d2v_150	d2v_150	NOUN
crl-25015	179	46	document	document	NOUN
crl-25015	179	47	embedding	embed	VERB
crl-25015	179	48	:	:	PUNCT
crl-25015	179	49	an	an	DET
crl-25015	179	50	added	add	VERB
crl-25015	179	51	perk	perk	NOUN
crl-25015	179	52	of	of	ADP
crl-25015	179	53	using	use	VERB
crl-25015	179	54	the	the	DET
crl-25015	179	55	gensim	gensim	NOUN
crl-25015	179	56	implementation	implementation	NOUN
crl-25015	179	57	of	of	ADP
crl-25015	179	58	doc2vec	doc2vec	PROPN
crl-25015	179	59	is	be	AUX
crl-25015	179	60	it	it	PRON
crl-25015	179	61	allows	allow	VERB
crl-25015	179	62	for	for	SCONJ
crl-25015	179	63	the	the	DET
crl-25015	179	64	individual	individual	ADJ
crl-25015	179	65	document	document	NOUN
crl-25015	179	66	-	-	PUNCT
crl-25015	179	67	embeddings	embedding	NOUN
crl-25015	179	68	to	to	PART
crl-25015	179	69	be	be	AUX
crl-25015	179	70	trained	train	VERB
crl-25015	179	71	alongside	alongside	ADP
crl-25015	179	72	labels	label	NOUN
crl-25015	179	73	and	and	CCONJ
crl-25015	179	74	tags	tag	NOUN
crl-25015	179	75	.	.	PUNCT
crl-25015	180	1	consequently	consequently	ADV
crl-25015	180	2	,	,	PUNCT
crl-25015	180	3	as	as	SCONJ
crl-25015	180	4	established	establish	VERB
crl-25015	180	5	in	in	ADP
crl-25015	180	6	prior	prior	ADJ
crl-25015	180	7	work	work	NOUN
crl-25015	180	8	,	,	PUNCT
crl-25015	180	9	for	for	ADP
crl-25015	180	10	model	model	NOUN
crl-25015	180	11	formulations	formulation	NOUN
crl-25015	180	12	using	use	VERB
crl-25015	180	13	tag_1	tag_1	PRON
crl-25015	180	14	,	,	PUNCT
crl-25015	180	15	the	the	DET
crl-25015	180	16	document	document	NOUN
crl-25015	180	17	embeddings	embedding	NOUN
crl-25015	180	18	for	for	ADP
crl-25015	180	19	individual	individual	ADJ
crl-25015	180	20	samples	sample	NOUN
crl-25015	180	21	that	that	PRON
crl-25015	180	22	shared	share	VERB
crl-25015	180	23	the	the	DET
crl-25015	180	24	same	same	ADJ
crl-25015	180	25	tags	tag	NOUN
crl-25015	180	26	would	would	AUX
crl-25015	180	27	be	be	AUX
crl-25015	180	28	more	more	ADV
crl-25015	180	29	closely	closely	ADV
crl-25015	180	30	aligned	align	VERB
crl-25015	180	31	with	with	ADP
crl-25015	180	32	each	each	DET
crl-25015	180	33	other	other	ADJ
crl-25015	180	34	than	than	ADP
crl-25015	180	35	with	with	ADP
crl-25015	180	36	other	other	ADJ
crl-25015	180	37	samples	sample	NOUN
crl-25015	180	38	in	in	ADP
crl-25015	180	39	the	the	DET
crl-25015	180	40	data.32	data.32	ADJ
crl-25015	180	41	•	•	VERB
crl-25015	180	42	read	read	VERB
crl-25015	180	43	—	—	PUNCT
crl-25015	180	44	dependent	dependent	ADJ
crl-25015	180	45	variable	variable	NOUN
crl-25015	180	46	(	(	PUNCT
crl-25015	180	47	read_1v2	read_1v2	ADV
crl-25015	180	48	and	and	CCONJ
crl-25015	180	49	read_2v3	read_2v3	NOUN
crl-25015	180	50	)	)	PUNCT
crl-25015	180	51	finally	finally	ADV
crl-25015	180	52	,	,	PUNCT
crl-25015	180	53	the	the	DET
crl-25015	180	54	dependent	dependent	ADJ
crl-25015	180	55	variable	variable	NOUN
crl-25015	180	56	for	for	ADP
crl-25015	180	57	the	the	DET
crl-25015	180	58	entire	entire	ADJ
crl-25015	180	59	modeling	modeling	NOUN
crl-25015	180	60	process	process	NOUN
crl-25015	180	61	was	be	AUX
crl-25015	180	62	defined	define	VERB
crl-25015	180	63	using	use	VERB
crl-25015	180	64	read	read	NOUN
crl-25015	180	65	scale	scale	NOUN
crl-25015	180	66	ratings	rating	NOUN
crl-25015	180	67	accompanying	accompany	VERB
crl-25015	180	68	most	most	ADV
crl-25015	180	69	,	,	PUNCT
crl-25015	180	70	but	but	CCONJ
crl-25015	180	71	not	not	PART
crl-25015	180	72	all	all	PRON
crl-25015	180	73	,	,	PUNCT
crl-25015	180	74	of	of	ADP
crl-25015	180	75	the	the	DET
crl-25015	180	76	vrs	vrs	NOUN
crl-25015	180	77	transcripts	transcript	NOUN
crl-25015	180	78	in	in	ADP
crl-25015	180	79	the	the	DET
crl-25015	180	80	dataset	dataset	NOUN
crl-25015	180	81	.	.	PUNCT
crl-25015	181	1	rather	rather	ADV
crl-25015	181	2	than	than	ADP
crl-25015	181	3	trying	try	VERB
crl-25015	181	4	to	to	PART
crl-25015	181	5	implement	implement	VERB
crl-25015	181	6	an	an	DET
crl-25015	181	7	ordinal	ordinal	ADJ
crl-25015	181	8	statistical	statistical	ADJ
crl-25015	181	9	model	model	NOUN
crl-25015	181	10	,	,	PUNCT
crl-25015	181	11	the	the	DET
crl-25015	181	12	authors	author	NOUN
crl-25015	181	13	decided	decide	VERB
crl-25015	181	14	to	to	PART
crl-25015	181	15	collapse	collapse	VERB
crl-25015	181	16	the	the	DET
crl-25015	181	17	read	read	NOUN
crl-25015	181	18	values	value	NOUN
crl-25015	181	19	into	into	ADP
crl-25015	181	20	binary	binary	ADJ
crl-25015	181	21	indicators	indicator	NOUN
crl-25015	181	22	using	use	VERB
crl-25015	181	23	two	two	NUM
crl-25015	181	24	different	different	ADJ
crl-25015	181	25	cutoffs	cutoff	NOUN
crl-25015	181	26	.	.	PUNCT
crl-25015	182	1	for	for	ADP
crl-25015	182	2	read_1v2	read_1v2	PROPN
crl-25015	182	3	,	,	PUNCT
crl-25015	182	4	the	the	DET
crl-25015	182	5	original	original	ADJ
crl-25015	182	6	read	read	NOUN
crl-25015	182	7	values	value	NOUN
crl-25015	182	8	were	be	AUX
crl-25015	182	9	segmented	segment	VERB
crl-25015	182	10	between	between	ADP
crl-25015	182	11	read	read	NOUN
crl-25015	182	12	scale	scale	NOUN
crl-25015	182	13	ratings	rating	NOUN
crl-25015	182	14	1	1	NUM
crl-25015	182	15	and	and	CCONJ
crl-25015	182	16	2	2	NUM
crl-25015	182	17	.	.	PUNCT
crl-25015	182	18	for	for	ADP
crl-25015	182	19	read_2v3	read_2v3	PROPN
crl-25015	182	20	,	,	PUNCT
crl-25015	182	21	the	the	DET
crl-25015	182	22	values	value	NOUN
crl-25015	182	23	were	be	AUX
crl-25015	182	24	segmented	segment	VERB
crl-25015	182	25	between	between	ADP
crl-25015	182	26	read	read	NOUN
crl-25015	182	27	scale	scale	NOUN
crl-25015	182	28	ratings	rating	NOUN
crl-25015	182	29	of	of	ADP
crl-25015	182	30	2	2	NUM
crl-25015	182	31	and	and	CCONJ
crl-25015	182	32	3	3	NUM
crl-25015	182	33	.	.	NUM
crl-25015	183	1	subjectively	subjectively	ADV
crl-25015	183	2	,	,	PUNCT
crl-25015	183	3	these	these	DET
crl-25015	183	4	splits	split	NOUN
crl-25015	183	5	transformed	transform	VERB
crl-25015	183	6	the	the	DET
crl-25015	183	7	original	original	ADJ
crl-25015	183	8	read	read	NOUN
crl-25015	183	9	scale	scale	NOUN
crl-25015	183	10	values	value	NOUN
crl-25015	183	11	into	into	ADP
crl-25015	183	12	two	two	NUM
crl-25015	183	13	broad	broad	ADJ
crl-25015	183	14	categories	category	NOUN
crl-25015	183	15	:	:	PUNCT
crl-25015	183	16	“	"	PUNCT
crl-25015	183	17	easier	easy	ADJ
crl-25015	183	18	”	"	PUNCT
crl-25015	183	19	(	(	PUNCT
crl-25015	183	20	0	0	NUM
crl-25015	183	21	)	)	PUNCT
crl-25015	183	22	and	and	CCONJ
crl-25015	183	23	“	"	PUNCT
crl-25015	183	24	harder	hard	ADJ
crl-25015	183	25	”	"	PUNCT
crl-25015	183	26	(	(	PUNCT
crl-25015	183	27	1	1	NUM
crl-25015	183	28	)	)	PUNCT
crl-25015	183	29	(	(	PUNCT
crl-25015	183	30	see	see	VERB
crl-25015	183	31	table	table	NOUN
crl-25015	183	32	3	3	NUM
crl-25015	183	33	)	)	PUNCT
crl-25015	183	34	.	.	PUNCT
crl-25015	184	1	using	use	VERB
crl-25015	184	2	a	a	DET
crl-25015	184	3	simple	simple	ADJ
crl-25015	184	4	neural	neural	ADJ
crl-25015	184	5	network	network	NOUN
crl-25015	184	6	classifier	classifier	NOUN
crl-25015	184	7	as	as	SCONJ
crl-25015	184	8	implemented	implement	VERB
crl-25015	184	9	in	in	ADP
crl-25015	184	10	the	the	DET
crl-25015	184	11	scikit	scikit	NOUN
crl-25015	184	12	-	-	PUNCT
crl-25015	184	13	learn	learn	VERB
crl-25015	184	14	package,33	package,33	NOUN
crl-25015	184	15	the	the	DET
crl-25015	184	16	document	document	NOUN
crl-25015	184	17	-	-	PUNCT
crl-25015	184	18	embeddings	embedding	NOUN
crl-25015	184	19	for	for	ADP
crl-25015	184	20	the	the	DET
crl-25015	184	21	training	training	NOUN
crl-25015	184	22	data	datum	NOUN
crl-25015	184	23	were	be	AUX
crl-25015	184	24	used	use	VERB
crl-25015	184	25	to	to	PART
crl-25015	184	26	train	train	VERB
crl-25015	184	27	and	and	CCONJ
crl-25015	184	28	fit	fit	VERB
crl-25015	184	29	a	a	DET
crl-25015	184	30	binary	binary	ADJ
crl-25015	184	31	classification	classification	NOUN
crl-25015	184	32	model	model	NOUN
crl-25015	184	33	using	use	VERB
crl-25015	184	34	the	the	DET
crl-25015	184	35	transformed	transform	VERB
crl-25015	184	36	read	read	NOUN
crl-25015	184	37	values	value	NOUN
crl-25015	184	38	as	as	ADP
crl-25015	184	39	the	the	DET
crl-25015	184	40	dependent	dependent	ADJ
crl-25015	184	41	variable	variable	NOUN
crl-25015	184	42	.	.	PUNCT
crl-25015	185	1	finally	finally	ADV
crl-25015	185	2	,	,	PUNCT
crl-25015	185	3	both	both	CCONJ
crl-25015	185	4	the	the	DET
crl-25015	185	5	training	training	NOUN
crl-25015	185	6	data	datum	NOUN
crl-25015	185	7	and	and	CCONJ
crl-25015	185	8	test	test	NOUN
crl-25015	185	9	data	datum	NOUN
crl-25015	185	10	were	be	AUX
crl-25015	185	11	processed	process	VERB
crl-25015	185	12	through	through	ADP
crl-25015	185	13	the	the	DET
crl-25015	185	14	fully	fully	ADV
crl-25015	185	15	fitted	fit	VERB
crl-25015	185	16	classifier	classifier	NOUN
crl-25015	185	17	to	to	PART
crl-25015	185	18	generate	generate	VERB
crl-25015	185	19	predictions	prediction	NOUN
crl-25015	185	20	for	for	ADP
crl-25015	185	21	each	each	DET
crl-25015	185	22	individual	individual	ADJ
crl-25015	185	23	sample	sample	NOUN
crl-25015	185	24	in	in	ADP
crl-25015	185	25	both	both	DET
crl-25015	185	26	subsets	subset	NOUN
crl-25015	185	27	.	.	PUNCT
crl-25015	186	1	the	the	DET
crl-25015	186	2	final	final	ADJ
crl-25015	186	3	predictions	prediction	NOUN
crl-25015	186	4	for	for	ADP
crl-25015	186	5	each	each	DET
crl-25015	186	6	sample	sample	NOUN
crl-25015	186	7	were	be	AUX
crl-25015	186	8	represented	represent	VERB
crl-25015	186	9	by	by	ADP
crl-25015	186	10	probabilities	probability	NOUN
crl-25015	186	11	ranging	range	VERB
crl-25015	186	12	between	between	ADP
crl-25015	186	13	0.0	0.0	NUM
crl-25015	186	14	and	and	CCONJ
crl-25015	186	15	1.0	1.0	NUM
crl-25015	186	16	.	.	PROPN
crl-25015	186	17	table	table	NOUN
crl-25015	186	18	3	3	NUM
crl-25015	186	19	read	read	NOUN
crl-25015	186	20	scale	scale	NOUN
crl-25015	186	21	transformations	transformation	NOUN
crl-25015	186	22	read	read	VERB
crl-25015	186	23	scale	scale	NOUN
crl-25015	186	24	1	1	NUM
crl-25015	186	25	2	2	NUM
crl-25015	186	26	3	3	NUM
crl-25015	186	27	4	4	NUM
crl-25015	186	28	5	5	NUM
crl-25015	186	29	6	6	NUM
crl-25015	186	30	read_1v2	read_1v2	NUM
crl-25015	186	31	0	0	NUM
crl-25015	186	32	1	1	NUM
crl-25015	186	33	read_2v3	read_2v3	NOUN
crl-25015	186	34	0	0	NUM
crl-25015	186	35	1	1	NUM
crl-25015	186	36	using	use	VERB
crl-25015	186	37	machine	machine	NOUN
crl-25015	186	38	learning	learning	NOUN
crl-25015	186	39	to	to	PART
crl-25015	186	40	predict	predict	VERB
crl-25015	186	41	chat	chat	VERB
crl-25015	186	42	difficulty	difficulty	NOUN
crl-25015	186	43	693	693	NUM
crl-25015	186	44	model	model	NOUN
crl-25015	186	45	—	—	PUNCT
crl-25015	186	46	evaluation	evaluation	NOUN
crl-25015	186	47	following	follow	VERB
crl-25015	186	48	the	the	DET
crl-25015	186	49	full	full	ADJ
crl-25015	186	50	processing	processing	NOUN
crl-25015	186	51	of	of	ADP
crl-25015	186	52	samples	sample	NOUN
crl-25015	186	53	in	in	ADP
crl-25015	186	54	both	both	CCONJ
crl-25015	186	55	the	the	DET
crl-25015	186	56	training	training	NOUN
crl-25015	186	57	data	datum	NOUN
crl-25015	186	58	and	and	CCONJ
crl-25015	186	59	test	test	NOUN
crl-25015	186	60	data	datum	NOUN
crl-25015	186	61	,	,	PUNCT
crl-25015	186	62	the	the	DET
crl-25015	186	63	overall	overall	ADJ
crl-25015	186	64	performance	performance	NOUN
crl-25015	186	65	of	of	ADP
crl-25015	186	66	each	each	DET
crl-25015	186	67	model	model	NOUN
crl-25015	186	68	formulation	formulation	NOUN
crl-25015	186	69	was	be	AUX
crl-25015	186	70	evaluated	evaluate	VERB
crl-25015	186	71	using	use	VERB
crl-25015	186	72	the	the	DET
crl-25015	186	73	receiver	receiver	NOUN
crl-25015	186	74	operating	operating	NOUN
crl-25015	186	75	characteristics	characteristic	NOUN
crl-25015	186	76	(	(	PUNCT
crl-25015	186	77	roc	roc	PROPN
crl-25015	186	78	)	)	PUNCT
crl-25015	186	79	area	area	NOUN
crl-25015	186	80	under	under	ADP
crl-25015	186	81	the	the	DET
crl-25015	186	82	curve	curve	NOUN
crl-25015	186	83	(	(	PUNCT
crl-25015	186	84	auc	auc	NOUN
crl-25015	186	85	)	)	PUNCT
crl-25015	186	86	scores	score	NOUN
crl-25015	186	87	.	.	PUNCT
crl-25015	187	1	when	when	SCONJ
crl-25015	187	2	using	use	VERB
crl-25015	187	3	a	a	DET
crl-25015	187	4	set	set	NOUN
crl-25015	187	5	of	of	ADP
crl-25015	187	6	predicted	predict	VERB
crl-25015	187	7	probabilities	probability	NOUN
crl-25015	187	8	,	,	PUNCT
crl-25015	187	9	such	such	ADJ
crl-25015	187	10	as	as	ADP
crl-25015	187	11	those	those	PRON
crl-25015	187	12	generated	generate	VERB
crl-25015	187	13	by	by	ADP
crl-25015	187	14	the	the	DET
crl-25015	187	15	described	describe	VERB
crl-25015	187	16	models	model	NOUN
crl-25015	187	17	,	,	PUNCT
crl-25015	187	18	the	the	DET
crl-25015	187	19	roc	roc	PROPN
crl-25015	187	20	curve	curve	NOUN
crl-25015	187	21	represents	represent	VERB
crl-25015	187	22	the	the	DET
crl-25015	187	23	change	change	NOUN
crl-25015	187	24	in	in	ADP
crl-25015	187	25	the	the	DET
crl-25015	187	26	falsepositive	falsepositive	ADJ
crl-25015	187	27	and	and	CCONJ
crl-25015	187	28	true	true	ADJ
crl-25015	187	29	-	-	PUNCT
crl-25015	187	30	positive	positive	ADJ
crl-25015	187	31	classification	classification	NOUN
crl-25015	187	32	rates	rate	NOUN
crl-25015	187	33	as	as	ADP
crl-25015	187	34	the	the	DET
crl-25015	187	35	decision	decision	NOUN
crl-25015	187	36	threshold	threshold	NOUN
crl-25015	187	37	used	use	VERB
crl-25015	187	38	for	for	ADP
crl-25015	187	39	determining	determine	VERB
crl-25015	187	40	which	which	DET
crl-25015	187	41	probabilities	probability	NOUN
crl-25015	187	42	are	be	AUX
crl-25015	187	43	rounded	round	VERB
crl-25015	187	44	down	down	ADP
crl-25015	187	45	to	to	ADP
crl-25015	187	46	zero	zero	NUM
crl-25015	187	47	(	(	PUNCT
crl-25015	187	48	0	0	NUM
crl-25015	187	49	)	)	PUNCT
crl-25015	187	50	or	or	CCONJ
crl-25015	187	51	up	up	ADP
crl-25015	187	52	to	to	ADP
crl-25015	187	53	one	one	NUM
crl-25015	187	54	(	(	PUNCT
crl-25015	187	55	1	1	NUM
crl-25015	187	56	)	)	PUNCT
crl-25015	187	57	is	be	AUX
crl-25015	187	58	varied	varied	ADJ
crl-25015	187	59	.	.	PUNCT
crl-25015	188	1	when	when	SCONJ
crl-25015	188	2	measuring	measure	VERB
crl-25015	188	3	the	the	DET
crl-25015	188	4	area	area	NOUN
crl-25015	188	5	under	under	ADP
crl-25015	188	6	the	the	DET
crl-25015	188	7	roc	roc	PROPN
crl-25015	188	8	curve	curve	NOUN
crl-25015	188	9	(	(	PUNCT
crl-25015	188	10	auc	auc	NOUN
crl-25015	188	11	)	)	PUNCT
crl-25015	188	12	,	,	PUNCT
crl-25015	188	13	auc	auc	NOUN
crl-25015	188	14	scores	score	NOUN
crl-25015	188	15	can	can	AUX
crl-25015	188	16	range	range	VERB
crl-25015	188	17	from	from	ADP
crl-25015	188	18	0.0	0.0	NUM
crl-25015	188	19	to	to	ADP
crl-25015	188	20	1.0	1.0	NUM
crl-25015	188	21	and	and	CCONJ
crl-25015	188	22	in	in	ADP
crl-25015	188	23	effect	effect	NOUN
crl-25015	188	24	represent	represent	VERB
crl-25015	188	25	the	the	DET
crl-25015	188	26	overall	overall	ADJ
crl-25015	188	27	discriminatory	discriminatory	ADJ
crl-25015	188	28	power	power	NOUN
crl-25015	188	29	of	of	ADP
crl-25015	188	30	a	a	DET
crl-25015	188	31	model	model	NOUN
crl-25015	188	32	.	.	PUNCT
crl-25015	189	1	for	for	ADP
crl-25015	189	2	a	a	DET
crl-25015	189	3	binary	binary	ADJ
crl-25015	189	4	classification	classification	NOUN
crl-25015	189	5	task	task	NOUN
crl-25015	189	6	,	,	PUNCT
crl-25015	189	7	auc	auc	NOUN
crl-25015	189	8	scores	score	NOUN
crl-25015	189	9	of	of	ADP
crl-25015	189	10	1.0	1.0	NUM
crl-25015	189	11	indicate	indicate	VERB
crl-25015	189	12	that	that	SCONJ
crl-25015	189	13	the	the	DET
crl-25015	189	14	model	model	NOUN
crl-25015	189	15	is	be	AUX
crl-25015	189	16	able	able	ADJ
crl-25015	189	17	to	to	PART
crl-25015	189	18	perfectly	perfectly	ADV
crl-25015	189	19	discriminate	discriminate	VERB
crl-25015	189	20	between	between	ADP
crl-25015	189	21	the	the	DET
crl-25015	189	22	two	two	NUM
crl-25015	189	23	classes	class	NOUN
crl-25015	189	24	(	(	PUNCT
crl-25015	189	25	that	that	PRON
crl-25015	189	26	is	be	AUX
crl-25015	189	27	to	to	PART
crl-25015	189	28	say	say	VERB
crl-25015	189	29	,	,	PUNCT
crl-25015	189	30	“	"	PUNCT
crl-25015	189	31	easier	easy	ADJ
crl-25015	189	32	”	"	PUNCT
crl-25015	189	33	vs	vs	ADP
crl-25015	189	34	“	"	PUNCT
crl-25015	189	35	harder	hard	ADJ
crl-25015	189	36	”	"	PUNCT
crl-25015	189	37	)	)	PUNCT
crl-25015	189	38	,	,	PUNCT
crl-25015	189	39	for	for	ADP
crl-25015	189	40	all	all	DET
crl-25015	189	41	possible	possible	ADJ
crl-25015	189	42	decision	decision	NOUN
crl-25015	189	43	thresholds	threshold	NOUN
crl-25015	189	44	.	.	PUNCT
crl-25015	190	1	an	an	DET
crl-25015	190	2	auc	auc	NOUN
crl-25015	190	3	score	score	NOUN
crl-25015	190	4	of	of	ADP
crl-25015	190	5	0.5	0.5	NUM
crl-25015	190	6	would	would	AUX
crl-25015	190	7	indicate	indicate	VERB
crl-25015	190	8	that	that	SCONJ
crl-25015	190	9	the	the	DET
crl-25015	190	10	model	model	NOUN
crl-25015	190	11	’s	’s	PART
crl-25015	190	12	capacity	capacity	NOUN
crl-25015	190	13	to	to	PART
crl-25015	190	14	discriminate	discriminate	VERB
crl-25015	190	15	between	between	ADP
crl-25015	190	16	two	two	NUM
crl-25015	190	17	classes	class	NOUN
crl-25015	190	18	is	be	AUX
crl-25015	190	19	no	no	ADV
crl-25015	190	20	better	well	ADJ
crl-25015	190	21	than	than	SCONJ
crl-25015	190	22	randomly	randomly	ADV
crl-25015	190	23	guessing	guess	VERB
crl-25015	190	24	.	.	PUNCT
crl-25015	191	1	by	by	ADP
crl-25015	191	2	using	use	VERB
crl-25015	191	3	auc	auc	NOUN
crl-25015	191	4	scores	score	NOUN
crl-25015	191	5	to	to	PART
crl-25015	191	6	evaluate	evaluate	VERB
crl-25015	191	7	each	each	DET
crl-25015	191	8	individual	individual	ADJ
crl-25015	191	9	model	model	NOUN
crl-25015	191	10	’s	’s	PART
crl-25015	191	11	performance	performance	NOUN
crl-25015	191	12	with	with	ADP
crl-25015	191	13	respect	respect	NOUN
crl-25015	191	14	to	to	ADP
crl-25015	191	15	both	both	CCONJ
crl-25015	191	16	the	the	DET
crl-25015	191	17	testing	testing	NOUN
crl-25015	191	18	data	datum	NOUN
crl-25015	191	19	and	and	CCONJ
crl-25015	191	20	training	training	NOUN
crl-25015	191	21	data	datum	NOUN
crl-25015	191	22	,	,	PUNCT
crl-25015	191	23	the	the	DET
crl-25015	191	24	authors	author	NOUN
crl-25015	191	25	were	be	AUX
crl-25015	191	26	able	able	ADJ
crl-25015	191	27	to	to	PART
crl-25015	191	28	inspect	inspect	VERB
crl-25015	191	29	and	and	CCONJ
crl-25015	191	30	evaluate	evaluate	VERB
crl-25015	191	31	the	the	DET
crl-25015	191	32	auc	auc	NOUN
crl-25015	191	33	scores	score	NOUN
crl-25015	191	34	in	in	ADP
crl-25015	191	35	aggregate	aggregate	NOUN
crl-25015	191	36	and	and	CCONJ
crl-25015	191	37	as	as	ADP
crl-25015	191	38	distributions	distribution	NOUN
crl-25015	191	39	.	.	PUNCT
crl-25015	192	1	additionally	additionally	ADV
crl-25015	192	2	,	,	PUNCT
crl-25015	192	3	simple	simple	ADJ
crl-25015	192	4	right	right	ADJ
crl-25015	192	5	-	-	PUNCT
crl-25015	192	6	tail	tail	NOUN
crl-25015	192	7	t	t	NOUN
crl-25015	192	8	-	-	PUNCT
crl-25015	192	9	tests	test	NOUN
crl-25015	192	10	were	be	AUX
crl-25015	192	11	conducted	conduct	VERB
crl-25015	192	12	to	to	PART
crl-25015	192	13	determine	determine	VERB
crl-25015	192	14	if	if	SCONJ
crl-25015	192	15	the	the	DET
crl-25015	192	16	distribution	distribution	NOUN
crl-25015	192	17	of	of	ADP
crl-25015	192	18	auc	auc	NOUN
crl-25015	192	19	scores	score	NOUN
crl-25015	192	20	demonstrated	demonstrate	VERB
crl-25015	192	21	that	that	SCONJ
crl-25015	192	22	the	the	DET
crl-25015	192	23	modeling	modeling	NOUN
crl-25015	192	24	techniques	technique	NOUN
crl-25015	192	25	used	use	VERB
crl-25015	192	26	were	be	AUX
crl-25015	192	27	able	able	ADJ
crl-25015	192	28	to	to	PART
crl-25015	192	29	generate	generate	VERB
crl-25015	192	30	better	well	ADJ
crl-25015	192	31	-	-	PUNCT
crl-25015	192	32	than	than	ADP
crl-25015	192	33	-	-	PUNCT
crl-25015	192	34	random	random	ADJ
crl-25015	192	35	predictions	prediction	NOUN
crl-25015	192	36	in	in	ADP
crl-25015	192	37	a	a	DET
crl-25015	192	38	statistically	statistically	ADV
crl-25015	192	39	significant	significant	ADJ
crl-25015	192	40	way	way	NOUN
crl-25015	192	41	.	.	PUNCT
crl-25015	193	1	the	the	DET
crl-25015	193	2	same	same	ADJ
crl-25015	193	3	evaluation	evaluation	NOUN
crl-25015	193	4	of	of	ADP
crl-25015	193	5	auc	auc	NOUN
crl-25015	193	6	scores	score	NOUN
crl-25015	193	7	was	be	AUX
crl-25015	193	8	conducted	conduct	VERB
crl-25015	193	9	on	on	ADP
crl-25015	193	10	subsets	subset	NOUN
crl-25015	193	11	of	of	ADP
crl-25015	193	12	vrs	vrs	PROPN
crl-25015	193	13	transcripts	transcript	NOUN
crl-25015	193	14	with	with	ADP
crl-25015	193	15	respect	respect	NOUN
crl-25015	193	16	to	to	AUX
crl-25015	193	17	question	question	VERB
crl-25015	193	18	type	type	NOUN
crl-25015	193	19	labels	label	NOUN
crl-25015	193	20	that	that	PRON
crl-25015	193	21	were	be	AUX
crl-25015	193	22	recorded	record	VERB
crl-25015	193	23	by	by	ADP
crl-25015	193	24	vrs	vrs	PROPN
crl-25015	193	25	operators	operator	NOUN
crl-25015	193	26	.	.	PUNCT
crl-25015	194	1	further	far	ADV
crl-25015	194	2	,	,	PUNCT
crl-25015	194	3	simple	simple	ADJ
crl-25015	194	4	classification	classification	NOUN
crl-25015	194	5	accuracy	accuracy	NOUN
crl-25015	194	6	of	of	ADP
crl-25015	194	7	each	each	DET
crl-25015	194	8	individual	individual	ADJ
crl-25015	194	9	model	model	NOUN
crl-25015	194	10	was	be	AUX
crl-25015	194	11	calculated	calculate	VERB
crl-25015	194	12	with	with	ADP
crl-25015	194	13	respect	respect	NOUN
crl-25015	194	14	to	to	ADP
crl-25015	194	15	tag	tag	NOUN
crl-25015	194	16	labels	label	NOUN
crl-25015	194	17	and	and	CCONJ
crl-25015	194	18	relevant	relevant	ADJ
crl-25015	194	19	subsets	subset	NOUN
crl-25015	194	20	of	of	ADP
crl-25015	194	21	transcripts	transcript	NOUN
crl-25015	194	22	.	.	PUNCT
crl-25015	195	1	results	result	VERB
crl-25015	195	2	the	the	DET
crl-25015	195	3	results	result	NOUN
crl-25015	195	4	of	of	ADP
crl-25015	195	5	the	the	DET
crl-25015	195	6	analysis	analysis	NOUN
crl-25015	195	7	unambiguously	unambiguously	ADV
crl-25015	195	8	demonstrated	demonstrate	VERB
crl-25015	195	9	that	that	SCONJ
crl-25015	195	10	the	the	DET
crl-25015	195	11	models	model	NOUN
crl-25015	195	12	are	be	AUX
crl-25015	195	13	fully	fully	ADV
crl-25015	195	14	capable	capable	ADJ
crl-25015	195	15	of	of	ADP
crl-25015	195	16	providing	provide	VERB
crl-25015	195	17	library	library	NOUN
crl-25015	195	18	service	service	NOUN
crl-25015	195	19	managers	manager	NOUN
crl-25015	195	20	with	with	ADP
crl-25015	195	21	robust	robust	ADJ
crl-25015	195	22	and	and	CCONJ
crl-25015	195	23	reliably	reliably	ADV
crl-25015	195	24	better	well	ADJ
crl-25015	195	25	-	-	PUNCT
crl-25015	195	26	than	than	ADP
crl-25015	195	27	-	-	PUNCT
crl-25015	195	28	random	random	ADJ
crl-25015	195	29	predictions	prediction	NOUN
crl-25015	195	30	regarding	regard	VERB
crl-25015	195	31	the	the	DET
crl-25015	195	32	relative	relative	ADJ
crl-25015	195	33	difficulty	difficulty	NOUN
crl-25015	195	34	of	of	ADP
crl-25015	195	35	inbound	inbound	ADJ
crl-25015	195	36	vrs	vrs	PROPN
crl-25015	195	37	chat	chat	PROPN
crl-25015	195	38	sessions	session	NOUN
crl-25015	195	39	.	.	PUNCT
crl-25015	196	1	in	in	ADP
crl-25015	196	2	total	total	ADJ
crl-25015	196	3	,	,	PUNCT
crl-25015	196	4	640	640	NUM
crl-25015	196	5	individual	individual	ADJ
crl-25015	196	6	models	model	NOUN
crl-25015	196	7	table	table	NOUN
crl-25015	196	8	4	4	NUM
crl-25015	196	9	mean	mean	NOUN
crl-25015	196	10	auc	auc	NOUN
crl-25015	196	11	scores	score	NOUN
crl-25015	196	12	by	by	ADP
crl-25015	196	13	data	datum	NOUN
crl-25015	196	14	subsets	subset	NOUN
crl-25015	196	15	694	694	NUM
crl-25015	196	16	college	college	PROPN
crl-25015	196	17	&	&	CCONJ
crl-25015	196	18	research	research	PROPN
crl-25015	196	19	libraries	library	NOUN
crl-25015	196	20	july	july	PROPN
crl-25015	196	21	2021	2021	NUM
crl-25015	196	22	with	with	ADP
crl-25015	196	23	unique	unique	ADJ
crl-25015	196	24	modeling	modeling	NOUN
crl-25015	196	25	parameters	parameter	NOUN
crl-25015	196	26	were	be	AUX
crl-25015	196	27	evaluated	evaluate	VERB
crl-25015	196	28	.	.	PUNCT
crl-25015	197	1	table	table	NOUN
crl-25015	197	2	4	4	NUM
crl-25015	197	3	shows	show	VERB
crl-25015	197	4	a	a	DET
crl-25015	197	5	comprehensive	comprehensive	ADJ
crl-25015	197	6	summary	summary	NOUN
crl-25015	197	7	of	of	ADP
crl-25015	197	8	the	the	DET
crl-25015	197	9	auc	auc	NOUN
crl-25015	197	10	scores	score	NOUN
crl-25015	197	11	with	with	ADP
crl-25015	197	12	respect	respect	NOUN
crl-25015	197	13	to	to	ADP
crl-25015	197	14	various	various	ADJ
crl-25015	197	15	subsets	subset	NOUN
crl-25015	197	16	of	of	ADP
crl-25015	197	17	the	the	DET
crl-25015	197	18	data	datum	NOUN
crl-25015	197	19	.	.	PUNCT
crl-25015	198	1	since	since	SCONJ
crl-25015	198	2	the	the	DET
crl-25015	198	3	final	final	ADJ
crl-25015	198	4	stage	stage	NOUN
crl-25015	198	5	of	of	ADP
crl-25015	198	6	the	the	DET
crl-25015	198	7	modeling	modeling	NOUN
crl-25015	198	8	process	process	NOUN
crl-25015	198	9	required	require	VERB
crl-25015	198	10	fully	fully	ADV
crl-25015	198	11	valid	valid	ADJ
crl-25015	198	12	samples	sample	NOUN
crl-25015	198	13	to	to	PART
crl-25015	198	14	calculate	calculate	VERB
crl-25015	198	15	auc	auc	NOUN
crl-25015	198	16	scores	score	NOUN
crl-25015	198	17	,	,	PUNCT
crl-25015	198	18	only	only	ADV
crl-25015	198	19	training	training	NOUN
crl-25015	198	20	and	and	CCONJ
crl-25015	198	21	test	test	NOUN
crl-25015	198	22	data	datum	NOUN
crl-25015	198	23	with	with	ADP
crl-25015	198	24	fully	fully	ADV
crl-25015	198	25	labeled	label	VERB
crl-25015	198	26	read	read	NOUN
crl-25015	198	27	values	value	NOUN
crl-25015	198	28	were	be	AUX
crl-25015	198	29	evaluated	evaluate	VERB
crl-25015	198	30	.	.	PUNCT
crl-25015	199	1	consequently	consequently	ADV
crl-25015	199	2	,	,	PUNCT
crl-25015	199	3	the	the	DET
crl-25015	199	4	number	number	NOUN
crl-25015	199	5	of	of	ADP
crl-25015	199	6	vrs	vrs	PROPN
crl-25015	199	7	transcripts	transcript	NOUN
crl-25015	199	8	that	that	PRON
crl-25015	199	9	received	receive	VERB
crl-25015	199	10	predictions	prediction	NOUN
crl-25015	199	11	and	and	CCONJ
crl-25015	199	12	whose	whose	DET
crl-25015	199	13	predictions	prediction	NOUN
crl-25015	199	14	were	be	AUX
crl-25015	199	15	evaluated	evaluate	VERB
crl-25015	199	16	for	for	ADP
crl-25015	199	17	final	final	ADJ
crl-25015	199	18	auc	auc	NOUN
crl-25015	199	19	scores	score	NOUN
crl-25015	199	20	from	from	ADP
crl-25015	199	21	the	the	DET
crl-25015	199	22	training	training	NOUN
crl-25015	199	23	and	and	CCONJ
crl-25015	199	24	testing	testing	NOUN
crl-25015	199	25	data	datum	NOUN
crl-25015	199	26	was	be	AUX
crl-25015	199	27	reduced	reduce	VERB
crl-25015	199	28	from	from	ADP
crl-25015	199	29	12,604	12,604	NUM
crl-25015	199	30	to	to	ADP
crl-25015	199	31	10,162	10,162	NUM
crl-25015	199	32	and	and	CCONJ
crl-25015	199	33	from	from	ADP
crl-25015	199	34	2,000	2,000	NUM
crl-25015	199	35	to	to	ADP
crl-25015	199	36	1,753	1,753	NUM
crl-25015	199	37	,	,	PUNCT
crl-25015	199	38	respectively	respectively	ADV
crl-25015	199	39	.	.	PUNCT
crl-25015	200	1	one	one	NUM
crl-25015	200	2	aspect	aspect	NOUN
crl-25015	200	3	of	of	ADP
crl-25015	200	4	the	the	DET
