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	learn	VERB
crl-25015	1	5	to	to	PART
crl-25015	1	6	predict	predict	VERB
crl-25015	1	7	chat	chat	PROPN
crl-25015	1	8	difficulty	difficulty	PROPN
crl-25015	1	9	jeremy	jeremy	PROPN
crl-25015	1	10	walker	walker	PROPN
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	*	*	PROPN
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	NOUN
crl-25015	3	12	=	=	NUM
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	observe	VERB
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	ADJ
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	well	ADV
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	ADJ
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	PROPN
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	NOUN
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	VERB
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	NOUN
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	NOUN
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	PROPN
crl-25015	17	2	walker	walker	PROPN
crl-25015	17	3	is	be	AUX
crl-25015	17	4	data	datum	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	.	.	PROPN
crl-25015	17	16	jason	jason	PROPN
crl-25015	17	17	coleman	coleman	PROPN
crl-25015	17	18	is	be	AUX
crl-25015	17	19	head	head	NOUN
crl-25015	17	20	,	,	PUNCT
crl-25015	17	21	library	library	NOUN
crl-25015	17	22	user	user	NOUN
crl-25015	17	23	services	services	PROPN
crl-25015	17	24	,	,	PUNCT
crl-25015	17	25	at	at	ADP
crl-25015	17	26	kansas	kansas	PROPN
crl-25015	17	27	state	state	PROPN
crl-25015	17	28	university	university	PROPN
crl-25015	17	29	;	;	PUNCT
crl-25015	17	30	email	email	NOUN
crl-25015	17	31	:	:	PUNCT
crl-25015	17	32	coleman@k-state.edu	coleman@k-state.edu	PROPN
crl-25015	17	33	.	.	PUNCT
crl-25015	18	1	©	©	NOUN
crl-25015	18	2	2021	2021	NUM
crl-25015	18	3	jeremy	jeremy	PROPN
crl-25015	18	4	walker	walker	PROPN
crl-25015	18	5	and	and	CCONJ
crl-25015	18	6	jason	jason	PROPN
crl-25015	18	7	coleman	coleman	PROPN
crl-25015	18	8	,	,	PUNCT
crl-25015	18	9	attribution	attribution	NOUN
crl-25015	18	10	-	-	PUNCT
crl-25015	18	11	noncommercial	noncommercial	ADJ
crl-25015	18	12	(	(	PUNCT
crl-25015	18	13	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
crl-25015	18	14	)	)	PUNCT
crl-25015	18	15	cc	cc	NOUN
crl-25015	18	16	by	by	ADP
crl-25015	18	17	-	-	PUNCT
crl-25015	18	18	nc	nc	PROPN
crl-25015	18	19	.	.	PROPN
crl-25015	18	20	mailto:jwalker184@gsu.edu	mailto:jwalker184@gsu.edu	PROPN
crl-25015	18	21	mailto:coleman@k-state.edu	mailto:coleman@k-state.edu	VERB
crl-25015	18	22	684	684	NUM
crl-25015	18	23	college	college	NOUN
crl-25015	18	24	&	&	CCONJ
crl-25015	18	25	research	research	PROPN
crl-25015	18	26	libraries	library	NOUN
crl-25015	18	27	july	july	PROPN
crl-25015	18	28	2021	2021	NUM
crl-25015	18	29	literature	literature	PROPN
crl-25015	18	30	review	review	VERB
crl-25015	18	31	the	the	DET
crl-25015	18	32	vast	vast	ADJ
crl-25015	18	33	majority	majority	NOUN
crl-25015	18	34	of	of	ADP
crl-25015	18	35	recent	recent	ADJ
crl-25015	18	36	research	research	NOUN
crl-25015	18	37	concerning	concern	VERB
crl-25015	18	38	vrs	vrs	PROPN
crl-25015	18	39	transcripts	transcript	NOUN
crl-25015	18	40	has	have	AUX
crl-25015	18	41	been	be	AUX
crl-25015	18	42	inferential	inferential	ADJ
crl-25015	18	43	,	,	PUNCT
crl-25015	18	44	qualitative	qualitative	NOUN
crl-25015	18	45	,	,	PUNCT
crl-25015	18	46	and	and	CCONJ
crl-25015	18	47	small	small	ADJ
crl-25015	18	48	-	-	PUNCT
crl-25015	18	49	scale	scale	NOUN
crl-25015	18	50	in	in	ADP
crl-25015	18	51	nature	nature	NOUN
crl-25015	18	52	.	.	PUNCT
crl-25015	19	1	a	a	DET
crl-25015	19	2	large	large	ADJ
crl-25015	19	3	body	body	NOUN
crl-25015	19	4	of	of	ADP
crl-25015	19	5	research	research	NOUN
crl-25015	19	6	has	have	AUX
crl-25015	19	7	focused	focus	VERB
crl-25015	19	8	on	on	ADP
crl-25015	19	9	qualitative	qualitative	ADJ
crl-25015	19	10	reviews	review	NOUN
crl-25015	19	11	and	and	CCONJ
crl-25015	19	12	assessment	assessment	NOUN
crl-25015	19	13	of	of	ADP
crl-25015	19	14	vrs	vrs	PROPN
crl-25015	19	15	operators	operator	NOUN
crl-25015	19	16	’	'	PUNCT
crl-25015	19	17	behavior	behavior	NOUN
crl-25015	19	18	with	with	ADP
crl-25015	19	19	respect	respect	NOUN
crl-25015	19	20	to	to	ADP
crl-25015	19	21	standards	standard	NOUN
crl-25015	19	22	,	,	PUNCT
crl-25015	19	23	service	service	NOUN
crl-25015	19	24	quality	quality	NOUN
crl-25015	19	25	,	,	PUNCT
crl-25015	19	26	and	and	CCONJ
crl-25015	19	27	operators	operator	NOUN
crl-25015	19	28	’	'	PUNCT
crl-25015	19	29	skills.2	skills.2	VERB
crl-25015	19	30	other	other	ADJ
crl-25015	19	31	research	research	NOUN
crl-25015	19	32	has	have	AUX
crl-25015	19	33	focused	focus	VERB
crl-25015	19	34	on	on	ADP
crl-25015	19	35	qualitative	qualitative	ADJ
crl-25015	19	36	reviews	review	NOUN
crl-25015	19	37	and	and	CCONJ
crl-25015	19	38	assessment	assessment	NOUN
crl-25015	19	39	of	of	ADP
crl-25015	19	40	vrs	vrs	PROPN
crl-25015	19	41	users	user	NOUN
crl-25015	19	42	’	'	PUNCT
crl-25015	19	43	behavior	behavior	NOUN
crl-25015	19	44	during	during	ADP
crl-25015	19	45	chat	chat	NOUN
crl-25015	19	46	sessions	session	NOUN
crl-25015	19	47	with	with	ADP
crl-25015	19	48	an	an	DET
crl-25015	19	49	emphasis	emphasis	NOUN
crl-25015	19	50	on	on	ADP
crl-25015	19	51	the	the	DET
crl-25015	19	52	types	type	NOUN
crl-25015	19	53	of	of	ADP
crl-25015	19	54	questions	question	NOUN
crl-25015	19	55	users	user	NOUN
crl-25015	19	56	have	have	VERB
crl-25015	19	57	and	and	CCONJ
crl-25015	19	58	users	user	NOUN
crl-25015	19	59	’	’	PART
crl-25015	19	60	perceptions	perception	NOUN
crl-25015	19	61	of	of	ADP
crl-25015	19	62	library	library	NOUN
crl-25015	19	63	resources.3	resources.3	NOUN
crl-25015	19	64	the	the	DET
crl-25015	19	65	qualitative	qualitative	ADJ
crl-25015	19	66	and	and	CCONJ
crl-25015	19	67	inferential	inferential	ADJ
crl-25015	19	68	nature	nature	NOUN
crl-25015	19	69	of	of	ADP
crl-25015	19	70	much	much	ADJ
crl-25015	19	71	of	of	ADP
crl-25015	19	72	the	the	DET
crl-25015	19	73	research	research	NOUN
crl-25015	19	74	involving	involve	VERB
crl-25015	19	75	vrs	vrs	PROPN
crl-25015	19	76	,	,	PUNCT
crl-25015	19	77	chat	chat	VERB
crl-25015	19	78	reference	reference	NOUN
crl-25015	19	79	in	in	ADP
crl-25015	19	80	particular	particular	ADJ
crl-25015	19	81	,	,	PUNCT
crl-25015	19	82	is	be	AUX
crl-25015	19	83	ubiquitous	ubiquitous	ADJ
crl-25015	19	84	in	in	ADP
crl-25015	19	85	the	the	DET
crl-25015	19	86	literature.4	literature.4	ADJ
crl-25015	19	87	one	one	NOUN
crl-25015	19	88	particularly	particularly	ADV
crl-25015	19	89	relevant	relevant	ADJ
crl-25015	19	90	vein	vein	NOUN
crl-25015	19	91	of	of	ADP
crl-25015	19	92	research	research	NOUN
crl-25015	19	93	pertaining	pertain	VERB
crl-25015	19	94	to	to	PART
crl-25015	19	95	reference	reference	NOUN
crl-25015	19	96	services	service	NOUN
crl-25015	19	97	is	be	AUX
crl-25015	19	98	the	the	DET
crl-25015	19	99	evaluation	evaluation	NOUN
crl-25015	19	100	and	and	CCONJ
crl-25015	19	101	analysis	analysis	NOUN
crl-25015	19	102	of	of	ADP
crl-25015	19	103	discrete	discrete	ADJ
crl-25015	19	104	categories	category	NOUN
crl-25015	19	105	of	of	ADP
crl-25015	19	106	vrs	vrs	PROPN
crl-25015	19	107	operators	operator	NOUN
crl-25015	19	108	.	.	PUNCT
crl-25015	20	1	“	"	PUNCT
crl-25015	20	2	librarians	librarian	NOUN
crl-25015	20	3	,	,	PUNCT
crl-25015	20	4	”	"	PUNCT
crl-25015	20	5	“	"	PUNCT
crl-25015	20	6	staff	staff	NOUN
crl-25015	20	7	,	,	PUNCT
crl-25015	20	8	”	"	PUNCT
crl-25015	20	9	“	"	PUNCT
crl-25015	20	10	student	student	NOUN
crl-25015	20	11	assistants	assistant	NOUN
crl-25015	20	12	,	,	PUNCT
crl-25015	20	13	”	"	PUNCT
crl-25015	20	14	and	and	CCONJ
crl-25015	20	15	related	related	ADJ
crl-25015	20	16	synonyms	synonym	NOUN
crl-25015	20	17	are	be	AUX
crl-25015	20	18	often	often	ADV
crl-25015	20	19	used	use	VERB
crl-25015	20	20	to	to	PART
crl-25015	20	21	categorize	categorize	VERB
crl-25015	20	22	different	different	ADJ
crl-25015	20	23	types	type	NOUN
crl-25015	20	24	of	of	ADP
crl-25015	20	25	vrs	vrs	PROPN
crl-25015	20	26	operators	operator	NOUN
crl-25015	20	27	with	with	ADP
crl-25015	20	28	respect	respect	NOUN
crl-25015	20	29	to	to	ADP
crl-25015	20	30	varying	vary	VERB
crl-25015	20	31	perceptions	perception	NOUN
crl-25015	20	32	of	of	ADP
crl-25015	20	33	labor	labor	NOUN
crl-25015	20	34	costs	cost	NOUN
crl-25015	20	35	,	,	PUNCT
crl-25015	20	36	skills	skill	NOUN
crl-25015	20	37	,	,	PUNCT
crl-25015	20	38	and	and	CCONJ
crl-25015	20	39	job	job	NOUN
crl-25015	20	40	duties	duty	NOUN
crl-25015	20	41	with	with	ADP
crl-25015	20	42	respect	respect	NOUN
crl-25015	20	43	to	to	ADP
crl-25015	20	44	libraries	library	NOUN
crl-25015	20	45	’	'	PUNCT
crl-25015	20	46	operations	operation	NOUN
crl-25015	20	47	.	.	PUNCT
crl-25015	21	1	a	a	DET
crl-25015	21	2	relevant	relevant	ADJ
crl-25015	21	3	focal	focal	ADJ
crl-25015	21	4	point	point	NOUN
crl-25015	21	5	in	in	ADP
crl-25015	21	6	the	the	DET
crl-25015	21	7	literature	literature	NOUN
crl-25015	21	8	is	be	AUX
crl-25015	21	9	concerned	concern	VERB
crl-25015	21	10	with	with	ADP
crl-25015	21	11	the	the	DET
crl-25015	21	12	ability	ability	NOUN
crl-25015	21	13	of	of	ADP
crl-25015	21	14	library	library	ADJ
crl-25015	21	15	staff	staff	NOUN
crl-25015	21	16	,	,	PUNCT
crl-25015	21	17	including	include	VERB
crl-25015	21	18	vrs	vrs	PROPN
crl-25015	21	19	operators	operator	NOUN
crl-25015	21	20	,	,	PUNCT
crl-25015	21	21	to	to	PART
crl-25015	21	22	refer	refer	VERB
crl-25015	21	23	patrons	patron	NOUN
crl-25015	21	24	to	to	ADP
crl-25015	21	25	more	more	ADJ
crl-25015	21	26	qualified	qualified	ADJ
crl-25015	21	27	librarians	librarian	NOUN
crl-25015	21	28	and	and	CCONJ
crl-25015	21	29	staff	staff	NOUN
crl-25015	21	30	quickly	quickly	ADV
crl-25015	21	31	and	and	CCONJ
crl-25015	21	32	efficiently.5	efficiently.5	VERB
crl-25015	21	33	focusing	focus	VERB
crl-25015	21	34	on	on	ADP
crl-25015	21	35	student	student	NOUN
crl-25015	21	36	employees	employee	NOUN
crl-25015	21	37	,	,	PUNCT
crl-25015	21	38	bravender	bravender	VERB
crl-25015	21	39	et	et	PROPN
crl-25015	21	40	al	al	PROPN
crl-25015	21	41	.	.	PROPN
crl-25015	21	42	found	find	VERB
crl-25015	21	43	that	that	SCONJ
crl-25015	21	44	the	the	DET
crl-25015	21	45	majority	majority	NOUN
crl-25015	21	46	of	of	ADP
crl-25015	21	47	analyzed	analyze	VERB
crl-25015	21	48	vrs	vrs	ADJ
crl-25015	21	49	interactions	interaction	NOUN
crl-25015	21	50	did	do	AUX
crl-25015	21	51	not	not	PART
crl-25015	21	52	require	require	VERB
crl-25015	21	53	the	the	DET
crl-25015	21	54	skills	skill	NOUN
crl-25015	21	55	of	of	ADP
crl-25015	21	56	full	full	ADJ
crl-25015	21	57	-	-	PUNCT
crl-25015	21	58	time	time	NOUN
crl-25015	21	59	librarians	librarian	NOUN
crl-25015	21	60	and	and	CCONJ
crl-25015	21	61	that	that	SCONJ
crl-25015	21	62	student	student	NOUN
crl-25015	21	63	operators	operator	NOUN
crl-25015	21	64	were	be	AUX
crl-25015	21	65	fully	fully	ADV
crl-25015	21	66	capable	capable	ADJ
crl-25015	21	67	of	of	ADP
crl-25015	21	68	providing	provide	VERB
crl-25015	21	69	high	high	ADJ
crl-25015	21	70	-	-	PUNCT
crl-25015	21	71	quality	quality	NOUN
crl-25015	21	72	service	service	NOUN
crl-25015	21	73	to	to	ADP
crl-25015	21	74	users.6	users.6	PROPN
crl-25015	21	75	most	most	ADV
crl-25015	21	76	recently	recently	ADV
crl-25015	21	77	,	,	PUNCT
crl-25015	21	78	the	the	DET
crl-25015	21	79	research	research	NOUN
crl-25015	21	80	from	from	ADP
crl-25015	21	81	radniecki	radniecki	NOUN
crl-25015	21	82	and	and	CCONJ
crl-25015	21	83	winterman	winterman	NOUN
crl-25015	21	84	shows	show	VERB
crl-25015	21	85	that	that	SCONJ
crl-25015	21	86	the	the	DET
crl-25015	21	87	potential	potential	NOUN
crl-25015	21	88	for	for	ADP
crl-25015	21	89	student	student	NOUN
crl-25015	21	90	employees	employee	NOUN
crl-25015	21	91	to	to	PART
crl-25015	21	92	provide	provide	VERB
crl-25015	21	93	highquality	highquality	NOUN
crl-25015	21	94	service	service	NOUN
crl-25015	21	95	is	be	AUX
crl-25015	21	96	not	not	PART
crl-25015	21	97	limited	limit	VERB
crl-25015	21	98	to	to	PART
crl-25015	21	99	routine	routine	ADJ
crl-25015	21	100	and	and	CCONJ
crl-25015	21	101	directional	directional	ADJ
crl-25015	21	102	questions	question	NOUN
crl-25015	21	103	,	,	PUNCT
crl-25015	21	104	but	but	CCONJ
crl-25015	21	105	also	also	ADV
crl-25015	21	106	more	more	ADV
crl-25015	21	107	advanced	advanced	ADJ
crl-25015	21	108	and	and	CCONJ
crl-25015	21	109	niche	niche	NOUN
crl-25015	21	110	services.7	services.7	VERB
crl-25015	21	111	research	research	NOUN
crl-25015	21	112	also	also	ADV
crl-25015	21	113	indicates	indicate	VERB
crl-25015	21	114	that	that	SCONJ
crl-25015	21	115	,	,	PUNCT
crl-25015	21	116	while	while	SCONJ
crl-25015	21	117	student	student	NOUN
crl-25015	21	118	employees	employee	NOUN
crl-25015	21	119	are	be	AUX
crl-25015	21	120	capable	capable	ADJ
crl-25015	21	121	of	of	ADP
crl-25015	21	122	providing	provide	VERB
crl-25015	21	123	excellent	excellent	ADJ
crl-25015	21	124	service	service	NOUN
crl-25015	21	125	,	,	PUNCT
crl-25015	21	126	they	they	PRON
crl-25015	21	127	are	be	AUX
crl-25015	21	128	less	less	ADV
crl-25015	21	129	skilled	skilled	ADJ
crl-25015	21	130	at	at	ADP
crl-25015	21	131	referring	refer	VERB
crl-25015	21	132	patrons	patron	NOUN
crl-25015	21	133	with	with	ADP
crl-25015	21	134	challenging	challenge	VERB
crl-25015	21	135	inquiries.8	inquiries.8	PROPN
crl-25015	21	136	critically	critically	ADV
crl-25015	21	137	,	,	PUNCT
crl-25015	21	138	the	the	DET
crl-25015	21	139	combination	combination	NOUN
crl-25015	21	140	of	of	ADP
crl-25015	21	141	these	these	DET
crl-25015	21	142	insights	insight	NOUN
crl-25015	21	143	implies	imply	VERB
crl-25015	21	144	that	that	SCONJ
crl-25015	21	145	there	there	PRON
crl-25015	21	146	is	be	VERB
crl-25015	21	147	value	value	NOUN
crl-25015	21	148	in	in	ADP
crl-25015	21	149	developing	develop	VERB
crl-25015	21	150	systems	system	NOUN
crl-25015	21	151	that	that	PRON
crl-25015	21	152	can	can	AUX
crl-25015	21	153	automatically	automatically	ADV
crl-25015	21	154	triage	triage	VERB
crl-25015	21	155	incoming	incoming	ADJ
crl-25015	21	156	vrs	vrs	ADJ
crl-25015	21	157	inquiries	inquiry	NOUN
crl-25015	21	158	to	to	PART
crl-25015	21	159	appropriate	appropriate	VERB
crl-25015	21	160	vrs	vrs	PROPN
crl-25015	21	161	operators	operator	NOUN
crl-25015	21	162	,	,	PUNCT
crl-25015	21	163	regardless	regardless	ADV
crl-25015	21	164	of	of	ADP
crl-25015	21	165	how	how	SCONJ
crl-25015	21	166	they	they	PRON
crl-25015	21	167	are	be	AUX
crl-25015	21	168	segmented	segment	VERB
crl-25015	21	169	,	,	PUNCT
crl-25015	21	170	to	to	PART
crl-25015	21	171	enhance	enhance	VERB
crl-25015	21	172	the	the	DET
crl-25015	21	173	effectiveness	effectiveness	NOUN
crl-25015	21	174	of	of	ADP
crl-25015	21	175	library	library	ADJ
crl-25015	21	176	service	service	NOUN
crl-25015	21	177	operations	operation	NOUN
crl-25015	21	178	.	.	PUNCT
crl-25015	22	1	building	build	VERB
crl-25015	22	2	on	on	ADP
crl-25015	22	3	these	these	DET
crl-25015	22	4	implications	implication	NOUN
crl-25015	22	5	,	,	PUNCT
crl-25015	22	6	the	the	DET
crl-25015	22	7	authors	author	NOUN
crl-25015	22	8	of	of	ADP
crl-25015	22	9	the	the	DET
crl-25015	22	10	current	current	ADJ
crl-25015	22	11	study	study	NOUN
crl-25015	22	12	sought	seek	VERB
crl-25015	22	13	to	to	PART
crl-25015	22	14	evaluate	evaluate	VERB
crl-25015	22	15	the	the	DET
crl-25015	22	16	utility	utility	NOUN
crl-25015	22	17	of	of	ADP
crl-25015	22	18	quantitative	quantitative	ADJ
crl-25015	22	19	models	model	NOUN
crl-25015	22	20	for	for	ADP
crl-25015	22	21	the	the	DET
crl-25015	22	22	potential	potential	ADJ
crl-25015	22	23	purpose	purpose	NOUN
crl-25015	22	24	of	of	ADP
crl-25015	22	25	triaging	triage	VERB
crl-25015	22	26	incoming	incoming	ADJ
crl-25015	22	27	vrs	vrs	ADJ
crl-25015	22	28	interactions	interaction	NOUN
crl-25015	22	29	based	base	VERB
crl-25015	22	30	on	on	ADP
crl-25015	22	31	the	the	DET
crl-25015	22	32	assumption	assumption	NOUN
crl-25015	22	33	that	that	SCONJ
crl-25015	22	34	certain	certain	ADJ
crl-25015	22	35	types	type	NOUN
crl-25015	22	36	of	of	ADP
crl-25015	22	37	library	library	ADJ
crl-25015	22	38	employees	employee	NOUN
crl-25015	22	39	could	could	AUX
crl-25015	22	40	be	be	AUX
crl-25015	22	41	designated	designate	VERB
crl-25015	22	42	to	to	PART
crl-25015	22	43	answer	answer	VERB
crl-25015	22	44	certain	certain	ADJ
crl-25015	22	45	types	type	NOUN
crl-25015	22	46	of	of	ADP
crl-25015	22	47	vrs	vrs	ADJ
crl-25015	22	48	questions	question	NOUN
crl-25015	22	49	.	.	PUNCT
crl-25015	23	1	although	although	SCONJ
crl-25015	23	2	there	there	PRON
crl-25015	23	3	is	be	VERB
crl-25015	23	4	robust	robust	ADJ
crl-25015	23	5	research	research	NOUN
crl-25015	23	6	related	relate	VERB
crl-25015	23	7	to	to	ADP
crl-25015	23	8	vrs	vrs	VERB
crl-25015	23	9	and	and	CCONJ
crl-25015	23	10	chat	chat	VERB
crl-25015	23	11	reference	reference	NOUN
crl-25015	23	12	,	,	PUNCT
crl-25015	23	13	the	the	DET
crl-25015	23	14	literature	literature	NOUN
crl-25015	23	15	involving	involve	VERB
crl-25015	23	16	the	the	DET
crl-25015	23	17	use	use	NOUN
crl-25015	23	18	of	of	ADP
crl-25015	23	19	“	"	PUNCT
crl-25015	23	20	machine	machine	NOUN
crl-25015	23	21	learning	learning	NOUN
crl-25015	23	22	”	"	PUNCT
crl-25015	23	23	and	and	CCONJ
crl-25015	23	24	quantitative	quantitative	ADJ
crl-25015	23	25	modeling	modeling	NOUN
crl-25015	23	26	of	of	ADP
crl-25015	23	27	vrs	vrs	PROPN
crl-25015	23	28	chat	chat	NOUN
crl-25015	23	29	transcripts	transcript	NOUN
crl-25015	23	30	is	be	AUX
crl-25015	23	31	relatively	relatively	ADV
crl-25015	23	32	sparse	sparse	ADJ
crl-25015	23	33	.	.	PUNCT
crl-25015	24	1	in	in	ADP
crl-25015	24	2	general	general	ADJ
crl-25015	24	3	,	,	PUNCT
crl-25015	24	4	as	as	ADP
crl-25015	24	5	with	with	ADP
crl-25015	24	6	many	many	ADJ
crl-25015	24	7	other	other	ADJ
crl-25015	24	8	fields	field	NOUN
crl-25015	24	9	,	,	PUNCT
crl-25015	24	10	“	"	PUNCT
crl-25015	24	11	machine	machine	NOUN
crl-25015	24	12	learning	learning	NOUN
crl-25015	24	13	”	"	PUNCT
crl-25015	24	14	and	and	CCONJ
crl-25015	24	15	“	"	PUNCT
crl-25015	24	16	artificial	artificial	ADJ
crl-25015	24	17	intelligence	intelligence	NOUN
crl-25015	24	18	”	"	PUNCT
crl-25015	24	19	continue	continue	VERB
crl-25015	24	20	to	to	PART
crl-25015	24	21	be	be	AUX
crl-25015	24	22	popular	popular	ADJ
crl-25015	24	23	and	and	CCONJ
crl-25015	24	24	exciting	exciting	ADJ
crl-25015	24	25	areas	area	NOUN
crl-25015	24	26	of	of	ADP
crl-25015	24	27	research	research	NOUN
crl-25015	24	28	and	and	CCONJ
crl-25015	24	29	development	development	NOUN
crl-25015	24	30	in	in	ADP
crl-25015	24	31	libraries	library	NOUN
crl-25015	24	32	.	.	PUNCT
crl-25015	25	1	in	in	ADP
crl-25015	25	2	recent	recent	ADJ
crl-25015	25	3	years	year	NOUN
crl-25015	25	4	,	,	PUNCT
crl-25015	25	5	repositories	repository	NOUN
crl-25015	25	6	specifically	specifically	ADV
crl-25015	25	7	designed	design	VERB
crl-25015	25	8	to	to	PART
crl-25015	25	9	host	host	VERB
crl-25015	25	10	information	information	NOUN
crl-25015	25	11	about	about	ADP
crl-25015	25	12	“	"	PUNCT
crl-25015	25	13	ai	ai	ADJ
crl-25015	25	14	”	"	PUNCT
crl-25015	25	15	projects	project	NOUN
crl-25015	25	16	have	have	AUX
crl-25015	25	17	appeared	appear	VERB
crl-25015	25	18	,	,	PUNCT
crl-25015	25	19	and	and	CCONJ
crl-25015	25	20	many	many	ADJ
crl-25015	25	21	machine	machine	NOUN
crl-25015	25	22	learning	learning	NOUN
crl-25015	25	23	projects	project	NOUN
crl-25015	25	24	have	have	AUX
crl-25015	25	25	been	be	AUX
crl-25015	25	26	conducted	conduct	VERB
crl-25015	25	27	in	in	ADP
crl-25015	25	28	libraries	library	NOUN
crl-25015	25	29	,	,	PUNCT
crl-25015	25	30	largely	largely	ADV
crl-25015	25	31	in	in	ADP
crl-25015	25	32	the	the	DET
crl-25015	25	33	context	context	NOUN
crl-25015	25	34	of	of	ADP
crl-25015	25	35	text	text	NOUN
crl-25015	25	36	mining	mining	NOUN
crl-25015	25	37	and	and	CCONJ
crl-25015	25	38	search.9	search.9	VERB
crl-25015	25	39	some	some	DET
crl-25015	25	40	applied	apply	VERB
crl-25015	25	41	research	research	NOUN
crl-25015	25	42	and	and	CCONJ
crl-25015	25	43	development	development	NOUN
crl-25015	25	44	has	have	AUX
crl-25015	25	45	been	be	AUX
crl-25015	25	46	done	do	VERB
crl-25015	25	47	with	with	ADP
crl-25015	25	48	respect	respect	NOUN
crl-25015	25	49	to	to	ADP
crl-25015	25	50	multiple	multiple	ADJ
crl-25015	25	51	independent	independent	ADJ
crl-25015	25	52	chatbot	chatbot	NOUN
crl-25015	25	53	projects	project	NOUN
crl-25015	25	54	designed	design	VERB
crl-25015	25	55	specifically	specifically	ADV
crl-25015	25	56	to	to	PART
crl-25015	25	57	answer	answer	VERB
crl-25015	25	58	vrs	vrs	PROPN
crl-25015	26	1	inquiries	inquiry	NOUN
crl-25015	26	2	that	that	PRON
crl-25015	26	3	are	be	AUX
crl-25015	26	4	rote	rote	ADJ
crl-25015	26	5	or	or	CCONJ
crl-25015	26	6	predictable	predictable	ADJ
crl-25015	26	7	in	in	ADP
crl-25015	26	8	nature.10	nature.10	VERB
crl-25015	26	9	the	the	DET
crl-25015	26	10	relatively	relatively	ADV
crl-25015	26	11	recent	recent	ADJ
crl-25015	26	12	development	development	NOUN
crl-25015	26	13	of	of	ADP
crl-25015	26	14	these	these	DET
crl-25015	26	15	projects	project	NOUN
crl-25015	26	16	indicates	indicate	VERB
crl-25015	26	17	an	an	DET
crl-25015	26	18	increasing	increase	VERB
crl-25015	26	19	need	need	NOUN
crl-25015	26	20	for	for	ADP
crl-25015	26	21	automated	automate	VERB
crl-25015	26	22	systems	system	NOUN
crl-25015	26	23	designed	design	VERB
crl-25015	26	24	to	to	PART
crl-25015	26	25	enhance	enhance	VERB
crl-25015	26	26	library	library	NOUN
crl-25015	26	27	service	service	NOUN
crl-25015	26	28	operations	operation	NOUN
crl-25015	26	29	.	.	PUNCT
crl-25015	27	1	however	however	ADV
crl-25015	27	2	,	,	PUNCT
crl-25015	27	3	information	information	NOUN
crl-25015	27	4	about	about	ADP
crl-25015	27	5	these	these	DET
crl-25015	27	6	chatbot	chatbot	NOUN
crl-25015	27	7	systems	system	NOUN
crl-25015	27	8	’	'	PUNCT
crl-25015	27	9	performance	performance	NOUN
crl-25015	27	10	is	be	AUX
crl-25015	27	11	sparse	sparse	ADJ
crl-25015	27	12	,	,	PUNCT
crl-25015	27	13	and	and	CCONJ
crl-25015	27	14	only	only	ADV
crl-25015	27	15	one	one	NUM
crl-25015	27	16	project	project	NOUN
crl-25015	27	17	reported	report	VERB
crl-25015	27	18	achieving	achieve	VERB
crl-25015	27	19	approximately	approximately	ADV
crl-25015	27	20	50	50	NUM
crl-25015	27	21	percent	percent	NOUN
crl-25015	27	22	“	"	PUNCT
crl-25015	27	23	accuracy	accuracy	NOUN
crl-25015	27	24	”	"	PUNCT
crl-25015	27	25	on	on	ADP
crl-25015	27	26	limited	limited	ADJ
crl-25015	27	27	question	question	NOUN
crl-25015	27	28	-	-	PUNCT
crl-25015	27	29	answering	answer	VERB
crl-25015	27	30	tasks.11	tasks.11	NOUN
crl-25015	27	31	exempting	exempt	VERB
crl-25015	27	32	prior	prior	ADJ
crl-25015	27	33	work	work	NOUN
crl-25015	27	34	conducted	conduct	VERB
crl-25015	27	35	by	by	ADP
crl-25015	27	36	the	the	DET
crl-25015	27	37	authors,12	authors,12	NOUN
crl-25015	27	38	very	very	ADV
crl-25015	27	39	little	little	ADJ
crl-25015	27	40	analysis	analysis	NOUN
crl-25015	27	41	and	and	CCONJ
crl-25015	27	42	research	research	NOUN
crl-25015	27	43	appears	appear	VERB
crl-25015	27	44	to	to	PART
crl-25015	27	45	have	have	AUX
crl-25015	27	46	been	be	AUX
crl-25015	27	47	conducted	conduct	VERB
crl-25015	27	48	on	on	ADP
crl-25015	27	49	vrs	vrs	ADJ
crl-25015	27	50	transcripts	transcript	NOUN
crl-25015	27	51	at	at	ADP
crl-25015	27	52	a	a	DET
crl-25015	27	53	large	large	ADJ
crl-25015	27	54	scale	scale	NOUN
crl-25015	27	55	using	use	VERB
crl-25015	27	56	quantitative	quantitative	ADJ
crl-25015	27	57	methods	method	NOUN
crl-25015	27	58	.	.	PUNCT
crl-25015	28	1	kohler	kohler	NOUN
crl-25015	28	2	provides	provide	VERB
crl-25015	28	3	one	one	NUM
crl-25015	28	4	of	of	ADP
crl-25015	28	5	the	the	DET
crl-25015	28	6	only	only	ADJ
crl-25015	28	7	known	know	VERB
crl-25015	28	8	examples	example	NOUN
crl-25015	28	9	of	of	ADP
crl-25015	28	10	analysis	analysis	NOUN
crl-25015	28	11	using	use	VERB
crl-25015	28	12	empirical	empirical	ADJ
crl-25015	28	13	,	,	PUNCT
crl-25015	28	14	algorithmic	algorithmic	ADJ
crl-25015	28	15	using	use	VERB
crl-25015	28	16	machine	machine	NOUN
crl-25015	28	17	learning	learn	VERB
crl-25015	28	18	to	to	PART
crl-25015	28	19	predict	predict	VERB
crl-25015	28	20	chat	chat	NOUN
crl-25015	28	21	difficulty	difficulty	NOUN
crl-25015	28	22	685	685	NUM
crl-25015	28	23	methods	method	NOUN
crl-25015	28	24	for	for	ADP
crl-25015	28	25	modeling	modeling	NOUN
crl-25015	28	26	and	and	CCONJ
crl-25015	28	27	deriving	derive	VERB
crl-25015	28	28	insights	insight	NOUN
crl-25015	28	29	from	from	ADP
crl-25015	28	30	vrs	vrs	ADJ
crl-25015	28	31	transcripts	transcript	NOUN
crl-25015	28	32	pertaining	pertain	VERB
crl-25015	28	33	to	to	ADP
crl-25015	28	34	topic	topic	NOUN
crl-25015	28	35	-	-	PUNCT
crl-25015	28	36	modeling	modeling	NOUN
crl-25015	28	37	,	,	PUNCT
crl-25015	28	38	sentiment	sentiment	NOUN
crl-25015	28	39	analysis	analysis	NOUN
crl-25015	28	40	,	,	PUNCT
crl-25015	28	41	and	and	CCONJ
crl-25015	28	42	assigning	assign	VERB
crl-25015	28	43	difficulty	difficulty	NOUN
crl-25015	28	44	ratings.13	ratings.13	PROPN
crl-25015	28	45	of	of	ADP
crl-25015	28	46	particular	particular	ADJ
crl-25015	28	47	note	note	NOUN
crl-25015	28	48	,	,	PUNCT
crl-25015	28	49	kohler	kohler	NOUN
crl-25015	28	50	’s	’s	PART
crl-25015	28	51	research	research	NOUN
crl-25015	28	52	provides	provide	VERB
crl-25015	28	53	concrete	concrete	ADJ
crl-25015	28	54	examples	example	NOUN
crl-25015	28	55	of	of	ADP
crl-25015	28	56	successfully	successfully	ADV
crl-25015	28	57	using	use	VERB
crl-25015	28	58	latent	latent	ADJ
crl-25015	28	59	variable	variable	ADJ
crl-25015	28	60	algorithms	algorithm	NOUN
crl-25015	28	61	(	(	PUNCT
crl-25015	28	62	examples	example	NOUN
crl-25015	28	63	:	:	PUNCT
crl-25015	28	64	nmf	nmf	PROPN
crl-25015	28	65	,	,	PUNCT
crl-25015	28	66	lda	lda	PROPN
crl-25015	28	67	,	,	PUNCT
crl-25015	28	68	lsa	lsa	PROPN
crl-25015	28	69	)	)	PUNCT
crl-25015	28	70	to	to	PART
crl-25015	28	71	extract	extract	VERB
crl-25015	28	72	and	and	CCONJ
crl-25015	28	73	identify	identify	VERB
crl-25015	28	74	“	"	PUNCT
crl-25015	28	75	topics	topic	NOUN
crl-25015	28	76	”	"	PUNCT
crl-25015	28	77	that	that	PRON
crl-25015	28	78	manifest	manifest	VERB
crl-25015	28	79	in	in	ADP
crl-25015	28	80	chat	chat	NOUN
crl-25015	28	81	transcripts	transcript	NOUN
crl-25015	28	82	and	and	CCONJ
crl-25015	28	83	how	how	SCONJ
crl-25015	28	84	these	these	DET
crl-25015	28	85	latent	latent	NOUN
crl-25015	28	86	variables	variable	NOUN
crl-25015	28	87	can	can	AUX
crl-25015	28	88	be	be	AUX
crl-25015	28	89	reliably	reliably	ADV
crl-25015	28	90	mapped	map	VERB
crl-25015	28	91	to	to	PART
crl-25015	28	92	read	read	VERB
crl-25015	28	93	scale	scale	NOUN
crl-25015	28	94	ratings	rating	NOUN
crl-25015	28	95	;	;	PUNCT
crl-25015	28	96	arguably	arguably	ADV
crl-25015	28	97	the	the	DET
crl-25015	28	98	most	most	ADV
crl-25015	28	99	widespread	widespread	ADJ
crl-25015	28	100	measure	measure	NOUN
crl-25015	28	101	of	of	ADP
crl-25015	28	102	“	"	PUNCT
crl-25015	28	103	difficulty	difficulty	NOUN
crl-25015	28	104	”	"	PUNCT
crl-25015	28	105	for	for	ADP
crl-25015	28	106	library	library	NOUN
crl-25015	28	107	-	-	PUNCT
crl-25015	28	108	patron	patron	NOUN
crl-25015	28	109	inquiries.14	inquiries.14	NOUN
crl-25015	28	110	unfortunately	unfortunately	ADV
crl-25015	28	111	,	,	PUNCT
crl-25015	28	112	since	since	SCONJ
crl-25015	28	113	kohler	kohler	NOUN
crl-25015	28	114	does	do	AUX
crl-25015	28	115	not	not	PART
crl-25015	28	116	clearly	clearly	ADV
crl-25015	28	117	articulate	articulate	VERB
crl-25015	28	118	exactly	exactly	ADV
crl-25015	28	119	how	how	SCONJ
crl-25015	28	120	individual	individual	ADJ
crl-25015	28	121	vrs	vrs	PROPN
crl-25015	28	122	transcripts	transcript	NOUN
crl-25015	28	123	are	be	AUX
crl-25015	28	124	mapped	map	VERB
crl-25015	28	125	to	to	ADP
crl-25015	28	126	the	the	DET
crl-25015	28	127	read	read	NOUN
crl-25015	28	128	scale	scale	NOUN
crl-25015	28	129	or	or	CCONJ
crl-25015	28	130	provide	provide	VERB
crl-25015	28	131	any	any	DET
crl-25015	28	132	aggregated	aggregate	VERB
crl-25015	28	133	metrics	metric	NOUN
crl-25015	28	134	of	of	ADP
crl-25015	28	135	predictive	predictive	ADJ
crl-25015	28	136	accuracy	accuracy	NOUN
crl-25015	28	137	,	,	PUNCT
crl-25015	28	138	it	it	PRON
crl-25015	28	139	is	be	AUX
crl-25015	28	140	not	not	PART
crl-25015	28	141	possible	possible	ADJ
crl-25015	28	142	to	to	PART
crl-25015	28	143	benchmark	benchmark	VERB
crl-25015	28	144	future	future	ADJ
crl-25015	28	145	research	research	NOUN
crl-25015	28	146	against	against	ADP
crl-25015	28	147	kohler	kohler	NOUN
crl-25015	28	148	’s	’s	PART
crl-25015	28	149	work.15	work.15	NOUN
crl-25015	28	150	since	since	SCONJ
crl-25015	28	151	the	the	DET
crl-25015	28	152	research	research	NOUN
crl-25015	28	153	goals	goal	NOUN
crl-25015	28	154	for	for	ADP
crl-25015	28	155	the	the	DET
crl-25015	28	156	current	current	ADJ
crl-25015	28	157	study	study	NOUN
crl-25015	28	158	were	be	AUX
crl-25015	28	159	not	not	PART
crl-25015	28	160	focused	focus	VERB
crl-25015	28	161	on	on	ADP
crl-25015	28	162	topic	topic	NOUN
crl-25015	28	163	-	-	PUNCT
crl-25015	28	164	modeling	modeling	NOUN
crl-25015	28	165	,	,	PUNCT
crl-25015	28	166	other	other	ADJ
crl-25015	28	167	methods	method	NOUN
crl-25015	28	168	were	be	AUX
crl-25015	28	169	identified	identify	VERB
crl-25015	28	170	for	for	ADP
crl-25015	28	171	the	the	DET
crl-25015	28	172	purposes	purpose	NOUN
crl-25015	28	173	of	of	ADP
crl-25015	28	174	processing	processing	NOUN
crl-25015	28	175	,	,	PUNCT
crl-25015	28	176	computing	computing	NOUN
crl-25015	28	177	,	,	PUNCT
crl-25015	28	178	and	and	CCONJ
crl-25015	28	179	modeling	model	VERB
crl-25015	28	180	vrs	vrs	NOUN
crl-25015	28	181	transcripts	transcript	NOUN
crl-25015	28	182	.	.	PUNCT
crl-25015	29	1	while	while	SCONJ
crl-25015	29	2	the	the	DET
crl-25015	29	3	literature	literature	NOUN
crl-25015	29	4	surrounding	surround	VERB
crl-25015	29	5	natural	natural	ADJ
crl-25015	29	6	-	-	PUNCT
crl-25015	29	7	language	language	NOUN
crl-25015	29	8	processing	processing	NOUN
crl-25015	29	9	techniques	technique	NOUN
crl-25015	29	10	and	and	CCONJ
crl-25015	29	11	methods	method	NOUN
crl-25015	29	12	is	be	AUX
crl-25015	29	13	immense	immense	ADJ
crl-25015	29	14	and	and	CCONJ
crl-25015	29	15	filled	fill	VERB
crl-25015	29	16	with	with	ADP
crl-25015	29	17	minor	minor	ADJ
crl-25015	29	18	variations	variation	NOUN
crl-25015	29	19	and	and	CCONJ
crl-25015	29	20	improvements	improvement	NOUN
crl-25015	29	21	upon	upon	SCONJ
crl-25015	29	22	established	establish	VERB
crl-25015	29	23	and	and	CCONJ
crl-25015	29	24	foundational	foundational	ADJ
crl-25015	29	25	methods	method	NOUN
crl-25015	29	26	,	,	PUNCT
crl-25015	29	27	only	only	ADV
crl-25015	29	28	a	a	DET
crl-25015	29	29	narrow	narrow	ADJ
crl-25015	29	30	slice	slice	NOUN
crl-25015	29	31	of	of	ADP
crl-25015	29	32	the	the	DET
crl-25015	29	33	literature	literature	NOUN
crl-25015	29	34	is	be	AUX
crl-25015	29	35	emphasized	emphasize	VERB
crl-25015	29	36	here	here	ADV
crl-25015	29	37	.	.	PUNCT
crl-25015	30	1	the	the	DET
crl-25015	30	2	first	first	ADJ
crl-25015	30	3	identified	identify	VERB
crl-25015	30	4	method	method	NOUN
crl-25015	30	5	centers	center	NOUN
crl-25015	30	6	on	on	ADP
crl-25015	30	7	eliminating	eliminate	VERB
crl-25015	30	8	infrequent	infrequent	ADJ
crl-25015	30	9	and	and	CCONJ
crl-25015	30	10	low	low	ADJ
crl-25015	30	11	-	-	PUNCT
crl-25015	30	12	value	value	NOUN
crl-25015	30	13	words	word	NOUN
crl-25015	30	14	using	use	VERB
crl-25015	30	15	tf	tf	PROPN
crl-25015	30	16	-	-	PUNCT
crl-25015	30	17	idf	idf	NOUN
crl-25015	30	18	metrics	metric	NOUN
crl-25015	30	19	as	as	SCONJ
crl-25015	30	20	described	describe	VERB
crl-25015	30	21	by	by	ADP
crl-25015	30	22	weiss	weiss	PROPN
crl-25015	30	23	et	et	PROPN
crl-25015	30	24	al.16	al.16	PROPN
crl-25015	30	25	second	second	ADJ
crl-25015	30	26	,	,	PUNCT
crl-25015	30	27	for	for	ADP
crl-25015	30	28	the	the	DET
crl-25015	30	29	purposes	purpose	NOUN
crl-25015	30	30	of	of	ADP
crl-25015	30	31	processing	processing	NOUN
crl-25015	30	32	and	and	CCONJ
crl-25015	30	33	quantifying	quantify	VERB
crl-25015	30	34	sentences	sentence	NOUN
crl-25015	30	35	,	,	PUNCT
crl-25015	30	36	mikolov	mikolov	PROPN
crl-25015	30	37	et	et	PROPN
crl-25015	30	38	al	al	PROPN
crl-25015	30	39	.	.	PROPN
crl-25015	30	40	introduced	introduce	VERB
crl-25015	30	41	the	the	DET
crl-25015	30	42	doc2vec	doc2vec	NOUN
crl-25015	30	43	algorithm	algorithm	NOUN
crl-25015	30	44	as	as	ADP
crl-25015	30	45	a	a	DET
crl-25015	30	46	novel	novel	ADJ
crl-25015	30	47	approach	approach	NOUN
crl-25015	30	48	for	for	ADP
crl-25015	30	49	converting	convert	VERB
crl-25015	30	50	documents	document	NOUN
crl-25015	30	51	of	of	ADP
crl-25015	30	52	unequal	unequal	ADJ
crl-25015	30	53	length	length	NOUN
crl-25015	30	54	to	to	ADP
crl-25015	30	55	fixed	fix	VERB
crl-25015	30	56	-	-	PUNCT
crl-25015	30	57	length	length	NOUN
crl-25015	30	58	vectors.17	vectors.17	PROPN
crl-25015	30	59	this	this	DET
crl-25015	30	60	approach	approach	NOUN
crl-25015	30	61	to	to	ADP
crl-25015	30	62	quantifying	quantify	VERB
crl-25015	30	63	and	and	CCONJ
crl-25015	30	64	representing	represent	VERB
crl-25015	30	65	documents	document	NOUN
crl-25015	30	66	has	have	AUX
crl-25015	30	67	gained	gain	VERB
crl-25015	30	68	traction	traction	NOUN
crl-25015	30	69	and	and	CCONJ
crl-25015	30	70	has	have	AUX
crl-25015	30	71	been	be	AUX
crl-25015	30	72	applied	apply	VERB
crl-25015	30	73	to	to	ADP
crl-25015	30	74	research	research	NOUN
crl-25015	30	75	in	in	ADP
crl-25015	30	76	clinical	clinical	ADJ
crl-25015	30	77	,	,	PUNCT
crl-25015	30	78	genetic	genetic	ADJ
crl-25015	30	79	,	,	PUNCT
crl-25015	30	80	and	and	CCONJ
crl-25015	30	81	news	news	NOUN
crl-25015	30	82	-	-	PUNCT
crl-25015	30	83	journalism	journalism	NOUN
crl-25015	30	84	fields.18	fields.18	PROPN
crl-25015	30	85	lau	lau	PROPN
crl-25015	30	86	and	and	CCONJ
crl-25015	30	87	baldwin	baldwin	PROPN
crl-25015	30	88	provide	provide	VERB
crl-25015	30	89	specific	specific	ADJ
crl-25015	30	90	insights	insight	NOUN
crl-25015	30	91	into	into	ADP
crl-25015	30	92	useful	useful	ADJ
crl-25015	30	93	practices	practice	NOUN
crl-25015	30	94	for	for	ADP
crl-25015	30	95	implementing	implement	VERB
crl-25015	30	96	the	the	DET
crl-25015	30	97	doc2vec	doc2vec	NOUN
crl-25015	30	98	algorithm.19	algorithm.19	NOUN
crl-25015	30	99	last	last	ADJ
crl-25015	30	100	,	,	PUNCT
crl-25015	30	101	research	research	NOUN
crl-25015	30	102	has	have	AUX
crl-25015	30	103	also	also	ADV
crl-25015	30	104	shown	show	VERB
crl-25015	30	105	that	that	SCONJ
crl-25015	30	106	the	the	DET
crl-25015	30	107	incorporation	incorporation	NOUN
crl-25015	30	108	of	of	ADP
crl-25015	30	109	human	human	NOUN
crl-25015	30	110	-	-	PUNCT
crl-25015	30	111	defined	define	VERB
crl-25015	30	112	ontologies	ontology	NOUN
crl-25015	30	113	in	in	ADP
crl-25015	30	114	the	the	DET
crl-25015	30	115	form	form	NOUN
crl-25015	30	116	of	of	ADP
crl-25015	30	117	tags	tag	NOUN
crl-25015	30	118	and	and	CCONJ
crl-25015	30	119	labels	label	NOUN
crl-25015	30	120	provides	provide	VERB
crl-25015	30	121	much	much	ADV
crl-25015	30	122	-	-	PUNCT
crl-25015	30	123	needed	need	VERB
crl-25015	30	124	structure	structure	NOUN
crl-25015	30	125	to	to	PART
crl-25015	30	126	text	text	VERB
crl-25015	30	127	analysis	analysis	NOUN
crl-25015	30	128	tasks.20	tasks.20	NOUN
crl-25015	30	129	this	this	PRON
crl-25015	30	130	is	be	AUX
crl-25015	30	131	reinforced	reinforce	VERB
crl-25015	30	132	by	by	ADP
crl-25015	30	133	results	result	NOUN
crl-25015	30	134	derived	derive	VERB
crl-25015	30	135	from	from	ADP
crl-25015	30	136	prior	prior	ADJ
crl-25015	30	137	work	work	NOUN
crl-25015	30	138	indicating	indicate	VERB
crl-25015	30	139	that	that	SCONJ
crl-25015	30	140	the	the	DET
crl-25015	30	141	incorporation	incorporation	NOUN
crl-25015	30	142	of	of	ADP
crl-25015	30	143	ontology	ontology	NOUN
crl-25015	30	144	and	and	CCONJ
crl-25015	30	145	domain	domain	NOUN
crl-25015	30	146	-	-	PUNCT
crl-25015	30	147	knowledge	knowledge	NOUN
crl-25015	30	148	into	into	ADP
crl-25015	30	149	predictive	predictive	ADJ
crl-25015	30	150	models	model	NOUN
crl-25015	30	151	focusing	focus	VERB
crl-25015	30	152	on	on	ADP
crl-25015	30	153	vrs	vrs	ADJ
crl-25015	30	154	transcripts	transcript	NOUN
crl-25015	30	155	has	have	VERB
crl-25015	30	156	a	a	DET
crl-25015	30	157	clear	clear	ADJ
crl-25015	30	158	,	,	PUNCT
crl-25015	30	159	positive	positive	ADJ
crl-25015	30	160	,	,	PUNCT
crl-25015	30	161	and	and	CCONJ
crl-25015	30	162	statistically	statistically	ADV
crl-25015	30	163	significant	significant	ADJ
crl-25015	30	164	impact	impact	NOUN
crl-25015	30	165	on	on	ADP
crl-25015	30	166	overall	overall	ADJ
crl-25015	30	167	model	model	NOUN
crl-25015	30	168	performance.21	performance.21	PROPN
crl-25015	30	169	taken	take	VERB
crl-25015	30	170	as	as	ADP
crl-25015	30	171	a	a	DET
crl-25015	30	172	whole	whole	NOUN
crl-25015	30	173	,	,	PUNCT
crl-25015	30	174	this	this	DET
crl-25015	30	175	suite	suite	NOUN
crl-25015	30	176	of	of	ADP
crl-25015	30	177	methods	method	NOUN
crl-25015	30	178	represents	represent	VERB
crl-25015	30	179	the	the	DET
crl-25015	30	180	foundation	foundation	NOUN
crl-25015	30	181	of	of	ADP
crl-25015	30	182	the	the	DET
crl-25015	30	183	modeling	modeling	NOUN
crl-25015	30	184	processes	process	NOUN
crl-25015	30	185	implemented	implement	VERB
crl-25015	30	186	by	by	ADP
crl-25015	30	187	the	the	DET
crl-25015	30	188	authors	author	NOUN
crl-25015	30	189	in	in	ADP
crl-25015	30	190	prior	prior	ADJ
crl-25015	30	191	work	work	NOUN
crl-25015	30	192	and	and	CCONJ
crl-25015	30	193	the	the	DET
crl-25015	30	194	experimental	experimental	ADJ
crl-25015	30	195	design	design	NOUN
crl-25015	30	196	laid	lay	VERB
crl-25015	30	197	out	out	ADP
crl-25015	30	198	in	in	ADP
crl-25015	30	199	this	this	DET
crl-25015	30	200	paper.22	paper.22	NOUN
crl-25015	30	201	methods	method	NOUN
crl-25015	30	202	this	this	DET
crl-25015	30	203	study	study	NOUN
crl-25015	30	204	was	be	AUX
crl-25015	30	205	conducted	conduct	VERB
crl-25015	30	206	using	use	VERB
crl-25015	30	207	a	a	DET
crl-25015	30	208	dataset	dataset	NOUN
crl-25015	30	209	collected	collect	VERB
crl-25015	30	210	at	at	ADP
crl-25015	30	211	kansas	kansas	PROPN
crl-25015	30	212	state	state	PROPN
crl-25015	30	213	university	university	PROPN
crl-25015	30	214	libraries	library	NOUN
crl-25015	30	215	(	(	PUNCT
crl-25015	30	216	ksul	ksul	NOUN
crl-25015	30	217	)	)	PUNCT
crl-25015	30	218	.	.	PUNCT
crl-25015	31	1	at	at	ADP
crl-25015	31	2	ksul	ksul	NOUN
crl-25015	31	3	,	,	PUNCT
crl-25015	31	4	a	a	DET
crl-25015	31	5	combination	combination	NOUN
crl-25015	31	6	of	of	ADP
crl-25015	31	7	librarian	librarian	ADJ
crl-25015	31	8	faculty	faculty	NOUN
crl-25015	31	9	,	,	PUNCT
crl-25015	31	10	specialists	specialist	NOUN
crl-25015	31	11	,	,	PUNCT
crl-25015	31	12	staff	staff	NOUN
crl-25015	31	13	,	,	PUNCT
crl-25015	31	14	and	and	CCONJ
crl-25015	31	15	students	student	NOUN
crl-25015	31	16	provide	provide	VERB
crl-25015	31	17	varying	vary	VERB
crl-25015	31	18	levels	level	NOUN
crl-25015	31	19	of	of	ADP
crl-25015	31	20	patron	patron	PROPN
crl-25015	31	21	services	service	NOUN
crl-25015	31	22	referred	refer	VERB
crl-25015	31	23	to	to	ADP
crl-25015	31	24	as	as	ADP
crl-25015	31	25	“	"	PUNCT
crl-25015	31	26	ask	ask	VERB
crl-25015	31	27	-	-	PUNCT
crl-25015	31	28	a	a	DET
crl-25015	31	29	-	-	PUNCT
crl-25015	31	30	librarian	librarian	NOUN
crl-25015	31	31	.	.	PUNCT
crl-25015	31	32	”	"	PUNCT
crl-25015	32	1	as	as	ADP
crl-25015	32	2	a	a	DET
crl-25015	32	3	subset	subset	NOUN
crl-25015	32	4	of	of	ADP
crl-25015	32	5	these	these	DET
crl-25015	32	6	service	service	NOUN
crl-25015	32	7	operations	operation	NOUN
crl-25015	32	8	,	,	PUNCT
crl-25015	32	9	ksul	ksul	NOUN
crl-25015	32	10	operates	operate	VERB
crl-25015	32	11	a	a	DET
crl-25015	32	12	chat	chat	NOUN
crl-25015	32	13	reference	reference	NOUN
crl-25015	32	14	service	service	NOUN
crl-25015	32	15	using	use	VERB
crl-25015	32	16	the	the	DET
crl-25015	32	17	libraryh3lp	libraryh3lp	PROPN
crl-25015	32	18	software	software	NOUN
crl-25015	32	19	embedded	embed	VERB
crl-25015	32	20	throughout	throughout	ADP
crl-25015	32	21	ksul	ksul	NOUN
crl-25015	32	22	’s	’s	PART
crl-25015	32	23	webpages	webpage	NOUN
crl-25015	32	24	.	.	PUNCT
crl-25015	33	1	the	the	DET
crl-25015	33	2	raw	raw	ADJ
crl-25015	33	3	dataset	dataset	NOUN
crl-25015	33	4	used	use	VERB
crl-25015	33	5	in	in	ADP
crl-25015	33	6	this	this	DET
crl-25015	33	7	study	study	NOUN
crl-25015	33	8	consists	consist	VERB
crl-25015	33	9	of	of	ADP
crl-25015	33	10	15,690	15,690	NUM
crl-25015	33	11	individual	individual	ADJ
crl-25015	33	12	samples	sample	NOUN
crl-25015	33	13	collected	collect	VERB
crl-25015	33	14	between	between	ADP
crl-25015	33	15	august	august	PROPN
crl-25015	33	16	2013	2013	NUM
crl-25015	33	17	and	and	CCONJ
crl-25015	33	18	march	march	PROPN
crl-25015	33	19	2018	2018	NUM
crl-25015	33	20	.	.	PUNCT
crl-25015	34	1	each	each	DET
crl-25015	34	2	individual	individual	ADJ
crl-25015	34	3	sample	sample	NOUN
crl-25015	34	4	represents	represent	VERB
crl-25015	34	5	a	a	DET
crl-25015	34	6	unique	unique	ADJ
crl-25015	34	7	vrs	vrs	NOUN
crl-25015	34	8	chat	chat	NOUN
crl-25015	34	9	transcript	transcript	NOUN
crl-25015	34	10	and	and	CCONJ
crl-25015	34	11	accompanying	accompanying	ADJ
crl-25015	34	12	metadata	metadata	NOUN
crl-25015	34	13	.	.	PUNCT
crl-25015	35	1	this	this	DET
crl-25015	35	2	data	datum	NOUN
crl-25015	35	3	was	be	AUX
crl-25015	35	4	and	and	CCONJ
crl-25015	35	5	continues	continue	VERB
crl-25015	35	6	to	to	PART
crl-25015	35	7	be	be	AUX
crl-25015	35	8	created	create	VERB
crl-25015	35	9	as	as	SCONJ
crl-25015	35	10	individual	individual	ADJ
crl-25015	35	11	vrs	vrs	PROPN
crl-25015	35	12	operators	operator	NOUN
crl-25015	35	13	record	record	VERB
crl-25015	35	14	chat	chat	NOUN
crl-25015	35	15	transcripts	transcript	NOUN
crl-25015	35	16	in	in	ADP
crl-25015	35	17	ksul	ksul	NOUN
crl-25015	35	18	’s	’s	PART
crl-25015	35	19	reference	reference	NOUN
crl-25015	35	20	tracking	tracking	NOUN
crl-25015	35	21	system	system	NOUN
crl-25015	35	22	(	(	PUNCT
crl-25015	35	23	libinsight	libinsight	PROPN