crl-25015	200	5	results	result	NOUN
crl-25015	200	6	that	that	PRON
crl-25015	200	7	became	become	VERB
crl-25015	200	8	immediately	immediately	ADV
crl-25015	200	9	apparent	apparent	ADJ
crl-25015	200	10	was	be	AUX
crl-25015	200	11	the	the	DET
crl-25015	200	12	discrepancy	discrepancy	NOUN
crl-25015	200	13	between	between	ADP
crl-25015	200	14	the	the	DET
crl-25015	200	15	auc	auc	NOUN
crl-25015	200	16	scores	score	NOUN
crl-25015	200	17	for	for	ADP
crl-25015	200	18	comparable	comparable	ADJ
crl-25015	200	19	training	training	NOUN
crl-25015	200	20	and	and	CCONJ
crl-25015	200	21	testing	testing	NOUN
crl-25015	200	22	subsets	subset	NOUN
crl-25015	200	23	.	.	PUNCT
crl-25015	201	1	for	for	ADP
crl-25015	201	2	the	the	DET
crl-25015	201	3	overall	overall	ADJ
crl-25015	201	4	model	model	NOUN
crl-25015	201	5	evaluations	evaluation	NOUN
crl-25015	201	6	,	,	PUNCT
crl-25015	201	7	the	the	DET
crl-25015	201	8	mean	mean	ADJ
crl-25015	201	9	auc	auc	NOUN
crl-25015	201	10	score	score	NOUN
crl-25015	201	11	for	for	ADP
crl-25015	201	12	the	the	DET
crl-25015	201	13	training	training	NOUN
crl-25015	201	14	data	datum	NOUN
crl-25015	201	15	(	(	PUNCT
crl-25015	201	16	in	in	ADP
crl-25015	201	17	other	other	ADJ
crl-25015	201	18	words	word	NOUN
crl-25015	201	19	,	,	PUNCT
crl-25015	201	20	internal	internal	ADJ
crl-25015	201	21	validation	validation	NOUN
crl-25015	201	22	)	)	PUNCT
crl-25015	201	23	was	be	AUX
crl-25015	201	24	approximately	approximately	ADV
crl-25015	201	25	0.7700	0.7700	NUM
crl-25015	201	26	,	,	PUNCT
crl-25015	201	27	whereas	whereas	SCONJ
crl-25015	201	28	the	the	DET
crl-25015	201	29	score	score	NOUN
crl-25015	201	30	for	for	ADP
crl-25015	201	31	the	the	DET
crl-25015	201	32	testing	testing	NOUN
crl-25015	201	33	data	datum	NOUN
crl-25015	201	34	(	(	PUNCT
crl-25015	201	35	that	that	ADV
crl-25015	201	36	is	is	ADV
crl-25015	201	37	,	,	PUNCT
crl-25015	201	38	external	external	ADJ
crl-25015	201	39	validation	validation	NOUN
crl-25015	201	40	)	)	PUNCT
crl-25015	201	41	was	be	AUX
crl-25015	201	42	0.6631	0.6631	NUM
crl-25015	201	43	.	.	PUNCT
crl-25015	202	1	this	this	DET
crl-25015	202	2	pattern	pattern	NOUN
crl-25015	202	3	repeated	repeat	VERB
crl-25015	202	4	itself	itself	PRON
crl-25015	202	5	in	in	ADP
crl-25015	202	6	the	the	DET
crl-25015	202	7	results	result	NOUN
crl-25015	202	8	for	for	ADP
crl-25015	202	9	all	all	DET
crl-25015	202	10	subsets	subset	NOUN
crl-25015	202	11	of	of	ADP
crl-25015	202	12	data	datum	NOUN
crl-25015	202	13	.	.	PUNCT
crl-25015	203	1	however	however	ADV
crl-25015	203	2	,	,	PUNCT
crl-25015	203	3	right	right	ADV
crl-25015	203	4	-	-	PUNCT
crl-25015	203	5	tailed	tail	VERB
crl-25015	203	6	ttests	ttest	NOUN
crl-25015	203	7	revealed	reveal	VERB
crl-25015	203	8	that	that	SCONJ
crl-25015	203	9	the	the	DET
crl-25015	203	10	auc	auc	NOUN
crl-25015	203	11	scores	score	NOUN
crl-25015	203	12	for	for	ADP
crl-25015	203	13	all	all	DET
crl-25015	203	14	models	model	NOUN
crl-25015	203	15	associated	associate	VERB
crl-25015	203	16	with	with	ADP
crl-25015	203	17	the	the	DET
crl-25015	203	18	training	training	NOUN
crl-25015	203	19	data	datum	NOUN
crl-25015	203	20	and	and	CCONJ
crl-25015	203	21	nearly	nearly	ADV
crl-25015	203	22	all	all	PRON
crl-25015	203	23	models	model	NOUN
crl-25015	203	24	associated	associate	VERB
crl-25015	203	25	with	with	ADP
crl-25015	203	26	the	the	DET
crl-25015	203	27	testing	testing	NOUN
crl-25015	203	28	data	datum	NOUN
crl-25015	203	29	were	be	AUX
crl-25015	203	30	,	,	PUNCT
crl-25015	203	31	on	on	ADP
crl-25015	203	32	average	average	ADJ
crl-25015	203	33	,	,	PUNCT
crl-25015	203	34	greater	great	ADJ
crl-25015	203	35	than	than	ADP
crl-25015	203	36	0.5	0.5	NUM
crl-25015	203	37	to	to	ADP
crl-25015	203	38	a	a	DET
crl-25015	203	39	highly	highly	ADV
crl-25015	203	40	statistically	statistically	ADV
crl-25015	203	41	significant	significant	ADJ
crl-25015	203	42	degree	degree	NOUN
crl-25015	203	43	(	(	PUNCT
crl-25015	203	44	p	p	NOUN
crl-25015	203	45	<	<	X
crl-25015	203	46	0.001	0.001	NUM
crl-25015	203	47	)	)	PUNCT
crl-25015	203	48	.	.	PUNCT
crl-25015	204	1	since	since	SCONJ
crl-25015	204	2	the	the	DET
crl-25015	204	3	evaluation	evaluation	NOUN
crl-25015	204	4	of	of	ADP
crl-25015	204	5	the	the	DET
crl-25015	204	6	testing	testing	NOUN
crl-25015	204	7	data	datum	NOUN
crl-25015	204	8	was	be	AUX
crl-25015	204	9	meant	mean	VERB
crl-25015	204	10	to	to	PART
crl-25015	204	11	simulate	simulate	VERB
crl-25015	204	12	“	"	PUNCT
crl-25015	204	13	new	new	ADJ
crl-25015	204	14	”	"	PUNCT
crl-25015	204	15	vrs	vrs	NOUN
crl-25015	204	16	interactions	interaction	NOUN
crl-25015	204	17	,	,	PUNCT
crl-25015	204	18	the	the	DET
crl-25015	204	19	results	result	NOUN
crl-25015	204	20	showed	show	VERB
crl-25015	204	21	that	that	SCONJ
crl-25015	204	22	the	the	DET
crl-25015	204	23	predictive	predictive	ADJ
crl-25015	204	24	models	model	NOUN
crl-25015	204	25	were	be	AUX
crl-25015	204	26	reliably	reliably	ADV
crl-25015	204	27	better	well	ADJ
crl-25015	204	28	than	than	ADP
crl-25015	204	29	random	random	ADJ
crl-25015	204	30	at	at	ADP
crl-25015	204	31	predicting	predict	VERB
crl-25015	204	32	the	the	DET
crl-25015	204	33	relative	relative	ADJ
crl-25015	204	34	difficulty	difficulty	NOUN
crl-25015	204	35	of	of	ADP
crl-25015	204	36	individual	individual	ADJ
crl-25015	204	37	vrs	vrs	NOUN
crl-25015	204	38	interactions	interaction	NOUN
crl-25015	204	39	.	.	PUNCT
crl-25015	205	1	in	in	ADP
crl-25015	205	2	limited	limited	ADJ
crl-25015	205	3	instances	instance	NOUN
crl-25015	205	4	,	,	PUNCT
crl-25015	205	5	the	the	DET
crl-25015	205	6	auc	auc	NOUN
crl-25015	205	7	scores	score	NOUN
crl-25015	205	8	for	for	ADP
crl-25015	205	9	some	some	DET
crl-25015	205	10	testing	testing	NOUN
crl-25015	205	11	subsets	subset	NOUN
crl-25015	205	12	did	do	AUX
crl-25015	205	13	not	not	PART
crl-25015	205	14	show	show	VERB
crl-25015	205	15	statistically	statistically	ADV
crl-25015	205	16	significant	significant	ADJ
crl-25015	205	17	or	or	CCONJ
crl-25015	205	18	better	well	ADJ
crl-25015	205	19	than	than	ADP
crl-25015	205	20	random	random	ADJ
crl-25015	205	21	predictive	predictive	ADJ
crl-25015	205	22	accuracy	accuracy	NOUN
crl-25015	205	23	.	.	PUNCT
crl-25015	206	1	however	however	ADV
crl-25015	206	2	,	,	PUNCT
crl-25015	206	3	these	these	DET
crl-25015	206	4	subsets	subset	NOUN
crl-25015	206	5	were	be	AUX
crl-25015	206	6	also	also	ADV
crl-25015	206	7	characterized	characterize	VERB
crl-25015	206	8	by	by	ADP
crl-25015	206	9	relatively	relatively	ADV
crl-25015	206	10	small	small	ADJ
crl-25015	206	11	numbers	number	NOUN
crl-25015	206	12	of	of	ADP
crl-25015	206	13	vrs	vrs	NOUN
crl-25015	206	14	samples	sample	NOUN
crl-25015	206	15	(	(	PUNCT
crl-25015	206	16	such	such	ADJ
crl-25015	206	17	as	as	ADP
crl-25015	206	18	“	"	PUNCT
crl-25015	206	19	copyright	copyright	NOUN
crl-25015	206	20	,	,	PUNCT
crl-25015	206	21	”	"	PUNCT
crl-25015	206	22	“	"	PUNCT
crl-25015	206	23	kapi	kapi	NOUN
crl-25015	206	24	,	,	PUNCT
crl-25015	206	25	”	"	PUNCT
crl-25015	206	26	“	"	PUNCT
crl-25015	206	27	krex	krex	PROPN
crl-25015	206	28	,	,	PUNCT
crl-25015	206	29	”	"	PUNCT
crl-25015	206	30	and	and	CCONJ
crl-25015	206	31	“	"	PUNCT
crl-25015	206	32	newprairiepress	newprairiepress	NOUN
crl-25015	206	33	”	"	PUNCT
crl-25015	206	34	)	)	PUNCT
crl-25015	206	35	.	.	PUNCT
crl-25015	207	1	since	since	SCONJ
crl-25015	207	2	the	the	DET
crl-25015	207	3	sample	sample	NOUN
crl-25015	207	4	sizes	size	NOUN
crl-25015	207	5	associated	associate	VERB
crl-25015	207	6	with	with	ADP
crl-25015	207	7	these	these	DET
crl-25015	207	8	subsets	subset	NOUN
crl-25015	207	9	were	be	AUX
crl-25015	207	10	so	so	ADV
crl-25015	207	11	drastically	drastically	ADV
crl-25015	207	12	small	small	ADJ
crl-25015	207	13	,	,	PUNCT
crl-25015	207	14	auc	auc	NOUN
crl-25015	207	15	scores	score	NOUN
crl-25015	207	16	are	be	AUX
crl-25015	207	17	not	not	PART
crl-25015	207	18	a	a	DET
crl-25015	207	19	reliable	reliable	ADJ
crl-25015	207	20	performance	performance	NOUN
crl-25015	207	21	metric	metric	ADJ
crl-25015	207	22	and	and	CCONJ
crl-25015	207	23	,	,	PUNCT
crl-25015	207	24	in	in	ADP
crl-25015	207	25	some	some	DET
crl-25015	207	26	instances	instance	NOUN
crl-25015	207	27	,	,	PUNCT
crl-25015	207	28	were	be	AUX
crl-25015	207	29	not	not	PART
crl-25015	207	30	available	available	ADJ
crl-25015	207	31	at	at	ADV
crl-25015	207	32	all	all	ADV
crl-25015	207	33	due	due	ADP
crl-25015	207	34	to	to	ADP
crl-25015	207	35	the	the	DET
crl-25015	207	36	homogeneity	homogeneity	NOUN
crl-25015	207	37	of	of	ADP
crl-25015	207	38	the	the	DET
crl-25015	207	39	samples	sample	NOUN
crl-25015	207	40	’	’	PART
crl-25015	207	41	difficulty	difficulty	NOUN
crl-25015	207	42	ratings	rating	NOUN
crl-25015	207	43	.	.	PUNCT
crl-25015	208	1	figure	figure	NOUN
crl-25015	208	2	5	5	NUM
crl-25015	208	3	distribution	distribution	NOUN
crl-25015	208	4	of	of	ADP
crl-25015	208	5	auc	auc	NOUN
crl-25015	208	6	scores	score	NOUN
crl-25015	208	7	for	for	ADP
crl-25015	208	8	full	full	ADJ
crl-25015	208	9	training	training	NOUN
crl-25015	208	10	and	and	CCONJ
crl-25015	208	11	testing	testing	NOUN
crl-25015	208	12	datasets	dataset	NOUN
crl-25015	208	13	using	use	VERB
crl-25015	208	14	machine	machine	NOUN
crl-25015	208	15	learning	learning	NOUN
crl-25015	208	16	to	to	PART
crl-25015	208	17	predict	predict	VERB
crl-25015	208	18	chat	chat	VERB
crl-25015	208	19	difficulty	difficulty	NOUN
crl-25015	208	20	695	695	NUM
crl-25015	208	21	whereas	whereas	SCONJ
crl-25015	208	22	the	the	DET
crl-25015	208	23	metrics	metric	NOUN
crl-25015	208	24	in	in	ADP
crl-25015	208	25	table	table	NOUN
crl-25015	208	26	4	4	NUM
crl-25015	208	27	represent	represent	VERB
crl-25015	208	28	and	and	CCONJ
crl-25015	208	29	characterize	characterize	VERB
crl-25015	208	30	the	the	DET
crl-25015	208	31	auc	auc	NOUN
crl-25015	208	32	scores	score	NOUN
crl-25015	208	33	in	in	ADP
crl-25015	208	34	aggregate	aggregate	NOUN
crl-25015	208	35	,	,	PUNCT
crl-25015	208	36	the	the	DET
crl-25015	208	37	auc	auc	NOUN
crl-25015	208	38	scores	score	NOUN
crl-25015	208	39	for	for	ADP
crl-25015	208	40	all	all	DET
crl-25015	208	41	640	640	NUM
crl-25015	208	42	models	model	NOUN
crl-25015	208	43	may	may	AUX
crl-25015	208	44	be	be	AUX
crl-25015	208	45	better	well	ADV
crl-25015	208	46	understood	understand	VERB
crl-25015	208	47	as	as	ADP
crl-25015	208	48	a	a	DET
crl-25015	208	49	distribution	distribution	NOUN
crl-25015	208	50	of	of	ADP
crl-25015	208	51	modeling	modeling	NOUN
crl-25015	208	52	performance	performance	NOUN
crl-25015	208	53	.	.	PUNCT
crl-25015	209	1	for	for	ADP
crl-25015	209	2	example	example	NOUN
crl-25015	209	3	,	,	PUNCT
crl-25015	209	4	figure	figure	VERB
crl-25015	209	5	5	5	NUM
crl-25015	209	6	highlights	highlight	NOUN
crl-25015	209	7	the	the	DET
crl-25015	209	8	distribution	distribution	NOUN
crl-25015	209	9	of	of	ADP
crl-25015	209	10	auc	auc	NOUN
crl-25015	209	11	scores	score	NOUN
crl-25015	209	12	for	for	ADP
crl-25015	209	13	all	all	PRON
crl-25015	209	14	of	of	ADP
crl-25015	209	15	the	the	DET
crl-25015	209	16	models	model	NOUN
crl-25015	209	17	with	with	ADP
crl-25015	209	18	respect	respect	NOUN
crl-25015	209	19	to	to	ADP
crl-25015	209	20	the	the	DET
crl-25015	209	21	entirety	entirety	NOUN
crl-25015	209	22	of	of	ADP
crl-25015	209	23	the	the	DET
crl-25015	209	24	training	training	NOUN
crl-25015	209	25	and	and	CCONJ
crl-25015	209	26	testing	testing	NOUN
crl-25015	209	27	subsets	subset	NOUN
crl-25015	209	28	of	of	ADP
crl-25015	209	29	the	the	DET
crl-25015	209	30	data	data	NOUN
crl-25015	209	31	.	.	PUNCT
crl-25015	210	1	tagged	tag	VERB
crl-25015	210	2	and	and	CCONJ
crl-25015	210	3	untagged	untagged	ADJ
crl-25015	210	4	subsets	subset	NOUN
crl-25015	210	5	as	as	ADP
crl-25015	210	6	part	part	NOUN
crl-25015	210	7	of	of	ADP
crl-25015	210	8	the	the	DET
crl-25015	210	9	modeling	modeling	NOUN
crl-25015	210	10	process	process	NOUN
crl-25015	210	11	,	,	PUNCT
crl-25015	210	12	the	the	DET
crl-25015	210	13	authors	author	NOUN
crl-25015	210	14	were	be	AUX
crl-25015	210	15	able	able	ADJ
crl-25015	210	16	to	to	PART
crl-25015	210	17	analyze	analyze	VERB
crl-25015	210	18	auc	auc	NOUN
crl-25015	210	19	scores	score	NOUN
crl-25015	210	20	with	with	ADP
crl-25015	210	21	respect	respect	NOUN
crl-25015	210	22	to	to	ADP
crl-25015	210	23	specific	specific	ADJ
crl-25015	210	24	subsets	subset	NOUN
crl-25015	210	25	of	of	ADP
crl-25015	210	26	both	both	CCONJ
crl-25015	210	27	the	the	DET
crl-25015	210	28	training	training	NOUN
crl-25015	210	29	and	and	CCONJ
crl-25015	210	30	testing	testing	NOUN
crl-25015	210	31	data	datum	NOUN
crl-25015	210	32	.	.	PUNCT
crl-25015	211	1	first	first	ADV
crl-25015	211	2	,	,	PUNCT
crl-25015	211	3	independent	independent	ADJ
crl-25015	211	4	of	of	ADP
crl-25015	211	5	whether	whether	SCONJ
crl-25015	211	6	the	the	DET
crl-25015	211	7	tag	tag	NOUN
crl-25015	211	8	modeling	modeling	NOUN
crl-25015	211	9	parameter	parameter	NOUN
crl-25015	211	10	was	be	AUX
crl-25015	211	11	used	use	VERB
crl-25015	211	12	during	during	ADP
crl-25015	211	13	the	the	DET
crl-25015	211	14	training	training	NOUN
crl-25015	211	15	stage	stage	NOUN
crl-25015	211	16	for	for	ADP
crl-25015	211	17	any	any	DET
crl-25015	211	18	individual	individual	ADJ
crl-25015	211	19	model	model	NOUN
crl-25015	211	20	,	,	PUNCT
crl-25015	211	21	the	the	DET
crl-25015	211	22	predictions	prediction	NOUN
crl-25015	211	23	associated	associate	VERB
crl-25015	211	24	with	with	ADP
crl-25015	211	25	vrs	vrs	PROPN
crl-25015	211	26	transcripts	transcript	NOUN
crl-25015	211	27	containing	contain	VERB
crl-25015	211	28	words	word	NOUN
crl-25015	211	29	,	,	PUNCT
crl-25015	211	30	phrases	phrase	NOUN
crl-25015	211	31	,	,	PUNCT
crl-25015	211	32	and	and	CCONJ
crl-25015	211	33	patterns	pattern	NOUN
crl-25015	211	34	that	that	PRON
crl-25015	211	35	matched	match	VERB
crl-25015	211	36	any	any	PRON
crl-25015	211	37	of	of	ADP
crl-25015	211	38	the	the	DET
crl-25015	211	39	defined	define	VERB
crl-25015	211	40	tag	tag	NOUN
crl-25015	211	41	labels	label	VERB
crl-25015	211	42	as	as	ADP
crl-25015	211	43	a	a	DET
crl-25015	211	44	distinct	distinct	ADJ
crl-25015	211	45	subset	subset	NOUN
crl-25015	211	46	(	(	PUNCT
crl-25015	211	47	“	"	PUNCT
crl-25015	211	48	all	all	DET
crl-25015	211	49	tagged	tag	VERB
crl-25015	211	50	samples	sample	NOUN
crl-25015	211	51	”	"	PUNCT
crl-25015	211	52	)	)	PUNCT
crl-25015	211	53	were	be	AUX
crl-25015	211	54	identified	identify	VERB
crl-25015	211	55	and	and	CCONJ
crl-25015	211	56	evaluated	evaluate	VERB
crl-25015	211	57	.	.	PUNCT
crl-25015	212	1	additionally	additionally	ADV
crl-25015	212	2	,	,	PUNCT
crl-25015	212	3	all	all	DET
crl-25015	212	4	remaining	remain	VERB
crl-25015	212	5	samples	sample	NOUN
crl-25015	212	6	were	be	AUX
crl-25015	212	7	evaluated	evaluate	VERB
crl-25015	212	8	as	as	ADP
crl-25015	212	9	a	a	DET
crl-25015	212	10	complementary	complementary	ADJ
crl-25015	212	11	subset	subset	NOUN
crl-25015	212	12	(	(	PUNCT
crl-25015	212	13	“	"	PUNCT
crl-25015	212	14	all	all	DET
crl-25015	212	15	untagged	untagged	ADJ
crl-25015	212	16	samples	sample	NOUN
crl-25015	212	17	”	"	PUNCT
crl-25015	212	18	)	)	PUNCT
crl-25015	212	19	.	.	PUNCT
crl-25015	213	1	the	the	DET
crl-25015	213	2	results	result	NOUN
crl-25015	213	3	show	show	VERB
crl-25015	213	4	that	that	SCONJ
crl-25015	213	5	,	,	PUNCT
crl-25015	213	6	for	for	ADP
crl-25015	213	7	both	both	CCONJ
crl-25015	213	8	the	the	DET
crl-25015	213	9	training	training	NOUN
crl-25015	213	10	and	and	CCONJ
crl-25015	213	11	testing	testing	NOUN
crl-25015	213	12	data	datum	NOUN
crl-25015	213	13	,	,	PUNCT
crl-25015	213	14	there	there	PRON
crl-25015	213	15	is	be	VERB
crl-25015	213	16	a	a	DET
crl-25015	213	17	notable	notable	ADJ
crl-25015	213	18	difference	difference	NOUN
crl-25015	213	19	in	in	ADP
crl-25015	213	20	the	the	DET
crl-25015	213	21	auc	auc	NOUN
crl-25015	213	22	scores	score	NOUN
crl-25015	213	23	between	between	ADP
crl-25015	213	24	tagged	tag	VERB
crl-25015	213	25	and	and	CCONJ
crl-25015	213	26	untagged	untagged	ADJ
crl-25015	213	27	vrs	vrs	NOUN
crl-25015	213	28	transcripts	transcript	NOUN
crl-25015	213	29	.	.	PUNCT
crl-25015	214	1	for	for	ADP
crl-25015	214	2	the	the	DET
crl-25015	214	3	training	training	NOUN
crl-25015	214	4	data	datum	NOUN
crl-25015	214	5	,	,	PUNCT
crl-25015	214	6	the	the	DET
crl-25015	214	7	auc	auc	NOUN
crl-25015	214	8	score	score	NOUN
crl-25015	214	9	for	for	ADP
crl-25015	214	10	the	the	DET
crl-25015	214	11	tagged	tag	VERB
crl-25015	214	12	subset	subset	NOUN
crl-25015	214	13	is	be	AUX
crl-25015	214	14	greater	great	ADJ
crl-25015	214	15	than	than	ADP
crl-25015	214	16	the	the	DET
crl-25015	214	17	untagged	untagged	ADJ
crl-25015	214	18	subset	subset	NOUN
crl-25015	214	19	by	by	ADP
crl-25015	214	20	approximately	approximately	ADV
crl-25015	214	21	+0.0552	+0.0552	X
crl-25015	214	22	.	.	PUNCT
crl-25015	215	1	for	for	ADP
crl-25015	215	2	the	the	DET
crl-25015	215	3	testing	testing	NOUN
crl-25015	215	4	data	datum	NOUN
crl-25015	215	5	,	,	PUNCT
crl-25015	215	6	the	the	DET
crl-25015	215	7	same	same	ADJ
crl-25015	215	8	comparison	comparison	NOUN
crl-25015	215	9	shows	show	VERB
crl-25015	215	10	a	a	DET
crl-25015	215	11	difference	difference	NOUN
crl-25015	215	12	of	of	ADP
crl-25015	215	13	+0.0681	+0.0681	NUM
crl-25015	215	14	.	.	PUNCT
crl-25015	216	1	for	for	ADP
crl-25015	216	2	both	both	PRON
crl-25015	216	3	of	of	ADP
crl-25015	216	4	these	these	DET
crl-25015	216	5	comparisons	comparison	NOUN
crl-25015	216	6	,	,	PUNCT
crl-25015	216	7	a	a	DET
crl-25015	216	8	two	two	NUM
crl-25015	216	9	-	-	PUNCT
crl-25015	216	10	sample	sample	NOUN
crl-25015	216	11	t	t	NOUN
crl-25015	216	12	-	-	PUNCT
crl-25015	216	13	test	test	NOUN
crl-25015	216	14	revealed	reveal	VERB
crl-25015	216	15	that	that	SCONJ
crl-25015	216	16	the	the	DET
crl-25015	216	17	difference	difference	NOUN
crl-25015	216	18	in	in	ADP
crl-25015	216	19	mean	mean	ADJ
crl-25015	216	20	auc	auc	NOUN
crl-25015	216	21	scores	score	NOUN
crl-25015	216	22	was	be	AUX
crl-25015	216	23	highly	highly	ADV
crl-25015	216	24	statistically	statistically	ADV
crl-25015	216	25	significant	significant	ADJ
crl-25015	216	26	(	(	PUNCT
crl-25015	216	27	p	p	NOUN
crl-25015	216	28	<	<	X
crl-25015	216	29	0.001	0.001	NUM
crl-25015	216	30	)	)	PUNCT
crl-25015	216	31	and	and	CCONJ
crl-25015	216	32	not	not	PART
crl-25015	216	33	a	a	DET
crl-25015	216	34	product	product	NOUN
crl-25015	216	35	of	of	ADP
crl-25015	216	36	random	random	ADJ
crl-25015	216	37	chance	chance	NOUN
crl-25015	216	38	.	.	PUNCT
crl-25015	217	1	in	in	ADP
crl-25015	217	2	a	a	DET
crl-25015	217	3	very	very	ADV
crl-25015	217	4	loosely	loosely	ADV
crl-25015	217	5	defined	defined	ADJ
crl-25015	217	6	sense	sense	NOUN
crl-25015	217	7	,	,	PUNCT
crl-25015	217	8	these	these	DET
crl-25015	217	9	results	result	NOUN
crl-25015	217	10	can	can	AUX
crl-25015	217	11	be	be	AUX
crl-25015	217	12	described	describe	VERB
crl-25015	217	13	as	as	ADP
crl-25015	217	14	a	a	DET
crl-25015	217	15	5	5	NUM
crl-25015	217	16	and	and	CCONJ
crl-25015	217	17	6	6	NUM
crl-25015	217	18	percent	percent	NOUN
crl-25015	217	19	increase	increase	NOUN
crl-25015	217	20	to	to	ADP
crl-25015	217	21	the	the	DET
crl-25015	217	22	average	average	ADJ
crl-25015	217	23	predictive	predictive	ADJ
crl-25015	217	24	accuracy	accuracy	NOUN
crl-25015	217	25	of	of	ADP
crl-25015	217	26	the	the	DET
crl-25015	217	27	models	model	NOUN
crl-25015	217	28	when	when	SCONJ
crl-25015	217	29	dealing	deal	VERB
crl-25015	217	30	with	with	ADP
crl-25015	217	31	tagged	tag	VERB
crl-25015	217	32	samples	sample	NOUN
crl-25015	217	33	in	in	ADP
crl-25015	217	34	the	the	DET
crl-25015	217	35	training	training	NOUN
crl-25015	217	36	and	and	CCONJ
crl-25015	217	37	testing	testing	NOUN
crl-25015	217	38	data	datum	NOUN
crl-25015	217	39	,	,	PUNCT
crl-25015	217	40	respectively	respectively	ADV
crl-25015	217	41	.	.	PUNCT
crl-25015	218	1	these	these	DET
crl-25015	218	2	results	result	NOUN
crl-25015	218	3	demonstrated	demonstrate	VERB
crl-25015	218	4	that	that	SCONJ
crl-25015	218	5	vrs	vrs	NOUN
crl-25015	218	6	transcripts	transcript	NOUN
crl-25015	218	7	that	that	PRON
crl-25015	218	8	are	be	AUX
crl-25015	218	9	tagged	tag	VERB
crl-25015	218	10	are	be	AUX
crl-25015	218	11	,	,	PUNCT
crl-25015	218	12	almost	almost	ADV
crl-25015	218	13	by	by	ADP
crl-25015	218	14	definition	definition	NOUN
crl-25015	218	15	,	,	PUNCT
crl-25015	218	16	easier	easy	ADJ
crl-25015	218	17	to	to	PART
crl-25015	218	18	predict	predict	VERB
crl-25015	218	19	.	.	PUNCT
crl-25015	219	1	this	this	PRON
crl-25015	219	2	is	be	AUX
crl-25015	219	3	due	due	ADJ
crl-25015	219	4	to	to	ADP
crl-25015	219	5	the	the	DET
crl-25015	219	6	fact	fact	NOUN
crl-25015	219	7	that	that	SCONJ
crl-25015	219	8	the	the	DET
crl-25015	219	9	tag	tag	NOUN
crl-25015	219	10	labels	label	VERB
crl-25015	219	11	,	,	PUNCT
crl-25015	219	12	while	while	SCONJ
crl-25015	219	13	subjectively	subjectively	ADV
crl-25015	219	14	defined	define	VERB
crl-25015	219	15	,	,	PUNCT
crl-25015	219	16	reflect	reflect	VERB
crl-25015	219	17	common	common	ADJ
crl-25015	219	18	text	text	NOUN
crl-25015	219	19	patterns	pattern	NOUN
crl-25015	219	20	that	that	PRON
crl-25015	219	21	librarians	librarian	NOUN
crl-25015	219	22	can	can	AUX
crl-25015	219	23	easily	easily	ADV
crl-25015	219	24	identify	identify	VERB
crl-25015	219	25	and	and	CCONJ
crl-25015	219	26	characterize	characterize	VERB
crl-25015	219	27	.	.	PUNCT
crl-25015	220	1	it	it	PRON
crl-25015	220	2	should	should	AUX
crl-25015	220	3	be	be	AUX
crl-25015	220	4	taken	take	VERB
crl-25015	220	5	as	as	ADP
crl-25015	220	6	an	an	DET
crl-25015	220	7	encouraging	encouraging	ADJ
crl-25015	220	8	sign	sign	NOUN
crl-25015	220	9	that	that	SCONJ
crl-25015	220	10	the	the	DET
crl-25015	220	11	tagged	tag	VERB
crl-25015	220	12	samples	sample	NOUN
crl-25015	220	13	contained	contain	VERB
crl-25015	220	14	patterns	pattern	NOUN
crl-25015	220	15	that	that	SCONJ
crl-25015	220	16	the	the	DET
crl-25015	220	17	modeling	modeling	NOUN
crl-25015	220	18	processes	process	NOUN
crl-25015	220	19	were	be	AUX
crl-25015	220	20	able	able	ADJ
crl-25015	220	21	to	to	PART
crl-25015	220	22	detect	detect	VERB
crl-25015	220	23	and	and	CCONJ
crl-25015	220	24	leverage	leverage	NOUN
crl-25015	220	25	to	to	PART
crl-25015	220	26	ultimately	ultimately	ADV
crl-25015	220	27	produce	produce	VERB
crl-25015	220	28	higher	high	ADJ
crl-25015	220	29	-	-	PUNCT
crl-25015	220	30	quality	quality	NOUN
crl-25015	220	31	predictions	prediction	NOUN
crl-25015	220	32	as	as	SCONJ
crl-25015	220	33	reflected	reflect	VERB
crl-25015	220	34	in	in	ADP
crl-25015	220	35	the	the	DET
crl-25015	220	36	increased	increase	VERB
crl-25015	220	37	auc	auc	NOUN
crl-25015	220	38	scores	score	NOUN
crl-25015	220	39	,	,	PUNCT
crl-25015	220	40	even	even	ADV
crl-25015	220	41	in	in	ADP
crl-25015	220	42	instances	instance	NOUN
crl-25015	220	43	when	when	SCONJ
crl-25015	220	44	the	the	DET
crl-25015	220	45	modeling	modeling	NOUN
crl-25015	220	46	parameters	parameter	NOUN
crl-25015	220	47	did	do	AUX
crl-25015	220	48	not	not	PART
crl-25015	220	49	explicitly	explicitly	ADV
crl-25015	220	50	include	include	VERB
crl-25015	220	51	tag	tag	NOUN
crl-25015	220	52	labels	label	NOUN
crl-25015	220	53	as	as	ADP
crl-25015	220	54	part	part	NOUN
crl-25015	220	55	of	of	ADP
crl-25015	220	56	the	the	DET
crl-25015	220	57	model	model	NOUN
crl-25015	220	58	fitting	fitting	ADJ
crl-25015	220	59	and	and	CCONJ
crl-25015	220	60	training	training	NOUN
crl-25015	220	61	regime	regime	NOUN
crl-25015	220	62	.	.	PUNCT
crl-25015	221	1	question	question	NOUN
crl-25015	221	2	types	type	NOUN
crl-25015	221	3	in	in	ADP
crl-25015	221	4	ksul	ksul	PROPN
crl-25015	221	5	’s	’s	PART
crl-25015	221	6	libinsight	libinsight	PROPN
crl-25015	221	7	dataset	dataset	PROPN
crl-25015	221	8	,	,	PUNCT
crl-25015	221	9	every	every	DET
crl-25015	221	10	recorded	record	VERB
crl-25015	221	11	patron	patron	NOUN
crl-25015	221	12	interaction	interaction	NOUN
crl-25015	221	13	,	,	PUNCT
crl-25015	221	14	vrs	vrs	PROPN
crl-25015	221	15	transcripts	transcript	NOUN
crl-25015	221	16	included	include	VERB
crl-25015	221	17	,	,	PUNCT
crl-25015	221	18	has	have	VERB
crl-25015	221	19	a	a	DET
crl-25015	221	20	question	question	NOUN
crl-25015	221	21	type	type	NOUN
crl-25015	221	22	label	label	NOUN
crl-25015	221	23	.	.	PUNCT
crl-25015	222	1	these	these	DET
crl-25015	222	2	subjective	subjective	ADJ
crl-25015	222	3	nominal	nominal	ADJ
crl-25015	222	4	labels	label	NOUN
crl-25015	222	5	enabled	enable	VERB
crl-25015	222	6	the	the	DET
crl-25015	222	7	authors	author	NOUN
crl-25015	222	8	to	to	PART
crl-25015	222	9	further	far	ADV
crl-25015	222	10	investigate	investigate	VERB
crl-25015	222	11	model	model	NOUN
crl-25015	222	12	performance	performance	NOUN
crl-25015	222	13	with	with	ADP
crl-25015	222	14	respect	respect	NOUN
crl-25015	222	15	to	to	ADP
crl-25015	222	16	a	a	DET
crl-25015	222	17	variety	variety	NOUN
crl-25015	222	18	of	of	ADP
crl-25015	222	19	subsets	subset	NOUN
crl-25015	222	20	of	of	ADP
crl-25015	222	21	the	the	DET
crl-25015	222	22	data	datum	NOUN
crl-25015	222	23	.	.	PUNCT
crl-25015	223	1	although	although	SCONJ
crl-25015	223	2	some	some	PRON
crl-25015	223	3	of	of	ADP
crl-25015	223	4	the	the	DET
crl-25015	223	5	question	question	NOUN
crl-25015	223	6	type	type	NOUN
crl-25015	223	7	labels	label	NOUN
crl-25015	223	8	are	be	AUX
crl-25015	223	9	idiosyncratic	idiosyncratic	ADJ
crl-25015	223	10	to	to	ADP
crl-25015	223	11	ksul	ksul	NOUN
crl-25015	223	12	(	(	PUNCT
crl-25015	223	13	such	such	ADJ
crl-25015	223	14	as	as	ADP
crl-25015	223	15	“	"	PUNCT
crl-25015	223	16	kapi	kapi	NOUN
crl-25015	223	17	,	,	PUNCT
crl-25015	223	18	”	"	PUNCT
crl-25015	223	19	“	"	PUNCT
crl-25015	223	20	krex	krex	PROPN
crl-25015	223	21	,	,	PUNCT
crl-25015	223	22	”	"	PUNCT
crl-25015	223	23	and	and	CCONJ
crl-25015	223	24	“	"	PUNCT
crl-25015	223	25	newprairiepress	newprairiepress	NOUN
crl-25015	223	26	”	"	PUNCT
crl-25015	223	27	)	)	PUNCT
crl-25015	223	28	,	,	PUNCT
crl-25015	223	29	other	other	ADJ
crl-25015	223	30	labels	label	NOUN
crl-25015	223	31	represent	represent	VERB
crl-25015	223	32	categories	category	NOUN
crl-25015	223	33	of	of	ADP
crl-25015	223	34	questions	question	NOUN
crl-25015	223	35	that	that	PRON
crl-25015	223	36	are	be	AUX
crl-25015	223	37	common	common	ADJ
crl-25015	223	38	across	across	ADP
crl-25015	223	39	library	library	NOUN
crl-25015	223	40	settings	setting	NOUN
crl-25015	223	41	(	(	PUNCT
crl-25015	223	42	such	such	ADJ
crl-25015	223	43	as	as	ADP
crl-25015	223	44	“	"	PUNCT
crl-25015	223	45	directional	directional	ADJ
crl-25015	223	46	”	"	PUNCT
crl-25015	223	47	and	and	CCONJ
crl-25015	223	48	“	"	PUNCT
crl-25015	223	49	reference	reference	NOUN
crl-25015	223	50	”	"	PUNCT
crl-25015	223	51	)	)	PUNCT
crl-25015	223	52	.	.	PUNCT
crl-25015	224	1	one	one	NUM
crl-25015	224	2	issue	issue	NOUN
crl-25015	224	3	that	that	PRON
crl-25015	224	4	stood	stand	VERB
crl-25015	224	5	out	out	ADP
crl-25015	224	6	in	in	ADP
crl-25015	224	7	the	the	DET
crl-25015	224	8	results	result	NOUN
crl-25015	224	9	(	(	PUNCT
crl-25015	224	10	see	see	VERB
crl-25015	224	11	table	table	NOUN
crl-25015	224	12	4	4	NUM
crl-25015	224	13	)	)	PUNCT
crl-25015	224	14	was	be	AUX
crl-25015	224	15	that	that	DET
crl-25015	224	16	question	question	NOUN
crl-25015	224	17	type	type	NOUN
crl-25015	224	18	labels	label	NOUN
crl-25015	224	19	“	"	PUNCT
crl-25015	224	20	kapi	kapi	NOUN
crl-25015	224	21	”	"	PUNCT
crl-25015	224	22	and	and	CCONJ
crl-25015	224	23	“	"	PUNCT
crl-25015	224	24	krex	krex	PROPN
crl-25015	224	25	”	"	PUNCT
crl-25015	224	26	were	be	AUX
crl-25015	224	27	not	not	PART
crl-25015	224	28	associated	associate	VERB
crl-25015	224	29	with	with	ADP
crl-25015	224	30	enough	enough	ADJ
crl-25015	224	31	samples	sample	NOUN
crl-25015	224	32	in	in	ADP
crl-25015	224	33	the	the	DET
crl-25015	224	34	testing	testing	NOUN
crl-25015	224	35	data	datum	NOUN
crl-25015	224	36	to	to	PART
crl-25015	224	37	calculate	calculate	VERB
crl-25015	224	38	auc	auc	NOUN
crl-25015	224	39	scores	score	NOUN
crl-25015	224	40	.	.	PUNCT
crl-25015	225	1	furthermore	furthermore	ADV
crl-25015	225	2	,	,	PUNCT
crl-25015	225	3	the	the	DET
crl-25015	225	4	“	"	PUNCT
crl-25015	225	5	copyright	copyright	NOUN
crl-25015	225	6	”	"	PUNCT
crl-25015	225	7	and	and	CCONJ
crl-25015	225	8	“	"	PUNCT
crl-25015	225	9	newprairiepress	newprairiepress	NOUN
crl-25015	225	10	”	"	PUNCT
crl-25015	225	11	labels	label	NOUN
crl-25015	225	12	were	be	AUX
crl-25015	225	13	associated	associate	VERB
crl-25015	225	14	with	with	ADP
crl-25015	225	15	so	so	ADV
crl-25015	225	16	few	few	ADJ
crl-25015	225	17	samples	sample	NOUN
crl-25015	225	18	in	in	ADP
crl-25015	225	19	the	the	DET
crl-25015	225	20	testing	testing	NOUN
crl-25015	225	21	data	datum	NOUN
crl-25015	225	22	that	that	PRON
crl-25015	225	23	the	the	DET
crl-25015	225	24	mean	mean	ADJ
crl-25015	225	25	auc	auc	NOUN
crl-25015	225	26	scores	score	NOUN
crl-25015	225	27	,	,	PUNCT
crl-25015	225	28	while	while	SCONJ
crl-25015	225	29	positive	positive	ADJ
crl-25015	225	30	,	,	PUNCT
crl-25015	225	31	were	be	AUX
crl-25015	225	32	not	not	PART
crl-25015	225	33	remotely	remotely	ADV
crl-25015	225	34	statistically	statistically	ADV
crl-25015	225	35	significant	significant	ADJ
crl-25015	225	36	(	(	PUNCT
crl-25015	225	37	p	p	NOUN
crl-25015	225	38	>	>	X
crl-25015	225	39	0.10	0.10	NUM
crl-25015	225	40	)	)	PUNCT
crl-25015	225	41	.	.	PUNCT
crl-25015	226	1	the	the	DET
crl-25015	226	2	mean	mean	ADJ
crl-25015	226	3	auc	auc	NOUN
crl-25015	226	4	scores	score	NOUN
crl-25015	226	5	for	for	ADP
crl-25015	226	6	all	all	DET
crl-25015	226	7	other	other	ADJ
crl-25015	226	8	subsets	subset	NOUN
crl-25015	226	9	associated	associate	VERB
crl-25015	226	10	with	with	ADP
crl-25015	226	11	the	the	DET
crl-25015	226	12	remaining	remain	VERB
crl-25015	226	13	question	question	NOUN
crl-25015	226	14	type	type	NOUN
crl-25015	226	15	labels	label	NOUN
crl-25015	226	16	were	be	AUX
crl-25015	226	17	statistically	statistically	ADV
crl-25015	226	18	significant	significant	ADJ
crl-25015	226	19	(	(	PUNCT
crl-25015	226	20	p	p	NOUN
crl-25015	226	21	<	<	X
crl-25015	226	22	0.001	0.001	NUM
crl-25015	226	23	)	)	PUNCT
crl-25015	226	24	and	and	CCONJ
crl-25015	226	25	showed	show	VERB
crl-25015	226	26	that	that	SCONJ
crl-25015	226	27	the	the	DET
crl-25015	226	28	modeling	modeling	NOUN
crl-25015	226	29	processes	process	NOUN
crl-25015	226	30	could	could	AUX
crl-25015	226	31	reliably	reliably	ADV
crl-25015	226	32	predict	predict	VERB
crl-25015	226	33	the	the	DET
crl-25015	226	34	relative	relative	ADJ
crl-25015	226	35	difficulty	difficulty	NOUN
crl-25015	226	36	of	of	ADP
crl-25015	226	37	vrs	vrs	PROPN
crl-25015	226	38	transcripts	transcript	NOUN
crl-25015	226	39	across	across	ADP
crl-25015	226	40	multiple	multiple	ADJ
crl-25015	226	41	categories	category	NOUN
crl-25015	226	42	.	.	PUNCT
crl-25015	227	1	another	another	DET
crl-25015	227	2	interesting	interesting	ADJ
crl-25015	227	3	result	result	NOUN
crl-25015	227	4	that	that	PRON
crl-25015	227	5	manifested	manifest	VERB
crl-25015	227	6	in	in	ADP
crl-25015	227	7	the	the	DET
crl-25015	227	8	data	datum	NOUN
crl-25015	227	9	was	be	AUX
crl-25015	227	10	the	the	DET
crl-25015	227	11	discrepancy	discrepancy	NOUN
crl-25015	227	12	between	between	ADP
crl-25015	227	13	the	the	DET
crl-25015	227	14	respective	respective	ADJ
crl-25015	227	15	question	question	NOUN
crl-25015	227	16	type	type	NOUN
crl-25015	227	17	subsets	subset	NOUN
crl-25015	227	18	in	in	ADP
crl-25015	227	19	the	the	DET
crl-25015	227	20	training	training	NOUN
crl-25015	227	21	and	and	CCONJ
crl-25015	227	22	testing	testing	NOUN
crl-25015	227	23	data	datum	NOUN
crl-25015	227	24	.	.	PUNCT
crl-25015	228	1	as	as	SCONJ
crl-25015	228	2	shown	show	VERB
crl-25015	228	3	in	in	ADP
crl-25015	228	4	figure	figure	NOUN
crl-25015	228	5	6	6	NUM
crl-25015	228	6	,	,	PUNCT
crl-25015	228	7	the	the	DET
crl-25015	228	8	696	696	NUM
crl-25015	228	9	college	college	PROPN
crl-25015	228	10	&	&	CCONJ
crl-25015	228	11	research	research	PROPN
crl-25015	228	12	libraries	library	NOUN
crl-25015	228	13	july	july	PROPN
crl-25015	228	14	2021	2021	NUM
crl-25015	228	15	figure	figure	NOUN
crl-25015	228	16	6	6	NUM
crl-25015	228	17	distribution	distribution	NOUN
crl-25015	228	18	of	of	ADP
crl-25015	228	19	auc	auc	NOUN
crl-25015	228	20	scores	score	NOUN
crl-25015	228	21	by	by	ADP
crl-25015	228	22	question	question	NOUN
crl-25015	228	23	type	type	NOUN
crl-25015	228	24	(	(	PUNCT
crl-25015	228	25	training	training	NOUN
crl-25015	228	26	data	datum	NOUN
crl-25015	228	27	)	)	PUNCT
crl-25015	228	28	figure	figure	NOUN
crl-25015	228	29	7	7	NUM
crl-25015	228	30	distribution	distribution	NOUN
crl-25015	228	31	of	of	ADP
crl-25015	228	32	auc	auc	NOUN
crl-25015	228	33	scores	score	NOUN
crl-25015	228	34	by	by	ADP
crl-25015	228	35	question	question	NOUN
crl-25015	228	36	type	type	NOUN
crl-25015	228	37	(	(	PUNCT
crl-25015	228	38	testing	testing	NOUN
crl-25015	228	39	data	datum	NOUN
crl-25015	228	40	)	)	PUNCT
crl-25015	228	41	using	use	VERB
crl-25015	228	42	machine	machine	NOUN
crl-25015	228	43	learning	learning	NOUN
crl-25015	228	44	to	to	PART
crl-25015	228	45	predict	predict	VERB
crl-25015	228	46	chat	chat	VERB
crl-25015	228	47	difficulty	difficulty	NOUN
crl-25015	228	48	697	697	NUM
crl-25015	228	49	distributions	distribution	NOUN
crl-25015	228	50	of	of	ADP
crl-25015	228	51	the	the	DET
crl-25015	228	52	mean	mean	ADJ
crl-25015	228	53	auc	auc	NOUN
crl-25015	228	54	scores	score	NOUN
crl-25015	228	55	in	in	ADP
crl-25015	228	56	the	the	DET
crl-25015	228	57	training	training	NOUN
crl-25015	228	58	data	datum	NOUN
crl-25015	228	59	for	for	ADP
crl-25015	228	60	the	the	DET
crl-25015	228	61	subsets	subset	NOUN
crl-25015	228	62	associated	associate	VERB
crl-25015	228	63	with	with	ADP
crl-25015	228	64	the	the	DET
crl-25015	228	65	six	six	NUM
crl-25015	228	66	most	most	ADV
crl-25015	228	67	prevalent	prevalent	ADJ
crl-25015	228	68	question	question	NOUN
crl-25015	228	69	type	type	NOUN
crl-25015	228	70	labels	label	NOUN
crl-25015	228	71	(	(	PUNCT
crl-25015	228	72	“	"	PUNCT
crl-25015	228	73	building	build	VERB
crl-25015	228	74	,	,	PUNCT
crl-25015	228	75	”	"	PUNCT
crl-25015	228	76	“	"	PUNCT
crl-25015	228	77	circulation	circulation	NOUN
crl-25015	228	78	,	,	PUNCT
crl-25015	228	79	”	"	PUNCT
crl-25015	228	80	“	"	PUNCT
crl-25015	228	81	directional	directional	ADJ
crl-25015	228	82	,	,	PUNCT
crl-25015	228	83	”	"	PUNCT
crl-25015	228	84	“	"	PUNCT
crl-25015	228	85	misc	misc	PROPN
crl-25015	228	86	,	,	PUNCT
crl-25015	228	87	”	"	PUNCT
crl-25015	228	88	“	"	PUNCT
crl-25015	228	89	reference	reference	NOUN
crl-25015	228	90	,	,	PUNCT
crl-25015	228	91	”	"	PUNCT
crl-25015	228	92	and	and	CCONJ
crl-25015	228	93	“	"	PUNCT
crl-25015	228	94	technical	technical	ADJ
crl-25015	228	95	”	"	PUNCT
crl-25015	228	96	)	)	PUNCT
crl-25015	228	97	were	be	AUX
crl-25015	228	98	extremely	extremely	ADV
crl-25015	228	99	similar	similar	ADJ
crl-25015	228	100	.	.	PUNCT
crl-25015	229	1	by	by	ADP
crl-25015	229	2	contrast	contrast	NOUN
crl-25015	229	3	,	,	PUNCT
crl-25015	229	4	figure	figure	VERB
crl-25015	229	5	7	7	NUM
crl-25015	229	6	shows	show	VERB
crl-25015	229	7	the	the	DET
crl-25015	229	8	same	same	ADJ
crl-25015	229	9	distributions	distribution	NOUN
crl-25015	229	10	for	for	ADP
crl-25015	229	11	the	the	DET
crl-25015	229	12	testing	testing	NOUN
crl-25015	229	13	data	datum	NOUN
crl-25015	229	14	.	.	PUNCT
crl-25015	230	1	in	in	ADP
crl-25015	230	2	the	the	DET
crl-25015	230	3	latter	latter	ADJ
crl-25015	230	4	figure	figure	NOUN
crl-25015	230	5	,	,	PUNCT
crl-25015	230	6	the	the	DET
crl-25015	230	7	distributions	distribution	NOUN
crl-25015	230	8	for	for	ADP
crl-25015	230	9	each	each	PRON
crl-25015	230	10	of	of	ADP
crl-25015	230	11	the	the	DET
crl-25015	230	12	question	question	NOUN
crl-25015	230	13	type	type	NOUN
crl-25015	230	14	labels	label	NOUN
crl-25015	230	15	were	be	AUX
crl-25015	230	16	markedly	markedly	ADV
crl-25015	230	17	different	different	ADJ
crl-25015	230	18	,	,	PUNCT
crl-25015	230	19	indicating	indicate	VERB
crl-25015	230	20	that	that	SCONJ
crl-25015	230	21	the	the	DET
crl-25015	230	22	modeling	modeling	NOUN
crl-25015	230	23	processes	process	NOUN
crl-25015	230	24	do	do	AUX
crl-25015	230	25	not	not	PART
crl-25015	230	26	perform	perform	VERB
crl-25015	230	27	consistently	consistently	ADV
crl-25015	230	28	across	across	ADP
crl-25015	230	29	all	all	DET
crl-25015	230	30	categories	category	NOUN
crl-25015	230	31	when	when	SCONJ
crl-25015	230	32	evaluated	evaluate	VERB
crl-25015	230	33	against	against	ADP
crl-25015	230	34	external	external	ADJ
crl-25015	230	35	or	or	CCONJ
crl-25015	230	36	new	new	ADJ
crl-25015	230	37	data	datum	NOUN
crl-25015	230	38	.	.	PUNCT
crl-25015	231	1	with	with	ADP
crl-25015	231	2	respect	respect	NOUN
crl-25015	231	3	to	to	ADP
crl-25015	231	4	the	the	DET
crl-25015	231	5	testing	testing	NOUN
crl-25015	231	6	data	datum	NOUN
crl-25015	231	7	,	,	PUNCT
crl-25015	231	8	while	while	SCONJ
crl-25015	231	9	the	the	DET
crl-25015	231	10	“	"	PUNCT
crl-25015	231	11	reference	reference	NOUN
crl-25015	231	12	”	"	PUNCT
crl-25015	231	13	questions	question	NOUN
crl-25015	231	14	maintained	maintain	VERB
crl-25015	231	15	a	a	DET
crl-25015	231	16	relatively	relatively	ADV
crl-25015	231	17	narrow	narrow	ADJ
crl-25015	231	18	and	and	CCONJ
crl-25015	231	19	dense	dense	ADJ
crl-25015	231	20	distribution	distribution	NOUN
crl-25015	231	21	range	range	NOUN
crl-25015	231	22	of	of	ADP
crl-25015	231	23	auc	auc	NOUN
crl-25015	231	24	scores	score	NOUN
crl-25015	231	25	,	,	PUNCT
crl-25015	231	26	the	the	DET
crl-25015	231	27	results	result	NOUN
crl-25015	231	28	associated	associate	VERB
crl-25015	231	29	with	with	ADP
crl-25015	231	30	the	the	DET
crl-25015	231	31	other	other	ADJ
crl-25015	231	32	question	question	NOUN
crl-25015	231	33	type	type	NOUN
crl-25015	231	34	labels	label	NOUN
crl-25015	231	35	were	be	AUX
crl-25015	231	36	much	much	ADV
crl-25015	231	37	more	more	ADV
crl-25015	231	38	varied	varied	ADJ
crl-25015	231	39	and	and	CCONJ
crl-25015	231	40	dispersed	disperse	VERB
crl-25015	231	41	.	.	PUNCT
crl-25015	232	1	tag	tag	NOUN
crl-25015	232	2	parameter	parameter	NOUN
crl-25015	232	3	labels	label	NOUN
crl-25015	232	4	while	while	SCONJ
crl-25015	232	5	the	the	DET
crl-25015	232	6	authors	author	NOUN
crl-25015	232	7	were	be	AUX
crl-25015	232	8	able	able	ADJ
crl-25015	232	9	to	to	PART
crl-25015	232	10	identify	identify	VERB
crl-25015	232	11	granular	granular	ADJ
crl-25015	232	12	subsets	subset	NOUN
crl-25015	232	13	of	of	ADP
crl-25015	232	14	samples	sample	NOUN
crl-25015	232	15	that	that	PRON
crl-25015	232	16	matched	match	VERB
crl-25015	232	17	patterns	pattern	NOUN
crl-25015	232	18	among	among	ADP
crl-25015	232	19	individual	individual	ADJ
crl-25015	232	20	tag	tag	NOUN
crl-25015	232	21	labels	label	NOUN
crl-25015	232	22	(	(	PUNCT
crl-25015	232	23	see	see	VERB
crl-25015	232	24	appendix	appendix	PROPN
crl-25015	232	25	)	)	PUNCT
crl-25015	232	26	in	in	ADP
crl-25015	232	27	both	both	CCONJ
crl-25015	232	28	the	the	DET
crl-25015	232	29	training	training	NOUN
crl-25015	232	30	and	and	CCONJ
crl-25015	232	31	testing	testing	NOUN
crl-25015	232	32	data	datum	NOUN
crl-25015	232	33	,	,	PUNCT
crl-25015	232	34	it	it	PRON
crl-25015	232	35	was	be	AUX
crl-25015	232	36	not	not	PART
crl-25015	232	37	possible	possible	ADJ
crl-25015	232	38	to	to	PART
crl-25015	232	39	evaluate	evaluate	VERB
crl-25015	232	40	these	these	DET
crl-25015	232	41	subsets	subset	NOUN
crl-25015	232	42	using	use	VERB
crl-25015	232	43	auc	auc	NOUN
crl-25015	232	44	scores	score	NOUN
crl-25015	232	45	.	.	PUNCT
crl-25015	233	1	for	for	ADP
crl-25015	233	2	many	many	ADJ
crl-25015	233	3	of	of	ADP
crl-25015	233	4	these	these	DET
crl-25015	233	5	subsets	subset	NOUN
crl-25015	233	6	,	,	PUNCT
crl-25015	233	7	there	there	PRON
crl-25015	233	8	were	be	VERB
crl-25015	233	9	either	either	CCONJ
crl-25015	233	10	too	too	ADV
crl-25015	233	11	few	few	ADJ
crl-25015	233	12	samples	sample	NOUN
crl-25015	233	13	or	or	CCONJ
crl-25015	233	14	all	all	DET
crl-25015	233	15	available	available	ADJ
crl-25015	233	16	samples	sample	NOUN
crl-25015	233	17	’	'	PUNCT
crl-25015	233	18	read	read	VERB
crl-25015	233	19	labels	label	NOUN
crl-25015	233	20	were	be	AUX
crl-25015	233	21	identical	identical	ADJ
crl-25015	233	22	and	and	CCONJ
crl-25015	233	23	thus	thus	ADV
crl-25015	233	24	could	could	AUX
crl-25015	233	25	not	not	PART
crl-25015	233	26	be	be	AUX
crl-25015	233	27	evaluated	evaluate	VERB
crl-25015	233	28	using	use	VERB
crl-25015	233	29	roc	roc	PROPN
crl-25015	233	30	auc	auc	NOUN
crl-25015	233	31	as	as	ADP
crl-25015	233	32	a	a	DET
crl-25015	233	33	performance	performance	NOUN
crl-25015	233	34	metric	metric	ADJ
crl-25015	233	35	.	.	PUNCT
crl-25015	234	1	however	however	ADV
crl-25015	234	2	,	,	PUNCT
crl-25015	234	3	it	it	PRON
crl-25015	234	4	was	be	AUX
crl-25015	234	5	possible	possible	ADJ
crl-25015	234	6	to	to	PART
crl-25015	234	7	calculate	calculate	VERB
crl-25015	234	8	simple	simple	ADJ
crl-25015	234	9	classification	classification	NOUN
crl-25015	234	10	accuracy	accuracy	NOUN
crl-25015	234	11	scores	score	NOUN
crl-25015	234	12	for	for	ADP
crl-25015	234	13	nearly	nearly	ADV
crl-25015	234	14	all	all	PRON
crl-25015	234	15	subsets	subset	NOUN
crl-25015	234	16	in	in	ADP
crl-25015	234	17	both	both	CCONJ
crl-25015	234	18	the	the	DET
crl-25015	234	19	training	training	NOUN
crl-25015	234	20	and	and	CCONJ
crl-25015	234	21	testing	testing	NOUN
crl-25015	234	22	data	datum	NOUN
crl-25015	234	23	(	(	PUNCT
crl-25015	234	24	see	see	VERB
crl-25015	234	25	table	table	NOUN
crl-25015	234	26	5	5	NUM
crl-25015	234	27	)	)	PUNCT
crl-25015	234	28	.	.	PUNCT
crl-25015	235	1	table	table	NOUN
crl-25015	235	2	5	5	NUM
crl-25015	235	3	mean	mean	ADJ
crl-25015	235	4	classification	classification	NOUN
crl-25015	235	5	accuracy	accuracy	NOUN
crl-25015	235	6	scores	score	NOUN
crl-25015	235	7	by	by	ADP
crl-25015	235	8	tag	tag	NOUN
crl-25015	235	9	labels	label	NOUN
crl-25015	235	10	training	train	VERB
crl-25015	235	11	data	data	NOUN
crl-25015	235	12	testing	testing	NOUN
crl-25015	235	13	data	datum	NOUN
crl-25015	235	14	tag	tag	NOUN
crl-25015	235	15	labels	label	NOUN
crl-25015	235	16	n	n	PROPN
crl-25015	235	17	(	(	PUNCT
crl-25015	235	18	transcripts	transcript	NOUN
crl-25015	235	19	)	)	PUNCT
crl-25015	235	20	average	average	ADJ
crl-25015	235	21	accuracy	accuracy	NOUN
crl-25015	235	22	score	score	NOUN
crl-25015	235	23	n	n	PROPN
crl-25015	235	24	(	(	PUNCT
crl-25015	235	25	transcripts	transcript	NOUN
crl-25015	235	26	)	)	PUNCT
crl-25015	235	27	average	average	ADJ
crl-25015	235	28	accuracy	accuracy	NOUN
crl-25015	235	29	score	score	NOUN
crl-25015	235	30	tagarticles	tagarticle	NOUN
crl-25015	235	31	786	786	NUM
crl-25015	235	32	74.88	74.88	NUM
crl-25015	235	33	%	%	NOUN
crl-25015	235	34	141	141	NUM
crl-25015	235	35	69.21	69.21	NUM
crl-25015	235	36	%	%	NOUN
crl-25015	235	37	tagcurriculum	tagcurriculum	NOUN
crl-25015	235	38	7	7	NUM
crl-25015	235	39	74.53	74.53	NUM
crl-25015	235	40	%	%	NOUN
crl-25015	235	41	1	1	NUM
crl-25015	235	42	52.97	52.97	NUM
crl-25015	235	43	%	%	NOUN
crl-25015	235	44	tagevidencebased	tagevidencebase	VERB
crl-25015	235	45	20	20	NUM
crl-25015	235	46	77.62	77.62	NUM
crl-25015	235	47	%	%	NOUN
crl-25015	235	48	1	1	NUM
crl-25015	235	49	50.31	50.31	NUM
crl-25015	235	50	%	%	NOUN
crl-25015	235	51	taghours	taghour	VERB
crl-25015	235	52	253	253	NUM
crl-25015	235	53	83.55	83.55	NUM
crl-25015	235	54	%	%	NOUN
crl-25015	235	55	62	62	NUM
crl-25015	235	56	72.74	72.74	NUM
crl-25015	235	57	%	%	NOUN
crl-25015	235	58	tagjuvenile	tagjuvenile	NOUN
crl-25015	235	59	40	40	NUM
crl-25015	235	60	81.20	81.20	NUM
crl-25015	235	61	%	%	NOUN
crl-25015	235	62	10	10	NUM
crl-25015	235	63	84.10	84.10	NUM
crl-25015	235	64	%	%	NOUN
crl-25015	235	65	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	235	66	258	258	NUM
crl-25015	235	67	73.90	73.90	NUM
crl-25015	235	68	%	%	NOUN
crl-25015	235	69	78	78	NUM
crl-25015	235	70	69.26	69.26	NUM
crl-25015	235	71	%	%	NOUN
crl-25015	235	72	tagknownitembook	tagknownitembook	NOUN
crl-25015	235	73	312	312	NUM
crl-25015	235	74	76.96	76.96	NUM
crl-25015	235	75	%	%	NOUN
crl-25015	235	76	57	57	NUM
crl-25015	235	77	75.92	75.92	NUM
crl-25015	235	78	%	%	NOUN
crl-25015	235	79	taglibhale	taglibhale	NOUN
crl-25015	235	80	521	521	NUM
crl-25015	235	81	78.79	78.79	NUM
crl-25015	235	82	%	%	NOUN
crl-25015	235	83	109	109	NUM
crl-25015	235	84	75.68	75.68	NUM
crl-25015	235	85	%	%	NOUN
crl-25015	235	86	tagliblocation	tagliblocation	NOUN
crl-25015	235	87	323	323	NUM
crl-25015	235	88	84.93	84.93	NUM
crl-25015	235	89	%	%	NOUN
crl-25015	235	90	38	38	NUM
crl-25015	235	91	73.22	73.22	NUM
crl-25015	235	92	%	%	NOUN
crl-25015	235	93	taglibmathphys	taglibmathphy	NOUN
crl-25015	235	94	6	6	NUM
crl-25015	235	95	76.38	76.38	NUM
crl-25015	235	96	%	%	NOUN
crl-25015	235	97	0	0	NUM
crl-25015	235	98	—	—	PUNCT
crl-25015	235	99	taglibstacks	taglibstack	VERB
crl-25015	235	100	50	50	NUM
crl-25015	235	101	79.94	79.94	NUM
crl-25015	235	102	%	%	NOUN
crl-25015	235	103	5	5	NUM
crl-25015	235	104	86.09	86.09	NUM
crl-25015	235	105	%	%	NOUN
crl-25015	235	106	taglibvetmed	taglibvetme	VERB
crl-25015	235	107	8	8	NUM
crl-25015	235	108	65.25	65.25	NUM
crl-25015	235	109	%	%	NOUN
crl-25015	235	110	2	2	NUM
crl-25015	235	111	84.92	84.92	NUM
crl-25015	235	112	%	%	NOUN
crl-25015	235	113	taglibweigel	taglibweigel	NOUN
crl-25015	235	114	15	15	NUM
crl-25015	235	115	76.33	76.33	NUM
crl-25015	235	116	%	%	NOUN
crl-25015	235	117	5	5	NUM
crl-25015	235	118	61.27	61.27	NUM
crl-25015	235	119	%	%	NOUN
crl-25015	235	120	tagprinting	tagprinte	VERB
crl-25015	235	121	119	119	NUM
crl-25015	235	122	82.38	82.38	NUM
crl-25015	235	123	%	%	NOUN
crl-25015	235	124	12	12	NUM
crl-25015	235	125	69.49	69.49	NUM
crl-25015	235	126	%	%	NOUN
crl-25015	235	127	tagquiet	tagquiet	PROPN
crl-25015	235	128	125	125	NUM
crl-25015	235	129	89.08	89.08	NUM
crl-25015	235	130	%	%	NOUN
crl-25015	235	131	15	15	NUM
crl-25015	235	132	68.56	68.56	NUM
crl-25015	235	133	%	%	NOUN
crl-25015	235	134	tagreference	tagreference	NOUN
crl-25015	235	135	381	381	NUM
crl-25015	235	136	74.92	74.92	NUM
crl-25015	235	137	%	%	NOUN
crl-25015	235	138	49	49	NUM
crl-25015	235	139	68.66	68.66	NUM
crl-25015	235	140	%	%	NOUN
crl-25015	235	141	tagscanner	tagscanner	NOUN
crl-25015	235	142	49	49	NUM
crl-25015	235	143	82.28	82.28	NUM
crl-25015	235	144	%	%	NOUN
crl-25015	235	145	8	8	NUM
crl-25015	235	146	77.59	77.59	NUM
crl-25015	235	147	%	%	NOUN
crl-25015	235	148	tagtextbooks	tagtextbook	NOUN
crl-25015	235	149	90	90	NUM
crl-25015	235	150	77.16	77.16	NUM
crl-25015	235	151	%	%	NOUN
crl-25015	235	152	19	19	NUM
crl-25015	235	153	83.93	83.93	NUM
crl-25015	235	154	%	%	NOUN
crl-25015	235	155	tagurl	tagurl	VERB
crl-25015	235	156	206	206	NUM
crl-25015	235	157	77.74	77.74	NUM
crl-25015	235	158	%	%	NOUN
crl-25015	235	159	52	52	NUM
crl-25015	235	160	72.83	72.83	NUM
crl-25015	235	161	%	%	NOUN
crl-25015	235	162	698	698	NUM
crl-25015	235	163	college	college	NOUN
crl-25015	235	164	&	&	CCONJ
crl-25015	235	165	research	research	PROPN
crl-25015	235	166	libraries	library	NOUN
crl-25015	235	167	july	july	PROPN
crl-25015	235	168	2021	2021	NUM
crl-25015	235	169	similar	similar	ADJ
crl-25015	235	170	to	to	ADP
crl-25015	235	171	the	the	DET
crl-25015	235	172	aforementioned	aforementione	VERB
crl-25015	235	173	results	result	NOUN
crl-25015	235	174	,	,	PUNCT
crl-25015	235	175	the	the	DET
crl-25015	235	176	predictive	predictive	ADJ
crl-25015	235	177	accuracy	accuracy	NOUN
crl-25015	235	178	of	of	ADP
crl-25015	235	179	the	the	DET
crl-25015	235	180	modeling	modeling	NOUN
crl-25015	235	181	processes	process	NOUN
crl-25015	235	182	was	be	AUX
crl-25015	235	183	greater	great	ADJ
crl-25015	235	184	for	for	ADP
crl-25015	235	185	the	the	DET
crl-25015	235	186	training	training	NOUN
crl-25015	235	187	data	datum	NOUN
crl-25015	235	188	than	than	ADP
crl-25015	235	189	for	for	ADP
crl-25015	235	190	the	the	DET
crl-25015	235	191	testing	testing	NOUN
crl-25015	235	192	data	datum	NOUN
crl-25015	235	193	.	.	PUNCT
crl-25015	236	1	however	however	ADV
crl-25015	236	2	,	,	PUNCT
crl-25015	236	3	even	even	ADV
crl-25015	236	4	when	when	SCONJ
crl-25015	236	5	predicting	predict	VERB
crl-25015	236	6	the	the	DET
crl-25015	236	7	relative	relative	ADJ
crl-25015	236	8	difficulty	difficulty	NOUN
crl-25015	236	9	of	of	ADP
crl-25015	236	10	the	the	DET
crl-25015	236	11	vrs	vrs	NOUN
crl-25015	236	12	transcripts	transcript	NOUN
crl-25015	236	13	in	in	ADP
crl-25015	236	14	the	the	DET
crl-25015	236	15	testing	testing	NOUN
crl-25015	236	16	data	datum	NOUN
crl-25015	236	17	,	,	PUNCT
crl-25015	236	18	the	the	DET
crl-25015	236	19	predictive	predictive	ADJ
crl-25015	236	20	accuracy	accuracy	NOUN
crl-25015	236	21	associated	associate	VERB
crl-25015	236	22	with	with	ADP
crl-25015	236	23	many	many	ADJ
crl-25015	236	24	of	of	ADP
crl-25015	236	25	the	the	DET
crl-25015	236	26	individual	individual	ADJ
crl-25015	236	27	tag	tag	NOUN
crl-25015	236	28	labels	label	NOUN
crl-25015	236	29	indicated	indicate	VERB
crl-25015	236	30	that	that	SCONJ
crl-25015	236	31	the	the	DET
crl-25015	236	32	modeling	modeling	NOUN
crl-25015	236	33	processes	process	NOUN
crl-25015	236	34	generated	generate	VERB
crl-25015	236	35	robust	robust	ADJ
crl-25015	236	36	predictions	prediction	NOUN
crl-25015	236	37	.	.	PUNCT
crl-25015	237	1	for	for	ADP
crl-25015	237	2	example	example	NOUN
crl-25015	237	3	,	,	PUNCT
crl-25015	237	4	for	for	ADP
crl-25015	237	5	the	the	DET
crl-25015	237	6	two	two	NUM
crl-25015	237	7	most	most	ADV
crl-25015	237	8	prevalent	prevalent	ADJ
crl-25015	237	9	tag	tag	NOUN
crl-25015	237	10	labels	label	NOUN
crl-25015	237	11	in	in	ADP
crl-25015	237	12	the	the	DET
crl-25015	237	13	testing	testing	NOUN
crl-25015	237	14	dataset	dataset	NOUN
crl-25015	237	15	,	,	PUNCT
crl-25015	237	16	“	"	PUNCT
crl-25015	237	17	tagarticles	tagarticle	NOUN
crl-25015	237	18	”	"	PUNCT
crl-25015	237	19	and	and	CCONJ
crl-25015	237	20	“	"	PUNCT
crl-25015	237	21	taglibhale	taglibhale	NOUN
crl-25015	237	22	,	,	PUNCT
crl-25015	237	23	”	"	PUNCT
crl-25015	237	24	the	the	DET
crl-25015	237	25	average	average	ADJ
crl-25015	237	26	classification	classification	NOUN
crl-25015	237	27	accuracy	accuracy	NOUN
crl-25015	237	28	score	score	NOUN
crl-25015	237	29	across	across	ADP
crl-25015	237	30	all	all	DET
crl-25015	237	31	modeling	modeling	NOUN
crl-25015	237	32	processes	process	NOUN
crl-25015	237	33	was	be	AUX
crl-25015	237	34	69.21	69.21	NUM
crl-25015	237	35	and	and	CCONJ
crl-25015	237	36	75.68	75.68	NUM
crl-25015	237	37	percent	percent	NOUN
crl-25015	237	38	,	,	PUNCT
crl-25015	237	39	respectively	respectively	ADV
crl-25015	237	40	.	.	PUNCT
crl-25015	238	1	further	far	ADV
crl-25015	238	2	,	,	PUNCT
crl-25015	238	3	it	it	PRON
crl-25015	238	4	is	be	AUX
crl-25015	238	5	worth	worth	ADJ
crl-25015	238	6	noting	note	VERB
crl-25015	238	7	that	that	SCONJ
crl-25015	238	8	the	the	DET
crl-25015	238	9	results	result	NOUN
crl-25015	238	10	also	also	ADV
crl-25015	238	11	demonstrated	demonstrate	VERB
crl-25015	238	12	that	that	SCONJ
crl-25015	238	13	the	the	DET
crl-25015	238	14	modeling	modeling	NOUN
crl-25015	238	15	processes	process	NOUN
crl-25015	238	16	were	be	AUX
crl-25015	238	17	able	able	ADJ
crl-25015	238	18	to	to	PART
crl-25015	238	19	,	,	PUNCT
crl-25015	238	20	on	on	ADP
crl-25015	238	21	average	average	ADJ
crl-25015	238	22	,	,	PUNCT
crl-25015	238	23	produce	produce	VERB
crl-25015	238	24	equally	equally	ADV
crl-25015	238	25	robust	robust	ADJ
crl-25015	238	26	predictions	prediction	NOUN
crl-25015	238	27	for	for	ADP
crl-25015	238	28	vrs	vrs	PROPN
crl-25015	238	29	inquiries	inquiry	NOUN
crl-25015	238	30	representing	represent	VERB
crl-25015	238	31	notably	notably	ADV
crl-25015	238	32	different	different	ADJ
crl-25015	238	33	types	type	NOUN
crl-25015	238	34	of	of	ADP
crl-25015	238	35	library	library	NOUN
crl-25015	238	36	patrons	patron	NOUN
crl-25015	238	37	’	'	PUNCT
crl-25015	238	38	inquiries	inquiry	NOUN
crl-25015	238	39	.	.	PUNCT
crl-25015	239	1	comparisons	comparison	NOUN
crl-25015	239	2	between	between	ADP
crl-25015	239	3	the	the	DET
crl-25015	239	4	definition	definition	NOUN
crl-25015	239	5	and	and	CCONJ
crl-25015	239	6	scope	scope	NOUN
crl-25015	239	7	of	of	ADP
crl-25015	239	8	any	any	DET
crl-25015	239	9	two	two	NUM
crl-25015	239	10	tag	tag	NOUN
crl-25015	239	11	labels	label	NOUN
crl-25015	239	12	reveals	reveal	VERB
crl-25015	239	13	distinctions	distinction	NOUN
crl-25015	239	14	in	in	ADP
crl-25015	239	15	types	type	NOUN
crl-25015	239	16	of	of	ADP
crl-25015	239	17	patron	patron	NOUN
crl-25015	239	18	inquiries	inquiry	NOUN
crl-25015	239	19	characterized	characterize	VERB
crl-25015	239	20	and	and	CCONJ
crl-25015	239	21	detected	detect	VERB
crl-25015	239	22	in	in	ADP
crl-25015	239	23	individual	individual	ADJ
crl-25015	239	24	vrs	vrs	PROPN
crl-25015	239	25	transcripts	transcript	NOUN
crl-25015	239	26	.	.	PUNCT
crl-25015	240	1	despite	despite	SCONJ
crl-25015	240	2	these	these	DET
crl-25015	240	3	distinctions	distinction	NOUN
crl-25015	240	4	,	,	PUNCT
crl-25015	240	5	the	the	DET
crl-25015	240	6	average	average	ADJ
crl-25015	240	7	classification	classification	NOUN
crl-25015	240	8	accuracy	accuracy	NOUN
crl-25015	240	9	across	across	ADP
crl-25015	240	10	many	many	ADJ
crl-25015	240	11	of	of	ADP
crl-25015	240	12	the	the	DET
crl-25015	240	13	tag	tag	NOUN
crl-25015	240	14	subsets	subset	NOUN
crl-25015	240	15	are	be	AUX
crl-25015	240	16	comparable	comparable	ADJ
crl-25015	240	17	.	.	PUNCT
crl-25015	241	1	in	in	ADP
crl-25015	241	2	just	just	ADV
crl-25015	241	3	one	one	NUM
crl-25015	241	4	example	example	NOUN
crl-25015	241	5	drawn	draw	VERB
crl-25015	241	6	from	from	ADP
crl-25015	241	7	the	the	DET