crl-25015	35	24	)	)	PUNCT
crl-25015	35	25	at	at	ADP
crl-25015	35	26	the	the	DET
crl-25015	35	27	conclusion	conclusion	NOUN
crl-25015	35	28	of	of	ADP
crl-25015	35	29	each	each	DET
crl-25015	35	30	individual	individual	ADJ
crl-25015	35	31	interaction	interaction	NOUN
crl-25015	35	32	.	.	PUNCT
crl-25015	36	1	when	when	SCONJ
crl-25015	36	2	logging	log	VERB
crl-25015	36	3	submissions	submission	NOUN
crl-25015	36	4	in	in	ADP
crl-25015	36	5	libinsight	libinsight	NOUN
crl-25015	36	6	,	,	PUNCT
crl-25015	36	7	vrs	vrs	PROPN
crl-25015	36	8	operators	operator	NOUN
crl-25015	36	9	at	at	ADP
crl-25015	36	10	ksul	ksul	NOUN
crl-25015	36	11	are	be	AUX
crl-25015	36	12	expected	expect	VERB
crl-25015	36	13	to	to	PART
crl-25015	36	14	record	record	VERB
crl-25015	36	15	additional	additional	ADJ
crl-25015	36	16	information	information	NOUN
crl-25015	36	17	such	such	ADJ
crl-25015	36	18	as	as	ADP
crl-25015	36	19	question	question	NOUN
crl-25015	36	20	type	type	NOUN
crl-25015	36	21	,	,	PUNCT
crl-25015	36	22	read	read	NOUN
crl-25015	36	23	scale	scale	NOUN
crl-25015	36	24	,	,	PUNCT
crl-25015	36	25	and	and	CCONJ
crl-25015	36	26	time	time	NOUN
crl-25015	36	27	spent	spend	VERB
crl-25015	36	28	in	in	ADP
crl-25015	36	29	addition	addition	NOUN
crl-25015	36	30	to	to	ADP
crl-25015	36	31	the	the	DET
crl-25015	36	32	raw	raw	ADJ
crl-25015	36	33	text	text	NOUN
crl-25015	36	34	of	of	ADP
crl-25015	36	35	the	the	DET
crl-25015	36	36	entire	entire	ADJ
crl-25015	36	37	chat	chat	NOUN
crl-25015	36	38	transcript	transcript	NOUN
crl-25015	36	39	.	.	PUNCT
crl-25015	37	1	by	by	ADP
crl-25015	37	2	default	default	NOUN
crl-25015	37	3	,	,	PUNCT
crl-25015	37	4	all	all	DET
crl-25015	37	5	vrs	vrs	ADJ
crl-25015	37	6	interactions	interaction	NOUN
crl-25015	37	7	between	between	ADP
crl-25015	37	8	users	user	NOUN
crl-25015	37	9	and	and	CCONJ
crl-25015	37	10	operators	operator	NOUN
crl-25015	37	11	are	be	AUX
crl-25015	37	12	anonymous	anonymous	ADJ
crl-25015	37	13	,	,	PUNCT
crl-25015	37	14	and	and	CCONJ
crl-25015	37	15	users	user	NOUN
crl-25015	37	16	have	have	VERB
crl-25015	37	17	the	the	DET
crl-25015	37	18	reasonable	reasonable	ADJ
crl-25015	37	19	expectation	expectation	NOUN
crl-25015	37	20	of	of	ADP
crl-25015	37	21	anonymity	anonymity	NOUN
crl-25015	37	22	and	and	CCONJ
crl-25015	37	23	confidentiality	confidentiality	NOUN
crl-25015	37	24	with	with	ADP
crl-25015	37	25	respect	respect	NOUN
crl-25015	37	26	to	to	ADP
crl-25015	37	27	using	use	VERB
crl-25015	37	28	ksul	ksul	NOUN
crl-25015	37	29	’s	’s	PART
crl-25015	37	30	vrs	vrs	PROPN
crl-25015	37	31	system	system	NOUN
crl-25015	37	32	.	.	PUNCT
crl-25015	38	1	in	in	ADP
crl-25015	38	2	the	the	DET
crl-25015	38	3	event	event	NOUN
crl-25015	38	4	that	that	PRON
crl-25015	38	5	personally	personally	ADV
crl-25015	38	6	identifying	identify	VERB
crl-25015	38	7	information	information	NOUN
crl-25015	38	8	is	be	AUX
crl-25015	38	9	present	present	ADJ
crl-25015	38	10	in	in	ADP
crl-25015	38	11	an	an	DET
crl-25015	38	12	individual	individual	ADJ
crl-25015	38	13	transcript	transcript	NOUN
crl-25015	38	14	,	,	PUNCT
crl-25015	38	15	operators	operator	NOUN
crl-25015	38	16	are	be	AUX
crl-25015	38	17	expected	expect	VERB
crl-25015	38	18	to	to	PART
crl-25015	38	19	manually	manually	ADV
crl-25015	38	20	redact	redact	VERB
crl-25015	38	21	such	such	ADJ
crl-25015	38	22	information	information	NOUN
crl-25015	38	23	when	when	SCONJ
crl-25015	38	24	recording	recording	NOUN
crl-25015	38	25	data	datum	NOUN
crl-25015	38	26	in	in	ADP
crl-25015	38	27	libinsight	libinsight	PROPN
crl-25015	38	28	.	.	PUNCT
crl-25015	39	1	686	686	NUM
crl-25015	39	2	college	college	NOUN
crl-25015	39	3	&	&	CCONJ
crl-25015	39	4	research	research	PROPN
crl-25015	39	5	libraries	library	NOUN
crl-25015	39	6	july	july	PROPN
crl-25015	39	7	2021	2021	NUM
crl-25015	39	8	institutional	institutional	ADJ
crl-25015	39	9	review	review	NOUN
crl-25015	39	10	board	board	NOUN
crl-25015	39	11	(	(	PUNCT
crl-25015	39	12	irb	irb	PROPN
crl-25015	39	13	)	)	PUNCT
crl-25015	39	14	approval	approval	NOUN
crl-25015	39	15	to	to	PART
crl-25015	39	16	use	use	VERB
crl-25015	39	17	this	this	DET
crl-25015	39	18	dataset	dataset	NOUN
crl-25015	39	19	for	for	ADP
crl-25015	39	20	research	research	NOUN
crl-25015	39	21	was	be	AUX
crl-25015	39	22	granted	grant	VERB
crl-25015	39	23	at	at	ADP
crl-25015	39	24	georgia	georgia	PROPN
crl-25015	39	25	state	state	PROPN
crl-25015	39	26	university	university	PROPN
crl-25015	39	27	where	where	SCONJ
crl-25015	39	28	the	the	DET
crl-25015	39	29	study	study	NOUN
crl-25015	39	30	was	be	AUX
crl-25015	39	31	exempted	exempt	VERB
crl-25015	39	32	from	from	ADP
crl-25015	39	33	further	further	ADJ
crl-25015	39	34	review	review	NOUN
crl-25015	39	35	.	.	PUNCT
crl-25015	40	1	the	the	DET
crl-25015	40	2	irb	irb	PROPN
crl-25015	40	3	at	at	ADP
crl-25015	40	4	kansas	kansas	PROPN
crl-25015	40	5	state	state	PROPN
crl-25015	40	6	university	university	PROPN
crl-25015	40	7	also	also	ADV
crl-25015	40	8	granted	grant	VERB
crl-25015	40	9	approval	approval	NOUN
crl-25015	40	10	to	to	PART
crl-25015	40	11	use	use	VERB
crl-25015	40	12	this	this	DET
crl-25015	40	13	dataset	dataset	NOUN
crl-25015	40	14	for	for	ADP
crl-25015	40	15	research	research	NOUN
crl-25015	40	16	and	and	CCONJ
crl-25015	40	17	exempted	exempt	VERB
crl-25015	40	18	the	the	DET
crl-25015	40	19	study	study	NOUN
crl-25015	40	20	from	from	ADP
crl-25015	40	21	further	further	ADJ
crl-25015	40	22	review	review	NOUN
crl-25015	40	23	.	.	PUNCT
crl-25015	41	1	all	all	DET
crl-25015	41	2	modeling	modeling	NOUN
crl-25015	41	3	,	,	PUNCT
crl-25015	41	4	experimental	experimental	ADJ
crl-25015	41	5	design	design	NOUN
crl-25015	41	6	,	,	PUNCT
crl-25015	41	7	and	and	CCONJ
crl-25015	41	8	analyses	analysis	NOUN
crl-25015	41	9	were	be	AUX
crl-25015	41	10	conducted	conduct	VERB
crl-25015	41	11	using	use	VERB
crl-25015	41	12	the	the	DET
crl-25015	41	13	python	python	NOUN
crl-25015	41	14	programming	programming	NOUN
crl-25015	41	15	language	language	NOUN
crl-25015	41	16	.	.	PUNCT
crl-25015	42	1	the	the	DET
crl-25015	42	2	pandas	panda	NOUN
crl-25015	42	3	and	and	CCONJ
crl-25015	42	4	scipy	scipy	NOUN
crl-25015	42	5	modules	module	NOUN
crl-25015	42	6	were	be	AUX
crl-25015	42	7	used	use	VERB
crl-25015	42	8	extensively	extensively	ADV
crl-25015	42	9	to	to	PART
crl-25015	42	10	prepare	prepare	VERB
crl-25015	42	11	and	and	CCONJ
crl-25015	42	12	transform	transform	VERB
crl-25015	42	13	data	datum	NOUN
crl-25015	42	14	and	and	CCONJ
crl-25015	42	15	produce	produce	VERB
crl-25015	42	16	descriptive	descriptive	ADJ
crl-25015	42	17	statistical	statistical	ADJ
crl-25015	42	18	information.23	information.23	ADV
crl-25015	42	19	the	the	DET
crl-25015	42	20	scikit	scikit	NOUN
crl-25015	42	21	-	-	PUNCT
crl-25015	42	22	learn	learn	VERB
crl-25015	42	23	and	and	CCONJ
crl-25015	42	24	gensim	gensim	NOUN
crl-25015	42	25	packages	package	NOUN
crl-25015	42	26	were	be	AUX
crl-25015	42	27	used	use	VERB
crl-25015	42	28	extensively	extensively	ADV
crl-25015	42	29	for	for	SCONJ
crl-25015	42	30	text	text	NOUN
crl-25015	42	31	processing	processing	NOUN
crl-25015	42	32	and	and	CCONJ
crl-25015	42	33	modeling.24	modeling.24	NOUN
crl-25015	42	34	statistical	statistical	ADJ
crl-25015	42	35	plots	plot	NOUN
crl-25015	42	36	were	be	AUX
crl-25015	42	37	generated	generate	VERB
crl-25015	42	38	using	use	VERB
crl-25015	42	39	the	the	DET
crl-25015	42	40	seaborn	seaborn	NOUN
crl-25015	42	41	package.25	package.25	NOUN
crl-25015	42	42	for	for	ADP
crl-25015	42	43	full	full	ADJ
crl-25015	42	44	code	code	NOUN
crl-25015	42	45	used	use	VERB
crl-25015	42	46	to	to	PART
crl-25015	42	47	conduct	conduct	VERB
crl-25015	42	48	analysis	analysis	NOUN
crl-25015	42	49	,	,	PUNCT
crl-25015	42	50	see	see	VERB
crl-25015	42	51	supplementary	supplementary	ADJ
crl-25015	42	52	code	code	NOUN
crl-25015	42	53	file	file	NOUN
crl-25015	42	54	.	.	PUNCT
crl-25015	43	1	overall	overall	ADJ
crl-25015	43	2	model	model	NOUN
crl-25015	43	3	structure	structure	NOUN
crl-25015	43	4	and	and	CCONJ
crl-25015	43	5	experimental	experimental	ADJ
crl-25015	43	6	design	design	NOUN
crl-25015	43	7	to	to	PART
crl-25015	43	8	experiment	experiment	VERB
crl-25015	43	9	with	with	ADP
crl-25015	43	10	and	and	CCONJ
crl-25015	43	11	evaluate	evaluate	VERB
crl-25015	43	12	the	the	DET
crl-25015	43	13	utility	utility	NOUN
crl-25015	43	14	of	of	ADP
crl-25015	43	15	developing	develop	VERB
crl-25015	43	16	predictive	predictive	ADJ
crl-25015	43	17	models	model	NOUN
crl-25015	43	18	,	,	PUNCT
crl-25015	43	19	the	the	DET
crl-25015	43	20	authors	author	NOUN
crl-25015	43	21	developed	develop	VERB
crl-25015	43	22	a	a	DET
crl-25015	43	23	multistage	multistage	NOUN
crl-25015	43	24	modeling	modeling	NOUN
crl-25015	43	25	process	process	NOUN
crl-25015	43	26	(	(	PUNCT
crl-25015	43	27	see	see	VERB
crl-25015	43	28	figure	figure	NOUN
crl-25015	43	29	1	1	NUM
crl-25015	43	30	)	)	PUNCT
crl-25015	43	31	that	that	PRON
crl-25015	43	32	would	would	AUX
crl-25015	43	33	preprocess	preprocess	VERB
crl-25015	43	34	all	all	DET
crl-25015	43	35	vrs	vrs	ADJ
crl-25015	43	36	transcripts	transcript	NOUN
crl-25015	43	37	into	into	ADP
crl-25015	43	38	a	a	DET
crl-25015	43	39	form	form	NOUN
crl-25015	43	40	suited	suit	VERB
crl-25015	43	41	for	for	ADP
crl-25015	43	42	text	text	NOUN
crl-25015	43	43	analysis	analysis	NOUN
crl-25015	43	44	and	and	CCONJ
crl-25015	43	45	splitting	split	VERB
crl-25015	43	46	the	the	DET
crl-25015	43	47	data	datum	NOUN
crl-25015	43	48	into	into	ADP
crl-25015	43	49	“	"	PUNCT
crl-25015	43	50	training	training	NOUN
crl-25015	43	51	”	"	PUNCT
crl-25015	43	52	and	and	CCONJ
crl-25015	43	53	“	"	PUNCT
crl-25015	43	54	test	test	NOUN
crl-25015	43	55	”	"	PUNCT
crl-25015	43	56	subsets	subset	NOUN
crl-25015	43	57	(	(	PUNCT
crl-25015	43	58	split	split	NOUN
crl-25015	43	59	)	)	PUNCT
crl-25015	43	60	.	.	PUNCT
crl-25015	44	1	then	then	ADV
crl-25015	44	2	all	all	DET
crl-25015	44	3	vrs	vrs	NOUN
crl-25015	44	4	transcripts	transcript	NOUN
crl-25015	44	5	were	be	AUX
crl-25015	44	6	processed	process	VERB
crl-25015	44	7	according	accord	VERB
crl-25015	44	8	to	to	ADP
crl-25015	44	9	a	a	DET
crl-25015	44	10	variety	variety	NOUN
crl-25015	44	11	of	of	ADP
crl-25015	44	12	modeling	model	VERB
crl-25015	44	13	parameters	parameter	NOUN
crl-25015	44	14	.	.	PUNCT
crl-25015	45	1	for	for	ADP
crl-25015	45	2	the	the	DET
crl-25015	45	3	figure	figure	NOUN
crl-25015	45	4	1	1	NUM
crl-25015	45	5	overall	overall	ADJ
crl-25015	45	6	modeling	modeling	NOUN
crl-25015	45	7	process	process	NOUN
crl-25015	45	8	using	use	VERB
crl-25015	45	9	machine	machine	NOUN
crl-25015	45	10	learning	learn	VERB
crl-25015	45	11	to	to	PART
crl-25015	45	12	predict	predict	VERB
crl-25015	45	13	chat	chat	NOUN
crl-25015	45	14	difficulty	difficulty	NOUN
crl-25015	45	15	687	687	NUM
crl-25015	45	16	entire	entire	ADJ
crl-25015	45	17	dataset	dataset	NOUN
crl-25015	45	18	,	,	PUNCT
crl-25015	45	19	the	the	DET
crl-25015	45	20	entire	entire	ADJ
crl-25015	45	21	modeling	modeling	NOUN
crl-25015	45	22	process	process	NOUN
crl-25015	45	23	was	be	AUX
crl-25015	45	24	run	run	VERB
crl-25015	45	25	one	one	NUM
crl-25015	45	26	time	time	NOUN
crl-25015	45	27	for	for	ADP
crl-25015	45	28	every	every	DET
crl-25015	45	29	possible	possible	ADJ
crl-25015	45	30	combination	combination	NOUN
crl-25015	45	31	of	of	ADP
crl-25015	45	32	modeling	model	VERB
crl-25015	45	33	parameters	parameter	NOUN
crl-25015	45	34	,	,	PUNCT
crl-25015	45	35	resulting	result	VERB
crl-25015	45	36	in	in	ADP
crl-25015	45	37	predictive	predictive	ADJ
crl-25015	45	38	analytics	analytic	NOUN
crl-25015	45	39	data	datum	NOUN
crl-25015	45	40	for	for	ADP
crl-25015	45	41	640	640	NUM
crl-25015	45	42	unique	unique	ADJ
crl-25015	45	43	models	model	NOUN
crl-25015	45	44	.	.	PUNCT
crl-25015	46	1	in	in	ADP
crl-25015	46	2	the	the	DET
crl-25015	46	3	overall	overall	ADJ
crl-25015	46	4	modeling	modeling	NOUN
crl-25015	46	5	process	process	NOUN
crl-25015	46	6	and	and	CCONJ
crl-25015	46	7	core	core	NOUN
crl-25015	46	8	experimental	experimental	ADJ
crl-25015	46	9	design	design	NOUN
crl-25015	46	10	,	,	PUNCT
crl-25015	46	11	individual	individual	ADJ
crl-25015	46	12	transcripts	transcript	NOUN
crl-25015	46	13	were	be	AUX
crl-25015	46	14	truncated	truncate	VERB
crl-25015	46	15	to	to	ADP
crl-25015	46	16	just	just	ADV
crl-25015	46	17	the	the	DET
crl-25015	46	18	few	few	ADJ
crl-25015	46	19	words	word	NOUN
crl-25015	46	20	of	of	ADP
crl-25015	46	21	patron	patron	NOUN
crl-25015	46	22	-	-	PUNCT
crl-25015	46	23	supplied	supply	VERB
crl-25015	46	24	text	text	NOUN
crl-25015	46	25	(	(	PUNCT
crl-25015	46	26	trunc	trunc	NOUN
crl-25015	46	27	)	)	PUNCT
crl-25015	46	28	,	,	PUNCT
crl-25015	46	29	tagged	tag	VERB
crl-25015	46	30	with	with	ADP
crl-25015	46	31	qualitative	qualitative	ADJ
crl-25015	46	32	labels	label	NOUN
crl-25015	46	33	(	(	PUNCT
crl-25015	46	34	tag	tag	NOUN
crl-25015	46	35	)	)	PUNCT
crl-25015	46	36	,	,	PUNCT
crl-25015	46	37	modified	modify	VERB
crl-25015	46	38	to	to	PART
crl-25015	46	39	filter	filter	VERB
crl-25015	46	40	out	out	ADP
crl-25015	46	41	infrequent	infrequent	ADJ
crl-25015	46	42	terms	term	NOUN
crl-25015	46	43	(	(	PUNCT
crl-25015	46	44	dict	dict	NOUN
crl-25015	46	45	)	)	PUNCT
crl-25015	46	46	,	,	PUNCT
crl-25015	46	47	transformed	transform	VERB
crl-25015	46	48	into	into	ADP
crl-25015	46	49	document	document	NOUN
crl-25015	46	50	-	-	PUNCT
crl-25015	46	51	embeddings	embedding	NOUN
crl-25015	46	52	with	with	ADP
crl-25015	46	53	fixed	fix	VERB
crl-25015	46	54	-	-	PUNCT
crl-25015	46	55	length	length	NOUN
crl-25015	46	56	vector	vector	NOUN
crl-25015	46	57	representations	representation	NOUN
crl-25015	46	58	(	(	PUNCT
crl-25015	46	59	d2v	d2v	NOUN
crl-25015	46	60	)	)	PUNCT
crl-25015	46	61	,	,	PUNCT
crl-25015	46	62	and	and	CCONJ
crl-25015	46	63	then	then	ADV
crl-25015	46	64	processed	process	VERB
crl-25015	46	65	through	through	ADP
crl-25015	46	66	a	a	DET
crl-25015	46	67	very	very	ADV
crl-25015	46	68	simple	simple	ADJ
crl-25015	46	69	neural	neural	ADJ
crl-25015	46	70	network	network	NOUN
crl-25015	46	71	classifier	classifier	NOUN
crl-25015	46	72	that	that	PRON
crl-25015	46	73	would	would	AUX
crl-25015	46	74	predict	predict	VERB
crl-25015	46	75	the	the	DET
crl-25015	46	76	relative	relative	ADJ
crl-25015	46	77	difficulty	difficulty	NOUN
crl-25015	46	78	of	of	ADP
crl-25015	46	79	the	the	DET
crl-25015	46	80	vrs	vrs	PROPN
crl-25015	46	81	interaction	interaction	NOUN
crl-25015	46	82	using	use	VERB
crl-25015	46	83	transformed	transform	VERB
crl-25015	46	84	read	read	NOUN
crl-25015	46	85	scale	scale	NOUN
crl-25015	46	86	ratings	rating	NOUN
crl-25015	46	87	(	(	PUNCT
crl-25015	46	88	read	read	NOUN
crl-25015	46	89	)	)	PUNCT
crl-25015	46	90	as	as	ADP
crl-25015	46	91	the	the	DET
crl-25015	46	92	formal	formal	ADJ
crl-25015	46	93	representation	representation	NOUN
crl-25015	46	94	difficulty	difficulty	NOUN
crl-25015	46	95	of	of	ADP
crl-25015	46	96	and	and	CCONJ
crl-25015	46	97	final	final	ADJ
crl-25015	46	98	dependent	dependent	ADJ
crl-25015	46	99	variable	variable	NOUN
crl-25015	46	100	in	in	ADP
crl-25015	46	101	the	the	DET
crl-25015	46	102	modeling	modeling	NOUN
crl-25015	46	103	process	process	NOUN
crl-25015	46	104	.	.	PUNCT
crl-25015	47	1	since	since	SCONJ
crl-25015	47	2	some	some	PRON
crl-25015	47	3	of	of	ADP
crl-25015	47	4	the	the	DET
crl-25015	47	5	modeling	modeling	NOUN
crl-25015	47	6	processes	process	NOUN
crl-25015	47	7	and	and	CCONJ
crl-25015	47	8	algorithms	algorithm	NOUN
crl-25015	47	9	required	require	VERB
crl-25015	47	10	randomly	randomly	ADV
crl-25015	47	11	initialized	initialize	VERB
crl-25015	47	12	states	state	NOUN
crl-25015	47	13	,	,	PUNCT
crl-25015	47	14	a	a	DET
crl-25015	47	15	variable	variable	ADJ
crl-25015	47	16	random	random	ADJ
crl-25015	47	17	parameter	parameter	NOUN
crl-25015	47	18	(	(	PUNCT
crl-25015	47	19	rand	rand	NOUN
crl-25015	47	20	)	)	PUNCT
crl-25015	47	21	was	be	AUX
crl-25015	47	22	used	use	VERB
crl-25015	47	23	to	to	PART
crl-25015	47	24	seed	seed	VERB
crl-25015	47	25	the	the	DET
crl-25015	47	26	random	random	ADJ
crl-25015	47	27	state	state	NOUN
crl-25015	47	28	for	for	ADP
crl-25015	47	29	each	each	DET
crl-25015	47	30	individual	individual	ADJ
crl-25015	47	31	run	run	NOUN
crl-25015	47	32	of	of	ADP
crl-25015	47	33	the	the	DET
crl-25015	47	34	modeling	modeling	NOUN
crl-25015	47	35	process	process	NOUN
crl-25015	47	36	.	.	PUNCT
crl-25015	48	1	ultimately	ultimately	ADV
crl-25015	48	2	the	the	DET
crl-25015	48	3	final	final	ADJ
crl-25015	48	4	predictions	prediction	NOUN
crl-25015	48	5	for	for	ADP
crl-25015	48	6	both	both	CCONJ
crl-25015	48	7	the	the	DET
crl-25015	48	8	training	training	NOUN
crl-25015	48	9	-	-	PUNCT
crl-25015	48	10	data	datum	NOUN
crl-25015	48	11	and	and	CCONJ
crl-25015	48	12	test	test	NOUN
crl-25015	48	13	-	-	PUNCT
crl-25015	48	14	data	datum	NOUN
crl-25015	48	15	for	for	ADP
crl-25015	48	16	each	each	DET
crl-25015	48	17	individual	individual	ADJ
crl-25015	48	18	model	model	NOUN
crl-25015	48	19	were	be	AUX
crl-25015	48	20	evaluated	evaluate	VERB
crl-25015	48	21	using	use	VERB
crl-25015	48	22	receiver	receiver	NOUN
crl-25015	48	23	operating	operating	NOUN
crl-25015	48	24	characteristics	characteristic	NOUN
crl-25015	48	25	’	'	PUNCT
crl-25015	48	26	(	(	PUNCT
crl-25015	48	27	roc	roc	PROPN
crl-25015	48	28	)	)	PUNCT
crl-25015	48	29	area	area	NOUN
crl-25015	48	30	under	under	ADP
crl-25015	48	31	the	the	DET
crl-25015	48	32	curve	curve	NOUN
crl-25015	48	33	(	(	PUNCT
crl-25015	48	34	auc).26	auc).26	ADJ
crl-25015	48	35	the	the	DET
crl-25015	48	36	auc	auc	NOUN
crl-25015	48	37	scores	score	NOUN
crl-25015	48	38	provided	provide	VERB
crl-25015	48	39	the	the	DET
crl-25015	48	40	core	core	NOUN
crl-25015	48	41	performance	performance	NOUN
crl-25015	48	42	metric	metric	ADJ
crl-25015	48	43	for	for	ADP
crl-25015	48	44	evaluating	evaluate	VERB
crl-25015	48	45	the	the	DET
crl-25015	48	46	predictive	predictive	ADJ
crl-25015	48	47	power	power	NOUN
crl-25015	48	48	of	of	ADP
crl-25015	48	49	individual	individual	ADJ
crl-25015	48	50	model	model	NOUN
crl-25015	48	51	formulations	formulation	NOUN
crl-25015	48	52	.	.	PUNCT
crl-25015	49	1	prior	prior	ADV
crl-25015	49	2	to	to	ADP
crl-25015	49	3	modeling	modeling	NOUN
crl-25015	49	4	,	,	PUNCT
crl-25015	49	5	the	the	DET
crl-25015	49	6	raw	raw	ADJ
crl-25015	49	7	transcripts	transcript	NOUN
crl-25015	49	8	required	require	VERB
crl-25015	49	9	extensive	extensive	ADJ
crl-25015	49	10	work	work	NOUN
crl-25015	49	11	to	to	PART
crl-25015	49	12	transform	transform	VERB
crl-25015	49	13	into	into	ADP
crl-25015	49	14	a	a	DET
crl-25015	49	15	usable	usable	ADJ
crl-25015	49	16	format	format	NOUN
crl-25015	49	17	.	.	PUNCT
crl-25015	50	1	the	the	DET
crl-25015	50	2	raw	raw	ADJ
crl-25015	50	3	,	,	PUNCT
crl-25015	50	4	unformatted	unformatted	ADJ
crl-25015	50	5	transcripts	transcript	NOUN
crl-25015	50	6	were	be	AUX
crl-25015	50	7	exported	export	VERB
crl-25015	50	8	from	from	ADP
crl-25015	50	9	libinsight	libinsight	NOUN
crl-25015	50	10	and	and	CCONJ
crl-25015	50	11	stored	store	VERB
crl-25015	50	12	as	as	ADP
crl-25015	50	13	plain	plain	ADJ
crl-25015	50	14	text	text	NOUN
crl-25015	50	15	in	in	ADP
crl-25015	50	16	the	the	DET
crl-25015	50	17	form	form	NOUN
crl-25015	50	18	shown	show	VERB
crl-25015	50	19	in	in	ADP
crl-25015	50	20	figure	figure	NOUN
crl-25015	50	21	2	2	NUM
crl-25015	50	22	.	.	X
crl-25015	50	23	code	code	PROPN
crl-25015	50	24	was	be	AUX
crl-25015	50	25	then	then	ADV
crl-25015	50	26	written	write	VERB
crl-25015	50	27	to	to	PART
crl-25015	50	28	automatically	automatically	ADV
crl-25015	50	29	parse	parse	VERB
crl-25015	50	30	and	and	CCONJ
crl-25015	50	31	organize	organize	VERB
crl-25015	50	32	each	each	DET
crl-25015	50	33	transcript	transcript	NOUN
crl-25015	50	34	into	into	ADP
crl-25015	50	35	the	the	DET
crl-25015	50	36	form	form	NOUN
crl-25015	50	37	shown	show	VERB
crl-25015	50	38	in	in	ADP
crl-25015	50	39	figure	figure	NOUN
crl-25015	50	40	3	3	NUM
crl-25015	50	41	.	.	PUNCT
crl-25015	50	42	figure	figure	NOUN
crl-25015	50	43	2	2	NUM
crl-25015	50	44	raw	raw	ADJ
crl-25015	50	45	vrs	vrs	NOUN
crl-25015	50	46	transcript	transcript	NOUN
crl-25015	50	47	9:00	9:00	NUM
crl-25015	50	48	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	50	49	i	i	PRON
crl-25015	50	50	'm	be	AUX
crl-25015	50	51	looking	look	VERB
crl-25015	50	52	for	for	ADP
crl-25015	50	53	a	a	DET
crl-25015	50	54	19th	19th	ADJ
crl-25015	50	55	century	century	NOUN
crl-25015	50	56	article	article	NOUN
crl-25015	50	57	about	about	ADP
crl-25015	50	58	women	woman	NOUN
crl-25015	50	59	fashion	fashion	VERB
crl-25015	50	60	in	in	ADP
crl-25015	50	61	france	france	PROPN
crl-25015	50	62	but	but	CCONJ
crl-25015	50	63	ca	can	AUX
crl-25015	50	64	nt	not	PART
crl-25015	50	65	seem	seem	VERB
crl-25015	50	66	to	to	PART
crl-25015	50	67	find	find	VERB
crl-25015	50	68	anything	anything	PRON
crl-25015	50	69	?	?	PUNCT
crl-25015	51	1	do	do	AUX
crl-25015	51	2	you	you	PRON
crl-25015	51	3	have	have	VERB
crl-25015	51	4	any	any	DET
crl-25015	51	5	good	good	ADJ
crl-25015	51	6	links	link	NOUN
crl-25015	51	7	?	?	PUNCT
crl-25015	52	1	9:00	9:00	NUM
crl-25015	52	2	me	i	PRON
crl-25015	53	1	hello	hello	INTJ
crl-25015	53	2	9:01	9:01	NUM
crl-25015	54	1	me	i	PRON
crl-25015	55	1	hmm	hmm	INTJ
crl-25015	55	2	...	...	PUNCT
crl-25015	56	1	i	i	PRON
crl-25015	56	2	have	have	VERB
crl-25015	56	3	a	a	DET
crl-25015	56	4	few	few	ADJ
crl-25015	56	5	ideas	idea	NOUN
crl-25015	56	6	!	!	PUNCT
crl-25015	57	1	9:01	9:01	NUM
crl-25015	58	1	me	i	PRON
crl-25015	58	2	are	be	AUX
crl-25015	58	3	you	you	PRON
crl-25015	58	4	looking	look	VERB
crl-25015	58	5	for	for	ADP
crl-25015	58	6	articles	article	NOUN
crl-25015	58	7	that	that	PRON
crl-25015	58	8	are	be	AUX
crl-25015	58	9	about	about	ADP
crl-25015	58	10	19th	19th	ADJ
crl-25015	58	11	centruy	centruy	ADJ
crl-25015	58	12	french	french	ADJ
crl-25015	58	13	fashion	fashion	NOUN
crl-25015	58	14	or	or	CCONJ
crl-25015	58	15	articles	article	NOUN
crl-25015	58	16	written	write	VERB
crl-25015	58	17	in	in	ADP
crl-25015	58	18	the	the	DET
crl-25015	58	19	19th	19th	ADJ
crl-25015	58	20	century	century	NOUN
crl-25015	58	21	about	about	ADP
crl-25015	58	22	french	french	ADJ
crl-25015	58	23	fashion	fashion	NOUN
crl-25015	58	24	?	?	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	60	1	9:02	9:02	NUM
crl-25015	60	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	60	3	i	i	PRON
crl-25015	60	4	am	be	AUX
crl-25015	60	5	looking	look	VERB
crl-25015	60	6	for	for	ADP
crl-25015	60	7	scholarly	scholarly	ADJ
crl-25015	60	8	articles	article	NOUN
crl-25015	60	9	about	about	ADP
crl-25015	60	10	19th	19th	ADJ
crl-25015	60	11	century	century	NOUN
crl-25015	60	12	french	french	ADJ
crl-25015	60	13	fashon	fashon	NOUN
crl-25015	60	14	9:02	9:02	NUM
crl-25015	60	15	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	60	16	mainly	mainly	ADV
crl-25015	60	17	women	woman	NOUN
crl-25015	60	18	9:04	9:04	NUM
crl-25015	60	19	me	i	PRON
crl-25015	60	20	ok	ok	INTJ
crl-25015	60	21	,	,	PUNCT
crl-25015	60	22	let	let	VERB
crl-25015	60	23	me	i	PRON
crl-25015	60	24	see	see	VERB
crl-25015	60	25	what	what	PRON
crl-25015	60	26	i	i	PRON
crl-25015	60	27	can	can	AUX
crl-25015	60	28	find	find	VERB
crl-25015	60	29	!	!	PUNCT
crl-25015	61	1	9:04	9:04	NUM
crl-25015	61	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	61	3	thanks	thank	NOUN
crl-25015	61	4	you	you	PRON
crl-25015	61	5	rock	rock	VERB
crl-25015	61	6	!	!	PUNCT
crl-25015	62	1	9:04	9:04	NUM
crl-25015	62	2	me	i	PRON
crl-25015	63	1	i	i	PRON
crl-25015	63	2	am	be	AUX
crl-25015	63	3	going	go	VERB
crl-25015	63	4	to	to	PART
crl-25015	63	5	start	start	VERB
crl-25015	63	6	with	with	ADP
crl-25015	63	7	our	our	PRON
crl-25015	63	8	search	search	NOUN
crl-25015	63	9	it	it	PRON
crl-25015	63	10	tool	tool	NOUN
crl-25015	63	11	.	.	PUNCT
crl-25015	64	1	also	also	ADV
crl-25015	64	2	,	,	PUNCT
crl-25015	64	3	we	we	PRON
crl-25015	64	4	have	have	VERB
crl-25015	64	5	some	some	DET
crl-25015	64	6	fashion	fashion	NOUN
crl-25015	64	7	databases	database	NOUN
crl-25015	64	8	as	as	ADV
crl-25015	64	9	well	well	ADV
crl-25015	64	10	http	http	NOUN
crl-25015	64	11	:	:	PUNCT
crl-25015	64	12	//apps.lib.k	//apps.lib.k	NOUN
crl-25015	64	13	-	-	NOUN
crl-25015	64	14	state	state	NOUN
crl-25015	64	15	.	.	PUNCT
crl-25015	65	1	edu	edu	PROPN
crl-25015	65	2	/	/	SYM
crl-25015	65	3	databases	database	NOUN
crl-25015	65	4	/	/	SYM
crl-25015	65	5	category	category	NOUN
crl-25015	65	6	/	/	SYM
crl-25015	65	7	human	human	NOUN
crl-25015	65	8	-	-	PUNCT
crl-25015	65	9	ecology	ecology	NOUN
crl-25015	65	10	/	/	SYM
crl-25015	65	11	apparel	apparel	NOUN
crl-25015	65	12	-	-	PUNCT
crl-25015	65	13	textiles/	textiles/	NUM
crl-25015	65	14	9:04	9:04	NUM
crl-25015	65	15	me	i	PRON
crl-25015	65	16	have	have	AUX
crl-25015	65	17	you	you	PRON
crl-25015	65	18	had	have	VERB
crl-25015	65	19	a	a	DET
crl-25015	65	20	chance	chance	NOUN
crl-25015	65	21	to	to	PART
crl-25015	65	22	try	try	VERB
crl-25015	65	23	either	either	PRON
crl-25015	65	24	of	of	ADP
crl-25015	65	25	those	those	DET
crl-25015	65	26	sources	source	NOUN
crl-25015	65	27	?	?	PUNCT
crl-25015	66	1	9:05	9:05	NUM
crl-25015	66	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	67	1	yeah	yeah	INTJ
crl-25015	68	1	i	i	PRON
crl-25015	68	2	have	have	AUX
crl-25015	68	3	tried	try	VERB
crl-25015	68	4	..	..	PUNCT
crl-25015	69	1	i	i	PRON
crl-25015	69	2	am	be	AUX
crl-25015	69	3	no	no	ADV
crl-25015	69	4	sure	sure	ADJ
crl-25015	69	5	if	if	SCONJ
crl-25015	69	6	i	i	PRON
crl-25015	69	7	m	m	VERB
crl-25015	69	8	too	too	ADV
crl-25015	69	9	specific	specific	ADJ
crl-25015	69	10	or	or	CCONJ
crl-25015	69	11	not	not	PART
crl-25015	69	12	specific	specific	ADJ
crl-25015	69	13	enough	enough	ADV
crl-25015	69	14	.	.	PUNCT
crl-25015	70	1	9:06	9:06	NUM
crl-25015	70	2	me	i	PRON
crl-25015	70	3	gotcha	gotcha	NOUN
crl-25015	70	4	.	.	PUNCT
crl-25015	71	1	also	also	ADV
crl-25015	71	2	,	,	PUNCT
crl-25015	71	3	do	do	AUX
crl-25015	71	4	they	they	PRON
crl-25015	71	5	have	have	VERB
crl-25015	71	6	to	to	PART
crl-25015	71	7	be	be	AUX
crl-25015	71	8	scholarly	scholarly	ADJ
crl-25015	71	9	articles	article	NOUN
crl-25015	71	10	?	?	PUNCT
crl-25015	72	1	would	would	AUX
crl-25015	72	2	library	library	VERB
crl-25015	72	3	books	book	NOUN
crl-25015	72	4	work	work	VERB
crl-25015	72	5	as	as	ADV
crl-25015	72	6	well	well	ADV
crl-25015	72	7	?	?	PUNCT
crl-25015	73	1	9:06	9:06	NUM
crl-25015	73	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	74	1	yes	yes	INTJ
crl-25015	74	2	,	,	PUNCT
crl-25015	74	3	i	i	PRON
crl-25015	74	4	believe	believe	VERB
crl-25015	74	5	so	so	ADV
crl-25015	74	6	.	.	PUNCT
crl-25015	75	1	9:07	9:07	NUM
crl-25015	75	2	me	i	PRON
crl-25015	76	1	i	i	PRON
crl-25015	76	2	found	find	VERB
crl-25015	76	3	one	one	NUM
crl-25015	76	4	promising	promising	ADJ
crl-25015	76	5	book	book	NOUN
crl-25015	76	6	in	in	ADP
crl-25015	76	7	search	search	NOUN
crl-25015	76	8	it	it	PRON
crl-25015	76	9	"	"	PUNCT
crl-25015	76	10	accessories	accessory	NOUN
crl-25015	76	11	to	to	ADP
crl-25015	76	12	modernity	modernity	NOUN
crl-25015	76	13	:	:	PUNCT
crl-25015	76	14	fashion	fashion	NOUN
crl-25015	76	15	and	and	CCONJ
crl-25015	76	16	the	the	DET
crl-25015	76	17	feminine	feminine	NOUN
crl-25015	76	18	in	in	ADP
crl-25015	76	19	nineteenth	nineteenth	ADJ
crl-25015	76	20	-	-	PUNCT
crl-25015	76	21	century	century	NOUN
crl-25015	76	22	france	france	NOUN
crl-25015	76	23	"	"	PUNCT
crl-25015	76	24	9:07	9:07	NUM
crl-25015	76	25	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	76	26	my	my	PRON
crl-25015	76	27	assignment	assignment	NOUN
crl-25015	76	28	details	detail	NOUN
crl-25015	76	29	just	just	ADV
crl-25015	76	30	say	say	VERB
crl-25015	76	31	two	two	NUM
crl-25015	76	32	scholarly	scholarly	ADJ
crl-25015	76	33	sources	source	NOUN
crl-25015	76	34	.	.	PUNCT
crl-25015	77	1	9:09	9:09	NUM
crl-25015	77	2	me	i	PRON
crl-25015	77	3	ok	ok	INTJ
crl-25015	77	4	,	,	PUNCT
crl-25015	77	5	i	i	PRON
crl-25015	77	6	certianly	certianly	ADV
crl-25015	77	7	think	think	VERB
crl-25015	77	8	many	many	ADJ
crl-25015	77	9	of	of	ADP
crl-25015	77	10	the	the	DET
crl-25015	77	11	books	book	NOUN
crl-25015	77	12	in	in	ADP
crl-25015	77	13	the	the	DET
crl-25015	77	14	library	library	NOUN
crl-25015	77	15	qualify	qualify	VERB
crl-25015	77	16	as	as	ADP
crl-25015	77	17	"	"	PUNCT
crl-25015	77	18	scholarly	scholarly	ADJ
crl-25015	77	19	"	"	PUNCT
crl-25015	77	20	obviously	obviously	ADV
crl-25015	77	21	some	some	PRON
crl-25015	77	22	will	will	AUX
crl-25015	77	23	not	not	PART
crl-25015	77	24	(	(	PUNCT
crl-25015	77	25	ex	ex	PROPN
crl-25015	77	26	.	.	PROPN
crl-25015	77	27	batman	batman	PROPN
crl-25015	77	28	comics	comics	PROPN
crl-25015	77	29	)	)	PUNCT
crl-25015	77	30	,	,	PUNCT
crl-25015	77	31	but	but	CCONJ
crl-25015	77	32	i	i	PRON
crl-25015	77	33	think	think	VERB
crl-25015	77	34	you	you	PRON
crl-25015	77	35	should	should	AUX
crl-25015	77	36	be	be	AUX
crl-25015	77	37	able	able	ADJ
crl-25015	77	38	to	to	PART
crl-25015	77	39	identify	identify	VERB
crl-25015	77	40	if	if	SCONJ
crl-25015	77	41	a	a	DET
crl-25015	77	42	book	book	NOUN
crl-25015	77	43	is	be	AUX
crl-25015	77	44	a	a	DET
crl-25015	77	45	scholarly	scholarly	ADJ
crl-25015	77	46	source	source	NOUN
crl-25015	77	47	(	(	PUNCT
crl-25015	77	48	they	they	PRON
crl-25015	77	49	will	will	AUX
crl-25015	77	50	have	have	VERB
crl-25015	77	51	lots	lot	NOUN
crl-25015	77	52	of	of	ADP
crl-25015	77	53	references	reference	NOUN
crl-25015	77	54	,	,	PUNCT
crl-25015	77	55	detailed	detailed	ADJ
crl-25015	77	56	info	info	NOUN
crl-25015	77	57	,	,	PUNCT
crl-25015	77	58	neutral	neutral	ADJ
crl-25015	77	59	tone	tone	NOUN
crl-25015	77	60	,	,	PUNCT
crl-25015	77	61	etc	etc	X
crl-25015	77	62	...	...	X
crl-25015	77	63	)	)	PUNCT
crl-25015	78	1	9:10	9:10	NUM
crl-25015	79	1	me	i	PRON
crl-25015	79	2	here	here	ADV
crl-25015	79	3	is	be	AUX
crl-25015	79	4	a	a	DET
crl-25015	79	5	quick	quick	ADJ
crl-25015	79	6	video	video	NOUN
crl-25015	79	7	showing	show	VERB
crl-25015	79	8	how	how	SCONJ
crl-25015	79	9	i	i	PRON
crl-25015	79	10	found	find	VERB
crl-25015	79	11	some	some	DET
crl-25015	79	12	books	book	NOUN
crl-25015	79	13	....	....	PUNCT
crl-25015	80	1	9:10	9:10	NUM
crl-25015	80	2	me	i	PRON
crl-25015	80	3	http	http	ADV
crl-25015	80	4	:	:	PUNCT
crl-25015	80	5	//screencast.com	//screencast.com	PUNCT
crl-25015	80	6	/	/	SYM
crl-25015	80	7	t/	t/	PRON
crl-25015	80	8	*	*	PUNCT
crl-25015	80	9	*	*	PUNCT
crl-25015	80	10	*	*	PUNCT
crl-25015	80	11	*	*	PUNCT
crl-25015	80	12	*	*	PUNCT
crl-25015	80	13	*	*	PUNCT
crl-25015	80	14	*	*	PUNCT
crl-25015	80	15	*	*	PUNCT
crl-25015	80	16	*	*	PUNCT
crl-25015	80	17	*	*	PUNCT
crl-25015	80	18	9:12	9:12	NUM
crl-25015	80	19	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	80	20	okay	okay	INTJ
crl-25015	80	21	,	,	PUNCT
crl-25015	80	22	thank	thank	VERB
crl-25015	80	23	you	you	PRON
crl-25015	80	24	so	so	ADV
crl-25015	80	25	much	much	ADV
crl-25015	80	26	!	!	PUNCT
crl-25015	81	1	9:12	9:12	NUM
crl-25015	81	2	me	i	PRON
crl-25015	81	3	in	in	ADP
crl-25015	81	4	that	that	DET
crl-25015	81	5	video	video	NOUN
crl-25015	81	6	i	i	PRON
crl-25015	81	7	highlighted	highlight	VERB
crl-25015	81	8	the	the	DET
crl-25015	81	9	call	call	NOUN
crl-25015	81	10	number	number	NOUN
crl-25015	81	11	for	for	ADP
crl-25015	81	12	the	the	DET
crl-25015	81	13	book	book	NOUN
crl-25015	81	14	9:12	9:12	NUM
crl-25015	81	15	me	i	PRON
crl-25015	81	16	call	call	NOUN
crl-25015	81	17	numbers	number	NOUN
crl-25015	81	18	are	be	AUX
crl-25015	81	19	ordered	order	VERB
crl-25015	81	20	by	by	ADP
crl-25015	81	21	subject	subject	ADJ
crl-25015	81	22	,	,	PUNCT
crl-25015	81	23	so	so	CCONJ
crl-25015	81	24	if	if	SCONJ
crl-25015	81	25	you	you	PRON
crl-25015	81	26	can	can	AUX
crl-25015	81	27	find	find	VERB
crl-25015	81	28	that	that	DET
crl-25015	81	29	book	book	NOUN
crl-25015	81	30	,	,	PUNCT
crl-25015	81	31	you	you	PRON
crl-25015	81	32	should	should	AUX
crl-25015	81	33	be	be	AUX
crl-25015	81	34	able	able	ADJ
crl-25015	81	35	to	to	PART
crl-25015	81	36	find	find	VERB
crl-25015	81	37	many	many	ADJ
crl-25015	81	38	other	other	ADJ
crl-25015	81	39	relevant	relevant	ADJ
crl-25015	81	40	books	book	NOUN
crl-25015	81	41	right	right	ADV
crl-25015	81	42	next	next	ADV
crl-25015	81	43	to	to	ADP
crl-25015	81	44	it	it	PRON
crl-25015	81	45	9:12	9:12	NUM
crl-25015	81	46	me	i	PRON
crl-25015	81	47	also	also	ADV
crl-25015	81	48	,	,	PUNCT
crl-25015	81	49	for	for	ADP
crl-25015	81	50	research	research	NOUN
crl-25015	81	51	articles	article	NOUN
crl-25015	81	52	,	,	PUNCT
crl-25015	81	53	i	i	PRON
crl-25015	81	54	think	think	VERB
crl-25015	81	55	the	the	DET
crl-25015	81	56	"	"	PUNCT
crl-25015	81	57	berg	berg	PROPN
crl-25015	81	58	fashion	fashion	NOUN
crl-25015	81	59	library	library	NOUN
crl-25015	81	60	"	"	PUNCT
crl-25015	81	61	databases	database	NOUN
crl-25015	81	62	may	may	AUX
crl-25015	81	63	be	be	AUX
crl-25015	81	64	another	another	DET
crl-25015	81	65	good	good	ADJ
crl-25015	81	66	place	place	NOUN
crl-25015	81	67	to	to	PART
crl-25015	81	68	search	search	VERB
crl-25015	81	69	9:13	9:13	NUM
crl-25015	81	70	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	81	71	thank	thank	VERB
crl-25015	81	72	you	you	PRON
crl-25015	81	73	,	,	PUNCT
crl-25015	81	74	i	i	PRON
crl-25015	81	75	appreciate	appreciate	VERB
crl-25015	81	76	it	it	PRON
crl-25015	81	77	.	.	PUNCT
crl-25015	82	1	9:14	9:14	NUM
crl-25015	82	2	me	i	PRON
crl-25015	82	3	does	do	AUX
crl-25015	82	4	that	that	PRON
crl-25015	82	5	give	give	VERB
crl-25015	82	6	you	you	PRON
crl-25015	82	7	a	a	DET
crl-25015	82	8	good	good	ADJ
crl-25015	82	9	starting	starting	NOUN
crl-25015	82	10	point	point	NOUN
crl-25015	82	11	?	?	PUNCT
crl-25015	83	1	9:16	9:16	NUM
crl-25015	83	2	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	84	1	yes	yes	INTJ
crl-25015	84	2	,	,	PUNCT
crl-25015	84	3	thanks	thank	NOUN
crl-25015	84	4	!	!	PUNCT
crl-25015	85	1	9:17	9:17	NUM
crl-25015	86	1	me	i	PRON
crl-25015	86	2	great	great	ADJ
crl-25015	86	3	!	!	PUNCT
crl-25015	87	1	please	please	INTJ
crl-25015	87	2	do	do	AUX
crl-25015	87	3	n't	not	PART
crl-25015	87	4	hesitate	hesitate	VERB
crl-25015	87	5	to	to	PART
crl-25015	87	6	come	come	VERB
crl-25015	87	7	back	back	ADV
crl-25015	87	8	if	if	SCONJ
crl-25015	87	9	you	you	PRON
crl-25015	87	10	have	have	VERB
crl-25015	87	11	more	more	ADJ
crl-25015	87	12	questions	question	NOUN
crl-25015	87	13	9:26	9:26	NUM
crl-25015	87	14	6476885001398391168263262	6476885001398391168263262	NUM
crl-25015	88	1	awesome	awesome	NOUN
crl-25015	88	2	thank	thank	VERB
crl-25015	88	3	you	you	PRON
crl-25015	88	4	!	!	PUNCT
crl-25015	89	1	688	688	NUM
crl-25015	89	2	college	college	PROPN
crl-25015	89	3	&	&	CCONJ
crl-25015	89	4	research	research	PROPN
crl-25015	89	5	libraries	library	NOUN
crl-25015	89	6	july	july	PROPN
crl-25015	89	7	2021	2021	NUM
crl-25015	89	8	figure	figure	NOUN
crl-25015	89	9	3	3	NUM
crl-25015	89	10	parsed	parse	VERB
crl-25015	89	11	vrs	vrs	ADJ
crl-25015	89	12	transcript	transcript	NOUN
crl-25015	89	13	[	[	X
crl-25015	89	14	'	'	NUM
crl-25015	89	15	9:00	9:00	NUM
crl-25015	89	16	'	'	PUNCT
crl-25015	89	17	,	,	PUNCT
crl-25015	89	18	'	'	PUNCT
crl-25015	89	19	patron	patron	NOUN
crl-25015	89	20	'	'	PUNCT
crl-25015	89	21	,	,	PUNCT
crl-25015	89	22	"	"	PUNCT
crl-25015	89	23	i	i	PRON
crl-25015	89	24	'm	be	AUX
crl-25015	89	25	looking	look	VERB
crl-25015	89	26	for	for	ADP
crl-25015	89	27	a	a	DET
crl-25015	89	28	19th	19th	ADJ
crl-25015	89	29	century	century	NOUN
crl-25015	89	30	article	article	NOUN
crl-25015	89	31	about	about	ADP
crl-25015	89	32	women	woman	NOUN
crl-25015	89	33	fashion	fashion	VERB
crl-25015	89	34	in	in	ADP
crl-25015	89	35	france	france	PROPN
crl-25015	89	36	but	but	CCONJ
crl-25015	89	37	ca	can	AUX
crl-25015	89	38	nt	not	PART
crl-25015	89	39	seem	seem	VERB
crl-25015	89	40	to	to	PART
crl-25015	89	41	find	find	VERB
crl-25015	89	42	anything	anything	PRON
crl-25015	89	43	?	?	PUNCT
crl-25015	90	1	do	do	AUX
crl-25015	90	2	you	you	PRON
crl-25015	90	3	have	have	VERB
crl-25015	90	4	any	any	DET
crl-25015	90	5	good	good	ADJ
crl-25015	90	6	links	link	NOUN
crl-25015	90	7	?	?	PUNCT
crl-25015	90	8	"	"	PUNCT
crl-25015	90	9	]	]	PUNCT
crl-25015	91	1	[	[	X
crl-25015	91	2	'	'	NUM
crl-25015	91	3	9:00	9:00	NUM
crl-25015	91	4	'	'	NUM
crl-25015	91	5	,	,	PUNCT
crl-25015	91	6	'	'	PUNCT
crl-25015	91	7	staff	staff	NOUN
crl-25015	91	8	'	'	PUNCT
crl-25015	91	9	,	,	PUNCT
crl-25015	91	10	'	'	PUNCT
crl-25015	91	11	hello	hello	INTJ
crl-25015	91	12	'	'	PUNCT
crl-25015	91	13	]	]	PUNCT
crl-25015	92	1	[	[	X
crl-25015	92	2	'	'	NUM
crl-25015	92	3	9:01	9:01	NUM
crl-25015	92	4	'	'	PUNCT
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	hmm	hmm	INTJ
crl-25015	92	12	...	...	PUNCT
crl-25015	92	13	i	i	PRON
crl-25015	92	14	have	have	VERB
crl-25015	92	15	a	a	DET
crl-25015	92	16	few	few	ADJ
crl-25015	92	17	ideas	idea	NOUN
crl-25015	92	18	!	!	PUNCT
crl-25015	92	19	'	'	PUNCT
crl-25015	92	20	]	]	PUNCT
crl-25015	93	1	[	[	X
crl-25015	93	2	'	'	NUM
crl-25015	93	3	9:01	9:01	NUM
crl-25015	93	4	'	'	PUNCT
crl-25015	93	5	,	,	PUNCT
crl-25015	93	6	'	'	PUNCT
crl-25015	93	7	staff	staff	NOUN
crl-25015	93	8	'	'	PUNCT
crl-25015	93	9	,	,	PUNCT
crl-25015	93	10	'	'	PUNCT
crl-25015	93	11	are	be	AUX
crl-25015	93	12	you	you	PRON
crl-25015	93	13	looking	look	VERB
crl-25015	93	14	for	for	ADP
crl-25015	93	15	articles	article	NOUN
crl-25015	93	16	that	that	PRON
crl-25015	93	17	are	be	AUX
crl-25015	93	18	about	about	ADP
crl-25015	93	19	19th	19th	ADJ
crl-25015	93	20	centruy	centruy	ADJ
crl-25015	93	21	french	french	ADJ
crl-25015	93	22	fashion	fashion	NOUN
crl-25015	93	23	or	or	CCONJ
crl-25015	93	24	articles	article	NOUN
crl-25015	93	25	written	write	VERB
crl-25015	93	26	in	in	ADP
crl-25015	93	27	the	the	DET
crl-25015	93	28	19th	19th	ADJ
crl-25015	93	29	century	century	NOUN
crl-25015	93	30	about	about	ADP
crl-25015	93	31	french	french	ADJ
crl-25015	93	32	fashion	fashion	NOUN
crl-25015	93	33	?	?	PUNCT
crl-25015	94	1	(	(	PUNCT
crl-25015	94	2	the	the	DET
crl-25015	94	3	former	former	ADJ
crl-25015	94	4	will	will	AUX
crl-25015	94	5	definitely	definitely	ADV
crl-25015	94	6	be	be	AUX
crl-25015	94	7	easier	easy	ADJ
crl-25015	94	8	i	i	PRON
crl-25015	94	9	think	think	VERB
crl-25015	94	10	)	)	PUNCT
crl-25015	94	11	'	'	PUNCT
crl-25015	94	12	]	]	PUNCT
crl-25015	95	1	[	[	X
crl-25015	95	2	'	'	NUM
crl-25015	95	3	9:02	9:02	NUM
crl-25015	95	4	'	'	PUNCT
crl-25015	95	5	,	,	PUNCT
crl-25015	95	6	'	'	PUNCT
crl-25015	95	7	patron	patron	NOUN
crl-25015	95	8	'	'	PUNCT
crl-25015	95	9	,	,	PUNCT
crl-25015	95	10	'	'	PUNCT
crl-25015	95	11	i	i	PRON
crl-25015	95	12	am	be	AUX
crl-25015	95	13	looking	look	VERB
crl-25015	95	14	for	for	ADP
crl-25015	95	15	scholarly	scholarly	ADJ
crl-25015	95	16	articles	article	NOUN
crl-25015	95	17	about	about	ADP
crl-25015	95	18	19th	19th	ADJ
crl-25015	95	19	century	century	NOUN
crl-25015	95	20	french	french	ADJ
crl-25015	95	21	fashon	fashon	NOUN
crl-25015	95	22	'	'	PART
crl-25015	95	23	]	]	PUNCT
crl-25015	96	1	[	[	X
crl-25015	96	2	'	'	NUM
crl-25015	96	3	9:02	9:02	NUM
crl-25015	96	4	'	'	PUNCT
crl-25015	96	5	,	,	PUNCT
crl-25015	96	6	'	'	PUNCT
crl-25015	96	7	patron	patron	NOUN
crl-25015	96	8	'	'	PUNCT
crl-25015	96	9	,	,	PUNCT
crl-25015	96	10	'	'	PUNCT
crl-25015	96	11	mainly	mainly	ADV
crl-25015	96	12	women	woman	NOUN
crl-25015	96	13	'	'	PART
crl-25015	96	14	]	]	PUNCT
crl-25015	97	1	[	[	X
crl-25015	97	2	'	'	NUM
crl-25015	97	3	9:04	9:04	NUM
crl-25015	97	4	'	'	NUM
crl-25015	97	5	,	,	PUNCT
crl-25015	97	6	'	'	PUNCT
crl-25015	97	7	staff	staff	NOUN
crl-25015	97	8	'	'	PUNCT
crl-25015	97	9	,	,	PUNCT
crl-25015	97	10	'	'	PUNCT
crl-25015	97	11	ok	ok	INTJ
crl-25015	97	12	,	,	PUNCT
crl-25015	97	13	let	let	VERB
crl-25015	97	14	me	i	PRON
crl-25015	97	15	see	see	VERB
crl-25015	97	16	what	what	PRON
crl-25015	97	17	i	i	PRON
crl-25015	97	18	can	can	AUX
crl-25015	97	19	find	find	VERB
crl-25015	97	20	!	!	PUNCT
crl-25015	97	21	'	'	PUNCT
crl-25015	97	22	]	]	PUNCT
crl-25015	98	1	[	[	X
crl-25015	98	2	'	'	NUM
crl-25015	98	3	9:04	9:04	NUM
crl-25015	98	4	'	'	PUNCT
crl-25015	98	5	,	,	PUNCT
crl-25015	98	6	'	'	PUNCT
crl-25015	98	7	patron	patron	NOUN
crl-25015	98	8	'	'	PUNCT
crl-25015	98	9	,	,	PUNCT
crl-25015	98	10	'	'	PUNCT
crl-25015	98	11	thanks	thank	NOUN
crl-25015	98	12	you	you	PRON
crl-25015	98	13	rock	rock	VERB
crl-25015	98	14	!	!	PUNCT
crl-25015	98	15	'	'	PUNCT
crl-25015	98	16	]	]	PUNCT
crl-25015	99	1	[	[	X
crl-25015	99	2	'	'	NUM
crl-25015	99	3	9:04	9:04	NUM
crl-25015	99	4	'	'	NUM
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	i	i	PRON
crl-25015	99	12	am	be	AUX
crl-25015	99	13	going	go	VERB
crl-25015	99	14	to	to	PART
crl-25015	99	15	start	start	VERB
crl-25015	99	16	with	with	ADP
crl-25015	99	17	our	our	PRON
crl-25015	99	18	search	search	NOUN
crl-25015	99	19	it	it	PRON
crl-25015	99	20	tool	tool	NOUN
crl-25015	99	21	.	.	PUNCT
crl-25015	100	1	also	also	ADV
crl-25015	100	2	,	,	PUNCT
crl-25015	100	3	we	we	PRON
crl-25015	100	4	have	have	VERB
crl-25015	100	5	some	some	DET
crl-25015	100	6	fashion	fashion	NOUN
crl-25015	100	7	databases	database	NOUN
crl-25015	100	8	as	as	ADV
crl-25015	100	9	well	well	ADV
crl-25015	100	10	http	http	NOUN
crl-25015	100	11	:	:	PUNCT
crl-25015	100	12	//apps.lib.k	//apps.lib.k	NOUN
crl-25015	100	13	-	-	PUNCT
crl-25015	100	14	state.edu	state.edu	NOUN
crl-25015	100	15	/	/	SYM
crl-25015	100	16	databases	database	NOUN
crl-25015	100	17	/	/	SYM
crl-25015	100	18	category	category	NOUN
crl-25015	100	19	/	/	SYM
crl-25015	100	20	human	human	NOUN
crl-25015	100	21	-	-	PUNCT
crl-25015	100	22	ecology	ecology	NOUN
crl-25015	100	23	/	/	SYM
crl-25015	100	24	apparel	apparel	NOUN
crl-25015	100	25	-	-	PUNCT
crl-25015	100	26	textiles/	textiles/	NUM
crl-25015	100	27	'	'	NOUN
crl-25015	100	28	]	]	PUNCT
crl-25015	101	1	[	[	X
crl-25015	101	2	'	'	NUM
crl-25015	101	3	9:04	9:04	NUM
crl-25015	101	4	'	'	NUM
crl-25015	101	5	,	,	PUNCT
crl-25015	101	6	'	'	PUNCT
crl-25015	101	7	staff	staff	NOUN
crl-25015	101	8	'	'	PUNCT
crl-25015	101	9	,	,	PUNCT
crl-25015	101	10	'	'	PUNCT
crl-25015	101	11	have	have	AUX
crl-25015	101	12	you	you	PRON
crl-25015	101	13	had	have	VERB
crl-25015	101	14	a	a	DET
crl-25015	101	15	chance	chance	NOUN