crl-25015	241	8	testing	testing	NOUN
crl-25015	241	9	results	result	NOUN
crl-25015	241	10	,	,	PUNCT
crl-25015	241	11	the	the	DET
crl-25015	241	12	average	average	ADJ
crl-25015	241	13	accuracy	accuracy	NOUN
crl-25015	241	14	score	score	NOUN
crl-25015	241	15	associated	associate	VERB
crl-25015	241	16	with	with	ADP
crl-25015	241	17	“	"	PUNCT
crl-25015	241	18	tagarticles	tagarticle	NOUN
crl-25015	241	19	”	"	PUNCT
crl-25015	241	20	and	and	CCONJ
crl-25015	241	21	“	"	PUNCT
crl-25015	241	22	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	241	23	”	"	PUNCT
crl-25015	241	24	subsets	subset	NOUN
crl-25015	241	25	of	of	ADP
crl-25015	241	26	the	the	DET
crl-25015	241	27	data	datum	NOUN
crl-25015	241	28	were	be	AUX
crl-25015	241	29	nearly	nearly	ADV
crl-25015	241	30	the	the	DET
crl-25015	241	31	same	same	ADJ
crl-25015	241	32	(	(	PUNCT
crl-25015	241	33	accuracy	accuracy	NOUN
crl-25015	242	1	~69	~69	NUM
crl-25015	242	2	%	%	NOUN
crl-25015	242	3	)	)	PUNCT
crl-25015	243	1	.	.	PUNCT
crl-25015	244	1	the	the	DET
crl-25015	244	2	tag	tag	NOUN
crl-25015	244	3	label	label	NOUN
crl-25015	244	4	for	for	ADP
crl-25015	244	5	the	the	DET
crl-25015	244	6	former	former	ADJ
crl-25015	244	7	was	be	AUX
crl-25015	244	8	intended	intend	VERB
crl-25015	244	9	to	to	PART
crl-25015	244	10	identify	identify	VERB
crl-25015	244	11	vrs	vrs	PROPN
crl-25015	244	12	transcripts	transcript	NOUN
crl-25015	244	13	in	in	ADP
crl-25015	244	14	which	which	PRON
crl-25015	244	15	the	the	DET
crl-25015	244	16	patron	patron	NOUN
crl-25015	244	17	was	be	AUX
crl-25015	244	18	expressing	express	VERB
crl-25015	244	19	an	an	DET
crl-25015	244	20	open	open	ADV
crl-25015	244	21	-	-	PUNCT
crl-25015	244	22	ended	ended	ADJ
crl-25015	244	23	inquiry	inquiry	NOUN
crl-25015	244	24	regarding	regard	VERB
crl-25015	244	25	how	how	SCONJ
crl-25015	244	26	to	to	PART
crl-25015	244	27	find	find	VERB
crl-25015	244	28	and	and	CCONJ
crl-25015	244	29	access	access	PROPN
crl-25015	244	30	journal	journal	NOUN
crl-25015	244	31	articles	article	NOUN
crl-25015	244	32	,	,	PUNCT
crl-25015	244	33	while	while	SCONJ
crl-25015	244	34	the	the	DET
crl-25015	244	35	latter	latter	ADJ
crl-25015	244	36	represented	represent	VERB
crl-25015	244	37	transcripts	transcript	NOUN
crl-25015	244	38	in	in	ADP
crl-25015	244	39	which	which	PRON
crl-25015	244	40	the	the	DET
crl-25015	244	41	patron	patron	NOUN
crl-25015	244	42	expressed	express	VERB
crl-25015	244	43	the	the	DET
crl-25015	244	44	need	need	NOUN
crl-25015	244	45	for	for	ADP
crl-25015	244	46	support	support	NOUN
crl-25015	244	47	in	in	ADP
crl-25015	244	48	accessing	access	VERB
crl-25015	244	49	a	a	DET
crl-25015	244	50	specific	specific	ADJ
crl-25015	244	51	article	article	NOUN
crl-25015	244	52	that	that	PRON
crl-25015	244	53	was	be	AUX
crl-25015	244	54	already	already	ADV
crl-25015	244	55	known	know	VERB
crl-25015	244	56	to	to	ADP
crl-25015	244	57	them	they	PRON
crl-25015	244	58	.	.	PUNCT
crl-25015	245	1	limitations	limitation	NOUN
crl-25015	245	2	and	and	CCONJ
crl-25015	245	3	future	future	ADJ
crl-25015	245	4	directions	direction	NOUN
crl-25015	245	5	the	the	DET
crl-25015	245	6	scope	scope	NOUN
crl-25015	245	7	of	of	ADP
crl-25015	245	8	this	this	DET
crl-25015	245	9	research	research	NOUN
crl-25015	245	10	was	be	AUX
crl-25015	245	11	limited	limit	VERB
crl-25015	245	12	to	to	ADP
crl-25015	245	13	the	the	DET
crl-25015	245	14	exploration	exploration	NOUN
crl-25015	245	15	and	and	CCONJ
crl-25015	245	16	evaluation	evaluation	NOUN
crl-25015	245	17	of	of	ADP
crl-25015	245	18	predictive	predictive	ADJ
crl-25015	245	19	modeling	modeling	NOUN
crl-25015	245	20	processes	process	NOUN
crl-25015	245	21	.	.	PUNCT
crl-25015	246	1	this	this	DET
crl-25015	246	2	research	research	NOUN
crl-25015	246	3	was	be	AUX
crl-25015	246	4	predicated	predicate	VERB
crl-25015	246	5	on	on	ADP
crl-25015	246	6	the	the	DET
crl-25015	246	7	assumption	assumption	NOUN
crl-25015	246	8	that	that	SCONJ
crl-25015	246	9	this	this	DET
crl-25015	246	10	modeling	modeling	NOUN
crl-25015	246	11	approach	approach	NOUN
crl-25015	246	12	could	could	AUX
crl-25015	246	13	,	,	PUNCT
crl-25015	246	14	hypothetically	hypothetically	ADV
crl-25015	246	15	,	,	PUNCT
crl-25015	246	16	be	be	AUX
crl-25015	246	17	deployed	deploy	VERB
crl-25015	246	18	by	by	ADP
crl-25015	246	19	individual	individual	ADJ
crl-25015	246	20	libraries	library	NOUN
crl-25015	246	21	seeking	seek	VERB
crl-25015	246	22	to	to	PART
crl-25015	246	23	systematically	systematically	ADV
crl-25015	246	24	triage	triage	VERB
crl-25015	246	25	incoming	incoming	ADJ
crl-25015	246	26	vrs	vrs	PROPN
crl-25015	246	27	inquiries	inquiry	NOUN
crl-25015	246	28	to	to	PART
crl-25015	246	29	appropriate	appropriate	VERB
crl-25015	246	30	library	library	NOUN
crl-25015	246	31	staff	staff	NOUN
crl-25015	246	32	operators	operator	NOUN
crl-25015	246	33	.	.	PUNCT
crl-25015	247	1	since	since	SCONJ
crl-25015	247	2	this	this	DET
crl-25015	247	3	modeling	modeling	NOUN
crl-25015	247	4	approach	approach	NOUN
crl-25015	247	5	has	have	AUX
crl-25015	247	6	been	be	AUX
crl-25015	247	7	shown	show	VERB
crl-25015	247	8	to	to	PART
crl-25015	247	9	be	be	AUX
crl-25015	247	10	distinctly	distinctly	ADV
crl-25015	247	11	better	well	ADJ
crl-25015	247	12	than	than	ADP
crl-25015	247	13	random	random	ADJ
crl-25015	247	14	guessing	guessing	NOUN
crl-25015	247	15	,	,	PUNCT
crl-25015	247	16	it	it	PRON
crl-25015	247	17	is	be	AUX
crl-25015	247	18	clear	clear	ADJ
crl-25015	247	19	that	that	SCONJ
crl-25015	247	20	the	the	DET
crl-25015	247	21	approach	approach	NOUN
crl-25015	247	22	outlined	outline	VERB
crl-25015	247	23	here	here	ADV
crl-25015	247	24	can	can	AUX
crl-25015	247	25	provide	provide	VERB
crl-25015	247	26	developers	developer	NOUN
crl-25015	247	27	and	and	CCONJ
crl-25015	247	28	librarians	librarian	NOUN
crl-25015	247	29	with	with	ADP
crl-25015	247	30	a	a	DET
crl-25015	247	31	useful	useful	ADJ
crl-25015	247	32	roadmap	roadmap	NOUN
crl-25015	247	33	for	for	ADP
crl-25015	247	34	implementing	implement	VERB
crl-25015	247	35	and	and	CCONJ
crl-25015	247	36	evaluating	evaluate	VERB
crl-25015	247	37	their	their	PRON
crl-25015	247	38	own	own	ADJ
crl-25015	247	39	models	model	NOUN
crl-25015	247	40	.	.	PUNCT
crl-25015	248	1	however	however	ADV
crl-25015	248	2	,	,	PUNCT
crl-25015	248	3	it	it	PRON
crl-25015	248	4	may	may	AUX
crl-25015	248	5	be	be	AUX
crl-25015	248	6	worth	worth	ADJ
crl-25015	248	7	noting	note	VERB
crl-25015	248	8	that	that	SCONJ
crl-25015	248	9	the	the	DET
crl-25015	248	10	implementation	implementation	NOUN
crl-25015	248	11	of	of	ADP
crl-25015	248	12	these	these	DET
crl-25015	248	13	models	model	NOUN
crl-25015	248	14	may	may	AUX
crl-25015	248	15	be	be	AUX
crl-25015	248	16	extremely	extremely	ADV
crl-25015	248	17	challenging	challenging	ADJ
crl-25015	248	18	.	.	PUNCT
crl-25015	249	1	from	from	ADP
crl-25015	249	2	a	a	DET
crl-25015	249	3	technical	technical	ADJ
crl-25015	249	4	standpoint	standpoint	NOUN
crl-25015	249	5	,	,	PUNCT
crl-25015	249	6	at	at	ADP
crl-25015	249	7	the	the	DET
crl-25015	249	8	time	time	NOUN
crl-25015	249	9	of	of	ADP
crl-25015	249	10	writing	writing	NOUN
crl-25015	249	11	,	,	PUNCT
crl-25015	249	12	none	none	NOUN
crl-25015	249	13	of	of	ADP
crl-25015	249	14	the	the	DET
crl-25015	249	15	prominent	prominent	ADJ
crl-25015	249	16	vrs	vrs	NOUN
crl-25015	249	17	chat	chat	NOUN
crl-25015	249	18	services	service	NOUN
crl-25015	249	19	offered	offer	VERB
crl-25015	249	20	by	by	ADP
crl-25015	249	21	third	third	ADJ
crl-25015	249	22	-	-	PUNCT
crl-25015	249	23	party	party	NOUN
crl-25015	249	24	software	software	NOUN
crl-25015	249	25	developers	developer	NOUN
crl-25015	249	26	allow	allow	VERB
crl-25015	249	27	librarians	librarian	NOUN
crl-25015	249	28	to	to	PART
crl-25015	249	29	directly	directly	ADV
crl-25015	249	30	integrate	integrate	VERB
crl-25015	249	31	decision	decision	NOUN
crl-25015	249	32	or	or	CCONJ
crl-25015	249	33	triage	triage	NOUN
crl-25015	249	34	models	model	NOUN
crl-25015	249	35	into	into	ADP
crl-25015	249	36	the	the	DET
crl-25015	249	37	functional	functional	ADJ
crl-25015	249	38	aspects	aspect	NOUN
crl-25015	249	39	of	of	ADP
crl-25015	249	40	their	their	PRON
crl-25015	249	41	platforms	platform	NOUN
crl-25015	249	42	.	.	PUNCT
crl-25015	250	1	consequently	consequently	ADV
crl-25015	250	2	,	,	PUNCT
crl-25015	250	3	to	to	PART
crl-25015	250	4	test	test	VERB
crl-25015	250	5	any	any	PRON
crl-25015	250	6	of	of	ADP
crl-25015	250	7	the	the	DET
crl-25015	250	8	proposed	propose	VERB
crl-25015	250	9	modeling	modeling	NOUN
crl-25015	250	10	processes	process	NOUN
crl-25015	250	11	,	,	PUNCT
crl-25015	250	12	librarians	librarian	NOUN
crl-25015	250	13	and	and	CCONJ
crl-25015	250	14	developers	developer	NOUN
crl-25015	250	15	will	will	AUX
crl-25015	250	16	face	face	VERB
crl-25015	250	17	either	either	CCONJ
crl-25015	250	18	distinct	distinct	ADJ
crl-25015	250	19	engineering	engineering	NOUN
crl-25015	250	20	or	or	CCONJ
crl-25015	250	21	business	business	NOUN
crl-25015	250	22	challenges	challenge	NOUN
crl-25015	250	23	—	—	PUNCT
crl-25015	250	24	or	or	CCONJ
crl-25015	250	25	both	both	CCONJ
crl-25015	250	26	—	—	PUNCT
crl-25015	250	27	just	just	ADV
crl-25015	250	28	to	to	PART
crl-25015	250	29	implement	implement	VERB
crl-25015	250	30	a	a	DET
crl-25015	250	31	model	model	NOUN
crl-25015	250	32	in	in	ADP
crl-25015	250	33	a	a	DET
crl-25015	250	34	live	live	ADJ
crl-25015	250	35	situation	situation	NOUN
crl-25015	250	36	.	.	PUNCT
crl-25015	251	1	for	for	ADP
crl-25015	251	2	most	most	ADJ
crl-25015	251	3	libraries	library	NOUN
crl-25015	251	4	,	,	PUNCT
crl-25015	251	5	this	this	PRON
crl-25015	251	6	will	will	AUX
crl-25015	251	7	likely	likely	ADV
crl-25015	251	8	represent	represent	VERB
crl-25015	251	9	a	a	DET
crl-25015	251	10	prohibitive	prohibitive	ADJ
crl-25015	251	11	barrier	barrier	NOUN
crl-25015	251	12	to	to	ADP
crl-25015	251	13	further	further	ADJ
crl-25015	251	14	testing	testing	NOUN
crl-25015	251	15	,	,	PUNCT
crl-25015	251	16	experimentation	experimentation	NOUN
crl-25015	251	17	,	,	PUNCT
crl-25015	251	18	and	and	CCONJ
crl-25015	251	19	,	,	PUNCT
crl-25015	251	20	ultimately	ultimately	ADV
crl-25015	251	21	,	,	PUNCT
crl-25015	251	22	improvements	improvement	NOUN
crl-25015	251	23	to	to	ADP
crl-25015	251	24	library	library	NOUN
crl-25015	251	25	services	service	NOUN
crl-25015	251	26	.	.	PUNCT
crl-25015	252	1	independent	independent	ADJ
crl-25015	252	2	of	of	ADP
crl-25015	252	3	the	the	DET
crl-25015	252	4	technical	technical	ADJ
crl-25015	252	5	challenges	challenge	NOUN
crl-25015	252	6	associated	associate	VERB
crl-25015	252	7	with	with	ADP
crl-25015	252	8	implementing	implement	VERB
crl-25015	252	9	a	a	DET
crl-25015	252	10	predictive	predictive	ADJ
crl-25015	252	11	model	model	NOUN
crl-25015	252	12	in	in	ADP
crl-25015	252	13	the	the	DET
crl-25015	252	14	context	context	NOUN
crl-25015	252	15	of	of	ADP
crl-25015	252	16	vrs	vrs	PROPN
crl-25015	252	17	services	service	NOUN
crl-25015	252	18	,	,	PUNCT
crl-25015	252	19	many	many	ADJ
crl-25015	252	20	aspects	aspect	NOUN
crl-25015	252	21	of	of	ADP
crl-25015	252	22	this	this	DET
crl-25015	252	23	research	research	NOUN
crl-25015	252	24	need	need	VERB
crl-25015	252	25	to	to	PART
crl-25015	252	26	be	be	AUX
crl-25015	252	27	investigated	investigate	VERB
crl-25015	252	28	and	and	CCONJ
crl-25015	252	29	modified	modify	VERB
crl-25015	252	30	locally	locally	ADV
crl-25015	252	31	if	if	SCONJ
crl-25015	252	32	other	other	ADJ
crl-25015	252	33	libraries	library	NOUN
crl-25015	252	34	intend	intend	VERB
crl-25015	252	35	to	to	PART
crl-25015	252	36	develop	develop	VERB
crl-25015	252	37	,	,	PUNCT
crl-25015	252	38	test	test	NOUN
crl-25015	252	39	,	,	PUNCT
crl-25015	252	40	and	and	CCONJ
crl-25015	252	41	deploy	deploy	VERB
crl-25015	252	42	their	their	PRON
crl-25015	252	43	own	own	ADJ
crl-25015	252	44	models	model	NOUN
crl-25015	252	45	.	.	PUNCT
crl-25015	253	1	in	in	ADP
crl-25015	253	2	this	this	DET
crl-25015	253	3	research	research	NOUN
crl-25015	253	4	,	,	PUNCT
crl-25015	253	5	the	the	DET
crl-25015	253	6	authors	author	NOUN
crl-25015	253	7	experimented	experiment	VERB
crl-25015	253	8	with	with	ADP
crl-25015	253	9	a	a	DET
crl-25015	253	10	wide	wide	ADJ
crl-25015	253	11	variety	variety	NOUN
crl-25015	253	12	of	of	ADP
crl-25015	253	13	modeling	modeling	NOUN
crl-25015	253	14	parameters	parameter	NOUN
crl-25015	253	15	,	,	PUNCT
crl-25015	253	16	but	but	CCONJ
crl-25015	253	17	libraries	library	NOUN
crl-25015	253	18	wishing	wish	VERB
crl-25015	253	19	to	to	PART
crl-25015	253	20	use	use	VERB
crl-25015	253	21	this	this	DET
crl-25015	253	22	technology	technology	NOUN
crl-25015	253	23	will	will	AUX
crl-25015	253	24	need	need	VERB
crl-25015	253	25	to	to	PART
crl-25015	253	26	seriously	seriously	ADV
crl-25015	253	27	consider	consider	VERB
crl-25015	253	28	how	how	SCONJ
crl-25015	253	29	to	to	PART
crl-25015	253	30	select	select	VERB
crl-25015	253	31	and	and	CCONJ
crl-25015	253	32	implement	implement	VERB
crl-25015	253	33	particular	particular	ADJ
crl-25015	253	34	modeling	modeling	NOUN
crl-25015	253	35	parameters	parameter	NOUN
crl-25015	253	36	.	.	PUNCT
crl-25015	254	1	for	for	ADP
crl-25015	254	2	example	example	NOUN
crl-25015	254	3	,	,	PUNCT
crl-25015	254	4	the	the	DET
crl-25015	254	5	tag	tag	NOUN
crl-25015	254	6	parameter	parameter	NOUN
crl-25015	254	7	in	in	ADP
crl-25015	254	8	these	these	DET
crl-25015	254	9	modeling	modeling	NOUN
crl-25015	254	10	processes	process	NOUN
crl-25015	254	11	was	be	AUX
crl-25015	254	12	characterized	characterize	VERB
crl-25015	254	13	by	by	ADP
crl-25015	254	14	idiosyncratic	idiosyncratic	ADJ
crl-25015	254	15	and	and	CCONJ
crl-25015	254	16	subjective	subjective	ADJ
crl-25015	254	17	labels	label	NOUN
crl-25015	254	18	that	that	PRON
crl-25015	254	19	are	be	AUX
crl-25015	254	20	largely	largely	ADV
crl-25015	254	21	only	only	ADV
crl-25015	254	22	relevant	relevant	ADJ
crl-25015	254	23	to	to	ADP
crl-25015	254	24	the	the	DET
crl-25015	254	25	characteristics	characteristic	NOUN
crl-25015	254	26	of	of	ADP
crl-25015	254	27	vrs	vrs	PROPN
crl-25015	254	28	transcripts	transcript	NOUN
crl-25015	254	29	at	at	ADP
crl-25015	254	30	ksul	ksul	PROPN
crl-25015	254	31	.	.	PUNCT
crl-25015	255	1	further	far	ADV
crl-25015	255	2	,	,	PUNCT
crl-25015	255	3	selecting	select	VERB
crl-25015	255	4	appropriate	appropriate	ADJ
crl-25015	255	5	trunc	trunc	NOUN
crl-25015	255	6	,	,	PUNCT
crl-25015	255	7	dict	dict	ADJ
crl-25015	255	8	,	,	PUNCT
crl-25015	255	9	d2v	d2v	VERB
crl-25015	255	10	,	,	PUNCT
crl-25015	255	11	and	and	CCONJ
crl-25015	255	12	read	read	VERB
crl-25015	255	13	modeling	modeling	NOUN
crl-25015	255	14	using	use	VERB
crl-25015	255	15	machine	machine	NOUN
crl-25015	255	16	learning	learning	NOUN
crl-25015	255	17	to	to	PART
crl-25015	255	18	predict	predict	VERB
crl-25015	255	19	chat	chat	VERB
crl-25015	255	20	difficulty	difficulty	NOUN
crl-25015	255	21	699	699	NUM
crl-25015	255	22	parameters	parameter	NOUN
crl-25015	255	23	is	be	AUX
crl-25015	255	24	highly	highly	ADV
crl-25015	255	25	contingent	contingent	ADJ
crl-25015	255	26	upon	upon	SCONJ
crl-25015	255	27	the	the	DET
crl-25015	255	28	characteristics	characteristic	NOUN
crl-25015	255	29	of	of	ADP
crl-25015	255	30	local	local	ADJ
crl-25015	255	31	data	datum	NOUN
crl-25015	255	32	and	and	CCONJ
crl-25015	255	33	library	library	NOUN
crl-25015	255	34	managers	manager	NOUN
crl-25015	255	35	’	’	PART
crl-25015	255	36	service	service	NOUN
crl-25015	255	37	objectives	objective	NOUN
crl-25015	255	38	.	.	PUNCT
crl-25015	256	1	for	for	ADP
crl-25015	256	2	many	many	ADJ
crl-25015	256	3	of	of	ADP
crl-25015	256	4	these	these	DET
crl-25015	256	5	decisions	decision	NOUN
crl-25015	256	6	,	,	PUNCT
crl-25015	256	7	there	there	PRON
crl-25015	256	8	are	be	VERB
crl-25015	256	9	no	no	DET
crl-25015	256	10	generalizable	generalizable	ADJ
crl-25015	256	11	“	"	PUNCT
crl-25015	256	12	right	right	ADJ
crl-25015	256	13	”	"	PUNCT
crl-25015	256	14	or	or	CCONJ
crl-25015	256	15	“	"	PUNCT
crl-25015	256	16	wrong	wrong	ADJ
crl-25015	256	17	”	"	PUNCT
crl-25015	256	18	answers	answer	NOUN
crl-25015	256	19	,	,	PUNCT
crl-25015	256	20	just	just	ADV
crl-25015	256	21	modeling	model	VERB
crl-25015	256	22	decisions	decision	NOUN
crl-25015	256	23	that	that	PRON
crl-25015	256	24	reflect	reflect	VERB
crl-25015	256	25	the	the	DET
crl-25015	256	26	local	local	ADJ
crl-25015	256	27	needs	need	NOUN
crl-25015	256	28	of	of	ADP
crl-25015	256	29	individual	individual	ADJ
crl-25015	256	30	libraries	library	NOUN
crl-25015	256	31	.	.	PUNCT
crl-25015	257	1	making	make	VERB
crl-25015	257	2	these	these	DET
crl-25015	257	3	decisions	decision	NOUN
crl-25015	257	4	may	may	AUX
crl-25015	257	5	present	present	VERB
crl-25015	257	6	some	some	DET
crl-25015	257	7	librarians	librarian	NOUN
crl-25015	257	8	with	with	ADP
crl-25015	257	9	a	a	DET
crl-25015	257	10	steep	steep	ADJ
crl-25015	257	11	burden	burden	NOUN
crl-25015	257	12	with	with	ADP
crl-25015	257	13	respect	respect	NOUN
crl-25015	257	14	to	to	ADP
crl-25015	257	15	the	the	DET
crl-25015	257	16	combination	combination	NOUN
crl-25015	257	17	of	of	ADP
crl-25015	257	18	technical	technical	ADJ
crl-25015	257	19	,	,	PUNCT
crl-25015	257	20	analytic	analytic	ADJ
crl-25015	257	21	,	,	PUNCT
crl-25015	257	22	and	and	CCONJ
crl-25015	257	23	strategic	strategic	ADJ
crl-25015	257	24	planning	planning	NOUN
crl-25015	257	25	skills	skill	NOUN
crl-25015	257	26	necessary	necessary	ADJ
crl-25015	257	27	to	to	PART
crl-25015	257	28	evaluate	evaluate	VERB
crl-25015	257	29	modeling	modeling	NOUN
crl-25015	257	30	parameters	parameter	NOUN
crl-25015	257	31	and	and	CCONJ
crl-25015	257	32	performance	performance	NOUN
crl-25015	257	33	.	.	PUNCT
crl-25015	258	1	this	this	DET
crl-25015	258	2	research	research	NOUN
crl-25015	258	3	design	design	NOUN
crl-25015	258	4	centered	center	VERB
crl-25015	258	5	around	around	ADP
crl-25015	258	6	testing	test	VERB
crl-25015	258	7	a	a	DET
crl-25015	258	8	myriad	myriad	NOUN
crl-25015	258	9	of	of	ADP
crl-25015	258	10	models	model	NOUN
crl-25015	258	11	using	use	VERB
crl-25015	258	12	many	many	ADJ
crl-25015	258	13	combinations	combination	NOUN
crl-25015	258	14	of	of	ADP
crl-25015	258	15	modeling	modeling	NOUN
crl-25015	258	16	parameters	parameter	NOUN
crl-25015	258	17	.	.	PUNCT
crl-25015	259	1	consequently	consequently	ADV
crl-25015	259	2	,	,	PUNCT
crl-25015	259	3	to	to	PART
crl-25015	259	4	run	run	VERB
crl-25015	259	5	the	the	DET
crl-25015	259	6	analyses	analysis	NOUN
crl-25015	259	7	in	in	ADP
crl-25015	259	8	a	a	DET
crl-25015	259	9	reasonable	reasonable	ADJ
crl-25015	259	10	period	period	NOUN
crl-25015	259	11	of	of	ADP
crl-25015	259	12	time	time	NOUN
crl-25015	259	13	,	,	PUNCT
crl-25015	259	14	a	a	DET
crl-25015	259	15	variety	variety	NOUN
crl-25015	259	16	of	of	ADP
crl-25015	259	17	decisions	decision	NOUN
crl-25015	259	18	were	be	AUX
crl-25015	259	19	consciously	consciously	ADV
crl-25015	259	20	made	make	VERB
crl-25015	259	21	that	that	PRON
crl-25015	259	22	resulted	result	VERB
crl-25015	259	23	in	in	ADP
crl-25015	259	24	faster	fast	ADJ
crl-25015	259	25	processing	processing	NOUN
crl-25015	259	26	,	,	PUNCT
crl-25015	259	27	fitting	fitting	ADJ
crl-25015	259	28	,	,	PUNCT
crl-25015	259	29	and	and	CCONJ
crl-25015	259	30	evaluation	evaluation	NOUN
crl-25015	259	31	of	of	ADP
crl-25015	259	32	models	model	NOUN
crl-25015	259	33	at	at	ADP
crl-25015	259	34	the	the	DET
crl-25015	259	35	expense	expense	NOUN
crl-25015	259	36	of	of	ADP
crl-25015	259	37	the	the	DET
crl-25015	259	38	overall	overall	ADJ
crl-25015	259	39	predictive	predictive	ADJ
crl-25015	259	40	power	power	NOUN
crl-25015	259	41	of	of	ADP
crl-25015	259	42	each	each	DET
crl-25015	259	43	modeling	modeling	NOUN
crl-25015	259	44	process	process	NOUN
crl-25015	259	45	.	.	PUNCT
crl-25015	260	1	the	the	DET
crl-25015	260	2	options	option	NOUN
crl-25015	260	3	associated	associate	VERB
crl-25015	260	4	with	with	ADP
crl-25015	260	5	nearly	nearly	ADV
crl-25015	260	6	every	every	PRON
crl-25015	260	7	step	step	NOUN
crl-25015	260	8	of	of	ADP
crl-25015	260	9	the	the	DET
crl-25015	260	10	modeling	modeling	NOUN
crl-25015	260	11	process	process	NOUN
crl-25015	260	12	were	be	AUX
crl-25015	260	13	,	,	PUNCT
crl-25015	260	14	in	in	ADP
crl-25015	260	15	effect	effect	NOUN
crl-25015	260	16	,	,	PUNCT
crl-25015	260	17	arbitrarily	arbitrarily	ADV
crl-25015	260	18	chosen	choose	VERB
crl-25015	260	19	.	.	PUNCT
crl-25015	261	1	this	this	PRON
crl-25015	261	2	provided	provide	VERB
crl-25015	261	3	useful	useful	ADJ
crl-25015	261	4	experimental	experimental	ADJ
crl-25015	261	5	information	information	NOUN
crl-25015	261	6	and	and	CCONJ
crl-25015	261	7	comparisons	comparison	NOUN
crl-25015	261	8	,	,	PUNCT
crl-25015	261	9	but	but	CCONJ
crl-25015	261	10	not	not	PART
crl-25015	261	11	necessarily	necessarily	ADV
crl-25015	261	12	the	the	DET
crl-25015	261	13	best	good	ADJ
crl-25015	261	14	possible	possible	ADJ
crl-25015	261	15	individual	individual	ADJ
crl-25015	261	16	model	model	NOUN
crl-25015	261	17	.	.	PUNCT
crl-25015	262	1	additionally	additionally	ADV
crl-25015	262	2	,	,	PUNCT
crl-25015	262	3	when	when	SCONJ
crl-25015	262	4	training	train	VERB
crl-25015	262	5	the	the	DET
crl-25015	262	6	documentembedding	documentembedding	NOUN
crl-25015	262	7	model	model	NOUN
crl-25015	262	8	within	within	ADP
crl-25015	262	9	the	the	DET
crl-25015	262	10	overall	overall	ADJ
crl-25015	262	11	modeling	modeling	NOUN
crl-25015	262	12	process	process	NOUN
crl-25015	262	13	(	(	PUNCT
crl-25015	262	14	d2v	d2v	NOUN
crl-25015	262	15	)	)	PUNCT
crl-25015	262	16	,	,	PUNCT
crl-25015	262	17	the	the	DET
crl-25015	262	18	fitting	fitting	NOUN
crl-25015	262	19	-	-	PUNCT
crl-25015	262	20	step	step	NOUN
crl-25015	262	21	was	be	AUX
crl-25015	262	22	limited	limit	VERB
crl-25015	262	23	to	to	ADP
crl-25015	262	24	100	100	NUM
crl-25015	262	25	iterations	iteration	NOUN
crl-25015	262	26	.	.	PUNCT
crl-25015	263	1	the	the	DET
crl-25015	263	2	same	same	ADJ
crl-25015	263	3	limit	limit	NOUN
crl-25015	263	4	was	be	AUX
crl-25015	263	5	also	also	ADV
crl-25015	263	6	imposed	impose	VERB
crl-25015	263	7	on	on	ADP
crl-25015	263	8	the	the	DET
crl-25015	263	9	number	number	NOUN
crl-25015	263	10	of	of	ADP
crl-25015	263	11	training	training	NOUN
crl-25015	263	12	iterations	iteration	NOUN
crl-25015	263	13	for	for	ADP
crl-25015	263	14	the	the	DET
crl-25015	263	15	neural	neural	ADJ
crl-25015	263	16	network	network	NOUN
crl-25015	263	17	classifier	classifier	NOUN
crl-25015	263	18	at	at	ADP
crl-25015	263	19	the	the	DET
crl-25015	263	20	final	final	ADJ
crl-25015	263	21	stage	stage	NOUN
crl-25015	263	22	of	of	ADP
crl-25015	263	23	the	the	DET
crl-25015	263	24	modeling	modeling	NOUN
crl-25015	263	25	process	process	NOUN
crl-25015	263	26	.	.	PUNCT
crl-25015	264	1	the	the	DET
crl-25015	264	2	consequences	consequence	NOUN
crl-25015	264	3	of	of	ADP
crl-25015	264	4	these	these	DET
crl-25015	264	5	decisions	decision	NOUN
crl-25015	264	6	resulted	result	VERB
crl-25015	264	7	in	in	ADP
crl-25015	264	8	the	the	DET
crl-25015	264	9	slowest	slow	ADJ
crl-25015	264	10	model	model	NOUN
crl-25015	264	11	processing	processing	NOUN
crl-25015	264	12	time	time	NOUN
crl-25015	264	13	for	for	ADP
crl-25015	264	14	any	any	DET
crl-25015	264	15	individual	individual	ADJ
crl-25015	264	16	model	model	NOUN
crl-25015	264	17	being	be	AUX
crl-25015	264	18	approximately	approximately	ADV
crl-25015	264	19	130	130	NUM
crl-25015	264	20	seconds	second	NOUN
crl-25015	264	21	.	.	PUNCT
crl-25015	265	1	further	far	ADV
crl-25015	265	2	,	,	PUNCT
crl-25015	265	3	the	the	DET
crl-25015	265	4	maximum	maximum	ADJ
crl-25015	265	5	auc	auc	NOUN
crl-25015	265	6	scores	score	NOUN
crl-25015	265	7	across	across	ADP
crl-25015	265	8	all	all	DET
crl-25015	265	9	models	model	NOUN
crl-25015	265	10	with	with	ADP
crl-25015	265	11	respect	respect	NOUN
crl-25015	265	12	to	to	ADP
crl-25015	265	13	the	the	DET
crl-25015	265	14	training	training	NOUN
crl-25015	265	15	and	and	CCONJ
crl-25015	265	16	testing	testing	NOUN
crl-25015	265	17	subsets	subset	NOUN
crl-25015	265	18	of	of	ADP
crl-25015	265	19	the	the	DET
crl-25015	265	20	data	datum	NOUN
crl-25015	265	21	was	be	AUX
crl-25015	265	22	0.8247	0.8247	NUM
crl-25015	265	23	and	and	CCONJ
crl-25015	265	24	0.7174	0.7174	NUM
crl-25015	265	25	,	,	PUNCT
crl-25015	265	26	respectively	respectively	ADV
crl-25015	265	27	.	.	PUNCT
crl-25015	266	1	while	while	SCONJ
crl-25015	266	2	these	these	DET
crl-25015	266	3	models	model	NOUN
crl-25015	266	4	are	be	AUX
crl-25015	266	5	significantly	significantly	ADV
crl-25015	266	6	better	well	ADJ
crl-25015	266	7	than	than	ADP
crl-25015	266	8	random	random	ADJ
crl-25015	266	9	(	(	PUNCT
crl-25015	266	10	auc	auc	NOUN
crl-25015	266	11	=	=	SYM
crl-25015	266	12	0.5	0.5	NUM
crl-25015	266	13	)	)	PUNCT
crl-25015	266	14	,	,	PUNCT
crl-25015	266	15	these	these	DET
crl-25015	266	16	scores	score	NOUN
crl-25015	266	17	represent	represent	VERB
crl-25015	266	18	the	the	DET
crl-25015	266	19	extremes	extreme	NOUN
crl-25015	266	20	,	,	PUNCT
crl-25015	266	21	and	and	CCONJ
crl-25015	266	22	it	it	PRON
crl-25015	266	23	can	can	AUX
crl-25015	266	24	be	be	AUX
crl-25015	266	25	assumed	assume	VERB
crl-25015	266	26	that	that	SCONJ
crl-25015	266	27	models	model	NOUN
crl-25015	266	28	with	with	ADP
crl-25015	266	29	significantly	significantly	ADV
crl-25015	266	30	better	well	ADJ
crl-25015	266	31	and	and	CCONJ
crl-25015	266	32	more	more	ADV
crl-25015	266	33	robust	robust	ADJ
crl-25015	266	34	auc	auc	NOUN
crl-25015	266	35	scores	score	NOUN
crl-25015	266	36	can	can	AUX
crl-25015	266	37	be	be	AUX
crl-25015	266	38	developed	develop	VERB
crl-25015	266	39	with	with	ADP
crl-25015	266	40	additional	additional	ADJ
crl-25015	266	41	model	model	NOUN
crl-25015	266	42	tuning	tuning	NOUN
crl-25015	266	43	.	.	PUNCT
crl-25015	267	1	to	to	PART
crl-25015	267	2	improve	improve	VERB
crl-25015	267	3	upon	upon	SCONJ
crl-25015	267	4	the	the	DET
crl-25015	267	5	model	model	NOUN
crl-25015	267	6	designs	design	NOUN
crl-25015	267	7	that	that	PRON
crl-25015	267	8	were	be	AUX
crl-25015	267	9	tested	test	VERB
crl-25015	267	10	,	,	PUNCT
crl-25015	267	11	future	future	ADJ
crl-25015	267	12	development	development	NOUN
crl-25015	267	13	will	will	AUX
crl-25015	267	14	need	need	VERB
crl-25015	267	15	to	to	PART
crl-25015	267	16	be	be	AUX
crl-25015	267	17	focused	focus	VERB
crl-25015	267	18	on	on	ADP
crl-25015	267	19	fine	fine	ADJ
crl-25015	267	20	tuning	tune	VERB
crl-25015	267	21	many	many	ADJ
crl-25015	267	22	individual	individual	ADJ
crl-25015	267	23	modeling	modeling	NOUN
crl-25015	267	24	parameters	parameter	NOUN
crl-25015	267	25	that	that	PRON
crl-25015	267	26	are	be	AUX
crl-25015	267	27	embedded	embed	VERB
crl-25015	267	28	through	through	ADP
crl-25015	267	29	the	the	DET
crl-25015	267	30	modeling	modeling	NOUN
crl-25015	267	31	process	process	NOUN
crl-25015	267	32	.	.	PUNCT
crl-25015	268	1	the	the	DET
crl-25015	268	2	stages	stage	NOUN
crl-25015	268	3	of	of	ADP
crl-25015	268	4	the	the	DET
crl-25015	268	5	process	process	NOUN
crl-25015	268	6	where	where	SCONJ
crl-25015	268	7	models	model	NOUN
crl-25015	268	8	require	require	VERB
crl-25015	268	9	fitting	fitting	ADJ
crl-25015	268	10	(	(	PUNCT
crl-25015	268	11	such	such	ADJ
crl-25015	268	12	as	as	ADP
crl-25015	268	13	documentembedding	documentembedding	NOUN
crl-25015	268	14	and	and	CCONJ
crl-25015	268	15	classifier	classifier	NOUN
crl-25015	268	16	models	model	NOUN
crl-25015	268	17	)	)	PUNCT
crl-25015	268	18	will	will	AUX
crl-25015	268	19	require	require	VERB
crl-25015	268	20	significantly	significantly	ADV
crl-25015	268	21	more	more	ADJ
crl-25015	268	22	training	training	NOUN
crl-25015	268	23	iterations	iteration	NOUN
crl-25015	268	24	for	for	ADP
crl-25015	268	25	the	the	DET
crl-25015	268	26	models	model	NOUN
crl-25015	268	27	to	to	PART
crl-25015	268	28	converge	converge	VERB
crl-25015	268	29	on	on	ADP
crl-25015	268	30	optimal	optimal	ADJ
crl-25015	268	31	formulations	formulation	NOUN
crl-25015	268	32	.	.	PUNCT
crl-25015	269	1	further	far	ADV
crl-25015	269	2	,	,	PUNCT
crl-25015	269	3	all	all	DET
crl-25015	269	4	the	the	DET
crl-25015	269	5	processes	process	NOUN
crl-25015	269	6	described	describe	VERB
crl-25015	269	7	and	and	CCONJ
crl-25015	269	8	evaluated	evaluate	VERB
crl-25015	269	9	in	in	ADP
crl-25015	269	10	this	this	DET
crl-25015	269	11	research	research	NOUN
crl-25015	269	12	are	be	AUX
crl-25015	269	13	highly	highly	ADV
crl-25015	269	14	sensitive	sensitive	ADJ
crl-25015	269	15	to	to	ADP
crl-25015	269	16	the	the	DET
crl-25015	269	17	size	size	NOUN
crl-25015	269	18	of	of	ADP
crl-25015	269	19	the	the	DET
crl-25015	269	20	underlying	underlie	VERB
crl-25015	269	21	dataset	dataset	NOUN
crl-25015	269	22	.	.	PUNCT
crl-25015	270	1	with	with	ADP
crl-25015	270	2	increasingly	increasingly	ADV
crl-25015	270	3	large	large	ADJ
crl-25015	270	4	numbers	number	NOUN
crl-25015	270	5	of	of	ADP
crl-25015	270	6	vrs	vrs	PROPN
crl-25015	270	7	transcripts	transcript	NOUN
crl-25015	270	8	and	and	CCONJ
crl-25015	270	9	fully	fully	ADV
crl-25015	270	10	labeled	label	VERB
crl-25015	270	11	samples	sample	NOUN
crl-25015	270	12	,	,	PUNCT
crl-25015	270	13	future	future	ADJ
crl-25015	270	14	research	research	NOUN
crl-25015	270	15	and	and	CCONJ
crl-25015	270	16	development	development	NOUN
crl-25015	270	17	should	should	AUX
crl-25015	270	18	be	be	AUX
crl-25015	270	19	able	able	ADJ
crl-25015	270	20	to	to	PART
crl-25015	270	21	greatly	greatly	ADV
crl-25015	270	22	advance	advance	VERB
crl-25015	270	23	the	the	DET
crl-25015	270	24	predictive	predictive	ADJ
crl-25015	270	25	power	power	NOUN
crl-25015	270	26	of	of	ADP
crl-25015	270	27	these	these	DET
crl-25015	270	28	types	type	NOUN
crl-25015	270	29	of	of	ADP
crl-25015	270	30	models	model	NOUN
crl-25015	270	31	.	.	PUNCT
crl-25015	271	1	the	the	DET
crl-25015	271	2	last	last	ADJ
crl-25015	271	3	significant	significant	ADJ
crl-25015	271	4	limitation	limitation	NOUN
crl-25015	271	5	that	that	PRON
crl-25015	271	6	must	must	AUX
crl-25015	271	7	be	be	AUX
crl-25015	271	8	noted	note	VERB
crl-25015	271	9	is	be	AUX
crl-25015	271	10	that	that	SCONJ
crl-25015	271	11	no	no	DET
crl-25015	271	12	model	model	NOUN
crl-25015	271	13	,	,	PUNCT
crl-25015	271	14	no	no	ADV
crl-25015	271	15	matter	matter	ADV
crl-25015	271	16	how	how	SCONJ
crl-25015	271	17	finely	finely	ADV
crl-25015	271	18	tuned	tune	VERB
crl-25015	271	19	,	,	PUNCT
crl-25015	271	20	will	will	AUX
crl-25015	271	21	be	be	AUX
crl-25015	271	22	perfect	perfect	ADJ
crl-25015	271	23	.	.	PUNCT
crl-25015	272	1	even	even	ADV
crl-25015	272	2	if	if	SCONJ
crl-25015	272	3	a	a	DET
crl-25015	272	4	library	library	NOUN
crl-25015	272	5	service	service	NOUN
crl-25015	272	6	manager	manager	NOUN
crl-25015	272	7	can	can	AUX
crl-25015	272	8	develop	develop	VERB
crl-25015	272	9	and	and	CCONJ
crl-25015	272	10	implement	implement	VERB
crl-25015	272	11	a	a	DET
crl-25015	272	12	robust	robust	ADJ
crl-25015	272	13	predictive	predictive	ADJ
crl-25015	272	14	model	model	NOUN
crl-25015	272	15	for	for	ADP
crl-25015	272	16	the	the	DET
crl-25015	272	17	purposes	purpose	NOUN
crl-25015	272	18	of	of	ADP
crl-25015	272	19	automatically	automatically	ADV
crl-25015	272	20	triaging	triage	VERB
crl-25015	272	21	incoming	incoming	ADJ
crl-25015	272	22	vrs	vrs	NOUN
crl-25015	272	23	transcripts	transcript	NOUN
crl-25015	272	24	,	,	PUNCT
crl-25015	272	25	there	there	PRON
crl-25015	272	26	will	will	AUX
crl-25015	272	27	always	always	ADV
crl-25015	272	28	be	be	AUX
crl-25015	272	29	a	a	DET
crl-25015	272	30	certain	certain	ADJ
crl-25015	272	31	degree	degree	NOUN
crl-25015	272	32	of	of	ADP
crl-25015	272	33	error	error	NOUN
crl-25015	272	34	.	.	PUNCT
crl-25015	273	1	as	as	ADP
crl-25015	273	2	such	such	ADJ
crl-25015	273	3	,	,	PUNCT
crl-25015	273	4	vrs	vrs	PROPN
crl-25015	273	5	operators	operator	NOUN
crl-25015	273	6	will	will	AUX
crl-25015	273	7	still	still	ADV
crl-25015	273	8	need	need	VERB
crl-25015	273	9	to	to	PART
crl-25015	273	10	be	be	AUX
crl-25015	273	11	able	able	ADJ
crl-25015	273	12	to	to	PART
crl-25015	273	13	ask	ask	VERB
crl-25015	273	14	open	open	ADV
crl-25015	273	15	-	-	PUNCT
crl-25015	273	16	ended	end	VERB
crl-25015	273	17	questions	question	NOUN
crl-25015	273	18	,	,	PUNCT
crl-25015	273	19	conduct	conduct	NOUN
crl-25015	273	20	reference	reference	NOUN
crl-25015	273	21	interviews	interview	NOUN
crl-25015	273	22	,	,	PUNCT
crl-25015	273	23	and	and	CCONJ
crl-25015	273	24	refer	refer	VERB
crl-25015	273	25	vrs	vrs	PROPN
crl-25015	273	26	users	user	NOUN
crl-25015	273	27	to	to	PART
crl-25015	273	28	appropriate	appropriate	VERB
crl-25015	273	29	vrs	vrs	NOUN
crl-25015	273	30	operators	operator	NOUN
crl-25015	273	31	when	when	SCONJ
crl-25015	273	32	appropriate	appropriate	ADJ
crl-25015	273	33	.	.	PUNCT
crl-25015	274	1	conclusion	conclusion	NOUN
crl-25015	274	2	based	base	VERB
crl-25015	274	3	upon	upon	SCONJ
crl-25015	274	4	the	the	DET
crl-25015	274	5	results	result	NOUN
crl-25015	274	6	manifest	manifest	ADJ
crl-25015	274	7	from	from	ADP
crl-25015	274	8	this	this	DET
crl-25015	274	9	research	research	NOUN
crl-25015	274	10	project	project	NOUN
crl-25015	274	11	,	,	PUNCT
crl-25015	274	12	it	it	PRON
crl-25015	274	13	is	be	AUX
crl-25015	274	14	clear	clear	ADJ
crl-25015	274	15	that	that	SCONJ
crl-25015	274	16	the	the	DET
crl-25015	274	17	application	application	NOUN
crl-25015	274	18	of	of	ADP
crl-25015	274	19	machine	machine	NOUN
crl-25015	274	20	learning	learning	PROPN
crl-25015	274	21	,	,	PUNCT
crl-25015	274	22	nlp	nlp	PROPN
crl-25015	274	23	,	,	PUNCT
crl-25015	274	24	and	and	CCONJ
crl-25015	274	25	advanced	advanced	ADJ
crl-25015	274	26	modeling	modeling	NOUN
crl-25015	274	27	techniques	technique	NOUN
crl-25015	274	28	in	in	ADP
crl-25015	274	29	the	the	DET
crl-25015	274	30	context	context	NOUN
crl-25015	274	31	of	of	ADP
crl-25015	274	32	academic	academic	ADJ
crl-25015	274	33	library	library	NOUN
crl-25015	274	34	services	service	NOUN
crl-25015	274	35	represents	represent	VERB
crl-25015	274	36	a	a	DET
crl-25015	274	37	rich	rich	ADJ
crl-25015	274	38	and	and	CCONJ
crl-25015	274	39	unique	unique	ADJ
crl-25015	274	40	avenue	avenue	NOUN
crl-25015	274	41	for	for	SCONJ
crl-25015	274	42	librarians	librarian	NOUN
crl-25015	274	43	to	to	PART
crl-25015	274	44	improve	improve	VERB
crl-25015	274	45	and	and	CCONJ
crl-25015	274	46	build	build	VERB
crl-25015	274	47	upon	upon	SCONJ
crl-25015	274	48	existing	exist	VERB
crl-25015	274	49	services	service	NOUN
crl-25015	274	50	.	.	PUNCT
crl-25015	275	1	if	if	SCONJ
crl-25015	275	2	implemented	implement	VERB
crl-25015	275	3	,	,	PUNCT
crl-25015	275	4	these	these	DET
crl-25015	275	5	models	model	NOUN
crl-25015	275	6	represent	represent	VERB
crl-25015	275	7	a	a	DET
crl-25015	275	8	robust	robust	ADJ
crl-25015	275	9	method	method	NOUN
crl-25015	275	10	for	for	ADP
crl-25015	275	11	saving	save	VERB
crl-25015	275	12	costs	cost	NOUN
crl-25015	275	13	by	by	ADP
crl-25015	275	14	automatically	automatically	ADV
crl-25015	275	15	and	and	CCONJ
crl-25015	275	16	instantly	instantly	ADV
crl-25015	275	17	routing	route	VERB
crl-25015	275	18	virtual	virtual	ADJ
crl-25015	275	19	patron	patron	NOUN
crl-25015	275	20	inquiries	inquiry	NOUN
crl-25015	275	21	to	to	PART
crl-25015	275	22	appropriate	appropriate	VERB
crl-25015	275	23	library	library	NOUN
crl-25015	275	24	employees	employee	NOUN
crl-25015	275	25	.	.	PUNCT
crl-25015	276	1	this	this	PRON
crl-25015	276	2	can	can	AUX
crl-25015	276	3	directly	directly	ADV
crl-25015	276	4	translate	translate	VERB
crl-25015	276	5	to	to	ADP
crl-25015	276	6	a	a	DET
crl-25015	276	7	more	more	ADV
crl-25015	276	8	efficient	efficient	ADJ
crl-25015	276	9	use	use	NOUN
crl-25015	276	10	of	of	ADP
crl-25015	276	11	librarians	librarian	NOUN
crl-25015	276	12	’	’	PART
crl-25015	276	13	time	time	NOUN
crl-25015	276	14	and	and	CCONJ
crl-25015	276	15	labor	labor	NOUN
crl-25015	276	16	.	.	PUNCT
crl-25015	277	1	additionally	additionally	ADV
crl-25015	277	2	,	,	PUNCT
crl-25015	277	3	this	this	PRON
crl-25015	277	4	represents	represent	VERB
crl-25015	277	5	an	an	DET
crl-25015	277	6	opportunity	opportunity	NOUN
crl-25015	277	7	to	to	PART
crl-25015	277	8	ensure	ensure	VERB
crl-25015	277	9	that	that	SCONJ
crl-25015	277	10	patrons	patron	NOUN
crl-25015	277	11	experience	experience	VERB
crl-25015	277	12	a	a	DET
crl-25015	277	13	higher	high	ADJ
crl-25015	277	14	quality	quality	NOUN
crl-25015	277	15	of	of	ADP
crl-25015	277	16	service	service	NOUN
crl-25015	277	17	700	700	NUM
crl-25015	277	18	college	college	PROPN
crl-25015	277	19	&	&	CCONJ
crl-25015	277	20	research	research	PROPN
crl-25015	277	21	libraries	library	NOUN
crl-25015	277	22	july	july	PROPN
crl-25015	277	23	2021	2021	NUM
crl-25015	277	24	by	by	ADP
crl-25015	277	25	being	be	AUX
crl-25015	277	26	connected	connect	VERB
crl-25015	277	27	directly	directly	ADV
crl-25015	277	28	to	to	ADP
crl-25015	277	29	library	library	NOUN
crl-25015	277	30	employees	employee	NOUN
crl-25015	277	31	who	who	PRON
crl-25015	277	32	are	be	AUX
crl-25015	277	33	best	well	ADV
crl-25015	277	34	suited	suited	ADJ
crl-25015	277	35	to	to	ADP
crl-25015	277	36	their	their	PRON
crl-25015	277	37	needs	need	NOUN
crl-25015	277	38	.	.	PUNCT
crl-25015	278	1	although	although	SCONJ
crl-25015	278	2	the	the	DET
crl-25015	278	3	research	research	NOUN
crl-25015	278	4	conducted	conduct	VERB
crl-25015	278	5	in	in	ADP
crl-25015	278	6	this	this	DET
crl-25015	278	7	study	study	NOUN
crl-25015	278	8	was	be	AUX
crl-25015	278	9	focused	focus	VERB
crl-25015	278	10	on	on	ADP
crl-25015	278	11	the	the	DET
crl-25015	278	12	relative	relative	ADJ
crl-25015	278	13	difficulty	difficulty	NOUN
crl-25015	278	14	of	of	ADP
crl-25015	278	15	patron	patron	NOUN
crl-25015	278	16	inquiries	inquiry	NOUN
crl-25015	278	17	,	,	PUNCT
crl-25015	278	18	these	these	DET
crl-25015	278	19	models	model	NOUN
crl-25015	278	20	can	can	AUX
crl-25015	278	21	be	be	AUX
crl-25015	278	22	easily	easily	ADV
crl-25015	278	23	retooled	retool	VERB
crl-25015	278	24	and	and	CCONJ
crl-25015	278	25	generalized	generalize	VERB
crl-25015	278	26	to	to	PART
crl-25015	278	27	triage	triage	VERB
crl-25015	278	28	incoming	incoming	ADJ
crl-25015	278	29	virtual	virtual	ADJ
crl-25015	278	30	reference	reference	NOUN
crl-25015	278	31	inquiries	inquiry	NOUN
crl-25015	278	32	using	use	VERB
crl-25015	278	33	any	any	DET
crl-25015	278	34	other	other	ADJ
crl-25015	278	35	categorical	categorical	ADJ
crl-25015	278	36	variables	variable	NOUN
crl-25015	278	37	for	for	ADP
crl-25015	278	38	which	which	PRON
crl-25015	278	39	there	there	PRON
crl-25015	278	40	is	be	VERB
crl-25015	278	41	sufficient	sufficient	ADJ
crl-25015	278	42	data	datum	NOUN
crl-25015	278	43	.	.	PUNCT
crl-25015	279	1	while	while	SCONJ
crl-25015	279	2	there	there	PRON
crl-25015	279	3	is	be	VERB
crl-25015	279	4	much	much	ADV
crl-25015	279	5	more	more	ADJ
crl-25015	279	6	research	research	NOUN
crl-25015	279	7	and	and	CCONJ
crl-25015	279	8	development	development	NOUN
crl-25015	279	9	that	that	PRON
crl-25015	279	10	can	can	AUX
crl-25015	279	11	and	and	CCONJ
crl-25015	279	12	should	should	AUX
crl-25015	279	13	be	be	AUX
crl-25015	279	14	done	do	VERB
crl-25015	279	15	in	in	ADP
crl-25015	279	16	this	this	DET
crl-25015	279	17	area	area	NOUN
crl-25015	279	18	,	,	PUNCT
crl-25015	279	19	the	the	DET
crl-25015	279	20	use	use	NOUN
crl-25015	279	21	of	of	ADP
crl-25015	279	22	these	these	DET
crl-25015	279	23	advanced	advanced	ADJ
crl-25015	279	24	techniques	technique	NOUN
crl-25015	279	25	represents	represent	VERB
crl-25015	279	26	a	a	DET
crl-25015	279	27	golden	golden	ADJ
crl-25015	279	28	opportunity	opportunity	NOUN
crl-25015	279	29	for	for	SCONJ
crl-25015	279	30	libraries	library	NOUN
crl-25015	279	31	to	to	PART
crl-25015	279	32	improve	improve	VERB
crl-25015	279	33	upon	upon	SCONJ
crl-25015	279	34	and	and	CCONJ
crl-25015	279	35	transform	transform	VERB
crl-25015	279	36	their	their	PRON
crl-25015	279	37	services	service	NOUN
crl-25015	279	38	.	.	PUNCT
crl-25015	280	1	using	use	VERB
crl-25015	280	2	machine	machine	NOUN
crl-25015	280	3	learning	learning	NOUN
crl-25015	280	4	to	to	PART
crl-25015	280	5	predict	predict	VERB
crl-25015	280	6	chat	chat	VERB
crl-25015	280	7	difficulty	difficulty	NOUN
crl-25015	280	8	701	701	NUM
crl-25015	280	9	appendix	appendix	PROPN
crl-25015	280	10	tag	tag	NOUN
crl-25015	280	11	pattern	pattern	NOUN
crl-25015	280	12	definition	definition	NOUN
crl-25015	280	13	tags	tag	NOUN
crl-25015	280	14	/	/	SYM
crl-25015	280	15	labels	label	NOUN
crl-25015	280	16	attributed	attribute	VERB
crl-25015	280	17	to	to	ADP
crl-25015	280	18	individual	individual	ADJ
crl-25015	280	19	samples	sample	NOUN
crl-25015	280	20	substring	substre	VERB
crl-25015	280	21	or	or	CCONJ
crl-25015	280	22	regex	regex	VERB
crl-25015	280	23	patterns	pattern	NOUN
crl-25015	280	24	to	to	PART
crl-25015	280	25	be	be	AUX
crl-25015	280	26	detected	detect	VERB
crl-25015	280	27	in	in	ADP
crl-25015	280	28	raw	raw	ADJ
crl-25015	280	29	user	user	NOUN
crl-25015	280	30	-	-	PUNCT
crl-25015	280	31	supplied	supply	VERB
crl-25015	280	32	texts	text	NOUN
crl-25015	280	33	subjective	subjective	ADJ
crl-25015	280	34	definition	definition	NOUN
crl-25015	280	35	of	of	ADP
crl-25015	280	36	the	the	DET
crl-25015	280	37	broad	broad	ADJ
crl-25015	280	38	concepts	concept	NOUN
crl-25015	280	39	associated	associate	VERB
crl-25015	280	40	with	with	ADP
crl-25015	280	41	core	core	NOUN
crl-25015	280	42	-	-	PUNCT
crl-25015	280	43	classes	class	NOUN
crl-25015	280	44	and	and	CCONJ
crl-25015	280	45	sub	sub	NOUN
crl-25015	280	46	-	-	NOUN
crl-25015	280	47	classes	class	NOUN
crl-25015	280	48	in	in	ADP
crl-25015	280	49	relation	relation	NOUN
crl-25015	280	50	to	to	PART
crl-25015	280	51	vrs	vrs	VERB
crl-25015	280	52	interactions	interaction	NOUN
crl-25015	280	53	tagprinting	tagprinte	VERB
crl-25015	280	54	color	color	NOUN
crl-25015	280	55	print	print	NOUN
crl-25015	280	56	interactions	interaction	NOUN
crl-25015	280	57	related	relate	VERB
crl-25015	280	58	to	to	ADP
crl-25015	280	59	using	use	VERB
crl-25015	280	60	library	library	NOUN
crl-25015	280	61	printers	printer	NOUN
crl-25015	280	62	and	and	CCONJ
crl-25015	280	63	printing	print	VERB
crl-25015	280	64	services.colored	services.colore	VERB
crl-25015	280	65	print	print	NOUN
crl-25015	280	66	print	print	NOUN
crl-25015	280	67	in	in	ADP
crl-25015	280	68	color	color	NOUN
crl-25015	280	69	print	print	NOUN
crl-25015	280	70	something	something	PRON
crl-25015	280	71	in	in	ADP
crl-25015	280	72	color	color	NOUN
crl-25015	280	73	\win	\win	PROPN
crl-25015	280	74	color\w	color\w	PROPN
crl-25015	280	75	cat	cat	NOUN
crl-25015	280	76	cash	cash	NOUN
crl-25015	280	77	printer	printer	NOUN
crl-25015	280	78	(	(	PUNCT
crl-25015	280	79	?	?	PUNCT
crl-25015	280	80	<	<	X
crl-25015	280	81	!	!	PUNCT
crl-25015	280	82	3d\s)\bprinting	3d\s)\bprinting	NUM
crl-25015	280	83	double.{1}sided	double.{1}sided	ADJ
crl-25015	280	84	catcash	catcash	NOUN
crl-25015	280	85	cat	cat	NOUN
crl-25015	280	86	cash	cash	NOUN
crl-25015	280	87	add	add	VERB
crl-25015	280	88	money	money	NOUN
crl-25015	280	89	tagscanner	tagscanner	NOUN
crl-25015	280	90	scanner	scanner	NOUN
crl-25015	280	91	interactions	interaction	NOUN
crl-25015	280	92	related	relate	VERB
crl-25015	280	93	to	to	ADP
crl-25015	280	94	using	use	VERB
crl-25015	280	95	library	library	NOUN
crl-25015	280	96	scanners.\wscan\w	scanners.\wscan\w	PROPN
crl-25015	280	97	taghours	taghour	NOUN
crl-25015	280	98	open	open	VERB
crl-25015	280	99	24/7	24/7	NUM
crl-25015	280	100	interactions	interaction	NOUN
crl-25015	280	101	in	in	ADP
crl-25015	280	102	which	which	PRON
crl-25015	280	103	users	user	NOUN
crl-25015	280	104	inquire	inquire	VERB
crl-25015	280	105	about	about	ADP
crl-25015	280	106	library	library	NOUN
crl-25015	280	107	building	building	NOUN
crl-25015	280	108	and	and	CCONJ
crl-25015	280	109	service	service	NOUN
crl-25015	280	110	hours.what	hours.what	DET
crl-25015	280	111	time	time	NOUN
crl-25015	280	112	the	the	DET
crl-25015	280	113	hours	hour	NOUN
crl-25015	280	114	opens{0,1}\w	opens{0,1}\w	PROPN
crl-25015	280	115	will	will	AUX
crl-25015	280	116	be	be	AUX
crl-25015	280	117	open	open	ADJ
crl-25015	280	118	summer	summer	NOUN
crl-25015	280	119	hours	hour	NOUN
crl-25015	280	120	library	library	NOUN
crl-25015	280	121	hours	hour	NOUN
crl-25015	280	122	taglibmathphys	taglibmathphy	NOUN
crl-25015	280	123	re.escape(‘math	re.escape(‘math	SPACE
crl-25015	280	124	/	/	SYM
crl-25015	280	125	physics	physics	NOUN
crl-25015	280	126	library	library	NOUN
crl-25015	280	127	’	'	PUNCT
crl-25015	280	128	)	)	PUNCT
crl-25015	280	129	interactions	interaction	NOUN
crl-25015	280	130	in	in	ADP
crl-25015	280	131	which	which	PRON
crl-25015	280	132	the	the	DET
crl-25015	280	133	math	math	PROPN
crl-25015	280	134	&	&	CCONJ
crl-25015	280	135	physics	physics	PROPN
crl-25015	280	136	library	library	NOUN
crl-25015	280	137	is	be	AUX
crl-25015	280	138	explicitly	explicitly	ADV
crl-25015	280	139	identified.re.escape(‘math	identified.re.escape(‘math	NOUN
crl-25015	280	140	and	and	CCONJ
crl-25015	280	141	physics	physics	NOUN
crl-25015	280	142	library	library	NOUN
crl-25015	280	143	’	'	PUNCT
crl-25015	280	144	)	)	PUNCT
crl-25015	280	145	re.escape(‘math	re.escape(‘math	NOUN
crl-25015	281	1	physic	physic	ADJ
crl-25015	281	2	library	library	NOUN
crl-25015	281	3	’	'	PUNCT
crl-25015	281	4	)	)	PUNCT
crl-25015	281	5	re.escape(‘math	re.escape(‘math	NOUN
crl-25015	281	6	/	/	SYM
crl-25015	281	7	physics	physics	NOUN
crl-25015	281	8	library	library	NOUN
crl-25015	281	9	’	'	PUNCT
crl-25015	281	10	)	)	PUNCT
crl-25015	281	11	re.escape(‘maths	re.escape(‘math	NOUN
crl-25015	281	12	/	/	SYM
crl-25015	281	13	phys	phy	NOUN
crl-25015	281	14	library	library	NOUN
crl-25015	281	15	’	'	PUNCT
crl-25015	281	16	)	)	PUNCT
crl-25015	281	17	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	281	18	&	&	CCONJ
crl-25015	281	19	phys	phy	NOUN
crl-25015	281	20	library	library	PROPN
crl-25015	281	21	’	'	PUNCT
crl-25015	281	22	)	)	PUNCT
crl-25015	281	23	re.escape(‘math	re.escape(‘math	NOUN
crl-25015	281	24	phys	phy	NOUN
crl-25015	281	25	library	library	NOUN
crl-25015	281	26	’	'	PUNCT
crl-25015	281	27	)	)	PUNCT
crl-25015	281	28	taglibweigel	taglibweigel	PROPN
crl-25015	281	29	weigel	weigel	PROPN
crl-25015	281	30	interactions	interaction	NOUN
crl-25015	281	31	in	in	ADP
crl-25015	281	32	which	which	PRON
crl-25015	281	33	the	the	DET
crl-25015	281	34	weigel	weigel	NOUN
crl-25015	281	35	architecture	architecture	NOUN
crl-25015	281	36	library	library	NOUN
crl-25015	281	37	is	be	AUX
crl-25015	281	38	explicitly	explicitly	ADV
crl-25015	281	39	identified.wiegel	identified.wiegel	NOUN
crl-25015	281	40	taglibvetmed	taglibvetmed	ADJ
crl-25015	281	41	vet	vet	PROPN
crl-25015	281	42	med	med	ADJ
crl-25015	281	43	interactions	interaction	NOUN
crl-25015	281	44	in	in	ADP
crl-25015	281	45	which	which	PRON
crl-25015	281	46	the	the	DET
crl-25015	281	47	veterinary	veterinary	ADJ
crl-25015	281	48	medicine	medicine	NOUN
crl-25015	281	49	library	library	NOUN
crl-25015	281	50	is	be	AUX
crl-25015	281	51	explicitly	explicitly	ADV
crl-25015	281	52	mentioned.vetmed	mentioned.vetme	VERB
crl-25015	281	53	taglibhale	taglibhale	PROPN
crl-25015	281	54	hale	hale	PROPN
crl-25015	281	55	library	library	PROPN
crl-25015	281	56	interactions	interaction	NOUN
crl-25015	281	57	in	in	ADP
crl-25015	281	58	which	which	PRON
crl-25015	281	59	hale	hale	ADJ
crl-25015	281	60	library	library	NOUN
crl-25015	281	61	is	be	AUX
crl-25015	281	62	explicitly	explicitly	ADV
crl-25015	281	63	identified.(?<!help\s)hale	identified.(?<!help\s)hale	PROPN
crl-25015	281	64	taglibstacks	taglibstack	NOUN
crl-25015	281	65	library	library	NOUN
crl-25015	281	66	stacks	stack	VERB
crl-25015	281	67	interactions	interaction	NOUN
crl-25015	281	68	in	in	ADP
crl-25015	281	69	which	which	PRON
crl-25015	281	70	the	the	DET
crl-25015	281	71	users	user	NOUN
crl-25015	281	72	explicitly	explicitly	ADV
crl-25015	281	73	identify	identify	VERB
crl-25015	281	74	the	the	DET
crl-25015	281	75	“	"	PUNCT
crl-25015	281	76	stacks	stack	NOUN
crl-25015	281	77	.	.	PUNCT
crl-25015	282	1	”the	”the	X
crl-25015	283	1	stacks	stack	NOUN
crl-25015	283	2	in	in	ADP
crl-25015	283	3	stacks	stack	NOUN
crl-25015	283	4	702	702	NUM
crl-25015	283	5	college	college	PROPN
crl-25015	283	6	&	&	CCONJ
crl-25015	283	7	research	research	PROPN
crl-25015	283	8	libraries	library	NOUN
crl-25015	283	9	july	july	PROPN
crl-25015	283	10	2021	2021	NUM
crl-25015	283	11	tag	tag	NOUN
crl-25015	283	12	pattern	pattern	NOUN
crl-25015	283	13	definition	definition	NOUN
crl-25015	283	14	tags	tag	NOUN
crl-25015	283	15	/	/	SYM
crl-25015	283	16	labels	label	NOUN
crl-25015	283	17	attributed	attribute	VERB
crl-25015	283	18	to	to	ADP
crl-25015	283	19	individual	individual	ADJ
crl-25015	283	20	samples	sample	NOUN
crl-25015	283	21	substring	substre	VERB
crl-25015	283	22	or	or	CCONJ
crl-25015	283	23	regex	regex	VERB
crl-25015	283	24	patterns	pattern	NOUN
crl-25015	283	25	to	to	PART
crl-25015	283	26	be	be	AUX
crl-25015	283	27	detected	detect	VERB
crl-25015	283	28	in	in	ADP
crl-25015	283	29	raw	raw	ADJ
crl-25015	283	30	user	user	NOUN
crl-25015	283	31	-	-	PUNCT
crl-25015	283	32	supplied	supply	VERB
crl-25015	283	33	texts	text	NOUN
crl-25015	283	34	subjective	subjective	ADJ
crl-25015	283	35	definition	definition	NOUN
crl-25015	283	36	of	of	ADP
crl-25015	283	37	the	the	DET
crl-25015	283	38	broad	broad	ADJ
crl-25015	283	39	concepts	concept	NOUN
crl-25015	283	40	associated	associate	VERB
crl-25015	283	41	with	with	ADP
crl-25015	283	42	core	core	NOUN
crl-25015	283	43	-	-	PUNCT
crl-25015	283	44	classes	class	NOUN
crl-25015	283	45	and	and	CCONJ
crl-25015	283	46	sub	sub	NOUN
crl-25015	283	47	-	-	NOUN
crl-25015	283	48	classes	class	NOUN
crl-25015	283	49	in	in	ADP
crl-25015	283	50	relation	relation	NOUN
crl-25015	283	51	to	to	PART
crl-25015	283	52	vrs	vrs	PROPN
crl-25015	283	53	interactions	interaction	NOUN
crl-25015	283	54	tagtextbooks	tagtextbook	NOUN
crl-25015	283	55	the	the	DET
crl-25015	283	56	reserve	reserve	NOUN
crl-25015	283	57	interactions	interaction	NOUN
crl-25015	283	58	in	in	ADP
crl-25015	283	59	which	which	PRON
crl-25015	283	60	textbooks	textbook	NOUN
crl-25015	283	61	and	and	CCONJ
crl-25015	283	62	course	course	NOUN
crl-25015	283	63	reserve	reserve	PROPN
crl-25015	283	64	materials	material	NOUN
crl-25015	283	65	and	and	CCONJ
crl-25015	283	66	services	service	NOUN
crl-25015	283	67	are	be	AUX
crl-25015	283	68	mentioned	mention	VERB
crl-25015	283	69	.	.	PUNCT
crl-25015	284	1	on	on	ADP
crl-25015	284	2	reserve	reserve	PROPN
crl-25015	284	3	course	course	PROPN
crl-25015	284	4	reserve	reserve	PROPN
crl-25015	284	5	reserve	reserve	PROPN
crl-25015	284	6	textbook	textbook	PROPN
crl-25015	284	7	have	have	VERB
crl-25015	284	8	a	a	DET
crl-25015	284	9	specific	specific	ADJ
crl-25015	284	10	textbook	textbook	NOUN
crl-25015	284	11	have	have	VERB
crl-25015	284	12	the	the	DET
crl-25015	284	13	textbook	textbook	NOUN
crl-25015	284	14	have	have	AUX
crl-25015	284	15	textbook	textbook	NOUN
crl-25015	284	16	this	this	DET
crl-25015	284	17	textbook	textbook	NOUN
crl-25015	284	18	this	this	DET
crl-25015	284	19	text	text	NOUN
crl-25015	284	20	book	book	NOUN
crl-25015	284	21	tagquiet	tagquiet	NOUN
crl-25015	284	22	quite	quite	ADV
crl-25015	284	23	loud	loud	ADJ
crl-25015	284	24	interactions	interaction	NOUN
crl-25015	284	25	in	in	ADP
crl-25015	284	26	which	which	PRON
crl-25015	284	27	the	the	DET
crl-25015	284	28	user	user	NOUN
crl-25015	284	29	mentions	mention	VERB
crl-25015	284	30	excessive	excessive	ADJ
crl-25015	284	31	noise	noise	NOUN
crl-25015	284	32	or	or	CCONJ
crl-25015	284	33	inquires	inquire	VERB
crl-25015	284	34	about	about	ADP
crl-25015	284	35	quiet	quiet	ADJ
crl-25015	284	36	places	place	NOUN
crl-25015	284	37	in	in	ADP
crl-25015	284	38	the	the	DET
crl-25015	284	39	library	library	NOUN
crl-25015	284	40	.	.	PUNCT
crl-25015	285	1	super	super	ADV
crl-25015	285	2	loud	loud	ADJ
crl-25015	285	3	really	really	ADV
crl-25015	285	4	loud	loud	ADJ
crl-25015	285	5	very	very	ADV
crl-25015	285	6	loud	loud	ADJ
crl-25015	285	7	stop	stop	NOUN
crl-25015	285	8	talking	talk	VERB
crl-25015	285	9	talking	talk	VERB
crl-25015	285	10	on	on	ADP
crl-25015	285	11	music	music	NOUN
crl-25015	285	12	loud	loud	X
crl-25015	285	13	loud	loud	ADJ
crl-25015	285	14	talking	talk	VERB
crl-25015	285	15	very	very	ADV
crl-25015	285	16	talking	talk	VERB
crl-25015	285	17	extremely	extremely	ADV
crl-25015	285	18	talking	talk	VERB
crl-25015	285	19	loud	loud	ADJ
crl-25015	285	20	quiet	quiet	ADJ
crl-25015	285	21	floor	floor	NOUN
crl-25015	285	22	quiet	quiet	ADJ
crl-25015	285	23	zone	zone	NOUN
crl-25015	285	24	quiet	quiet	ADJ
crl-25015	285	25	floors	floor	NOUN
crl-25015	285	26	floor	floor	NOUN
crl-25015	285	27	to	to	PART
crl-25015	285	28	be	be	AUX
crl-25015	285	29	quiet	quiet	ADJ
crl-25015	285	30	whisper	whisper	NOUN
crl-25015	285	31	quietly	quietly	ADV
crl-25015	285	32	be	be	AUX
crl-25015	285	33	quiet	quiet	ADJ
crl-25015	285	34	floor	floor	NOUN
crl-25015	285	35	to	to	PART
crl-25015	285	36	be	be	AUX
crl-25015	285	37	quiet	quiet	ADJ
crl-25015	285	38	using	use	VERB
crl-25015	285	39	machine	machine	NOUN
crl-25015	285	40	learning	learning	NOUN
crl-25015	285	41	to	to	PART
crl-25015	285	42	predict	predict	VERB
crl-25015	285	43	chat	chat	VERB
crl-25015	285	44	difficulty	difficulty	NOUN
crl-25015	285	45	703	703	NUM
crl-25015	285	46	tag	tag	NOUN
crl-25015	285	47	pattern	pattern	NOUN
crl-25015	285	48	definition	definition	NOUN
crl-25015	285	49	tags	tag	NOUN
crl-25015	285	50	/	/	SYM
crl-25015	285	51	labels	label	NOUN
crl-25015	285	52	attributed	attribute	VERB
crl-25015	285	53	to	to	ADP
crl-25015	285	54	individual	individual	ADJ