crl-25015	101	16	to	to	PART
crl-25015	101	17	try	try	VERB
crl-25015	101	18	either	either	PRON
crl-25015	101	19	of	of	ADP
crl-25015	101	20	those	those	DET
crl-25015	101	21	sources	source	NOUN
crl-25015	101	22	?	?	PUNCT
crl-25015	101	23	'	'	PUNCT
crl-25015	101	24	]	]	PUNCT
crl-25015	102	1	[	[	X
crl-25015	102	2	'	'	NUM
crl-25015	102	3	9:05	9:05	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	yeah	yeah	INTJ
crl-25015	102	12	i	i	PRON
crl-25015	102	13	have	have	AUX
crl-25015	102	14	tried	try	VERB
crl-25015	102	15	..	..	PUNCT
crl-25015	103	1	i	i	PRON
crl-25015	103	2	am	be	AUX
crl-25015	103	3	no	no	ADV
crl-25015	103	4	sure	sure	ADJ
crl-25015	103	5	if	if	SCONJ
crl-25015	103	6	i	i	PRON
crl-25015	103	7	m	m	VERB
crl-25015	103	8	too	too	ADV
crl-25015	103	9	specific	specific	ADJ
crl-25015	103	10	or	or	CCONJ
crl-25015	103	11	not	not	PART
crl-25015	103	12	specific	specific	ADJ
crl-25015	103	13	enough	enough	ADV
crl-25015	103	14	.	.	PUNCT
crl-25015	103	15	'	'	PUNCT
crl-25015	103	16	]	]	PUNCT
crl-25015	104	1	[	[	X
crl-25015	104	2	'	'	NUM
crl-25015	104	3	9:06	9:06	NUM
crl-25015	104	4	'	'	PUNCT
crl-25015	104	5	,	,	PUNCT
crl-25015	104	6	'	'	PUNCT
crl-25015	104	7	staff	staff	NOUN
crl-25015	104	8	'	'	PUNCT
crl-25015	104	9	,	,	PUNCT
crl-25015	104	10	'	'	PUNCT
crl-25015	104	11	gotcha	gotcha	NOUN
crl-25015	104	12	.	.	PUNCT
crl-25015	105	1	also	also	ADV
crl-25015	105	2	,	,	PUNCT
crl-25015	105	3	do	do	AUX
crl-25015	105	4	they	they	PRON
crl-25015	105	5	have	have	VERB
crl-25015	105	6	to	to	PART
crl-25015	105	7	be	be	AUX
crl-25015	105	8	scholarly	scholarly	ADJ
crl-25015	105	9	articles	article	NOUN
crl-25015	105	10	?	?	PUNCT
crl-25015	106	1	would	would	AUX
crl-25015	106	2	library	library	VERB
crl-25015	106	3	books	book	NOUN
crl-25015	106	4	work	work	VERB
crl-25015	106	5	as	as	ADV
crl-25015	106	6	well	well	ADV
crl-25015	106	7	?	?	PUNCT
crl-25015	106	8	'	'	PUNCT
crl-25015	106	9	]	]	PUNCT
crl-25015	107	1	[	[	X
crl-25015	107	2	'	'	NUM
crl-25015	107	3	9:06	9:06	NUM
crl-25015	107	4	'	'	PUNCT
crl-25015	107	5	,	,	PUNCT
crl-25015	107	6	'	'	PUNCT
crl-25015	107	7	patron	patron	NOUN
crl-25015	107	8	'	'	PUNCT
crl-25015	107	9	,	,	PUNCT
crl-25015	107	10	'	'	PUNCT
crl-25015	107	11	yes	yes	INTJ
crl-25015	107	12	,	,	PUNCT
crl-25015	107	13	i	i	PRON
crl-25015	107	14	believe	believe	VERB
crl-25015	107	15	so	so	ADV
crl-25015	107	16	.	.	PUNCT
crl-25015	107	17	'	'	PUNCT
crl-25015	107	18	]	]	PUNCT
crl-25015	108	1	[	[	X
crl-25015	108	2	'	'	NUM
crl-25015	108	3	9:07	9:07	NUM
crl-25015	108	4	'	'	PUNCT
crl-25015	108	5	,	,	PUNCT
crl-25015	108	6	'	'	PUNCT
crl-25015	108	7	staff	staff	NOUN
crl-25015	108	8	'	'	PUNCT
crl-25015	108	9	,	,	PUNCT
crl-25015	108	10	'	'	PUNCT
crl-25015	108	11	i	i	PRON
crl-25015	108	12	found	find	VERB
crl-25015	108	13	one	one	NUM
crl-25015	108	14	promising	promising	ADJ
crl-25015	108	15	book	book	NOUN
crl-25015	108	16	in	in	ADP
crl-25015	108	17	search	search	NOUN
crl-25015	108	18	it	it	PRON
crl-25015	108	19	"	"	PUNCT
crl-25015	108	20	accessories	accessory	NOUN
crl-25015	108	21	to	to	ADP
crl-25015	108	22	modernity	modernity	NOUN
crl-25015	108	23	:	:	PUNCT
crl-25015	108	24	fashion	fashion	NOUN
crl-25015	108	25	and	and	CCONJ
crl-25015	108	26	the	the	DET
crl-25015	108	27	feminine	feminine	NOUN
crl-25015	108	28	in	in	ADP
crl-25015	108	29	nineteenth	nineteenth	ADJ
crl-25015	108	30	-	-	PUNCT
crl-25015	108	31	century	century	NOUN
crl-25015	108	32	france	france	NOUN
crl-25015	108	33	"	"	PUNCT
crl-25015	108	34	'	'	PUNCT
crl-25015	108	35	]	]	PUNCT
crl-25015	109	1	[	[	X
crl-25015	109	2	'	'	NUM
crl-25015	109	3	9:07	9:07	NUM
crl-25015	109	4	'	'	PUNCT
crl-25015	109	5	,	,	PUNCT
crl-25015	109	6	'	'	PUNCT
crl-25015	109	7	patron	patron	NOUN
crl-25015	109	8	'	'	PUNCT
crl-25015	109	9	,	,	PUNCT
crl-25015	109	10	'	'	PUNCT
crl-25015	109	11	my	my	PRON
crl-25015	109	12	assignment	assignment	NOUN
crl-25015	109	13	details	detail	NOUN
crl-25015	109	14	just	just	ADV
crl-25015	109	15	say	say	VERB
crl-25015	109	16	two	two	NUM
crl-25015	109	17	scholarly	scholarly	ADJ
crl-25015	109	18	sources	source	NOUN
crl-25015	109	19	.	.	PUNCT
crl-25015	109	20	'	'	PUNCT
crl-25015	109	21	]	]	PUNCT
crl-25015	110	1	[	[	X
crl-25015	110	2	'	'	NUM
crl-25015	110	3	9:09	9:09	NUM
crl-25015	110	4	'	'	PUNCT
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	ok	ok	INTJ
crl-25015	110	12	,	,	PUNCT
crl-25015	110	13	i	i	PRON
crl-25015	110	14	certianly	certianly	ADV
crl-25015	110	15	think	think	VERB
crl-25015	110	16	many	many	ADJ
crl-25015	110	17	of	of	ADP
crl-25015	110	18	the	the	DET
crl-25015	110	19	books	book	NOUN
crl-25015	110	20	in	in	ADP
crl-25015	110	21	the	the	DET
crl-25015	110	22	library	library	NOUN
crl-25015	110	23	qualify	qualify	VERB
crl-25015	110	24	as	as	ADP
crl-25015	110	25	"	"	PUNCT
crl-25015	110	26	scholarly	scholarly	ADJ
crl-25015	110	27	"	"	PUNCT
crl-25015	110	28	obviously	obviously	ADV
crl-25015	110	29	some	some	PRON
crl-25015	110	30	will	will	AUX
crl-25015	110	31	not	not	PART
crl-25015	110	32	(	(	PUNCT
crl-25015	110	33	ex	ex	PROPN
crl-25015	110	34	.	.	PROPN
crl-25015	110	35	batman	batman	PROPN
crl-25015	110	36	comics	comics	PROPN
crl-25015	110	37	)	)	PUNCT
crl-25015	110	38	,	,	PUNCT
crl-25015	110	39	but	but	CCONJ
crl-25015	110	40	i	i	PRON
crl-25015	110	41	think	think	VERB
crl-25015	110	42	you	you	PRON
crl-25015	110	43	should	should	AUX
crl-25015	110	44	be	be	AUX
crl-25015	110	45	able	able	ADJ
crl-25015	110	46	to	to	PART
crl-25015	110	47	identify	identify	VERB
crl-25015	110	48	if	if	SCONJ
crl-25015	110	49	a	a	DET
crl-25015	110	50	book	book	NOUN
crl-25015	110	51	is	be	AUX
crl-25015	110	52	a	a	DET
crl-25015	110	53	scholarly	scholarly	ADJ
crl-25015	110	54	source	source	NOUN
crl-25015	110	55	(	(	PUNCT
crl-25015	110	56	they	they	PRON
crl-25015	110	57	will	will	AUX
crl-25015	110	58	have	have	VERB
crl-25015	110	59	lots	lot	NOUN
crl-25015	110	60	of	of	ADP
crl-25015	110	61	references	reference	NOUN
crl-25015	110	62	,	,	PUNCT
crl-25015	110	63	detailed	detailed	ADJ
crl-25015	110	64	info	info	NOUN
crl-25015	110	65	,	,	PUNCT
crl-25015	110	66	neutral	neutral	ADJ
crl-25015	110	67	tone	tone	NOUN
crl-25015	110	68	,	,	PUNCT
crl-25015	110	69	etc	etc	X
crl-25015	110	70	...	...	X
crl-25015	110	71	)	)	PUNCT
crl-25015	110	72	'	'	PUNCT
crl-25015	110	73	]	]	PUNCT
crl-25015	111	1	[	[	X
crl-25015	111	2	'	'	NUM
crl-25015	111	3	9:10	9:10	NUM
crl-25015	111	4	'	'	PUNCT
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	here	here	ADV
crl-25015	111	12	is	be	AUX
crl-25015	111	13	a	a	DET
crl-25015	111	14	quick	quick	ADJ
crl-25015	111	15	video	video	NOUN
crl-25015	111	16	showing	show	VERB
crl-25015	111	17	how	how	SCONJ
crl-25015	111	18	i	i	PRON
crl-25015	111	19	found	find	VERB
crl-25015	111	20	some	some	DET
crl-25015	111	21	books	book	NOUN
crl-25015	111	22	....	....	PUNCT
crl-25015	111	23	'	'	PUNCT
crl-25015	111	24	]	]	PUNCT
crl-25015	112	1	[	[	X
crl-25015	112	2	'	'	NUM
crl-25015	112	3	9:10	9:10	NUM
crl-25015	112	4	'	'	PUNCT
crl-25015	112	5	,	,	PUNCT
crl-25015	112	6	'	'	PUNCT
crl-25015	112	7	staff	staff	NOUN
crl-25015	112	8	'	'	PUNCT
crl-25015	112	9	,	,	PUNCT
crl-25015	112	10	'	'	PUNCT
crl-25015	112	11	http	http	ADJ
crl-25015	112	12	:	:	PUNCT
crl-25015	112	13	//screencast.com	//screencast.com	PUNCT
crl-25015	112	14	/	/	SYM
crl-25015	113	1	t/	t/	PRON
crl-25015	113	2	*	*	PUNCT
crl-25015	113	3	*	*	PUNCT
crl-25015	113	4	*	*	PUNCT
crl-25015	113	5	*	*	PUNCT
crl-25015	113	6	*	*	PUNCT
crl-25015	113	7	*	*	PUNCT
crl-25015	113	8	*	*	PUNCT
crl-25015	113	9	*	*	PUNCT
crl-25015	113	10	*	*	PUNCT
crl-25015	113	11	*	*	PUNCT
crl-25015	113	12	'	'	PUNCT
crl-25015	113	13	]	]	PUNCT
crl-25015	114	1	[	[	X
crl-25015	114	2	'	'	NUM
crl-25015	114	3	9:12	9:12	NUM
crl-25015	114	4	'	'	NUM
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	okay	okay	INTJ
crl-25015	114	12	,	,	PUNCT
crl-25015	114	13	thank	thank	VERB
crl-25015	114	14	you	you	PRON
crl-25015	114	15	so	so	ADV
crl-25015	114	16	much	much	ADV
crl-25015	114	17	!	!	PUNCT
crl-25015	114	18	'	'	PUNCT
crl-25015	114	19	]	]	PUNCT
crl-25015	115	1	[	[	X
crl-25015	115	2	'	'	NUM
crl-25015	115	3	9:12	9:12	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	in	in	ADP
crl-25015	115	12	that	that	DET
crl-25015	115	13	video	video	NOUN
crl-25015	115	14	i	i	PRON
crl-25015	115	15	highlighted	highlight	VERB
crl-25015	115	16	the	the	DET
crl-25015	115	17	call	call	NOUN
crl-25015	115	18	number	number	NOUN
crl-25015	115	19	for	for	ADP
crl-25015	115	20	the	the	DET
crl-25015	115	21	book	book	NOUN
crl-25015	115	22	'	'	PUNCT
crl-25015	115	23	]	]	PUNCT
crl-25015	116	1	[	[	X
crl-25015	116	2	'	'	NUM
crl-25015	116	3	9:12	9:12	NUM
crl-25015	116	4	'	'	NUM
crl-25015	116	5	,	,	PUNCT
crl-25015	116	6	'	'	PUNCT
crl-25015	116	7	staff	staff	NOUN
crl-25015	116	8	'	'	PUNCT
crl-25015	116	9	,	,	PUNCT
crl-25015	116	10	'	'	PUNCT
crl-25015	116	11	call	call	NOUN
crl-25015	116	12	numbers	number	NOUN
crl-25015	116	13	are	be	AUX
crl-25015	116	14	ordered	order	VERB
crl-25015	116	15	by	by	ADP
crl-25015	116	16	subject	subject	ADJ
crl-25015	116	17	,	,	PUNCT
crl-25015	116	18	so	so	CCONJ
crl-25015	116	19	if	if	SCONJ
crl-25015	116	20	you	you	PRON
crl-25015	116	21	can	can	AUX
crl-25015	116	22	find	find	VERB
crl-25015	116	23	that	that	DET
crl-25015	116	24	book	book	NOUN
crl-25015	116	25	,	,	PUNCT
crl-25015	116	26	you	you	PRON
crl-25015	116	27	should	should	AUX
crl-25015	116	28	be	be	AUX
crl-25015	116	29	able	able	ADJ
crl-25015	116	30	to	to	PART
crl-25015	116	31	find	find	VERB
crl-25015	116	32	many	many	ADJ
crl-25015	116	33	other	other	ADJ
crl-25015	116	34	relevant	relevant	ADJ
crl-25015	116	35	books	book	NOUN
crl-25015	116	36	right	right	ADV
crl-25015	116	37	next	next	ADV
crl-25015	116	38	to	to	ADP
crl-25015	116	39	it	it	PRON
crl-25015	116	40	'	'	PUNCT
crl-25015	116	41	]	]	PUNCT
crl-25015	117	1	[	[	X
crl-25015	117	2	'	'	NUM
crl-25015	117	3	9:12	9:12	NUM
crl-25015	117	4	'	'	NUM
crl-25015	117	5	,	,	PUNCT
crl-25015	117	6	'	'	PUNCT
crl-25015	117	7	staff	staff	NOUN
crl-25015	117	8	'	'	PUNCT
crl-25015	117	9	,	,	PUNCT
crl-25015	117	10	'	'	PUNCT
crl-25015	117	11	also	also	ADV
crl-25015	117	12	,	,	PUNCT
crl-25015	117	13	for	for	ADP
crl-25015	117	14	research	research	NOUN
crl-25015	117	15	articles	article	NOUN
crl-25015	117	16	,	,	PUNCT
crl-25015	117	17	i	i	PRON
crl-25015	117	18	think	think	VERB
crl-25015	117	19	the	the	DET
crl-25015	117	20	"	"	PUNCT
crl-25015	117	21	berg	berg	PROPN
crl-25015	117	22	fashion	fashion	NOUN
crl-25015	117	23	library	library	NOUN
crl-25015	117	24	"	"	PUNCT
crl-25015	117	25	databases	database	NOUN
crl-25015	117	26	may	may	AUX
crl-25015	117	27	be	be	AUX
crl-25015	117	28	another	another	DET
crl-25015	117	29	good	good	ADJ
crl-25015	117	30	place	place	NOUN
crl-25015	117	31	to	to	PART
crl-25015	117	32	search	search	VERB
crl-25015	117	33	'	'	PUNCT
crl-25015	117	34	]	]	PUNCT
crl-25015	118	1	[	[	X
crl-25015	118	2	'	'	NUM
crl-25015	118	3	9:13	9:13	NUM
crl-25015	118	4	'	'	NUM
crl-25015	118	5	,	,	PUNCT
crl-25015	118	6	'	'	PUNCT
crl-25015	118	7	patron	patron	NOUN
crl-25015	118	8	'	'	PUNCT
crl-25015	118	9	,	,	PUNCT
crl-25015	118	10	'	'	PUNCT
crl-25015	118	11	thank	thank	VERB
crl-25015	118	12	you	you	PRON
crl-25015	118	13	,	,	PUNCT
crl-25015	118	14	i	i	PRON
crl-25015	118	15	appreciate	appreciate	VERB
crl-25015	118	16	it	it	PRON
crl-25015	118	17	.	.	PUNCT
crl-25015	118	18	'	'	PUNCT
crl-25015	118	19	]	]	PUNCT
crl-25015	119	1	[	[	X
crl-25015	119	2	'	'	NUM
crl-25015	119	3	9:14	9:14	NUM
crl-25015	119	4	'	'	NUM
crl-25015	119	5	,	,	PUNCT
crl-25015	119	6	'	'	PUNCT
crl-25015	119	7	staff	staff	NOUN
crl-25015	119	8	'	'	PUNCT
crl-25015	119	9	,	,	PUNCT
crl-25015	119	10	'	'	PUNCT
crl-25015	119	11	does	do	AUX
crl-25015	119	12	that	that	PRON
crl-25015	119	13	give	give	VERB
crl-25015	119	14	you	you	PRON
crl-25015	119	15	a	a	DET
crl-25015	119	16	good	good	ADJ
crl-25015	119	17	starting	starting	NOUN
crl-25015	119	18	point	point	NOUN
crl-25015	119	19	?	?	PUNCT
crl-25015	119	20	'	'	PUNCT
crl-25015	119	21	]	]	PUNCT
crl-25015	120	1	[	[	X
crl-25015	120	2	'	'	NUM
crl-25015	120	3	9:16	9:16	NUM
crl-25015	120	4	'	'	PUNCT
crl-25015	120	5	,	,	PUNCT
crl-25015	120	6	'	'	PUNCT
crl-25015	120	7	patron	patron	NOUN
crl-25015	120	8	'	'	PUNCT
crl-25015	120	9	,	,	PUNCT
crl-25015	120	10	'	'	PUNCT
crl-25015	120	11	yes	yes	INTJ
crl-25015	120	12	,	,	PUNCT
crl-25015	120	13	thanks	thank	NOUN
crl-25015	120	14	!	!	PUNCT
crl-25015	120	15	'	'	PUNCT
crl-25015	120	16	]	]	PUNCT
crl-25015	121	1	[	[	X
crl-25015	121	2	'	'	NUM
crl-25015	121	3	9:17	9:17	NUM
crl-25015	121	4	'	'	PUNCT
crl-25015	121	5	,	,	PUNCT
crl-25015	121	6	'	'	PUNCT
crl-25015	121	7	staff	staff	NOUN
crl-25015	121	8	'	'	PUNCT
crl-25015	121	9	,	,	PUNCT
crl-25015	121	10	"	"	PUNCT
crl-25015	121	11	great	great	ADJ
crl-25015	121	12	!	!	PUNCT
crl-25015	122	1	please	please	INTJ
crl-25015	122	2	do	do	AUX
crl-25015	122	3	n't	not	PART
crl-25015	122	4	hesitate	hesitate	VERB
crl-25015	122	5	to	to	PART
crl-25015	122	6	come	come	VERB
crl-25015	122	7	back	back	ADV
crl-25015	122	8	if	if	SCONJ
crl-25015	122	9	you	you	PRON
crl-25015	122	10	have	have	VERB
crl-25015	122	11	more	more	ADJ
crl-25015	122	12	questions	question	NOUN
crl-25015	122	13	"	"	PUNCT
crl-25015	122	14	]	]	PUNCT
crl-25015	123	1	[	[	X
crl-25015	123	2	'	'	NUM
crl-25015	123	3	9:26	9:26	NUM
crl-25015	123	4	'	'	PUNCT
crl-25015	123	5	,	,	PUNCT
crl-25015	123	6	'	'	PUNCT
crl-25015	123	7	patron	patron	NOUN
crl-25015	123	8	'	'	PUNCT
crl-25015	123	9	,	,	PUNCT
crl-25015	123	10	'	'	PUNCT
crl-25015	123	11	awesome	awesome	ADJ
crl-25015	123	12	thank	thank	VERB
crl-25015	123	13	you	you	PRON
crl-25015	123	14	!	!	PUNCT
crl-25015	123	15	'	'	PUNCT
crl-25015	123	16	]	]	PUNCT
crl-25015	123	17	figure	figure	VERB
crl-25015	123	18	4	4	NUM
crl-25015	123	19	full	full	ADJ
crl-25015	123	20	patron	patron	NOUN
crl-25015	123	21	-	-	PUNCT
crl-25015	123	22	supplied	supply	VERB
crl-25015	123	23	text	text	NOUN
crl-25015	123	24	i	i	PRON
crl-25015	123	25	'm	be	AUX
crl-25015	123	26	looking	look	VERB
crl-25015	123	27	for	for	ADP
crl-25015	123	28	a	a	DET
crl-25015	123	29	19th	19th	ADJ
crl-25015	123	30	century	century	NOUN
crl-25015	123	31	article	article	NOUN
crl-25015	123	32	about	about	ADP
crl-25015	123	33	women	woman	NOUN
crl-25015	123	34	fashion	fashion	VERB
crl-25015	123	35	in	in	ADP
crl-25015	123	36	france	france	PROPN
crl-25015	123	37	but	but	CCONJ
crl-25015	123	38	ca	can	AUX
crl-25015	123	39	nt	not	PART
crl-25015	123	40	seem	seem	VERB
crl-25015	123	41	to	to	PART
crl-25015	123	42	find	find	VERB
crl-25015	123	43	anything	anything	PRON
crl-25015	123	44	?	?	PUNCT
crl-25015	124	1	do	do	AUX
crl-25015	124	2	you	you	PRON
crl-25015	124	3	have	have	VERB
crl-25015	124	4	any	any	DET
crl-25015	124	5	good	good	ADJ
crl-25015	124	6	links	link	NOUN
crl-25015	124	7	?	?	PUNCT
crl-25015	125	1	i	i	PRON
crl-25015	125	2	am	be	AUX
crl-25015	125	3	looking	look	VERB
crl-25015	125	4	for	for	ADP
crl-25015	125	5	scholarly	scholarly	ADJ
crl-25015	125	6	articles	article	NOUN
crl-25015	125	7	about	about	ADP
crl-25015	125	8	19th	19th	ADJ
crl-25015	125	9	century	century	NOUN
crl-25015	125	10	french	french	ADJ
crl-25015	125	11	fashon	fashon	NOUN
crl-25015	125	12	mainly	mainly	ADV
crl-25015	125	13	women	woman	NOUN
crl-25015	125	14	thanks	thank	NOUN
crl-25015	125	15	you	you	PRON
crl-25015	125	16	rock	rock	VERB
crl-25015	125	17	!	!	PUNCT
crl-25015	126	1	yeah	yeah	INTJ
crl-25015	127	1	i	i	PRON
crl-25015	127	2	have	have	AUX
crl-25015	127	3	tried	try	VERB
crl-25015	127	4	..	..	PUNCT
crl-25015	128	1	i	i	PRON
crl-25015	128	2	am	be	AUX
crl-25015	128	3	no	no	ADV
crl-25015	128	4	sure	sure	ADJ
crl-25015	128	5	if	if	SCONJ
crl-25015	128	6	i	i	PRON
crl-25015	128	7	m	m	VERB
crl-25015	128	8	too	too	ADV
crl-25015	128	9	specific	specific	ADJ
crl-25015	128	10	or	or	CCONJ
crl-25015	128	11	not	not	PART
crl-25015	128	12	specific	specific	ADJ
crl-25015	128	13	enough	enough	ADV
crl-25015	128	14	.	.	PUNCT
crl-25015	129	1	yes	yes	INTJ
crl-25015	129	2	,	,	PUNCT
crl-25015	129	3	i	i	PRON
crl-25015	129	4	believe	believe	VERB
crl-25015	129	5	so	so	ADV
crl-25015	129	6	.	.	PUNCT
crl-25015	130	1	my	my	PRON
crl-25015	130	2	assignment	assignment	NOUN
crl-25015	130	3	details	detail	NOUN
crl-25015	130	4	just	just	ADV
crl-25015	130	5	say	say	VERB
crl-25015	130	6	two	two	NUM
crl-25015	130	7	scholarly	scholarly	ADJ
crl-25015	130	8	sources	source	NOUN
crl-25015	130	9	.	.	PUNCT
crl-25015	131	1	okay	okay	INTJ
crl-25015	131	2	,	,	PUNCT
crl-25015	131	3	thank	thank	VERB
crl-25015	131	4	you	you	PRON
crl-25015	131	5	so	so	ADV
crl-25015	131	6	much	much	ADV
crl-25015	131	7	!	!	PUNCT
crl-25015	132	1	thank	thank	VERB
crl-25015	132	2	you	you	PRON
crl-25015	132	3	,	,	PUNCT
crl-25015	132	4	i	i	PRON
crl-25015	132	5	appreciate	appreciate	VERB
crl-25015	132	6	it	it	PRON
crl-25015	132	7	.	.	PUNCT
crl-25015	133	1	yes	yes	INTJ
crl-25015	133	2	,	,	PUNCT
crl-25015	133	3	thanks	thank	NOUN
crl-25015	133	4	!	!	PUNCT
crl-25015	134	1	awesome	awesome	ADJ
crl-25015	134	2	thank	thank	VERB
crl-25015	134	3	you	you	PRON
crl-25015	134	4	!	!	PUNCT
crl-25015	135	1	using	use	VERB
crl-25015	135	2	machine	machine	NOUN
crl-25015	135	3	learning	learn	VERB
crl-25015	135	4	to	to	PART
crl-25015	135	5	predict	predict	VERB
crl-25015	135	6	chat	chat	NOUN
crl-25015	135	7	difficulty	difficulty	NOUN
crl-25015	135	8	689	689	NUM
crl-25015	135	9	finally	finally	ADV
crl-25015	135	10	,	,	PUNCT
crl-25015	135	11	all	all	PRON
crl-25015	135	12	of	of	ADP
crl-25015	135	13	the	the	DET
crl-25015	135	14	text	text	NOUN
crl-25015	135	15	provided	provide	VERB
crl-25015	135	16	by	by	ADP
crl-25015	135	17	patrons	patron	NOUN
crl-25015	135	18	was	be	AUX
crl-25015	135	19	reassembled	reassemble	VERB
crl-25015	135	20	into	into	ADP
crl-25015	135	21	a	a	DET
crl-25015	135	22	single	single	ADJ
crl-25015	135	23	text	text	NOUN
crl-25015	135	24	-	-	PUNCT
crl-25015	135	25	string	string	NOUN
crl-25015	135	26	to	to	PART
crl-25015	135	27	represent	represent	VERB
crl-25015	135	28	the	the	DET
crl-25015	135	29	patron	patron	NOUN
crl-25015	135	30	’s	’s	PART
crl-25015	135	31	contribution	contribution	NOUN
crl-25015	135	32	to	to	ADP
crl-25015	135	33	the	the	DET
crl-25015	135	34	vrs	vrs	PROPN
crl-25015	135	35	interaction	interaction	NOUN
crl-25015	135	36	(	(	PUNCT
crl-25015	135	37	see	see	VERB
crl-25015	135	38	figure	figure	NOUN
crl-25015	135	39	4	4	NUM
crl-25015	135	40	)	)	PUNCT
crl-25015	135	41	.	.	PUNCT
crl-25015	136	1	to	to	PART
crl-25015	136	2	preserve	preserve	VERB
crl-25015	136	3	the	the	DET
crl-25015	136	4	imperfect	imperfect	ADJ
crl-25015	136	5	nature	nature	NOUN
crl-25015	136	6	of	of	ADP
crl-25015	136	7	text	text	NOUN
crl-25015	136	8	data	datum	NOUN
crl-25015	136	9	in	in	ADP
crl-25015	136	10	a	a	DET
crl-25015	136	11	chat	chat	NOUN
crl-25015	136	12	environment	environment	NOUN
crl-25015	136	13	,	,	PUNCT
crl-25015	136	14	no	no	DET
crl-25015	136	15	attempt	attempt	NOUN
crl-25015	136	16	was	be	AUX
crl-25015	136	17	made	make	VERB
crl-25015	136	18	to	to	PART
crl-25015	136	19	correct	correct	VERB
crl-25015	136	20	typos	typo	NOUN
crl-25015	136	21	,	,	PUNCT
crl-25015	136	22	misspellings	misspelling	NOUN
crl-25015	136	23	,	,	PUNCT
crl-25015	136	24	or	or	CCONJ
crl-25015	136	25	other	other	ADJ
crl-25015	136	26	linguistic	linguistic	ADJ
crl-25015	136	27	errors	error	NOUN
crl-25015	136	28	of	of	ADP
crl-25015	136	29	any	any	DET
crl-25015	136	30	kind	kind	NOUN
crl-25015	136	31	.	.	PUNCT
crl-25015	137	1	while	while	SCONJ
crl-25015	137	2	all	all	DET
crl-25015	137	3	vrs	vrs	PROPN
crl-25015	137	4	operators	operator	NOUN
crl-25015	137	5	at	at	ADP
crl-25015	137	6	ksul	ksul	NOUN
crl-25015	137	7	are	be	AUX
crl-25015	137	8	expected	expect	VERB
crl-25015	137	9	to	to	PART
crl-25015	137	10	redact	redact	VERB
crl-25015	137	11	personally	personally	ADV
crl-25015	137	12	identifying	identify	VERB
crl-25015	137	13	information	information	NOUN
crl-25015	137	14	from	from	ADP
crl-25015	137	15	the	the	DET
crl-25015	137	16	text	text	NOUN
crl-25015	137	17	of	of	ADP
crl-25015	137	18	these	these	DET
crl-25015	137	19	transcripts	transcript	NOUN
crl-25015	137	20	prior	prior	ADV
crl-25015	137	21	to	to	ADP
crl-25015	137	22	submission	submission	NOUN
crl-25015	137	23	to	to	ADP
crl-25015	137	24	libinsights	libinsight	NOUN
crl-25015	137	25	,	,	PUNCT
crl-25015	137	26	some	some	DET
crl-25015	137	27	human	human	ADJ
crl-25015	137	28	error	error	NOUN
crl-25015	137	29	is	be	AUX
crl-25015	137	30	present	present	ADJ
crl-25015	137	31	in	in	ADP
crl-25015	137	32	that	that	DET
crl-25015	137	33	process	process	NOUN
crl-25015	137	34	.	.	PUNCT
crl-25015	138	1	to	to	PART
crl-25015	138	2	remedy	remedy	VERB
crl-25015	138	3	this	this	PRON
crl-25015	138	4	,	,	PUNCT
crl-25015	138	5	part	part	NOUN
crl-25015	138	6	of	of	ADP
crl-25015	138	7	the	the	DET
crl-25015	138	8	data	data	NOUN
crl-25015	138	9	-	-	PUNCT
crl-25015	138	10	processing	processing	NOUN
crl-25015	138	11	stage	stage	NOUN
crl-25015	138	12	involved	involve	VERB
crl-25015	138	13	using	use	VERB
crl-25015	138	14	regular	regular	ADJ
crl-25015	138	15	expressions	expression	NOUN
crl-25015	138	16	to	to	PART
crl-25015	138	17	identify	identify	VERB
crl-25015	138	18	instances	instance	NOUN
crl-25015	138	19	of	of	ADP
crl-25015	138	20	personal	personal	ADJ
crl-25015	138	21	information	information	NOUN
crl-25015	138	22	(	(	PUNCT
crl-25015	138	23	such	such	ADJ
crl-25015	138	24	as	as	ADP
crl-25015	138	25	emails	email	NOUN
crl-25015	138	26	,	,	PUNCT
crl-25015	138	27	phone	phone	NOUN
crl-25015	138	28	numbers	number	NOUN
crl-25015	138	29	,	,	PUNCT
crl-25015	138	30	“	"	PUNCT
crl-25015	138	31	my	my	PRON
crl-25015	138	32	name	name	NOUN
crl-25015	138	33	is	be	AUX
crl-25015	138	34	_	_	NOUN
crl-25015	138	35	_	_	PUNCT
crl-25015	139	1	_	_	PUNCT
crl-25015	140	1	_	_	PUNCT
crl-25015	140	2	”	"	PUNCT
crl-25015	140	3	)	)	PUNCT
crl-25015	140	4	,	,	PUNCT
crl-25015	140	5	redact	redact	VERB
crl-25015	140	6	targeted	target	VERB
crl-25015	140	7	texts	text	NOUN
crl-25015	140	8	,	,	PUNCT
crl-25015	140	9	and	and	CCONJ
crl-25015	140	10	replace	replace	VERB
crl-25015	140	11	redactions	redaction	NOUN
crl-25015	140	12	with	with	ADP
crl-25015	140	13	placeholders	placeholder	NOUN
crl-25015	140	14	(	(	PUNCT
crl-25015	140	15	such	such	ADJ
crl-25015	140	16	as	as	ADP
crl-25015	140	17	“	"	PUNCT
crl-25015	140	18	nameredacted	nameredacte	VERB
crl-25015	140	19	,	,	PUNCT
crl-25015	140	20	”	"	PUNCT
crl-25015	140	21	“	"	PUNCT
crl-25015	140	22	emailredacted	emailredacted	ADJ
crl-25015	140	23	”	"	PUNCT
crl-25015	140	24	)	)	PUNCT
crl-25015	140	25	to	to	PART
crl-25015	140	26	preserve	preserve	VERB
crl-25015	140	27	the	the	DET
crl-25015	140	28	structure	structure	NOUN
crl-25015	140	29	of	of	ADP
crl-25015	140	30	the	the	DET
crl-25015	140	31	text	text	NOUN
crl-25015	140	32	while	while	SCONJ
crl-25015	140	33	protecting	protect	VERB
crl-25015	140	34	individuals	individual	NOUN
crl-25015	140	35	.	.	PUNCT
crl-25015	141	1	following	follow	VERB
crl-25015	141	2	all	all	DET
crl-25015	141	3	data	datum	NOUN
crl-25015	141	4	preparation	preparation	NOUN
crl-25015	141	5	procedures	procedure	NOUN
crl-25015	141	6	,	,	PUNCT
crl-25015	141	7	some	some	DET
crl-25015	141	8	vrs	vrs	ADJ
crl-25015	141	9	transcripts	transcript	NOUN
crl-25015	141	10	remained	remain	VERB
crl-25015	141	11	that	that	PRON
crl-25015	141	12	could	could	AUX
crl-25015	141	13	not	not	PART
crl-25015	141	14	be	be	AUX
crl-25015	141	15	incorporated	incorporate	VERB
crl-25015	141	16	into	into	ADP
crl-25015	141	17	the	the	DET
crl-25015	141	18	research	research	NOUN
crl-25015	141	19	process	process	NOUN
crl-25015	141	20	.	.	PUNCT
crl-25015	142	1	these	these	DET
crl-25015	142	2	samples	sample	NOUN
crl-25015	142	3	were	be	AUX
crl-25015	142	4	removed	remove	VERB
crl-25015	142	5	because	because	SCONJ
crl-25015	142	6	they	they	PRON
crl-25015	142	7	did	do	AUX
crl-25015	142	8	not	not	PART
crl-25015	142	9	contain	contain	VERB
crl-25015	142	10	an	an	DET
crl-25015	142	11	original	original	ADJ
crl-25015	142	12	transcript	transcript	NOUN
crl-25015	142	13	,	,	PUNCT
crl-25015	142	14	the	the	DET
crl-25015	142	15	transcript	transcript	NOUN
crl-25015	142	16	consisted	consist	VERB
crl-25015	142	17	entirely	entirely	ADV
crl-25015	142	18	of	of	ADP
crl-25015	142	19	redacted	redact	VERB
crl-25015	142	20	information	information	NOUN
crl-25015	142	21	,	,	PUNCT
crl-25015	142	22	or	or	CCONJ
crl-25015	142	23	the	the	DET
crl-25015	142	24	transcript	transcript	NOUN
crl-25015	142	25	was	be	AUX
crl-25015	142	26	a	a	DET
crl-25015	142	27	duplicate	duplicate	NOUN
crl-25015	142	28	of	of	ADP
crl-25015	142	29	another	another	DET
crl-25015	142	30	entry	entry	NOUN
crl-25015	142	31	.	.	PUNCT
crl-25015	143	1	once	once	SCONJ
crl-25015	143	2	these	these	DET
crl-25015	143	3	samples	sample	NOUN
crl-25015	143	4	were	be	AUX
crl-25015	143	5	removed	remove	VERB
crl-25015	143	6	from	from	ADP
crl-25015	143	7	the	the	DET
crl-25015	143	8	dataset	dataset	NOUN
crl-25015	143	9	,	,	PUNCT
crl-25015	143	10	14,604	14,604	NUM
crl-25015	143	11	individual	individual	ADJ
crl-25015	143	12	transcripts	transcript	NOUN
crl-25015	143	13	remained	remain	VERB
crl-25015	143	14	for	for	ADP
crl-25015	143	15	evaluation	evaluation	NOUN
crl-25015	143	16	and	and	CCONJ
crl-25015	143	17	modeling	modeling	NOUN
crl-25015	143	18	.	.	PUNCT
crl-25015	144	1	once	once	ADV
crl-25015	144	2	all	all	DET
crl-25015	144	3	usable	usable	ADJ
crl-25015	144	4	transcripts	transcript	NOUN
crl-25015	144	5	were	be	AUX
crl-25015	144	6	prepared	prepare	VERB
crl-25015	144	7	and	and	CCONJ
crl-25015	144	8	reduced	reduce	VERB
crl-25015	144	9	down	down	ADP
crl-25015	144	10	to	to	ADP
crl-25015	144	11	just	just	ADV
crl-25015	144	12	the	the	DET
crl-25015	144	13	patronsupplied	patronsupplie	VERB
crl-25015	144	14	text	text	NOUN
crl-25015	144	15	,	,	PUNCT
crl-25015	144	16	the	the	DET
crl-25015	144	17	dataset	dataset	NOUN
crl-25015	144	18	was	be	AUX
crl-25015	144	19	split	split	VERB
crl-25015	144	20	into	into	ADP
crl-25015	144	21	two	two	NUM
crl-25015	144	22	subsets	subset	NOUN
crl-25015	144	23	(	(	PUNCT
crl-25015	144	24	split	split	NOUN
crl-25015	144	25	):	):	PUNCT
crl-25015	144	26	“	"	PUNCT
crl-25015	144	27	training	training	NOUN
crl-25015	144	28	”	"	PUNCT
crl-25015	144	29	and	and	CCONJ
crl-25015	144	30	“	"	PUNCT
crl-25015	144	31	test	test	NOUN
crl-25015	144	32	.	.	PUNCT
crl-25015	144	33	”	"	PUNCT
crl-25015	145	1	the	the	DET
crl-25015	145	2	split	split	NOUN
crl-25015	145	3	parameter	parameter	NOUN
crl-25015	145	4	was	be	AUX
crl-25015	145	5	set	set	VERB
crl-25015	145	6	at	at	ADP
crl-25015	145	7	2,000	2,000	NUM
crl-25015	145	8	(	(	PUNCT
crl-25015	145	9	meaning	mean	VERB
crl-25015	145	10	that	that	SCONJ
crl-25015	145	11	the	the	DET
crl-25015	145	12	most	most	ADV
crl-25015	145	13	recent	recent	ADJ
crl-25015	145	14	2,000	2,000	NUM
crl-25015	145	15	vrs	vrs	NOUN
crl-25015	145	16	transcripts	transcript	NOUN
crl-25015	145	17	were	be	AUX
crl-25015	145	18	placed	place	VERB
crl-25015	145	19	into	into	ADP
crl-25015	145	20	the	the	DET
crl-25015	145	21	test	test	NOUN
crl-25015	145	22	-	-	PUNCT
crl-25015	145	23	data	data	NOUN
crl-25015	145	24	subset	subset	NOUN
crl-25015	145	25	and	and	CCONJ
crl-25015	145	26	the	the	DET
crl-25015	145	27	remaining	remain	VERB
crl-25015	145	28	12,604	12,604	NUM
crl-25015	145	29	transcripts	transcript	NOUN
crl-25015	145	30	were	be	AUX
crl-25015	145	31	placed	place	VERB
crl-25015	145	32	into	into	ADP
crl-25015	145	33	the	the	DET
crl-25015	145	34	training	training	NOUN
crl-25015	145	35	-	-	PUNCT
crl-25015	145	36	data	data	NOUN
crl-25015	145	37	subset	subset	NOUN
crl-25015	145	38	)	)	PUNCT
crl-25015	145	39	.	.	PUNCT
crl-25015	146	1	the	the	DET
crl-25015	146	2	training	training	NOUN
crl-25015	146	3	data	datum	NOUN
crl-25015	146	4	was	be	AUX
crl-25015	146	5	used	use	VERB
crl-25015	146	6	to	to	PART
crl-25015	146	7	define	define	VERB
crl-25015	146	8	and	and	CCONJ
crl-25015	146	9	fit	fit	VERB
crl-25015	146	10	the	the	DET
crl-25015	146	11	underlying	underlie	VERB
crl-25015	146	12	components	component	NOUN
crl-25015	146	13	of	of	ADP
crl-25015	146	14	various	various	ADJ
crl-25015	146	15	stages	stage	NOUN
crl-25015	146	16	in	in	ADP
crl-25015	146	17	the	the	DET
crl-25015	146	18	modeling	modeling	NOUN
crl-25015	146	19	process	process	NOUN
crl-25015	146	20	(	(	PUNCT
crl-25015	146	21	trunc	trunc	NOUN
crl-25015	146	22	,	,	PUNCT
crl-25015	146	23	dict	dict	PROPN
crl-25015	146	24	,	,	PUNCT
crl-25015	146	25	d2v	d2v	NOUN
crl-25015	146	26	,	,	PUNCT
crl-25015	146	27	and	and	CCONJ
crl-25015	146	28	read	read	VERB
crl-25015	146	29	)	)	PUNCT
crl-25015	146	30	.	.	PUNCT
crl-25015	147	1	then	then	ADV
crl-25015	147	2	,	,	PUNCT
crl-25015	147	3	by	by	ADP
crl-25015	147	4	evaluating	evaluate	VERB
crl-25015	147	5	the	the	DET
crl-25015	147	6	final	final	ADJ
crl-25015	147	7	predictive	predictive	ADJ
crl-25015	147	8	accuracy	accuracy	NOUN
crl-25015	147	9	of	of	ADP
crl-25015	147	10	each	each	DET
crl-25015	147	11	individual	individual	ADJ
crl-25015	147	12	model	model	NOUN
crl-25015	147	13	using	use	VERB
crl-25015	147	14	both	both	CCONJ
crl-25015	147	15	the	the	DET
crl-25015	147	16	training	training	NOUN
crl-25015	147	17	data	datum	NOUN
crl-25015	147	18	and	and	CCONJ
crl-25015	147	19	test	test	NOUN
crl-25015	147	20	data	datum	NOUN
crl-25015	147	21	,	,	PUNCT
crl-25015	147	22	the	the	DET
crl-25015	147	23	authors	author	NOUN
crl-25015	147	24	evaluated	evaluate	VERB
crl-25015	147	25	both	both	CCONJ
crl-25015	147	26	the	the	DET
crl-25015	147	27	internal	internal	ADJ
crl-25015	147	28	and	and	CCONJ
crl-25015	147	29	external	external	ADJ
crl-25015	147	30	validity	validity	NOUN
crl-25015	147	31	of	of	ADP
crl-25015	147	32	the	the	DET
crl-25015	147	33	modeling	modeling	NOUN
crl-25015	147	34	process	process	NOUN
crl-25015	147	35	.	.	PUNCT
crl-25015	148	1	model	model	NOUN
crl-25015	148	2	:	:	PUNCT
crl-25015	148	3	parameters	parameter	NOUN
crl-25015	148	4	in	in	ADP
crl-25015	148	5	any	any	DET
crl-25015	148	6	nlp	nlp	NOUN
crl-25015	148	7	or	or	CCONJ
crl-25015	148	8	text	text	NOUN
crl-25015	148	9	-	-	PUNCT
crl-25015	148	10	driven	drive	VERB
crl-25015	148	11	task	task	NOUN
crl-25015	148	12	,	,	PUNCT
crl-25015	148	13	researchers	researcher	NOUN
crl-25015	148	14	are	be	AUX
crl-25015	148	15	faced	face	VERB
crl-25015	148	16	with	with	ADP
crl-25015	148	17	a	a	DET
crl-25015	148	18	wide	wide	ADJ
crl-25015	148	19	variety	variety	NOUN
crl-25015	148	20	of	of	ADP
crl-25015	148	21	modeling	model	VERB
crl-25015	148	22	choices	choice	NOUN
crl-25015	148	23	.	.	PUNCT
crl-25015	149	1	for	for	ADP
crl-25015	149	2	instance	instance	NOUN
crl-25015	149	3	,	,	PUNCT
crl-25015	149	4	in	in	ADP
crl-25015	149	5	the	the	DET
crl-25015	149	6	context	context	NOUN
crl-25015	149	7	of	of	ADP
crl-25015	149	8	developing	develop	VERB
crl-25015	149	9	models	model	NOUN
crl-25015	149	10	for	for	ADP
crl-25015	149	11	predicting	predict	VERB
crl-25015	149	12	vrs	vrs	ADJ
crl-25015	149	13	chat	chat	NOUN
crl-25015	149	14	difficulty	difficulty	NOUN
crl-25015	149	15	,	,	PUNCT
crl-25015	149	16	one	one	NUM
crl-25015	149	17	open	open	ADJ
crl-25015	149	18	question	question	NOUN
crl-25015	149	19	pertains	pertain	VERB
crl-25015	149	20	to	to	PART
crl-25015	149	21	how	how	SCONJ
crl-25015	149	22	read	read	VERB
crl-25015	149	23	scale	scale	NOUN
crl-25015	149	24	ratings	rating	NOUN
crl-25015	149	25	should	should	AUX
crl-25015	149	26	be	be	AUX
crl-25015	149	27	grouped	group	VERB
crl-25015	149	28	and	and	CCONJ
crl-25015	149	29	labeled	label	VERB
crl-25015	149	30	as	as	ADP
crl-25015	149	31	“	"	PUNCT
crl-25015	149	32	easier	easy	ADJ
crl-25015	149	33	”	"	PUNCT
crl-25015	149	34	or	or	CCONJ
crl-25015	149	35	“	"	PUNCT
crl-25015	149	36	harder	hard	ADV
crl-25015	149	37	.	.	PUNCT
crl-25015	149	38	”	"	PUNCT
crl-25015	150	1	since	since	SCONJ
crl-25015	150	2	no	no	DET
crl-25015	150	3	model	model	NOUN
crl-25015	150	4	is	be	AUX
crl-25015	150	5	perfect	perfect	ADJ
crl-25015	150	6	,	,	PUNCT
crl-25015	150	7	segmenting	segment	VERB
crl-25015	150	8	read	read	NOUN
crl-25015	150	9	scale	scale	NOUN
crl-25015	150	10	ratings	rating	NOUN
crl-25015	150	11	at	at	ADP
crl-25015	150	12	lower	low	ADJ
crl-25015	150	13	or	or	CCONJ
crl-25015	150	14	higher	high	ADJ
crl-25015	150	15	thresholds	threshold	NOUN
crl-25015	150	16	will	will	AUX
crl-25015	150	17	necessarily	necessarily	ADV
crl-25015	150	18	affect	affect	VERB
crl-25015	150	19	model	model	NOUN
crl-25015	150	20	performance	performance	NOUN
crl-25015	150	21	—	—	PUNCT
crl-25015	150	22	specifically	specifically	ADV
crl-25015	150	23	,	,	PUNCT
crl-25015	150	24	the	the	DET
crl-25015	150	25	tradeoff	tradeoff	NOUN
crl-25015	150	26	between	between	ADP
crl-25015	150	27	precision	precision	NOUN
crl-25015	150	28	and	and	CCONJ
crl-25015	150	29	recall	recall	NOUN
crl-25015	150	30	.	.	PUNCT
crl-25015	151	1	an	an	DET
crl-25015	151	2	individual	individual	ADJ
crl-25015	151	3	library	library	NOUN
crl-25015	151	4	service	service	NOUN
crl-25015	151	5	manager	manager	NOUN
crl-25015	151	6	choosing	choose	VERB
crl-25015	151	7	to	to	PART
crl-25015	151	8	implement	implement	VERB
crl-25015	151	9	these	these	DET
crl-25015	151	10	types	type	NOUN
crl-25015	151	11	of	of	ADP
crl-25015	151	12	models	model	NOUN
crl-25015	151	13	will	will	AUX
crl-25015	151	14	need	need	VERB
crl-25015	151	15	to	to	PART
crl-25015	151	16	set	set	VERB
crl-25015	151	17	the	the	DET
crl-25015	151	18	threshold	threshold	NOUN
crl-25015	151	19	according	accord	VERB
crl-25015	151	20	to	to	ADP
crl-25015	151	21	their	their	PRON
crl-25015	151	22	preferences	preference	NOUN
crl-25015	151	23	with	with	ADP
crl-25015	151	24	respect	respect	NOUN
crl-25015	151	25	to	to	ADP
crl-25015	151	26	different	different	ADJ
crl-25015	151	27	measures	measure	NOUN
crl-25015	151	28	of	of	ADP
crl-25015	151	29	predictive	predictive	ADJ
crl-25015	151	30	accuracy	accuracy	NOUN
crl-25015	151	31	.	.	PUNCT
crl-25015	152	1	ultimately	ultimately	ADV
crl-25015	152	2	,	,	PUNCT
crl-25015	152	3	when	when	SCONJ
crl-25015	152	4	deciding	decide	VERB
crl-25015	152	5	how	how	SCONJ
crl-25015	152	6	to	to	PART
crl-25015	152	7	segment	segment	NOUN
crl-25015	152	8	read	read	VERB
crl-25015	152	9	scale	scale	NOUN
crl-25015	152	10	ratings	rating	NOUN
crl-25015	152	11	,	,	PUNCT
crl-25015	152	12	as	as	ADV
crl-25015	152	13	well	well	ADV
crl-25015	152	14	as	as	ADP
crl-25015	152	15	making	make	VERB
crl-25015	152	16	choices	choice	NOUN
crl-25015	152	17	for	for	ADP
crl-25015	152	18	many	many	ADJ
crl-25015	152	19	other	other	ADJ
crl-25015	152	20	modeling	modeling	NOUN
crl-25015	152	21	parameters	parameter	NOUN
crl-25015	152	22	,	,	PUNCT
crl-25015	152	23	identifying	identify	VERB
crl-25015	152	24	the	the	DET
crl-25015	152	25	“	"	PUNCT
crl-25015	152	26	best	good	ADJ
crl-25015	152	27	”	"	PUNCT
crl-25015	152	28	set	set	NOUN
crl-25015	152	29	of	of	ADP
crl-25015	152	30	decisions	decision	NOUN
crl-25015	152	31	is	be	AUX
crl-25015	152	32	subjective	subjective	ADJ
crl-25015	152	33	and	and	CCONJ
crl-25015	152	34	dependent	dependent	ADJ
crl-25015	152	35	on	on	ADP
crl-25015	152	36	individual	individual	ADJ
crl-25015	152	37	library	library	NOUN
crl-25015	152	38	service	service	NOUN
crl-25015	152	39	managers	manager	NOUN
crl-25015	152	40	’	’	PART
crl-25015	152	41	strategic	strategic	ADJ
crl-25015	152	42	objectives	objective	NOUN
crl-25015	152	43	.	.	PUNCT
crl-25015	153	1	to	to	ADP
crl-25015	153	2	that	that	DET
crl-25015	153	3	end	end	NOUN
crl-25015	153	4	,	,	PUNCT
crl-25015	153	5	attempting	attempt	VERB
crl-25015	153	6	to	to	PART
crl-25015	153	7	find	find	VERB
crl-25015	153	8	any	any	DET
crl-25015	153	9	single	single	ADJ
crl-25015	153	10	“	"	PUNCT
crl-25015	153	11	best	good	ADJ
crl-25015	153	12	”	"	PUNCT
crl-25015	153	13	model	model	NOUN
crl-25015	153	14	formulation	formulation	NOUN
crl-25015	153	15	was	be	AUX
crl-25015	153	16	beyond	beyond	ADP
crl-25015	153	17	the	the	DET
crl-25015	153	18	scope	scope	NOUN
crl-25015	153	19	of	of	ADP
crl-25015	153	20	the	the	DET
crl-25015	153	21	research	research	NOUN
crl-25015	153	22	project	project	NOUN
crl-25015	153	23	.	.	PUNCT
crl-25015	154	1	instead	instead	ADV
crl-25015	154	2	,	,	PUNCT
crl-25015	154	3	the	the	DET
crl-25015	154	4	authors	author	NOUN
crl-25015	154	5	made	make	VERB
crl-25015	154	6	multiple	multiple	ADJ
crl-25015	154	7	decisions	decision	NOUN
crl-25015	154	8	for	for	ADP
crl-25015	154	9	each	each	PRON
crl-25015	154	10	of	of	ADP
crl-25015	154	11	the	the	DET
crl-25015	154	12	primary	primary	ADJ
crl-25015	154	13	modeling	modeling	NOUN
crl-25015	154	14	parameters	parameter	NOUN
crl-25015	154	15	and	and	CCONJ
crl-25015	154	16	tested	test	VERB
crl-25015	154	17	every	every	DET
crl-25015	154	18	possible	possible	ADJ
crl-25015	154	19	combination	combination	NOUN
crl-25015	154	20	of	of	ADP
crl-25015	154	21	model	model	NOUN
crl-25015	154	22	formulation	formulation	NOUN
crl-25015	154	23	.	.	PUNCT
crl-25015	155	1	this	this	DET
crl-25015	155	2	approach	approach	NOUN
crl-25015	155	3	enabled	enable	VERB
crl-25015	155	4	the	the	DET
crl-25015	155	5	authors	author	NOUN
crl-25015	155	6	to	to	PART
crl-25015	155	7	evaluate	evaluate	VERB
crl-25015	155	8	and	and	CCONJ
crl-25015	155	9	aggregate	aggregate	ADJ
crl-25015	155	10	model	model	NOUN
crl-25015	155	11	performance	performance	NOUN
crl-25015	155	12	metrics	metric	NOUN
crl-25015	155	13	from	from	ADP
crl-25015	155	14	a	a	DET
crl-25015	155	15	large	large	ADJ
crl-25015	155	16	sample	sample	NOUN
crl-25015	155	17	of	of	ADP
crl-25015	155	18	models	model	NOUN
crl-25015	155	19	that	that	PRON
crl-25015	155	20	were	be	AUX
crl-25015	155	21	independent	independent	ADJ
crl-25015	155	22	of	of	ADP
crl-25015	155	23	one	one	NUM
crl-25015	155	24	another	another	PRON
crl-25015	155	25	but	but	CCONJ
crl-25015	155	26	still	still	ADV
crl-25015	155	27	related	relate	VERB
crl-25015	155	28	through	through	ADP
crl-25015	155	29	shared	share	VERB
crl-25015	155	30	characteristics	characteristic	NOUN
crl-25015	155	31	.	.	PUNCT
crl-25015	156	1	a	a	DET
crl-25015	156	2	total	total	NOUN
crl-25015	156	3	of	of	ADP
crl-25015	156	4	640	640	NUM
crl-25015	156	5	unique	unique	ADJ
crl-25015	156	6	individual	individual	ADJ
crl-25015	156	7	models	model	NOUN
crl-25015	156	8	were	be	AUX
crl-25015	156	9	created	create	VERB
crl-25015	156	10	and	and	CCONJ
crl-25015	156	11	evaluated	evaluate	VERB
crl-25015	156	12	.	.	PUNCT
crl-25015	157	1	the	the	DET
crl-25015	157	2	model	model	NOUN
crl-25015	157	3	parameters	parameter	NOUN
crl-25015	157	4	used	use	VERB
crl-25015	157	5	in	in	ADP
crl-25015	157	6	the	the	DET
crl-25015	157	7	models	model	NOUN
crl-25015	157	8	are	be	AUX
crl-25015	157	9	indicated	indicate	VERB
crl-25015	157	10	in	in	ADP
crl-25015	157	11	table	table	NOUN
crl-25015	157	12	1	1	NUM
crl-25015	157	13	.	.	PUNCT
crl-25015	157	14	690	690	NUM
crl-25015	157	15	college	college	PROPN
crl-25015	157	16	&	&	CCONJ
crl-25015	157	17	research	research	PROPN
crl-25015	157	18	libraries	library	NOUN
crl-25015	157	19	july	july	PROPN
crl-25015	157	20	2021	2021	NUM
crl-25015	157	21	•	•	NUM
crl-25015	157	22	rand	rand	NOUN
crl-25015	157	23	—	—	PUNCT
crl-25015	157	24	random	random	ADJ
crl-25015	157	25	seed	seed	NOUN
crl-25015	157	26	(	(	PUNCT
crl-25015	157	27	rand_0	rand_0	PROPN
crl-25015	157	28	,	,	PUNCT
crl-25015	157	29	…	…	PUNCT
crl-25015	157	30	,	,	PUNCT
crl-25015	157	31	rand_19	rand_19	X
crl-25015	157	32	)	)	PUNCT
crl-25015	157	33	at	at	ADP
crl-25015	157	34	two	two	NUM
crl-25015	157	35	later	later	ADJ
crl-25015	157	36	stages	stage	NOUN
crl-25015	157	37	in	in	ADP
crl-25015	157	38	the	the	DET
crl-25015	157	39	modeling	modeling	NOUN
crl-25015	157	40	process	process	NOUN
crl-25015	157	41	,	,	PUNCT
crl-25015	157	42	specifically	specifically	ADV
crl-25015	157	43	those	those	PRON
crl-25015	157	44	pertaining	pertain	VERB
crl-25015	157	45	to	to	ADP
crl-25015	157	46	the	the	DET
crl-25015	157	47	d2v	d2v	PROPN
crl-25015	157	48	and	and	CCONJ
crl-25015	157	49	read	read	VERB
crl-25015	157	50	parameter	parameter	NOUN
crl-25015	157	51	options	option	NOUN
crl-25015	157	52	,	,	PUNCT
crl-25015	157	53	the	the	DET
crl-25015	157	54	models	model	NOUN
crl-25015	157	55	used	use	VERB
crl-25015	157	56	neural	neural	ADJ
crl-25015	157	57	-	-	PUNCT
crl-25015	157	58	network	network	NOUN
crl-25015	157	59	processes	process	NOUN
crl-25015	157	60	to	to	PART
crl-25015	157	61	fit	fit	VERB
crl-25015	157	62	the	the	DET
crl-25015	157	63	model	model	NOUN
crl-25015	157	64	to	to	ADP
crl-25015	157	65	the	the	DET
crl-25015	157	66	data	datum	NOUN
crl-25015	157	67	.	.	PUNCT
crl-25015	158	1	for	for	SCONJ
crl-25015	158	2	these	these	DET
crl-25015	158	3	processes	process	NOUN
crl-25015	158	4	to	to	PART
crl-25015	158	5	function	function	VERB
crl-25015	158	6	,	,	PUNCT
crl-25015	158	7	the	the	DET
crl-25015	158	8	models	model	NOUN
crl-25015	158	9	required	require	VERB
crl-25015	158	10	matrices	matrix	NOUN
crl-25015	158	11	containing	contain	VERB
crl-25015	158	12	randomly	randomly	ADV
crl-25015	158	13	generated	generate	VERB
crl-25015	158	14	values	value	NOUN
crl-25015	158	15	.	.	PUNCT
crl-25015	159	1	as	as	SCONJ
crl-25015	159	2	each	each	DET
crl-25015	159	3	model	model	NOUN
crl-25015	159	4	was	be	AUX
crl-25015	159	5	trained	train	VERB
crl-25015	159	6	and	and	CCONJ
crl-25015	159	7	fitted	fit	VERB
crl-25015	159	8	to	to	ADP
crl-25015	159	9	the	the	DET
crl-25015	159	10	data	datum	NOUN
crl-25015	159	11	,	,	PUNCT
crl-25015	159	12	the	the	DET
crl-25015	159	13	values	value	NOUN
crl-25015	159	14	in	in	ADP
crl-25015	159	15	the	the	DET
crl-25015	159	16	matrices	matrix	NOUN
crl-25015	159	17	were	be	AUX
crl-25015	159	18	iteratively	iteratively	ADV
crl-25015	159	19	updated	update	VERB
crl-25015	159	20	until	until	SCONJ
crl-25015	159	21	the	the	DET
crl-25015	159	22	values	value	NOUN
crl-25015	159	23	converged	converge	VERB
crl-25015	159	24	at	at	ADP
crl-25015	159	25	an	an	DET
crl-25015	159	26	optimal	optimal	ADJ
crl-25015	159	27	set	set	NOUN
crl-25015	159	28	of	of	ADP
crl-25015	159	29	values	value	NOUN
crl-25015	159	30	.	.	PUNCT
crl-25015	160	1	however	however	ADV
crl-25015	160	2	,	,	PUNCT
crl-25015	160	3	because	because	SCONJ
crl-25015	160	4	it	it	PRON
crl-25015	160	5	was	be	AUX
crl-25015	160	6	impossible	impossible	ADJ
crl-25015	160	7	to	to	PART
crl-25015	160	8	know	know	VERB
crl-25015	160	9	if	if	SCONJ
crl-25015	160	10	the	the	DET
crl-25015	160	11	values	value	NOUN
crl-25015	160	12	for	for	ADP
crl-25015	160	13	any	any	DET
crl-25015	160	14	one	one	NUM
crl-25015	160	15	model	model	NOUN
crl-25015	160	16	converged	converge	VERB
crl-25015	160	17	at	at	ADP
crl-25015	160	18	truly	truly	ADV
crl-25015	160	19	optimal	optimal	ADJ
crl-25015	160	20	sets	set	NOUN
crl-25015	160	21	of	of	ADP
crl-25015	160	22	values	value	NOUN
crl-25015	160	23	,	,	PUNCT
crl-25015	160	24	as	as	SCONJ
crl-25015	160	25	opposed	oppose	VERB
crl-25015	160	26	to	to	ADP
crl-25015	160	27	converging	converge	VERB
crl-25015	160	28	at	at	ADP
crl-25015	160	29	a	a	DET
crl-25015	160	30	suboptimal	suboptimal	ADJ
crl-25015	160	31	local	local	ADJ
crl-25015	160	32	-	-	PUNCT
crl-25015	160	33	minima	minima	NOUN
crl-25015	160	34	,	,	PUNCT
crl-25015	160	35	it	it	PRON
crl-25015	160	36	was	be	AUX
crl-25015	160	37	possible	possible	ADJ
crl-25015	160	38	that	that	SCONJ
crl-25015	160	39	an	an	DET
crl-25015	160	40	individual	individual	ADJ
crl-25015	160	41	model	model	NOUN
crl-25015	160	42	could	could	AUX
crl-25015	160	43	perform	perform	VERB
crl-25015	160	44	abnormally	abnormally	ADV
crl-25015	160	45	well	well	ADV
crl-25015	160	46	or	or	CCONJ
crl-25015	160	47	poorly	poorly	ADV
crl-25015	160	48	due	due	ADJ
crl-25015	160	49	to	to	ADP
crl-25015	160	50	random	random	ADJ
crl-25015	160	51	chance	chance	NOUN
crl-25015	160	52	.	.	PUNCT
crl-25015	161	1	to	to	PART
crl-25015	161	2	counter	counter	VERB
crl-25015	161	3	this	this	PRON
crl-25015	161	4	,	,	PUNCT
crl-25015	161	5	the	the	DET
crl-25015	161	6	authors	author	NOUN
crl-25015	161	7	incorporated	incorporate	VERB
crl-25015	161	8	the	the	DET
crl-25015	161	9	rand	rand	NOUN
crl-25015	161	10	parameter	parameter	NOUN
crl-25015	161	11	to	to	PART
crl-25015	161	12	manually	manually	ADV
crl-25015	161	13	change	change	VERB
crl-25015	161	14	and	and	CCONJ
crl-25015	161	15	control	control	VERB
crl-25015	161	16	the	the	DET
crl-25015	161	17	random	random	ADJ
crl-25015	161	18	“	"	PUNCT
crl-25015	161	19	seed	seed	NOUN
crl-25015	161	20	,	,	PUNCT
crl-25015	161	21	”	"	PUNCT
crl-25015	161	22	or	or	CCONJ
crl-25015	161	23	initial	initial	ADJ
crl-25015	161	24	value	value	NOUN
crl-25015	161	25	,	,	PUNCT
crl-25015	161	26	for	for	ADP
crl-25015	161	27	each	each	DET
crl-25015	161	28	model	model	NOUN
crl-25015	161	29	.	.	PUNCT
crl-25015	162	1	twenty	twenty	NUM
crl-25015	162	2	unique	unique	ADJ
crl-25015	162	3	values	value	NOUN
crl-25015	162	4	were	be	AUX
crl-25015	162	5	used	use	VERB
crl-25015	162	6	for	for	ADP
crl-25015	162	7	the	the	DET
crl-25015	162	8	rand	rand	NOUN
crl-25015	162	9	parameter	parameter	NOUN
crl-25015	162	10	.	.	PUNCT
crl-25015	163	1	consequently	consequently	ADV
crl-25015	163	2	,	,	PUNCT
crl-25015	163	3	for	for	ADP
crl-25015	163	4	every	every	DET
crl-25015	163	5	combination	combination	NOUN
crl-25015	163	6	of	of	ADP
crl-25015	163	7	the	the	DET
crl-25015	163	8	remaining	remain	VERB
crl-25015	163	9	modeling	modeling	NOUN
crl-25015	163	10	parameters	parameter	NOUN
crl-25015	163	11	,	,	PUNCT
crl-25015	163	12	each	each	DET
crl-25015	163	13	model	model	NOUN
crl-25015	163	14	was	be	AUX
crl-25015	163	15	refit	refit	NOUN
crl-25015	163	16	and	and	CCONJ
crl-25015	163	17	evaluated	evaluate	VERB
crl-25015	163	18	20	20	NUM
crl-25015	163	19	times	time	NOUN
crl-25015	163	20	using	use	VERB
crl-25015	163	21	a	a	DET
crl-25015	163	22	distinct	distinct	ADJ
crl-25015	163	23	random	random	ADJ
crl-25015	163	24	seed	seed	NOUN
crl-25015	163	25	.	.	PUNCT
crl-25015	164	1	this	this	PRON
crl-25015	164	2	ensured	ensure	VERB
crl-25015	164	3	that	that	SCONJ
crl-25015	164	4	experimental	experimental	ADJ
crl-25015	164	5	results	result	NOUN
crl-25015	164	6	were	be	AUX
crl-25015	164	7	robust	robust	ADJ
crl-25015	164	8	to	to	ADP
crl-25015	164	9	the	the	DET
crl-25015	164	10	effects	effect	NOUN
crl-25015	164	11	of	of	ADP
crl-25015	164	12	outliers	outlier	NOUN
crl-25015	164	13	.	.	PUNCT
crl-25015	165	1	•	•	NUM
crl-25015	165	2	trunc	trunc	NOUN
crl-25015	165	3	—	—	PUNCT
crl-25015	165	4	truncating	truncate	VERB
crl-25015	165	5	text	text	NOUN
crl-25015	165	6	inputs	input	NOUN
crl-25015	165	7	(	(	PUNCT
crl-25015	165	8	trunc_10	trunc_10	NOUN
crl-25015	165	9	and	and	CCONJ
crl-25015	165	10	trunc_20	trunc_20	VERB
crl-25015	165	11	)	)	PUNCT
crl-25015	165	12	for	for	ADP
crl-25015	165	13	each	each	DET
crl-25015	165	14	sample	sample	NOUN
crl-25015	165	15	,	,	PUNCT
crl-25015	165	16	the	the	DET
crl-25015	165	17	input	input	NOUN
crl-25015	165	18	strings	string	NOUN
crl-25015	165	19	were	be	AUX
crl-25015	165	20	truncated	truncate	VERB
crl-25015	165	21	to	to	ADP
crl-25015	165	22	either	either	CCONJ
crl-25015	165	23	the	the	DET
crl-25015	165	24	first	first	ADJ
crl-25015	165	25	10	10	NUM
crl-25015	165	26	or	or	CCONJ
crl-25015	165	27	20	20	NUM
crl-25015	165	28	space	space	NOUN
crl-25015	165	29	-	-	PUNCT
crl-25015	165	30	delimited	delimit	VERB
crl-25015	165	31	tokens	token	NOUN
crl-25015	165	32	.	.	PUNCT
crl-25015	166	1	this	this	PRON
crl-25015	166	2	functioned	function	VERB
crl-25015	166	3	to	to	PART
crl-25015	166	4	provide	provide	VERB
crl-25015	166	5	the	the	DET
crl-25015	166	6	model	model	NOUN
crl-25015	166	7	with	with	ADP
crl-25015	166	8	a	a	DET
crl-25015	166	9	minimal	minimal	ADJ
crl-25015	166	10	amount	amount	NOUN
crl-25015	166	11	of	of	ADP
crl-25015	166	12	text	text	NOUN
crl-25015	166	13	data	datum	NOUN
crl-25015	166	14	to	to	PART
crl-25015	166	15	ensure	ensure	VERB
crl-25015	166	16	model	model	NOUN
crl-25015	166	17	predictions	prediction	NOUN
crl-25015	166	18	were	be	AUX
crl-25015	166	19	based	base	VERB
crl-25015	166	20	strictly	strictly	ADV
crl-25015	166	21	on	on	ADP
crl-25015	166	22	the	the	DET
crl-25015	166	23	first	first	ADJ
crl-25015	166	24	small	small	ADJ
crl-25015	166	25	pieces	piece	NOUN
crl-25015	166	26	of	of	ADP
crl-25015	166	27	information	information	NOUN
crl-25015	166	28	provided	provide	VERB
crl-25015	166	29	by	by	ADP
crl-25015	166	30	the	the	DET
crl-25015	166	31	patron	patron	NOUN
crl-25015	166	32	at	at	ADP
crl-25015	166	33	the	the	DET
crl-25015	166	34	outset	outset	NOUN
crl-25015	166	35	of	of	ADP
crl-25015	166	36	a	a	DET
crl-25015	166	37	vrs	vrs	NOUN
crl-25015	166	38	interaction	interaction	NOUN
crl-25015	166	39	.	.	PUNCT
crl-25015	167	1	drawing	draw	VERB
crl-25015	167	2	on	on	ADP
crl-25015	167	3	the	the	DET
crl-25015	167	4	example	example	NOUN
crl-25015	167	5	in	in	ADP
crl-25015	167	6	figure	figure	NOUN
crl-25015	167	7	4	4	NUM
crl-25015	167	8	,	,	PUNCT
crl-25015	167	9	the	the	DET
crl-25015	167	10	following	follow	VERB
crl-25015	167	11	examples	example	NOUN
crl-25015	167	12	show	show	VERB
crl-25015	167	13	how	how	SCONJ
crl-25015	167	14	the	the	DET
crl-25015	167	15	trunc	trunc	NOUN
crl-25015	167	16	parameter	parameter	NOUN
crl-25015	167	17	functioned	function	VERB
crl-25015	167	18	to	to	PART
crl-25015	167	19	change	change	VERB
crl-25015	167	20	the	the	DET
crl-25015	167	21	amount	amount	NOUN
crl-25015	167	22	of	of	ADP
crl-25015	167	23	text	text	NOUN
crl-25015	167	24	data	datum	NOUN
crl-25015	167	25	that	that	PRON
crl-25015	167	26	was	be	AUX
crl-25015	167	27	input	input	NOUN
crl-25015	167	28	into	into	ADP
crl-25015	167	29	the	the	DET
crl-25015	167	30	model	model	NOUN
crl-25015	167	31	for	for	ADP
crl-25015	167	32	each	each	DET
crl-25015	167	33	sample	sample	NOUN
crl-25015	167	34	:	:	PUNCT
crl-25015	167	35	□	□	PUNCT
crl-25015	167	36	trunc_10	trunc_10	NOUN
crl-25015	167	37	input	input	NOUN
crl-25015	167	38	example	example	NOUN
crl-25015	167	39	:	:	PUNCT
crl-25015	167	40	“	"	PUNCT
crl-25015	167	41	i	i	PRON
crl-25015	167	42	’m	’m	AUX
crl-25015	167	43	looking	look	VERB
crl-25015	167	44	for	for	ADP
crl-25015	167	45	a	a	DET
crl-25015	167	46	19th	19th	ADJ
crl-25015	167	47	-	-	PUNCT
crl-25015	167	48	century	century	NOUN
crl-25015	167	49	article	article	NOUN
crl-25015	167	50	about	about	ADP
crl-25015	167	51	women	woman	NOUN
crl-25015	167	52	’s	’s	PART
crl-25015	167	53	fashion	fashion	NOUN
crl-25015	167	54	”	"	PUNCT
crl-25015	167	55	□	□	PUNCT
crl-25015	167	56	trunc_20	trunc_20	VERB
crl-25015	167	57	input	input	NOUN
crl-25015	167	58	example	example	NOUN
crl-25015	167	59	:	:	PUNCT
crl-25015	167	60	“	"	PUNCT
crl-25015	167	61	i	i	PRON
crl-25015	167	62	’m	’m	AUX
crl-25015	167	63	looking	look	VERB
crl-25015	167	64	for	for	ADP
crl-25015	167	65	a	a	DET
crl-25015	167	66	19th	19th	ADJ
crl-25015	167	67	-	-	PUNCT
crl-25015	167	68	century	century	NOUN
crl-25015	167	69	article	article	NOUN
crl-25015	167	70	about	about	ADP
crl-25015	167	71	women	woman	NOUN
crl-25015	167	72	’s	’s	PART
crl-25015	167	73	fashion	fashion	NOUN
crl-25015	167	74	in	in	ADP
crl-25015	167	75	france	france	PROPN
crl-25015	167	76	but	but	CCONJ
crl-25015	167	77	ca	can	AUX
crl-25015	167	78	n’t	not	PART
crl-25015	167	79	seem	seem	VERB
crl-25015	167	80	to	to	PART
crl-25015	167	81	find	find	VERB
crl-25015	167	82	anything	anything	PRON
crl-25015	167	83	?	?	PUNCT
crl-25015	168	1	do	do	AUX
crl-25015	168	2	you	you	PRON
crl-25015	168	3	”	"	PUNCT
crl-25015	168	4	•	•	PRON
crl-25015	168	5	tag	tag	NOUN
crl-25015	168	6	—	—	PUNCT
crl-25015	168	7	tagging	tag	VERB
crl-25015	168	8	documents	document	NOUN
crl-25015	168	9	(	(	PUNCT
crl-25015	168	10	tag_0	tag_0	PROPN
crl-25015	168	11	and	and	CCONJ
crl-25015	168	12	tag_1	tag_1	NUM
crl-25015	168	13	)	)	PUNCT
crl-25015	168	14	following	follow	VERB
crl-25015	168	15	truncation	truncation	NOUN
crl-25015	168	16	,	,	PUNCT
crl-25015	168	17	the	the	DET
crl-25015	168	18	input	input	NOUN
crl-25015	168	19	string	string	NOUN
crl-25015	168	20	for	for	ADP
crl-25015	168	21	each	each	DET
crl-25015	168	22	sample	sample	NOUN
crl-25015	168	23	was	be	AUX
crl-25015	168	24	searched	search	VERB
crl-25015	168	25	for	for	ADP
crl-25015	168	26	the	the	DET
crl-25015	168	27	presence	presence	NOUN
crl-25015	168	28	of	of	ADP
crl-25015	168	29	specific	specific	ADJ
crl-25015	168	30	patterns	pattern	NOUN
crl-25015	168	31	(	(	PUNCT
crl-25015	168	32	such	such	ADJ
crl-25015	168	33	as	as	ADP
crl-25015	168	34	“	"	PUNCT
crl-25015	168	35	print	print	NOUN
crl-25015	168	36	in	in	ADP
crl-25015	168	37	color	color	NOUN
crl-25015	168	38	”	"	PUNCT
crl-25015	168	39	)	)	PUNCT
crl-25015	168	40	and	and	CCONJ
crl-25015	168	41	labeled	label	VERB
crl-25015	168	42	with	with	ADP
crl-25015	168	43	corresponding	correspond	VERB
crl-25015	168	44	tags	tag	NOUN
crl-25015	168	45	(	(	PUNCT
crl-25015	168	46	such	such	ADJ
crl-25015	168	47	as	as	ADP
crl-25015	168	48	“	"	PUNCT
crl-25015	168	49	tagprinting	tagprinte	VERB
crl-25015	168	50	”	"	PUNCT
crl-25015	168	51	)	)	PUNCT
crl-25015	168	52	.	.	PUNCT
crl-25015	169	1	the	the	DET
crl-25015	169	2	authors	author	NOUN
crl-25015	169	3	used	use	VERB
crl-25015	169	4	the	the	DET
crl-25015	169	5	tag	tag	NOUN
crl-25015	169	6	-	-	PUNCT
crl-25015	169	7	labels	label	NOUN
crl-25015	169	8	and	and	CCONJ
crl-25015	169	9	patterns	pattern	NOUN
crl-25015	169	10	that	that	PRON
crl-25015	169	11	were	be	AUX
crl-25015	169	12	outlined	outline	VERB
crl-25015	169	13	in	in	ADP
crl-25015	169	14	prior	prior	ADJ
crl-25015	169	15	work.27	work.27	PROPN
crl-25015	169	16	each	each	DET
crl-25015	169	17	individual	individual	ADJ
crl-25015	169	18	input	input	NOUN
crl-25015	169	19	string	string	NOUN
crl-25015	169	20	could	could	AUX
crl-25015	169	21	be	be	AUX
crl-25015	169	22	labeled	label	VERB
crl-25015	169	23	with	with	ADP
crl-25015	169	24	zero	zero	NUM
crl-25015	169	25	,	,	PUNCT
crl-25015	169	26	one	one	NUM
crl-25015	169	27	,	,	PUNCT
crl-25015	169	28	or	or	CCONJ
crl-25015	169	29	multiple	multiple	ADJ
crl-25015	169	30	tags	tag	NOUN
crl-25015	169	31	as	as	ADP
crl-25015	169	32	appropriate	appropriate	ADJ
crl-25015	169	33	.	.	PUNCT
crl-25015	170	1	in	in	ADP
crl-25015	170	2	some	some	DET
crl-25015	170	3	instances	instance	NOUN
crl-25015	170	4	,	,	PUNCT
crl-25015	170	5	the	the	DET
crl-25015	170	6	pattern	pattern	NOUN
crl-25015	170	7	represented	represent	VERB
crl-25015	170	8	literal	literal	ADJ
crl-25015	170	9	strings	string	NOUN
crl-25015	170	10	of	of	ADP
crl-25015	170	11	text	text	NOUN
crl-25015	170	12	.	.	PUNCT
crl-25015	171	1	in	in	ADP
crl-25015	171	2	other	other	ADJ
crl-25015	171	3	instances	instance	NOUN
crl-25015	171	4	,	,	PUNCT
crl-25015	171	5	the	the	DET
crl-25015	171	6	patterns	pattern	NOUN
crl-25015	171	7	were	be	AUX
crl-25015	171	8	defined	define	VERB
crl-25015	171	9	computationally	computationally	ADV
crl-25015	171	10	using	use	VERB
crl-25015	171	11	“	"	PUNCT
crl-25015	171	12	regular	regular	ADJ
crl-25015	171	13	expressions	expression	NOUN
crl-25015	171	14	”	"	PUNCT
crl-25015	171	15	as	as	SCONJ
crl-25015	171	16	implemented	implement	VERB
crl-25015	171	17	in	in	ADP
crl-25015	171	18	the	the	DET
crl-25015	171	19	python	python	NOUN
crl-25015	171	20	programming	programming	NOUN
crl-25015	171	21	language.28	language.28	NOUN
crl-25015	171	22	table	table	NOUN
crl-25015	171	23	2	2	NUM
crl-25015	171	24	shows	show	VERB
crl-25015	171	25	three	three	NUM
crl-25015	171	26	examples	example	NOUN
crl-25015	171	27	of	of	ADP
crl-25015	171	28	the	the	DET
crl-25015	171	29	labels	label	NOUN
crl-25015	171	30	for	for	ADP
crl-25015	171	31	individual	individual	ADJ
crl-25015	171	32	tags	tag	NOUN
crl-25015	171	33	,	,	PUNCT
crl-25015	171	34	the	the	DET
crl-25015	171	35	pattern	pattern	NOUN
crl-25015	171	36	-	-	PUNCT
crl-25015	171	37	matching	match	VERB
crl-25015	171	38	criteria	criterion	NOUN
crl-25015	171	39	that	that	PRON
crl-25015	171	40	had	have	VERB
crl-25015	171	41	to	to	PART
crl-25015	171	42	be	be	AUX
crl-25015	171	43	present	present	ADJ
crl-25015	171	44	in	in	ADP
crl-25015	171	45	the	the	DET
crl-25015	171	46	truncated	truncated	ADJ
crl-25015	171	47	text	text	NOUN
crl-25015	171	48	,	,	PUNCT
crl-25015	171	49	and	and	CCONJ
crl-25015	171	50	the	the	DET
crl-25015	171	51	conceptual	conceptual	ADJ
crl-25015	171	52	definition	definition	NOUN
crl-25015	171	53	for	for	ADP
crl-25015	171	54	each	each	DET
crl-25015	171	55	tag	tag	NOUN
crl-25015	171	56	.	.	PUNCT
crl-25015	172	1	for	for	ADP
crl-25015	172	2	a	a	DET
crl-25015	172	3	full	full	ADJ
crl-25015	172	4	listing	listing	NOUN
crl-25015	172	5	of	of	ADP
crl-25015	172	6	applied	apply	VERB
crl-25015	172	7	tags	tag	NOUN
crl-25015	172	8	and	and	CCONJ
crl-25015	172	9	associated	associated	ADJ
crl-25015	172	10	text	text	NOUN
crl-25015	172	11	patterns	pattern	NOUN
crl-25015	172	12	,	,	PUNCT
crl-25015	172	13	see	see	VERB
crl-25015	172	14	appendix	appendix	NOUN
crl-25015	172	15	.	.	PUNCT
crl-25015	173	1	table	table	NOUN
crl-25015	173	2	1	1	NUM
crl-25015	173	3	modeling	modeling	NOUN
crl-25015	173	4	parameter	parameter	NOUN
crl-25015	173	5	options	option	NOUN
crl-25015	173	6	parameter	parameter	NOUN
crl-25015	173	7	options	option	NOUN
crl-25015	173	8	rand	rand	NOUN
crl-25015	173	9	0	0	NUM
crl-25015	173	10	,	,	PUNCT
crl-25015	173	11	1	1	NUM
crl-25015	173	12	,	,	PUNCT
crl-25015	173	13	…	…	PUNCT
crl-25015	173	14	,	,	PUNCT
crl-25015	173	15	19	19	NUM
crl-25015	173	16	trunc	trunc	NOUN
crl-25015	173	17	10	10	NUM
crl-25015	173	18	20	20	NUM
crl-25015	173	19	tag	tag	NOUN
crl-25015	173	20	0	0	NUM
crl-25015	173	21	1	1	NUM
crl-25015	173	22	dict	dict	NOUN
crl-25015	173	23	full	full	ADJ
crl-25015	173	24	narrow	narrow	ADJ
crl-25015	173	25	d2v	d2v	NOUN
crl-25015	173	26	75	75	NUM
crl-25015	173	27	150	150	NUM
crl-25015	173	28	read	read	VERB
crl-25015	173	29	1v2	1v2	NUM
crl-25015	173	30	2v3	2v3	NUM
crl-25015	173	31	using	use	VERB
crl-25015	173	32	machine	machine	NOUN
crl-25015	173	33	learning	learn	VERB
crl-25015	173	34	to	to	PART
crl-25015	173	35	predict	predict	VERB
crl-25015	173	36	chat	chat	NOUN
crl-25015	173	37	difficulty	difficulty	NOUN
crl-25015	173	38	691	691	NUM
crl-25015	173	39	in	in	ADP
crl-25015	173	40	model	model	NOUN
crl-25015	173	41	formulations	formulation	NOUN
crl-25015	173	42	using	use	VERB
crl-25015	173	43	tag_1	tag_1	PROPN
crl-25015	173	44	,	,	PUNCT
crl-25015	173	45	tags	tag	NOUN
crl-25015	173	46	were	be	AUX
crl-25015	173	47	used	use	VERB
crl-25015	173	48	to	to	PART
crl-25015	173	49	supplement	supplement	VERB
crl-25015	173	50	the	the	DET
crl-25015	173	51	training	training	NOUN
crl-25015	173	52	of	of	ADP
crl-25015	173	53	document	document	NOUN
crl-25015	173	54	-	-	PUNCT
crl-25015	173	55	embedding	embed	VERB
crl-25015	173	56	models	model	NOUN
crl-25015	173	57	and	and	CCONJ
crl-25015	173	58	the	the	DET
crl-25015	173	59	generation	generation	NOUN
crl-25015	173	60	of	of	ADP
crl-25015	173	61	individual	individual	ADJ
crl-25015	173	62	document	document	NOUN
crl-25015	173	63	-	-	PUNCT
crl-25015	173	64	embeddings	embedding	NOUN
crl-25015	173	65	(	(	PUNCT
crl-25015	173	66	d2v	d2v	PROPN
crl-25015	173	67	)	)	PUNCT
crl-25015	173	68	for	for	ADP
crl-25015	173	69	individual	individual	ADJ
crl-25015	173	70	samples	sample	NOUN
crl-25015	173	71	.	.	PUNCT
crl-25015	174	1	for	for	ADP
crl-25015	174	2	model	model	NOUN
crl-25015	174	3	formulation	formulation	NOUN
crl-25015	174	4	using	use	VERB
crl-25015	174	5	tag_0	tag_0	PROPN
crl-25015	174	6	,	,	PUNCT
crl-25015	174	7	the	the	DET
crl-25015	174	8	tags	tag	NOUN
crl-25015	174	9	were	be	AUX
crl-25015	174	10	not	not	PART
crl-25015	174	11	incorporated	incorporate	VERB
crl-25015	174	12	into	into	ADP
crl-25015	174	13	the	the	DET
crl-25015	174	14	training	training	NOUN
crl-25015	174	15	of	of	ADP
crl-25015	174	16	document	document	NOUN
crl-25015	174	17	-	-	PUNCT
crl-25015	174	18	embedding	embed	VERB
crl-25015	174	19	models	model	NOUN
crl-25015	174	20	or	or	CCONJ
crl-25015	174	21	in	in	ADP
crl-25015	174	22	generating	generate	VERB
crl-25015	174	23	individual	individual	ADJ
crl-25015	174	24	document	document	NOUN
crl-25015	174	25	-	-	PUNCT
crl-25015	174	26	embeddings	embedding	NOUN
crl-25015	174	27	.	.	PUNCT
crl-25015	175	1	•	•	NUM
crl-25015	175	2	dict	dict	NOUN
crl-25015	175	3	—	—	PUNCT
crl-25015	175	4	eliminating	eliminate	VERB
crl-25015	175	5	infrequent	infrequent	ADJ
crl-25015	175	6	words	word	NOUN
crl-25015	175	7	(	(	PUNCT
crl-25015	175	8	dict_f	dict_f	NOUN
crl-25015	175	9	and	and	CCONJ
crl-25015	175	10	dict_n	dict_n	NOUN
crl-25015	175	11	)	)	PUNCT
crl-25015	175	12	following	follow	VERB
crl-25015	175	13	tagging	tag	VERB
crl-25015	175	14	,	,	PUNCT
crl-25015	175	15	the	the	DET
crl-25015	175	16	input	input	NOUN
crl-25015	175	17	string	string	NOUN
crl-25015	175	18	for	for	ADP
crl-25015	175	19	each	each	DET
crl-25015	175	20	individual	individual	ADJ
crl-25015	175	21	sample	sample	NOUN
crl-25015	175	22	was	be	AUX
crl-25015	175	23	tokenized	tokenize	VERB
crl-25015	175	24	into	into	ADP
crl-25015	175	25	an	an	DET
crl-25015	175	26	array	array	NOUN
crl-25015	175	27	.	.	PUNCT
crl-25015	176	1	in	in	ADP
crl-25015	176	2	each	each	DET
crl-25015	176	3	input	input	NOUN
crl-25015	176	4	string	string	NOUN
crl-25015	176	5	,	,	PUNCT
crl-25015	176	6	the	the	DET
crl-25015	176	7	individual	individual	ADJ
crl-25015	176	8	tokens	token	NOUN
crl-25015	176	9	(	(	PUNCT
crl-25015	176	10	that	that	PRON
crl-25015	176	11	is	be	AUX
crl-25015	176	12	to	to	PART
crl-25015	176	13	say	say	VERB
crl-25015	176	14	,	,	PUNCT
crl-25015	176	15	“	"	PUNCT
crl-25015	176	16	words	word	NOUN
crl-25015	176	17	”	"	PUNCT
crl-25015	176	18	)	)	PUNCT
crl-25015	176	19	were	be	AUX
crl-25015	176	20	segmented	segment	VERB
crl-25015	176	21	by	by	ADP
crl-25015	176	22	spaces	space	NOUN
crl-25015	176	23	and	and	CCONJ
crl-25015	176	24	nonalphanumeric	nonalphanumeric	ADJ
crl-25015	176	25	characters	character	NOUN
crl-25015	176	26	.	.	PUNCT
crl-25015	177	1	all	all	DET
crl-25015	177	2	tokens	token	NOUN
crl-25015	177	3	were	be	AUX
crl-25015	177	4	converted	convert	VERB
crl-25015	177	5	to	to	ADP
crl-25015	177	6	lowercase	lowercase	NOUN
crl-25015	177	7	letters	letter	NOUN
crl-25015	177	8	in	in	ADP
crl-25015	177	9	the	the	DET
crl-25015	177	10	process	process	NOUN
crl-25015	177	11	.	.	PUNCT
crl-25015	178	1	once	once	ADV
crl-25015	178	2	each	each	DET
crl-25015	178	3	input	input	NOUN
crl-25015	178	4	string	string	NOUN
crl-25015	178	5	was	be	AUX
crl-25015	178	6	tokenized	tokenize	VERB
crl-25015	178	7	,	,	PUNCT
crl-25015	178	8	all	all	DET
crl-25015	178	9	individual	individual	ADJ
crl-25015	178	10	tokens	token	NOUN
crl-25015	178	11	remained	remain	VERB
crl-25015	178	12	in	in	ADP
crl-25015	178	13	the	the	DET
crl-25015	178	14	input	input	NOUN
crl-25015	178	15	data	datum	NOUN
crl-25015	178	16	for	for	ADP
crl-25015	178	17	models	model	NOUN
crl-25015	178	18	using	use	VERB
crl-25015	178	19	dict_full	dict_full	PRON
crl-25015	178	20	(	(	PUNCT
crl-25015	178	21	dict_f	dict_f	NOUN
crl-25015	178	22	)	)	PUNCT
crl-25015	178	23	.	.	PUNCT
crl-25015	179	1	for	for	ADP
crl-25015	179	2	models	model	NOUN
crl-25015	179	3	using	use	VERB
crl-25015	179	4	dict_narrow	dict_narrow	PROPN
crl-25015	179	5	(	(	PUNCT
crl-25015	179	6	dict_n	dict_n	NOUN
crl-25015	179	7	)	)	PUNCT
crl-25015	179	8	,	,	PUNCT
crl-25015	179	9	the	the	DET
crl-25015	179	10	set	set	NOUN
crl-25015	179	11	of	of	ADP
crl-25015	179	12	allowed	allowed	ADJ
crl-25015	179	13	tokens	token	NOUN
crl-25015	179	14	,	,	PUNCT
crl-25015	179	15	or	or	CCONJ
crl-25015	179	16	dictionary	dictionary	NOUN
crl-25015	179	17	,	,	PUNCT
crl-25015	179	18	was	be	AUX
crl-25015	179	19	reduced	reduce	VERB
crl-25015	179	20	by	by	ADP
crl-25015	179	21	eliminating	eliminate	VERB
crl-25015	179	22	tokens	token	NOUN
crl-25015	179	23	that	that	PRON
crl-25015	179	24	were	be	AUX
crl-25015	179	25	too	too	ADV
crl-25015	179	26	short	short	ADJ
crl-25015	179	27	or	or	CCONJ
crl-25015	179	28	too	too	ADV
crl-25015	179	29	infrequent	infrequent	ADJ
crl-25015	179	30	across	across	ADP
crl-25015	179	31	all	all	PRON
crl-25015	179	32	of	of	ADP
crl-25015	179	33	the	the	DET
crl-25015	179	34	input	input	NOUN
crl-25015	179	35	strings	string	NOUN
crl-25015	179	36	in	in	ADP
crl-25015	179	37	the	the	DET
crl-25015	179	38	training	training	NOUN
crl-25015	179	39	data	datum	NOUN
crl-25015	179	40	.	.	PUNCT
crl-25015	180	1	to	to	PART
crl-25015	180	2	achieve	achieve	VERB
crl-25015	180	3	this	this	PRON
crl-25015	180	4	,	,	PUNCT
crl-25015	180	5	the	the	DET
crl-25015	180	6	following	follow	VERB
crl-25015	180	7	filtering	filter	VERB
crl-25015	180	8	rules	rule	NOUN
crl-25015	180	9	were	be	AUX
crl-25015	180	10	implemented	implement	VERB
crl-25015	180	11	for	for	ADP
crl-25015	180	12	models	model	NOUN
crl-25015	180	13	using	use	VERB
crl-25015	180	14	the	the	DET
crl-25015	180	15	dict_n	dict_n	ADJ
crl-25015	180	16	parameter	parameter	NOUN
crl-25015	180	17	:	:	PUNCT
crl-25015	180	18	□	□	PUNCT
crl-25015	180	19	retain	retain	VERB
crl-25015	180	20	only	only	ADV
crl-25015	180	21	alphanumeric	alphanumeric	ADJ
crl-25015	180	22	tokens	token	NOUN
crl-25015	180	23	with	with	ADP
crl-25015	180	24	a	a	DET
crl-25015	180	25	minimum	minimum	ADJ
crl-25015	180	26	length	length	NOUN
crl-25015	180	27	of	of	ADP
crl-25015	180	28	3	3	NUM
crl-25015	180	29	characters	character	NOUN
crl-25015	180	30	.	.	PUNCT
crl-25015	181	1	□	□	PUNCT
crl-25015	181	2	retain	retain	VERB
crl-25015	181	3	only	only	ADV
crl-25015	181	4	tokens	token	NOUN
crl-25015	181	5	present	present	ADJ
crl-25015	181	6	in	in	ADP
crl-25015	181	7	at	at	ADV
crl-25015	181	8	least	least	ADV
crl-25015	181	9	two	two	NUM
crl-25015	181	10	transcripts	transcript	NOUN
crl-25015	181	11	in	in	ADP
crl-25015	181	12	the	the	DET
crl-25015	181	13	training	training	NOUN
crl-25015	181	14	data	datum	NOUN
crl-25015	181	15	.	.	PUNCT
crl-25015	182	1	□	□	PUNCT
crl-25015	182	2	retain	retain	VERB
crl-25015	182	3	only	only	ADV
crl-25015	182	4	top	top	ADJ
crl-25015	182	5	3,000	3,000	NUM
crl-25015	182	6	tokens	token	NOUN
crl-25015	182	7	as	as	SCONJ
crl-25015	182	8	represented	represent	VERB
crl-25015	182	9	by	by	ADP
crl-25015	182	10	average	average	ADJ
crl-25015	182	11	tf	tf	PROPN
crl-25015	182	12	-	-	PUNCT
crl-25015	182	13	idf	idf	PROPN
crl-25015	182	14	scores	score	NOUN
crl-25015	182	15	in	in	ADP
crl-25015	182	16	the	the	DET
crl-25015	182	17	training	training	NOUN
crl-25015	182	18	data	datum	NOUN
crl-25015	182	19	.	.	PUNCT
crl-25015	183	1	for	for	ADP
crl-25015	183	2	the	the	DET
crl-25015	183	3	final	final	ADJ
crl-25015	183	4	filtering	filtering	NOUN
crl-25015	183	5	rule	rule	NOUN
crl-25015	183	6	,	,	PUNCT
crl-25015	183	7	tf	tf	PROPN
crl-25015	183	8	-	-	PUNCT
crl-25015	183	9	idf	idf	PROPN
crl-25015	183	10	(	(	PUNCT
crl-25015	183	11	“	"	PUNCT
crl-25015	183	12	term	term	NOUN
crl-25015	183	13	frequency	frequency	NOUN
crl-25015	183	14	—	—	PUNCT
crl-25015	183	15	inverse	inverse	ADJ
crl-25015	183	16	document	document	NOUN
crl-25015	183	17	frequency	frequency	NOUN
crl-25015	183	18	”	"	PUNCT
crl-25015	183	19	)	)	PUNCT
crl-25015	183	20	was	be	AUX
crl-25015	183	21	used	use	VERB
crl-25015	183	22	to	to	PART
crl-25015	183	23	count	count	VERB
crl-25015	183	24	and	and	CCONJ
crl-25015	183	25	then	then	ADV
crl-25015	183	26	inversely	inversely	ADV
crl-25015	183	27	weight	weight	VERB
crl-25015	183	28	the	the	DET
crl-25015	183	29	count	count	NOUN
crl-25015	183	30	-	-	PUNCT
crl-25015	183	31	values	value	NOUN
crl-25015	183	32	against	against	ADP
crl-25015	183	33	the	the	DET
crl-25015	183	34	proportion	proportion	NOUN
crl-25015	183	35	of	of	ADP
crl-25015	183	36	input	input	NOUN
crl-25015	183	37	strings	string	NOUN
crl-25015	183	38	that	that	PRON
crl-25015	183	39	contained	contain	VERB
crl-25015	183	40	any	any	DET
crl-25015	183	41	given	give	VERB
crl-25015	183	42	individual	individual	NOUN
crl-25015	183	43	token	token	VERB
crl-25015	183	44	.	.	PUNCT
crl-25015	184	1	this	this	DET
crl-25015	184	2	approach	approach	NOUN
crl-25015	184	3	to	to	ADP
crl-25015	184	4	assigning	assign	VERB
crl-25015	184	5	values	value	NOUN
crl-25015	184	6	to	to	ADP
crl-25015	184	7	individual	individual	ADJ
crl-25015	184	8	tokens	token	NOUN
crl-25015	184	9	is	be	AUX
crl-25015	184	10	widely	widely	ADV
crl-25015	184	11	used	use	VERB
crl-25015	184	12	for	for	ADP
crl-25015	184	13	document	document	NOUN
crl-25015	184	14	classification	classification	NOUN
crl-25015	184	15	tasks	task	NOUN
crl-25015	184	16	because	because	SCONJ
crl-25015	184	17	it	it	PRON
crl-25015	184	18	reduces	reduce	VERB
crl-25015	184	19	the	the	DET
crl-25015	184	20	value	value	NOUN
crl-25015	184	21	of	of	ADP
crl-25015	184	22	tokens	token	NOUN
crl-25015	184	23	that	that	PRON
crl-25015	184	24	are	be	AUX
crl-25015	184	25	extremely	extremely	ADV
crl-25015	184	26	common	common	ADJ
crl-25015	184	27	,	,	PUNCT
crl-25015	184	28	but	but	CCONJ
crl-25015	184	29	unlikely	unlikely	ADJ
crl-25015	184	30	to	to	PART
crl-25015	184	31	carry	carry	VERB
crl-25015	184	32	significant	significant	ADJ
crl-25015	184	33	semantic	semantic	ADJ
crl-25015	184	34	value	value	NOUN
crl-25015	184	35	in	in	ADP
crl-25015	184	36	isolation	isolation	NOUN
crl-25015	184	37	(	(	PUNCT
crl-25015	184	38	such	such	ADJ
crl-25015	184	39	as	as	ADP
crl-25015	184	40	“	"	PUNCT
crl-25015	184	41	the	the	PRON
crl-25015	184	42	”	"	PUNCT
crl-25015	184	43	)	)	PUNCT
crl-25015	184	44	.	.	PUNCT
crl-25015	185	1	the	the	DET
crl-25015	185	2	authors	author	NOUN
crl-25015	185	3	used	use	VERB
crl-25015	185	4	the	the	DET
crl-25015	185	5	scikit	scikit	NOUN
crl-25015	185	6	-	-	PUNCT
crl-25015	185	7	learn	learn	VERB
crl-25015	185	8	implementation	implementation	NOUN
crl-25015	185	9	of	of	ADP
crl-25015	185	10	the	the	DET
crl-25015	185	11	tf	tf	PROPN
crl-25015	185	12	-	-	PUNCT
crl-25015	185	13	idf	idf	PROPN
crl-25015	185	14	method.29	method.29	NOUN
crl-25015	185	15	the	the	DET
crl-25015	185	16	following	follow	VERB
crl-25015	185	17	examples	example	NOUN
crl-25015	185	18	illustrate	illustrate	VERB
crl-25015	185	19	how	how	SCONJ
crl-25015	185	20	this	this	DET
crl-25015	185	21	process	process	NOUN
crl-25015	185	22	transformed	transform	VERB
crl-25015	185	23	each	each	DET
crl-25015	185	24	individual	individual	ADJ
crl-25015	185	25	input	input	NOUN
crl-25015	185	26	string	string	NOUN
crl-25015	185	27	into	into	ADP
crl-25015	185	28	a	a	DET
crl-25015	185	29	tokenized	tokenized	ADJ
crl-25015	185	30	array	array	NOUN
crl-25015	185	31	as	as	ADP
crl-25015	185	32	appropriate	appropriate	ADJ
crl-25015	185	33	for	for	ADP
crl-25015	185	34	both	both	DET
crl-25015	185	35	dict_f	dict_f	NOUN
crl-25015	185	36	and	and	CCONJ
crl-25015	185	37	dict_n	dict_n	NOUN
crl-25015	185	38	models	model	NOUN
crl-25015	185	39	:	:	PUNCT
crl-25015	185	40	□	□	PUNCT
crl-25015	185	41	trunc_10	trunc_10	NOUN
crl-25015	185	42	input	input	NOUN
crl-25015	185	43	string	string	NOUN
crl-25015	185	44	:	:	PUNCT
crl-25015	185	45	“	"	PUNCT
crl-25015	185	46	i	i	PRON
crl-25015	185	47	’m	’m	AUX
crl-25015	185	48	looking	look	VERB
crl-25015	185	49	for	for	ADP
crl-25015	185	50	a	a	DET
crl-25015	185	51	19th	19th	ADJ
crl-25015	185	52	century	century	NOUN
crl-25015	185	53	article	article	NOUN
crl-25015	185	54	about	about	ADP
crl-25015	185	55	women	woman	NOUN
crl-25015	185	56	fashion	fashion	NOUN
crl-25015	185	57	”	"	PUNCT
crl-25015	185	58	□	□	PUNCT
crl-25015	185	59	dict_f	dict_f	X
crl-25015	185	60	tokenized	tokenize	VERB
crl-25015	185	61	array	array	NOUN
crl-25015	185	62	:	:	PUNCT
crl-25015	185	63	[	[	PUNCT
crl-25015	185	64	i	i	PRON
crl-25015	185	65	,	,	PUNCT
crl-25015	185	66	m	m	VERB
crl-25015	185	67	,	,	PUNCT
crl-25015	185	68	looking	look	VERB
crl-25015	185	69	,	,	PUNCT
crl-25015	185	70	for	for	ADP
crl-25015	185	71	,	,	PUNCT
crl-25015	185	72	a	a	DET
crl-25015	185	73	,	,	PUNCT
crl-25015	185	74	19th	19th	ADJ
crl-25015	185	75	,	,	PUNCT
crl-25015	185	76	century	century	NOUN
crl-25015	185	77	,	,	PUNCT
crl-25015	185	78	article	article	NOUN
crl-25015	185	79	,	,	PUNCT
crl-25015	185	80	about	about	ADV
crl-25015	185	81	,	,	PUNCT
crl-25015	185	82	women	woman	NOUN
crl-25015	185	83	,	,	PUNCT
crl-25015	185	84	fashion	fashion	NOUN
crl-25015	185	85	]	]	PUNCT
crl-25015	185	86	□	□	PUNCT
crl-25015	185	87	dict_n	dict_n	ADJ
crl-25015	185	88	tokenized	tokenized	ADJ
crl-25015	185	89	array	array	NOUN
crl-25015	185	90	:	:	PUNCT
crl-25015	185	91	[	[	PUNCT
crl-25015	185	92	looking	look	VERB
crl-25015	185	93	,	,	PUNCT
crl-25015	185	94	19th	19th	ADJ
crl-25015	185	95	,	,	PUNCT
crl-25015	185	96	century	century	NOUN
crl-25015	185	97	,	,	PUNCT
crl-25015	185	98	article	article	NOUN
crl-25015	185	99	,	,	PUNCT
crl-25015	185	100	about	about	ADV
crl-25015	185	101	,	,	PUNCT
crl-25015	185	102	women	woman	NOUN
crl-25015	185	103	,	,	PUNCT
crl-25015	185	104	fashion	fashion	NOUN
crl-25015	185	105	]	]	PUNCT
crl-25015	185	106	table	table	NOUN
crl-25015	185	107	2	2	NUM
crl-25015	185	108	tag	tag	NOUN
crl-25015	185	109	examples	example	NOUN
crl-25015	185	110	tag	tag	NOUN
crl-25015	185	111	pattern	pattern	NOUN
crl-25015	185	112	definition	definition	NOUN
crl-25015	185	113	tagprinting	tagprinte	VERB
crl-25015	185	114	print	print	NOUN
crl-25015	185	115	in	in	ADP
crl-25015	185	116	color	color	NOUN
crl-25015	185	117	interactions	interaction	NOUN
crl-25015	185	118	relating	relate	VERB
crl-25015	185	119	to	to	ADP
crl-25015	185	120	using	use	VERB
crl-25015	185	121	library	library	ADJ
crl-25015	185	122	printers	printer	NOUN
crl-25015	185	123	and	and	CCONJ
crl-25015	185	124	printing	print	VERB
crl-25015	185	125	services.cat	services.cat	PROPN
crl-25015	185	126	cash	cash	NOUN
crl-25015	185	127	tagquiet	tagquiet	NOUN
crl-25015	185	128	quiet	quiet	ADJ
crl-25015	185	129	zone	zone	NOUN
crl-25015	185	130	interactions	interaction	NOUN
crl-25015	185	131	in	in	ADP
crl-25015	185	132	which	which	PRON
crl-25015	185	133	the	the	DET
crl-25015	185	134	user	user	NOUN
crl-25015	185	135	mentions	mention	VERB
crl-25015	185	136	excessive	excessive	ADJ
crl-25015	185	137	noise	noise	NOUN
crl-25015	185	138	or	or	CCONJ
crl-25015	185	139	inquires	inquire	VERB
crl-25015	185	140	about	about	ADP
crl-25015	185	141	quiet	quiet	ADJ
crl-25015	185	142	places	place	NOUN
crl-25015	185	143	in	in	ADP
crl-25015	185	144	the	the	DET
crl-25015	185	145	library.floor	library.floor	NOUN
crl-25015	185	146	to	to	PART
crl-25015	185	147	be	be	AUX
crl-25015	185	148	quiet	quiet	ADJ
crl-25015	185	149	tagknownitembook	tagknownitembook	NOUN
crl-25015	185	150	a	a	DET
crl-25015	185	151	-	-	PUNCT
crl-25015	185	152	z{12}\d{24}\s{01}\.a	z{12}\d{24}\s{01}\.a	NOUN
crl-25015	185	153	-	-	PUNCT
crl-25015	185	154	z\d{1	z\d{1	NOUN
crl-25015	185	155	}	}	PUNCT
crl-25015	185	156	interactions	interaction	NOUN
crl-25015	185	157	in	in	ADP
crl-25015	185	158	which	which	PRON
crl-25015	185	159	a	a	DET
crl-25015	185	160	user	user	NOUN
crl-25015	185	161	identifies	identify	VERB
crl-25015	185	162	a	a	DET
crl-25015	185	163	specific	specific	ADJ
crl-25015	185	164	,	,	PUNCT
crl-25015	185	165	individual	individual	ADJ
crl-25015	185	166	book	book	NOUN
crl-25015	185	167	by	by	ADP
crl-25015	185	168	name	name	NOUN
crl-25015	185	169	or	or	CCONJ
crl-25015	185	170	call	call	VERB
crl-25015	185	171	number.this	number.this	DET
crl-25015	185	172	book	book	NOUN
crl-25015	185	173	692	692	NUM
crl-25015	185	174	college	college	PROPN
crl-25015	185	175	&	&	CCONJ
crl-25015	185	176	research	research	PROPN
crl-25015	185	177	libraries	library	NOUN
crl-25015	185	178	july	july	PROPN
crl-25015	185	179	2021	2021	NUM
crl-25015	185	180	•	•	NUM
crl-25015	185	181	d2v	d2v	NOUN
crl-25015	185	182	—	—	PUNCT
crl-25015	185	183	document	document	NOUN
crl-25015	185	184	embeddings	embedding	NOUN
crl-25015	185	185	(	(	PUNCT
crl-25015	185	186	d2v_75	d2v_75	PROPN
crl-25015	185	187	and	and	CCONJ
crl-25015	185	188	d2v_150	d2v_150	PROPN
crl-25015	185	189	)	)	PUNCT
crl-25015	185	190	once	once	SCONJ
crl-25015	185	191	the	the	DET
crl-25015	185	192	tokenized	tokenized	ADJ
crl-25015	185	193	array	array	NOUN
crl-25015	185	194	for	for	ADP
crl-25015	185	195	each	each	DET
crl-25015	185	196	individual	individual	ADJ
crl-25015	185	197	transcript	transcript	NOUN
crl-25015	185	198	was	be	AUX
crl-25015	185	199	set	set	VERB
crl-25015	185	200	,	,	PUNCT
crl-25015	185	201	a	a	DET
crl-25015	185	202	document	document	NOUN
crl-25015	185	203	-	-	PUNCT
crl-25015	185	204	embedding	embed	VERB
crl-25015	185	205	model	model	NOUN
crl-25015	185	206	was	be	AUX
crl-25015	185	207	trained	train	VERB
crl-25015	185	208	using	use	VERB
crl-25015	185	209	the	the	DET
crl-25015	185	210	training	training	NOUN
crl-25015	185	211	-	-	PUNCT
crl-25015	185	212	data	datum	NOUN
crl-25015	185	213	and	and	CCONJ
crl-25015	185	214	the	the	DET
crl-25015	185	215	gensim	gensim	NOUN
crl-25015	185	216	implementation	implementation	NOUN
crl-25015	185	217	of	of	ADP
crl-25015	185	218	the	the	DET
crl-25015	185	219	doc2vec	doc2vec	NOUN
crl-25015	185	220	“	"	PUNCT
crl-25015	185	221	pv	pv	NOUN
crl-25015	185	222	-	-	PUNCT
crl-25015	185	223	dbow	dbow	NOUN
crl-25015	185	224	”	"	PUNCT
crl-25015	185	225	algorithm.30	algorithm.30	VERB
crl-25015	185	226	the	the	DET
crl-25015	185	227	core	core	NOUN
crl-25015	185	228	outcome	outcome	NOUN
crl-25015	185	229	of	of	ADP
crl-25015	185	230	a	a	DET
crl-25015	185	231	doc2vec	doc2vec	NOUN
crl-25015	185	232	algorithm	algorithm	NOUN
crl-25015	185	233	and	and	CCONJ
crl-25015	185	234	model	model	NOUN
crl-25015	185	235	is	be	AUX
crl-25015	185	236	to	to	PART
crl-25015	185	237	transform	transform	VERB
crl-25015	185	238	tokenized	tokenized	ADJ
crl-25015	185	239	arrays	array	NOUN
crl-25015	185	240	of	of	ADP
crl-25015	185	241	input	input	NOUN
crl-25015	185	242	strings	string	NOUN
crl-25015	185	243	into	into	ADP
crl-25015	185	244	fixed	fix	VERB
crl-25015	185	245	-	-	PUNCT
crl-25015	185	246	length	length	NOUN
crl-25015	185	247	numeric	numeric	ADJ
crl-25015	185	248	representations	representation	NOUN
crl-25015	185	249	of	of	ADP
crl-25015	185	250	the	the	DET
crl-25015	185	251	data	datum	NOUN
crl-25015	185	252	in	in	ADP
crl-25015	185	253	numeric	numeric	ADJ
crl-25015	185	254	form	form	NOUN
crl-25015	185	255	.	.	PUNCT
crl-25015	186	1	the	the	DET
crl-25015	186	2	algorithm	algorithm	NOUN
crl-25015	186	3	achieves	achieve	VERB
crl-25015	186	4	this	this	PRON
crl-25015	186	5	by	by	ADP
crl-25015	186	6	assigning	assign	VERB
crl-25015	186	7	a	a	DET
crl-25015	186	8	vector	vector	NOUN
crl-25015	186	9	of	of	ADP
crl-25015	186	10	values	value	NOUN
crl-25015	186	11	to	to	ADP
crl-25015	186	12	each	each	DET
crl-25015	186	13	individual	individual	ADJ
crl-25015	186	14	sample	sample	NOUN
crl-25015	186	15	and	and	CCONJ
crl-25015	186	16	then	then	ADV
crl-25015	186	17	updating	update	VERB
crl-25015	186	18	those	those	DET
crl-25015	186	19	values	value	NOUN
crl-25015	186	20	iteratively	iteratively	ADV
crl-25015	186	21	until	until	SCONJ
crl-25015	186	22	samples	sample	NOUN
crl-25015	186	23	that	that	PRON
crl-25015	186	24	contain	contain	VERB
crl-25015	186	25	similar	similar	ADJ
crl-25015	186	26	tokens	token	NOUN
crl-25015	186	27	will	will	AUX
crl-25015	186	28	have	have	VERB
crl-25015	186	29	similar	similar	ADJ
crl-25015	186	30	vector	vector	NOUN
crl-25015	186	31	representations.31	representations.31	NOUN
crl-25015	186	32	at	at	ADP
crl-25015	186	33	this	this	DET
crl-25015	186	34	stage	stage	NOUN
crl-25015	186	35	in	in	ADP
crl-25015	186	36	the	the	DET
crl-25015	186	37	modeling	modeling	NOUN
crl-25015	186	38	process	process	NOUN
crl-25015	186	39	,	,	PUNCT
crl-25015	186	40	the	the	DET
crl-25015	186	41	variable	variable	ADJ
crl-25015	186	42	modeling	modeling	NOUN
crl-25015	186	43	parameter	parameter	NOUN
crl-25015	186	44	was	be	AUX
crl-25015	186	45	determining	determine	VERB
crl-25015	186	46	the	the	DET
crl-25015	186	47	length	length	NOUN
crl-25015	186	48	of	of	ADP
crl-25015	186	49	the	the	DET
crl-25015	186	50	vectors	vector	NOUN
crl-25015	186	51	that	that	PRON
crl-25015	186	52	were	be	AUX
crl-25015	186	53	used	use	VERB
crl-25015	186	54	to	to	PART
crl-25015	186	55	represent	represent	VERB
crl-25015	186	56	the	the	DET
crl-25015	186	57	data	datum	NOUN
crl-25015	186	58	.	.	PUNCT
crl-25015	187	1	the	the	DET
crl-25015	187	2	authors	author	NOUN
crl-25015	187	3	chose	choose	VERB
crl-25015	187	4	to	to	PART
crl-25015	187	5	experiment	experiment	VERB
crl-25015	187	6	with	with	ADP
crl-25015	187	7	two	two	NUM
crl-25015	187	8	different	different	ADJ
crl-25015	187	9	vector	vector	NOUN
crl-25015	187	10	sizes	size	NOUN
crl-25015	187	11	:	:	PUNCT
crl-25015	187	12	75	75	NUM
crl-25015	187	13	and	and	CCONJ
crl-25015	187	14	150	150	NUM
crl-25015	187	15	.	.	PUNCT
crl-25015	188	1	for	for	ADP
crl-25015	188	2	any	any	DET
crl-25015	188	3	given	give	VERB
crl-25015	188	4	sample	sample	NOUN
crl-25015	188	5	,	,	PUNCT
crl-25015	188	6	the	the	DET
crl-25015	188	7	transformation	transformation	NOUN
crl-25015	188	8	of	of	ADP
crl-25015	188	9	the	the	DET
crl-25015	188	10	tokenized	tokenized	ADJ
crl-25015	188	11	array	array	NOUN
crl-25015	188	12	may	may	AUX
crl-25015	188	13	look	look	VERB
crl-25015	188	14	like	like	ADP
crl-25015	188	15	the	the	DET
crl-25015	188	16	following	follow	VERB
crl-25015	188	17	example	example	NOUN
crl-25015	188	18	:	:	PUNCT
crl-25015	188	19	□	□	PUNCT
crl-25015	188	20	dict_n	dict_n	ADJ
crl-25015	188	21	tokenized	tokenized	ADJ
crl-25015	188	22	array	array	NOUN
crl-25015	188	23	:	:	PUNCT
crl-25015	188	24	[	[	PUNCT
crl-25015	188	25	looking	look	VERB
crl-25015	188	26	,	,	PUNCT
crl-25015	188	27	19th	19th	ADJ
crl-25015	188	28	,	,	PUNCT
crl-25015	188	29	century	century	NOUN
crl-25015	188	30	,	,	PUNCT
crl-25015	188	31	article	article	NOUN
crl-25015	188	32	,	,	PUNCT
crl-25015	188	33	about	about	ADV
crl-25015	188	34	,	,	PUNCT
crl-25015	188	35	women	woman	NOUN
crl-25015	188	36	,	,	PUNCT
crl-25015	188	37	fashion	fashion	NOUN
crl-25015	188	38	]	]	PUNCT
crl-25015	188	39	□	□	PUNCT
crl-25015	188	40	d2v_75	d2v_75	AUX
crl-25015	188	41	document	document	NOUN
crl-25015	188	42	embedding	embed	VERB
crl-25015	188	43	:	:	PUNCT
crl-25015	188	44	□	□	PUNCT
crl-25015	188	45	d2v_150	d2v_150	PROPN
crl-25015	188	46	document	document	NOUN
crl-25015	188	47	embedding	embed	VERB
crl-25015	188	48	:	:	PUNCT
crl-25015	188	49	an	an	DET
crl-25015	188	50	added	add	VERB
crl-25015	188	51	perk	perk	NOUN
crl-25015	188	52	of	of	ADP
crl-25015	188	53	using	use	VERB
crl-25015	188	54	the	the	DET
crl-25015	188	55	gensim	gensim	NOUN
crl-25015	188	56	implementation	implementation	NOUN
crl-25015	188	57	of	of	ADP
crl-25015	188	58	doc2vec	doc2vec	NOUN
crl-25015	188	59	is	be	AUX
crl-25015	188	60	it	it	PRON
crl-25015	188	61	allows	allow	VERB
crl-25015	188	62	for	for	SCONJ
crl-25015	188	63	the	the	DET
crl-25015	188	64	individual	individual	ADJ
crl-25015	188	65	document	document	NOUN
crl-25015	188	66	-	-	PUNCT
crl-25015	188	67	embeddings	embedding	NOUN
crl-25015	188	68	to	to	PART
crl-25015	188	69	be	be	AUX
crl-25015	188	70	trained	train	VERB
crl-25015	188	71	alongside	alongside	ADP
crl-25015	188	72	labels	label	NOUN
crl-25015	188	73	and	and	CCONJ
crl-25015	188	74	tags	tag	NOUN
crl-25015	188	75	.	.	PUNCT
crl-25015	189	1	consequently	consequently	ADV
crl-25015	189	2	,	,	PUNCT
crl-25015	189	3	as	as	SCONJ
crl-25015	189	4	established	establish	VERB
crl-25015	189	5	in	in	ADP
crl-25015	189	6	prior	prior	ADJ
crl-25015	189	7	work	work	NOUN
crl-25015	189	8	,	,	PUNCT
crl-25015	189	9	for	for	ADP
crl-25015	189	10	model	model	NOUN
crl-25015	189	11	formulations	formulation	NOUN
crl-25015	189	12	using	use	VERB
crl-25015	189	13	tag_1	tag_1	PROPN
crl-25015	189	14	,	,	PUNCT
crl-25015	189	15	the	the	DET
crl-25015	189	16	document	document	NOUN
crl-25015	189	17	embeddings	embedding	NOUN
crl-25015	189	18	for	for	ADP
crl-25015	189	19	individual	individual	ADJ
crl-25015	189	20	samples	sample	NOUN
crl-25015	189	21	that	that	PRON
crl-25015	189	22	shared	share	VERB
crl-25015	189	23	the	the	DET
crl-25015	189	24	same	same	ADJ
crl-25015	189	25	tags	tag	NOUN
crl-25015	189	26	would	would	AUX
crl-25015	189	27	be	be	AUX
crl-25015	189	28	more	more	ADV
crl-25015	189	29	closely	closely	ADV
crl-25015	189	30	aligned	align	VERB
crl-25015	189	31	with	with	ADP
crl-25015	189	32	each	each	DET
crl-25015	189	33	other	other	ADJ
crl-25015	189	34	than	than	ADP
crl-25015	189	35	with	with	ADP
crl-25015	189	36	other	other	ADJ
crl-25015	189	37	samples	sample	NOUN
crl-25015	189	38	in	in	ADP
crl-25015	189	39	the	the	DET
crl-25015	189	40	data.32	data.32	ADJ