crl-25015	285	55	samples	sample	NOUN
crl-25015	285	56	substring	substre	VERB
crl-25015	285	57	or	or	CCONJ
crl-25015	285	58	regex	regex	VERB
crl-25015	285	59	patterns	pattern	NOUN
crl-25015	285	60	to	to	PART
crl-25015	285	61	be	be	AUX
crl-25015	285	62	detected	detect	VERB
crl-25015	285	63	in	in	ADP
crl-25015	285	64	raw	raw	ADJ
crl-25015	285	65	user	user	NOUN
crl-25015	285	66	-	-	PUNCT
crl-25015	285	67	supplied	supply	VERB
crl-25015	285	68	texts	text	NOUN
crl-25015	285	69	subjective	subjective	ADJ
crl-25015	285	70	definition	definition	NOUN
crl-25015	285	71	of	of	ADP
crl-25015	285	72	the	the	DET
crl-25015	285	73	broad	broad	ADJ
crl-25015	285	74	concepts	concept	NOUN
crl-25015	285	75	associated	associate	VERB
crl-25015	285	76	with	with	ADP
crl-25015	285	77	core	core	NOUN
crl-25015	285	78	-	-	PUNCT
crl-25015	285	79	classes	class	NOUN
crl-25015	285	80	and	and	CCONJ
crl-25015	285	81	sub	sub	NOUN
crl-25015	285	82	-	-	NOUN
crl-25015	285	83	classes	class	NOUN
crl-25015	285	84	in	in	ADP
crl-25015	285	85	relation	relation	NOUN
crl-25015	285	86	to	to	PART
crl-25015	285	87	vrs	vrs	PROPN
crl-25015	285	88	interactions	interaction	NOUN
crl-25015	285	89	tagliblocation	tagliblocation	NOUN
crl-25015	285	90	first	first	ADJ
crl-25015	285	91	floor	floor	NOUN
crl-25015	285	92	interactions	interaction	NOUN
crl-25015	285	93	in	in	ADP
crl-25015	285	94	which	which	PRON
crl-25015	285	95	the	the	DET
crl-25015	285	96	user	user	NOUN
crl-25015	285	97	mentions	mention	VERB
crl-25015	285	98	specific	specific	ADJ
crl-25015	285	99	locations	location	NOUN
crl-25015	285	100	within	within	ADP
crl-25015	285	101	the	the	DET
crl-25015	285	102	library	library	NOUN
crl-25015	285	103	(	(	PUNCT
crl-25015	285	104	that	that	PRON
crl-25015	285	105	is	be	AUX
crl-25015	285	106	to	to	PART
crl-25015	285	107	say	say	VERB
crl-25015	285	108	,	,	PUNCT
crl-25015	285	109	hale	hale	ADJ
crl-25015	285	110	library	library	NOUN
crl-25015	285	111	)	)	PUNCT
crl-25015	285	112	.	.	PUNCT
crl-25015	286	1	1st	1st	ADJ
crl-25015	286	2	floor	floor	NOUN
crl-25015	286	3	second	second	ADJ
crl-25015	286	4	floor	floor	NOUN
crl-25015	286	5	2nd	2nd	ADJ
crl-25015	286	6	floor	floor	NOUN
crl-25015	286	7	third	third	ADJ
crl-25015	286	8	floor	floor	NOUN
crl-25015	286	9	3rd	3rd	ADJ
crl-25015	286	10	floor	floor	NOUN
crl-25015	286	11	fourth	fourth	ADJ
crl-25015	286	12	floor	floor	NOUN
crl-25015	286	13	4	4	NUM
crl-25015	286	14	t	t	NOUN
crl-25015	286	15	floor	floor	NOUN
crl-25015	286	16	fifth	fifth	ADJ
crl-25015	286	17	floor	floor	NOUN
crl-25015	286	18	5th	5th	ADJ
crl-25015	286	19	floor	floor	NOUN
crl-25015	286	20	hemisphere	hemisphere	PROPN
crl-25015	286	21	room	room	NOUN
crl-25015	286	22	harry	harry	PROPN
crl-25015	286	23	potter	potter	PROPN
crl-25015	286	24	room	room	PROPN
crl-25015	286	25	the	the	DET
crl-25015	286	26	hemi	hemi	PROPN
crl-25015	286	27	tagknownitembook	tagknownitembook	PROPN
crl-25015	286	28	a	a	DET
crl-25015	286	29	-	-	PUNCT
crl-25015	286	30	z{12}\d{24}\s{01}\.a	z{12}\d{24}\s{01}\.a	NOUN
crl-25015	286	31	-	-	PUNCT
crl-25015	286	32	z\d{1	z\d{1	NUM
crl-25015	286	33	}	}	PUNCT
crl-25015	286	34	interactions	interaction	NOUN
crl-25015	286	35	in	in	ADP
crl-25015	286	36	which	which	PRON
crl-25015	286	37	a	a	DET
crl-25015	286	38	user	user	NOUN
crl-25015	286	39	identifies	identify	VERB
crl-25015	286	40	a	a	DET
crl-25015	286	41	specific	specific	ADJ
crl-25015	286	42	,	,	PUNCT
crl-25015	286	43	individual	individual	ADJ
crl-25015	286	44	book.this	book.this	PRON
crl-25015	286	45	book	book	NOUN
crl-25015	286	46	tagarticles	tagarticle	NOUN
crl-25015	286	47	peer.{,1}review	peer.{,1}review	NOUN
crl-25015	286	48	interactions	interaction	NOUN
crl-25015	286	49	in	in	ADP
crl-25015	286	50	which	which	PRON
crl-25015	286	51	users	user	NOUN
crl-25015	286	52	ask	ask	VERB
crl-25015	286	53	about	about	ADP
crl-25015	286	54	accessing	access	VERB
crl-25015	286	55	,	,	PUNCT
crl-25015	286	56	finding	finding	NOUN
crl-25015	286	57	,	,	PUNCT
crl-25015	286	58	or	or	CCONJ
crl-25015	286	59	discovering	discover	VERB
crl-25015	286	60	journal	journal	NOUN
crl-25015	286	61	articles	article	NOUN
crl-25015	286	62	in	in	ADP
crl-25015	286	63	general	general	ADJ
crl-25015	286	64	.	.	PUNCT
crl-25015	287	1	journal	journal	PROPN
crl-25015	287	2	article	article	NOUN
crl-25015	287	3	scholarly	scholarly	ADJ
crl-25015	287	4	article	article	NOUN
crl-25015	287	5	scholarly	scholarly	PROPN
crl-25015	287	6	journal	journal	NOUN
crl-25015	287	7	peer	peer	NOUN
crl-25015	287	8	reviewed	reviewed	AUX
crl-25015	287	9	re.escape(‘peer	re.escape(‘peer	SPACE
crl-25015	287	10	-	-	PUNCT
crl-25015	287	11	reviewed	review	VERB
crl-25015	287	12	’	'	PUNCT
crl-25015	287	13	)	)	PUNCT
crl-25015	287	14	peerreviewed	peerreviewe	VERB
crl-25015	287	15	scholarly	scholarly	ADJ
crl-25015	287	16	articles	article	NOUN
crl-25015	287	17	tagevidencebased	tagevidencebase	VERB
crl-25015	287	18	evidence.based	evidence.base	VERB
crl-25015	287	19	interactions	interaction	NOUN
crl-25015	287	20	in	in	ADP
crl-25015	287	21	which	which	PRON
crl-25015	287	22	users	user	NOUN
crl-25015	287	23	explicitly	explicitly	ADV
crl-25015	287	24	ask	ask	VERB
crl-25015	287	25	about	about	ADP
crl-25015	287	26	evidence	evidence	NOUN
crl-25015	287	27	-	-	PUNCT
crl-25015	287	28	based	base	VERB
crl-25015	287	29	biomedical	biomedical	ADJ
crl-25015	287	30	and	and	CCONJ
crl-25015	287	31	health	health	NOUN
crl-25015	287	32	sciences	science	NOUN
crl-25015	287	33	research	research	NOUN
crl-25015	287	34	.	.	PUNCT
crl-25015	288	1	kinesiology	kinesiology	PROPN
crl-25015	288	2	tagjuvenile	tagjuvenile	PROPN
crl-25015	288	3	juv	juv	PROPN
crl-25015	288	4	lit	light	VERB
crl-25015	288	5	section	section	NOUN
crl-25015	288	6	interactions	interaction	NOUN
crl-25015	288	7	in	in	ADP
crl-25015	288	8	which	which	PRON
crl-25015	288	9	users	user	NOUN
crl-25015	288	10	ask	ask	VERB
crl-25015	288	11	about	about	ADP
crl-25015	288	12	the	the	DET
crl-25015	288	13	juvenile	juvenile	PROPN
crl-25015	288	14	literature	literature	NOUN
crl-25015	288	15	collection	collection	NOUN
crl-25015	288	16	or	or	CCONJ
crl-25015	288	17	inquire	inquire	NOUN
crl-25015	288	18	about	about	ADP
crl-25015	288	19	the	the	DET
crl-25015	288	20	availability	availability	NOUN
crl-25015	288	21	of	of	ADP
crl-25015	288	22	children	child	NOUN
crl-25015	288	23	’s	’s	PART
crl-25015	288	24	literature	literature	NOUN
crl-25015	288	25	more	more	ADV
crl-25015	288	26	broadly	broadly	ADV
crl-25015	288	27	.	.	PUNCT
crl-25015	289	1	juvenile	juvenile	PROPN
crl-25015	289	2	literature	literature	PROPN
crl-25015	289	3	re.escape(juv	re.escape(juv	PROPN
crl-25015	289	4	.	.	PUNCT
crl-25015	290	1	lit	light	VERB
crl-25015	290	2	)	)	PUNCT
crl-25015	290	3	children{01}s	children{01}s	NOUN
crl-25015	290	4	collection	collection	NOUN
crl-25015	290	5	children{01}s	children{01}s	PROPN
crl-25015	290	6	lit	light	VERB
crl-25015	290	7	children{01}s	children{01}s	PROPN
crl-25015	290	8	stor	stor	NOUN
crl-25015	290	9	re.escape(childrens	re.escape(childrens	PROPN
crl-25015	290	10	boooks	boook	NOUN
crl-25015	290	11	)	)	PUNCT
crl-25015	290	12	(	(	PUNCT
crl-25015	290	13	?	?	PUNCT
crl-25015	291	1	<	<	X
crl-25015	291	2	!	!	SYM
crl-25015	292	1	germany	germany	PROPN
crl-25015	292	2	on	on	ADP
crl-25015	292	3	english	english	PROPN
crl-25015	292	4	)	)	PUNCT
crl-25015	292	5	children{01}s	children{01}s	NOUN
crl-25015	292	6	book	book	NOUN
crl-25015	292	7	re.escape(childrens	re.escape(childrens	PROPN
crl-25015	292	8	picture	picture	NOUN
crl-25015	292	9	)	)	PUNCT
crl-25015	292	10	picture	picture	NOUN
crl-25015	292	11	book	book	NOUN
crl-25015	292	12	704	704	NUM
crl-25015	292	13	college	college	PROPN
crl-25015	292	14	&	&	CCONJ
crl-25015	292	15	research	research	PROPN
crl-25015	292	16	libraries	library	NOUN
crl-25015	292	17	july	july	PROPN
crl-25015	292	18	2021	2021	NUM
crl-25015	292	19	tag	tag	NOUN
crl-25015	292	20	pattern	pattern	NOUN
crl-25015	292	21	definition	definition	NOUN
crl-25015	292	22	tags	tag	NOUN
crl-25015	292	23	/	/	SYM
crl-25015	292	24	labels	label	NOUN
crl-25015	292	25	attributed	attribute	VERB
crl-25015	292	26	to	to	ADP
crl-25015	292	27	individual	individual	ADJ
crl-25015	292	28	samples	sample	NOUN
crl-25015	292	29	substring	substre	VERB
crl-25015	292	30	or	or	CCONJ
crl-25015	292	31	regex	regex	VERB
crl-25015	292	32	patterns	pattern	NOUN
crl-25015	292	33	to	to	PART
crl-25015	292	34	be	be	AUX
crl-25015	292	35	detected	detect	VERB
crl-25015	292	36	in	in	ADP
crl-25015	292	37	raw	raw	ADJ
crl-25015	292	38	user	user	NOUN
crl-25015	292	39	-	-	PUNCT
crl-25015	292	40	supplied	supply	VERB
crl-25015	292	41	texts	text	NOUN
crl-25015	292	42	subjective	subjective	ADJ
crl-25015	292	43	definition	definition	NOUN
crl-25015	292	44	of	of	ADP
crl-25015	292	45	the	the	DET
crl-25015	292	46	broad	broad	ADJ
crl-25015	292	47	concepts	concept	NOUN
crl-25015	292	48	associated	associate	VERB
crl-25015	292	49	with	with	ADP
crl-25015	292	50	core	core	NOUN
crl-25015	292	51	-	-	PUNCT
crl-25015	292	52	classes	class	NOUN
crl-25015	292	53	and	and	CCONJ
crl-25015	292	54	sub	sub	NOUN
crl-25015	292	55	-	-	NOUN
crl-25015	292	56	classes	class	NOUN
crl-25015	292	57	in	in	ADP
crl-25015	292	58	relation	relation	NOUN
crl-25015	292	59	to	to	PART
crl-25015	292	60	vrs	vrs	PROPN
crl-25015	292	61	interactions	interaction	NOUN
crl-25015	292	62	tagcurriculum	tagcurriculum	NOUN
crl-25015	292	63	curriculum	curriculum	NOUN
crl-25015	292	64	materials	material	NOUN
crl-25015	292	65	interactions	interaction	NOUN
crl-25015	292	66	in	in	ADP
crl-25015	292	67	which	which	PRON
crl-25015	292	68	users	user	NOUN
crl-25015	292	69	ask	ask	VERB
crl-25015	292	70	about	about	ADP
crl-25015	292	71	the	the	DET
crl-25015	292	72	curriculum	curriculum	NOUN
crl-25015	292	73	materials	material	NOUN
crl-25015	292	74	center	center	NOUN
crl-25015	292	75	or	or	CCONJ
crl-25015	292	76	k–12	k–12	NOUN
crl-25015	292	77	education	education	NOUN
crl-25015	292	78	materials	material	NOUN
crl-25015	292	79	more	more	ADV
crl-25015	292	80	broadly	broadly	ADV
crl-25015	292	81	.	.	PUNCT
crl-25015	293	1	curriculum	curriculum	NOUN
crl-25015	293	2	books	book	NOUN
crl-25015	293	3	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	293	4	doi\w\s{1}\s+	doi\w\s{1}\s+	NUM
crl-25015	293	5	interactions	interaction	NOUN
crl-25015	293	6	in	in	ADP
crl-25015	293	7	which	which	PRON
crl-25015	293	8	a	a	DET
crl-25015	293	9	user	user	NOUN
crl-25015	293	10	identifies	identify	VERB
crl-25015	293	11	a	a	DET
crl-25015	293	12	specific	specific	ADJ
crl-25015	293	13	,	,	PUNCT
crl-25015	293	14	individual	individual	ADJ
crl-25015	293	15	journal	journal	NOUN
crl-25015	293	16	article.doi:{01}\s{01}\d\s+	article.doi:{01}\s{01}\d\s+	PROPN
crl-25015	294	1	this	this	DET
crl-25015	294	2	article	article	NOUN
crl-25015	294	3	this\s\w+\sarticle	this\s\w+\sarticle	NOUN
crl-25015	294	4	this	this	DET
crl-25015	294	5	paper	paper	NOUN
crl-25015	294	6	doi\.\s+	doi\.\s+	NOUN
crl-25015	294	7	doi:{01}\s{01}\d\s+	doi:{01}\s{01}\d\s+	ADP
crl-25015	294	8	doi\.org\s+	doi\.org\s+	NOUN
crl-25015	294	9	tagreference	tagreference	NOUN
crl-25015	294	10	articles{01}\sabout	articles{01}\sabout	NOUN
crl-25015	294	11	interactions	interaction	NOUN
crl-25015	294	12	in	in	ADP
crl-25015	294	13	which	which	PRON
crl-25015	294	14	users	user	NOUN
crl-25015	294	15	ask	ask	VERB
crl-25015	294	16	broadly	broadly	ADV
crl-25015	294	17	for	for	ADP
crl-25015	294	18	reference	reference	NOUN
crl-25015	294	19	/	/	SYM
crl-25015	294	20	research	research	NOUN
crl-25015	294	21	support	support	NOUN
crl-25015	294	22	and	and	CCONJ
crl-25015	294	23	guidance.books{01}\sabout	guidance.books{01}\sabout	ADJ
crl-25015	294	24	subject	subject	NOUN
crl-25015	294	25	topic	topic	NOUN
crl-25015	294	26	a	a	DET
crl-25015	294	27	paper	paper	NOUN
crl-25015	294	28	on	on	ADP
crl-25015	294	29	help	help	NOUN
crl-25015	294	30	me	i	PRON
crl-25015	294	31	find	find	VERB
crl-25015	294	32	an{01	an{01	NUM
crl-25015	294	33	}	}	PUNCT
crl-25015	294	34	tagurl	tagurl	VERB
crl-25015	294	35	re.escape(amazon.com	re.escape(amazon.com	X
crl-25015	294	36	)	)	PUNCT
crl-25015	294	37	interactions	interaction	NOUN
crl-25015	294	38	in	in	ADP
crl-25015	294	39	which	which	PRON
crl-25015	294	40	a	a	DET
crl-25015	294	41	user	user	NOUN
crl-25015	294	42	shares	share	VERB
crl-25015	294	43	a	a	DET
crl-25015	294	44	url	url	NOUN
crl-25015	294	45	to	to	ADP
crl-25015	294	46	any	any	DET
crl-25015	294	47	website.re.escape(newfirstsearch	website.re.escape(newfirstsearch	NOUN
crl-25015	294	48	)	)	PUNCT
crl-25015	294	49	re.escape(galegroup	re.escape(galegroup	PROPN
crl-25015	294	50	)	)	PUNCT
crl-25015	294	51	re.escape(ingentaconnect.com	re.escape(ingentaconnect.com	NOUN
crl-25015	294	52	)	)	PUNCT
crl-25015	294	53	re.escape(proquest.com	re.escape(proquest.com	X
crl-25015	294	54	)	)	PUNCT
crl-25015	294	55	re.escape(ncbi.nlm.nih.gov	re.escape(ncbi.nlm.nih.gov	ADJ
crl-25015	294	56	)	)	PUNCT
crl-25015	294	57	re.escape(sciencedirect.com	re.escape(sciencedirect.com	NOUN
crl-25015	294	58	)	)	PUNCT
crl-25015	294	59	re.escape(springer.com	re.escape(springer.com	X
crl-25015	294	60	)	)	PUNCT
crl-25015	294	61	re.escape(tandfonline.com	re.escape(tandfonline.com	X
crl-25015	294	62	)	)	PUNCT
crl-25015	294	63	re.escape(webofknowledge	re.escape(webofknowledge	PROPN
crl-25015	294	64	)	)	PUNCT
crl-25015	294	65	re.escape(wiley.com	re.escape(wiley.com	PROPN
crl-25015	294	66	)	)	PUNCT
crl-25015	294	67	re.escape(books.google	re.escape(books.google	NOUN
crl-25015	294	68	)	)	PUNCT
crl-25015	294	69	re.escape(google.com	re.escape(google.com	X
crl-25015	294	70	)	)	PUNCT
crl-25015	294	71	re.escape(apps.lib.k	re.escape(apps.lib.k	NOUN
crl-25015	294	72	-	-	PUNCT
crl-25015	294	73	state.edu/	state.edu/	PROPN
crl-25015	294	74	databases	database	NOUN
crl-25015	294	75	)	)	PUNCT
crl-25015	294	76	re.escape(er.lib.ksu.edu	re.escape(er.lib.ksu.edu	PROPN
crl-25015	294	77	)	)	PUNCT
crl-25015	294	78	re.escape(er.lib.k	re.escape(er.lib.k	NOUN
crl-25015	294	79	-	-	PUNCT
crl-25015	294	80	state.edu	state.edu	X
crl-25015	294	81	)	)	PUNCT
crl-25015	294	82	re.escape(getit.lib.ksu.edu	re.escape(getit.lib.ksu.edu	NOUN
crl-25015	294	83	)	)	PUNCT
crl-25015	294	84	re.escape(getit.lib.k	re.escape(getit.lib.k	NOUN
crl-25015	294	85	-	-	PUNCT
crl-25015	294	86	state.edu	state.edu	X
crl-25015	294	87	)	)	PUNCT
crl-25015	294	88	re.escape(guides.lib.ksu.edu	re.escape(guides.lib.ksu.edu	NOUN
crl-25015	294	89	)	)	PUNCT
crl-25015	294	90	http://amazon.com	http://amazon.com	X
crl-25015	294	91	http://ingentaconnect.com	http://ingentaconnect.com	X
crl-25015	294	92	http://proquest.com	http://proquest.com	X
crl-25015	294	93	http://ncbi.nlm.nih.gov	http://ncbi.nlm.nih.gov	X
crl-25015	294	94	http://sciencedirect.com	http://sciencedirect.com	X
crl-25015	294	95	http://springer.com	http://springer.com	X
crl-25015	294	96	http://tandfonline.com	http://tandfonline.com	X
crl-25015	294	97	http://wiley.com	http://wiley.com	X
crl-25015	294	98	http://apps.lib.k-state.edu/databases	http://apps.lib.k-state.edu/database	NOUN
crl-25015	294	99	http://apps.lib.k-state.edu/databases	http://apps.lib.k-state.edu/databases	PROPN
crl-25015	294	100	http://er.lib.ksu.edu	http://er.lib.ksu.edu	PROPN
crl-25015	295	1	http://er.lib.k-state.edu	http://er.lib.k-state.edu	NOUN
crl-25015	296	1	http://getit.lib.k-state.edu	http://getit.lib.k-state.edu	NOUN
crl-25015	296	2	http://guides.lib.ksu.edu	http://guides.lib.ksu.edu	AUX
crl-25015	296	3	using	use	VERB
crl-25015	296	4	machine	machine	NOUN
crl-25015	296	5	learning	learning	NOUN
crl-25015	296	6	to	to	PART
crl-25015	296	7	predict	predict	VERB
crl-25015	296	8	chat	chat	VERB
crl-25015	296	9	difficulty	difficulty	NOUN
crl-25015	296	10	705	705	NUM
crl-25015	296	11	tag	tag	NOUN
crl-25015	296	12	pattern	pattern	NOUN
crl-25015	296	13	definition	definition	NOUN
crl-25015	296	14	tags	tag	NOUN
crl-25015	296	15	/	/	SYM
crl-25015	296	16	labels	label	NOUN
crl-25015	296	17	attributed	attribute	VERB
crl-25015	296	18	to	to	ADP
crl-25015	296	19	individual	individual	ADJ
crl-25015	296	20	samples	sample	NOUN
crl-25015	296	21	substring	substre	VERB
crl-25015	296	22	or	or	CCONJ
crl-25015	296	23	regex	regex	VERB
crl-25015	296	24	patterns	pattern	NOUN
crl-25015	296	25	to	to	PART
crl-25015	296	26	be	be	AUX
crl-25015	296	27	detected	detect	VERB
crl-25015	296	28	in	in	ADP
crl-25015	296	29	raw	raw	ADJ
crl-25015	296	30	user	user	NOUN
crl-25015	296	31	-	-	PUNCT
crl-25015	296	32	supplied	supply	VERB
crl-25015	296	33	texts	text	NOUN
crl-25015	296	34	subjective	subjective	ADJ
crl-25015	296	35	definition	definition	NOUN
crl-25015	296	36	of	of	ADP
crl-25015	296	37	the	the	DET
crl-25015	296	38	broad	broad	ADJ
crl-25015	296	39	concepts	concept	NOUN
crl-25015	296	40	associated	associate	VERB
crl-25015	296	41	with	with	ADP
crl-25015	296	42	core	core	NOUN
crl-25015	296	43	-	-	PUNCT
crl-25015	296	44	classes	class	NOUN
crl-25015	296	45	and	and	CCONJ
crl-25015	296	46	sub	sub	NOUN
crl-25015	296	47	-	-	NOUN
crl-25015	296	48	classes	class	NOUN
crl-25015	296	49	in	in	ADP
crl-25015	296	50	relation	relation	NOUN
crl-25015	296	51	to	to	PART
crl-25015	296	52	vrs	vrs	PROPN
crl-25015	296	53	interactions	interaction	NOUN
crl-25015	296	54	tagurl	tagurl	VERB
crl-25015	296	55	re.escape(guides.lib.k	re.escape(guides.lib.k	NOUN
crl-25015	296	56	-	-	PUNCT
crl-25015	296	57	state.edu	state.edu	NOUN
crl-25015	296	58	)	)	PUNCT
crl-25015	296	59	interactions	interaction	NOUN
crl-25015	296	60	in	in	ADP
crl-25015	296	61	which	which	PRON
crl-25015	296	62	a	a	DET
crl-25015	296	63	user	user	NOUN
crl-25015	296	64	shares	share	VERB
crl-25015	296	65	a	a	DET
crl-25015	296	66	url	url	NOUN
crl-25015	296	67	to	to	ADP
crl-25015	296	68	any	any	DET
crl-25015	296	69	website.re.escape(catalog.lib.ksu.edu	website.re.escape(catalog.lib.ksu.edu	NUM
crl-25015	296	70	)	)	PUNCT
crl-25015	296	71	re.escape(catalog2.lib.ksu.edu	re.escape(catalog2.lib.ksu.edu	PROPN
crl-25015	296	72	)	)	PUNCT
crl-25015	296	73	re.escape(catalog.lib.k	re.escape(catalog.lib.k	PROPN
crl-25015	296	74	-	-	PUNCT
crl-25015	296	75	state.edu	state.edu	X
crl-25015	296	76	)	)	PUNCT
crl-25015	296	77	re.escape(catalog2.lib.k	re.escape(catalog2.lib.k	NOUN
crl-25015	296	78	-	-	PUNCT
crl-25015	296	79	state.edu	state.edu	X
crl-25015	296	80	)	)	PUNCT
crl-25015	296	81	re.escape(primo.hosted	re.escape(primo.hoste	VERB
crl-25015	296	82	.	.	PUNCT
crl-25015	297	1	exlibrisgroup.com	exlibrisgroup.com	X
crl-25015	297	2	)	)	PUNCT
crl-25015	297	3	re.escape(na02.alma	re.escape(na02.alma	PROPN
crl-25015	297	4	.	.	PUNCT
crl-25015	297	5	exlibrisgroup	exlibrisgroup	PROPN
crl-25015	297	6	)	)	PUNCT
crl-25015	297	7	re.escape(searchit.lib.ksu.edu	re.escape(searchit.lib.ksu.edu	PROPN
crl-25015	297	8	)	)	PUNCT
crl-25015	297	9	re.escape(searchit.lib.k	re.escape(searchit.lib.k	NOUN
crl-25015	297	10	-	-	PUNCT
crl-25015	297	11	state.edu	state.edu	X
crl-25015	297	12	)	)	PUNCT
crl-25015	298	1	re.escape(lib.k	re.escape(lib.k	NOUN
crl-25015	298	2	-	-	PUNCT
crl-25015	298	3	state.edu	state.edu	X
crl-25015	298	4	)	)	PUNCT
crl-25015	298	5	re.escape(lib.k	re.escape(lib.k	NOUN
crl-25015	298	6	-	-	PUNCT
crl-25015	298	7	state.edu	state.edu	X
crl-25015	298	8	)	)	PUNCT
crl-25015	298	9	re.escape(doi.org	re.escape(doi.org	ADV
crl-25015	298	10	)	)	PUNCT
crl-25015	298	11	re.escape(http	re.escape(http	PROPN
crl-25015	298	12	)	)	PUNCT
crl-25015	298	13	re.escape(www	re.escape(www	NOUN
crl-25015	298	14	.	.	PUNCT
crl-25015	298	15	)	)	PUNCT
crl-25015	298	16	notes	note	VERB
crl-25015	298	17	1	1	NUM
crl-25015	298	18	.	.	PUNCT
crl-25015	298	19	jeremy	jeremy	ADJ
crl-25015	298	20	walker	walker	NOUN
crl-25015	298	21	and	and	CCONJ
crl-25015	298	22	jason	jason	PROPN
crl-25015	298	23	coleman	coleman	PROPN
crl-25015	298	24	,	,	PUNCT
crl-25015	298	25	“	"	PUNCT
crl-25015	298	26	analyzing	analyze	VERB
crl-25015	298	27	virtual	virtual	ADJ
crl-25015	298	28	reference	reference	NOUN
crl-25015	298	29	transcripts	transcript	NOUN
crl-25015	298	30	with	with	ADP
crl-25015	298	31	machine	machine	NOUN
crl-25015	298	32	learning	learning	NOUN
crl-25015	298	33	,	,	PUNCT
crl-25015	298	34	”	"	PUNCT
crl-25015	298	35	in	in	ADP
crl-25015	298	36	library	library	PROPN
crl-25015	298	37	technology	technology	NOUN
crl-25015	298	38	conference	conference	NOUN
crl-25015	298	39	(	(	PUNCT
crl-25015	298	40	2019	2019	NUM
crl-25015	298	41	)	)	PUNCT
crl-25015	298	42	,	,	PUNCT
crl-25015	298	43	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	PROPN
crl-25015	298	44	;	;	PUNCT
crl-25015	298	45	jeremy	jeremy	ADJ
crl-25015	298	46	walker	walker	NOUN
crl-25015	298	47	,	,	PUNCT
crl-25015	298	48	“	"	PUNCT
crl-25015	298	49	measuring	measure	VERB
crl-25015	298	50	the	the	DET
crl-25015	298	51	impact	impact	NOUN
crl-25015	298	52	that	that	PRON
crl-25015	298	53	domain	domain	VERB
crl-25015	298	54	knowledge	knowledge	NOUN
crl-25015	298	55	in	in	ADP
crl-25015	298	56	the	the	DET
crl-25015	298	57	form	form	NOUN
crl-25015	298	58	of	of	ADP
crl-25015	298	59	simple	simple	ADJ
crl-25015	298	60	ontology	ontology	NOUN
crl-25015	298	61	structures	structure	NOUN
crl-25015	298	62	has	have	VERB
crl-25015	298	63	on	on	ADP
crl-25015	298	64	predictive	predictive	ADJ
crl-25015	298	65	modelling	modelling	NOUN
crl-25015	298	66	processes	process	NOUN
crl-25015	298	67	in	in	ADP
crl-25015	298	68	the	the	DET
crl-25015	298	69	context	context	NOUN
crl-25015	298	70	of	of	ADP
crl-25015	298	71	academic	academic	ADJ
crl-25015	298	72	library	library	NOUN
crl-25015	298	73	virtual	virtual	ADJ
crl-25015	298	74	reference	reference	PROPN
crl-25015	298	75	services	service	NOUN
crl-25015	298	76	”	"	PUNCT
crl-25015	298	77	(	(	PUNCT
crl-25015	298	78	m.s	m.s	PROPN
crl-25015	298	79	.	.	PROPN
crl-25015	298	80	,	,	PUNCT
crl-25015	298	81	evanston	evanston	PROPN
crl-25015	298	82	,	,	PUNCT
crl-25015	298	83	il	il	PROPN
crl-25015	298	84	,	,	PUNCT
crl-25015	298	85	northwestern	northwestern	ADJ
crl-25015	298	86	university	university	PROPN
crl-25015	298	87	,	,	PUNCT
crl-25015	298	88	2019	2019	NUM
crl-25015	298	89	)	)	PUNCT
crl-25015	298	90	,	,	PUNCT
crl-25015	298	91	https://doi.org/10.21985/n20v2w	https://doi.org/10.21985/n20v2w	NUM
crl-25015	298	92	.	.	PUNCT
crl-25015	299	1	2	2	X
crl-25015	299	2	.	.	X
crl-25015	299	3	david	david	PROPN
crl-25015	299	4	ward	ward	PROPN
crl-25015	299	5	,	,	PUNCT
crl-25015	299	6	“	"	PUNCT
crl-25015	299	7	using	use	VERB
crl-25015	299	8	virtual	virtual	ADJ
crl-25015	299	9	reference	reference	NOUN
crl-25015	299	10	transcripts	transcript	NOUN
crl-25015	299	11	for	for	ADP
crl-25015	299	12	staff	staff	NOUN
crl-25015	299	13	training	training	NOUN
crl-25015	299	14	,	,	PUNCT
crl-25015	299	15	”	"	PUNCT
crl-25015	299	16	reference	reference	NOUN
crl-25015	299	17	services	service	NOUN
crl-25015	299	18	review	review	NOUN
crl-25015	299	19	31	31	NUM
crl-25015	299	20	,	,	PUNCT
crl-25015	299	21	no	no	INTJ
crl-25015	299	22	.	.	NOUN
crl-25015	299	23	1	1	NUM
crl-25015	299	24	(	(	PUNCT
crl-25015	299	25	march	march	PROPN
crl-25015	299	26	1	1	NUM
crl-25015	299	27	,	,	PUNCT
crl-25015	299	28	2003	2003	NUM
crl-25015	299	29	):	):	PUNCT
crl-25015	299	30	46–56	46–56	NUM
crl-25015	299	31	,	,	PUNCT
crl-25015	299	32	https://doi.org/10.1108/00907320310460915	https://doi.org/10.1108/00907320310460915	NUM
crl-25015	299	33	;	;	PUNCT
crl-25015	299	34	amy	amy	PROPN
crl-25015	299	35	burger	burger	PROPN
crl-25015	299	36	,	,	PUNCT
crl-25015	299	37	jung	jung	PROPN
crl-25015	299	38	-	-	PUNCT
crl-25015	299	39	ran	ran	PROPN
crl-25015	299	40	park	park	PROPN
crl-25015	299	41	,	,	PUNCT
crl-25015	299	42	and	and	CCONJ
crl-25015	299	43	guisu	guisu	PROPN
crl-25015	299	44	li	li	PROPN
crl-25015	299	45	,	,	PUNCT
crl-25015	299	46	“	"	PUNCT
crl-25015	299	47	application	application	NOUN
crl-25015	299	48	of	of	ADP
crl-25015	299	49	reference	reference	NOUN
crl-25015	299	50	guidelines	guideline	NOUN
crl-25015	299	51	for	for	ADP
crl-25015	299	52	assessing	assess	VERB
crl-25015	299	53	the	the	DET
crl-25015	299	54	quality	quality	NOUN
crl-25015	299	55	of	of	ADP
crl-25015	299	56	the	the	DET
crl-25015	299	57	internet	internet	NOUN
crl-25015	299	58	public	public	PROPN
crl-25015	299	59	library	library	NOUN
crl-25015	299	60	’s	’s	PART
crl-25015	299	61	virtual	virtual	ADJ
crl-25015	299	62	reference	reference	NOUN
crl-25015	299	63	services	service	NOUN
crl-25015	299	64	,	,	PUNCT
crl-25015	299	65	”	"	PUNCT
crl-25015	299	66	internet	internet	NOUN
crl-25015	299	67	reference	reference	NOUN
crl-25015	299	68	services	service	NOUN
crl-25015	299	69	quarterly	quarterly	ADJ
crl-25015	299	70	15	15	NUM
crl-25015	299	71	,	,	PUNCT
crl-25015	299	72	no	no	NOUN
crl-25015	299	73	.	.	NOUN
crl-25015	299	74	4	4	NUM
crl-25015	299	75	(	(	PUNCT
crl-25015	299	76	october	october	PROPN
crl-25015	299	77	2010	2010	NUM
crl-25015	299	78	):	):	PUNCT
crl-25015	299	79	209–26	209–26	NUM
crl-25015	299	80	,	,	PUNCT
crl-25015	299	81	https://doi.org/10.1080/10875301.201	https://doi.org/10.1080/10875301.201	VERB
crl-25015	299	82	0.526479	0.526479	NUM
crl-25015	299	83	;	;	PUNCT
crl-25015	299	84	greta	greta	ADJ
crl-25015	299	85	valentine	valentine	NOUN
crl-25015	299	86	and	and	CCONJ
crl-25015	299	87	brian	brian	PROPN
crl-25015	299	88	d.	d.	PROPN
crl-25015	299	89	moss	moss	PROPN
crl-25015	299	90	,	,	PUNCT
crl-25015	299	91	“	"	PUNCT
crl-25015	299	92	assessing	assess	VERB
crl-25015	299	93	reference	reference	NOUN
crl-25015	299	94	service	service	NOUN
crl-25015	299	95	quality	quality	NOUN
crl-25015	299	96	:	:	PUNCT
crl-25015	299	97	a	a	DET
crl-25015	299	98	chat	chat	NOUN
crl-25015	299	99	transcript	transcript	NOUN
crl-25015	299	100	analysis	analysis	NOUN
crl-25015	299	101	”	"	PUNCT
crl-25015	299	102	(	(	PUNCT
crl-25015	299	103	march	march	PROPN
crl-25015	299	104	28	28	NUM
crl-25015	299	105	,	,	PUNCT
crl-25015	299	106	2017	2017	NUM
crl-25015	299	107	)	)	PUNCT
crl-25015	299	108	,	,	PUNCT
crl-25015	299	109	https://kuscholarworks.ku.edu/handle/1808/25179	https://kuscholarworks.ku.edu/handle/1808/25179	NOUN
crl-25015	299	110	;	;	PUNCT
crl-25015	299	111	deborah	deborah	PROPN
crl-25015	299	112	l.	l.	PROPN
crl-25015	299	113	meert	meert	PROPN
crl-25015	299	114	and	and	CCONJ
crl-25015	299	115	lisa	lisa	PROPN
crl-25015	299	116	m.	m.	PROPN
crl-25015	299	117	given	give	VERB
crl-25015	299	118	,	,	PUNCT
crl-25015	299	119	“	"	PUNCT
crl-25015	299	120	measuring	measure	VERB
crl-25015	299	121	quality	quality	NOUN
crl-25015	299	122	in	in	ADP
crl-25015	299	123	chat	chat	NOUN
crl-25015	299	124	reference	reference	NOUN
crl-25015	299	125	consortia	consortia	NOUN
crl-25015	299	126	:	:	PUNCT
crl-25015	299	127	a	a	DET
crl-25015	299	128	comparative	comparative	ADJ
crl-25015	299	129	analysis	analysis	NOUN
crl-25015	299	130	of	of	ADP
crl-25015	299	131	responses	response	NOUN
crl-25015	299	132	to	to	ADP
crl-25015	299	133	users	user	NOUN
crl-25015	299	134	’	’	PART