crl-25015	189	41	•	•	NOUN
crl-25015	189	42	read	read	NOUN
crl-25015	189	43	—	—	PUNCT
crl-25015	189	44	dependent	dependent	ADJ
crl-25015	189	45	variable	variable	NOUN
crl-25015	189	46	(	(	PUNCT
crl-25015	189	47	read_1v2	read_1v2	NOUN
crl-25015	189	48	and	and	CCONJ
crl-25015	189	49	read_2v3	read_2v3	NOUN
crl-25015	189	50	)	)	PUNCT
crl-25015	189	51	finally	finally	ADV
crl-25015	189	52	,	,	PUNCT
crl-25015	189	53	the	the	DET
crl-25015	189	54	dependent	dependent	ADJ
crl-25015	189	55	variable	variable	NOUN
crl-25015	189	56	for	for	ADP
crl-25015	189	57	the	the	DET
crl-25015	189	58	entire	entire	ADJ
crl-25015	189	59	modeling	modeling	NOUN
crl-25015	189	60	process	process	NOUN
crl-25015	189	61	was	be	AUX
crl-25015	189	62	defined	define	VERB
crl-25015	189	63	using	use	VERB
crl-25015	189	64	read	read	NOUN
crl-25015	189	65	scale	scale	NOUN
crl-25015	189	66	ratings	rating	NOUN
crl-25015	189	67	accompanying	accompany	VERB
crl-25015	189	68	most	most	ADV
crl-25015	189	69	,	,	PUNCT
crl-25015	189	70	but	but	CCONJ
crl-25015	189	71	not	not	PART
crl-25015	189	72	all	all	PRON
crl-25015	189	73	,	,	PUNCT
crl-25015	189	74	of	of	ADP
crl-25015	189	75	the	the	DET
crl-25015	189	76	vrs	vrs	ADJ
crl-25015	189	77	transcripts	transcript	NOUN
crl-25015	189	78	in	in	ADP
crl-25015	189	79	the	the	DET
crl-25015	189	80	dataset	dataset	NOUN
crl-25015	189	81	.	.	PUNCT
crl-25015	190	1	rather	rather	ADV
crl-25015	190	2	than	than	ADP
crl-25015	190	3	trying	try	VERB
crl-25015	190	4	to	to	PART
crl-25015	190	5	implement	implement	VERB
crl-25015	190	6	an	an	DET
crl-25015	190	7	ordinal	ordinal	ADJ
crl-25015	190	8	statistical	statistical	ADJ
crl-25015	190	9	model	model	NOUN
crl-25015	190	10	,	,	PUNCT
crl-25015	190	11	the	the	DET
crl-25015	190	12	authors	author	NOUN
crl-25015	190	13	decided	decide	VERB
crl-25015	190	14	to	to	PART
crl-25015	190	15	collapse	collapse	VERB
crl-25015	190	16	the	the	DET
crl-25015	190	17	read	read	NOUN
crl-25015	190	18	values	value	NOUN
crl-25015	190	19	into	into	ADP
crl-25015	190	20	binary	binary	ADJ
crl-25015	190	21	indicators	indicator	NOUN
crl-25015	190	22	using	use	VERB
crl-25015	190	23	two	two	NUM
crl-25015	190	24	different	different	ADJ
crl-25015	190	25	cutoffs	cutoff	NOUN
crl-25015	190	26	.	.	PUNCT
crl-25015	191	1	for	for	ADP
crl-25015	191	2	read_1v2	read_1v2	PROPN
crl-25015	191	3	,	,	PUNCT
crl-25015	191	4	the	the	DET
crl-25015	191	5	original	original	ADJ
crl-25015	191	6	read	read	NOUN
crl-25015	191	7	values	value	NOUN
crl-25015	191	8	were	be	AUX
crl-25015	191	9	segmented	segment	VERB
crl-25015	191	10	between	between	ADP
crl-25015	191	11	read	read	NOUN
crl-25015	191	12	scale	scale	NOUN
crl-25015	191	13	ratings	rating	NOUN
crl-25015	191	14	1	1	NUM
crl-25015	191	15	and	and	CCONJ
crl-25015	191	16	2	2	NUM
crl-25015	191	17	.	.	X
crl-25015	192	1	for	for	ADP
crl-25015	192	2	read_2v3	read_2v3	ADJ
crl-25015	192	3	,	,	PUNCT
crl-25015	192	4	the	the	DET
crl-25015	192	5	values	value	NOUN
crl-25015	192	6	were	be	AUX
crl-25015	192	7	segmented	segment	VERB
crl-25015	192	8	between	between	ADP
crl-25015	192	9	read	read	NOUN
crl-25015	192	10	scale	scale	NOUN
crl-25015	192	11	ratings	rating	NOUN
crl-25015	192	12	of	of	ADP
crl-25015	192	13	2	2	NUM
crl-25015	192	14	and	and	CCONJ
crl-25015	192	15	3	3	NUM
crl-25015	192	16	.	.	PUNCT
crl-25015	192	17	subjectively	subjectively	ADV
crl-25015	192	18	,	,	PUNCT
crl-25015	192	19	these	these	PRON
crl-25015	192	20	splits	split	VERB
crl-25015	192	21	transformed	transform	VERB
crl-25015	192	22	the	the	DET
crl-25015	192	23	original	original	ADJ
crl-25015	192	24	read	read	NOUN
crl-25015	192	25	scale	scale	NOUN
crl-25015	192	26	values	value	NOUN
crl-25015	192	27	into	into	ADP
crl-25015	192	28	two	two	NUM
crl-25015	192	29	broad	broad	ADJ
crl-25015	192	30	categories	category	NOUN
crl-25015	192	31	:	:	PUNCT
crl-25015	192	32	“	"	PUNCT
crl-25015	192	33	easier	easy	ADJ
crl-25015	192	34	”	"	PUNCT
crl-25015	192	35	(	(	PUNCT
crl-25015	192	36	0	0	NUM
crl-25015	192	37	)	)	PUNCT
crl-25015	192	38	and	and	CCONJ
crl-25015	192	39	“	"	PUNCT
crl-25015	192	40	harder	hard	ADJ
crl-25015	192	41	”	"	PUNCT
crl-25015	192	42	(	(	PUNCT
crl-25015	192	43	1	1	NUM
crl-25015	192	44	)	)	PUNCT
crl-25015	192	45	(	(	PUNCT
crl-25015	192	46	see	see	VERB
crl-25015	192	47	table	table	NOUN
crl-25015	192	48	3	3	NUM
crl-25015	192	49	)	)	PUNCT
crl-25015	192	50	.	.	PUNCT
crl-25015	193	1	using	use	VERB
crl-25015	193	2	a	a	DET
crl-25015	193	3	simple	simple	ADJ
crl-25015	193	4	neural	neural	ADJ
crl-25015	193	5	network	network	NOUN
crl-25015	193	6	classifier	classifier	NOUN
crl-25015	193	7	as	as	SCONJ
crl-25015	193	8	implemented	implement	VERB
crl-25015	193	9	in	in	ADP
crl-25015	193	10	the	the	DET
crl-25015	193	11	scikit	scikit	NOUN
crl-25015	193	12	-	-	PUNCT
crl-25015	193	13	learn	learn	VERB
crl-25015	193	14	package,33	package,33	NOUN
crl-25015	193	15	the	the	DET
crl-25015	193	16	document	document	NOUN
crl-25015	193	17	-	-	PUNCT
crl-25015	193	18	embeddings	embedding	NOUN
crl-25015	193	19	for	for	SCONJ
crl-25015	193	20	the	the	DET
crl-25015	193	21	training	training	NOUN
crl-25015	193	22	data	datum	NOUN
crl-25015	193	23	were	be	AUX
crl-25015	193	24	used	use	VERB
crl-25015	193	25	to	to	PART
crl-25015	193	26	train	train	VERB
crl-25015	193	27	and	and	CCONJ
crl-25015	193	28	fit	fit	VERB
crl-25015	193	29	a	a	DET
crl-25015	193	30	binary	binary	ADJ
crl-25015	193	31	classification	classification	NOUN
crl-25015	193	32	model	model	NOUN
crl-25015	193	33	using	use	VERB
crl-25015	193	34	the	the	DET
crl-25015	193	35	transformed	transform	VERB
crl-25015	193	36	read	read	NOUN
crl-25015	193	37	values	value	NOUN
crl-25015	193	38	as	as	ADP
crl-25015	193	39	the	the	DET
crl-25015	193	40	dependent	dependent	ADJ
crl-25015	193	41	variable	variable	NOUN
crl-25015	193	42	.	.	PUNCT
crl-25015	194	1	finally	finally	ADV
crl-25015	194	2	,	,	PUNCT
crl-25015	194	3	both	both	CCONJ
crl-25015	194	4	the	the	DET
crl-25015	194	5	training	training	NOUN
crl-25015	194	6	data	datum	NOUN
crl-25015	194	7	and	and	CCONJ
crl-25015	194	8	test	test	NOUN
crl-25015	194	9	data	datum	NOUN
crl-25015	194	10	were	be	AUX
crl-25015	194	11	processed	process	VERB
crl-25015	194	12	through	through	ADP
crl-25015	194	13	the	the	DET
crl-25015	194	14	fully	fully	ADV
crl-25015	194	15	fitted	fit	VERB
crl-25015	194	16	classifier	classifier	NOUN
crl-25015	194	17	to	to	PART
crl-25015	194	18	generate	generate	VERB
crl-25015	194	19	predictions	prediction	NOUN
crl-25015	194	20	for	for	ADP
crl-25015	194	21	each	each	DET
crl-25015	194	22	individual	individual	ADJ
crl-25015	194	23	sample	sample	NOUN
crl-25015	194	24	in	in	ADP
crl-25015	194	25	both	both	DET
crl-25015	194	26	subsets	subset	NOUN
crl-25015	194	27	.	.	PUNCT
crl-25015	195	1	the	the	DET
crl-25015	195	2	final	final	ADJ
crl-25015	195	3	predictions	prediction	NOUN
crl-25015	195	4	for	for	ADP
crl-25015	195	5	each	each	DET
crl-25015	195	6	sample	sample	NOUN
crl-25015	195	7	were	be	AUX
crl-25015	195	8	represented	represent	VERB
crl-25015	195	9	by	by	ADP
crl-25015	195	10	probabilities	probability	NOUN
crl-25015	195	11	ranging	range	VERB
crl-25015	195	12	between	between	ADP
crl-25015	195	13	0.0	0.0	NUM
crl-25015	195	14	and	and	CCONJ
crl-25015	195	15	1.0	1.0	NUM
crl-25015	195	16	.	.	PUNCT
crl-25015	195	17	table	table	NOUN
crl-25015	195	18	3	3	NUM
crl-25015	195	19	read	read	NOUN
crl-25015	195	20	scale	scale	NOUN
crl-25015	195	21	transformations	transformation	NOUN
crl-25015	195	22	read	read	VERB
crl-25015	195	23	scale	scale	NOUN
crl-25015	195	24	1	1	NUM
crl-25015	195	25	2	2	NUM
crl-25015	195	26	3	3	NUM
crl-25015	195	27	4	4	NUM
crl-25015	195	28	5	5	NUM
crl-25015	195	29	6	6	NUM
crl-25015	195	30	read_1v2	read_1v2	NOUN
crl-25015	195	31	0	0	NUM
crl-25015	196	1	1	1	NUM
crl-25015	196	2	read_2v3	read_2v3	NOUN
crl-25015	196	3	0	0	NUM
crl-25015	196	4	1	1	NUM
crl-25015	196	5	using	use	VERB
crl-25015	196	6	machine	machine	NOUN
crl-25015	196	7	learning	learn	VERB
crl-25015	196	8	to	to	PART
crl-25015	196	9	predict	predict	VERB
crl-25015	196	10	chat	chat	NOUN
crl-25015	196	11	difficulty	difficulty	NOUN
crl-25015	196	12	693	693	NUM
crl-25015	196	13	model	model	NOUN
crl-25015	196	14	—	—	PUNCT
crl-25015	196	15	evaluation	evaluation	NOUN
crl-25015	196	16	following	follow	VERB
crl-25015	196	17	the	the	DET
crl-25015	196	18	full	full	ADJ
crl-25015	196	19	processing	processing	NOUN
crl-25015	196	20	of	of	ADP
crl-25015	196	21	samples	sample	NOUN
crl-25015	196	22	in	in	ADP
crl-25015	196	23	both	both	CCONJ
crl-25015	196	24	the	the	DET
crl-25015	196	25	training	training	NOUN
crl-25015	196	26	data	datum	NOUN
crl-25015	196	27	and	and	CCONJ
crl-25015	196	28	test	test	NOUN
crl-25015	196	29	data	datum	NOUN
crl-25015	196	30	,	,	PUNCT
crl-25015	196	31	the	the	DET
crl-25015	196	32	overall	overall	ADJ
crl-25015	196	33	performance	performance	NOUN
crl-25015	196	34	of	of	ADP
crl-25015	196	35	each	each	DET
crl-25015	196	36	model	model	NOUN
crl-25015	196	37	formulation	formulation	NOUN
crl-25015	196	38	was	be	AUX
crl-25015	196	39	evaluated	evaluate	VERB
crl-25015	196	40	using	use	VERB
crl-25015	196	41	the	the	DET
crl-25015	196	42	receiver	receiver	ADJ
crl-25015	196	43	operating	operate	VERB
crl-25015	196	44	characteristics	characteristic	NOUN
crl-25015	196	45	(	(	PUNCT
crl-25015	196	46	roc	roc	PROPN
crl-25015	196	47	)	)	PUNCT
crl-25015	196	48	area	area	NOUN
crl-25015	196	49	under	under	ADP
crl-25015	196	50	the	the	DET
crl-25015	196	51	curve	curve	NOUN
crl-25015	196	52	(	(	PUNCT
crl-25015	196	53	auc	auc	NOUN
crl-25015	196	54	)	)	PUNCT
crl-25015	196	55	scores	score	NOUN
crl-25015	196	56	.	.	PUNCT
crl-25015	197	1	when	when	SCONJ
crl-25015	197	2	using	use	VERB
crl-25015	197	3	a	a	DET
crl-25015	197	4	set	set	NOUN
crl-25015	197	5	of	of	ADP
crl-25015	197	6	predicted	predict	VERB
crl-25015	197	7	probabilities	probability	NOUN
crl-25015	197	8	,	,	PUNCT
crl-25015	197	9	such	such	ADJ
crl-25015	197	10	as	as	ADP
crl-25015	197	11	those	those	PRON
crl-25015	197	12	generated	generate	VERB
crl-25015	197	13	by	by	ADP
crl-25015	197	14	the	the	DET
crl-25015	197	15	described	describe	VERB
crl-25015	197	16	models	model	NOUN
crl-25015	197	17	,	,	PUNCT
crl-25015	197	18	the	the	DET
crl-25015	197	19	roc	roc	PROPN
crl-25015	197	20	curve	curve	NOUN
crl-25015	197	21	represents	represent	VERB
crl-25015	197	22	the	the	DET
crl-25015	197	23	change	change	NOUN
crl-25015	197	24	in	in	ADP
crl-25015	197	25	the	the	DET
crl-25015	197	26	falsepositive	falsepositive	ADJ
crl-25015	197	27	and	and	CCONJ
crl-25015	197	28	true	true	ADJ
crl-25015	197	29	-	-	PUNCT
crl-25015	197	30	positive	positive	ADJ
crl-25015	197	31	classification	classification	NOUN
crl-25015	197	32	rates	rate	NOUN
crl-25015	197	33	as	as	SCONJ
crl-25015	197	34	the	the	DET
crl-25015	197	35	decision	decision	NOUN
crl-25015	197	36	threshold	threshold	NOUN
crl-25015	197	37	used	use	VERB
crl-25015	197	38	for	for	ADP
crl-25015	197	39	determining	determine	VERB
crl-25015	197	40	which	which	DET
crl-25015	197	41	probabilities	probability	NOUN
crl-25015	197	42	are	be	AUX
crl-25015	197	43	rounded	round	VERB
crl-25015	197	44	down	down	ADP
crl-25015	197	45	to	to	ADP
crl-25015	197	46	zero	zero	NUM
crl-25015	197	47	(	(	PUNCT
crl-25015	197	48	0	0	NUM
crl-25015	197	49	)	)	PUNCT
crl-25015	197	50	or	or	CCONJ
crl-25015	197	51	up	up	ADP
crl-25015	197	52	to	to	ADP
crl-25015	197	53	one	one	NUM
crl-25015	197	54	(	(	PUNCT
crl-25015	197	55	1	1	NUM
crl-25015	197	56	)	)	PUNCT
crl-25015	197	57	is	be	AUX
crl-25015	197	58	varied	varied	ADJ
crl-25015	197	59	.	.	PUNCT
crl-25015	198	1	when	when	SCONJ
crl-25015	198	2	measuring	measure	VERB
crl-25015	198	3	the	the	DET
crl-25015	198	4	area	area	NOUN
crl-25015	198	5	under	under	ADP
crl-25015	198	6	the	the	DET
crl-25015	198	7	roc	roc	PROPN
crl-25015	198	8	curve	curve	NOUN
crl-25015	198	9	(	(	PUNCT
crl-25015	198	10	auc	auc	NOUN
crl-25015	198	11	)	)	PUNCT
crl-25015	198	12	,	,	PUNCT
crl-25015	198	13	auc	auc	ADJ
crl-25015	198	14	scores	score	NOUN
crl-25015	198	15	can	can	AUX
crl-25015	198	16	range	range	VERB
crl-25015	198	17	from	from	ADP
crl-25015	198	18	0.0	0.0	NUM
crl-25015	198	19	to	to	ADP
crl-25015	198	20	1.0	1.0	NUM
crl-25015	198	21	and	and	CCONJ
crl-25015	198	22	in	in	ADP
crl-25015	198	23	effect	effect	NOUN
crl-25015	198	24	represent	represent	VERB
crl-25015	198	25	the	the	DET
crl-25015	198	26	overall	overall	ADJ
crl-25015	198	27	discriminatory	discriminatory	ADJ
crl-25015	198	28	power	power	NOUN
crl-25015	198	29	of	of	ADP
crl-25015	198	30	a	a	DET
crl-25015	198	31	model	model	NOUN
crl-25015	198	32	.	.	PUNCT
crl-25015	199	1	for	for	ADP
crl-25015	199	2	a	a	DET
crl-25015	199	3	binary	binary	ADJ
crl-25015	199	4	classification	classification	NOUN
crl-25015	199	5	task	task	NOUN
crl-25015	199	6	,	,	PUNCT
crl-25015	199	7	auc	auc	ADJ
crl-25015	199	8	scores	score	NOUN
crl-25015	199	9	of	of	ADP
crl-25015	199	10	1.0	1.0	NUM
crl-25015	199	11	indicate	indicate	VERB
crl-25015	199	12	that	that	SCONJ
crl-25015	199	13	the	the	DET
crl-25015	199	14	model	model	NOUN
crl-25015	199	15	is	be	AUX
crl-25015	199	16	able	able	ADJ
crl-25015	199	17	to	to	PART
crl-25015	199	18	perfectly	perfectly	ADV
crl-25015	199	19	discriminate	discriminate	VERB
crl-25015	199	20	between	between	ADP
crl-25015	199	21	the	the	DET
crl-25015	199	22	two	two	NUM
crl-25015	199	23	classes	class	NOUN
crl-25015	199	24	(	(	PUNCT
crl-25015	199	25	that	that	PRON
crl-25015	199	26	is	be	AUX
crl-25015	199	27	to	to	PART
crl-25015	199	28	say	say	VERB
crl-25015	199	29	,	,	PUNCT
crl-25015	199	30	“	"	PUNCT
crl-25015	199	31	easier	easy	ADJ
crl-25015	199	32	”	"	PUNCT
crl-25015	199	33	vs	vs	ADP
crl-25015	199	34	“	"	PUNCT
crl-25015	199	35	harder	hard	ADJ
crl-25015	199	36	”	"	PUNCT
crl-25015	199	37	)	)	PUNCT
crl-25015	199	38	,	,	PUNCT
crl-25015	199	39	for	for	ADP
crl-25015	199	40	all	all	DET
crl-25015	199	41	possible	possible	ADJ
crl-25015	199	42	decision	decision	NOUN
crl-25015	199	43	thresholds	threshold	NOUN
crl-25015	199	44	.	.	PUNCT
crl-25015	200	1	an	an	DET
crl-25015	200	2	auc	auc	ADJ
crl-25015	200	3	score	score	NOUN
crl-25015	200	4	of	of	ADP
crl-25015	200	5	0.5	0.5	NUM
crl-25015	200	6	would	would	AUX
crl-25015	200	7	indicate	indicate	VERB
crl-25015	200	8	that	that	SCONJ
crl-25015	200	9	the	the	DET
crl-25015	200	10	model	model	NOUN
crl-25015	200	11	’s	’s	PART
crl-25015	200	12	capacity	capacity	NOUN
crl-25015	200	13	to	to	PART
crl-25015	200	14	discriminate	discriminate	VERB
crl-25015	200	15	between	between	ADP
crl-25015	200	16	two	two	NUM
crl-25015	200	17	classes	class	NOUN
crl-25015	200	18	is	be	AUX
crl-25015	200	19	no	no	ADV
crl-25015	200	20	better	well	ADJ
crl-25015	200	21	than	than	ADP
crl-25015	200	22	randomly	randomly	ADV
crl-25015	200	23	guessing	guess	VERB
crl-25015	200	24	.	.	PUNCT
crl-25015	201	1	by	by	ADP
crl-25015	201	2	using	use	VERB
crl-25015	201	3	auc	auc	NOUN
crl-25015	201	4	scores	score	NOUN
crl-25015	201	5	to	to	PART
crl-25015	201	6	evaluate	evaluate	VERB
crl-25015	201	7	each	each	DET
crl-25015	201	8	individual	individual	ADJ
crl-25015	201	9	model	model	NOUN
crl-25015	201	10	’s	’s	PART
crl-25015	201	11	performance	performance	NOUN
crl-25015	201	12	with	with	ADP
crl-25015	201	13	respect	respect	NOUN
crl-25015	201	14	to	to	ADP
crl-25015	201	15	both	both	CCONJ
crl-25015	201	16	the	the	DET
crl-25015	201	17	testing	testing	NOUN
crl-25015	201	18	data	datum	NOUN
crl-25015	201	19	and	and	CCONJ
crl-25015	201	20	training	training	NOUN
crl-25015	201	21	data	datum	NOUN
crl-25015	201	22	,	,	PUNCT
crl-25015	201	23	the	the	DET
crl-25015	201	24	authors	author	NOUN
crl-25015	201	25	were	be	AUX
crl-25015	201	26	able	able	ADJ
crl-25015	201	27	to	to	PART
crl-25015	201	28	inspect	inspect	VERB
crl-25015	201	29	and	and	CCONJ
crl-25015	201	30	evaluate	evaluate	VERB
crl-25015	201	31	the	the	DET
crl-25015	201	32	auc	auc	NOUN
crl-25015	201	33	scores	score	NOUN
crl-25015	201	34	in	in	ADP
crl-25015	201	35	aggregate	aggregate	ADJ
crl-25015	201	36	and	and	CCONJ
crl-25015	201	37	as	as	ADP
crl-25015	201	38	distributions	distribution	NOUN
crl-25015	201	39	.	.	PUNCT
crl-25015	202	1	additionally	additionally	ADV
crl-25015	202	2	,	,	PUNCT
crl-25015	202	3	simple	simple	ADJ
crl-25015	202	4	right	right	ADJ
crl-25015	202	5	-	-	PUNCT
crl-25015	202	6	tail	tail	NOUN
crl-25015	202	7	t	t	NOUN
crl-25015	202	8	-	-	PUNCT
crl-25015	202	9	tests	test	NOUN
crl-25015	202	10	were	be	AUX
crl-25015	202	11	conducted	conduct	VERB
crl-25015	202	12	to	to	PART
crl-25015	202	13	determine	determine	VERB
crl-25015	202	14	if	if	SCONJ
crl-25015	202	15	the	the	DET
crl-25015	202	16	distribution	distribution	NOUN
crl-25015	202	17	of	of	ADP
crl-25015	202	18	auc	auc	NOUN
crl-25015	202	19	scores	score	NOUN
crl-25015	202	20	demonstrated	demonstrate	VERB
crl-25015	202	21	that	that	SCONJ
crl-25015	202	22	the	the	DET
crl-25015	202	23	modeling	modeling	NOUN
crl-25015	202	24	techniques	technique	NOUN
crl-25015	202	25	used	use	VERB
crl-25015	202	26	were	be	AUX
crl-25015	202	27	able	able	ADJ
crl-25015	202	28	to	to	PART
crl-25015	202	29	generate	generate	VERB
crl-25015	202	30	better	well	ADJ
crl-25015	202	31	-	-	PUNCT
crl-25015	202	32	than	than	ADP
crl-25015	202	33	-	-	PUNCT
crl-25015	202	34	random	random	ADJ
crl-25015	202	35	predictions	prediction	NOUN
crl-25015	202	36	in	in	ADP
crl-25015	202	37	a	a	DET
crl-25015	202	38	statistically	statistically	ADV
crl-25015	202	39	significant	significant	ADJ
crl-25015	202	40	way	way	NOUN
crl-25015	202	41	.	.	PUNCT
crl-25015	203	1	the	the	DET
crl-25015	203	2	same	same	ADJ
crl-25015	203	3	evaluation	evaluation	NOUN
crl-25015	203	4	of	of	ADP
crl-25015	203	5	auc	auc	NOUN
crl-25015	203	6	scores	score	NOUN
crl-25015	203	7	was	be	AUX
crl-25015	203	8	conducted	conduct	VERB
crl-25015	203	9	on	on	ADP
crl-25015	203	10	subsets	subset	NOUN
crl-25015	203	11	of	of	ADP
crl-25015	203	12	vrs	vrs	PROPN
crl-25015	203	13	transcripts	transcript	NOUN
crl-25015	203	14	with	with	ADP
crl-25015	203	15	respect	respect	NOUN
crl-25015	203	16	to	to	ADP
crl-25015	203	17	question	question	NOUN
crl-25015	203	18	type	type	NOUN
crl-25015	203	19	labels	label	NOUN
crl-25015	203	20	that	that	PRON
crl-25015	203	21	were	be	AUX
crl-25015	203	22	recorded	record	VERB
crl-25015	203	23	by	by	ADP
crl-25015	203	24	vrs	vrs	PROPN
crl-25015	203	25	operators	operator	NOUN
crl-25015	203	26	.	.	PUNCT
crl-25015	204	1	further	far	ADV
crl-25015	204	2	,	,	PUNCT
crl-25015	204	3	simple	simple	ADJ
crl-25015	204	4	classification	classification	NOUN
crl-25015	204	5	accuracy	accuracy	NOUN
crl-25015	204	6	of	of	ADP
crl-25015	204	7	each	each	DET
crl-25015	204	8	individual	individual	ADJ
crl-25015	204	9	model	model	NOUN
crl-25015	204	10	was	be	AUX
crl-25015	204	11	calculated	calculate	VERB
crl-25015	204	12	with	with	ADP
crl-25015	204	13	respect	respect	NOUN
crl-25015	204	14	to	to	PART
crl-25015	204	15	tag	tag	VERB
crl-25015	204	16	labels	label	NOUN
crl-25015	204	17	and	and	CCONJ
crl-25015	204	18	relevant	relevant	ADJ
crl-25015	204	19	subsets	subset	NOUN
crl-25015	204	20	of	of	ADP
crl-25015	204	21	transcripts	transcript	NOUN
crl-25015	204	22	.	.	PUNCT
crl-25015	205	1	results	result	VERB
crl-25015	205	2	the	the	DET
crl-25015	205	3	results	result	NOUN
crl-25015	205	4	of	of	ADP
crl-25015	205	5	the	the	DET
crl-25015	205	6	analysis	analysis	NOUN
crl-25015	205	7	unambiguously	unambiguously	ADV
crl-25015	205	8	demonstrated	demonstrate	VERB
crl-25015	205	9	that	that	SCONJ
crl-25015	205	10	the	the	DET
crl-25015	205	11	models	model	NOUN
crl-25015	205	12	are	be	AUX
crl-25015	205	13	fully	fully	ADV
crl-25015	205	14	capable	capable	ADJ
crl-25015	205	15	of	of	ADP
crl-25015	205	16	providing	provide	VERB
crl-25015	205	17	library	library	NOUN
crl-25015	205	18	service	service	NOUN
crl-25015	205	19	managers	manager	NOUN
crl-25015	205	20	with	with	ADP
crl-25015	205	21	robust	robust	ADJ
crl-25015	205	22	and	and	CCONJ
crl-25015	205	23	reliably	reliably	ADV
crl-25015	205	24	better	well	ADJ
crl-25015	205	25	-	-	PUNCT
crl-25015	205	26	than	than	ADP
crl-25015	205	27	-	-	PUNCT
crl-25015	205	28	random	random	ADJ
crl-25015	205	29	predictions	prediction	NOUN
crl-25015	205	30	regarding	regard	VERB
crl-25015	205	31	the	the	DET
crl-25015	205	32	relative	relative	ADJ
crl-25015	205	33	difficulty	difficulty	NOUN
crl-25015	205	34	of	of	ADP
crl-25015	205	35	inbound	inbound	ADJ
crl-25015	205	36	vrs	vrs	PROPN
crl-25015	205	37	chat	chat	NOUN
crl-25015	205	38	sessions	session	NOUN
crl-25015	205	39	.	.	PUNCT
crl-25015	206	1	in	in	ADP
crl-25015	206	2	total	total	ADJ
crl-25015	206	3	,	,	PUNCT
crl-25015	206	4	640	640	NUM
crl-25015	206	5	individual	individual	ADJ
crl-25015	206	6	models	model	NOUN
crl-25015	206	7	table	table	VERB
crl-25015	206	8	4	4	NUM
crl-25015	206	9	mean	mean	NOUN
crl-25015	206	10	auc	auc	NOUN
crl-25015	206	11	scores	score	NOUN
crl-25015	206	12	by	by	ADP
crl-25015	206	13	data	datum	NOUN
crl-25015	206	14	subsets	subset	NOUN
crl-25015	206	15	694	694	NUM
crl-25015	206	16	college	college	PROPN
crl-25015	206	17	&	&	CCONJ
crl-25015	206	18	research	research	PROPN
crl-25015	206	19	libraries	library	NOUN
crl-25015	206	20	july	july	PROPN
crl-25015	206	21	2021	2021	NUM
crl-25015	206	22	with	with	ADP
crl-25015	206	23	unique	unique	ADJ
crl-25015	206	24	modeling	modeling	NOUN
crl-25015	206	25	parameters	parameter	NOUN
crl-25015	206	26	were	be	AUX
crl-25015	206	27	evaluated	evaluate	VERB
crl-25015	206	28	.	.	PUNCT
crl-25015	207	1	table	table	NOUN
crl-25015	207	2	4	4	NUM
crl-25015	207	3	shows	show	VERB
crl-25015	207	4	a	a	DET
crl-25015	207	5	comprehensive	comprehensive	ADJ
crl-25015	207	6	summary	summary	NOUN
crl-25015	207	7	of	of	ADP
crl-25015	207	8	the	the	DET
crl-25015	207	9	auc	auc	NOUN
crl-25015	207	10	scores	score	NOUN
crl-25015	207	11	with	with	ADP
crl-25015	207	12	respect	respect	NOUN
crl-25015	207	13	to	to	ADP
crl-25015	207	14	various	various	ADJ
crl-25015	207	15	subsets	subset	NOUN
crl-25015	207	16	of	of	ADP
crl-25015	207	17	the	the	DET
crl-25015	207	18	data	datum	NOUN
crl-25015	207	19	.	.	PUNCT
crl-25015	208	1	since	since	SCONJ
crl-25015	208	2	the	the	DET
crl-25015	208	3	final	final	ADJ
crl-25015	208	4	stage	stage	NOUN
crl-25015	208	5	of	of	ADP
crl-25015	208	6	the	the	DET
crl-25015	208	7	modeling	modeling	NOUN
crl-25015	208	8	process	process	NOUN
crl-25015	208	9	required	require	VERB
crl-25015	208	10	fully	fully	ADV
crl-25015	208	11	valid	valid	ADJ
crl-25015	208	12	samples	sample	NOUN
crl-25015	208	13	to	to	PART
crl-25015	208	14	calculate	calculate	VERB
crl-25015	208	15	auc	auc	NOUN
crl-25015	208	16	scores	score	NOUN
crl-25015	208	17	,	,	PUNCT
crl-25015	208	18	only	only	ADV
crl-25015	208	19	training	training	NOUN
crl-25015	208	20	and	and	CCONJ
crl-25015	208	21	test	test	NOUN
crl-25015	208	22	data	datum	NOUN
crl-25015	208	23	with	with	ADP
crl-25015	208	24	fully	fully	ADV
crl-25015	208	25	labeled	label	VERB
crl-25015	208	26	read	read	NOUN
crl-25015	208	27	values	value	NOUN
crl-25015	208	28	were	be	AUX
crl-25015	208	29	evaluated	evaluate	VERB
crl-25015	208	30	.	.	PUNCT
crl-25015	209	1	consequently	consequently	ADV
crl-25015	209	2	,	,	PUNCT
crl-25015	209	3	the	the	DET
crl-25015	209	4	number	number	NOUN
crl-25015	209	5	of	of	ADP
crl-25015	209	6	vrs	vrs	ADJ
crl-25015	209	7	transcripts	transcript	NOUN
crl-25015	209	8	that	that	PRON
crl-25015	209	9	received	receive	VERB
crl-25015	209	10	predictions	prediction	NOUN
crl-25015	209	11	and	and	CCONJ
crl-25015	209	12	whose	whose	DET
crl-25015	209	13	predictions	prediction	NOUN
crl-25015	209	14	were	be	AUX
crl-25015	209	15	evaluated	evaluate	VERB
crl-25015	209	16	for	for	ADP
crl-25015	209	17	final	final	ADJ
crl-25015	209	18	auc	auc	NOUN
crl-25015	209	19	scores	score	NOUN
crl-25015	209	20	from	from	ADP
crl-25015	209	21	the	the	DET
crl-25015	209	22	training	training	NOUN
crl-25015	209	23	and	and	CCONJ
crl-25015	209	24	testing	testing	NOUN
crl-25015	209	25	data	datum	NOUN
crl-25015	209	26	was	be	AUX
crl-25015	209	27	reduced	reduce	VERB
crl-25015	209	28	from	from	ADP
crl-25015	209	29	12,604	12,604	NUM
crl-25015	209	30	to	to	ADP
crl-25015	209	31	10,162	10,162	NUM
crl-25015	209	32	and	and	CCONJ
crl-25015	209	33	from	from	ADP
crl-25015	209	34	2,000	2,000	NUM
crl-25015	209	35	to	to	ADP
crl-25015	209	36	1,753	1,753	NUM
crl-25015	209	37	,	,	PUNCT
crl-25015	209	38	respectively	respectively	ADV
crl-25015	209	39	.	.	PUNCT
crl-25015	210	1	one	one	NUM
crl-25015	210	2	aspect	aspect	NOUN
crl-25015	210	3	of	of	ADP
crl-25015	210	4	the	the	DET
crl-25015	210	5	results	result	NOUN
crl-25015	210	6	that	that	PRON
crl-25015	210	7	became	become	VERB
crl-25015	210	8	immediately	immediately	ADV
crl-25015	210	9	apparent	apparent	ADJ
crl-25015	210	10	was	be	AUX
crl-25015	210	11	the	the	DET
crl-25015	210	12	discrepancy	discrepancy	NOUN
crl-25015	210	13	between	between	ADP
crl-25015	210	14	the	the	DET
crl-25015	210	15	auc	auc	NOUN
crl-25015	210	16	scores	score	NOUN
crl-25015	210	17	for	for	ADP
crl-25015	210	18	comparable	comparable	ADJ
crl-25015	210	19	training	training	NOUN
crl-25015	210	20	and	and	CCONJ
crl-25015	210	21	testing	testing	NOUN
crl-25015	210	22	subsets	subset	NOUN
crl-25015	210	23	.	.	PUNCT
crl-25015	211	1	for	for	ADP
crl-25015	211	2	the	the	DET
crl-25015	211	3	overall	overall	ADJ
crl-25015	211	4	model	model	NOUN
crl-25015	211	5	evaluations	evaluation	NOUN
crl-25015	211	6	,	,	PUNCT
crl-25015	211	7	the	the	DET
crl-25015	211	8	mean	mean	ADJ
crl-25015	211	9	auc	auc	NOUN
crl-25015	211	10	score	score	NOUN
crl-25015	211	11	for	for	ADP
crl-25015	211	12	the	the	DET
crl-25015	211	13	training	training	NOUN
crl-25015	211	14	data	datum	NOUN
crl-25015	211	15	(	(	PUNCT
crl-25015	211	16	in	in	ADP
crl-25015	211	17	other	other	ADJ
crl-25015	211	18	words	word	NOUN
crl-25015	211	19	,	,	PUNCT
crl-25015	211	20	internal	internal	ADJ
crl-25015	211	21	validation	validation	NOUN
crl-25015	211	22	)	)	PUNCT
crl-25015	211	23	was	be	AUX
crl-25015	211	24	approximately	approximately	ADV
crl-25015	211	25	0.7700	0.7700	NUM
crl-25015	211	26	,	,	PUNCT
crl-25015	211	27	whereas	whereas	SCONJ
crl-25015	211	28	the	the	DET
crl-25015	211	29	score	score	NOUN
crl-25015	211	30	for	for	ADP
crl-25015	211	31	the	the	DET
crl-25015	211	32	testing	testing	NOUN
crl-25015	211	33	data	datum	NOUN
crl-25015	211	34	(	(	PUNCT
crl-25015	211	35	that	that	PRON
crl-25015	211	36	is	is	ADV
crl-25015	211	37	,	,	PUNCT
crl-25015	211	38	external	external	ADJ
crl-25015	211	39	validation	validation	NOUN
crl-25015	211	40	)	)	PUNCT
crl-25015	211	41	was	be	AUX
crl-25015	211	42	0.6631	0.6631	NUM
crl-25015	211	43	.	.	PUNCT
crl-25015	212	1	this	this	DET
crl-25015	212	2	pattern	pattern	NOUN
crl-25015	212	3	repeated	repeat	VERB
crl-25015	212	4	itself	itself	PRON
crl-25015	212	5	in	in	ADP
crl-25015	212	6	the	the	DET
crl-25015	212	7	results	result	NOUN
crl-25015	212	8	for	for	ADP
crl-25015	212	9	all	all	DET
crl-25015	212	10	subsets	subset	NOUN
crl-25015	212	11	of	of	ADP
crl-25015	212	12	data	datum	NOUN
crl-25015	212	13	.	.	PUNCT
crl-25015	213	1	however	however	ADV
crl-25015	213	2	,	,	PUNCT
crl-25015	213	3	right	right	ADV
crl-25015	213	4	-	-	PUNCT
crl-25015	213	5	tailed	tail	VERB
crl-25015	213	6	ttests	ttest	NOUN
crl-25015	213	7	revealed	reveal	VERB
crl-25015	213	8	that	that	SCONJ
crl-25015	213	9	the	the	DET
crl-25015	213	10	auc	auc	NOUN
crl-25015	213	11	scores	score	NOUN
crl-25015	213	12	for	for	ADP
crl-25015	213	13	all	all	DET
crl-25015	213	14	models	model	NOUN
crl-25015	213	15	associated	associate	VERB
crl-25015	213	16	with	with	ADP
crl-25015	213	17	the	the	DET
crl-25015	213	18	training	training	NOUN
crl-25015	213	19	data	datum	NOUN
crl-25015	213	20	and	and	CCONJ
crl-25015	213	21	nearly	nearly	ADV
crl-25015	213	22	all	all	PRON
crl-25015	213	23	models	model	NOUN
crl-25015	213	24	associated	associate	VERB
crl-25015	213	25	with	with	ADP
crl-25015	213	26	the	the	DET
crl-25015	213	27	testing	testing	NOUN
crl-25015	213	28	data	datum	NOUN
crl-25015	213	29	were	be	AUX
crl-25015	213	30	,	,	PUNCT
crl-25015	213	31	on	on	ADP
crl-25015	213	32	average	average	ADJ
crl-25015	213	33	,	,	PUNCT
crl-25015	213	34	greater	great	ADJ
crl-25015	213	35	than	than	ADP
crl-25015	213	36	0.5	0.5	NUM
crl-25015	213	37	to	to	ADP
crl-25015	213	38	a	a	DET
crl-25015	213	39	highly	highly	ADV
crl-25015	213	40	statistically	statistically	ADV
crl-25015	213	41	significant	significant	ADJ
crl-25015	213	42	degree	degree	NOUN
crl-25015	213	43	(	(	PUNCT
crl-25015	213	44	p	p	X
crl-25015	213	45	<	<	X
crl-25015	213	46	0.001	0.001	NUM
crl-25015	213	47	)	)	PUNCT
crl-25015	213	48	.	.	PUNCT
crl-25015	214	1	since	since	SCONJ
crl-25015	214	2	the	the	DET
crl-25015	214	3	evaluation	evaluation	NOUN
crl-25015	214	4	of	of	ADP
crl-25015	214	5	the	the	DET
crl-25015	214	6	testing	testing	NOUN
crl-25015	214	7	data	datum	NOUN
crl-25015	214	8	was	be	AUX
crl-25015	214	9	meant	mean	VERB
crl-25015	214	10	to	to	PART
crl-25015	214	11	simulate	simulate	VERB
crl-25015	214	12	“	"	PUNCT
crl-25015	214	13	new	new	ADJ
crl-25015	214	14	”	"	PUNCT
crl-25015	214	15	vrs	vrs	ADJ
crl-25015	214	16	interactions	interaction	NOUN
crl-25015	214	17	,	,	PUNCT
crl-25015	214	18	the	the	DET
crl-25015	214	19	results	result	NOUN
crl-25015	214	20	showed	show	VERB
crl-25015	214	21	that	that	SCONJ
crl-25015	214	22	the	the	DET
crl-25015	214	23	predictive	predictive	ADJ
crl-25015	214	24	models	model	NOUN
crl-25015	214	25	were	be	AUX
crl-25015	214	26	reliably	reliably	ADV
crl-25015	214	27	better	well	ADJ
crl-25015	214	28	than	than	ADP
crl-25015	214	29	random	random	ADJ
crl-25015	214	30	at	at	ADP
crl-25015	214	31	predicting	predict	VERB
crl-25015	214	32	the	the	DET
crl-25015	214	33	relative	relative	ADJ
crl-25015	214	34	difficulty	difficulty	NOUN
crl-25015	214	35	of	of	ADP
crl-25015	214	36	individual	individual	ADJ
crl-25015	214	37	vrs	vrs	ADJ
crl-25015	214	38	interactions	interaction	NOUN
crl-25015	214	39	.	.	PUNCT
crl-25015	215	1	in	in	ADP
crl-25015	215	2	limited	limited	ADJ
crl-25015	215	3	instances	instance	NOUN
crl-25015	215	4	,	,	PUNCT
crl-25015	215	5	the	the	DET
crl-25015	215	6	auc	auc	NOUN
crl-25015	215	7	scores	score	NOUN
crl-25015	215	8	for	for	ADP
crl-25015	215	9	some	some	DET
crl-25015	215	10	testing	testing	NOUN
crl-25015	215	11	subsets	subset	NOUN
crl-25015	215	12	did	do	AUX
crl-25015	215	13	not	not	PART
crl-25015	215	14	show	show	VERB
crl-25015	215	15	statistically	statistically	ADV
crl-25015	215	16	significant	significant	ADJ
crl-25015	215	17	or	or	CCONJ
crl-25015	215	18	better	well	ADJ
crl-25015	215	19	than	than	ADP
crl-25015	215	20	random	random	ADJ
crl-25015	215	21	predictive	predictive	ADJ
crl-25015	215	22	accuracy	accuracy	NOUN
crl-25015	215	23	.	.	PUNCT
crl-25015	216	1	however	however	ADV
crl-25015	216	2	,	,	PUNCT
crl-25015	216	3	these	these	DET
crl-25015	216	4	subsets	subset	NOUN
crl-25015	216	5	were	be	AUX
crl-25015	216	6	also	also	ADV
crl-25015	216	7	characterized	characterize	VERB
crl-25015	216	8	by	by	ADP
crl-25015	216	9	relatively	relatively	ADV
crl-25015	216	10	small	small	ADJ
crl-25015	216	11	numbers	number	NOUN
crl-25015	216	12	of	of	ADP
crl-25015	216	13	vrs	vrs	NOUN
crl-25015	216	14	samples	sample	NOUN
crl-25015	216	15	(	(	PUNCT
crl-25015	216	16	such	such	ADJ
crl-25015	216	17	as	as	ADP
crl-25015	216	18	“	"	PUNCT
crl-25015	216	19	copyright	copyright	NOUN
crl-25015	216	20	,	,	PUNCT
crl-25015	216	21	”	"	PUNCT
crl-25015	216	22	“	"	PUNCT
crl-25015	216	23	kapi	kapi	PROPN
crl-25015	216	24	,	,	PUNCT
crl-25015	216	25	”	"	PUNCT
crl-25015	216	26	“	"	PUNCT
crl-25015	216	27	krex	krex	PROPN
crl-25015	216	28	,	,	PUNCT
crl-25015	216	29	”	"	PUNCT
crl-25015	216	30	and	and	CCONJ
crl-25015	216	31	“	"	PUNCT
crl-25015	216	32	newprairiepress	newprairiepress	NOUN
crl-25015	216	33	”	"	PUNCT
crl-25015	216	34	)	)	PUNCT
crl-25015	216	35	.	.	PUNCT
crl-25015	217	1	since	since	SCONJ
crl-25015	217	2	the	the	DET
crl-25015	217	3	sample	sample	NOUN
crl-25015	217	4	sizes	size	NOUN
crl-25015	217	5	associated	associate	VERB
crl-25015	217	6	with	with	ADP
crl-25015	217	7	these	these	DET
crl-25015	217	8	subsets	subset	NOUN
crl-25015	217	9	were	be	AUX
crl-25015	217	10	so	so	ADV
crl-25015	217	11	drastically	drastically	ADV
crl-25015	217	12	small	small	ADJ
crl-25015	217	13	,	,	PUNCT
crl-25015	217	14	auc	auc	ADJ
crl-25015	217	15	scores	score	NOUN
crl-25015	217	16	are	be	AUX
crl-25015	217	17	not	not	PART
crl-25015	217	18	a	a	DET
crl-25015	217	19	reliable	reliable	ADJ
crl-25015	217	20	performance	performance	NOUN
crl-25015	217	21	metric	metric	ADJ
crl-25015	217	22	and	and	CCONJ
crl-25015	217	23	,	,	PUNCT
crl-25015	217	24	in	in	ADP
crl-25015	217	25	some	some	DET
crl-25015	217	26	instances	instance	NOUN
crl-25015	217	27	,	,	PUNCT
crl-25015	217	28	were	be	AUX
crl-25015	217	29	not	not	PART
crl-25015	217	30	available	available	ADJ
crl-25015	217	31	at	at	ADV
crl-25015	217	32	all	all	ADV
crl-25015	217	33	due	due	ADJ
crl-25015	217	34	to	to	ADP
crl-25015	217	35	the	the	DET
crl-25015	217	36	homogeneity	homogeneity	NOUN
crl-25015	217	37	of	of	ADP
crl-25015	217	38	the	the	DET
crl-25015	217	39	samples	sample	NOUN
crl-25015	217	40	’	'	PUNCT
crl-25015	217	41	difficulty	difficulty	NOUN
crl-25015	217	42	ratings	rating	NOUN
crl-25015	217	43	.	.	PUNCT
crl-25015	218	1	figure	figure	VERB
crl-25015	218	2	5	5	NUM
crl-25015	218	3	distribution	distribution	NOUN
crl-25015	218	4	of	of	ADP
crl-25015	218	5	auc	auc	NOUN
crl-25015	218	6	scores	score	NOUN
crl-25015	218	7	for	for	ADP
crl-25015	218	8	full	full	ADJ
crl-25015	218	9	training	training	NOUN
crl-25015	218	10	and	and	CCONJ
crl-25015	218	11	testing	testing	NOUN
crl-25015	218	12	datasets	dataset	NOUN
crl-25015	218	13	using	use	VERB
crl-25015	218	14	machine	machine	NOUN
crl-25015	218	15	learning	learn	VERB
crl-25015	218	16	to	to	PART
crl-25015	218	17	predict	predict	VERB
crl-25015	218	18	chat	chat	NOUN
crl-25015	218	19	difficulty	difficulty	NOUN
crl-25015	218	20	695	695	NUM
crl-25015	218	21	whereas	whereas	SCONJ
crl-25015	218	22	the	the	DET
crl-25015	218	23	metrics	metric	NOUN
crl-25015	218	24	in	in	ADP
crl-25015	218	25	table	table	NOUN
crl-25015	218	26	4	4	NUM
crl-25015	218	27	represent	represent	VERB
crl-25015	218	28	and	and	CCONJ
crl-25015	218	29	characterize	characterize	VERB
crl-25015	218	30	the	the	DET
crl-25015	218	31	auc	auc	NOUN
crl-25015	218	32	scores	score	NOUN
crl-25015	218	33	in	in	ADP
crl-25015	218	34	aggregate	aggregate	ADJ
crl-25015	218	35	,	,	PUNCT
crl-25015	218	36	the	the	DET
crl-25015	218	37	auc	auc	NOUN
crl-25015	218	38	scores	score	NOUN
crl-25015	218	39	for	for	ADP
crl-25015	218	40	all	all	DET
crl-25015	218	41	640	640	NUM
crl-25015	218	42	models	model	NOUN
crl-25015	218	43	may	may	AUX
crl-25015	218	44	be	be	AUX
crl-25015	218	45	better	well	ADV
crl-25015	218	46	understood	understand	VERB
crl-25015	218	47	as	as	ADP
crl-25015	218	48	a	a	DET
crl-25015	218	49	distribution	distribution	NOUN
crl-25015	218	50	of	of	ADP
crl-25015	218	51	modeling	model	VERB
crl-25015	218	52	performance	performance	NOUN
crl-25015	218	53	.	.	PUNCT
crl-25015	219	1	for	for	ADP
crl-25015	219	2	example	example	NOUN
crl-25015	219	3	,	,	PUNCT
crl-25015	219	4	figure	figure	VERB
crl-25015	219	5	5	5	NUM
crl-25015	219	6	highlights	highlight	NOUN
crl-25015	219	7	the	the	DET
crl-25015	219	8	distribution	distribution	NOUN
crl-25015	219	9	of	of	ADP
crl-25015	219	10	auc	auc	NOUN
crl-25015	219	11	scores	score	NOUN
crl-25015	219	12	for	for	ADP
crl-25015	219	13	all	all	PRON
crl-25015	219	14	of	of	ADP
crl-25015	219	15	the	the	DET
crl-25015	219	16	models	model	NOUN
crl-25015	219	17	with	with	ADP
crl-25015	219	18	respect	respect	NOUN
crl-25015	219	19	to	to	ADP
crl-25015	219	20	the	the	DET
crl-25015	219	21	entirety	entirety	NOUN
crl-25015	219	22	of	of	ADP
crl-25015	219	23	the	the	DET
crl-25015	219	24	training	training	NOUN
crl-25015	219	25	and	and	CCONJ
crl-25015	219	26	testing	testing	NOUN
crl-25015	219	27	subsets	subset	NOUN
crl-25015	219	28	of	of	ADP
crl-25015	219	29	the	the	DET
crl-25015	219	30	data	datum	NOUN
crl-25015	219	31	.	.	PUNCT
crl-25015	220	1	tagged	tag	VERB
crl-25015	220	2	and	and	CCONJ
crl-25015	220	3	untagged	untagged	ADJ
crl-25015	220	4	subsets	subset	NOUN
crl-25015	220	5	as	as	ADP
crl-25015	220	6	part	part	NOUN
crl-25015	220	7	of	of	ADP
crl-25015	220	8	the	the	DET
crl-25015	220	9	modeling	modeling	NOUN
crl-25015	220	10	process	process	NOUN
crl-25015	220	11	,	,	PUNCT
crl-25015	220	12	the	the	DET
crl-25015	220	13	authors	author	NOUN
crl-25015	220	14	were	be	AUX
crl-25015	220	15	able	able	ADJ
crl-25015	220	16	to	to	PART
crl-25015	220	17	analyze	analyze	VERB
crl-25015	220	18	auc	auc	NOUN
crl-25015	220	19	scores	score	NOUN
crl-25015	220	20	with	with	ADP
crl-25015	220	21	respect	respect	NOUN
crl-25015	220	22	to	to	ADP
crl-25015	220	23	specific	specific	ADJ
crl-25015	220	24	subsets	subset	NOUN
crl-25015	220	25	of	of	ADP
crl-25015	220	26	both	both	CCONJ
crl-25015	220	27	the	the	DET
crl-25015	220	28	training	training	NOUN
crl-25015	220	29	and	and	CCONJ
crl-25015	220	30	testing	testing	NOUN
crl-25015	220	31	data	datum	NOUN
crl-25015	220	32	.	.	PUNCT
crl-25015	221	1	first	first	ADV
crl-25015	221	2	,	,	PUNCT
crl-25015	221	3	independent	independent	ADJ
crl-25015	221	4	of	of	ADP
crl-25015	221	5	whether	whether	SCONJ
crl-25015	221	6	the	the	DET
crl-25015	221	7	tag	tag	NOUN
crl-25015	221	8	modeling	modeling	NOUN
crl-25015	221	9	parameter	parameter	NOUN
crl-25015	221	10	was	be	AUX
crl-25015	221	11	used	use	VERB
crl-25015	221	12	during	during	ADP
crl-25015	221	13	the	the	DET
crl-25015	221	14	training	training	NOUN
crl-25015	221	15	stage	stage	NOUN
crl-25015	221	16	for	for	ADP
crl-25015	221	17	any	any	DET
crl-25015	221	18	individual	individual	ADJ
crl-25015	221	19	model	model	NOUN
crl-25015	221	20	,	,	PUNCT
crl-25015	221	21	the	the	DET
crl-25015	221	22	predictions	prediction	NOUN
crl-25015	221	23	associated	associate	VERB
crl-25015	221	24	with	with	ADP
crl-25015	221	25	vrs	vrs	PROPN
crl-25015	221	26	transcripts	transcript	NOUN
crl-25015	221	27	containing	contain	VERB
crl-25015	221	28	words	word	NOUN
crl-25015	221	29	,	,	PUNCT
crl-25015	221	30	phrases	phrase	NOUN
crl-25015	221	31	,	,	PUNCT
crl-25015	221	32	and	and	CCONJ
crl-25015	221	33	patterns	pattern	NOUN
crl-25015	221	34	that	that	PRON
crl-25015	221	35	matched	match	VERB
crl-25015	221	36	any	any	PRON
crl-25015	221	37	of	of	ADP
crl-25015	221	38	the	the	DET
crl-25015	221	39	defined	define	VERB
crl-25015	221	40	tag	tag	NOUN
crl-25015	221	41	labels	label	NOUN
crl-25015	221	42	as	as	ADP
crl-25015	221	43	a	a	DET
crl-25015	221	44	distinct	distinct	ADJ
crl-25015	221	45	subset	subset	NOUN
crl-25015	221	46	(	(	PUNCT
crl-25015	221	47	“	"	PUNCT
crl-25015	221	48	all	all	DET
crl-25015	221	49	tagged	tag	VERB
crl-25015	221	50	samples	sample	NOUN
crl-25015	221	51	”	"	PUNCT
crl-25015	221	52	)	)	PUNCT
crl-25015	221	53	were	be	AUX
crl-25015	221	54	identified	identify	VERB
crl-25015	221	55	and	and	CCONJ
crl-25015	221	56	evaluated	evaluate	VERB
crl-25015	221	57	.	.	PUNCT
crl-25015	222	1	additionally	additionally	ADV
crl-25015	222	2	,	,	PUNCT
crl-25015	222	3	all	all	DET
crl-25015	222	4	remaining	remain	VERB
crl-25015	222	5	samples	sample	NOUN
crl-25015	222	6	were	be	AUX
crl-25015	222	7	evaluated	evaluate	VERB
crl-25015	222	8	as	as	ADP
crl-25015	222	9	a	a	DET
crl-25015	222	10	complementary	complementary	ADJ
crl-25015	222	11	subset	subset	NOUN
crl-25015	222	12	(	(	PUNCT
crl-25015	222	13	“	"	PUNCT
crl-25015	222	14	all	all	DET
crl-25015	222	15	untagged	untagged	ADJ
crl-25015	222	16	samples	sample	NOUN
crl-25015	222	17	”	"	PUNCT
crl-25015	222	18	)	)	PUNCT
crl-25015	222	19	.	.	PUNCT
crl-25015	223	1	the	the	DET
crl-25015	223	2	results	result	NOUN
crl-25015	223	3	show	show	VERB
crl-25015	223	4	that	that	SCONJ
crl-25015	223	5	,	,	PUNCT
crl-25015	223	6	for	for	ADP
crl-25015	223	7	both	both	CCONJ
crl-25015	223	8	the	the	DET
crl-25015	223	9	training	training	NOUN
crl-25015	223	10	and	and	CCONJ
crl-25015	223	11	testing	testing	NOUN
crl-25015	223	12	data	datum	NOUN
crl-25015	223	13	,	,	PUNCT
crl-25015	223	14	there	there	PRON
crl-25015	223	15	is	be	VERB
crl-25015	223	16	a	a	DET
crl-25015	223	17	notable	notable	ADJ
crl-25015	223	18	difference	difference	NOUN
crl-25015	223	19	in	in	ADP
crl-25015	223	20	the	the	DET
crl-25015	223	21	auc	auc	NOUN
crl-25015	223	22	scores	score	NOUN
crl-25015	223	23	between	between	ADP
crl-25015	223	24	tagged	tag	VERB
crl-25015	223	25	and	and	CCONJ
crl-25015	223	26	untagged	untagged	ADJ
crl-25015	223	27	vrs	vrs	PROPN
crl-25015	223	28	transcripts	transcript	NOUN
crl-25015	223	29	.	.	PUNCT
crl-25015	224	1	for	for	ADP
crl-25015	224	2	the	the	DET
crl-25015	224	3	training	training	NOUN
crl-25015	224	4	data	datum	NOUN
crl-25015	224	5	,	,	PUNCT
crl-25015	224	6	the	the	DET
crl-25015	224	7	auc	auc	NOUN
crl-25015	224	8	score	score	NOUN
crl-25015	224	9	for	for	ADP
crl-25015	224	10	the	the	DET
crl-25015	224	11	tagged	tag	VERB
crl-25015	224	12	subset	subset	NOUN
crl-25015	224	13	is	be	AUX
crl-25015	224	14	greater	great	ADJ
crl-25015	224	15	than	than	ADP
crl-25015	224	16	the	the	DET
crl-25015	224	17	untagged	untagged	NOUN
crl-25015	224	18	subset	subset	NOUN
crl-25015	224	19	by	by	ADP
crl-25015	224	20	approximately	approximately	ADV
crl-25015	224	21	+0.0552	+0.0552	NOUN
crl-25015	224	22	.	.	PUNCT
crl-25015	225	1	for	for	ADP
crl-25015	225	2	the	the	DET
crl-25015	225	3	testing	testing	NOUN
crl-25015	225	4	data	datum	NOUN
crl-25015	225	5	,	,	PUNCT
crl-25015	225	6	the	the	DET
crl-25015	225	7	same	same	ADJ
crl-25015	225	8	comparison	comparison	NOUN
crl-25015	225	9	shows	show	VERB
crl-25015	225	10	a	a	DET
crl-25015	225	11	difference	difference	NOUN
crl-25015	225	12	of	of	ADP
crl-25015	225	13	+0.0681	+0.0681	PRON
crl-25015	225	14	.	.	PUNCT
crl-25015	226	1	for	for	ADP
crl-25015	226	2	both	both	PRON
crl-25015	226	3	of	of	ADP
crl-25015	226	4	these	these	DET
crl-25015	226	5	comparisons	comparison	NOUN
crl-25015	226	6	,	,	PUNCT
crl-25015	226	7	a	a	DET
crl-25015	226	8	two	two	NUM
crl-25015	226	9	-	-	PUNCT
crl-25015	226	10	sample	sample	NOUN
crl-25015	226	11	t	t	PROPN
crl-25015	226	12	-	-	PUNCT