crl-25015	299	135	queries	query	NOUN
crl-25015	299	136	,	,	PUNCT
crl-25015	299	137	”	"	PUNCT
crl-25015	299	138	college	college	PROPN
crl-25015	299	139	&	&	CCONJ
crl-25015	299	140	research	research	PROPN
crl-25015	299	141	libraries	librarie	VERB
crl-25015	299	142	70	70	NUM
crl-25015	299	143	,	,	PUNCT
crl-25015	299	144	no	no	NOUN
crl-25015	299	145	.	.	NOUN
crl-25015	299	146	1	1	NUM
crl-25015	299	147	(	(	PUNCT
crl-25015	299	148	january	january	PROPN
crl-25015	299	149	2009	2009	NUM
crl-25015	299	150	):	):	PUNCT
crl-25015	299	151	71–84	71–84	NOUN
crl-25015	299	152	,	,	PUNCT
crl-25015	299	153	https://doi.org/10.5860/0700071	https://doi.org/10.5860/0700071	NUM
crl-25015	299	154	;	;	PUNCT
crl-25015	299	155	marie	marie	PROPN
crl-25015	299	156	l.	l.	PROPN
crl-25015	299	157	radford	radford	PROPN
crl-25015	299	158	,	,	PUNCT
crl-25015	299	159	“	"	PUNCT
crl-25015	299	160	encountering	encounter	VERB
crl-25015	299	161	virtual	virtual	ADJ
crl-25015	299	162	users	user	NOUN
crl-25015	299	163	:	:	PUNCT
crl-25015	299	164	a	a	DET
crl-25015	299	165	qualitative	qualitative	ADJ
crl-25015	299	166	investigation	investigation	NOUN
crl-25015	299	167	of	of	ADP
crl-25015	299	168	interpersonal	interpersonal	ADJ
crl-25015	299	169	communication	communication	NOUN
crl-25015	299	170	in	in	ADP
crl-25015	299	171	chat	chat	NOUN
crl-25015	299	172	reference	reference	NOUN
crl-25015	299	173	,	,	PUNCT
crl-25015	299	174	”	"	PUNCT
crl-25015	299	175	journal	journal	NOUN
crl-25015	299	176	of	of	ADP
crl-25015	299	177	the	the	DET
crl-25015	299	178	american	american	ADJ
crl-25015	299	179	society	society	NOUN
crl-25015	299	180	for	for	ADP
crl-25015	299	181	information	information	NOUN
crl-25015	299	182	science	science	NOUN
crl-25015	299	183	and	and	CCONJ
crl-25015	299	184	technology	technology	NOUN
crl-25015	299	185	57	57	NUM
crl-25015	299	186	,	,	PUNCT
crl-25015	299	187	no	no	NOUN
crl-25015	299	188	.	.	NOUN
crl-25015	299	189	8	8	NUM
crl-25015	299	190	(	(	PUNCT
crl-25015	299	191	2006	2006	NUM
crl-25015	299	192	):	):	PUNCT
crl-25015	299	193	1046–59	1046–59	NUM
crl-25015	299	194	,	,	PUNCT
crl-25015	299	195	https://doi.org/10.1002/asi.20374	https://doi.org/10.1002/asi.20374	PROPN
crl-25015	299	196	;	;	PUNCT
crl-25015	299	197	koshik	koshik	PROPN
crl-25015	299	198	irene	irene	NOUN
crl-25015	299	199	and	and	CCONJ
crl-25015	299	200	okazawa	okazawa	PROPN
crl-25015	299	201	hiromi	hiromi	PROPN
crl-25015	299	202	,	,	PUNCT
crl-25015	299	203	“	"	PUNCT
crl-25015	299	204	a	a	DET
crl-25015	299	205	conversation	conversation	NOUN
crl-25015	299	206	analytic	analytic	ADJ
crl-25015	299	207	study	study	NOUN
crl-25015	299	208	of	of	ADP
crl-25015	299	209	actual	actual	ADJ
crl-25015	299	210	and	and	CCONJ
crl-25015	299	211	potential	potential	ADJ
crl-25015	299	212	problems	problem	NOUN
crl-25015	299	213	in	in	ADP
crl-25015	299	214	communication	communication	NOUN
crl-25015	299	215	in	in	ADP
crl-25015	299	216	library	library	NOUN
crl-25015	299	217	chat	chat	VERB
crl-25015	299	218	reference	reference	NOUN
crl-25015	299	219	interactions	interaction	NOUN
crl-25015	299	220	,	,	PUNCT
crl-25015	299	221	”	"	PUNCT
crl-25015	299	222	journal	journal	NOUN
crl-25015	299	223	of	of	ADP
crl-25015	299	224	the	the	DET
crl-25015	299	225	american	american	ADJ
crl-25015	299	226	society	society	NOUN
crl-25015	299	227	for	for	ADP
crl-25015	299	228	information	information	NOUN
crl-25015	299	229	science	science	NOUN
crl-25015	299	230	and	and	CCONJ
crl-25015	299	231	technology	technology	NOUN
crl-25015	299	232	63	63	NUM
crl-25015	299	233	,	,	PUNCT
crl-25015	299	234	no	no	NOUN
crl-25015	299	235	.	.	NOUN
crl-25015	299	236	10	10	NUM
crl-25015	299	237	(	(	PUNCT
crl-25015	299	238	september	september	PROPN
crl-25015	299	239	10	10	NUM
crl-25015	299	240	,	,	PUNCT
crl-25015	299	241	2012	2012	NUM
crl-25015	299	242	):	):	PUNCT
crl-25015	299	243	2006–19	2006–19	NUM
crl-25015	299	244	,	,	PUNCT
crl-25015	299	245	https://doi.org/10.1002/asi.22677	https://doi.org/10.1002/asi.22677	NOUN
crl-25015	299	246	;	;	PUNCT
crl-25015	299	247	jennifer	jennifer	PROPN
crl-25015	299	248	waugh	waugh	NOUN
crl-25015	299	249	,	,	PUNCT
crl-25015	299	250	“	"	PUNCT
crl-25015	299	251	formality	formality	NOUN
crl-25015	299	252	in	in	ADP
crl-25015	299	253	chat	chat	PROPN
crl-25015	299	254	reference	reference	NOUN
crl-25015	299	255	:	:	PUNCT
crl-25015	299	256	perceptions	perception	NOUN
crl-25015	299	257	of	of	ADP
crl-25015	299	258	17to	17to	ADJ
crl-25015	299	259	25	25	NUM
crl-25015	299	260	-	-	PUNCT
crl-25015	299	261	year	year	NOUN
crl-25015	299	262	-	-	PUNCT
crl-25015	299	263	old	old	ADJ
crl-25015	299	264	university	university	NOUN
crl-25015	299	265	students	student	NOUN
crl-25015	299	266	,	,	PUNCT
crl-25015	299	267	”	"	PUNCT
crl-25015	299	268	evidence	evidence	NOUN
crl-25015	299	269	based	base	VERB
crl-25015	299	270	library	library	NOUN
crl-25015	299	271	and	and	CCONJ
crl-25015	299	272	information	information	NOUN
crl-25015	299	273	practice	practice	NOUN
crl-25015	299	274	8	8	NUM
crl-25015	299	275	,	,	PUNCT
crl-25015	299	276	no	no	INTJ
crl-25015	299	277	.	.	NOUN
crl-25015	299	278	1	1	NUM
crl-25015	299	279	(	(	PUNCT
crl-25015	299	280	march	march	PROPN
crl-25015	299	281	1	1	NUM
crl-25015	299	282	,	,	PUNCT
crl-25015	299	283	2013	2013	NUM
crl-25015	299	284	):	):	PUNCT
crl-25015	299	285	19–34	19–34	X
crl-25015	299	286	;	;	PUNCT
crl-25015	299	287	joann	joann	PROPN
crl-25015	299	288	jacoby	jacoby	PROPN
crl-25015	299	289	et	et	PROPN
crl-25015	299	290	al	al	PROPN
crl-25015	299	291	.	.	PROPN
crl-25015	299	292	,	,	PUNCT
crl-25015	299	293	“	"	PUNCT
crl-25015	299	294	the	the	DET
crl-25015	299	295	value	value	NOUN
crl-25015	299	296	of	of	ADP
crl-25015	299	297	chat	chat	NOUN
crl-25015	299	298	reference	reference	NOUN
crl-25015	299	299	services	service	NOUN
crl-25015	299	300	:	:	PUNCT
crl-25015	299	301	a	a	DET
crl-25015	299	302	pilot	pilot	NOUN
crl-25015	299	303	study	study	NOUN
crl-25015	299	304	,	,	PUNCT
crl-25015	299	305	”	"	PUNCT
crl-25015	299	306	portal	portal	ADJ
crl-25015	299	307	:	:	PUNCT
crl-25015	299	308	libraries	library	NOUN
crl-25015	299	309	and	and	CCONJ
crl-25015	299	310	the	the	DET
crl-25015	299	311	academy	academy	NOUN
crl-25015	299	312	16	16	NUM
crl-25015	299	313	,	,	PUNCT
crl-25015	299	314	no	no	NOUN
crl-25015	299	315	.	.	NOUN
crl-25015	299	316	1	1	NUM
crl-25015	299	317	(	(	PUNCT
crl-25015	299	318	february	february	PROPN
crl-25015	299	319	18	18	NUM
crl-25015	299	320	,	,	PUNCT
crl-25015	299	321	2016	2016	NUM
crl-25015	299	322	):	):	PUNCT
crl-25015	299	323	109–29	109–29	X
crl-25015	299	324	,	,	PUNCT
crl-25015	299	325	https://doi.org/10.1353/pla.2016.0013	https://doi.org/10.1353/pla.2016.0013	PROPN
crl-25015	299	326	.	.	PROPN
crl-25015	299	327	3	3	X
crl-25015	299	328	.	.	X
crl-25015	299	329	yasmin	yasmin	PROPN
crl-25015	299	330	morais	morais	PROPN
crl-25015	299	331	and	and	CCONJ
crl-25015	299	332	sara	sara	PROPN
crl-25015	299	333	sampson	sampson	PROPN
crl-25015	299	334	,	,	PUNCT
crl-25015	299	335	“	"	PUNCT
crl-25015	299	336	a	a	DET
crl-25015	299	337	content	content	NOUN
crl-25015	299	338	analysis	analysis	NOUN
crl-25015	299	339	of	of	ADP
crl-25015	299	340	chat	chat	NOUN
crl-25015	299	341	transcripts	transcript	NOUN
crl-25015	299	342	in	in	ADP
crl-25015	299	343	the	the	DET
crl-25015	299	344	georgetown	georgetown	PROPN
crl-25015	299	345	law	law	NOUN
crl-25015	299	346	library	library	NOUN
crl-25015	299	347	,	,	PUNCT
crl-25015	299	348	”	"	PUNCT
crl-25015	299	349	legal	legal	ADJ
crl-25015	299	350	reference	reference	NOUN
crl-25015	299	351	services	service	NOUN
crl-25015	299	352	quarterly	quarterly	ADJ
crl-25015	299	353	29	29	NUM
crl-25015	299	354	,	,	PUNCT
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crl-25015	299	357	3	3	NUM
crl-25015	299	358	(	(	PUNCT
crl-25015	299	359	july	july	PROPN
crl-25015	299	360	1	1	NUM
crl-25015	299	361	,	,	PUNCT
crl-25015	299	362	2010	2010	NUM
crl-25015	299	363	):	):	PUNCT
crl-25015	299	364	165–78	165–78	PROPN
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crl-25015	299	376	clay	clay	PROPN
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crl-25015	299	378	,	,	PUNCT
crl-25015	299	379	“	"	PUNCT
crl-25015	299	380	the	the	DET
crl-25015	299	381	role	role	NOUN
crl-25015	299	382	of	of	ADP
crl-25015	299	383	virtual	virtual	ADJ
crl-25015	299	384	reference	reference	NOUN
crl-25015	299	385	in	in	ADP
crl-25015	299	386	library	library	NOUN
crl-25015	299	387	web	web	NOUN
crl-25015	299	388	site	site	NOUN
crl-25015	299	389	design	design	NOUN
crl-25015	299	390	:	:	PUNCT
crl-25015	299	391	a	a	DET
crl-25015	299	392	qualitative	qualitative	ADJ
crl-25015	299	393	source	source	NOUN
crl-25015	299	394	for	for	ADP
crl-25015	299	395	usage	usage	NOUN
crl-25015	299	396	data	datum	NOUN
crl-25015	299	397	,	,	PUNCT
crl-25015	299	398	”	"	PUNCT
crl-25015	299	399	journal	journal	PROPN
crl-25015	299	400	of	of	ADP
crl-25015	299	401	web	web	NOUN
crl-25015	299	402	librarianship	librarianship	NOUN
crl-25015	299	403	5	5	NUM
crl-25015	299	404	,	,	PUNCT
crl-25015	299	405	no	no	NOUN
crl-25015	299	406	.	.	NOUN
crl-25015	299	407	2	2	NUM
crl-25015	299	408	(	(	PUNCT
crl-25015	299	409	april	april	PROPN
crl-25015	299	410	1	1	NUM
crl-25015	299	411	,	,	PUNCT
crl-25015	299	412	2011	2011	NUM
crl-25015	299	413	):	):	PUNCT
crl-25015	299	414	96–113	96–113	PROPN
crl-25015	299	415	,	,	PUNCT
crl-25015	299	416	https://doi.org/	https://doi.org/	NOUN
crl-25015	299	417	10.1080/19322909.2011.573279	10.1080/19322909.2011.573279	NUM
crl-25015	299	418	.	.	PUNCT
crl-25015	300	1	http://guides.lib.k-state.edu	http://guides.lib.k-state.edu	X
crl-25015	300	2	http://catalog.lib.ksu.edu	http://catalog.lib.ksu.edu	X
crl-25015	301	1	http://catalog2.lib.ksu.edu	http://catalog2.lib.ksu.edu	PROPN
crl-25015	301	2	http://catalog.lib.k-state.edu	http://catalog.lib.k-state.edu	PROPN
crl-25015	301	3	http://primo.hosted.exlibrisgroup.com	http://primo.hosted.exlibrisgroup.com	PROPN
crl-25015	301	4	http://primo.hosted.exlibrisgroup.com	http://primo.hosted.exlibrisgroup.com	PROPN
crl-25015	301	5	http://searchit.lib.ksu.edu	http://searchit.lib.ksu.edu	NOUN
crl-25015	301	6	http://searchit.lib.k-state.edu	http://searchit.lib.k-state.edu	X
crl-25015	302	1	http://lib.k-state.edu	http://lib.k-state.edu	PROPN
crl-25015	303	1	http://lib.k-state.edu	http://lib.k-state.edu	PROPN
crl-25015	303	2	http://doi.org	http://doi.org	PROPN
crl-25015	303	3	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	PROPN
crl-25015	303	4	https://doi.org/10.21985/n20v2w	https://doi.org/10.21985/n20v2w	PROPN
crl-25015	303	5	https://doi.org/10.1108/00907320310460915	https://doi.org/10.1108/00907320310460915	NUM
crl-25015	303	6	https://doi.org/10.1080/10875301.2010.526479	https://doi.org/10.1080/10875301.2010.526479	PROPN
crl-25015	303	7	https://doi.org/10.1080/10875301.2010.526479	https://doi.org/10.1080/10875301.2010.526479	PROPN
crl-25015	304	1	https://kuscholarworks.ku.edu/handle/1808/25179	https://kuscholarworks.ku.edu/handle/1808/25179	NOUN
crl-25015	304	2	https://doi.org/10.5860/0700071	https://doi.org/10.5860/0700071	AUX
crl-25015	305	1	https://doi.org/10.1002/asi.20374	https://doi.org/10.1002/asi.20374	VERB
crl-25015	305	2	https://doi.org/10.1002/asi.22677	https://doi.org/10.1002/asi.22677	PROPN
crl-25015	305	3	https://doi.org/10.1353/pla.2016.0013	https://doi.org/10.1353/pla.2016.0013	PROPN
crl-25015	305	4	https://doi.org/10.1080/02703191003751289	https://doi.org/10.1080/02703191003751289	PROPN
crl-25015	305	5	https://doi.org/10.1080/19322909.2011.573279	https://doi.org/10.1080/19322909.2011.573279	PROPN
crl-25015	305	6	https://doi.org/10.1080/19322909.2011.573279	https://doi.org/10.1080/19322909.2011.573279	PROPN
crl-25015	305	7	706	706	PROPN
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crl-25015	305	9	&	&	CCONJ
crl-25015	305	10	research	research	PROPN
crl-25015	305	11	libraries	library	NOUN
crl-25015	305	12	july	july	PROPN
crl-25015	305	13	2021	2021	NUM
crl-25015	305	14	4	4	NUM
crl-25015	305	15	.	.	PROPN
crl-25015	305	16	miriam	miriam	PROPN
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crl-25015	305	23	and	and	CCONJ
crl-25015	305	24	lindy	lindy	NOUN
crl-25015	305	25	brewster	brewster	NOUN
crl-25015	305	26	,	,	PUNCT
crl-25015	305	27	“	"	PUNCT
crl-25015	305	28	a	a	DET
crl-25015	305	29	systematic	systematic	ADJ
crl-25015	305	30	review	review	NOUN
crl-25015	305	31	of	of	ADP
crl-25015	305	32	research	research	NOUN
crl-25015	305	33	on	on	ADP
crl-25015	305	34	live	live	ADJ
crl-25015	305	35	chat	chat	NOUN
crl-25015	305	36	service	service	NOUN
crl-25015	305	37	,	,	PUNCT
crl-25015	305	38	”	"	PUNCT
crl-25015	305	39	reference	reference	NOUN
crl-25015	305	40	&	&	CCONJ
crl-25015	305	41	user	user	NOUN
crl-25015	305	42	services	service	NOUN
crl-25015	305	43	quarterly	quarterly	PROPN
crl-25015	305	44	51	51	NUM
crl-25015	305	45	,	,	PUNCT
crl-25015	305	46	no	no	NOUN
crl-25015	305	47	.	.	NOUN
crl-25015	305	48	2	2	NUM
crl-25015	305	49	(	(	PUNCT
crl-25015	305	50	december	december	PROPN
crl-25015	305	51	5	5	NUM
crl-25015	305	52	,	,	PUNCT
crl-25015	305	53	2011	2011	NUM
crl-25015	305	54	):	):	PUNCT
crl-25015	305	55	172–89	172–89	NUM
crl-25015	305	56	,	,	PUNCT
crl-25015	305	57	https://doi.org/10.5860/	https://doi.org/10.5860/	PROPN
crl-25015	305	58	rusq.51n2.172	rusq.51n2.172	PROPN
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crl-25015	306	1	5	5	X
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crl-25015	306	4	stowell	stowell	PROPN
crl-25015	306	5	bracke	bracke	PROPN
crl-25015	306	6	et	et	PROPN
crl-25015	306	7	al	al	PROPN
crl-25015	306	8	.	.	PROPN
crl-25015	306	9	,	,	PUNCT
crl-25015	306	10	“	"	PUNCT
crl-25015	306	11	finding	find	VERB
crl-25015	306	12	information	information	NOUN
crl-25015	306	13	in	in	ADP
crl-25015	306	14	a	a	DET
crl-25015	306	15	new	new	ADJ
crl-25015	306	16	landscape	landscape	NOUN
crl-25015	306	17	:	:	PUNCT
crl-25015	306	18	developing	develop	VERB
crl-25015	306	19	new	new	ADJ
crl-25015	306	20	service	service	NOUN
crl-25015	306	21	and	and	CCONJ
crl-25015	306	22	staffing	staffing	NOUN
crl-25015	306	23	models	model	NOUN
crl-25015	306	24	for	for	ADP
crl-25015	306	25	mediated	mediate	VERB
crl-25015	306	26	information	information	NOUN
crl-25015	306	27	services	service	NOUN
crl-25015	306	28	,	,	PUNCT
crl-25015	306	29	”	"	PUNCT
crl-25015	306	30	college	college	PROPN
crl-25015	306	31	&	&	CCONJ
crl-25015	306	32	research	research	PROPN
crl-25015	306	33	libraries	librarie	VERB
crl-25015	306	34	68	68	NUM
crl-25015	306	35	,	,	PUNCT
crl-25015	306	36	no	no	NOUN
crl-25015	306	37	.	.	NOUN
crl-25015	306	38	3	3	NUM
crl-25015	306	39	(	(	PUNCT
crl-25015	306	40	2007	2007	NUM
crl-25015	306	41	)	)	PUNCT
crl-25015	306	42	,	,	PUNCT
crl-25015	306	43	https://doi	https://doi	PROPN
crl-25015	306	44	.	.	PUNCT
crl-25015	306	45	org/10.5860	org/10.5860	PROPN
crl-25015	306	46	/	/	SYM
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crl-25015	306	48	;	;	PUNCT
crl-25015	306	49	kate	kate	ADJ
crl-25015	306	50	fuller	fuller	NOUN
crl-25015	306	51	and	and	CCONJ
crl-25015	306	52	nancy	nancy	PROPN
crl-25015	306	53	h.	h.	PROPN
crl-25015	306	54	dryden	dryden	PROPN
crl-25015	306	55	,	,	PUNCT
crl-25015	306	56	“	"	PUNCT
crl-25015	306	57	chat	chat	VERB
crl-25015	306	58	reference	reference	NOUN
crl-25015	306	59	analysis	analysis	NOUN
crl-25015	306	60	to	to	PART
crl-25015	306	61	determine	determine	VERB
crl-25015	306	62	accuracy	accuracy	NOUN
crl-25015	306	63	and	and	CCONJ
crl-25015	306	64	staffing	staff	VERB
crl-25015	306	65	needs	need	NOUN
crl-25015	306	66	at	at	ADP
crl-25015	306	67	one	one	NUM
crl-25015	306	68	academic	academic	ADJ
crl-25015	306	69	library	library	NOUN
crl-25015	306	70	,	,	PUNCT
crl-25015	306	71	”	"	PUNCT
crl-25015	306	72	internet	internet	NOUN
crl-25015	306	73	reference	reference	NOUN
crl-25015	306	74	services	service	NOUN
crl-25015	306	75	quarterly	quarterly	ADJ
crl-25015	306	76	20	20	NUM
crl-25015	306	77	,	,	PUNCT
crl-25015	306	78	no	no	NOUN
crl-25015	306	79	.	.	NOUN
crl-25015	306	80	3/4	3/4	NUM
crl-25015	306	81	(	(	PUNCT
crl-25015	306	82	july	july	PROPN
crl-25015	306	83	2015	2015	NUM
crl-25015	306	84	):	):	PUNCT
crl-25015	306	85	163–81	163–81	NUM
crl-25015	306	86	,	,	PUNCT
crl-25015	306	87	https://doi.org/10.1080/10875301.2015.1106999	https://doi.org/10.1080/10875301.2015.1106999	NOUN
crl-25015	306	88	;	;	PUNCT
crl-25015	306	89	krisellen	krisellen	PROPN
crl-25015	306	90	maloney	maloney	PROPN
crl-25015	306	91	and	and	CCONJ
crl-25015	306	92	jan	jan	PROPN
crl-25015	306	93	h.	h.	PROPN
crl-25015	306	94	kemp	kemp	PROPN
crl-25015	306	95	,	,	PUNCT
crl-25015	306	96	“	"	PUNCT
crl-25015	306	97	changes	change	NOUN
crl-25015	306	98	in	in	ADP
crl-25015	306	99	reference	reference	NOUN
crl-25015	306	100	question	question	NOUN
crl-25015	306	101	complexity	complexity	NOUN
crl-25015	306	102	following	follow	VERB
crl-25015	306	103	the	the	DET
crl-25015	306	104	implementation	implementation	NOUN
crl-25015	306	105	of	of	ADP
crl-25015	306	106	a	a	DET
crl-25015	306	107	proactive	proactive	ADJ
crl-25015	306	108	chat	chat	NOUN
crl-25015	306	109	system	system	NOUN
crl-25015	306	110	:	:	PUNCT
crl-25015	306	111	implications	implication	NOUN
crl-25015	306	112	for	for	ADP
crl-25015	306	113	practice	practice	NOUN
crl-25015	306	114	,	,	PUNCT
crl-25015	306	115	”	"	PUNCT
crl-25015	306	116	college	college	PROPN
crl-25015	306	117	&	&	CCONJ
crl-25015	306	118	research	research	PROPN
crl-25015	306	119	libraries	librarie	VERB
crl-25015	306	120	76	76	NUM
crl-25015	306	121	,	,	PUNCT
crl-25015	306	122	no	no	NOUN
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crl-25015	306	124	7	7	NUM
crl-25015	306	125	(	(	PUNCT
crl-25015	306	126	2015	2015	NUM
crl-25015	306	127	):	):	PUNCT
crl-25015	306	128	959–74	959–74	NUM
crl-25015	306	129	,	,	PUNCT
crl-25015	306	130	https://doi-org.turing.library.northwestern.edu/10.5860/crl.76.7.959	https://doi-org.turing.library.northwestern.edu/10.5860/crl.76.7.959	X
crl-25015	306	131	;	;	PUNCT
crl-25015	306	132	valery	valery	PRON
crl-25015	306	133	king	king	NOUN
crl-25015	306	134	and	and	CCONJ
crl-25015	306	135	sara	sara	PROPN
crl-25015	306	136	christensen	christensen	PROPN
crl-25015	306	137	-	-	PUNCT
crl-25015	306	138	lee	lee	PROPN
crl-25015	306	139	,	,	PUNCT
crl-25015	306	140	“	"	PUNCT
crl-25015	306	141	full	full	ADJ
crl-25015	306	142	-	-	PUNCT
crl-25015	306	143	time	time	NOUN
crl-25015	306	144	reference	reference	NOUN
crl-25015	306	145	with	with	ADP
crl-25015	306	146	part	part	ADJ
crl-25015	306	147	-	-	PUNCT
crl-25015	306	148	time	time	NOUN
crl-25015	306	149	librarians	librarian	NOUN
crl-25015	306	150	,	,	PUNCT
crl-25015	306	151	”	"	PUNCT
crl-25015	306	152	reference	reference	NOUN
crl-25015	306	153	&	&	CCONJ
crl-25015	306	154	user	user	NOUN
crl-25015	306	155	services	service	NOUN
crl-25015	306	156	quarterly	quarterly	ADJ
crl-25015	306	157	54	54	NUM
crl-25015	306	158	,	,	PUNCT
crl-25015	306	159	no	no	INTJ
crl-25015	306	160	.	.	NOUN
crl-25015	306	161	1	1	NUM
crl-25015	306	162	(	(	PUNCT
crl-25015	306	163	september	september	PROPN
crl-25015	306	164	25	25	NUM
crl-25015	306	165	,	,	PUNCT
crl-25015	306	166	2014	2014	NUM
crl-25015	306	167	):	):	PUNCT
crl-25015	306	168	34–43	34–43	NUM
crl-25015	306	169	,	,	PUNCT
crl-25015	306	170	https://doi.org/10.5860/rusq.54n1.34	https://doi.org/10.5860/rusq.54n1.34	PROPN
crl-25015	306	171	.	.	PUNCT
crl-25015	307	1	6	6	X
crl-25015	307	2	.	.	X
crl-25015	307	3	patricia	patricia	PROPN
crl-25015	307	4	bravender	bravender	PROPN
crl-25015	307	5	,	,	PUNCT
crl-25015	307	6	colleen	colleen	PROPN
crl-25015	307	7	lyon	lyon	NOUN
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crl-25015	307	11	molaro	molaro	NOUN
crl-25015	307	12	,	,	PUNCT
crl-25015	307	13	“	"	PUNCT
crl-25015	307	14	should	should	AUX
crl-25015	307	15	chat	chat	VERB
crl-25015	307	16	reference	reference	NOUN
crl-25015	307	17	be	be	AUX
crl-25015	307	18	staffed	staff	VERB
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crl-25015	307	20	librarians	librarian	NOUN
crl-25015	307	21	?	?	PUNCT
crl-25015	308	1	an	an	DET
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crl-25015	308	4	chat	chat	NOUN
crl-25015	308	5	reference	reference	NOUN
crl-25015	308	6	at	at	ADP
crl-25015	308	7	an	an	DET
crl-25015	308	8	academic	academic	ADJ
crl-25015	308	9	library	library	NOUN
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crl-25015	308	13	”	"	PUNCT
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crl-25015	308	17	quarterly	quarterly	ADJ
crl-25015	308	18	16	16	NUM
crl-25015	308	19	,	,	PUNCT
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crl-25015	308	22	3	3	NUM
crl-25015	308	23	(	(	PUNCT
crl-25015	308	24	july	july	PROPN
crl-25015	308	25	1	1	NUM
crl-25015	308	26	,	,	PUNCT
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crl-25015	308	28	):	):	PUNCT
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crl-25015	308	30	,	,	PUNCT
crl-25015	308	31	https://doi.org/10.1080/10875301.2011.595255	https://doi.org/10.1080/10875301.2011.595255	PROPN
crl-25015	308	32	.	.	PROPN
crl-25015	308	33	7	7	X
crl-25015	308	34	.	.	X
crl-25015	308	35	tara	tara	PROPN
crl-25015	308	36	radniecki	radniecki	PROPN
crl-25015	308	37	and	and	CCONJ
crl-25015	308	38	mitch	mitch	PROPN
crl-25015	308	39	winterman	winterman	PROPN
crl-25015	308	40	,	,	PUNCT
crl-25015	308	41	“	"	PUNCT
crl-25015	308	42	leveraging	leverage	VERB
crl-25015	308	43	student	student	NOUN
crl-25015	308	44	expertise	expertise	NOUN
crl-25015	308	45	for	for	ADP
crl-25015	308	46	niche	niche	NOUN
crl-25015	308	47	services	service	NOUN
crl-25015	308	48	,	,	PUNCT
crl-25015	308	49	”	"	PUNCT
crl-25015	308	50	reference	reference	NOUN
crl-25015	308	51	services	service	NOUN
crl-25015	308	52	review	review	VERB
crl-25015	308	53	48	48	NUM
crl-25015	308	54	,	,	PUNCT
crl-25015	308	55	no	no	NOUN
crl-25015	308	56	.	.	NOUN
crl-25015	308	57	2	2	NUM
crl-25015	308	58	(	(	PUNCT
crl-25015	308	59	january	january	PROPN
crl-25015	308	60	1	1	NUM
crl-25015	308	61	,	,	PUNCT
crl-25015	308	62	2020	2020	NUM
crl-25015	308	63	):	):	PUNCT
crl-25015	308	64	287–306	287–306	NUM
crl-25015	308	65	,	,	PUNCT
crl-25015	308	66	https://doi.org/10.1108/rsr-11-2019-0083	https://doi.org/10.1108/rsr-11-2019-0083	X
crl-25015	308	67	.	.	PUNCT
crl-25015	309	1	8	8	X
crl-25015	309	2	.	.	PUNCT
crl-25015	309	3	vera	vera	PROPN
crl-25015	309	4	j.	j.	PROPN
crl-25015	309	5	lux	lux	PROPN
crl-25015	309	6	and	and	CCONJ
crl-25015	309	7	linda	linda	PROPN
crl-25015	309	8	rich	rich	PROPN
crl-25015	309	9	,	,	PUNCT
crl-25015	309	10	“	"	PUNCT
crl-25015	309	11	can	can	AUX
crl-25015	309	12	student	student	NOUN
crl-25015	309	13	assistants	assistant	NOUN
crl-25015	309	14	effectively	effectively	ADV
crl-25015	309	15	provide	provide	VERB
crl-25015	309	16	chat	chat	NOUN
crl-25015	309	17	reference	reference	NOUN
crl-25015	309	18	services	service	NOUN
crl-25015	309	19	?	?	PUNCT
crl-25015	310	1	student	student	NOUN
crl-25015	310	2	transcripts	transcript	NOUN
crl-25015	310	3	vs.	vs.	ADP
crl-25015	310	4	librarian	librarian	ADJ
crl-25015	310	5	transcripts	transcript	NOUN
crl-25015	310	6	,	,	PUNCT
crl-25015	310	7	”	"	PUNCT
crl-25015	310	8	internet	internet	NOUN
crl-25015	310	9	reference	reference	NOUN
crl-25015	310	10	services	service	NOUN
crl-25015	310	11	quarterly	quarterly	ADV
crl-25015	310	12	21	21	NUM
crl-25015	310	13	,	,	PUNCT
crl-25015	310	14	no	no	NOUN
crl-25015	310	15	.	.	NOUN
crl-25015	310	16	3/4	3/4	NUM
crl-25015	310	17	(	(	PUNCT
crl-25015	310	18	july	july	PROPN
crl-25015	310	19	2016	2016	NUM
crl-25015	310	20	):	):	PUNCT
crl-25015	310	21	115–39	115–39	PROPN
crl-25015	310	22	,	,	PUNCT
crl-25015	310	23	https://doi	https://doi	PROPN
crl-25015	310	24	.	.	PUNCT
crl-25015	310	25	org/10.1080/10875301.2016.1248585	org/10.1080/10875301.2016.1248585	SPACE
crl-25015	310	26	;	;	PUNCT
crl-25015	310	27	kelsey	kelsey	PROPN
crl-25015	310	28	keyes	keye	NOUN
crl-25015	310	29	and	and	CCONJ
crl-25015	310	30	ellie	ellie	PROPN
crl-25015	310	31	dworak	dworak	PROPN
crl-25015	310	32	,	,	PUNCT
crl-25015	310	33	“	"	PUNCT
crl-25015	310	34	staffing	staff	VERB
crl-25015	310	35	chat	chat	NOUN
crl-25015	310	36	reference	reference	NOUN
crl-25015	310	37	with	with	ADP
crl-25015	310	38	undergraduate	undergraduate	NOUN
crl-25015	310	39	student	student	NOUN
crl-25015	310	40	assistants	assistant	NOUN
crl-25015	310	41	at	at	ADP
crl-25015	310	42	an	an	DET
crl-25015	310	43	academic	academic	ADJ
crl-25015	310	44	library	library	NOUN
crl-25015	310	45	:	:	PUNCT
crl-25015	310	46	a	a	DET
crl-25015	310	47	standards	standard	NOUN
crl-25015	310	48	-	-	PUNCT
crl-25015	310	49	based	base	VERB
crl-25015	310	50	assessment	assessment	NOUN
crl-25015	310	51	,	,	PUNCT
crl-25015	310	52	”	"	PUNCT
crl-25015	310	53	journal	journal	NOUN
crl-25015	310	54	of	of	ADP
crl-25015	310	55	academic	academic	ADJ
crl-25015	310	56	librarianship	librarianship	NOUN
crl-25015	310	57	43	43	NUM
crl-25015	310	58	,	,	PUNCT
crl-25015	310	59	no	no	NOUN
crl-25015	310	60	.	.	NOUN
crl-25015	310	61	6	6	NUM
crl-25015	310	62	(	(	PUNCT
crl-25015	310	63	november	november	PROPN
crl-25015	310	64	1	1	NUM
crl-25015	310	65	,	,	PUNCT
crl-25015	310	66	2017	2017	NUM
crl-25015	310	67	):	):	PUNCT
crl-25015	310	68	469–78	469–78	PROPN
crl-25015	310	69	,	,	PUNCT
crl-25015	310	70	https://doi.org/10.1016/j.acalib.2017.09.001	https://doi.org/10.1016/j.acalib.2017.09.001	NUM
crl-25015	310	71	.	.	PUNCT
crl-25015	311	1	9	9	X
crl-25015	311	2	.	.	X
crl-25015	311	3	craig	craig	PROPN
crl-25015	311	4	boman	boman	PROPN
crl-25015	311	5	et	et	PROPN
crl-25015	311	6	al	al	PROPN
crl-25015	311	7	.	.	PROPN
crl-25015	311	8	,	,	PUNCT
crl-25015	311	9	artificial	artificial	ADJ
crl-25015	311	10	intelligence	intelligence	NOUN
crl-25015	311	11	and	and	CCONJ
crl-25015	311	12	machine	machine	NOUN
crl-25015	311	13	learning	learning	NOUN
crl-25015	311	14	in	in	ADP
crl-25015	311	15	libraries	library	NOUN
crl-25015	311	16	,	,	PUNCT
crl-25015	311	17	ed	ed	NOUN
crl-25015	311	18	.	.	PUNCT
crl-25015	311	19	jason	jason	PROPN
crl-25015	311	20	griffey	griffey	PROPN
crl-25015	311	21	,	,	PUNCT
crl-25015	311	22	vol	vol	NOUN
crl-25015	311	23	.	.	PROPN
crl-25015	312	1	55	55	NUM
crl-25015	312	2	,	,	PUNCT
crl-25015	312	3	library	library	NOUN
crl-25015	312	4	technology	technology	NOUN
crl-25015	312	5	reports	report	VERB
crl-25015	312	6	1	1	NUM
crl-25015	312	7	(	(	PUNCT
crl-25015	312	8	chicago	chicago	PROPN
crl-25015	312	9	,	,	PUNCT
crl-25015	312	10	il	il	PROPN
crl-25015	312	11	:	:	PUNCT
crl-25015	312	12	ala	ala	PROPN
crl-25015	312	13	techsource	techsource	PROPN
crl-25015	312	14	,	,	PUNCT
crl-25015	312	15	2019	2019	NUM
crl-25015	312	16	)	)	PUNCT
crl-25015	312	17	;	;	PUNCT
crl-25015	312	18	university	university	NOUN
crl-25015	312	19	of	of	ADP
crl-25015	312	20	oklahoma	oklahoma	PROPN
crl-25015	312	21	libraries	library	NOUN