crl-25015	226	13	test	test	NOUN
crl-25015	226	14	revealed	reveal	VERB
crl-25015	226	15	that	that	SCONJ
crl-25015	226	16	the	the	DET
crl-25015	226	17	difference	difference	NOUN
crl-25015	226	18	in	in	ADP
crl-25015	226	19	mean	mean	ADJ
crl-25015	226	20	auc	auc	NOUN
crl-25015	226	21	scores	score	NOUN
crl-25015	226	22	was	be	AUX
crl-25015	226	23	highly	highly	ADV
crl-25015	226	24	statistically	statistically	ADV
crl-25015	226	25	significant	significant	ADJ
crl-25015	226	26	(	(	PUNCT
crl-25015	226	27	p	p	X
crl-25015	226	28	<	<	X
crl-25015	226	29	0.001	0.001	NUM
crl-25015	226	30	)	)	PUNCT
crl-25015	226	31	and	and	CCONJ
crl-25015	226	32	not	not	PART
crl-25015	226	33	a	a	DET
crl-25015	226	34	product	product	NOUN
crl-25015	226	35	of	of	ADP
crl-25015	226	36	random	random	ADJ
crl-25015	226	37	chance	chance	NOUN
crl-25015	226	38	.	.	PUNCT
crl-25015	227	1	in	in	ADP
crl-25015	227	2	a	a	DET
crl-25015	227	3	very	very	ADV
crl-25015	227	4	loosely	loosely	ADV
crl-25015	227	5	defined	define	VERB
crl-25015	227	6	sense	sense	NOUN
crl-25015	227	7	,	,	PUNCT
crl-25015	227	8	these	these	DET
crl-25015	227	9	results	result	NOUN
crl-25015	227	10	can	can	AUX
crl-25015	227	11	be	be	AUX
crl-25015	227	12	described	describe	VERB
crl-25015	227	13	as	as	ADP
crl-25015	227	14	a	a	DET
crl-25015	227	15	5	5	NUM
crl-25015	227	16	and	and	CCONJ
crl-25015	227	17	6	6	NUM
crl-25015	227	18	percent	percent	NOUN
crl-25015	227	19	increase	increase	NOUN
crl-25015	227	20	to	to	ADP
crl-25015	227	21	the	the	DET
crl-25015	227	22	average	average	ADJ
crl-25015	227	23	predictive	predictive	ADJ
crl-25015	227	24	accuracy	accuracy	NOUN
crl-25015	227	25	of	of	ADP
crl-25015	227	26	the	the	DET
crl-25015	227	27	models	model	NOUN
crl-25015	227	28	when	when	SCONJ
crl-25015	227	29	dealing	deal	VERB
crl-25015	227	30	with	with	ADP
crl-25015	227	31	tagged	tag	VERB
crl-25015	227	32	samples	sample	NOUN
crl-25015	227	33	in	in	ADP
crl-25015	227	34	the	the	DET
crl-25015	227	35	training	training	NOUN
crl-25015	227	36	and	and	CCONJ
crl-25015	227	37	testing	testing	NOUN
crl-25015	227	38	data	datum	NOUN
crl-25015	227	39	,	,	PUNCT
crl-25015	227	40	respectively	respectively	ADV
crl-25015	227	41	.	.	PUNCT
crl-25015	228	1	these	these	DET
crl-25015	228	2	results	result	NOUN
crl-25015	228	3	demonstrated	demonstrate	VERB
crl-25015	228	4	that	that	SCONJ
crl-25015	228	5	vrs	vrs	PROPN
crl-25015	228	6	transcripts	transcript	NOUN
crl-25015	228	7	that	that	PRON
crl-25015	228	8	are	be	AUX
crl-25015	228	9	tagged	tag	VERB
crl-25015	228	10	are	be	AUX
crl-25015	228	11	,	,	PUNCT
crl-25015	228	12	almost	almost	ADV
crl-25015	228	13	by	by	ADP
crl-25015	228	14	definition	definition	NOUN
crl-25015	228	15	,	,	PUNCT
crl-25015	228	16	easier	easy	ADJ
crl-25015	228	17	to	to	PART
crl-25015	228	18	predict	predict	VERB
crl-25015	228	19	.	.	PUNCT
crl-25015	229	1	this	this	PRON
crl-25015	229	2	is	be	AUX
crl-25015	229	3	due	due	ADJ
crl-25015	229	4	to	to	ADP
crl-25015	229	5	the	the	DET
crl-25015	229	6	fact	fact	NOUN
crl-25015	229	7	that	that	SCONJ
crl-25015	229	8	the	the	DET
crl-25015	229	9	tag	tag	NOUN
crl-25015	229	10	labels	label	VERB
crl-25015	229	11	,	,	PUNCT
crl-25015	229	12	while	while	SCONJ
crl-25015	229	13	subjectively	subjectively	ADV
crl-25015	229	14	defined	define	VERB
crl-25015	229	15	,	,	PUNCT
crl-25015	229	16	reflect	reflect	VERB
crl-25015	229	17	common	common	ADJ
crl-25015	229	18	text	text	NOUN
crl-25015	229	19	patterns	pattern	NOUN
crl-25015	229	20	that	that	PRON
crl-25015	229	21	librarians	librarian	NOUN
crl-25015	229	22	can	can	AUX
crl-25015	229	23	easily	easily	ADV
crl-25015	229	24	identify	identify	VERB
crl-25015	229	25	and	and	CCONJ
crl-25015	229	26	characterize	characterize	VERB
crl-25015	229	27	.	.	PUNCT
crl-25015	230	1	it	it	PRON
crl-25015	230	2	should	should	AUX
crl-25015	230	3	be	be	AUX
crl-25015	230	4	taken	take	VERB
crl-25015	230	5	as	as	ADP
crl-25015	230	6	an	an	DET
crl-25015	230	7	encouraging	encouraging	ADJ
crl-25015	230	8	sign	sign	NOUN
crl-25015	230	9	that	that	SCONJ
crl-25015	230	10	the	the	DET
crl-25015	230	11	tagged	tag	VERB
crl-25015	230	12	samples	sample	NOUN
crl-25015	230	13	contained	contain	VERB
crl-25015	230	14	patterns	pattern	NOUN
crl-25015	230	15	that	that	SCONJ
crl-25015	230	16	the	the	DET
crl-25015	230	17	modeling	modeling	NOUN
crl-25015	230	18	processes	process	NOUN
crl-25015	230	19	were	be	AUX
crl-25015	230	20	able	able	ADJ
crl-25015	230	21	to	to	PART
crl-25015	230	22	detect	detect	VERB
crl-25015	230	23	and	and	CCONJ
crl-25015	230	24	leverage	leverage	NOUN
crl-25015	230	25	to	to	PART
crl-25015	230	26	ultimately	ultimately	ADV
crl-25015	230	27	produce	produce	VERB
crl-25015	230	28	higher	high	ADJ
crl-25015	230	29	-	-	PUNCT
crl-25015	230	30	quality	quality	NOUN
crl-25015	230	31	predictions	prediction	NOUN
crl-25015	230	32	as	as	SCONJ
crl-25015	230	33	reflected	reflect	VERB
crl-25015	230	34	in	in	ADP
crl-25015	230	35	the	the	DET
crl-25015	230	36	increased	increase	VERB
crl-25015	230	37	auc	auc	NOUN
crl-25015	230	38	scores	score	NOUN
crl-25015	230	39	,	,	PUNCT
crl-25015	230	40	even	even	ADV
crl-25015	230	41	in	in	ADP
crl-25015	230	42	instances	instance	NOUN
crl-25015	230	43	when	when	SCONJ
crl-25015	230	44	the	the	DET
crl-25015	230	45	modeling	modeling	NOUN
crl-25015	230	46	parameters	parameter	NOUN
crl-25015	230	47	did	do	AUX
crl-25015	230	48	not	not	PART
crl-25015	230	49	explicitly	explicitly	ADV
crl-25015	230	50	include	include	VERB
crl-25015	230	51	tag	tag	NOUN
crl-25015	230	52	labels	label	NOUN
crl-25015	230	53	as	as	ADP
crl-25015	230	54	part	part	NOUN
crl-25015	230	55	of	of	ADP
crl-25015	230	56	the	the	DET
crl-25015	230	57	model	model	NOUN
crl-25015	230	58	fitting	fitting	ADJ
crl-25015	230	59	and	and	CCONJ
crl-25015	230	60	training	training	NOUN
crl-25015	230	61	regime	regime	NOUN
crl-25015	230	62	.	.	PUNCT
crl-25015	231	1	question	question	NOUN
crl-25015	231	2	types	type	NOUN
crl-25015	231	3	in	in	ADP
crl-25015	231	4	ksul	ksul	NOUN
crl-25015	231	5	’s	’s	PART
crl-25015	231	6	libinsight	libinsight	PROPN
crl-25015	231	7	dataset	dataset	NOUN
crl-25015	231	8	,	,	PUNCT
crl-25015	231	9	every	every	DET
crl-25015	231	10	recorded	record	VERB
crl-25015	231	11	patron	patron	NOUN
crl-25015	231	12	interaction	interaction	NOUN
crl-25015	231	13	,	,	PUNCT
crl-25015	231	14	vrs	vrs	ADJ
crl-25015	231	15	transcripts	transcript	NOUN
crl-25015	231	16	included	include	VERB
crl-25015	231	17	,	,	PUNCT
crl-25015	231	18	has	have	VERB
crl-25015	231	19	a	a	DET
crl-25015	231	20	question	question	NOUN
crl-25015	231	21	type	type	NOUN
crl-25015	231	22	label	label	NOUN
crl-25015	231	23	.	.	PUNCT
crl-25015	232	1	these	these	DET
crl-25015	232	2	subjective	subjective	ADJ
crl-25015	232	3	nominal	nominal	ADJ
crl-25015	232	4	labels	label	NOUN
crl-25015	232	5	enabled	enable	VERB
crl-25015	232	6	the	the	DET
crl-25015	232	7	authors	author	NOUN
crl-25015	232	8	to	to	PART
crl-25015	232	9	further	far	ADV
crl-25015	232	10	investigate	investigate	VERB
crl-25015	232	11	model	model	NOUN
crl-25015	232	12	performance	performance	NOUN
crl-25015	232	13	with	with	ADP
crl-25015	232	14	respect	respect	NOUN
crl-25015	232	15	to	to	ADP
crl-25015	232	16	a	a	DET
crl-25015	232	17	variety	variety	NOUN
crl-25015	232	18	of	of	ADP
crl-25015	232	19	subsets	subset	NOUN
crl-25015	232	20	of	of	ADP
crl-25015	232	21	the	the	DET
crl-25015	232	22	data	datum	NOUN
crl-25015	232	23	.	.	PUNCT
crl-25015	233	1	although	although	SCONJ
crl-25015	233	2	some	some	PRON
crl-25015	233	3	of	of	ADP
crl-25015	233	4	the	the	DET
crl-25015	233	5	question	question	NOUN
crl-25015	233	6	type	type	NOUN
crl-25015	233	7	labels	label	NOUN
crl-25015	233	8	are	be	AUX
crl-25015	233	9	idiosyncratic	idiosyncratic	ADJ
crl-25015	233	10	to	to	PART
crl-25015	233	11	ksul	ksul	VERB
crl-25015	233	12	(	(	PUNCT
crl-25015	233	13	such	such	ADJ
crl-25015	233	14	as	as	ADP
crl-25015	233	15	“	"	PUNCT
crl-25015	233	16	kapi	kapi	X
crl-25015	233	17	,	,	PUNCT
crl-25015	233	18	”	"	PUNCT
crl-25015	233	19	“	"	PUNCT
crl-25015	233	20	krex	krex	PROPN
crl-25015	233	21	,	,	PUNCT
crl-25015	233	22	”	"	PUNCT
crl-25015	233	23	and	and	CCONJ
crl-25015	233	24	“	"	PUNCT
crl-25015	233	25	newprairiepress	newprairiepress	NOUN
crl-25015	233	26	”	"	PUNCT
crl-25015	233	27	)	)	PUNCT
crl-25015	233	28	,	,	PUNCT
crl-25015	233	29	other	other	ADJ
crl-25015	233	30	labels	label	NOUN
crl-25015	233	31	represent	represent	VERB
crl-25015	233	32	categories	category	NOUN
crl-25015	233	33	of	of	ADP
crl-25015	233	34	questions	question	NOUN
crl-25015	233	35	that	that	PRON
crl-25015	233	36	are	be	AUX
crl-25015	233	37	common	common	ADJ
crl-25015	233	38	across	across	ADP
crl-25015	233	39	library	library	ADJ
crl-25015	233	40	settings	setting	NOUN
crl-25015	233	41	(	(	PUNCT
crl-25015	233	42	such	such	ADJ
crl-25015	233	43	as	as	ADP
crl-25015	233	44	“	"	PUNCT
crl-25015	233	45	directional	directional	ADJ
crl-25015	233	46	”	"	PUNCT
crl-25015	233	47	and	and	CCONJ
crl-25015	233	48	“	"	PUNCT
crl-25015	233	49	reference	reference	NOUN
crl-25015	233	50	”	"	PUNCT
crl-25015	233	51	)	)	PUNCT
crl-25015	233	52	.	.	PUNCT
crl-25015	234	1	one	one	NUM
crl-25015	234	2	issue	issue	NOUN
crl-25015	234	3	that	that	PRON
crl-25015	234	4	stood	stand	VERB
crl-25015	234	5	out	out	ADP
crl-25015	234	6	in	in	ADP
crl-25015	234	7	the	the	DET
crl-25015	234	8	results	result	NOUN
crl-25015	234	9	(	(	PUNCT
crl-25015	234	10	see	see	VERB
crl-25015	234	11	table	table	NOUN
crl-25015	234	12	4	4	NUM
crl-25015	234	13	)	)	PUNCT
crl-25015	234	14	was	be	AUX
crl-25015	234	15	that	that	DET
crl-25015	234	16	question	question	NOUN
crl-25015	234	17	type	type	NOUN
crl-25015	234	18	labels	label	NOUN
crl-25015	234	19	“	"	PUNCT
crl-25015	234	20	kapi	kapi	PROPN
crl-25015	234	21	”	"	PUNCT
crl-25015	234	22	and	and	CCONJ
crl-25015	234	23	“	"	PUNCT
crl-25015	234	24	krex	krex	PROPN
crl-25015	234	25	”	"	PUNCT
crl-25015	234	26	were	be	AUX
crl-25015	234	27	not	not	PART
crl-25015	234	28	associated	associate	VERB
crl-25015	234	29	with	with	ADP
crl-25015	234	30	enough	enough	ADJ
crl-25015	234	31	samples	sample	NOUN
crl-25015	234	32	in	in	ADP
crl-25015	234	33	the	the	DET
crl-25015	234	34	testing	testing	NOUN
crl-25015	234	35	data	datum	NOUN
crl-25015	234	36	to	to	PART
crl-25015	234	37	calculate	calculate	VERB
crl-25015	234	38	auc	auc	NOUN
crl-25015	234	39	scores	score	NOUN
crl-25015	234	40	.	.	PUNCT
crl-25015	235	1	furthermore	furthermore	ADV
crl-25015	235	2	,	,	PUNCT
crl-25015	235	3	the	the	DET
crl-25015	235	4	“	"	PUNCT
crl-25015	235	5	copyright	copyright	NOUN
crl-25015	235	6	”	"	PUNCT
crl-25015	235	7	and	and	CCONJ
crl-25015	235	8	“	"	PUNCT
crl-25015	235	9	newprairiepress	newprairiepress	NOUN
crl-25015	235	10	”	"	PUNCT
crl-25015	235	11	labels	label	NOUN
crl-25015	235	12	were	be	AUX
crl-25015	235	13	associated	associate	VERB
crl-25015	235	14	with	with	ADP
crl-25015	235	15	so	so	ADV
crl-25015	235	16	few	few	ADJ
crl-25015	235	17	samples	sample	NOUN
crl-25015	235	18	in	in	ADP
crl-25015	235	19	the	the	DET
crl-25015	235	20	testing	testing	NOUN
crl-25015	235	21	data	datum	NOUN
crl-25015	235	22	that	that	PRON
crl-25015	235	23	the	the	DET
crl-25015	235	24	mean	mean	ADJ
crl-25015	235	25	auc	auc	NOUN
crl-25015	235	26	scores	score	NOUN
crl-25015	235	27	,	,	PUNCT
crl-25015	235	28	while	while	SCONJ
crl-25015	235	29	positive	positive	ADJ
crl-25015	235	30	,	,	PUNCT
crl-25015	235	31	were	be	AUX
crl-25015	235	32	not	not	PART
crl-25015	235	33	remotely	remotely	ADV
crl-25015	235	34	statistically	statistically	ADV
crl-25015	235	35	significant	significant	ADJ
crl-25015	235	36	(	(	PUNCT
crl-25015	235	37	p	p	X
crl-25015	235	38	>	>	X
crl-25015	235	39	0.10	0.10	NUM
crl-25015	235	40	)	)	PUNCT
crl-25015	235	41	.	.	PUNCT
crl-25015	236	1	the	the	DET
crl-25015	236	2	mean	mean	ADJ
crl-25015	236	3	auc	auc	NOUN
crl-25015	236	4	scores	score	NOUN
crl-25015	236	5	for	for	ADP
crl-25015	236	6	all	all	DET
crl-25015	236	7	other	other	ADJ
crl-25015	236	8	subsets	subset	NOUN
crl-25015	236	9	associated	associate	VERB
crl-25015	236	10	with	with	ADP
crl-25015	236	11	the	the	DET
crl-25015	236	12	remaining	remain	VERB
crl-25015	236	13	question	question	NOUN
crl-25015	236	14	type	type	NOUN
crl-25015	236	15	labels	label	NOUN
crl-25015	236	16	were	be	AUX
crl-25015	236	17	statistically	statistically	ADV
crl-25015	236	18	significant	significant	ADJ
crl-25015	236	19	(	(	PUNCT
crl-25015	236	20	p	p	X
crl-25015	236	21	<	<	X
crl-25015	236	22	0.001	0.001	NUM
crl-25015	236	23	)	)	PUNCT
crl-25015	236	24	and	and	CCONJ
crl-25015	236	25	showed	show	VERB
crl-25015	236	26	that	that	SCONJ
crl-25015	236	27	the	the	DET
crl-25015	236	28	modeling	modeling	NOUN
crl-25015	236	29	processes	process	NOUN
crl-25015	236	30	could	could	AUX
crl-25015	236	31	reliably	reliably	ADV
crl-25015	236	32	predict	predict	VERB
crl-25015	236	33	the	the	DET
crl-25015	236	34	relative	relative	ADJ
crl-25015	236	35	difficulty	difficulty	NOUN
crl-25015	236	36	of	of	ADP
crl-25015	236	37	vrs	vrs	PROPN
crl-25015	236	38	transcripts	transcript	NOUN
crl-25015	236	39	across	across	ADP
crl-25015	236	40	multiple	multiple	ADJ
crl-25015	236	41	categories	category	NOUN
crl-25015	236	42	.	.	PUNCT
crl-25015	237	1	another	another	DET
crl-25015	237	2	interesting	interesting	ADJ
crl-25015	237	3	result	result	NOUN
crl-25015	237	4	that	that	SCONJ
crl-25015	237	5	manifested	manifest	VERB
crl-25015	237	6	in	in	ADP
crl-25015	237	7	the	the	DET
crl-25015	237	8	data	datum	NOUN
crl-25015	237	9	was	be	AUX
crl-25015	237	10	the	the	DET
crl-25015	237	11	discrepancy	discrepancy	NOUN
crl-25015	237	12	between	between	ADP
crl-25015	237	13	the	the	DET
crl-25015	237	14	respective	respective	ADJ
crl-25015	237	15	question	question	NOUN
crl-25015	237	16	type	type	NOUN
crl-25015	237	17	subsets	subset	NOUN
crl-25015	237	18	in	in	ADP
crl-25015	237	19	the	the	DET
crl-25015	237	20	training	training	NOUN
crl-25015	237	21	and	and	CCONJ
crl-25015	237	22	testing	testing	NOUN
crl-25015	237	23	data	datum	NOUN
crl-25015	237	24	.	.	PUNCT
crl-25015	238	1	as	as	SCONJ
crl-25015	238	2	shown	show	VERB
crl-25015	238	3	in	in	ADP
crl-25015	238	4	figure	figure	NOUN
crl-25015	238	5	6	6	NUM
crl-25015	238	6	,	,	PUNCT
crl-25015	238	7	the	the	DET
crl-25015	238	8	696	696	NUM
crl-25015	238	9	college	college	NOUN
crl-25015	238	10	&	&	CCONJ
crl-25015	238	11	research	research	PROPN
crl-25015	238	12	libraries	library	NOUN
crl-25015	238	13	july	july	PROPN
crl-25015	238	14	2021	2021	NUM
crl-25015	238	15	figure	figure	VERB
crl-25015	238	16	6	6	NUM
crl-25015	238	17	distribution	distribution	NOUN
crl-25015	238	18	of	of	ADP
crl-25015	238	19	auc	auc	NOUN
crl-25015	238	20	scores	score	NOUN
crl-25015	238	21	by	by	ADP
crl-25015	238	22	question	question	NOUN
crl-25015	238	23	type	type	NOUN
crl-25015	238	24	(	(	PUNCT
crl-25015	238	25	training	training	NOUN
crl-25015	238	26	data	datum	NOUN
crl-25015	238	27	)	)	PUNCT
crl-25015	238	28	figure	figure	VERB
crl-25015	238	29	7	7	NUM
crl-25015	238	30	distribution	distribution	NOUN
crl-25015	238	31	of	of	ADP
crl-25015	238	32	auc	auc	NOUN
crl-25015	238	33	scores	score	NOUN
crl-25015	238	34	by	by	ADP
crl-25015	238	35	question	question	NOUN
crl-25015	238	36	type	type	NOUN
crl-25015	238	37	(	(	PUNCT
crl-25015	238	38	testing	testing	NOUN
crl-25015	238	39	data	datum	NOUN
crl-25015	238	40	)	)	PUNCT
crl-25015	238	41	using	use	VERB
crl-25015	238	42	machine	machine	NOUN
crl-25015	238	43	learning	learn	VERB
crl-25015	238	44	to	to	PART
crl-25015	238	45	predict	predict	VERB
crl-25015	238	46	chat	chat	NOUN
crl-25015	238	47	difficulty	difficulty	NOUN
crl-25015	238	48	697	697	NUM
crl-25015	238	49	distributions	distribution	NOUN
crl-25015	238	50	of	of	ADP
crl-25015	238	51	the	the	DET
crl-25015	238	52	mean	mean	ADJ
crl-25015	238	53	auc	auc	NOUN
crl-25015	238	54	scores	score	NOUN
crl-25015	238	55	in	in	ADP
crl-25015	238	56	the	the	DET
crl-25015	238	57	training	training	NOUN
crl-25015	238	58	data	datum	NOUN
crl-25015	238	59	for	for	ADP
crl-25015	238	60	the	the	DET
crl-25015	238	61	subsets	subset	NOUN
crl-25015	238	62	associated	associate	VERB
crl-25015	238	63	with	with	ADP
crl-25015	238	64	the	the	DET
crl-25015	238	65	six	six	NUM
crl-25015	238	66	most	most	ADV
crl-25015	238	67	prevalent	prevalent	ADJ
crl-25015	238	68	question	question	NOUN
crl-25015	238	69	type	type	NOUN
crl-25015	238	70	labels	label	NOUN
crl-25015	238	71	(	(	PUNCT
crl-25015	238	72	“	"	PUNCT
crl-25015	238	73	building	building	NOUN
crl-25015	238	74	,	,	PUNCT
crl-25015	238	75	”	"	PUNCT
crl-25015	238	76	“	"	PUNCT
crl-25015	238	77	circulation	circulation	NOUN
crl-25015	238	78	,	,	PUNCT
crl-25015	238	79	”	"	PUNCT
crl-25015	238	80	“	"	PUNCT
crl-25015	238	81	directional	directional	ADJ
crl-25015	238	82	,	,	PUNCT
crl-25015	238	83	”	"	PUNCT
crl-25015	238	84	“	"	PUNCT
crl-25015	238	85	misc	misc	NOUN
crl-25015	238	86	,	,	PUNCT
crl-25015	238	87	”	"	PUNCT
crl-25015	238	88	“	"	PUNCT
crl-25015	238	89	reference	reference	NOUN
crl-25015	238	90	,	,	PUNCT
crl-25015	238	91	”	"	PUNCT
crl-25015	238	92	and	and	CCONJ
crl-25015	238	93	“	"	PUNCT
crl-25015	238	94	technical	technical	ADJ
crl-25015	238	95	”	"	PUNCT
crl-25015	238	96	)	)	PUNCT
crl-25015	238	97	were	be	AUX
crl-25015	238	98	extremely	extremely	ADV
crl-25015	238	99	similar	similar	ADJ
crl-25015	238	100	.	.	PUNCT
crl-25015	239	1	by	by	ADP
crl-25015	239	2	contrast	contrast	NOUN
crl-25015	239	3	,	,	PUNCT
crl-25015	239	4	figure	figure	VERB
crl-25015	239	5	7	7	NUM
crl-25015	239	6	shows	show	VERB
crl-25015	239	7	the	the	DET
crl-25015	239	8	same	same	ADJ
crl-25015	239	9	distributions	distribution	NOUN
crl-25015	239	10	for	for	ADP
crl-25015	239	11	the	the	DET
crl-25015	239	12	testing	testing	NOUN
crl-25015	239	13	data	datum	NOUN
crl-25015	239	14	.	.	PUNCT
crl-25015	240	1	in	in	ADP
crl-25015	240	2	the	the	DET
crl-25015	240	3	latter	latter	ADJ
crl-25015	240	4	figure	figure	NOUN
crl-25015	240	5	,	,	PUNCT
crl-25015	240	6	the	the	DET
crl-25015	240	7	distributions	distribution	NOUN
crl-25015	240	8	for	for	ADP
crl-25015	240	9	each	each	PRON
crl-25015	240	10	of	of	ADP
crl-25015	240	11	the	the	DET
crl-25015	240	12	question	question	NOUN
crl-25015	240	13	type	type	NOUN
crl-25015	240	14	labels	label	NOUN
crl-25015	240	15	were	be	AUX
crl-25015	240	16	markedly	markedly	ADV
crl-25015	240	17	different	different	ADJ
crl-25015	240	18	,	,	PUNCT
crl-25015	240	19	indicating	indicate	VERB
crl-25015	240	20	that	that	SCONJ
crl-25015	240	21	the	the	DET
crl-25015	240	22	modeling	modeling	NOUN
crl-25015	240	23	processes	process	NOUN
crl-25015	240	24	do	do	AUX
crl-25015	240	25	not	not	PART
crl-25015	240	26	perform	perform	VERB
crl-25015	240	27	consistently	consistently	ADV
crl-25015	240	28	across	across	ADP
crl-25015	240	29	all	all	DET
crl-25015	240	30	categories	category	NOUN
crl-25015	240	31	when	when	SCONJ
crl-25015	240	32	evaluated	evaluate	VERB
crl-25015	240	33	against	against	ADP
crl-25015	240	34	external	external	ADJ
crl-25015	240	35	or	or	CCONJ
crl-25015	240	36	new	new	ADJ
crl-25015	240	37	data	datum	NOUN
crl-25015	240	38	.	.	PUNCT
crl-25015	241	1	with	with	ADP
crl-25015	241	2	respect	respect	NOUN
crl-25015	241	3	to	to	ADP
crl-25015	241	4	the	the	DET
crl-25015	241	5	testing	testing	NOUN
crl-25015	241	6	data	datum	NOUN
crl-25015	241	7	,	,	PUNCT
crl-25015	241	8	while	while	SCONJ
crl-25015	241	9	the	the	DET
crl-25015	241	10	“	"	PUNCT
crl-25015	241	11	reference	reference	NOUN
crl-25015	241	12	”	"	PUNCT
crl-25015	241	13	questions	question	NOUN
crl-25015	241	14	maintained	maintain	VERB
crl-25015	241	15	a	a	DET
crl-25015	241	16	relatively	relatively	ADV
crl-25015	241	17	narrow	narrow	ADJ
crl-25015	241	18	and	and	CCONJ
crl-25015	241	19	dense	dense	ADJ
crl-25015	241	20	distribution	distribution	NOUN
crl-25015	241	21	range	range	NOUN
crl-25015	241	22	of	of	ADP
crl-25015	241	23	auc	auc	NOUN
crl-25015	241	24	scores	score	NOUN
crl-25015	241	25	,	,	PUNCT
crl-25015	241	26	the	the	DET
crl-25015	241	27	results	result	NOUN
crl-25015	241	28	associated	associate	VERB
crl-25015	241	29	with	with	ADP
crl-25015	241	30	the	the	DET
crl-25015	241	31	other	other	ADJ
crl-25015	241	32	question	question	NOUN
crl-25015	241	33	type	type	NOUN
crl-25015	241	34	labels	label	NOUN
crl-25015	241	35	were	be	AUX
crl-25015	241	36	much	much	ADV
crl-25015	241	37	more	more	ADV
crl-25015	241	38	varied	varied	ADJ
crl-25015	241	39	and	and	CCONJ
crl-25015	241	40	dispersed	disperse	VERB
crl-25015	241	41	.	.	PUNCT
crl-25015	242	1	tag	tag	NOUN
crl-25015	242	2	parameter	parameter	NOUN
crl-25015	242	3	labels	label	NOUN
crl-25015	242	4	while	while	SCONJ
crl-25015	242	5	the	the	DET
crl-25015	242	6	authors	author	NOUN
crl-25015	242	7	were	be	AUX
crl-25015	242	8	able	able	ADJ
crl-25015	242	9	to	to	PART
crl-25015	242	10	identify	identify	VERB
crl-25015	242	11	granular	granular	ADJ
crl-25015	242	12	subsets	subset	NOUN
crl-25015	242	13	of	of	ADP
crl-25015	242	14	samples	sample	NOUN
crl-25015	242	15	that	that	PRON
crl-25015	242	16	matched	match	VERB
crl-25015	242	17	patterns	pattern	NOUN
crl-25015	242	18	among	among	ADP
crl-25015	242	19	individual	individual	ADJ
crl-25015	242	20	tag	tag	NOUN
crl-25015	242	21	labels	label	NOUN
crl-25015	242	22	(	(	PUNCT
crl-25015	242	23	see	see	VERB
crl-25015	242	24	appendix	appendix	NOUN
crl-25015	242	25	)	)	PUNCT
crl-25015	242	26	in	in	ADP
crl-25015	242	27	both	both	CCONJ
crl-25015	242	28	the	the	DET
crl-25015	242	29	training	training	NOUN
crl-25015	242	30	and	and	CCONJ
crl-25015	242	31	testing	testing	NOUN
crl-25015	242	32	data	datum	NOUN
crl-25015	242	33	,	,	PUNCT
crl-25015	242	34	it	it	PRON
crl-25015	242	35	was	be	AUX
crl-25015	242	36	not	not	PART
crl-25015	242	37	possible	possible	ADJ
crl-25015	242	38	to	to	PART
crl-25015	242	39	evaluate	evaluate	VERB
crl-25015	242	40	these	these	DET
crl-25015	242	41	subsets	subset	NOUN
crl-25015	242	42	using	use	VERB
crl-25015	242	43	auc	auc	NOUN
crl-25015	242	44	scores	score	NOUN
crl-25015	242	45	.	.	PUNCT
crl-25015	243	1	for	for	ADP
crl-25015	243	2	many	many	ADJ
crl-25015	243	3	of	of	ADP
crl-25015	243	4	these	these	DET
crl-25015	243	5	subsets	subset	NOUN
crl-25015	243	6	,	,	PUNCT
crl-25015	243	7	there	there	PRON
crl-25015	243	8	were	be	VERB
crl-25015	243	9	either	either	CCONJ
crl-25015	243	10	too	too	ADV
crl-25015	243	11	few	few	ADJ
crl-25015	243	12	samples	sample	NOUN
crl-25015	243	13	or	or	CCONJ
crl-25015	243	14	all	all	DET
crl-25015	243	15	available	available	ADJ
crl-25015	243	16	samples	sample	NOUN
crl-25015	243	17	’	'	PUNCT
crl-25015	243	18	read	read	VERB
crl-25015	243	19	labels	label	NOUN
crl-25015	243	20	were	be	AUX
crl-25015	243	21	identical	identical	ADJ
crl-25015	243	22	and	and	CCONJ
crl-25015	243	23	thus	thus	ADV
crl-25015	243	24	could	could	AUX
crl-25015	243	25	not	not	PART
crl-25015	243	26	be	be	AUX
crl-25015	243	27	evaluated	evaluate	VERB
crl-25015	243	28	using	use	VERB
crl-25015	243	29	roc	roc	PROPN
crl-25015	243	30	auc	auc	NOUN
crl-25015	243	31	as	as	ADP
crl-25015	243	32	a	a	DET
crl-25015	243	33	performance	performance	NOUN
crl-25015	243	34	metric	metric	ADJ
crl-25015	243	35	.	.	PUNCT
crl-25015	244	1	however	however	ADV
crl-25015	244	2	,	,	PUNCT
crl-25015	244	3	it	it	PRON
crl-25015	244	4	was	be	AUX
crl-25015	244	5	possible	possible	ADJ
crl-25015	244	6	to	to	PART
crl-25015	244	7	calculate	calculate	VERB
crl-25015	244	8	simple	simple	ADJ
crl-25015	244	9	classification	classification	NOUN
crl-25015	244	10	accuracy	accuracy	NOUN
crl-25015	244	11	scores	score	NOUN
crl-25015	244	12	for	for	ADP
crl-25015	244	13	nearly	nearly	ADV
crl-25015	244	14	all	all	PRON
crl-25015	244	15	subsets	subset	NOUN
crl-25015	244	16	in	in	ADP
crl-25015	244	17	both	both	CCONJ
crl-25015	244	18	the	the	DET
crl-25015	244	19	training	training	NOUN
crl-25015	244	20	and	and	CCONJ
crl-25015	244	21	testing	testing	NOUN
crl-25015	244	22	data	datum	NOUN
crl-25015	244	23	(	(	PUNCT
crl-25015	244	24	see	see	VERB
crl-25015	244	25	table	table	NOUN
crl-25015	244	26	5	5	NUM
crl-25015	244	27	)	)	PUNCT
crl-25015	244	28	.	.	PUNCT
crl-25015	245	1	table	table	NOUN
crl-25015	245	2	5	5	NUM
crl-25015	245	3	mean	mean	NOUN
crl-25015	245	4	classification	classification	NOUN
crl-25015	245	5	accuracy	accuracy	NOUN
crl-25015	245	6	scores	score	NOUN
crl-25015	245	7	by	by	ADP
crl-25015	245	8	tag	tag	NOUN
crl-25015	245	9	labels	label	NOUN
crl-25015	245	10	training	train	VERB
crl-25015	245	11	data	datum	NOUN
crl-25015	245	12	testing	testing	NOUN
crl-25015	245	13	data	datum	NOUN
crl-25015	245	14	tag	tag	NOUN
crl-25015	245	15	labels	label	NOUN
crl-25015	245	16	n	n	PRON
crl-25015	245	17	(	(	PUNCT
crl-25015	245	18	transcripts	transcript	NOUN
crl-25015	245	19	)	)	PUNCT
crl-25015	245	20	average	average	ADJ
crl-25015	245	21	accuracy	accuracy	NOUN
crl-25015	245	22	score	score	NOUN
crl-25015	245	23	n	n	CCONJ
crl-25015	245	24	(	(	PUNCT
crl-25015	245	25	transcripts	transcript	NOUN
crl-25015	245	26	)	)	PUNCT
crl-25015	245	27	average	average	ADJ
crl-25015	245	28	accuracy	accuracy	NOUN
crl-25015	245	29	score	score	NOUN
crl-25015	245	30	tagarticles	tagarticle	VERB
crl-25015	245	31	786	786	NUM
crl-25015	245	32	74.88	74.88	NUM
crl-25015	245	33	%	%	NOUN
crl-25015	245	34	141	141	NUM
crl-25015	245	35	69.21	69.21	NUM
crl-25015	245	36	%	%	NOUN
crl-25015	245	37	tagcurriculum	tagcurriculum	NOUN
crl-25015	245	38	7	7	NUM
crl-25015	245	39	74.53	74.53	NUM
crl-25015	245	40	%	%	NOUN
crl-25015	245	41	1	1	NUM
crl-25015	245	42	52.97	52.97	NUM
crl-25015	245	43	%	%	NOUN
crl-25015	245	44	tagevidencebased	tagevidencebase	VERB
crl-25015	245	45	20	20	NUM
crl-25015	245	46	77.62	77.62	NUM
crl-25015	245	47	%	%	NOUN
crl-25015	245	48	1	1	NUM
crl-25015	245	49	50.31	50.31	NUM
crl-25015	245	50	%	%	NOUN
crl-25015	245	51	taghours	taghour	VERB
crl-25015	245	52	253	253	NUM
crl-25015	245	53	83.55	83.55	NUM
crl-25015	245	54	%	%	NOUN
crl-25015	245	55	62	62	NUM
crl-25015	245	56	72.74	72.74	NUM
crl-25015	245	57	%	%	NOUN
crl-25015	245	58	tagjuvenile	tagjuvenile	NOUN
crl-25015	245	59	40	40	NUM
crl-25015	245	60	81.20	81.20	NUM
crl-25015	245	61	%	%	NOUN
crl-25015	245	62	10	10	NUM
crl-25015	245	63	84.10	84.10	NUM
crl-25015	245	64	%	%	NOUN
crl-25015	245	65	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	245	66	258	258	NUM
crl-25015	245	67	73.90	73.90	NUM
crl-25015	245	68	%	%	NOUN
crl-25015	245	69	78	78	NUM
crl-25015	245	70	69.26	69.26	NUM
crl-25015	245	71	%	%	NOUN
crl-25015	245	72	tagknownitembook	tagknownitembook	NOUN
crl-25015	245	73	312	312	NUM
crl-25015	245	74	76.96	76.96	NUM
crl-25015	245	75	%	%	NOUN
crl-25015	245	76	57	57	NUM
crl-25015	245	77	75.92	75.92	NUM
crl-25015	245	78	%	%	NOUN
crl-25015	245	79	taglibhale	taglibhale	NOUN
crl-25015	245	80	521	521	NUM
crl-25015	245	81	78.79	78.79	NUM
crl-25015	245	82	%	%	NOUN
crl-25015	245	83	109	109	NUM
crl-25015	245	84	75.68	75.68	NUM
crl-25015	245	85	%	%	NOUN
crl-25015	245	86	tagliblocation	tagliblocation	NOUN
crl-25015	245	87	323	323	NUM
crl-25015	245	88	84.93	84.93	NUM
crl-25015	245	89	%	%	NOUN
crl-25015	245	90	38	38	NUM
crl-25015	245	91	73.22	73.22	NUM
crl-25015	245	92	%	%	NOUN
crl-25015	245	93	taglibmathphys	taglibmathphy	VERB
crl-25015	245	94	6	6	NUM
crl-25015	245	95	76.38	76.38	NUM
crl-25015	245	96	%	%	NOUN
crl-25015	245	97	0	0	NUM
crl-25015	245	98	—	—	PUNCT
crl-25015	245	99	taglibstacks	taglibstack	VERB
crl-25015	245	100	50	50	NUM
crl-25015	245	101	79.94	79.94	NUM
crl-25015	245	102	%	%	NOUN
crl-25015	245	103	5	5	NUM
crl-25015	245	104	86.09	86.09	NUM
crl-25015	245	105	%	%	NOUN
crl-25015	245	106	taglibvetmed	taglibvetme	VERB
crl-25015	245	107	8	8	NUM
crl-25015	245	108	65.25	65.25	NUM
crl-25015	245	109	%	%	NOUN
crl-25015	245	110	2	2	NUM
crl-25015	245	111	84.92	84.92	NUM
crl-25015	245	112	%	%	NOUN
crl-25015	245	113	taglibweigel	taglibweigel	NOUN
crl-25015	245	114	15	15	NUM
crl-25015	245	115	76.33	76.33	NUM
crl-25015	245	116	%	%	NOUN
crl-25015	245	117	5	5	NUM
crl-25015	245	118	61.27	61.27	NUM
crl-25015	245	119	%	%	NOUN
crl-25015	245	120	tagprinting	tagprinte	VERB
crl-25015	245	121	119	119	NUM
crl-25015	245	122	82.38	82.38	NUM
crl-25015	245	123	%	%	NOUN
crl-25015	245	124	12	12	NUM
crl-25015	245	125	69.49	69.49	NUM
crl-25015	245	126	%	%	NOUN
crl-25015	245	127	tagquiet	tagquiet	NOUN
crl-25015	245	128	125	125	NUM
crl-25015	245	129	89.08	89.08	NUM
crl-25015	245	130	%	%	NOUN
crl-25015	245	131	15	15	NUM
crl-25015	245	132	68.56	68.56	NUM
crl-25015	245	133	%	%	NOUN
crl-25015	245	134	tagreference	tagreference	NOUN
crl-25015	245	135	381	381	NUM
crl-25015	245	136	74.92	74.92	NUM
crl-25015	245	137	%	%	NOUN
crl-25015	245	138	49	49	NUM
crl-25015	245	139	68.66	68.66	NUM
crl-25015	245	140	%	%	NOUN
crl-25015	245	141	tagscanner	tagscanner	NOUN
crl-25015	245	142	49	49	NUM
crl-25015	245	143	82.28	82.28	NUM
crl-25015	245	144	%	%	NOUN
crl-25015	245	145	8	8	NUM
crl-25015	245	146	77.59	77.59	NUM
crl-25015	245	147	%	%	NOUN
crl-25015	245	148	tagtextbooks	tagtextbook	NOUN
crl-25015	245	149	90	90	NUM
crl-25015	245	150	77.16	77.16	NUM
crl-25015	245	151	%	%	NOUN
crl-25015	245	152	19	19	NUM
crl-25015	245	153	83.93	83.93	NUM
crl-25015	245	154	%	%	NOUN
crl-25015	245	155	tagurl	tagurl	VERB
crl-25015	245	156	206	206	NUM
crl-25015	245	157	77.74	77.74	NUM
crl-25015	245	158	%	%	NOUN
crl-25015	245	159	52	52	NUM
crl-25015	245	160	72.83	72.83	NUM
crl-25015	245	161	%	%	NOUN
crl-25015	245	162	698	698	NUM
crl-25015	245	163	college	college	PROPN
crl-25015	245	164	&	&	CCONJ
crl-25015	245	165	research	research	PROPN
crl-25015	245	166	libraries	library	NOUN
crl-25015	245	167	july	july	PROPN
crl-25015	245	168	2021	2021	NUM
crl-25015	245	169	similar	similar	ADJ
crl-25015	245	170	to	to	ADP
crl-25015	245	171	the	the	DET
crl-25015	245	172	aforementioned	aforementioned	ADJ
crl-25015	245	173	results	result	NOUN
crl-25015	245	174	,	,	PUNCT
crl-25015	245	175	the	the	DET
crl-25015	245	176	predictive	predictive	ADJ
crl-25015	245	177	accuracy	accuracy	NOUN
crl-25015	245	178	of	of	ADP
crl-25015	245	179	the	the	DET
crl-25015	245	180	modeling	modeling	NOUN
crl-25015	245	181	processes	process	NOUN
crl-25015	245	182	was	be	AUX
crl-25015	245	183	greater	great	ADJ
crl-25015	245	184	for	for	ADP
crl-25015	245	185	the	the	DET
crl-25015	245	186	training	training	NOUN
crl-25015	245	187	data	datum	NOUN
crl-25015	245	188	than	than	ADP
crl-25015	245	189	for	for	ADP
crl-25015	245	190	the	the	DET
crl-25015	245	191	testing	testing	NOUN
crl-25015	245	192	data	datum	NOUN
crl-25015	245	193	.	.	PUNCT
crl-25015	246	1	however	however	ADV
crl-25015	246	2	,	,	PUNCT
crl-25015	246	3	even	even	ADV
crl-25015	246	4	when	when	SCONJ
crl-25015	246	5	predicting	predict	VERB
crl-25015	246	6	the	the	DET
crl-25015	246	7	relative	relative	ADJ
crl-25015	246	8	difficulty	difficulty	NOUN
crl-25015	246	9	of	of	ADP
crl-25015	246	10	the	the	DET
crl-25015	246	11	vrs	vrs	ADJ
crl-25015	246	12	transcripts	transcript	NOUN
crl-25015	246	13	in	in	ADP
crl-25015	246	14	the	the	DET
crl-25015	246	15	testing	testing	NOUN
crl-25015	246	16	data	datum	NOUN
crl-25015	246	17	,	,	PUNCT
crl-25015	246	18	the	the	DET
crl-25015	246	19	predictive	predictive	ADJ
crl-25015	246	20	accuracy	accuracy	NOUN
crl-25015	246	21	associated	associate	VERB
crl-25015	246	22	with	with	ADP
crl-25015	246	23	many	many	ADJ
crl-25015	246	24	of	of	ADP
crl-25015	246	25	the	the	DET
crl-25015	246	26	individual	individual	ADJ
crl-25015	246	27	tag	tag	NOUN
crl-25015	246	28	labels	label	NOUN
crl-25015	246	29	indicated	indicate	VERB
crl-25015	246	30	that	that	SCONJ
crl-25015	246	31	the	the	DET
crl-25015	246	32	modeling	modeling	NOUN
crl-25015	246	33	processes	process	NOUN
crl-25015	246	34	generated	generate	VERB
crl-25015	246	35	robust	robust	ADJ
crl-25015	246	36	predictions	prediction	NOUN
crl-25015	246	37	.	.	PUNCT
crl-25015	247	1	for	for	ADP
crl-25015	247	2	example	example	NOUN
crl-25015	247	3	,	,	PUNCT
crl-25015	247	4	for	for	ADP
crl-25015	247	5	the	the	DET
crl-25015	247	6	two	two	NUM
crl-25015	247	7	most	most	ADV
crl-25015	247	8	prevalent	prevalent	ADJ
crl-25015	247	9	tag	tag	NOUN
crl-25015	247	10	labels	label	NOUN
crl-25015	247	11	in	in	ADP
crl-25015	247	12	the	the	DET
crl-25015	247	13	testing	testing	NOUN
crl-25015	247	14	dataset	dataset	NOUN
crl-25015	247	15	,	,	PUNCT
crl-25015	247	16	“	"	PUNCT
crl-25015	247	17	tagarticles	tagarticle	NOUN
crl-25015	247	18	”	"	PUNCT
crl-25015	247	19	and	and	CCONJ
crl-25015	247	20	“	"	PUNCT
crl-25015	247	21	taglibhale	taglibhale	NOUN
crl-25015	247	22	,	,	PUNCT
crl-25015	247	23	”	"	PUNCT
crl-25015	247	24	the	the	DET
crl-25015	247	25	average	average	ADJ
crl-25015	247	26	classification	classification	NOUN
crl-25015	247	27	accuracy	accuracy	NOUN
crl-25015	247	28	score	score	NOUN
crl-25015	247	29	across	across	ADP
crl-25015	247	30	all	all	DET
crl-25015	247	31	modeling	modeling	NOUN
crl-25015	247	32	processes	process	NOUN
crl-25015	247	33	was	be	AUX
crl-25015	247	34	69.21	69.21	NUM
crl-25015	247	35	and	and	CCONJ
crl-25015	247	36	75.68	75.68	NUM
crl-25015	247	37	percent	percent	NOUN
crl-25015	247	38	,	,	PUNCT
crl-25015	247	39	respectively	respectively	ADV
crl-25015	247	40	.	.	PUNCT
crl-25015	248	1	further	far	ADV
crl-25015	248	2	,	,	PUNCT
crl-25015	248	3	it	it	PRON
crl-25015	248	4	is	be	AUX
crl-25015	248	5	worth	worth	ADJ
crl-25015	248	6	noting	note	VERB
crl-25015	248	7	that	that	SCONJ
crl-25015	248	8	the	the	DET
crl-25015	248	9	results	result	NOUN
crl-25015	248	10	also	also	ADV
crl-25015	248	11	demonstrated	demonstrate	VERB
crl-25015	248	12	that	that	SCONJ
crl-25015	248	13	the	the	DET
crl-25015	248	14	modeling	modeling	NOUN
crl-25015	248	15	processes	process	NOUN
crl-25015	248	16	were	be	AUX
crl-25015	248	17	able	able	ADJ
crl-25015	248	18	to	to	PART
crl-25015	248	19	,	,	PUNCT
crl-25015	248	20	on	on	ADP
crl-25015	248	21	average	average	ADJ
crl-25015	248	22	,	,	PUNCT
crl-25015	248	23	produce	produce	VERB
crl-25015	248	24	equally	equally	ADV
crl-25015	248	25	robust	robust	ADJ
crl-25015	248	26	predictions	prediction	NOUN
crl-25015	248	27	for	for	ADP
crl-25015	248	28	vrs	vrs	PROPN
crl-25015	248	29	inquiries	inquiry	NOUN
crl-25015	248	30	representing	represent	VERB
crl-25015	248	31	notably	notably	ADV
crl-25015	248	32	different	different	ADJ
crl-25015	248	33	types	type	NOUN
crl-25015	248	34	of	of	ADP
crl-25015	248	35	library	library	NOUN
crl-25015	248	36	patrons	patron	NOUN
crl-25015	248	37	’	'	PUNCT
crl-25015	248	38	inquiries	inquiry	NOUN
crl-25015	248	39	.	.	PUNCT
crl-25015	249	1	comparisons	comparison	NOUN
crl-25015	249	2	between	between	ADP
crl-25015	249	3	the	the	DET
crl-25015	249	4	definition	definition	NOUN
crl-25015	249	5	and	and	CCONJ
crl-25015	249	6	scope	scope	NOUN
crl-25015	249	7	of	of	ADP
crl-25015	249	8	any	any	DET
crl-25015	249	9	two	two	NUM
crl-25015	249	10	tag	tag	NOUN
crl-25015	249	11	labels	label	NOUN
crl-25015	249	12	reveals	reveal	VERB
crl-25015	249	13	distinctions	distinction	NOUN
crl-25015	249	14	in	in	ADP
crl-25015	249	15	types	type	NOUN
crl-25015	249	16	of	of	ADP
crl-25015	249	17	patron	patron	NOUN
crl-25015	249	18	inquiries	inquiry	NOUN
crl-25015	249	19	characterized	characterize	VERB
crl-25015	249	20	and	and	CCONJ
crl-25015	249	21	detected	detect	VERB
crl-25015	249	22	in	in	ADP
crl-25015	249	23	individual	individual	ADJ
crl-25015	249	24	vrs	vrs	PROPN
crl-25015	249	25	transcripts	transcript	NOUN
crl-25015	249	26	.	.	PUNCT
crl-25015	250	1	despite	despite	SCONJ
crl-25015	250	2	these	these	DET
crl-25015	250	3	distinctions	distinction	NOUN
crl-25015	250	4	,	,	PUNCT
crl-25015	250	5	the	the	DET
crl-25015	250	6	average	average	ADJ
crl-25015	250	7	classification	classification	NOUN
crl-25015	250	8	accuracy	accuracy	NOUN
crl-25015	250	9	across	across	ADP
crl-25015	250	10	many	many	ADJ
crl-25015	250	11	of	of	ADP
crl-25015	250	12	the	the	DET
crl-25015	250	13	tag	tag	NOUN
crl-25015	250	14	subsets	subset	NOUN
crl-25015	250	15	are	be	AUX
crl-25015	250	16	comparable	comparable	ADJ
crl-25015	250	17	.	.	PUNCT
crl-25015	251	1	in	in	ADP
crl-25015	251	2	just	just	ADV
crl-25015	251	3	one	one	NUM
crl-25015	251	4	example	example	NOUN
crl-25015	251	5	drawn	draw	VERB
crl-25015	251	6	from	from	ADP
crl-25015	251	7	the	the	DET
crl-25015	251	8	testing	testing	NOUN
crl-25015	251	9	results	result	NOUN
crl-25015	251	10	,	,	PUNCT
crl-25015	251	11	the	the	DET
crl-25015	251	12	average	average	ADJ
crl-25015	251	13	accuracy	accuracy	NOUN
crl-25015	251	14	score	score	NOUN
crl-25015	251	15	associated	associate	VERB
crl-25015	251	16	with	with	ADP
crl-25015	251	17	“	"	PUNCT
crl-25015	251	18	tagarticles	tagarticle	NOUN
crl-25015	251	19	”	"	PUNCT
crl-25015	251	20	and	and	CCONJ
crl-25015	251	21	“	"	PUNCT
crl-25015	251	22	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	251	23	”	"	PUNCT
crl-25015	251	24	subsets	subset	NOUN
crl-25015	251	25	of	of	ADP
crl-25015	251	26	the	the	DET
crl-25015	251	27	data	datum	NOUN
crl-25015	251	28	were	be	AUX
crl-25015	251	29	nearly	nearly	ADV
crl-25015	251	30	the	the	DET
crl-25015	251	31	same	same	ADJ
crl-25015	251	32	(	(	PUNCT
crl-25015	251	33	accuracy	accuracy	NOUN
crl-25015	251	34	~69	~69	NOUN
crl-25015	251	35	%	%	NOUN
crl-25015	251	36	)	)	PUNCT
crl-25015	251	37	.	.	PUNCT
crl-25015	252	1	the	the	DET
crl-25015	252	2	tag	tag	NOUN
crl-25015	252	3	label	label	NOUN
crl-25015	252	4	for	for	ADP
crl-25015	252	5	the	the	DET
crl-25015	252	6	former	former	ADJ
crl-25015	252	7	was	be	AUX
crl-25015	252	8	intended	intend	VERB
crl-25015	252	9	to	to	PART
crl-25015	252	10	identify	identify	VERB
crl-25015	252	11	vrs	vrs	ADJ
crl-25015	252	12	transcripts	transcript	NOUN
crl-25015	252	13	in	in	ADP
crl-25015	252	14	which	which	PRON
crl-25015	252	15	the	the	DET
crl-25015	252	16	patron	patron	NOUN
crl-25015	252	17	was	be	AUX
crl-25015	252	18	expressing	express	VERB
crl-25015	252	19	an	an	DET
crl-25015	252	20	open	open	ADV
crl-25015	252	21	-	-	PUNCT
crl-25015	252	22	ended	end	VERB
crl-25015	252	23	inquiry	inquiry	NOUN
crl-25015	252	24	regarding	regard	VERB
crl-25015	252	25	how	how	SCONJ
crl-25015	252	26	to	to	PART
crl-25015	252	27	find	find	VERB
crl-25015	252	28	and	and	CCONJ
crl-25015	252	29	access	access	NOUN
crl-25015	252	30	journal	journal	PROPN
crl-25015	252	31	articles	article	NOUN
crl-25015	252	32	,	,	PUNCT
crl-25015	252	33	while	while	SCONJ
crl-25015	252	34	the	the	DET
crl-25015	252	35	latter	latter	ADJ
crl-25015	252	36	represented	represent	VERB
crl-25015	252	37	transcripts	transcript	NOUN
crl-25015	252	38	in	in	ADP
crl-25015	252	39	which	which	PRON
crl-25015	252	40	the	the	DET
crl-25015	252	41	patron	patron	NOUN
crl-25015	252	42	expressed	express	VERB
crl-25015	252	43	the	the	DET
crl-25015	252	44	need	need	NOUN
crl-25015	252	45	for	for	ADP
crl-25015	252	46	support	support	NOUN
crl-25015	252	47	in	in	ADP
crl-25015	252	48	accessing	access	VERB
crl-25015	252	49	a	a	DET
crl-25015	252	50	specific	specific	ADJ
crl-25015	252	51	article	article	NOUN
crl-25015	252	52	that	that	PRON
crl-25015	252	53	was	be	AUX
crl-25015	252	54	already	already	ADV
crl-25015	252	55	known	know	VERB
crl-25015	252	56	to	to	ADP
crl-25015	252	57	them	they	PRON
crl-25015	252	58	.	.	PUNCT
crl-25015	253	1	limitations	limitation	NOUN
crl-25015	253	2	and	and	CCONJ
crl-25015	253	3	future	future	ADJ
crl-25015	253	4	directions	direction	NOUN
crl-25015	253	5	the	the	DET
crl-25015	253	6	scope	scope	NOUN
crl-25015	253	7	of	of	ADP
crl-25015	253	8	this	this	DET
crl-25015	253	9	research	research	NOUN
crl-25015	253	10	was	be	AUX
crl-25015	253	11	limited	limit	VERB
crl-25015	253	12	to	to	ADP
crl-25015	253	13	the	the	DET
crl-25015	253	14	exploration	exploration	NOUN
crl-25015	253	15	and	and	CCONJ
crl-25015	253	16	evaluation	evaluation	NOUN
crl-25015	253	17	of	of	ADP
crl-25015	253	18	predictive	predictive	ADJ
crl-25015	253	19	modeling	modeling	NOUN
crl-25015	253	20	processes	process	NOUN
crl-25015	253	21	.	.	PUNCT
crl-25015	254	1	this	this	DET
crl-25015	254	2	research	research	NOUN
crl-25015	254	3	was	be	AUX
crl-25015	254	4	predicated	predicate	VERB
crl-25015	254	5	on	on	ADP
crl-25015	254	6	the	the	DET
crl-25015	254	7	assumption	assumption	NOUN
crl-25015	254	8	that	that	SCONJ
crl-25015	254	9	this	this	DET
crl-25015	254	10	modeling	modeling	NOUN
crl-25015	254	11	approach	approach	NOUN
crl-25015	254	12	could	could	AUX
crl-25015	254	13	,	,	PUNCT
crl-25015	254	14	hypothetically	hypothetically	ADV
crl-25015	254	15	,	,	PUNCT
crl-25015	254	16	be	be	AUX
crl-25015	254	17	deployed	deploy	VERB
crl-25015	254	18	by	by	ADP
crl-25015	254	19	individual	individual	ADJ
crl-25015	254	20	libraries	library	NOUN
crl-25015	254	21	seeking	seek	VERB
crl-25015	254	22	to	to	PART
crl-25015	254	23	systematically	systematically	ADV
crl-25015	254	24	triage	triage	VERB
crl-25015	254	25	incoming	incoming	ADJ
crl-25015	254	26	vrs	vrs	ADJ
crl-25015	254	27	inquiries	inquiry	NOUN
crl-25015	254	28	to	to	PART
crl-25015	254	29	appropriate	appropriate	VERB
crl-25015	254	30	library	library	NOUN
crl-25015	254	31	staff	staff	NOUN
crl-25015	254	32	operators	operator	NOUN
crl-25015	254	33	.	.	PUNCT
crl-25015	255	1	since	since	SCONJ
crl-25015	255	2	this	this	DET
crl-25015	255	3	modeling	modeling	NOUN
crl-25015	255	4	approach	approach	NOUN
crl-25015	255	5	has	have	AUX
crl-25015	255	6	been	be	AUX
crl-25015	255	7	shown	show	VERB
crl-25015	255	8	to	to	PART
crl-25015	255	9	be	be	AUX
crl-25015	255	10	distinctly	distinctly	ADV
crl-25015	255	11	better	well	ADJ
crl-25015	255	12	than	than	ADP
crl-25015	255	13	random	random	ADJ
crl-25015	255	14	guessing	guessing	NOUN
crl-25015	255	15	,	,	PUNCT
crl-25015	255	16	it	it	PRON
crl-25015	255	17	is	be	AUX
crl-25015	255	18	clear	clear	ADJ
crl-25015	255	19	that	that	SCONJ
crl-25015	255	20	the	the	DET
crl-25015	255	21	approach	approach	NOUN
crl-25015	255	22	outlined	outline	VERB
crl-25015	255	23	here	here	ADV
crl-25015	255	24	can	can	AUX
crl-25015	255	25	provide	provide	VERB
crl-25015	255	26	developers	developer	NOUN
crl-25015	255	27	and	and	CCONJ
crl-25015	255	28	librarians	librarian	NOUN
crl-25015	255	29	with	with	ADP
crl-25015	255	30	a	a	DET
crl-25015	255	31	useful	useful	ADJ
crl-25015	255	32	roadmap	roadmap	NOUN
crl-25015	255	33	for	for	ADP
crl-25015	255	34	implementing	implement	VERB