crl-25015	312	22	,	,	PUNCT
crl-25015	312	23	“	"	PUNCT
crl-25015	312	24	projects	project	NOUN
crl-25015	312	25	in	in	ADP
crl-25015	312	26	artificial	artificial	ADJ
crl-25015	312	27	intelligence	intelligence	NOUN
crl-25015	312	28	registry	registry	NOUN
crl-25015	312	29	(	(	PUNCT
crl-25015	312	30	pair	pair	NOUN
crl-25015	312	31	):	):	PUNCT
crl-25015	312	32	a	a	DET
crl-25015	312	33	registry	registry	NOUN
crl-25015	312	34	for	for	ADP
crl-25015	312	35	ai	ai	NOUN
crl-25015	312	36	projects	project	NOUN
crl-25015	312	37	in	in	ADP
crl-25015	312	38	higher	high	ADJ
crl-25015	312	39	ed	ed	NOUN
crl-25015	312	40	,	,	PUNCT
crl-25015	312	41	”	"	PUNCT
crl-25015	312	42	projects	project	NOUN
crl-25015	312	43	in	in	ADP
crl-25015	312	44	artificial	artificial	ADJ
crl-25015	312	45	intelligence	intelligence	NOUN
crl-25015	312	46	registry	registry	NOUN
crl-25015	312	47	(	(	PUNCT
crl-25015	312	48	pair	pair	NOUN
crl-25015	312	49	)	)	PUNCT
crl-25015	312	50	,	,	PUNCT
crl-25015	312	51	2019	2019	NUM
crl-25015	312	52	,	,	PUNCT
crl-25015	312	53	https://pair.libraries.ou.edu/.	https://pair.libraries.ou.edu/.	PROPN
crl-25015	312	54	10	10	NUM
crl-25015	312	55	.	.	PUNCT
crl-25015	313	1	university	university	PROPN
crl-25015	313	2	of	of	ADP
crl-25015	313	3	oklahoma	oklahoma	PROPN
crl-25015	313	4	libraries	library	NOUN
crl-25015	313	5	,	,	PUNCT
crl-25015	313	6	“	"	PUNCT
crl-25015	313	7	antswers	antswer	NOUN
crl-25015	313	8	:	:	PUNCT
crl-25015	313	9	university	university	PROPN
crl-25015	313	10	of	of	ADP
crl-25015	313	11	california	california	PROPN
crl-25015	313	12	,	,	PUNCT
crl-25015	313	13	irvine	irvine	PROPN
crl-25015	313	14	libraries	library	NOUN
crl-25015	313	15	chatbot	chatbot	NOUN
crl-25015	313	16	,	,	PUNCT
crl-25015	313	17	”	"	PUNCT
crl-25015	313	18	projects	project	NOUN
crl-25015	313	19	in	in	ADP
crl-25015	313	20	artificial	artificial	ADJ
crl-25015	313	21	intelligence	intelligence	NOUN
crl-25015	313	22	registry	registry	NOUN
crl-25015	313	23	(	(	PUNCT
crl-25015	313	24	pair	pair	NOUN
crl-25015	313	25	)	)	PUNCT
crl-25015	313	26	,	,	PUNCT
crl-25015	313	27	january	january	PROPN
crl-25015	313	28	18	18	NUM
crl-25015	313	29	,	,	PUNCT
crl-25015	313	30	2019	2019	NUM
crl-25015	313	31	,	,	PUNCT
crl-25015	313	32	https://pair.libraries.ou.edu/content/antswersuniversity-california-irvine-libraries-chatbot	https://pair.libraries.ou.edu/content/antswersuniversity-california-irvine-libraries-chatbot	PROPN
crl-25015	313	33	;	;	PUNCT
crl-25015	313	34	university	university	PROPN
crl-25015	313	35	of	of	ADP
crl-25015	313	36	oklahoma	oklahoma	PROPN
crl-25015	313	37	libraries	library	NOUN
crl-25015	313	38	,	,	PUNCT
crl-25015	313	39	“	"	PUNCT
crl-25015	313	40	library	library	NOUN
crl-25015	313	41	website	website	NOUN
crl-25015	313	42	chatbot	chatbot	NOUN
crl-25015	313	43	,	,	PUNCT
crl-25015	313	44	”	"	PUNCT
crl-25015	313	45	projects	project	NOUN
crl-25015	313	46	in	in	ADP
crl-25015	313	47	artificial	artificial	ADJ
crl-25015	313	48	intelligence	intelligence	NOUN
crl-25015	313	49	registry	registry	NOUN
crl-25015	313	50	(	(	PUNCT
crl-25015	313	51	pair	pair	NOUN
crl-25015	313	52	)	)	PUNCT
crl-25015	313	53	,	,	PUNCT
crl-25015	313	54	january	january	PROPN
crl-25015	313	55	18	18	NUM
crl-25015	313	56	,	,	PUNCT
crl-25015	313	57	2019	2019	NUM
crl-25015	313	58	,	,	PUNCT
crl-25015	313	59	https://pair.libraries.ou.edu/content/librarywebsite-chatbot	https://pair.libraries.ou.edu/content/librarywebsite-chatbot	PROPN
crl-25015	313	60	.	.	PUNCT
crl-25015	314	1	11	11	NUM
crl-25015	314	2	.	.	PUNCT
crl-25015	314	3	university	university	PROPN
crl-25015	314	4	of	of	ADP
crl-25015	314	5	oklahoma	oklahoma	PROPN
crl-25015	314	6	libraries	library	NOUN
crl-25015	314	7	,	,	PUNCT
crl-25015	314	8	“	"	PUNCT
crl-25015	314	9	antswers	antswer	NOUN
crl-25015	314	10	:	:	PUNCT
crl-25015	314	11	university	university	PROPN
crl-25015	314	12	of	of	ADP
crl-25015	314	13	california	california	PROPN
crl-25015	314	14	,	,	PUNCT
crl-25015	314	15	irvine	irvine	PROPN
crl-25015	314	16	libraries	librarie	VERB
crl-25015	314	17	chatbot	chatbot	NOUN
crl-25015	314	18	.	.	PUNCT
crl-25015	314	19	”	"	PUNCT
crl-25015	315	1	12	12	NUM
crl-25015	315	2	.	.	PUNCT
crl-25015	315	3	walker	walker	NOUN
crl-25015	315	4	and	and	CCONJ
crl-25015	315	5	coleman	coleman	PROPN
crl-25015	315	6	,	,	PUNCT
crl-25015	315	7	“	"	PUNCT
crl-25015	315	8	analyzing	analyze	VERB
crl-25015	315	9	virtual	virtual	ADJ
crl-25015	315	10	reference	reference	NOUN
crl-25015	315	11	transcripts	transcript	NOUN
crl-25015	315	12	with	with	ADP
crl-25015	315	13	machine	machine	NOUN
crl-25015	315	14	learning	learning	NOUN
crl-25015	315	15	”	"	PUNCT
crl-25015	315	16	;	;	PUNCT
crl-25015	315	17	walker	walker	NOUN
crl-25015	315	18	,	,	PUNCT
crl-25015	315	19	“	"	PUNCT
crl-25015	315	20	measuring	measure	VERB
crl-25015	315	21	the	the	DET
crl-25015	315	22	impact	impact	NOUN
crl-25015	315	23	that	that	PRON
crl-25015	315	24	domain	domain	VERB
crl-25015	315	25	knowledge	knowledge	NOUN
crl-25015	315	26	in	in	ADP
crl-25015	315	27	the	the	DET
crl-25015	315	28	form	form	NOUN
crl-25015	315	29	of	of	ADP
crl-25015	315	30	simple	simple	ADJ
crl-25015	315	31	ontology	ontology	NOUN
crl-25015	315	32	structures	structure	NOUN
crl-25015	315	33	has	have	VERB
crl-25015	315	34	on	on	ADP
crl-25015	315	35	predictive	predictive	ADJ
crl-25015	315	36	modelling	modelling	NOUN
crl-25015	315	37	processes	process	NOUN
crl-25015	315	38	in	in	ADP
crl-25015	315	39	the	the	DET
crl-25015	315	40	context	context	NOUN
crl-25015	315	41	of	of	ADP
crl-25015	315	42	academic	academic	ADJ
crl-25015	315	43	library	library	NOUN
crl-25015	315	44	virtual	virtual	ADJ
crl-25015	315	45	reference	reference	PROPN
crl-25015	315	46	services	service	NOUN
crl-25015	315	47	.	.	PUNCT
crl-25015	315	48	”	"	PUNCT
crl-25015	316	1	13	13	NUM
crl-25015	316	2	.	.	PUNCT
crl-25015	316	3	ellie	ellie	NOUN
crl-25015	316	4	kohler	kohler	NOUN
crl-25015	316	5	,	,	PUNCT
crl-25015	316	6	“	"	PUNCT
crl-25015	316	7	what	what	PRON
crl-25015	316	8	do	do	AUX
crl-25015	316	9	your	your	PRON
crl-25015	316	10	library	library	NOUN
crl-25015	316	11	chats	chat	NOUN
crl-25015	316	12	say	say	VERB
crl-25015	316	13	?	?	PUNCT
crl-25015	317	1	how	how	SCONJ
crl-25015	317	2	to	to	PART
crl-25015	317	3	analyze	analyze	VERB
crl-25015	317	4	webchat	webchat	ADP
crl-25015	317	5	transcripts	transcript	NOUN
crl-25015	317	6	for	for	ADP
crl-25015	317	7	sentiment	sentiment	NOUN
crl-25015	317	8	and	and	CCONJ
crl-25015	317	9	topic	topic	NOUN
crl-25015	317	10	extraction	extraction	NOUN
crl-25015	317	11	,	,	PUNCT
crl-25015	317	12	”	"	PUNCT
crl-25015	317	13	in	in	ADP
crl-25015	317	14	brick	brick	NOUN
crl-25015	317	15	&	&	CCONJ
crl-25015	317	16	click	click	VERB
crl-25015	317	17	libraries	librarie	VERB
crl-25015	317	18	conference	conference	NOUN
crl-25015	317	19	proceedings	proceeding	NOUN
crl-25015	317	20	(	(	PUNCT
crl-25015	317	21	17th	17th	ADJ
crl-25015	317	22	annual	annual	ADJ
crl-25015	317	23	brick	brick	NOUN
crl-25015	317	24	&	&	CCONJ
crl-25015	317	25	click	click	VERB
crl-25015	317	26	libraries	librarie	VERB
crl-25015	317	27	conference	conference	NOUN
crl-25015	317	28	,	,	PUNCT
crl-25015	317	29	maryville	maryville	PROPN
crl-25015	317	30	,	,	PUNCT
crl-25015	317	31	missouri	missouri	PROPN
crl-25015	317	32	:	:	PUNCT
crl-25015	317	33	northwest	northwest	PROPN
crl-25015	317	34	missouri	missouri	PROPN
crl-25015	317	35	state	state	PROPN
crl-25015	317	36	university	university	PROPN
crl-25015	317	37	,	,	PUNCT
crl-25015	317	38	2017	2017	NUM
crl-25015	317	39	)	)	PUNCT
crl-25015	317	40	.	.	PUNCT
crl-25015	318	1	14	14	NUM
crl-25015	318	2	.	.	PUNCT
crl-25015	318	3	kohler	kohler	NOUN
crl-25015	318	4	,	,	PUNCT
crl-25015	318	5	“	"	PUNCT
crl-25015	318	6	what	what	PRON
crl-25015	318	7	do	do	AUX
crl-25015	318	8	your	your	PRON
crl-25015	318	9	library	library	NOUN
crl-25015	318	10	chats	chat	NOUN
crl-25015	318	11	say	say	VERB
crl-25015	318	12	?	?	PUNCT
crl-25015	318	13	”	"	PUNCT
crl-25015	318	14	;	;	PUNCT
crl-25015	318	15	bella	bella	PROPN
crl-25015	318	16	k.	k.	PROPN
crl-25015	318	17	gerlich	gerlich	PROPN
crl-25015	318	18	and	and	CCONJ
crl-25015	318	19	g.	g.	PROPN
crl-25015	318	20	lynn	lynn	PROPN
crl-25015	318	21	berard	berard	PROPN
crl-25015	318	22	,	,	PUNCT
crl-25015	318	23	“	"	PUNCT
crl-25015	318	24	introducing	introduce	VERB
crl-25015	318	25	the	the	DET
crl-25015	318	26	read	read	NOUN
crl-25015	318	27	scale	scale	NOUN
crl-25015	318	28	:	:	PUNCT
crl-25015	318	29	qualitative	qualitative	ADJ
crl-25015	318	30	statistics	statistic	NOUN
crl-25015	318	31	for	for	ADP
crl-25015	318	32	academic	academic	ADJ
crl-25015	318	33	reference	reference	NOUN
crl-25015	318	34	services	service	NOUN
crl-25015	318	35	,	,	PUNCT
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crl-25015	319	13	”	"	PUNCT
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crl-25015	327	4	“	"	PUNCT
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crl-25015	327	18	”	"	PUNCT
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crl-25015	327	26	,	,	PUNCT
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crl-25015	329	20	document	document	NOUN
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crl-25015	331	3	https://doi.org/10.1080/10875301.2016.1248585	https://doi.org/10.1080/10875301.2016.1248585	X
crl-25015	332	1	https://doi.org/10.1016/j.acalib.2017.09.001	https://doi.org/10.1016/j.acalib.2017.09.001	NUM
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crl-25015	333	38	for	for	ADP
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crl-25015	333	42	”	"	PUNCT
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crl-25015	333	50	,	,	PUNCT
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crl-25015	333	52	,	,	PUNCT
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crl-25015	334	12	form	form	NOUN
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crl-25015	334	14	simple	simple	ADJ
crl-25015	334	15	ontology	ontology	NOUN
crl-25015	334	16	structures	structure	NOUN
crl-25015	334	17	has	have	VERB
crl-25015	334	18	on	on	ADP
crl-25015	334	19	predictive	predictive	ADJ
crl-25015	334	20	modelling	modelling	NOUN
crl-25015	334	21	processes	process	NOUN
crl-25015	334	22	in	in	ADP
crl-25015	334	23	the	the	DET
crl-25015	334	24	context	context	NOUN
crl-25015	334	25	of	of	ADP
crl-25015	334	26	academic	academic	ADJ
crl-25015	334	27	library	library	NOUN
crl-25015	334	28	virtual	virtual	ADJ
crl-25015	334	29	reference	reference	PROPN
crl-25015	334	30	services	service	NOUN
crl-25015	334	31	.	.	PUNCT
crl-25015	334	32	”	"	PUNCT
crl-25015	335	1	22	22	NUM
crl-25015	335	2	.	.	PUNCT
crl-25015	335	3	walker	walker	NOUN
crl-25015	335	4	and	and	CCONJ
crl-25015	335	5	coleman	coleman	PROPN
crl-25015	335	6	,	,	PUNCT
crl-25015	335	7	“	"	PUNCT
crl-25015	335	8	analyzing	analyze	VERB
crl-25015	335	9	virtual	virtual	ADJ
crl-25015	335	10	reference	reference	NOUN
crl-25015	335	11	transcripts	transcript	NOUN
crl-25015	335	12	with	with	ADP
crl-25015	335	13	machine	machine	NOUN
crl-25015	335	14	learning	learning	NOUN
crl-25015	335	15	.	.	PUNCT
crl-25015	335	16	”	"	PUNCT
crl-25015	336	1	23	23	NUM
crl-25015	336	2	.	.	PUNCT
crl-25015	337	1	pauli	pauli	PROPN
crl-25015	337	2	virtanen	virtanen	PROPN
crl-25015	337	3	et	et	PROPN
crl-25015	338	1	al	al	PROPN
crl-25015	338	2	.	.	PROPN
crl-25015	338	3	,	,	PUNCT
crl-25015	338	4	“	"	PUNCT
crl-25015	338	5	scipy	scipy	VERB
crl-25015	338	6	1.0	1.0	NUM
crl-25015	338	7	:	:	PUNCT
crl-25015	338	8	fundamental	fundamental	ADJ
crl-25015	338	9	algorithms	algorithm	NOUN
crl-25015	338	10	for	for	ADP
crl-25015	338	11	scientific	scientific	ADJ
crl-25015	338	12	computing	computing	NOUN
crl-25015	338	13	in	in	ADP
crl-25015	338	14	python	python	NOUN
crl-25015	338	15	,	,	PUNCT
crl-25015	338	16	”	"	PUNCT
crl-25015	338	17	nature	nature	NOUN
crl-25015	338	18	methods	method	NOUN
crl-25015	338	19	17	17	NUM
crl-25015	338	20	(	(	PUNCT
crl-25015	338	21	2020	2020	NUM
crl-25015	338	22	):	):	PUNCT
crl-25015	338	23	261–72	261–72	NUM
crl-25015	338	24	,	,	PUNCT
crl-25015	338	25	https://doi.org/10.1038/s41592-019-0686-2	https://doi.org/10.1038/s41592-019-0686-2	NUM
crl-25015	338	26	;	;	PUNCT
crl-25015	338	27	wes	wes	PROPN
crl-25015	338	28	mckinney	mckinney	NOUN
crl-25015	338	29	,	,	PUNCT
crl-25015	338	30	“	"	PUNCT
crl-25015	338	31	data	datum	NOUN
crl-25015	338	32	structures	structure	NOUN
crl-25015	338	33	for	for	ADP
crl-25015	338	34	statistical	statistical	ADJ
crl-25015	338	35	computing	computing	NOUN
crl-25015	338	36	in	in	ADP
crl-25015	338	37	python	python	NOUN
crl-25015	338	38	,	,	PUNCT
crl-25015	338	39	”	"	PUNCT
crl-25015	338	40	in	in	ADP
crl-25015	338	41	proceedings	proceeding	NOUN
crl-25015	338	42	of	of	ADP
crl-25015	338	43	the	the	DET
crl-25015	338	44	9th	9th	ADJ
crl-25015	338	45	python	python	NOUN
crl-25015	338	46	in	in	ADP
crl-25015	338	47	science	science	NOUN
crl-25015	338	48	conference	conference	NOUN
crl-25015	338	49	,	,	PUNCT
crl-25015	338	50	eds	ed	NOUN
crl-25015	338	51	.	.	PUNCT
crl-25015	339	1	stéfan	stéfan	PROPN
crl-25015	339	2	van	van	PROPN
crl-25015	339	3	der	der	PROPN
crl-25015	339	4	walt	walt	PROPN
crl-25015	339	5	and	and	CCONJ
crl-25015	339	6	jarrod	jarrod	PROPN
crl-25015	339	7	millman	millman	PROPN
crl-25015	339	8	(	(	PUNCT
crl-25015	339	9	2010	2010	NUM
crl-25015	339	10	)	)	PUNCT
crl-25015	339	11	,	,	PUNCT
crl-25015	339	12	56–61	56–61	NUM
crl-25015	339	13	,	,	PUNCT
crl-25015	339	14	https://doi.org/10.25080/majora-92bf1922-00a	https://doi.org/10.25080/majora-92bf1922-00a	PROPN
crl-25015	339	15	.	.	PROPN
crl-25015	340	1	24	24	NUM
crl-25015	340	2	.	.	PUNCT
crl-25015	340	3	f.	f.	PROPN
crl-25015	340	4	pedregosa	pedregosa	PROPN
crl-25015	340	5	et	et	PROPN
crl-25015	340	6	al	al	PROPN
crl-25015	340	7	.	.	PROPN
crl-25015	340	8	,	,	PUNCT
crl-25015	340	9	“	"	PUNCT
crl-25015	340	10	scikit	scikit	NOUN
crl-25015	340	11	-	-	PUNCT
crl-25015	340	12	learn	learn	NOUN
crl-25015	340	13	:	:	PUNCT
crl-25015	340	14	machine	machine	NOUN
crl-25015	340	15	learning	learning	NOUN
crl-25015	340	16	in	in	ADP
crl-25015	340	17	python	python	NOUN
crl-25015	340	18	,	,	PUNCT
crl-25015	340	19	”	"	PUNCT
crl-25015	340	20	journal	journal	NOUN
crl-25015	340	21	of	of	ADP
crl-25015	340	22	machine	machine	NOUN
crl-25015	340	23	learning	learning	NOUN
crl-25015	340	24	research	research	NOUN
crl-25015	340	25	12	12	NUM
crl-25015	340	26	(	(	PUNCT
crl-25015	340	27	2011	2011	NUM
crl-25015	340	28	):	):	PUNCT
crl-25015	340	29	2825–30	2825–30	NUM
crl-25015	340	30	;	;	PUNCT
crl-25015	340	31	radim	radim	PROPN
crl-25015	340	32	řehůřek	řehůřek	PROPN
crl-25015	340	33	and	and	CCONJ
crl-25015	340	34	petr	petr	PROPN
crl-25015	340	35	sojka	sojka	PROPN
crl-25015	340	36	,	,	PUNCT
crl-25015	340	37	“	"	PUNCT
crl-25015	340	38	software	software	NOUN
crl-25015	340	39	framework	framework	NOUN
crl-25015	340	40	for	for	ADP
crl-25015	340	41	topic	topic	NOUN
crl-25015	340	42	modelling	modelling	NOUN
crl-25015	340	43	with	with	ADP
crl-25015	340	44	large	large	ADJ
crl-25015	340	45	corpora	corpus	NOUN
crl-25015	340	46	,	,	PUNCT
crl-25015	340	47	”	"	PUNCT
crl-25015	340	48	in	in	ADP
crl-25015	340	49	proceedings	proceeding	NOUN
crl-25015	340	50	of	of	ADP
crl-25015	340	51	the	the	DET
crl-25015	340	52	lrec	lrec	ADJ
crl-25015	340	53	2010	2010	NUM
crl-25015	340	54	workshop	workshop	NOUN
crl-25015	340	55	on	on	ADP
crl-25015	340	56	new	new	ADJ
crl-25015	340	57	challenges	challenge	NOUN
crl-25015	340	58	for	for	ADP
crl-25015	340	59	nlp	nlp	PROPN
crl-25015	340	60	frameworks	framework	NOUN
crl-25015	340	61	(	(	PUNCT
crl-25015	340	62	valletta	valletta	NOUN
crl-25015	340	63	,	,	PUNCT
crl-25015	340	64	malta	malta	NOUN
crl-25015	340	65	:	:	PUNCT
crl-25015	340	66	elra	elra	PROPN
crl-25015	340	67	,	,	PUNCT
crl-25015	340	68	2010	2010	NUM
crl-25015	340	69	)	)	PUNCT
crl-25015	340	70	,	,	PUNCT
crl-25015	340	71	45–50	45–50	NUM
crl-25015	340	72	.	.	PUNCT
crl-25015	341	1	25	25	NUM
crl-25015	341	2	.	.	PUNCT
crl-25015	342	1	michael	michael	PROPN
crl-25015	342	2	waskom	waskom	PROPN
crl-25015	342	3	et	et	PROPN
crl-25015	343	1	al	al	PROPN
crl-25015	343	2	.	.	PROPN
crl-25015	343	3	,	,	PUNCT
crl-25015	343	4	mwaskom	mwaskom	PROPN
crl-25015	343	5	/	/	SYM
crl-25015	343	6	seaborn	seaborn	VERB
crl-25015	343	7	:	:	PUNCT
crl-25015	343	8	v0.8.1	v0.8.1	PROPN
crl-25015	343	9	(	(	PUNCT
crl-25015	343	10	september	september	PROPN
crl-25015	343	11	2017	2017	NUM
crl-25015	343	12	)	)	PUNCT
crl-25015	343	13	,	,	PUNCT
crl-25015	343	14	version	version	NOUN
crl-25015	343	15	v0.8.1	v0.8.1	PROPN
crl-25015	343	16	(	(	PUNCT
crl-25015	343	17	zenodo	zenodo	PROPN
crl-25015	343	18	,	,	PUNCT
crl-25015	343	19	2017	2017	NUM
crl-25015	343	20	)	)	PUNCT
crl-25015	343	21	,	,	PUNCT
crl-25015	343	22	https://	https://	PROPN
crl-25015	343	23	doi.org/10.5281/zenodo.883859	doi.org/10.5281/zenodo.883859	PROPN
crl-25015	343	24	.	.	PUNCT
crl-25015	344	1	26	26	NUM
crl-25015	344	2	.	.	PUNCT
crl-25015	345	1	tom	tom	PROPN
crl-25015	345	2	fawcett	fawcett	PROPN
crl-25015	345	3	,	,	PUNCT
crl-25015	345	4	“	"	PUNCT
crl-25015	345	5	an	an	DET
crl-25015	345	6	introduction	introduction	NOUN
crl-25015	345	7	to	to	ADP
crl-25015	345	8	roc	roc	PROPN
crl-25015	345	9	analysis	analysis	NOUN
crl-25015	345	10	,	,	PUNCT
crl-25015	345	11	”	"	PUNCT
crl-25015	345	12	pattern	pattern	NOUN
crl-25015	345	13	recognition	recognition	NOUN
crl-25015	345	14	letters	letter	NOUN
crl-25015	345	15	,	,	PUNCT
crl-25015	345	16	roc	roc	PROPN
crl-25015	345	17	analysis	analysis	NOUN
crl-25015	345	18	in	in	ADP
crl-25015	345	19	pattern	pattern	NOUN
crl-25015	345	20	recognition	recognition	NOUN
crl-25015	345	21	,	,	PUNCT
crl-25015	345	22	27	27	NUM
crl-25015	345	23	,	,	PUNCT
crl-25015	345	24	no	no	INTJ
crl-25015	345	25	.	.	NOUN
crl-25015	345	26	8	8	NUM
crl-25015	345	27	(	(	PUNCT
crl-25015	345	28	june	june	PROPN
crl-25015	345	29	1	1	NUM
crl-25015	345	30	,	,	PUNCT
crl-25015	345	31	2006	2006	NUM
crl-25015	345	32	):	):	PUNCT
crl-25015	345	33	861–74	861–74	PROPN
crl-25015	345	34	,	,	PUNCT
crl-25015	345	35	https://doi.org/10.1016/j.patrec.2005.10.010	https://doi.org/10.1016/j.patrec.2005.10.010	PROPN
crl-25015	345	36	.	.	PUNCT
crl-25015	346	1	27	27	NUM
crl-25015	346	2	.	.	PUNCT
crl-25015	347	1	walker	walker	NOUN
crl-25015	347	2	,	,	PUNCT
crl-25015	347	3	“	"	PUNCT
crl-25015	347	4	measuring	measure	VERB
crl-25015	347	5	the	the	DET
crl-25015	347	6	impact	impact	NOUN
crl-25015	347	7	that	that	PRON
crl-25015	347	8	domain	domain	VERB
crl-25015	347	9	knowledge	knowledge	NOUN
crl-25015	347	10	in	in	ADP
crl-25015	347	11	the	the	DET
crl-25015	347	12	form	form	NOUN
crl-25015	347	13	of	of	ADP
crl-25015	347	14	simple	simple	ADJ
crl-25015	347	15	ontology	ontology	NOUN
crl-25015	347	16	structures	structure	NOUN
crl-25015	347	17	has	have	VERB
crl-25015	347	18	on	on	ADP
crl-25015	347	19	predictive	predictive	ADJ
crl-25015	347	20	modelling	modelling	NOUN
crl-25015	347	21	processes	process	NOUN
crl-25015	347	22	in	in	ADP
crl-25015	347	23	the	the	DET
crl-25015	347	24	context	context	NOUN
crl-25015	347	25	of	of	ADP
crl-25015	347	26	academic	academic	ADJ
crl-25015	347	27	library	library	NOUN
crl-25015	347	28	virtual	virtual	ADJ
crl-25015	347	29	reference	reference	PROPN
crl-25015	347	30	services	service	NOUN
crl-25015	347	31	.	.	PUNCT
crl-25015	347	32	”	"	PUNCT
crl-25015	348	1	28	28	NUM
crl-25015	348	2	.	.	PROPN
crl-25015	348	3	python	python	PROPN
crl-25015	348	4	software	software	NOUN
crl-25015	348	5	foundation	foundation	NOUN
crl-25015	348	6	,	,	PUNCT
crl-25015	348	7	“	"	PUNCT
crl-25015	348	8	re	re	ADJ
crl-25015	348	9	—	—	PUNCT
crl-25015	348	10	regular	regular	ADJ
crl-25015	348	11	expression	expression	NOUN
crl-25015	348	12	operations	operation	NOUN
crl-25015	348	13	,	,	PUNCT
crl-25015	348	14	”	"	PUNCT
crl-25015	348	15	python	python	NOUN
crl-25015	348	16	3.9.0	3.9.0	NUM
crl-25015	348	17	documentation	documentation	NOUN
crl-25015	348	18	,	,	PUNCT
crl-25015	348	19	november	november	PROPN
crl-25015	348	20	11	11	NUM
crl-25015	348	21	,	,	PUNCT
crl-25015	348	22	2020	2020	NUM
crl-25015	348	23	,	,	PUNCT
crl-25015	348	24	https://docs.python.org/3/library/re.html	https://docs.python.org/3/library/re.html	NOUN
crl-25015	348	25	.	.	PUNCT
crl-25015	349	1	29	29	NUM
crl-25015	349	2	.	.	PUNCT
crl-25015	349	3	f.	f.	PROPN
crl-25015	349	4	pedregosa	pedregosa	PROPN
crl-25015	349	5	et	et	PROPN
crl-25015	349	6	al	al	PROPN
crl-25015	349	7	.	.	PROPN
crl-25015	349	8	,	,	PUNCT
crl-25015	349	9	“	"	PUNCT
crl-25015	349	10	tfidftransformer	tfidftransformer	NOUN
crl-25015	349	11	—	—	PUNCT
crl-25015	349	12	scikit	scikit	NOUN
crl-25015	349	13	-	-	PUNCT
crl-25015	349	14	learn	learn	NOUN
crl-25015	349	15	0.23.2	0.23.2	NUM
crl-25015	349	16	documentation	documentation	NOUN
crl-25015	349	17	,	,	PUNCT
crl-25015	349	18	”	"	PUNCT
crl-25015	349	19	scikit	scikit	NOUN
crl-25015	349	20	-	-	PUNCT
crl-25015	349	21	learn	learn	NOUN
crl-25015	349	22	:	:	PUNCT
crl-25015	349	23	machine	machine	NOUN
crl-25015	349	24	learning	learning	NOUN
crl-25015	349	25	in	in	ADP
crl-25015	349	26	python	python	NOUN
crl-25015	349	27	(	(	PUNCT
crl-25015	349	28	2020	2020	NUM
crl-25015	349	29	)	)	PUNCT
crl-25015	349	30	,	,	PUNCT
crl-25015	349	31	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	PROPN
crl-25015	349	32	.	.	PROPN
crl-25015	350	1	30	30	NUM
crl-25015	350	2	.	.	PUNCT
crl-25015	351	1	radim	radim	PROPN
crl-25015	351	2	řehůřek	řehůřek	PROPN
crl-25015	351	3	and	and	CCONJ
crl-25015	351	4	petr	petr	PROPN
crl-25015	351	5	sojka	sojka	NOUN
crl-25015	351	6	,	,	PUNCT
crl-25015	351	7	“	"	PUNCT
crl-25015	351	8	models.doc2vec	models.doc2vec	X
crl-25015	351	9	–	–	PUNCT
crl-25015	351	10	doc2vec	doc2vec	NOUN
crl-25015	351	11	paragraph	paragraph	NOUN
crl-25015	351	12	embeddings	embedding	NOUN
crl-25015	351	13	,	,	PUNCT
crl-25015	351	14	”	"	PUNCT
crl-25015	351	15	gensim	gensim	NOUN
crl-25015	351	16	:	:	PUNCT
crl-25015	351	17	topic	topic	NOUN
crl-25015	351	18	modelling	modelling	NOUN
crl-25015	351	19	for	for	ADP
crl-25015	351	20	humans	human	NOUN
crl-25015	351	21	,	,	PUNCT
crl-25015	351	22	november	november	PROPN
crl-25015	351	23	1	1	NUM
crl-25015	351	24	,	,	PUNCT
crl-25015	351	25	2019	2019	NUM
crl-25015	351	26	,	,	PUNCT
crl-25015	351	27	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.model	NOUN
crl-25015	351	28	.	.	PUNCT
crl-25015	352	1	doc2vec	doc2vec	PROPN
crl-25015	352	2	.	.	PROPN
crl-25015	353	1	31	31	NUM
crl-25015	353	2	.	.	PUNCT
crl-25015	354	1	le	le	PROPN
crl-25015	354	2	and	and	CCONJ
crl-25015	354	3	mikolov	mikolov	PROPN
crl-25015	354	4	,	,	PUNCT
crl-25015	354	5	“	"	PUNCT
crl-25015	354	6	distributed	distribute	VERB
crl-25015	354	7	representations	representation	NOUN
crl-25015	354	8	of	of	ADP
crl-25015	354	9	sentences	sentence	NOUN
crl-25015	354	10	and	and	CCONJ
crl-25015	354	11	documents	document	NOUN
crl-25015	354	12	.	.	PUNCT
crl-25015	354	13	”	"	PUNCT
crl-25015	355	1	32	32	NUM
crl-25015	355	2	.	.	PUNCT
crl-25015	355	3	walker	walker	NOUN
crl-25015	355	4	,	,	PUNCT
crl-25015	355	5	“	"	PUNCT
crl-25015	355	6	measuring	measure	VERB
crl-25015	355	7	the	the	DET
crl-25015	355	8	impact	impact	NOUN
crl-25015	355	9	that	that	PRON
crl-25015	355	10	domain	domain	VERB
crl-25015	355	11	knowledge	knowledge	NOUN
crl-25015	355	12	in	in	ADP
crl-25015	355	13	the	the	DET
crl-25015	355	14	form	form	NOUN
crl-25015	355	15	of	of	ADP
crl-25015	355	16	simple	simple	ADJ
crl-25015	355	17	ontology	ontology	NOUN
crl-25015	355	18	structures	structure	NOUN
crl-25015	355	19	has	have	VERB
crl-25015	355	20	on	on	ADP
crl-25015	355	21	predictive	predictive	ADJ
crl-25015	355	22	modelling	modelling	NOUN
crl-25015	355	23	processes	process	NOUN
crl-25015	355	24	in	in	ADP
crl-25015	355	25	the	the	DET
crl-25015	355	26	context	context	NOUN
crl-25015	355	27	of	of	ADP
crl-25015	355	28	academic	academic	ADJ
crl-25015	355	29	library	library	NOUN
crl-25015	355	30	virtual	virtual	ADJ
crl-25015	355	31	reference	reference	PROPN
crl-25015	355	32	services	service	NOUN
crl-25015	355	33	.	.	PUNCT
crl-25015	355	34	”	"	PUNCT
crl-25015	356	1	33	33	NUM
crl-25015	356	2	.	.	PUNCT
crl-25015	357	1	f.	f.	PROPN
crl-25015	357	2	pedregosa	pedregosa	PROPN
crl-25015	357	3	et	et	PROPN
crl-25015	358	1	al	al	PROPN
crl-25015	358	2	.	.	PROPN
crl-25015	358	3	,	,	PUNCT
crl-25015	358	4	“	"	PUNCT
crl-25015	358	5	mlpclassifier	mlpclassifi	ADJ
crl-25015	358	6	,	,	PUNCT
crl-25015	358	7	”	"	PUNCT
crl-25015	358	8	scikit	scikit	NOUN
crl-25015	358	9	-	-	PUNCT
crl-25015	358	10	learn	learn	NOUN
crl-25015	358	11	:	:	PUNCT
crl-25015	358	12	machine	machine	NOUN
crl-25015	358	13	learning	learning	NOUN
crl-25015	358	14	in	in	ADP
crl-25015	358	15	python	python	NOUN
crl-25015	358	16	(	(	PUNCT
crl-25015	358	17	2020	2020	NUM
crl-25015	358	18	)	)	PUNCT
crl-25015	358	19	,	,	PUNCT
crl-25015	358	20	https://scikit	https://scikit	ADV
crl-25015	358	21	-	-	PUNCT
crl-25015	358	22	learn	learn	NOUN
crl-25015	358	23	.	.	PUNCT
crl-25015	359	1	org	org	PROPN
crl-25015	359	2	/	/	SYM
crl-25015	359	3	stable	stable	ADJ
crl-25015	359	4	/	/	SYM
crl-25015	359	5	modules	module	NOUN
crl-25015	359	6	/	/	SYM
crl-25015	359	7	generated	generate	VERB
crl-25015	359	8	/	/	SYM
crl-25015	359	9	sklearn.neural_network.mlpclassifier.html	sklearn.neural_network.mlpclassifier.html	NUM
crl-25015	359	10	.	.	PUNCT
crl-25015	360	1	http://www.ksl.stanford.edu/people/dlm/papers/ontology-tutorial-noy-mcguinness-abstract.html	http://www.ksl.stanford.edu/people/dlm/papers/ontology-tutorial-noy-mcguinness-abstract.html	PROPN
crl-25015	360	2	http://arxiv.org/abs/1803.04488	http://arxiv.org/abs/1803.04488	VERB
crl-25015	360	3	https://doi.org/10.1038/s41592-019-0686-2	https://doi.org/10.1038/s41592-019-0686-2	NUM
crl-25015	360	4	https://doi.org/10.25080/majora-92bf1922-00a	https://doi.org/10.25080/majora-92bf1922-00a	PROPN
crl-25015	360	5	https://doi.org/10.5281/zenodo.883859	https://doi.org/10.5281/zenodo.883859	X
crl-25015	360	6	https://doi.org/10.5281/zenodo.883859	https://doi.org/10.5281/zenodo.883859	X
crl-25015	361	1	https://doi.org/10.1016/j.patrec.2005.10.010	https://doi.org/10.1016/j.patrec.2005.10.010	PROPN
crl-25015	361	2	https://docs.python.org/3/library/re.html	https://docs.python.org/3/library/re.html	PART
crl-25015	361	3	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	PROPN
crl-25015	361	4	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	https://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.tfidftransformer.html#sklearn.feature_extraction.text.tfidftransformer	PROPN
crl-25015	361	5	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	PROPN
crl-25015	361	6	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	VERB
crl-25015	361	7	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	NOUN
crl-25015	361	8	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	NOUN
crl-25015	361	9	_	_	PUNCT
crl-25015	361	10	ref47129133	ref47129133	NOUN