crl-25015	255	35	and	and	CCONJ
crl-25015	255	36	evaluating	evaluate	VERB
crl-25015	255	37	their	their	PRON
crl-25015	255	38	own	own	ADJ
crl-25015	255	39	models	model	NOUN
crl-25015	255	40	.	.	PUNCT
crl-25015	256	1	however	however	ADV
crl-25015	256	2	,	,	PUNCT
crl-25015	256	3	it	it	PRON
crl-25015	256	4	may	may	AUX
crl-25015	256	5	be	be	AUX
crl-25015	256	6	worth	worth	ADJ
crl-25015	256	7	noting	note	VERB
crl-25015	256	8	that	that	SCONJ
crl-25015	256	9	the	the	DET
crl-25015	256	10	implementation	implementation	NOUN
crl-25015	256	11	of	of	ADP
crl-25015	256	12	these	these	DET
crl-25015	256	13	models	model	NOUN
crl-25015	256	14	may	may	AUX
crl-25015	256	15	be	be	AUX
crl-25015	256	16	extremely	extremely	ADV
crl-25015	256	17	challenging	challenging	ADJ
crl-25015	256	18	.	.	PUNCT
crl-25015	257	1	from	from	ADP
crl-25015	257	2	a	a	DET
crl-25015	257	3	technical	technical	ADJ
crl-25015	257	4	standpoint	standpoint	NOUN
crl-25015	257	5	,	,	PUNCT
crl-25015	257	6	at	at	ADP
crl-25015	257	7	the	the	DET
crl-25015	257	8	time	time	NOUN
crl-25015	257	9	of	of	ADP
crl-25015	257	10	writing	writing	NOUN
crl-25015	257	11	,	,	PUNCT
crl-25015	257	12	none	none	NOUN
crl-25015	257	13	of	of	ADP
crl-25015	257	14	the	the	DET
crl-25015	257	15	prominent	prominent	ADJ
crl-25015	257	16	vrs	vrs	PROPN
crl-25015	257	17	chat	chat	NOUN
crl-25015	257	18	services	service	NOUN
crl-25015	257	19	offered	offer	VERB
crl-25015	257	20	by	by	ADP
crl-25015	257	21	third	third	ADJ
crl-25015	257	22	-	-	PUNCT
crl-25015	257	23	party	party	NOUN
crl-25015	257	24	software	software	NOUN
crl-25015	257	25	developers	developer	NOUN
crl-25015	257	26	allow	allow	VERB
crl-25015	257	27	librarians	librarian	NOUN
crl-25015	257	28	to	to	PART
crl-25015	257	29	directly	directly	ADV
crl-25015	257	30	integrate	integrate	VERB
crl-25015	257	31	decision	decision	NOUN
crl-25015	257	32	or	or	CCONJ
crl-25015	257	33	triage	triage	NOUN
crl-25015	257	34	models	model	NOUN
crl-25015	257	35	into	into	ADP
crl-25015	257	36	the	the	DET
crl-25015	257	37	functional	functional	ADJ
crl-25015	257	38	aspects	aspect	NOUN
crl-25015	257	39	of	of	ADP
crl-25015	257	40	their	their	PRON
crl-25015	257	41	platforms	platform	NOUN
crl-25015	257	42	.	.	PUNCT
crl-25015	258	1	consequently	consequently	ADV
crl-25015	258	2	,	,	PUNCT
crl-25015	258	3	to	to	PART
crl-25015	258	4	test	test	VERB
crl-25015	258	5	any	any	PRON
crl-25015	258	6	of	of	ADP
crl-25015	258	7	the	the	DET
crl-25015	258	8	proposed	propose	VERB
crl-25015	258	9	modeling	modeling	NOUN
crl-25015	258	10	processes	process	NOUN
crl-25015	258	11	,	,	PUNCT
crl-25015	258	12	librarians	librarian	NOUN
crl-25015	258	13	and	and	CCONJ
crl-25015	258	14	developers	developer	NOUN
crl-25015	258	15	will	will	AUX
crl-25015	258	16	face	face	VERB
crl-25015	258	17	either	either	CCONJ
crl-25015	258	18	distinct	distinct	ADJ
crl-25015	258	19	engineering	engineering	NOUN
crl-25015	258	20	or	or	CCONJ
crl-25015	258	21	business	business	NOUN
crl-25015	258	22	challenges	challenge	NOUN
crl-25015	258	23	—	—	PUNCT
crl-25015	258	24	or	or	CCONJ
crl-25015	258	25	both	both	PRON
crl-25015	258	26	—	—	PUNCT
crl-25015	258	27	just	just	ADV
crl-25015	258	28	to	to	PART
crl-25015	258	29	implement	implement	VERB
crl-25015	258	30	a	a	DET
crl-25015	258	31	model	model	NOUN
crl-25015	258	32	in	in	ADP
crl-25015	258	33	a	a	DET
crl-25015	258	34	live	live	ADJ
crl-25015	258	35	situation	situation	NOUN
crl-25015	258	36	.	.	PUNCT
crl-25015	259	1	for	for	ADP
crl-25015	259	2	most	most	ADJ
crl-25015	259	3	libraries	library	NOUN
crl-25015	259	4	,	,	PUNCT
crl-25015	259	5	this	this	PRON
crl-25015	259	6	will	will	AUX
crl-25015	259	7	likely	likely	ADV
crl-25015	259	8	represent	represent	VERB
crl-25015	259	9	a	a	DET
crl-25015	259	10	prohibitive	prohibitive	ADJ
crl-25015	259	11	barrier	barrier	NOUN
crl-25015	259	12	to	to	ADP
crl-25015	259	13	further	further	ADJ
crl-25015	259	14	testing	testing	NOUN
crl-25015	259	15	,	,	PUNCT
crl-25015	259	16	experimentation	experimentation	NOUN
crl-25015	259	17	,	,	PUNCT
crl-25015	259	18	and	and	CCONJ
crl-25015	259	19	,	,	PUNCT
crl-25015	259	20	ultimately	ultimately	ADV
crl-25015	259	21	,	,	PUNCT
crl-25015	259	22	improvements	improvement	NOUN
crl-25015	259	23	to	to	ADP
crl-25015	259	24	library	library	NOUN
crl-25015	259	25	services	service	NOUN
crl-25015	259	26	.	.	PUNCT
crl-25015	260	1	independent	independent	ADJ
crl-25015	260	2	of	of	ADP
crl-25015	260	3	the	the	DET
crl-25015	260	4	technical	technical	ADJ
crl-25015	260	5	challenges	challenge	NOUN
crl-25015	260	6	associated	associate	VERB
crl-25015	260	7	with	with	ADP
crl-25015	260	8	implementing	implement	VERB
crl-25015	260	9	a	a	DET
crl-25015	260	10	predictive	predictive	ADJ
crl-25015	260	11	model	model	NOUN
crl-25015	260	12	in	in	ADP
crl-25015	260	13	the	the	DET
crl-25015	260	14	context	context	NOUN
crl-25015	260	15	of	of	ADP
crl-25015	260	16	vrs	vrs	PROPN
crl-25015	260	17	services	service	NOUN
crl-25015	260	18	,	,	PUNCT
crl-25015	260	19	many	many	ADJ
crl-25015	260	20	aspects	aspect	NOUN
crl-25015	260	21	of	of	ADP
crl-25015	260	22	this	this	DET
crl-25015	260	23	research	research	NOUN
crl-25015	260	24	need	need	VERB
crl-25015	260	25	to	to	PART
crl-25015	260	26	be	be	AUX
crl-25015	260	27	investigated	investigate	VERB
crl-25015	260	28	and	and	CCONJ
crl-25015	260	29	modified	modify	VERB
crl-25015	260	30	locally	locally	ADV
crl-25015	260	31	if	if	SCONJ
crl-25015	260	32	other	other	ADJ
crl-25015	260	33	libraries	library	NOUN
crl-25015	260	34	intend	intend	VERB
crl-25015	260	35	to	to	PART
crl-25015	260	36	develop	develop	VERB
crl-25015	260	37	,	,	PUNCT
crl-25015	260	38	test	test	NOUN
crl-25015	260	39	,	,	PUNCT
crl-25015	260	40	and	and	CCONJ
crl-25015	260	41	deploy	deploy	VERB
crl-25015	260	42	their	their	PRON
crl-25015	260	43	own	own	ADJ
crl-25015	260	44	models	model	NOUN
crl-25015	260	45	.	.	PUNCT
crl-25015	261	1	in	in	ADP
crl-25015	261	2	this	this	DET
crl-25015	261	3	research	research	NOUN
crl-25015	261	4	,	,	PUNCT
crl-25015	261	5	the	the	DET
crl-25015	261	6	authors	author	NOUN
crl-25015	261	7	experimented	experiment	VERB
crl-25015	261	8	with	with	ADP
crl-25015	261	9	a	a	DET
crl-25015	261	10	wide	wide	ADJ
crl-25015	261	11	variety	variety	NOUN
crl-25015	261	12	of	of	ADP
crl-25015	261	13	modeling	model	VERB
crl-25015	261	14	parameters	parameter	NOUN
crl-25015	261	15	,	,	PUNCT
crl-25015	261	16	but	but	CCONJ
crl-25015	261	17	libraries	library	NOUN
crl-25015	261	18	wishing	wish	VERB
crl-25015	261	19	to	to	PART
crl-25015	261	20	use	use	VERB
crl-25015	261	21	this	this	DET
crl-25015	261	22	technology	technology	NOUN
crl-25015	261	23	will	will	AUX
crl-25015	261	24	need	need	VERB
crl-25015	261	25	to	to	PART
crl-25015	261	26	seriously	seriously	ADV
crl-25015	261	27	consider	consider	VERB
crl-25015	261	28	how	how	SCONJ
crl-25015	261	29	to	to	PART
crl-25015	261	30	select	select	VERB
crl-25015	261	31	and	and	CCONJ
crl-25015	261	32	implement	implement	VERB
crl-25015	261	33	particular	particular	ADJ
crl-25015	261	34	modeling	modeling	NOUN
crl-25015	261	35	parameters	parameter	NOUN
crl-25015	261	36	.	.	PUNCT
crl-25015	262	1	for	for	ADP
crl-25015	262	2	example	example	NOUN
crl-25015	262	3	,	,	PUNCT
crl-25015	262	4	the	the	DET
crl-25015	262	5	tag	tag	NOUN
crl-25015	262	6	parameter	parameter	NOUN
crl-25015	262	7	in	in	ADP
crl-25015	262	8	these	these	DET
crl-25015	262	9	modeling	modeling	NOUN
crl-25015	262	10	processes	process	NOUN
crl-25015	262	11	was	be	AUX
crl-25015	262	12	characterized	characterize	VERB
crl-25015	262	13	by	by	ADP
crl-25015	262	14	idiosyncratic	idiosyncratic	ADJ
crl-25015	262	15	and	and	CCONJ
crl-25015	262	16	subjective	subjective	ADJ
crl-25015	262	17	labels	label	NOUN
crl-25015	262	18	that	that	PRON
crl-25015	262	19	are	be	AUX
crl-25015	262	20	largely	largely	ADV
crl-25015	262	21	only	only	ADV
crl-25015	262	22	relevant	relevant	ADJ
crl-25015	262	23	to	to	ADP
crl-25015	262	24	the	the	DET
crl-25015	262	25	characteristics	characteristic	NOUN
crl-25015	262	26	of	of	ADP
crl-25015	262	27	vrs	vrs	PROPN
crl-25015	262	28	transcripts	transcript	NOUN
crl-25015	262	29	at	at	ADP
crl-25015	262	30	ksul	ksul	NOUN
crl-25015	262	31	.	.	PUNCT
crl-25015	263	1	further	far	ADV
crl-25015	263	2	,	,	PUNCT
crl-25015	263	3	selecting	select	VERB
crl-25015	263	4	appropriate	appropriate	ADJ
crl-25015	263	5	trunc	trunc	NOUN
crl-25015	263	6	,	,	PUNCT
crl-25015	263	7	dict	dict	NOUN
crl-25015	263	8	,	,	PUNCT
crl-25015	263	9	d2v	d2v	NOUN
crl-25015	263	10	,	,	PUNCT
crl-25015	263	11	and	and	CCONJ
crl-25015	263	12	read	read	VERB
crl-25015	263	13	modeling	modeling	NOUN
crl-25015	263	14	using	use	VERB
crl-25015	263	15	machine	machine	NOUN
crl-25015	263	16	learning	learn	VERB
crl-25015	263	17	to	to	PART
crl-25015	263	18	predict	predict	VERB
crl-25015	263	19	chat	chat	NOUN
crl-25015	263	20	difficulty	difficulty	NOUN
crl-25015	263	21	699	699	NUM
crl-25015	263	22	parameters	parameter	NOUN
crl-25015	263	23	is	be	AUX
crl-25015	263	24	highly	highly	ADV
crl-25015	263	25	contingent	contingent	ADJ
crl-25015	263	26	upon	upon	SCONJ
crl-25015	263	27	the	the	DET
crl-25015	263	28	characteristics	characteristic	NOUN
crl-25015	263	29	of	of	ADP
crl-25015	263	30	local	local	ADJ
crl-25015	263	31	data	datum	NOUN
crl-25015	263	32	and	and	CCONJ
crl-25015	263	33	library	library	NOUN
crl-25015	263	34	managers	manager	NOUN
crl-25015	263	35	’	’	PART
crl-25015	263	36	service	service	NOUN
crl-25015	263	37	objectives	objective	NOUN
crl-25015	263	38	.	.	PUNCT
crl-25015	264	1	for	for	ADP
crl-25015	264	2	many	many	ADJ
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	,	,	PUNCT
crl-25015	264	7	there	there	PRON
crl-25015	264	8	are	be	VERB
crl-25015	264	9	no	no	DET
crl-25015	264	10	generalizable	generalizable	ADJ
crl-25015	264	11	“	"	PUNCT
crl-25015	264	12	right	right	ADJ
crl-25015	264	13	”	"	PUNCT
crl-25015	264	14	or	or	CCONJ
crl-25015	264	15	“	"	PUNCT
crl-25015	264	16	wrong	wrong	ADJ
crl-25015	264	17	”	"	PUNCT
crl-25015	264	18	answers	answer	NOUN
crl-25015	264	19	,	,	PUNCT
crl-25015	264	20	just	just	ADV
crl-25015	264	21	modeling	model	VERB
crl-25015	264	22	decisions	decision	NOUN
crl-25015	264	23	that	that	PRON
crl-25015	264	24	reflect	reflect	VERB
crl-25015	264	25	the	the	DET
crl-25015	264	26	local	local	ADJ
crl-25015	264	27	needs	need	NOUN
crl-25015	264	28	of	of	ADP
crl-25015	264	29	individual	individual	ADJ
crl-25015	264	30	libraries	library	NOUN
crl-25015	264	31	.	.	PUNCT
crl-25015	265	1	making	make	VERB
crl-25015	265	2	these	these	DET
crl-25015	265	3	decisions	decision	NOUN
crl-25015	265	4	may	may	AUX
crl-25015	265	5	present	present	VERB
crl-25015	265	6	some	some	DET
crl-25015	265	7	librarians	librarian	NOUN
crl-25015	265	8	with	with	ADP
crl-25015	265	9	a	a	DET
crl-25015	265	10	steep	steep	ADJ
crl-25015	265	11	burden	burden	NOUN
crl-25015	265	12	with	with	ADP
crl-25015	265	13	respect	respect	NOUN
crl-25015	265	14	to	to	ADP
crl-25015	265	15	the	the	DET
crl-25015	265	16	combination	combination	NOUN
crl-25015	265	17	of	of	ADP
crl-25015	265	18	technical	technical	ADJ
crl-25015	265	19	,	,	PUNCT
crl-25015	265	20	analytic	analytic	ADJ
crl-25015	265	21	,	,	PUNCT
crl-25015	265	22	and	and	CCONJ
crl-25015	265	23	strategic	strategic	ADJ
crl-25015	265	24	planning	planning	NOUN
crl-25015	265	25	skills	skill	NOUN
crl-25015	265	26	necessary	necessary	ADJ
crl-25015	265	27	to	to	PART
crl-25015	265	28	evaluate	evaluate	VERB
crl-25015	265	29	modeling	modeling	NOUN
crl-25015	265	30	parameters	parameter	NOUN
crl-25015	265	31	and	and	CCONJ
crl-25015	265	32	performance	performance	NOUN
crl-25015	265	33	.	.	PUNCT
crl-25015	266	1	this	this	DET
crl-25015	266	2	research	research	NOUN
crl-25015	266	3	design	design	NOUN
crl-25015	266	4	centered	center	VERB
crl-25015	266	5	around	around	ADP
crl-25015	266	6	testing	test	VERB
crl-25015	266	7	a	a	DET
crl-25015	266	8	myriad	myriad	NOUN
crl-25015	266	9	of	of	ADP
crl-25015	266	10	models	model	NOUN
crl-25015	266	11	using	use	VERB
crl-25015	266	12	many	many	ADJ
crl-25015	266	13	combinations	combination	NOUN
crl-25015	266	14	of	of	ADP
crl-25015	266	15	modeling	model	VERB
crl-25015	266	16	parameters	parameter	NOUN
crl-25015	266	17	.	.	PUNCT
crl-25015	267	1	consequently	consequently	ADV
crl-25015	267	2	,	,	PUNCT
crl-25015	267	3	to	to	PART
crl-25015	267	4	run	run	VERB
crl-25015	267	5	the	the	DET
crl-25015	267	6	analyses	analysis	NOUN
crl-25015	267	7	in	in	ADP
crl-25015	267	8	a	a	DET
crl-25015	267	9	reasonable	reasonable	ADJ
crl-25015	267	10	period	period	NOUN
crl-25015	267	11	of	of	ADP
crl-25015	267	12	time	time	NOUN
crl-25015	267	13	,	,	PUNCT
crl-25015	267	14	a	a	DET
crl-25015	267	15	variety	variety	NOUN
crl-25015	267	16	of	of	ADP
crl-25015	267	17	decisions	decision	NOUN
crl-25015	267	18	were	be	AUX
crl-25015	267	19	consciously	consciously	ADV
crl-25015	267	20	made	make	VERB
crl-25015	267	21	that	that	PRON
crl-25015	267	22	resulted	result	VERB
crl-25015	267	23	in	in	ADP
crl-25015	267	24	faster	fast	ADJ
crl-25015	267	25	processing	processing	NOUN
crl-25015	267	26	,	,	PUNCT
crl-25015	267	27	fitting	fitting	ADJ
crl-25015	267	28	,	,	PUNCT
crl-25015	267	29	and	and	CCONJ
crl-25015	267	30	evaluation	evaluation	NOUN
crl-25015	267	31	of	of	ADP
crl-25015	267	32	models	model	NOUN
crl-25015	267	33	at	at	ADP
crl-25015	267	34	the	the	DET
crl-25015	267	35	expense	expense	NOUN
crl-25015	267	36	of	of	ADP
crl-25015	267	37	the	the	DET
crl-25015	267	38	overall	overall	ADJ
crl-25015	267	39	predictive	predictive	ADJ
crl-25015	267	40	power	power	NOUN
crl-25015	267	41	of	of	ADP
crl-25015	267	42	each	each	DET
crl-25015	267	43	modeling	modeling	NOUN
crl-25015	267	44	process	process	NOUN
crl-25015	267	45	.	.	PUNCT
crl-25015	268	1	the	the	DET
crl-25015	268	2	options	option	NOUN
crl-25015	268	3	associated	associate	VERB
crl-25015	268	4	with	with	ADP
crl-25015	268	5	nearly	nearly	ADV
crl-25015	268	6	every	every	PRON
crl-25015	268	7	step	step	NOUN
crl-25015	268	8	of	of	ADP
crl-25015	268	9	the	the	DET
crl-25015	268	10	modeling	modeling	NOUN
crl-25015	268	11	process	process	NOUN
crl-25015	268	12	were	be	AUX
crl-25015	268	13	,	,	PUNCT
crl-25015	268	14	in	in	ADP
crl-25015	268	15	effect	effect	NOUN
crl-25015	268	16	,	,	PUNCT
crl-25015	268	17	arbitrarily	arbitrarily	ADV
crl-25015	268	18	chosen	choose	VERB
crl-25015	268	19	.	.	PUNCT
crl-25015	269	1	this	this	PRON
crl-25015	269	2	provided	provide	VERB
crl-25015	269	3	useful	useful	ADJ
crl-25015	269	4	experimental	experimental	ADJ
crl-25015	269	5	information	information	NOUN
crl-25015	269	6	and	and	CCONJ
crl-25015	269	7	comparisons	comparison	NOUN
crl-25015	269	8	,	,	PUNCT
crl-25015	269	9	but	but	CCONJ
crl-25015	269	10	not	not	PART
crl-25015	269	11	necessarily	necessarily	ADV
crl-25015	269	12	the	the	DET
crl-25015	269	13	best	good	ADJ
crl-25015	269	14	possible	possible	ADJ
crl-25015	269	15	individual	individual	ADJ
crl-25015	269	16	model	model	NOUN
crl-25015	269	17	.	.	PUNCT
crl-25015	270	1	additionally	additionally	ADV
crl-25015	270	2	,	,	PUNCT
crl-25015	270	3	when	when	SCONJ
crl-25015	270	4	training	train	VERB
crl-25015	270	5	the	the	DET
crl-25015	270	6	documentembedding	documentembedding	NOUN
crl-25015	270	7	model	model	NOUN
crl-25015	270	8	within	within	ADP
crl-25015	270	9	the	the	DET
crl-25015	270	10	overall	overall	ADJ
crl-25015	270	11	modeling	modeling	NOUN
crl-25015	270	12	process	process	NOUN
crl-25015	270	13	(	(	PUNCT
crl-25015	270	14	d2v	d2v	PROPN
crl-25015	270	15	)	)	PUNCT
crl-25015	270	16	,	,	PUNCT
crl-25015	270	17	the	the	DET
crl-25015	270	18	fitting	fitting	ADJ
crl-25015	270	19	-	-	PUNCT
crl-25015	270	20	step	step	NOUN
crl-25015	270	21	was	be	AUX
crl-25015	270	22	limited	limit	VERB
crl-25015	270	23	to	to	ADP
crl-25015	270	24	100	100	NUM
crl-25015	270	25	iterations	iteration	NOUN
crl-25015	270	26	.	.	PUNCT
crl-25015	271	1	the	the	DET
crl-25015	271	2	same	same	ADJ
crl-25015	271	3	limit	limit	NOUN
crl-25015	271	4	was	be	AUX
crl-25015	271	5	also	also	ADV
crl-25015	271	6	imposed	impose	VERB
crl-25015	271	7	on	on	ADP
crl-25015	271	8	the	the	DET
crl-25015	271	9	number	number	NOUN
crl-25015	271	10	of	of	ADP
crl-25015	271	11	training	training	NOUN
crl-25015	271	12	iterations	iteration	NOUN
crl-25015	271	13	for	for	ADP
crl-25015	271	14	the	the	DET
crl-25015	271	15	neural	neural	ADJ
crl-25015	271	16	network	network	NOUN
crl-25015	271	17	classifier	classifier	NOUN
crl-25015	271	18	at	at	ADP
crl-25015	271	19	the	the	DET
crl-25015	271	20	final	final	ADJ
crl-25015	271	21	stage	stage	NOUN
crl-25015	271	22	of	of	ADP
crl-25015	271	23	the	the	DET
crl-25015	271	24	modeling	modeling	NOUN
crl-25015	271	25	process	process	NOUN
crl-25015	271	26	.	.	PUNCT
crl-25015	272	1	the	the	DET
crl-25015	272	2	consequences	consequence	NOUN
crl-25015	272	3	of	of	ADP
crl-25015	272	4	these	these	DET
crl-25015	272	5	decisions	decision	NOUN
crl-25015	272	6	resulted	result	VERB
crl-25015	272	7	in	in	ADP
crl-25015	272	8	the	the	DET
crl-25015	272	9	slowest	slow	ADJ
crl-25015	272	10	model	model	NOUN
crl-25015	272	11	processing	processing	NOUN
crl-25015	272	12	time	time	NOUN
crl-25015	272	13	for	for	ADP
crl-25015	272	14	any	any	DET
crl-25015	272	15	individual	individual	ADJ
crl-25015	272	16	model	model	NOUN
crl-25015	272	17	being	be	AUX
crl-25015	272	18	approximately	approximately	ADV
crl-25015	272	19	130	130	NUM
crl-25015	272	20	seconds	second	NOUN
crl-25015	272	21	.	.	PUNCT
crl-25015	273	1	further	far	ADV
crl-25015	273	2	,	,	PUNCT
crl-25015	273	3	the	the	DET
crl-25015	273	4	maximum	maximum	ADJ
crl-25015	273	5	auc	auc	NOUN
crl-25015	273	6	scores	score	NOUN
crl-25015	273	7	across	across	ADP
crl-25015	273	8	all	all	DET
crl-25015	273	9	models	model	NOUN
crl-25015	273	10	with	with	ADP
crl-25015	273	11	respect	respect	NOUN
crl-25015	273	12	to	to	ADP
crl-25015	273	13	the	the	DET
crl-25015	273	14	training	training	NOUN
crl-25015	273	15	and	and	CCONJ
crl-25015	273	16	testing	testing	NOUN
crl-25015	273	17	subsets	subset	NOUN
crl-25015	273	18	of	of	ADP
crl-25015	273	19	the	the	DET
crl-25015	273	20	data	datum	NOUN
crl-25015	273	21	was	be	AUX
crl-25015	273	22	0.8247	0.8247	NUM
crl-25015	273	23	and	and	CCONJ
crl-25015	273	24	0.7174	0.7174	NUM
crl-25015	273	25	,	,	PUNCT
crl-25015	273	26	respectively	respectively	ADV
crl-25015	273	27	.	.	PUNCT
crl-25015	274	1	while	while	SCONJ
crl-25015	274	2	these	these	DET
crl-25015	274	3	models	model	NOUN
crl-25015	274	4	are	be	AUX
crl-25015	274	5	significantly	significantly	ADV
crl-25015	274	6	better	well	ADJ
crl-25015	274	7	than	than	ADP
crl-25015	274	8	random	random	ADJ
crl-25015	274	9	(	(	PUNCT
crl-25015	274	10	auc	auc	NOUN
crl-25015	274	11	=	=	SYM
crl-25015	274	12	0.5	0.5	NUM
crl-25015	274	13	)	)	PUNCT
crl-25015	274	14	,	,	PUNCT
crl-25015	274	15	these	these	DET
crl-25015	274	16	scores	score	NOUN
crl-25015	274	17	represent	represent	VERB
crl-25015	274	18	the	the	DET
crl-25015	274	19	extremes	extreme	NOUN
crl-25015	274	20	,	,	PUNCT
crl-25015	274	21	and	and	CCONJ
crl-25015	274	22	it	it	PRON
crl-25015	274	23	can	can	AUX
crl-25015	274	24	be	be	AUX
crl-25015	274	25	assumed	assume	VERB
crl-25015	274	26	that	that	SCONJ
crl-25015	274	27	models	model	NOUN
crl-25015	274	28	with	with	ADP
crl-25015	274	29	significantly	significantly	ADV
crl-25015	274	30	better	well	ADJ
crl-25015	274	31	and	and	CCONJ
crl-25015	274	32	more	more	ADV
crl-25015	274	33	robust	robust	ADJ
crl-25015	274	34	auc	auc	NOUN
crl-25015	274	35	scores	score	NOUN
crl-25015	274	36	can	can	AUX
crl-25015	274	37	be	be	AUX
crl-25015	274	38	developed	develop	VERB
crl-25015	274	39	with	with	ADP
crl-25015	274	40	additional	additional	ADJ
crl-25015	274	41	model	model	NOUN
crl-25015	274	42	tuning	tuning	NOUN
crl-25015	274	43	.	.	PUNCT
crl-25015	275	1	to	to	PART
crl-25015	275	2	improve	improve	VERB
crl-25015	275	3	upon	upon	SCONJ
crl-25015	275	4	the	the	DET
crl-25015	275	5	model	model	NOUN
crl-25015	275	6	designs	design	NOUN
crl-25015	275	7	that	that	PRON
crl-25015	275	8	were	be	AUX
crl-25015	275	9	tested	test	VERB
crl-25015	275	10	,	,	PUNCT
crl-25015	275	11	future	future	ADJ
crl-25015	275	12	development	development	NOUN
crl-25015	275	13	will	will	AUX
crl-25015	275	14	need	need	VERB
crl-25015	275	15	to	to	PART
crl-25015	275	16	be	be	AUX
crl-25015	275	17	focused	focus	VERB
crl-25015	275	18	on	on	ADP
crl-25015	275	19	fine	fine	ADJ
crl-25015	275	20	tuning	tune	VERB
crl-25015	275	21	many	many	ADJ
crl-25015	275	22	individual	individual	ADJ
crl-25015	275	23	modeling	modeling	NOUN
crl-25015	275	24	parameters	parameter	NOUN
crl-25015	275	25	that	that	PRON
crl-25015	275	26	are	be	AUX
crl-25015	275	27	embedded	embed	VERB
crl-25015	275	28	through	through	ADP
crl-25015	275	29	the	the	DET
crl-25015	275	30	modeling	modeling	NOUN
crl-25015	275	31	process	process	NOUN
crl-25015	275	32	.	.	PUNCT
crl-25015	276	1	the	the	DET
crl-25015	276	2	stages	stage	NOUN
crl-25015	276	3	of	of	ADP
crl-25015	276	4	the	the	DET
crl-25015	276	5	process	process	NOUN
crl-25015	276	6	where	where	SCONJ
crl-25015	276	7	models	model	NOUN
crl-25015	276	8	require	require	VERB
crl-25015	276	9	fitting	fitting	ADJ
crl-25015	276	10	(	(	PUNCT
crl-25015	276	11	such	such	ADJ
crl-25015	276	12	as	as	ADP
crl-25015	276	13	documentembedding	documentembedding	NOUN
crl-25015	276	14	and	and	CCONJ
crl-25015	276	15	classifier	classifier	NOUN
crl-25015	276	16	models	model	NOUN
crl-25015	276	17	)	)	PUNCT
crl-25015	276	18	will	will	AUX
crl-25015	276	19	require	require	VERB
crl-25015	276	20	significantly	significantly	ADV
crl-25015	276	21	more	more	ADJ
crl-25015	276	22	training	training	NOUN
crl-25015	276	23	iterations	iteration	NOUN
crl-25015	276	24	for	for	ADP
crl-25015	276	25	the	the	DET
crl-25015	276	26	models	model	NOUN
crl-25015	276	27	to	to	PART
crl-25015	276	28	converge	converge	VERB
crl-25015	276	29	on	on	ADP
crl-25015	276	30	optimal	optimal	ADJ
crl-25015	276	31	formulations	formulation	NOUN
crl-25015	276	32	.	.	PUNCT
crl-25015	277	1	further	far	ADV
crl-25015	277	2	,	,	PUNCT
crl-25015	277	3	all	all	DET
crl-25015	277	4	the	the	DET
crl-25015	277	5	processes	process	NOUN
crl-25015	277	6	described	describe	VERB
crl-25015	277	7	and	and	CCONJ
crl-25015	277	8	evaluated	evaluate	VERB
crl-25015	277	9	in	in	ADP
crl-25015	277	10	this	this	DET
crl-25015	277	11	research	research	NOUN
crl-25015	277	12	are	be	AUX
crl-25015	277	13	highly	highly	ADV
crl-25015	277	14	sensitive	sensitive	ADJ
crl-25015	277	15	to	to	ADP
crl-25015	277	16	the	the	DET
crl-25015	277	17	size	size	NOUN
crl-25015	277	18	of	of	ADP
crl-25015	277	19	the	the	DET
crl-25015	277	20	underlying	underlie	VERB
crl-25015	277	21	dataset	dataset	NOUN
crl-25015	277	22	.	.	PUNCT
crl-25015	278	1	with	with	ADP
crl-25015	278	2	increasingly	increasingly	ADV
crl-25015	278	3	large	large	ADJ
crl-25015	278	4	numbers	number	NOUN
crl-25015	278	5	of	of	ADP
crl-25015	278	6	vrs	vrs	NOUN
crl-25015	278	7	transcripts	transcript	NOUN
crl-25015	278	8	and	and	CCONJ
crl-25015	278	9	fully	fully	ADV
crl-25015	278	10	labeled	label	VERB
crl-25015	278	11	samples	sample	NOUN
crl-25015	278	12	,	,	PUNCT
crl-25015	278	13	future	future	ADJ
crl-25015	278	14	research	research	NOUN
crl-25015	278	15	and	and	CCONJ
crl-25015	278	16	development	development	NOUN
crl-25015	278	17	should	should	AUX
crl-25015	278	18	be	be	AUX
crl-25015	278	19	able	able	ADJ
crl-25015	278	20	to	to	PART
crl-25015	278	21	greatly	greatly	ADV
crl-25015	278	22	advance	advance	VERB
crl-25015	278	23	the	the	DET
crl-25015	278	24	predictive	predictive	ADJ
crl-25015	278	25	power	power	NOUN
crl-25015	278	26	of	of	ADP
crl-25015	278	27	these	these	DET
crl-25015	278	28	types	type	NOUN
crl-25015	278	29	of	of	ADP
crl-25015	278	30	models	model	NOUN
crl-25015	278	31	.	.	PUNCT
crl-25015	279	1	the	the	DET
crl-25015	279	2	last	last	ADJ
crl-25015	279	3	significant	significant	ADJ
crl-25015	279	4	limitation	limitation	NOUN
crl-25015	279	5	that	that	PRON
crl-25015	279	6	must	must	AUX
crl-25015	279	7	be	be	AUX
crl-25015	279	8	noted	note	VERB
crl-25015	279	9	is	be	AUX
crl-25015	279	10	that	that	SCONJ
crl-25015	279	11	no	no	DET
crl-25015	279	12	model	model	NOUN
crl-25015	279	13	,	,	PUNCT
crl-25015	279	14	no	no	ADV
crl-25015	279	15	matter	matter	ADV
crl-25015	279	16	how	how	SCONJ
crl-25015	279	17	finely	finely	ADV
crl-25015	279	18	tuned	tune	VERB
crl-25015	279	19	,	,	PUNCT
crl-25015	279	20	will	will	AUX
crl-25015	279	21	be	be	AUX
crl-25015	279	22	perfect	perfect	ADJ
crl-25015	279	23	.	.	PUNCT
crl-25015	280	1	even	even	ADV
crl-25015	280	2	if	if	SCONJ
crl-25015	280	3	a	a	DET
crl-25015	280	4	library	library	NOUN
crl-25015	280	5	service	service	NOUN
crl-25015	280	6	manager	manager	NOUN
crl-25015	280	7	can	can	AUX
crl-25015	280	8	develop	develop	VERB
crl-25015	280	9	and	and	CCONJ
crl-25015	280	10	implement	implement	VERB
crl-25015	280	11	a	a	DET
crl-25015	280	12	robust	robust	ADJ
crl-25015	280	13	predictive	predictive	ADJ
crl-25015	280	14	model	model	NOUN
crl-25015	280	15	for	for	ADP
crl-25015	280	16	the	the	DET
crl-25015	280	17	purposes	purpose	NOUN
crl-25015	280	18	of	of	ADP
crl-25015	280	19	automatically	automatically	ADV
crl-25015	280	20	triaging	triage	VERB
crl-25015	280	21	incoming	incoming	ADJ
crl-25015	280	22	vrs	vrs	ADJ
crl-25015	280	23	transcripts	transcript	NOUN
crl-25015	280	24	,	,	PUNCT
crl-25015	280	25	there	there	PRON
crl-25015	280	26	will	will	AUX
crl-25015	280	27	always	always	ADV
crl-25015	280	28	be	be	AUX
crl-25015	280	29	a	a	DET
crl-25015	280	30	certain	certain	ADJ
crl-25015	280	31	degree	degree	NOUN
crl-25015	280	32	of	of	ADP
crl-25015	280	33	error	error	NOUN
crl-25015	280	34	.	.	PUNCT
crl-25015	281	1	as	as	ADP
crl-25015	281	2	such	such	ADJ
crl-25015	281	3	,	,	PUNCT
crl-25015	281	4	vrs	vrs	ADJ
crl-25015	281	5	operators	operator	NOUN
crl-25015	281	6	will	will	AUX
crl-25015	281	7	still	still	ADV
crl-25015	281	8	need	need	VERB
crl-25015	281	9	to	to	PART
crl-25015	281	10	be	be	AUX
crl-25015	281	11	able	able	ADJ
crl-25015	281	12	to	to	PART
crl-25015	281	13	ask	ask	VERB
crl-25015	281	14	open	open	ADV
crl-25015	281	15	-	-	PUNCT
crl-25015	281	16	ended	end	VERB
crl-25015	281	17	questions	question	NOUN
crl-25015	281	18	,	,	PUNCT
crl-25015	281	19	conduct	conduct	VERB
crl-25015	281	20	reference	reference	NOUN
crl-25015	281	21	interviews	interview	NOUN
crl-25015	281	22	,	,	PUNCT
crl-25015	281	23	and	and	CCONJ
crl-25015	281	24	refer	refer	VERB
crl-25015	281	25	vrs	vrs	ADJ
crl-25015	281	26	users	user	NOUN
crl-25015	281	27	to	to	PART
crl-25015	281	28	appropriate	appropriate	VERB
crl-25015	281	29	vrs	vrs	NOUN
crl-25015	281	30	operators	operator	NOUN
crl-25015	281	31	when	when	SCONJ
crl-25015	281	32	appropriate	appropriate	ADJ
crl-25015	281	33	.	.	PUNCT
crl-25015	282	1	conclusion	conclusion	NOUN
crl-25015	282	2	based	base	VERB
crl-25015	282	3	upon	upon	SCONJ
crl-25015	282	4	the	the	DET
crl-25015	282	5	results	result	NOUN
crl-25015	282	6	manifest	manifest	VERB
crl-25015	282	7	from	from	ADP
crl-25015	282	8	this	this	DET
crl-25015	282	9	research	research	NOUN
crl-25015	282	10	project	project	NOUN
crl-25015	282	11	,	,	PUNCT
crl-25015	282	12	it	it	PRON
crl-25015	282	13	is	be	AUX
crl-25015	282	14	clear	clear	ADJ
crl-25015	282	15	that	that	SCONJ
crl-25015	282	16	the	the	DET
crl-25015	282	17	application	application	NOUN
crl-25015	282	18	of	of	ADP
crl-25015	282	19	machine	machine	NOUN
crl-25015	282	20	learning	learning	NOUN
crl-25015	282	21	,	,	PUNCT
crl-25015	282	22	nlp	nlp	NOUN
crl-25015	282	23	,	,	PUNCT
crl-25015	282	24	and	and	CCONJ
crl-25015	282	25	advanced	advanced	ADJ
crl-25015	282	26	modeling	modeling	NOUN
crl-25015	282	27	techniques	technique	NOUN
crl-25015	282	28	in	in	ADP
crl-25015	282	29	the	the	DET
crl-25015	282	30	context	context	NOUN
crl-25015	282	31	of	of	ADP
crl-25015	282	32	academic	academic	ADJ
crl-25015	282	33	library	library	NOUN
crl-25015	282	34	services	service	NOUN
crl-25015	282	35	represents	represent	VERB
crl-25015	282	36	a	a	DET
crl-25015	282	37	rich	rich	ADJ
crl-25015	282	38	and	and	CCONJ
crl-25015	282	39	unique	unique	ADJ
crl-25015	282	40	avenue	avenue	NOUN
crl-25015	282	41	for	for	SCONJ
crl-25015	282	42	librarians	librarian	NOUN
crl-25015	282	43	to	to	PART
crl-25015	282	44	improve	improve	VERB
crl-25015	282	45	and	and	CCONJ
crl-25015	282	46	build	build	VERB
crl-25015	282	47	upon	upon	SCONJ
crl-25015	282	48	existing	exist	VERB
crl-25015	282	49	services	service	NOUN
crl-25015	282	50	.	.	PUNCT
crl-25015	283	1	if	if	SCONJ
crl-25015	283	2	implemented	implement	VERB
crl-25015	283	3	,	,	PUNCT
crl-25015	283	4	these	these	DET
crl-25015	283	5	models	model	NOUN
crl-25015	283	6	represent	represent	VERB
crl-25015	283	7	a	a	DET
crl-25015	283	8	robust	robust	ADJ
crl-25015	283	9	method	method	NOUN
crl-25015	283	10	for	for	ADP
crl-25015	283	11	saving	save	VERB
crl-25015	283	12	costs	cost	NOUN
crl-25015	283	13	by	by	ADP
crl-25015	283	14	automatically	automatically	ADV
crl-25015	283	15	and	and	CCONJ
crl-25015	283	16	instantly	instantly	ADV
crl-25015	283	17	routing	route	VERB
crl-25015	283	18	virtual	virtual	ADJ
crl-25015	283	19	patron	patron	NOUN
crl-25015	283	20	inquiries	inquiry	NOUN
crl-25015	283	21	to	to	PART
crl-25015	283	22	appropriate	appropriate	VERB
crl-25015	283	23	library	library	ADJ
crl-25015	283	24	employees	employee	NOUN
crl-25015	283	25	.	.	PUNCT
crl-25015	284	1	this	this	PRON
crl-25015	284	2	can	can	AUX
crl-25015	284	3	directly	directly	ADV
crl-25015	284	4	translate	translate	VERB
crl-25015	284	5	to	to	ADP
crl-25015	284	6	a	a	DET
crl-25015	284	7	more	more	ADV
crl-25015	284	8	efficient	efficient	ADJ
crl-25015	284	9	use	use	NOUN
crl-25015	284	10	of	of	ADP
crl-25015	284	11	librarians	librarian	NOUN
crl-25015	284	12	’	’	PART
crl-25015	284	13	time	time	NOUN
crl-25015	284	14	and	and	CCONJ
crl-25015	284	15	labor	labor	NOUN
crl-25015	284	16	.	.	PUNCT
crl-25015	285	1	additionally	additionally	ADV
crl-25015	285	2	,	,	PUNCT
crl-25015	285	3	this	this	PRON
crl-25015	285	4	represents	represent	VERB
crl-25015	285	5	an	an	DET
crl-25015	285	6	opportunity	opportunity	NOUN
crl-25015	285	7	to	to	PART
crl-25015	285	8	ensure	ensure	VERB
crl-25015	285	9	that	that	SCONJ
crl-25015	285	10	patrons	patron	NOUN
crl-25015	285	11	experience	experience	VERB
crl-25015	285	12	a	a	DET
crl-25015	285	13	higher	high	ADJ
crl-25015	285	14	quality	quality	NOUN
crl-25015	285	15	of	of	ADP
crl-25015	285	16	service	service	NOUN
crl-25015	285	17	700	700	NUM
crl-25015	285	18	college	college	PROPN
crl-25015	285	19	&	&	CCONJ
crl-25015	285	20	research	research	PROPN
crl-25015	285	21	libraries	library	NOUN
crl-25015	285	22	july	july	PROPN
crl-25015	285	23	2021	2021	NUM
crl-25015	285	24	by	by	ADP
crl-25015	285	25	being	be	AUX
crl-25015	285	26	connected	connect	VERB
crl-25015	285	27	directly	directly	ADV
crl-25015	285	28	to	to	ADP
crl-25015	285	29	library	library	NOUN
crl-25015	285	30	employees	employee	NOUN
crl-25015	285	31	who	who	PRON
crl-25015	285	32	are	be	AUX
crl-25015	285	33	best	well	ADV
crl-25015	285	34	suited	suited	ADJ
crl-25015	285	35	to	to	ADP
crl-25015	285	36	their	their	PRON
crl-25015	285	37	needs	need	NOUN
crl-25015	285	38	.	.	PUNCT
crl-25015	286	1	although	although	SCONJ
crl-25015	286	2	the	the	DET
crl-25015	286	3	research	research	NOUN
crl-25015	286	4	conducted	conduct	VERB
crl-25015	286	5	in	in	ADP
crl-25015	286	6	this	this	DET
crl-25015	286	7	study	study	NOUN
crl-25015	286	8	was	be	AUX
crl-25015	286	9	focused	focus	VERB
crl-25015	286	10	on	on	ADP
crl-25015	286	11	the	the	DET
crl-25015	286	12	relative	relative	ADJ
crl-25015	286	13	difficulty	difficulty	NOUN
crl-25015	286	14	of	of	ADP
crl-25015	286	15	patron	patron	NOUN
crl-25015	286	16	inquiries	inquiry	NOUN
crl-25015	286	17	,	,	PUNCT
crl-25015	286	18	these	these	DET
crl-25015	286	19	models	model	NOUN
crl-25015	286	20	can	can	AUX
crl-25015	286	21	be	be	AUX
crl-25015	286	22	easily	easily	ADV
crl-25015	286	23	retooled	retool	VERB
crl-25015	286	24	and	and	CCONJ
crl-25015	286	25	generalized	generalize	VERB
crl-25015	286	26	to	to	PART
crl-25015	286	27	triage	triage	VERB
crl-25015	286	28	incoming	incoming	ADJ
crl-25015	286	29	virtual	virtual	ADJ
crl-25015	286	30	reference	reference	NOUN
crl-25015	286	31	inquiries	inquiry	NOUN
crl-25015	286	32	using	use	VERB
crl-25015	286	33	any	any	DET
crl-25015	286	34	other	other	ADJ
crl-25015	286	35	categorical	categorical	ADJ
crl-25015	286	36	variables	variable	NOUN
crl-25015	286	37	for	for	ADP
crl-25015	286	38	which	which	PRON
crl-25015	286	39	there	there	PRON
crl-25015	286	40	is	be	VERB
crl-25015	286	41	sufficient	sufficient	ADJ
crl-25015	286	42	data	datum	NOUN
crl-25015	286	43	.	.	PUNCT
crl-25015	287	1	while	while	SCONJ
crl-25015	287	2	there	there	PRON
crl-25015	287	3	is	be	VERB
crl-25015	287	4	much	much	ADV
crl-25015	287	5	more	more	ADJ
crl-25015	287	6	research	research	NOUN
crl-25015	287	7	and	and	CCONJ
crl-25015	287	8	development	development	NOUN
crl-25015	287	9	that	that	PRON
crl-25015	287	10	can	can	AUX
crl-25015	287	11	and	and	CCONJ
crl-25015	287	12	should	should	AUX
crl-25015	287	13	be	be	AUX
crl-25015	287	14	done	do	VERB
crl-25015	287	15	in	in	ADP
crl-25015	287	16	this	this	DET
crl-25015	287	17	area	area	NOUN
crl-25015	287	18	,	,	PUNCT
crl-25015	287	19	the	the	DET
crl-25015	287	20	use	use	NOUN
crl-25015	287	21	of	of	ADP
crl-25015	287	22	these	these	DET
crl-25015	287	23	advanced	advanced	ADJ
crl-25015	287	24	techniques	technique	NOUN
crl-25015	287	25	represents	represent	VERB
crl-25015	287	26	a	a	DET
crl-25015	287	27	golden	golden	ADJ
crl-25015	287	28	opportunity	opportunity	NOUN
crl-25015	287	29	for	for	SCONJ
crl-25015	287	30	libraries	library	NOUN
crl-25015	287	31	to	to	PART
crl-25015	287	32	improve	improve	VERB
crl-25015	287	33	upon	upon	SCONJ
crl-25015	287	34	and	and	CCONJ
crl-25015	287	35	transform	transform	VERB
crl-25015	287	36	their	their	PRON
crl-25015	287	37	services	service	NOUN
crl-25015	287	38	.	.	PUNCT
crl-25015	288	1	using	use	VERB
crl-25015	288	2	machine	machine	NOUN
crl-25015	288	3	learning	learn	VERB
crl-25015	288	4	to	to	PART
crl-25015	288	5	predict	predict	VERB
crl-25015	288	6	chat	chat	NOUN
crl-25015	288	7	difficulty	difficulty	NOUN
crl-25015	288	8	701	701	NUM
crl-25015	288	9	appendix	appendix	ADJ
crl-25015	288	10	tag	tag	NOUN
crl-25015	288	11	pattern	pattern	NOUN
crl-25015	288	12	definition	definition	NOUN
crl-25015	288	13	tags	tag	NOUN
crl-25015	288	14	/	/	SYM
crl-25015	288	15	labels	label	NOUN
crl-25015	288	16	attributed	attribute	VERB
crl-25015	288	17	to	to	ADP
crl-25015	288	18	individual	individual	ADJ
crl-25015	288	19	samples	sample	NOUN
crl-25015	288	20	substring	substre	VERB
crl-25015	288	21	or	or	CCONJ
crl-25015	288	22	regex	regex	PROPN
crl-25015	288	23	patterns	pattern	NOUN
crl-25015	288	24	to	to	PART
crl-25015	288	25	be	be	AUX
crl-25015	288	26	detected	detect	VERB
crl-25015	288	27	in	in	ADP
crl-25015	288	28	raw	raw	ADJ
crl-25015	288	29	user	user	NOUN
crl-25015	288	30	-	-	PUNCT
crl-25015	288	31	supplied	supply	VERB
crl-25015	288	32	texts	text	NOUN
crl-25015	288	33	subjective	subjective	ADJ
crl-25015	288	34	definition	definition	NOUN
crl-25015	288	35	of	of	ADP
crl-25015	288	36	the	the	DET
crl-25015	288	37	broad	broad	ADJ
crl-25015	288	38	concepts	concept	NOUN
crl-25015	288	39	associated	associate	VERB
crl-25015	288	40	with	with	ADP
crl-25015	288	41	core	core	NOUN
crl-25015	288	42	-	-	PUNCT
crl-25015	288	43	classes	class	NOUN
crl-25015	288	44	and	and	CCONJ
crl-25015	288	45	sub	sub	NOUN
crl-25015	288	46	-	-	NOUN
crl-25015	288	47	classes	class	NOUN
crl-25015	288	48	in	in	ADP
crl-25015	288	49	relation	relation	NOUN
crl-25015	288	50	to	to	PART
crl-25015	288	51	vrs	vrs	VERB
crl-25015	288	52	interactions	interaction	NOUN
crl-25015	288	53	tagprinting	tagprinte	VERB
crl-25015	288	54	color	color	NOUN
crl-25015	288	55	print	print	NOUN
crl-25015	288	56	interactions	interaction	NOUN
crl-25015	288	57	related	relate	VERB
crl-25015	288	58	to	to	ADP
crl-25015	288	59	using	use	VERB
crl-25015	288	60	library	library	ADJ
crl-25015	288	61	printers	printer	NOUN
crl-25015	288	62	and	and	CCONJ
crl-25015	288	63	printing	print	VERB
crl-25015	288	64	services.colored	services.colore	VERB
crl-25015	288	65	print	print	NOUN
crl-25015	288	66	print	print	NOUN
crl-25015	288	67	in	in	ADP
crl-25015	288	68	color	color	NOUN
crl-25015	288	69	print	print	NOUN
crl-25015	288	70	something	something	PRON
crl-25015	288	71	in	in	ADP
crl-25015	288	72	color	color	NOUN
crl-25015	288	73	\win	\win	PROPN
crl-25015	288	74	color\w	color\w	PROPN
crl-25015	288	75	cat	cat	NOUN
crl-25015	288	76	cash	cash	NOUN
crl-25015	288	77	printer	printer	NOUN
crl-25015	288	78	(	(	PUNCT
crl-25015	288	79	?	?	PUNCT
crl-25015	288	80	<	<	X
crl-25015	288	81	!	!	X
crl-25015	288	82	3d\s)\bprinting	3d\s)\bprinte	VERB
crl-25015	288	83	double.{1}sided	double.{1}side	VERB
crl-25015	288	84	catcash	catcash	NOUN
crl-25015	288	85	cat	cat	NOUN
crl-25015	288	86	cash	cash	NOUN
crl-25015	288	87	add	add	VERB
crl-25015	288	88	money	money	NOUN
crl-25015	288	89	tagscanner	tagscanner	NOUN
crl-25015	288	90	scanner	scanner	NOUN
crl-25015	288	91	interactions	interaction	NOUN
crl-25015	288	92	related	relate	VERB
crl-25015	288	93	to	to	ADP
crl-25015	288	94	using	use	VERB
crl-25015	288	95	library	library	NOUN
crl-25015	288	96	scanners.\wscan\w	scanners.\wscan\w	PROPN
crl-25015	288	97	taghours	taghour	VERB
crl-25015	288	98	open	open	ADJ
crl-25015	288	99	24/7	24/7	NOUN
crl-25015	288	100	interactions	interaction	NOUN
crl-25015	288	101	in	in	ADP
crl-25015	288	102	which	which	PRON
crl-25015	288	103	users	user	NOUN
crl-25015	288	104	inquire	inquire	VERB
crl-25015	288	105	about	about	ADP
crl-25015	288	106	library	library	NOUN
crl-25015	288	107	building	building	NOUN
crl-25015	288	108	and	and	CCONJ
crl-25015	288	109	service	service	NOUN
crl-25015	288	110	hours.what	hours.what	NOUN
crl-25015	288	111	time	time	NOUN
crl-25015	288	112	the	the	DET
crl-25015	288	113	hours	hour	NOUN
crl-25015	288	114	opens{0,1}\w	opens{0,1}\w	NOUN
crl-25015	288	115	will	will	AUX
crl-25015	288	116	be	be	AUX
crl-25015	288	117	open	open	ADJ
crl-25015	288	118	summer	summer	NOUN
crl-25015	288	119	hours	hour	NOUN
crl-25015	288	120	library	library	NOUN
crl-25015	288	121	hours	hour	NOUN
crl-25015	288	122	taglibmathphys	taglibmathphy	VERB
crl-25015	288	123	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	288	124	/	/	SYM
crl-25015	288	125	physics	physics	NOUN
crl-25015	288	126	library	library	NOUN
crl-25015	288	127	’	'	PUNCT
crl-25015	288	128	)	)	PUNCT
crl-25015	288	129	interactions	interaction	NOUN
crl-25015	288	130	in	in	ADP
crl-25015	288	131	which	which	PRON
crl-25015	288	132	the	the	DET
crl-25015	288	133	math	math	PROPN
crl-25015	288	134	&	&	CCONJ
crl-25015	288	135	physics	physics	PROPN
crl-25015	288	136	library	library	PROPN
crl-25015	288	137	is	be	AUX
crl-25015	288	138	explicitly	explicitly	ADV
crl-25015	288	139	identified.re.escape(‘math	identified.re.escape(‘math	ADP
crl-25015	288	140	and	and	CCONJ
crl-25015	288	141	physics	physics	NOUN
crl-25015	288	142	library	library	NOUN
crl-25015	288	143	’	'	PUNCT
crl-25015	288	144	)	)	PUNCT
crl-25015	289	1	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	289	2	physic	physic	PROPN
crl-25015	289	3	library	library	NOUN
crl-25015	289	4	’	'	PUNCT
crl-25015	289	5	)	)	PUNCT
crl-25015	289	6	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	289	7	/	/	SYM
crl-25015	289	8	physics	physics	NOUN
crl-25015	289	9	library	library	NOUN
crl-25015	289	10	’	'	PUNCT
crl-25015	289	11	)	)	PUNCT
crl-25015	289	12	re.escape(‘maths	re.escape(‘math	NOUN
crl-25015	289	13	/	/	SYM
crl-25015	289	14	phys	phy	NOUN
crl-25015	289	15	library	library	NOUN
crl-25015	289	16	’	'	PUNCT
crl-25015	289	17	)	)	PUNCT
crl-25015	290	1	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	290	2	&	&	CCONJ
crl-25015	290	3	phys	phy	NOUN
crl-25015	290	4	library	library	NOUN
crl-25015	290	5	’	'	PUNCT
crl-25015	290	6	)	)	PUNCT
crl-25015	291	1	re.escape(‘math	re.escape(‘math	PROPN
crl-25015	291	2	phys	phy	NOUN
crl-25015	291	3	library	library	NOUN
crl-25015	291	4	’	'	PUNCT
crl-25015	291	5	)	)	PUNCT
crl-25015	291	6	taglibweigel	taglibweigel	NOUN
crl-25015	291	7	weigel	weigel	NOUN
crl-25015	291	8	interactions	interaction	NOUN
crl-25015	291	9	in	in	ADP
crl-25015	291	10	which	which	PRON
crl-25015	291	11	the	the	DET
crl-25015	291	12	weigel	weigel	NOUN
crl-25015	291	13	architecture	architecture	NOUN
crl-25015	291	14	library	library	NOUN
crl-25015	291	15	is	be	AUX
crl-25015	291	16	explicitly	explicitly	ADV
crl-25015	291	17	identified.wiegel	identified.wiegel	NUM
crl-25015	291	18	taglibvetmed	taglibvetme	VERB
crl-25015	291	19	vet	vet	NOUN
crl-25015	291	20	med	med	ADJ
crl-25015	291	21	interactions	interaction	NOUN
crl-25015	291	22	in	in	ADP
crl-25015	291	23	which	which	PRON
crl-25015	291	24	the	the	DET
crl-25015	291	25	veterinary	veterinary	ADJ
crl-25015	291	26	medicine	medicine	NOUN
crl-25015	291	27	library	library	NOUN
crl-25015	291	28	is	be	AUX
crl-25015	291	29	explicitly	explicitly	ADV
crl-25015	291	30	mentioned.vetmed	mentioned.vetmed	NUM
crl-25015	291	31	taglibhale	taglibhale	NOUN
crl-25015	291	32	hale	hale	PROPN
crl-25015	291	33	library	library	PROPN
crl-25015	291	34	interactions	interaction	NOUN
crl-25015	291	35	in	in	ADP
crl-25015	291	36	which	which	PRON
crl-25015	291	37	hale	hale	PROPN
crl-25015	291	38	library	library	NOUN
crl-25015	291	39	is	be	AUX
crl-25015	291	40	explicitly	explicitly	ADV
crl-25015	291	41	identified.(?<!help\s)hale	identified.(?<!help\s)hale	NUM
crl-25015	291	42	taglibstacks	taglibstack	NOUN
crl-25015	291	43	library	library	NOUN
crl-25015	291	44	stacks	stack	VERB
crl-25015	291	45	interactions	interaction	NOUN
crl-25015	291	46	in	in	ADP
crl-25015	291	47	which	which	PRON
crl-25015	291	48	the	the	DET
crl-25015	291	49	users	user	NOUN
crl-25015	291	50	explicitly	explicitly	ADV
crl-25015	291	51	identify	identify	VERB
crl-25015	291	52	the	the	DET
crl-25015	291	53	“	"	PUNCT
crl-25015	291	54	stacks	stack	NOUN
crl-25015	291	55	.	.	PUNCT
crl-25015	292	1	”the	”the	DET
crl-25015	292	2	stacks	stack	NOUN
crl-25015	292	3	in	in	ADP
crl-25015	292	4	stacks	stack	NOUN
crl-25015	292	5	702	702	NUM
crl-25015	292	6	college	college	PROPN
crl-25015	292	7	&	&	CCONJ
crl-25015	292	8	research	research	PROPN
crl-25015	292	9	libraries	library	NOUN
crl-25015	292	10	july	july	PROPN
crl-25015	292	11	2021	2021	NUM
crl-25015	292	12	tag	tag	NOUN
crl-25015	292	13	pattern	pattern	NOUN
crl-25015	292	14	definition	definition	NOUN
crl-25015	292	15	tags	tag	NOUN
crl-25015	292	16	/	/	SYM
crl-25015	292	17	labels	label	NOUN
crl-25015	292	18	attributed	attribute	VERB
crl-25015	292	19	to	to	ADP
crl-25015	292	20	individual	individual	ADJ
crl-25015	292	21	samples	sample	NOUN
crl-25015	292	22	substring	substre	VERB
crl-25015	292	23	or	or	CCONJ
crl-25015	292	24	regex	regex	PROPN
crl-25015	292	25	patterns	pattern	NOUN
crl-25015	292	26	to	to	PART
crl-25015	292	27	be	be	AUX
crl-25015	292	28	detected	detect	VERB
crl-25015	292	29	in	in	ADP
crl-25015	292	30	raw	raw	ADJ
crl-25015	292	31	user	user	NOUN
crl-25015	292	32	-	-	PUNCT
crl-25015	292	33	supplied	supply	VERB
crl-25015	292	34	texts	text	NOUN
crl-25015	292	35	subjective	subjective	ADJ
crl-25015	292	36	definition	definition	NOUN
crl-25015	292	37	of	of	ADP
crl-25015	292	38	the	the	DET
crl-25015	292	39	broad	broad	ADJ
crl-25015	292	40	concepts	concept	NOUN
crl-25015	292	41	associated	associate	VERB
crl-25015	292	42	with	with	ADP
crl-25015	292	43	core	core	NOUN
crl-25015	292	44	-	-	PUNCT
crl-25015	292	45	classes	class	NOUN
crl-25015	292	46	and	and	CCONJ
crl-25015	292	47	sub	sub	NOUN
crl-25015	292	48	-	-	NOUN
crl-25015	292	49	classes	class	NOUN
crl-25015	292	50	in	in	ADP
crl-25015	292	51	relation	relation	NOUN
crl-25015	292	52	to	to	PART
crl-25015	292	53	vrs	vrs	VERB
crl-25015	292	54	interactions	interaction	NOUN
crl-25015	292	55	tagtextbooks	tagtextbook	NOUN
crl-25015	292	56	the	the	DET
crl-25015	292	57	reserve	reserve	NOUN
crl-25015	292	58	interactions	interaction	NOUN
crl-25015	292	59	in	in	ADP
crl-25015	292	60	which	which	PRON
crl-25015	292	61	textbooks	textbook	NOUN
crl-25015	292	62	and	and	CCONJ
crl-25015	292	63	course	course	NOUN
crl-25015	292	64	reserve	reserve	NOUN
crl-25015	292	65	materials	material	NOUN
crl-25015	292	66	and	and	CCONJ
crl-25015	292	67	services	service	NOUN
crl-25015	292	68	are	be	AUX
crl-25015	292	69	mentioned	mention	VERB
crl-25015	292	70	.	.	PUNCT
crl-25015	293	1	on	on	ADP
crl-25015	293	2	reserve	reserve	PROPN
crl-25015	293	3	course	course	PROPN
crl-25015	293	4	reserve	reserve	PROPN
crl-25015	293	5	reserve	reserve	PROPN
crl-25015	293	6	textbook	textbook	NOUN
crl-25015	293	7	have	have	VERB
crl-25015	293	8	a	a	DET
crl-25015	293	9	specific	specific	ADJ
crl-25015	293	10	textbook	textbook	NOUN
crl-25015	293	11	have	have	VERB
crl-25015	293	12	the	the	DET
crl-25015	293	13	textbook	textbook	NOUN
crl-25015	293	14	have	have	VERB
crl-25015	293	15	textbook	textbook	NOUN
crl-25015	293	16	this	this	DET
crl-25015	293	17	textbook	textbook	NOUN
crl-25015	293	18	this	this	DET
crl-25015	293	19	text	text	NOUN
crl-25015	293	20	book	book	NOUN
crl-25015	293	21	tagquiet	tagquiet	NOUN
crl-25015	293	22	quite	quite	ADV
crl-25015	293	23	loud	loud	ADJ
crl-25015	293	24	interactions	interaction	NOUN
crl-25015	293	25	in	in	ADP
crl-25015	293	26	which	which	PRON
crl-25015	293	27	the	the	DET
crl-25015	293	28	user	user	NOUN
crl-25015	293	29	mentions	mention	VERB
crl-25015	293	30	excessive	excessive	ADJ
crl-25015	293	31	noise	noise	NOUN
crl-25015	293	32	or	or	CCONJ
crl-25015	293	33	inquires	inquire	VERB
crl-25015	293	34	about	about	ADP
crl-25015	293	35	quiet	quiet	ADJ
crl-25015	293	36	places	place	NOUN
crl-25015	293	37	in	in	ADP
crl-25015	293	38	the	the	DET
crl-25015	293	39	library	library	NOUN
crl-25015	293	40	.	.	PUNCT
crl-25015	294	1	super	super	ADV
crl-25015	294	2	loud	loud	ADJ
crl-25015	294	3	really	really	ADV
crl-25015	294	4	loud	loud	ADJ
crl-25015	294	5	very	very	ADV
crl-25015	294	6	loud	loud	ADJ
crl-25015	294	7	stop	stop	NOUN
crl-25015	294	8	talking	talk	VERB
crl-25015	294	9	talking	talk	VERB
crl-25015	294	10	on	on	ADP
crl-25015	294	11	music	music	NOUN
crl-25015	294	12	loud	loud	ADJ
crl-25015	294	13	loud	loud	ADV
crl-25015	294	14	talking	talk	VERB
crl-25015	294	15	very	very	ADV
crl-25015	294	16	talking	talk	VERB
crl-25015	294	17	extremely	extremely	ADV
crl-25015	294	18	talking	talk	VERB
crl-25015	294	19	loud	loud	ADJ
crl-25015	294	20	quiet	quiet	ADJ
crl-25015	294	21	floor	floor	NOUN
crl-25015	294	22	quiet	quiet	ADJ
crl-25015	294	23	zone	zone	NOUN
crl-25015	294	24	quiet	quiet	ADJ
crl-25015	294	25	floors	floor	NOUN
crl-25015	294	26	floor	floor	VERB
crl-25015	294	27	to	to	PART
crl-25015	294	28	be	be	AUX
crl-25015	294	29	quiet	quiet	ADJ
crl-25015	294	30	whisper	whisper	NOUN
crl-25015	294	31	quietly	quietly	ADV
crl-25015	294	32	be	be	VERB
crl-25015	294	33	quiet	quiet	ADJ
crl-25015	294	34	floor	floor	NOUN
crl-25015	294	35	to	to	PART
crl-25015	294	36	be	be	AUX
crl-25015	294	37	quiet	quiet	ADJ
crl-25015	294	38	using	use	VERB
crl-25015	294	39	machine	machine	NOUN
crl-25015	294	40	learning	learn	VERB
crl-25015	294	41	to	to	PART
crl-25015	294	42	predict	predict	VERB
crl-25015	294	43	chat	chat	NOUN
crl-25015	294	44	difficulty	difficulty	NOUN
crl-25015	294	45	703	703	NUM
crl-25015	294	46	tag	tag	NOUN
crl-25015	294	47	pattern	pattern	NOUN
crl-25015	294	48	definition	definition	NOUN
crl-25015	294	49	tags	tag	NOUN
crl-25015	294	50	/	/	SYM
crl-25015	294	51	labels	label	NOUN
crl-25015	294	52	attributed	attribute	VERB
crl-25015	294	53	to	to	ADP
crl-25015	294	54	individual	individual	ADJ
crl-25015	294	55	samples	sample	NOUN
crl-25015	294	56	substring	substre	VERB
crl-25015	294	57	or	or	CCONJ
crl-25015	294	58	regex	regex	PROPN
crl-25015	294	59	patterns	pattern	NOUN
crl-25015	294	60	to	to	PART
crl-25015	294	61	be	be	AUX
crl-25015	294	62	detected	detect	VERB
crl-25015	294	63	in	in	ADP
crl-25015	294	64	raw	raw	ADJ
crl-25015	294	65	user	user	NOUN
crl-25015	294	66	-	-	PUNCT
crl-25015	294	67	supplied	supply	VERB
crl-25015	294	68	texts	text	NOUN
crl-25015	294	69	subjective	subjective	ADJ
crl-25015	294	70	definition	definition	NOUN
crl-25015	294	71	of	of	ADP
crl-25015	294	72	the	the	DET
crl-25015	294	73	broad	broad	ADJ
crl-25015	294	74	concepts	concept	NOUN
crl-25015	294	75	associated	associate	VERB
crl-25015	294	76	with	with	ADP
crl-25015	294	77	core	core	NOUN
crl-25015	294	78	-	-	PUNCT
crl-25015	294	79	classes	class	NOUN
crl-25015	294	80	and	and	CCONJ
crl-25015	294	81	sub	sub	NOUN
crl-25015	294	82	-	-	NOUN
crl-25015	294	83	classes	class	NOUN
crl-25015	294	84	in	in	ADP
crl-25015	294	85	relation	relation	NOUN
crl-25015	294	86	to	to	PART
crl-25015	294	87	vrs	vrs	VERB
crl-25015	294	88	interactions	interaction	NOUN
crl-25015	294	89	tagliblocation	tagliblocation	NOUN
crl-25015	294	90	first	first	ADJ
crl-25015	294	91	floor	floor	NOUN
crl-25015	294	92	interactions	interaction	NOUN
crl-25015	294	93	in	in	ADP
crl-25015	294	94	which	which	PRON
crl-25015	294	95	the	the	DET
crl-25015	294	96	user	user	NOUN
crl-25015	294	97	mentions	mention	VERB
crl-25015	294	98	specific	specific	ADJ
crl-25015	294	99	locations	location	NOUN
crl-25015	294	100	within	within	ADP
crl-25015	294	101	the	the	DET
crl-25015	294	102	library	library	NOUN
crl-25015	294	103	(	(	PUNCT
crl-25015	294	104	that	that	PRON
crl-25015	294	105	is	be	AUX
crl-25015	294	106	to	to	PART
crl-25015	294	107	say	say	VERB
crl-25015	294	108	,	,	PUNCT
crl-25015	294	109	hale	hale	PROPN
crl-25015	294	110	library	library	PROPN
crl-25015	294	111	)	)	PUNCT
crl-25015	294	112	.	.	PUNCT
crl-25015	295	1	1st	1st	ADJ
crl-25015	295	2	floor	floor	NOUN
crl-25015	295	3	second	second	ADJ
crl-25015	295	4	floor	floor	NOUN
crl-25015	295	5	2nd	2nd	ADJ
crl-25015	295	6	floor	floor	NOUN
crl-25015	295	7	third	third	ADJ
crl-25015	295	8	floor	floor	NOUN
crl-25015	295	9	3rd	3rd	ADJ
crl-25015	295	10	floor	floor	NOUN
crl-25015	295	11	fourth	fourth	ADJ
crl-25015	295	12	floor	floor	NOUN
crl-25015	295	13	4	4	NUM
crl-25015	295	14	t	t	NOUN
crl-25015	295	15	floor	floor	NOUN
crl-25015	295	16	fifth	fifth	ADJ
crl-25015	295	17	floor	floor	NOUN
crl-25015	295	18	5th	5th	ADJ
crl-25015	295	19	floor	floor	NOUN
crl-25015	295	20	hemisphere	hemisphere	ADJ
crl-25015	295	21	room	room	NOUN
crl-25015	295	22	harry	harry	PROPN
crl-25015	295	23	potter	potter	PROPN
crl-25015	295	24	room	room	NOUN
crl-25015	295	25	the	the	DET
crl-25015	295	26	hemi	hemi	PROPN
crl-25015	295	27	tagknownitembook	tagknownitembook	PROPN
crl-25015	295	28	a	a	PRON
crl-25015	295	29	-	-	PUNCT
crl-25015	295	30	z{12}\d{24}\s{01}\.a	z{12}\d{24}\s{01}\.a	NOUN
crl-25015	295	31	-	-	PUNCT
crl-25015	295	32	z\d{1	z\d{1	NOUN
crl-25015	295	33	}	}	PUNCT
crl-25015	295	34	interactions	interaction	NOUN
crl-25015	295	35	in	in	ADP
crl-25015	295	36	which	which	PRON
crl-25015	295	37	a	a	DET
crl-25015	295	38	user	user	NOUN
crl-25015	295	39	identifies	identify	VERB
crl-25015	295	40	a	a	DET
crl-25015	295	41	specific	specific	ADJ
crl-25015	295	42	,	,	PUNCT
crl-25015	295	43	individual	individual	ADJ
crl-25015	295	44	book.this	book.this	PRON
crl-25015	295	45	book	book	NOUN
crl-25015	295	46	tagarticles	tagarticle	NOUN
crl-25015	295	47	peer.{,1}review	peer.{,1}review	VERB
crl-25015	295	48	interactions	interaction	NOUN
crl-25015	295	49	in	in	ADP
crl-25015	295	50	which	which	PRON
crl-25015	295	51	users	user	NOUN
crl-25015	295	52	ask	ask	VERB
crl-25015	295	53	about	about	ADP
crl-25015	295	54	accessing	access	VERB
crl-25015	295	55	,	,	PUNCT
crl-25015	295	56	finding	finding	NOUN
crl-25015	295	57	,	,	PUNCT
crl-25015	295	58	or	or	CCONJ
crl-25015	295	59	discovering	discover	VERB
crl-25015	295	60	journal	journal	NOUN
crl-25015	295	61	articles	article	NOUN
crl-25015	295	62	in	in	ADP
crl-25015	295	63	general	general	ADJ
crl-25015	295	64	.	.	PUNCT
crl-25015	296	1	journal	journal	PROPN
crl-25015	296	2	article	article	PROPN
crl-25015	296	3	scholarly	scholarly	ADJ
crl-25015	296	4	article	article	PROPN
crl-25015	296	5	scholarly	scholarly	PROPN
crl-25015	296	6	journal	journal	PROPN
crl-25015	296	7	peer	peer	NOUN
crl-25015	296	8	reviewed	review	VERB
crl-25015	296	9	re.escape(‘peer	re.escape(‘peer	ADV
crl-25015	296	10	-	-	PUNCT
crl-25015	296	11	reviewed	review	VERB
crl-25015	296	12	’	'	PUNCT
crl-25015	296	13	)	)	PUNCT
crl-25015	296	14	peerreviewed	peerreviewe	VERB
crl-25015	296	15	scholarly	scholarly	ADJ
crl-25015	296	16	articles	article	NOUN
crl-25015	296	17	tagevidencebased	tagevidencebase	VERB
crl-25015	296	18	evidence.based	evidence.base	VERB
crl-25015	296	19	interactions	interaction	NOUN
crl-25015	296	20	in	in	ADP
crl-25015	296	21	which	which	PRON
crl-25015	296	22	users	user	NOUN
crl-25015	296	23	explicitly	explicitly	ADV
crl-25015	296	24	ask	ask	VERB
crl-25015	296	25	about	about	ADP
crl-25015	296	26	evidence	evidence	NOUN
crl-25015	296	27	-	-	PUNCT
crl-25015	296	28	based	base	VERB
crl-25015	296	29	biomedical	biomedical	ADJ
crl-25015	296	30	and	and	CCONJ
crl-25015	296	31	health	health	NOUN
crl-25015	296	32	sciences	sciences	PROPN
crl-25015	296	33	research	research	NOUN
crl-25015	296	34	.	.	PUNCT
crl-25015	297	1	kinesiology	kinesiology	NOUN
crl-25015	297	2	tagjuvenile	tagjuvenile	PROPN
crl-25015	297	3	juv	juv	PROPN
crl-25015	297	4	lit	light	VERB
crl-25015	297	5	section	section	NOUN
crl-25015	297	6	interactions	interaction	NOUN
crl-25015	297	7	in	in	ADP
crl-25015	297	8	which	which	PRON
crl-25015	297	9	users	user	NOUN
crl-25015	297	10	ask	ask	VERB
crl-25015	297	11	about	about	ADP
crl-25015	297	12	the	the	DET
crl-25015	297	13	juvenile	juvenile	ADJ
crl-25015	297	14	literature	literature	NOUN
crl-25015	297	15	collection	collection	NOUN
crl-25015	297	16	or	or	CCONJ
crl-25015	297	17	inquire	inquire	VERB
crl-25015	297	18	about	about	ADP
crl-25015	297	19	the	the	DET
crl-25015	297	20	availability	availability	NOUN
crl-25015	297	21	of	of	ADP
crl-25015	297	22	children	child	NOUN
crl-25015	297	23	’s	’s	PART
crl-25015	297	24	literature	literature	NOUN
crl-25015	297	25	more	more	ADV
crl-25015	297	26	broadly	broadly	ADV
crl-25015	297	27	.	.	PUNCT
crl-25015	298	1	juvenile	juvenile	PROPN
crl-25015	298	2	literature	literature	PROPN
crl-25015	298	3	re.escape(juv	re.escape(juv	PROPN
crl-25015	298	4	.	.	PROPN
crl-25015	299	1	lit	light	VERB
crl-25015	299	2	)	)	PUNCT
crl-25015	299	3	children{01}s	children{01}	NOUN
crl-25015	299	4	collection	collection	NOUN
crl-25015	299	5	children{01}s	children{01}s	PROPN
crl-25015	299	6	lit	light	VERB
crl-25015	299	7	children{01}s	children{01}s	PROPN
crl-25015	299	8	stor	stor	PROPN
crl-25015	299	9	re.escape(childrens	re.escape(childrens	PROPN
crl-25015	299	10	boooks	boooks	PROPN
crl-25015	299	11	)	)	PUNCT
crl-25015	299	12	(	(	PUNCT
crl-25015	299	13	?	?	PUNCT
crl-25015	299	14	<	<	X
crl-25015	299	15	!	!	PROPN
crl-25015	299	16	germany	germany	PROPN
crl-25015	299	17	on	on	ADP
crl-25015	299	18	english	english	PROPN
crl-25015	299	19	)	)	PUNCT
crl-25015	300	1	children{01}s	children{01}s	PROPN
crl-25015	300	2	book	book	NOUN
crl-25015	300	3	re.escape(childrens	re.escape(children	NOUN
crl-25015	300	4	picture	picture	NOUN
crl-25015	300	5	)	)	PUNCT
crl-25015	300	6	picture	picture	NOUN
crl-25015	300	7	book	book	NOUN
crl-25015	300	8	704	704	NUM
crl-25015	300	9	college	college	PROPN
crl-25015	300	10	&	&	CCONJ
crl-25015	300	11	research	research	PROPN
crl-25015	300	12	libraries	library	NOUN
crl-25015	300	13	july	july	PROPN
crl-25015	300	14	2021	2021	NUM
crl-25015	300	15	tag	tag	NOUN
crl-25015	300	16	pattern	pattern	NOUN
crl-25015	300	17	definition	definition	NOUN
crl-25015	300	18	tags	tag	NOUN
crl-25015	300	19	/	/	SYM
crl-25015	300	20	labels	label	NOUN
crl-25015	300	21	attributed	attribute	VERB
crl-25015	300	22	to	to	ADP
crl-25015	300	23	individual	individual	ADJ
crl-25015	300	24	samples	sample	NOUN
crl-25015	300	25	substring	substre	VERB
crl-25015	300	26	or	or	CCONJ
crl-25015	300	27	regex	regex	PROPN
crl-25015	300	28	patterns	pattern	NOUN
crl-25015	300	29	to	to	PART
crl-25015	300	30	be	be	AUX
crl-25015	300	31	detected	detect	VERB
crl-25015	300	32	in	in	ADP
crl-25015	300	33	raw	raw	ADJ
crl-25015	300	34	user	user	NOUN
crl-25015	300	35	-	-	PUNCT
crl-25015	300	36	supplied	supply	VERB
crl-25015	300	37	texts	text	NOUN
crl-25015	300	38	subjective	subjective	ADJ
crl-25015	300	39	definition	definition	NOUN
crl-25015	300	40	of	of	ADP
crl-25015	300	41	the	the	DET
crl-25015	300	42	broad	broad	ADJ
crl-25015	300	43	concepts	concept	NOUN
crl-25015	300	44	associated	associate	VERB
crl-25015	300	45	with	with	ADP
crl-25015	300	46	core	core	NOUN
crl-25015	300	47	-	-	PUNCT
crl-25015	300	48	classes	class	NOUN
crl-25015	300	49	and	and	CCONJ
crl-25015	300	50	sub	sub	NOUN
crl-25015	300	51	-	-	NOUN
crl-25015	300	52	classes	class	NOUN
crl-25015	300	53	in	in	ADP
crl-25015	300	54	relation	relation	NOUN
crl-25015	300	55	to	to	PART
crl-25015	300	56	vrs	vrs	VERB
crl-25015	300	57	interactions	interaction	NOUN
crl-25015	300	58	tagcurriculum	tagcurriculum	ADJ
crl-25015	300	59	curriculum	curriculum	NOUN
crl-25015	300	60	materials	material	NOUN
crl-25015	300	61	interactions	interaction	NOUN
crl-25015	300	62	in	in	ADP
crl-25015	300	63	which	which	PRON
crl-25015	300	64	users	user	NOUN
crl-25015	300	65	ask	ask	VERB
crl-25015	300	66	about	about	ADP
crl-25015	300	67	the	the	DET
crl-25015	300	68	curriculum	curriculum	NOUN
crl-25015	300	69	materials	material	NOUN
crl-25015	300	70	center	center	NOUN
crl-25015	300	71	or	or	CCONJ
crl-25015	300	72	k–12	k–12	NOUN
crl-25015	300	73	education	education	NOUN
crl-25015	300	74	materials	material	NOUN
crl-25015	300	75	more	more	ADV
crl-25015	300	76	broadly	broadly	ADV
crl-25015	300	77	.	.	PUNCT
crl-25015	301	1	curriculum	curriculum	NOUN
crl-25015	301	2	books	book	NOUN
crl-25015	301	3	tagknownitemarticle	tagknownitemarticle	NOUN
crl-25015	301	4	doi\w\s{1}\s+	doi\w\s{1}\s+	NOUN
crl-25015	301	5	interactions	interaction	NOUN
crl-25015	301	6	in	in	ADP
crl-25015	301	7	which	which	PRON
crl-25015	301	8	a	a	DET
crl-25015	301	9	user	user	NOUN
crl-25015	301	10	identifies	identify	VERB
crl-25015	301	11	a	a	DET
crl-25015	301	12	specific	specific	ADJ
crl-25015	301	13	,	,	PUNCT
crl-25015	301	14	individual	individual	ADJ
crl-25015	301	15	journal	journal	NOUN
crl-25015	301	16	article.doi:{01}\s{01}\d\s+	article.doi:{01}\s{01}\d\s+	VERB
crl-25015	301	17	this	this	DET
crl-25015	301	18	article	article	NOUN
crl-25015	301	19	this\s\w+\sarticle	this\s\w+\sarticle	NOUN
crl-25015	301	20	this	this	DET
crl-25015	301	21	paper	paper	NOUN
crl-25015	301	22	doi\.\s+	doi\.\s+	NOUN
crl-25015	301	23	doi:{01}\s{01}\d\s+	doi:{01}\s{01}\d\s+	VERB
crl-25015	301	24	doi\.org\s+	doi\.org\s+	NOUN
crl-25015	301	25	tagreference	tagreference	NOUN
crl-25015	301	26	articles{01}\sabout	articles{01}\sabout	ADP
crl-25015	301	27	interactions	interaction	NOUN
crl-25015	301	28	in	in	ADP
crl-25015	301	29	which	which	PRON
crl-25015	301	30	users	user	NOUN
crl-25015	301	31	ask	ask	VERB
crl-25015	301	32	broadly	broadly	ADV
crl-25015	301	33	for	for	ADP
crl-25015	301	34	reference	reference	NOUN
crl-25015	301	35	/	/	SYM
crl-25015	301	36	research	research	NOUN
crl-25015	301	37	support	support	NOUN
crl-25015	301	38	and	and	CCONJ
crl-25015	301	39	guidance.books{01}\sabout	guidance.books{01}\sabout	ADP
crl-25015	301	40	subject	subject	ADJ
crl-25015	301	41	topic	topic	NOUN
crl-25015	301	42	a	a	DET
crl-25015	301	43	paper	paper	NOUN
crl-25015	301	44	on	on	ADP
crl-25015	301	45	help	help	VERB
crl-25015	301	46	me	i	PRON
crl-25015	301	47	find	find	VERB
crl-25015	301	48	an{01	an{01	NOUN
crl-25015	301	49	}	}	PUNCT
crl-25015	301	50	tagurl	tagurl	VERB
crl-25015	301	51	re.escape(amazon.com	re.escape(amazon.com	NOUN
crl-25015	301	52	)	)	PUNCT
crl-25015	301	53	interactions	interaction	NOUN
crl-25015	301	54	in	in	ADP
crl-25015	301	55	which	which	PRON
crl-25015	301	56	a	a	DET
crl-25015	301	57	user	user	NOUN
crl-25015	301	58	shares	share	VERB
crl-25015	301	59	a	a	DET
crl-25015	301	60	url	url	NOUN
crl-25015	301	61	to	to	ADP
crl-25015	301	62	any	any	DET
crl-25015	301	63	website.re.escape(newfirstsearch	website.re.escape(newfirstsearch	NOUN
crl-25015	301	64	)	)	PUNCT
crl-25015	301	65	re.escape(galegroup	re.escape(galegroup	ADJ
crl-25015	301	66	)	)	PUNCT
crl-25015	301	67	re.escape(ingentaconnect.com	re.escape(ingentaconnect.com	NOUN
crl-25015	301	68	)	)	PUNCT
crl-25015	301	69	re.escape(proquest.com	re.escape(proquest.com	NOUN
crl-25015	301	70	)	)	PUNCT
crl-25015	301	71	re.escape(ncbi.nlm.nih.gov	re.escape(ncbi.nlm.nih.gov	ADJ
crl-25015	301	72	)	)	PUNCT
crl-25015	301	73	re.escape(sciencedirect.com	re.escape(sciencedirect.com	NOUN
crl-25015	301	74	)	)	PUNCT
crl-25015	301	75	re.escape(springer.com	re.escape(springer.com	X
crl-25015	301	76	)	)	PUNCT
crl-25015	301	77	re.escape(tandfonline.com	re.escape(tandfonline.com	SYM
crl-25015	301	78	)	)	PUNCT
crl-25015	301	79	re.escape(webofknowledge	re.escape(webofknowledge	PROPN
crl-25015	301	80	)	)	PUNCT
crl-25015	301	81	re.escape(wiley.com	re.escape(wiley.com	PROPN
crl-25015	301	82	)	)	PUNCT
crl-25015	301	83	re.escape(books.google	re.escape(books.google	NOUN
crl-25015	301	84	)	)	PUNCT
crl-25015	301	85	re.escape(google.com	re.escape(google.com	NOUN
crl-25015	301	86	)	)	PUNCT
crl-25015	301	87	re.escape(apps.lib.k	re.escape(apps.lib.k	NOUN
crl-25015	301	88	-	-	PUNCT
crl-25015	301	89	state.edu/	state.edu/	NUM
crl-25015	301	90	databases	database	NOUN
crl-25015	301	91	)	)	PUNCT
crl-25015	301	92	re.escape(er.lib.ksu.edu	re.escape(er.lib.ksu.edu	PROPN
crl-25015	301	93	)	)	PUNCT
crl-25015	301	94	re.escape(er.lib.k	re.escape(er.lib.k	NOUN
crl-25015	301	95	-	-	PUNCT
crl-25015	301	96	state.edu	state.edu	NOUN
crl-25015	301	97	)	)	PUNCT
crl-25015	301	98	re.escape(getit.lib.ksu.edu	re.escape(getit.lib.ksu.edu	NOUN
crl-25015	301	99	)	)	PUNCT
crl-25015	301	100	re.escape(getit.lib.k	re.escape(getit.lib.k	NOUN
crl-25015	301	101	-	-	PUNCT
crl-25015	301	102	state.edu	state.edu	X
crl-25015	301	103	)	)	PUNCT
crl-25015	301	104	re.escape(guides.lib.ksu.edu	re.escape(guides.lib.ksu.edu	NOUN
crl-25015	301	105	)	)	PUNCT
crl-25015	301	106	http://amazon.com	http://amazon.com	X
crl-25015	301	107	http://ingentaconnect.com	http://ingentaconnect.com	X
crl-25015	301	108	http://proquest.com	http://proquest.com	X
crl-25015	301	109	http://ncbi.nlm.nih.gov	http://ncbi.nlm.nih.gov	ADV
crl-25015	301	110	http://sciencedirect.com	http://sciencedirect.com	X
crl-25015	301	111	http://springer.com	http://springer.com	X
crl-25015	301	112	http://tandfonline.com	http://tandfonline.com	X
crl-25015	301	113	http://wiley.com	http://wiley.com	X
crl-25015	301	114	http://apps.lib.k-state.edu/databases	http://apps.lib.k-state.edu/database	VERB
crl-25015	301	115	http://apps.lib.k-state.edu/databases	http://apps.lib.k-state.edu/database	NOUN
crl-25015	301	116	http://er.lib.ksu.edu	http://er.lib.ksu.edu	PROPN
crl-25015	301	117	http://er.lib.k-state.edu	http://er.lib.k-state.edu	ADV
crl-25015	301	118	http://getit.lib.k-state.edu	http://getit.lib.k-state.edu	X
crl-25015	301	119	http://guides.lib.ksu.edu	http://guides.lib.ksu.edu	VERB
crl-25015	301	120	using	use	VERB
crl-25015	301	121	machine	machine	NOUN
crl-25015	301	122	learning	learn	VERB
crl-25015	301	123	to	to	PART
crl-25015	301	124	predict	predict	VERB
crl-25015	301	125	chat	chat	NOUN
crl-25015	301	126	difficulty	difficulty	NOUN
crl-25015	301	127	705	705	NUM
crl-25015	301	128	tag	tag	NOUN
crl-25015	301	129	pattern	pattern	NOUN
crl-25015	301	130	definition	definition	NOUN
crl-25015	301	131	tags	tag	NOUN
crl-25015	301	132	/	/	SYM
crl-25015	301	133	labels	label	NOUN
crl-25015	301	134	attributed	attribute	VERB
crl-25015	301	135	to	to	ADP
crl-25015	301	136	individual	individual	ADJ
crl-25015	301	137	samples	sample	NOUN
crl-25015	301	138	substring	substre	VERB
crl-25015	301	139	or	or	CCONJ
crl-25015	301	140	regex	regex	PROPN
crl-25015	301	141	patterns	pattern	NOUN
crl-25015	301	142	to	to	PART
crl-25015	301	143	be	be	AUX
crl-25015	301	144	detected	detect	VERB
crl-25015	301	145	in	in	ADP
crl-25015	301	146	raw	raw	ADJ
crl-25015	301	147	user	user	NOUN
crl-25015	301	148	-	-	PUNCT
crl-25015	301	149	supplied	supply	VERB
crl-25015	301	150	texts	text	NOUN
crl-25015	301	151	subjective	subjective	ADJ
crl-25015	301	152	definition	definition	NOUN
crl-25015	301	153	of	of	ADP
crl-25015	301	154	the	the	DET
crl-25015	301	155	broad	broad	ADJ
crl-25015	301	156	concepts	concept	NOUN
crl-25015	301	157	associated	associate	VERB
crl-25015	301	158	with	with	ADP
crl-25015	301	159	core	core	NOUN
crl-25015	301	160	-	-	PUNCT
crl-25015	301	161	classes	class	NOUN
crl-25015	301	162	and	and	CCONJ
crl-25015	301	163	sub	sub	NOUN
crl-25015	301	164	-	-	NOUN
crl-25015	301	165	classes	class	NOUN
crl-25015	301	166	in	in	ADP
crl-25015	301	167	relation	relation	NOUN
crl-25015	301	168	to	to	PART
crl-25015	301	169	vrs	vrs	VERB
crl-25015	301	170	interactions	interaction	NOUN
crl-25015	301	171	tagurl	tagurl	X
crl-25015	301	172	re.escape(guides.lib.k	re.escape(guides.lib.k	ADV
crl-25015	301	173	-	-	PUNCT
crl-25015	301	174	state.edu	state.edu	X
crl-25015	301	175	)	)	PUNCT
crl-25015	301	176	interactions	interaction	NOUN
crl-25015	301	177	in	in	ADP
crl-25015	301	178	which	which	PRON
crl-25015	301	179	a	a	DET
crl-25015	301	180	user	user	NOUN
crl-25015	301	181	shares	share	VERB
crl-25015	301	182	a	a	DET
crl-25015	301	183	url	url	NOUN
crl-25015	301	184	to	to	ADP
crl-25015	301	185	any	any	DET
crl-25015	301	186	website.re.escape(catalog.lib.ksu.edu	website.re.escape(catalog.lib.ksu.edu	NUM
crl-25015	301	187	)	)	PUNCT
crl-25015	301	188	re.escape(catalog2.lib.ksu.edu	re.escape(catalog2.lib.ksu.edu	PROPN
crl-25015	301	189	)	)	PUNCT
crl-25015	301	190	re.escape(catalog.lib.k	re.escape(catalog.lib.k	NOUN
crl-25015	301	191	-	-	PUNCT
crl-25015	301	192	state.edu	state.edu	NOUN
crl-25015	301	193	)	)	PUNCT
crl-25015	301	194	re.escape(catalog2.lib.k	re.escape(catalog2.lib.k	NOUN
crl-25015	301	195	-	-	PUNCT
crl-25015	301	196	state.edu	state.edu	X
crl-25015	301	197	)	)	PUNCT
crl-25015	301	198	re.escape(primo.hosted	re.escape(primo.hoste	VERB
crl-25015	301	199	.	.	PUNCT
crl-25015	302	1	exlibrisgroup.com	exlibrisgroup.com	X
crl-25015	302	2	)	)	PUNCT
crl-25015	302	3	re.escape(na02.alma	re.escape(na02.alma	PROPN
crl-25015	302	4	.	.	PUNCT
crl-25015	302	5	exlibrisgroup	exlibrisgroup	PROPN
crl-25015	302	6	)	)	PUNCT
crl-25015	302	7	re.escape(searchit.lib.ksu.edu	re.escape(searchit.lib.ksu.edu	PROPN
crl-25015	302	8	)	)	PUNCT
crl-25015	302	9	re.escape(searchit.lib.k	re.escape(searchit.lib.k	X
crl-25015	302	10	-	-	PUNCT
crl-25015	302	11	state.edu	state.edu	NOUN
crl-25015	302	12	)	)	PUNCT
crl-25015	302	13	re.escape(lib.k	re.escape(lib.k	NOUN
crl-25015	302	14	-	-	PUNCT
crl-25015	302	15	state.edu	state.edu	PROPN
crl-25015	302	16	)	)	PUNCT
crl-25015	303	1	re.escape(lib.k	re.escape(lib.k	NOUN
crl-25015	303	2	-	-	PUNCT
crl-25015	303	3	state.edu	state.edu	PROPN
crl-25015	303	4	)	)	PUNCT
crl-25015	303	5	re.escape(doi.org	re.escape(doi.org	ADJ
crl-25015	303	6	)	)	PUNCT
crl-25015	303	7	re.escape(http	re.escape(http	ADJ
crl-25015	303	8	)	)	PUNCT
crl-25015	303	9	re.escape(www	re.escape(www	PROPN
crl-25015	303	10	.	.	PROPN
crl-25015	303	11	)	)	PUNCT
crl-25015	303	12	notes	note	VERB
crl-25015	303	13	1	1	NUM
crl-25015	303	14	.	.	PUNCT
crl-25015	303	15	jeremy	jeremy	PROPN
crl-25015	303	16	walker	walker	PROPN
crl-25015	303	17	and	and	CCONJ
crl-25015	303	18	jason	jason	PROPN
crl-25015	303	19	coleman	coleman	PROPN
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crl-25015	303	21	“	"	PUNCT
crl-25015	303	22	analyzing	analyze	VERB
crl-25015	303	23	virtual	virtual	ADJ
crl-25015	303	24	reference	reference	NOUN
crl-25015	303	25	transcripts	transcript	NOUN
crl-25015	303	26	with	with	ADP
crl-25015	303	27	machine	machine	NOUN
crl-25015	303	28	learning	learning	NOUN
crl-25015	303	29	,	,	PUNCT
crl-25015	303	30	”	"	PUNCT
crl-25015	303	31	in	in	ADP
crl-25015	303	32	library	library	PROPN
crl-25015	303	33	technology	technology	NOUN
crl-25015	303	34	conference	conference	NOUN
crl-25015	303	35	(	(	PUNCT
crl-25015	303	36	2019	2019	NUM
crl-25015	303	37	)	)	PUNCT
crl-25015	303	38	,	,	PUNCT
crl-25015	303	39	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	PROPN
crl-25015	303	40	;	;	PUNCT
crl-25015	303	41	jeremy	jeremy	PROPN
crl-25015	303	42	walker	walker	PROPN
crl-25015	303	43	,	,	PUNCT
crl-25015	303	44	“	"	PUNCT
crl-25015	303	45	measuring	measure	VERB
crl-25015	303	46	the	the	DET
crl-25015	303	47	impact	impact	NOUN
crl-25015	303	48	that	that	PRON
crl-25015	303	49	domain	domain	VERB
crl-25015	303	50	knowledge	knowledge	NOUN
crl-25015	303	51	in	in	ADP
crl-25015	303	52	the	the	DET
crl-25015	303	53	form	form	NOUN
crl-25015	303	54	of	of	ADP
crl-25015	303	55	simple	simple	ADJ
crl-25015	303	56	ontology	ontology	NOUN
crl-25015	303	57	structures	structure	NOUN
crl-25015	303	58	has	have	VERB
crl-25015	303	59	on	on	ADP
crl-25015	303	60	predictive	predictive	ADJ
crl-25015	303	61	modelling	modelling	NOUN
crl-25015	303	62	processes	process	NOUN
crl-25015	303	63	in	in	ADP
crl-25015	303	64	the	the	DET
crl-25015	303	65	context	context	NOUN
crl-25015	303	66	of	of	ADP
crl-25015	303	67	academic	academic	ADJ
crl-25015	303	68	library	library	NOUN
crl-25015	303	69	virtual	virtual	ADJ
crl-25015	303	70	reference	reference	NOUN
crl-25015	303	71	services	service	NOUN
crl-25015	303	72	”	"	PUNCT
crl-25015	303	73	(	(	PUNCT
crl-25015	303	74	m.s	m.s	PROPN
crl-25015	303	75	.	.	PROPN
crl-25015	303	76	,	,	PUNCT
crl-25015	303	77	evanston	evanston	PROPN
crl-25015	303	78	,	,	PUNCT
crl-25015	303	79	il	il	PROPN
crl-25015	303	80	,	,	PUNCT
crl-25015	303	81	northwestern	northwestern	ADJ
crl-25015	303	82	university	university	NOUN
crl-25015	303	83	,	,	PUNCT
crl-25015	303	84	2019	2019	NUM
crl-25015	303	85	)	)	PUNCT
crl-25015	303	86	,	,	PUNCT
crl-25015	303	87	https://doi.org/10.21985/n20v2w	https://doi.org/10.21985/n20v2w	NOUN
crl-25015	303	88	.	.	PUNCT
crl-25015	304	1	2	2	X
crl-25015	304	2	.	.	X
crl-25015	304	3	david	david	PROPN
crl-25015	304	4	ward	ward	PROPN
crl-25015	304	5	,	,	PUNCT
crl-25015	304	6	“	"	PUNCT
crl-25015	304	7	using	use	VERB
crl-25015	304	8	virtual	virtual	ADJ
crl-25015	304	9	reference	reference	NOUN
crl-25015	304	10	transcripts	transcript	NOUN
crl-25015	304	11	for	for	ADP
crl-25015	304	12	staff	staff	NOUN
crl-25015	304	13	training	training	NOUN
crl-25015	304	14	,	,	PUNCT
crl-25015	304	15	”	"	PUNCT
crl-25015	304	16	reference	reference	NOUN
crl-25015	304	17	services	service	NOUN
crl-25015	304	18	review	review	VERB
crl-25015	304	19	31	31	NUM
crl-25015	304	20	,	,	PUNCT
crl-25015	304	21	no	no	INTJ
crl-25015	304	22	.	.	NOUN
crl-25015	304	23	1	1	NUM
crl-25015	304	24	(	(	PUNCT
crl-25015	304	25	march	march	PROPN
crl-25015	304	26	1	1	NUM
crl-25015	304	27	,	,	PUNCT
crl-25015	304	28	2003	2003	NUM
crl-25015	304	29	):	):	PUNCT
crl-25015	304	30	46–56	46–56	NUM
crl-25015	304	31	,	,	PUNCT
crl-25015	304	32	https://doi.org/10.1108/00907320310460915	https://doi.org/10.1108/00907320310460915	PRON
crl-25015	304	33	;	;	PUNCT
crl-25015	304	34	amy	amy	PROPN
crl-25015	304	35	burger	burger	NOUN
crl-25015	304	36	,	,	PUNCT
crl-25015	304	37	jung	jung	NOUN
crl-25015	304	38	-	-	PUNCT
crl-25015	304	39	ran	ran	NOUN
crl-25015	304	40	park	park	NOUN
crl-25015	304	41	,	,	PUNCT
crl-25015	304	42	and	and	CCONJ
crl-25015	304	43	guisu	guisu	PROPN
crl-25015	304	44	li	li	PROPN
crl-25015	304	45	,	,	PUNCT
crl-25015	304	46	“	"	PUNCT
crl-25015	304	47	application	application	NOUN
crl-25015	304	48	of	of	ADP
crl-25015	304	49	reference	reference	NOUN
crl-25015	304	50	guidelines	guideline	NOUN
crl-25015	304	51	for	for	ADP
crl-25015	304	52	assessing	assess	VERB
crl-25015	304	53	the	the	DET
crl-25015	304	54	quality	quality	NOUN
crl-25015	304	55	of	of	ADP
crl-25015	304	56	the	the	DET
crl-25015	304	57	internet	internet	NOUN
crl-25015	304	58	public	public	ADJ
crl-25015	304	59	library	library	NOUN
crl-25015	304	60	’s	’s	PART
crl-25015	304	61	virtual	virtual	ADJ
crl-25015	304	62	reference	reference	NOUN
crl-25015	304	63	services	service	NOUN
crl-25015	304	64	,	,	PUNCT
crl-25015	304	65	”	"	PUNCT
crl-25015	304	66	internet	internet	NOUN
crl-25015	304	67	reference	reference	NOUN
crl-25015	304	68	services	service	NOUN
crl-25015	304	69	quarterly	quarterly	ADV
crl-25015	304	70	15	15	NUM
crl-25015	304	71	,	,	PUNCT
crl-25015	304	72	no	no	INTJ
crl-25015	304	73	.	.	NOUN
crl-25015	304	74	4	4	NUM
crl-25015	304	75	(	(	PUNCT
crl-25015	304	76	october	october	PROPN
crl-25015	304	77	2010	2010	NUM
crl-25015	304	78	):	):	PUNCT
crl-25015	304	79	209–26	209–26	NUM
crl-25015	304	80	,	,	PUNCT
crl-25015	304	81	https://doi.org/10.1080/10875301.201	https://doi.org/10.1080/10875301.201	NOUN
crl-25015	304	82	0.526479	0.526479	NUM
crl-25015	304	83	;	;	PUNCT
crl-25015	304	84	greta	greta	PROPN
crl-25015	304	85	valentine	valentine	PROPN
crl-25015	304	86	and	and	CCONJ
crl-25015	304	87	brian	brian	PROPN
crl-25015	304	88	d.	d.	PROPN
crl-25015	304	89	moss	moss	PROPN
crl-25015	304	90	,	,	PUNCT
crl-25015	304	91	“	"	PUNCT
crl-25015	304	92	assessing	assess	VERB
crl-25015	304	93	reference	reference	NOUN
crl-25015	304	94	service	service	NOUN
crl-25015	304	95	quality	quality	NOUN
crl-25015	304	96	:	:	PUNCT
crl-25015	304	97	a	a	DET
crl-25015	304	98	chat	chat	NOUN
crl-25015	304	99	transcript	transcript	NOUN
crl-25015	304	100	analysis	analysis	NOUN
crl-25015	304	101	”	"	PUNCT
crl-25015	304	102	(	(	PUNCT
crl-25015	304	103	march	march	PROPN
crl-25015	304	104	28	28	NUM
crl-25015	304	105	,	,	PUNCT
crl-25015	304	106	2017	2017	NUM
crl-25015	304	107	)	)	PUNCT
crl-25015	304	108	,	,	PUNCT
crl-25015	304	109	https://kuscholarworks.ku.edu/handle/1808/25179	https://kuscholarworks.ku.edu/handle/1808/25179	NOUN
crl-25015	304	110	;	;	PUNCT
crl-25015	304	111	deborah	deborah	PROPN
crl-25015	304	112	l.	l.	PROPN
crl-25015	304	113	meert	meert	PROPN
crl-25015	304	114	and	and	CCONJ
crl-25015	304	115	lisa	lisa	PROPN
crl-25015	304	116	m.	m.	NOUN
crl-25015	304	117	given	give	VERB
crl-25015	304	118	,	,	PUNCT
crl-25015	304	119	“	"	PUNCT
crl-25015	304	120	measuring	measure	VERB
crl-25015	304	121	quality	quality	NOUN
crl-25015	304	122	in	in	ADP
crl-25015	304	123	chat	chat	NOUN
crl-25015	304	124	reference	reference	NOUN
crl-25015	304	125	consortia	consortia	NOUN
crl-25015	304	126	:	:	PUNCT
crl-25015	304	127	a	a	DET
crl-25015	304	128	comparative	comparative	ADJ
crl-25015	304	129	analysis	analysis	NOUN
crl-25015	304	130	of	of	ADP
crl-25015	304	131	responses	response	NOUN
crl-25015	304	132	to	to	ADP
crl-25015	304	133	users	user	NOUN
crl-25015	304	134	’	’	PART
crl-25015	304	135	queries	query	NOUN
crl-25015	304	136	,	,	PUNCT
crl-25015	304	137	”	"	PUNCT
crl-25015	304	138	college	college	PROPN
crl-25015	304	139	&	&	CCONJ
crl-25015	304	140	research	research	PROPN
crl-25015	304	141	libraries	library	NOUN
crl-25015	304	142	70	70	NUM
crl-25015	304	143	,	,	PUNCT
crl-25015	304	144	no	no	INTJ
crl-25015	304	145	.	.	NOUN
crl-25015	304	146	1	1	NUM
crl-25015	304	147	(	(	PUNCT
crl-25015	304	148	january	january	PROPN
crl-25015	304	149	2009	2009	NUM
crl-25015	304	150	):	):	PUNCT
crl-25015	304	151	71–84	71–84	NOUN
crl-25015	304	152	,	,	PUNCT
crl-25015	304	153	https://doi.org/10.5860/0700071	https://doi.org/10.5860/0700071	PROPN
crl-25015	304	154	;	;	PUNCT
crl-25015	304	155	marie	marie	PROPN
crl-25015	304	156	l.	l.	PROPN
crl-25015	304	157	radford	radford	PROPN
crl-25015	304	158	,	,	PUNCT
crl-25015	304	159	“	"	PUNCT
crl-25015	304	160	encountering	encounter	VERB
crl-25015	304	161	virtual	virtual	ADJ
crl-25015	304	162	users	user	NOUN
crl-25015	304	163	:	:	PUNCT
crl-25015	304	164	a	a	DET
crl-25015	304	165	qualitative	qualitative	ADJ
crl-25015	304	166	investigation	investigation	NOUN
crl-25015	304	167	of	of	ADP
crl-25015	304	168	interpersonal	interpersonal	ADJ
crl-25015	304	169	communication	communication	NOUN
crl-25015	304	170	in	in	ADP
crl-25015	304	171	chat	chat	NOUN
crl-25015	304	172	reference	reference	NOUN
crl-25015	304	173	,	,	PUNCT
crl-25015	304	174	”	"	PUNCT
crl-25015	304	175	journal	journal	NOUN
crl-25015	304	176	of	of	ADP
crl-25015	304	177	the	the	DET
crl-25015	304	178	american	american	ADJ
crl-25015	304	179	society	society	NOUN
crl-25015	304	180	for	for	ADP
crl-25015	304	181	information	information	NOUN
crl-25015	304	182	science	science	NOUN
crl-25015	304	183	and	and	CCONJ
crl-25015	304	184	technology	technology	NOUN
crl-25015	304	185	57	57	NUM
crl-25015	304	186	,	,	PUNCT
crl-25015	304	187	no	no	INTJ
crl-25015	304	188	.	.	NOUN
crl-25015	304	189	8	8	NUM
crl-25015	304	190	(	(	PUNCT
crl-25015	304	191	2006	2006	NUM
crl-25015	304	192	):	):	PUNCT
crl-25015	304	193	1046–59	1046–59	NOUN
crl-25015	304	194	,	,	PUNCT
crl-25015	304	195	https://doi.org/10.1002/asi.20374	https://doi.org/10.1002/asi.20374	PROPN
crl-25015	304	196	;	;	PUNCT
crl-25015	304	197	koshik	koshik	PROPN
crl-25015	304	198	irene	irene	PROPN
crl-25015	304	199	and	and	CCONJ
crl-25015	304	200	okazawa	okazawa	PROPN
crl-25015	304	201	hiromi	hiromi	PROPN
crl-25015	304	202	,	,	PUNCT
crl-25015	304	203	“	"	PUNCT
crl-25015	304	204	a	a	DET
crl-25015	304	205	conversation	conversation	ADJ
crl-25015	304	206	analytic	analytic	ADJ
crl-25015	304	207	study	study	NOUN
crl-25015	304	208	of	of	ADP
crl-25015	304	209	actual	actual	ADJ
crl-25015	304	210	and	and	CCONJ
crl-25015	304	211	potential	potential	ADJ
crl-25015	304	212	problems	problem	NOUN
crl-25015	304	213	in	in	ADP
crl-25015	304	214	communication	communication	NOUN
crl-25015	304	215	in	in	ADP
crl-25015	304	216	library	library	NOUN
crl-25015	304	217	chat	chat	VERB
crl-25015	304	218	reference	reference	NOUN
crl-25015	304	219	interactions	interaction	NOUN
crl-25015	304	220	,	,	PUNCT
crl-25015	304	221	”	"	PUNCT
crl-25015	304	222	journal	journal	NOUN
crl-25015	304	223	of	of	ADP
crl-25015	304	224	the	the	DET
crl-25015	304	225	american	american	ADJ
crl-25015	304	226	society	society	NOUN
crl-25015	304	227	for	for	ADP
crl-25015	304	228	information	information	NOUN
crl-25015	304	229	science	science	NOUN
crl-25015	304	230	and	and	CCONJ
crl-25015	304	231	technology	technology	NOUN
crl-25015	304	232	63	63	NUM
crl-25015	304	233	,	,	PUNCT
crl-25015	304	234	no	no	INTJ
crl-25015	304	235	.	.	NOUN
crl-25015	305	1	10	10	NUM
crl-25015	306	1	(	(	PUNCT
crl-25015	306	2	september	september	PROPN
crl-25015	306	3	10	10	NUM
crl-25015	306	4	,	,	PUNCT
crl-25015	306	5	2012	2012	NUM
crl-25015	306	6	):	):	PUNCT
crl-25015	306	7	2006–19	2006–19	NOUN
crl-25015	306	8	,	,	PUNCT
crl-25015	306	9	https://doi.org/10.1002/asi.22677	https://doi.org/10.1002/asi.22677	NOUN
crl-25015	306	10	;	;	PUNCT
crl-25015	306	11	jennifer	jennifer	PROPN
crl-25015	306	12	waugh	waugh	PROPN
crl-25015	306	13	,	,	PUNCT
crl-25015	306	14	“	"	PUNCT
crl-25015	306	15	formality	formality	NOUN
crl-25015	306	16	in	in	ADP
crl-25015	306	17	chat	chat	NOUN
crl-25015	306	18	reference	reference	NOUN
crl-25015	306	19	:	:	PUNCT
crl-25015	306	20	perceptions	perception	NOUN
crl-25015	306	21	of	of	ADP
crl-25015	306	22	17to	17to	ADJ
crl-25015	306	23	25	25	NUM
crl-25015	306	24	-	-	PUNCT
crl-25015	306	25	year	year	NOUN
crl-25015	306	26	-	-	PUNCT
crl-25015	306	27	old	old	ADJ
crl-25015	306	28	university	university	NOUN
crl-25015	306	29	students	student	NOUN
crl-25015	306	30	,	,	PUNCT
crl-25015	306	31	”	"	PUNCT
crl-25015	306	32	evidence	evidence	NOUN
crl-25015	306	33	based	base	VERB
crl-25015	306	34	library	library	NOUN
crl-25015	306	35	and	and	CCONJ
crl-25015	306	36	information	information	NOUN
crl-25015	306	37	practice	practice	NOUN
crl-25015	306	38	8	8	NUM
crl-25015	306	39	,	,	PUNCT
crl-25015	306	40	no	no	INTJ
crl-25015	306	41	.	.	NOUN
crl-25015	306	42	1	1	NUM
crl-25015	306	43	(	(	PUNCT
crl-25015	306	44	march	march	PROPN
crl-25015	306	45	1	1	NUM
crl-25015	306	46	,	,	PUNCT
crl-25015	306	47	2013	2013	NUM
crl-25015	306	48	):	):	PUNCT
crl-25015	306	49	19–34	19–34	NUM
crl-25015	306	50	;	;	PUNCT
crl-25015	306	51	joann	joann	PROPN
crl-25015	306	52	jacoby	jacoby	PROPN
crl-25015	306	53	et	et	PROPN
crl-25015	306	54	al	al	PROPN
crl-25015	306	55	.	.	PROPN
crl-25015	306	56	,	,	PUNCT
crl-25015	306	57	“	"	PUNCT
crl-25015	306	58	the	the	DET
crl-25015	306	59	value	value	NOUN
crl-25015	306	60	of	of	ADP
crl-25015	306	61	chat	chat	NOUN
crl-25015	306	62	reference	reference	NOUN
crl-25015	306	63	services	service	NOUN
crl-25015	306	64	:	:	PUNCT
crl-25015	306	65	a	a	DET
crl-25015	306	66	pilot	pilot	NOUN
crl-25015	306	67	study	study	NOUN
crl-25015	306	68	,	,	PUNCT
crl-25015	306	69	”	"	PUNCT
crl-25015	306	70	portal	portal	ADJ
crl-25015	306	71	:	:	PUNCT
crl-25015	306	72	libraries	library	NOUN
crl-25015	306	73	and	and	CCONJ
crl-25015	306	74	the	the	DET
crl-25015	306	75	academy	academy	NOUN
crl-25015	306	76	16	16	NUM
crl-25015	306	77	,	,	PUNCT
crl-25015	306	78	no	no	INTJ
crl-25015	306	79	.	.	NOUN
crl-25015	306	80	1	1	NUM
crl-25015	306	81	(	(	PUNCT
crl-25015	306	82	february	february	PROPN
crl-25015	306	83	18	18	NUM
crl-25015	306	84	,	,	PUNCT
crl-25015	306	85	2016	2016	NUM
crl-25015	306	86	):	):	PUNCT
crl-25015	306	87	109–29	109–29	NUM
crl-25015	306	88	,	,	PUNCT
crl-25015	306	89	https://doi.org/10.1353/pla.2016.0013	https://doi.org/10.1353/pla.2016.0013	NOUN
crl-25015	306	90	.	.	PROPN
crl-25015	307	1	3	3	X
crl-25015	307	2	.	.	X
crl-25015	307	3	yasmin	yasmin	PROPN
crl-25015	307	4	morais	morais	PROPN
crl-25015	307	5	and	and	CCONJ
crl-25015	307	6	sara	sara	PROPN
crl-25015	307	7	sampson	sampson	PROPN
crl-25015	307	8	,	,	PUNCT
crl-25015	307	9	“	"	PUNCT
crl-25015	307	10	a	a	DET
crl-25015	307	11	content	content	NOUN
crl-25015	307	12	analysis	analysis	NOUN
crl-25015	307	13	of	of	ADP
crl-25015	307	14	chat	chat	NOUN
crl-25015	307	15	transcripts	transcript	NOUN
crl-25015	307	16	in	in	ADP
crl-25015	307	17	the	the	DET
crl-25015	307	18	georgetown	georgetown	PROPN
crl-25015	307	19	law	law	NOUN
crl-25015	307	20	library	library	NOUN
crl-25015	307	21	,	,	PUNCT
crl-25015	307	22	”	"	PUNCT
crl-25015	307	23	legal	legal	ADJ
crl-25015	307	24	reference	reference	NOUN
crl-25015	307	25	services	service	NOUN
crl-25015	307	26	quarterly	quarterly	ADV
crl-25015	307	27	29	29	NUM
crl-25015	307	28	,	,	PUNCT
crl-25015	307	29	no	no	INTJ
crl-25015	307	30	.	.	NOUN
crl-25015	307	31	3	3	NUM
crl-25015	307	32	(	(	PUNCT
crl-25015	307	33	july	july	PROPN
crl-25015	307	34	1	1	NUM
crl-25015	307	35	,	,	PUNCT
crl-25015	307	36	2010	2010	NUM
crl-25015	307	37	):	):	PUNCT
crl-25015	307	38	165–78	165–78	NUM
crl-25015	307	39	,	,	PUNCT
crl-25015	307	40	https://doi.org/10.1080/02703191003751289	https://doi.org/10.1080/02703191003751289	NUM
crl-25015	307	41	;	;	PUNCT
crl-25015	307	42	amanda	amanda	NOUN
crl-25015	307	43	clay	clay	NOUN
crl-25015	307	44	powers	power	NOUN
crl-25015	307	45	,	,	PUNCT
crl-25015	307	46	julie	julie	PROPN
crl-25015	307	47	shedd	shedd	PROPN
crl-25015	307	48	,	,	PUNCT
crl-25015	307	49	and	and	CCONJ
crl-25015	307	50	clay	clay	NOUN
crl-25015	307	51	hill	hill	PROPN
crl-25015	307	52	,	,	PUNCT
crl-25015	307	53	“	"	PUNCT
crl-25015	307	54	the	the	DET
crl-25015	307	55	role	role	NOUN
crl-25015	307	56	of	of	ADP
crl-25015	307	57	virtual	virtual	ADJ
crl-25015	307	58	reference	reference	NOUN
crl-25015	307	59	in	in	ADP
crl-25015	307	60	library	library	NOUN
crl-25015	307	61	web	web	NOUN
crl-25015	307	62	site	site	NOUN
crl-25015	307	63	design	design	NOUN
crl-25015	307	64	:	:	PUNCT
crl-25015	307	65	a	a	DET
crl-25015	307	66	qualitative	qualitative	ADJ
crl-25015	307	67	source	source	NOUN
crl-25015	307	68	for	for	ADP
crl-25015	307	69	usage	usage	NOUN
crl-25015	307	70	data	datum	NOUN
crl-25015	307	71	,	,	PUNCT
crl-25015	307	72	”	"	PUNCT
crl-25015	307	73	journal	journal	NOUN
crl-25015	307	74	of	of	ADP
crl-25015	307	75	web	web	NOUN
crl-25015	307	76	librarianship	librarianship	NOUN
crl-25015	307	77	5	5	NUM
crl-25015	307	78	,	,	PUNCT
crl-25015	307	79	no	no	INTJ
crl-25015	307	80	.	.	NOUN
crl-25015	307	81	2	2	NUM
crl-25015	307	82	(	(	PUNCT
crl-25015	307	83	april	april	PROPN
crl-25015	307	84	1	1	NUM
crl-25015	307	85	,	,	PUNCT
crl-25015	307	86	2011	2011	NUM
crl-25015	307	87	):	):	PUNCT
crl-25015	307	88	96–113	96–113	PROPN
crl-25015	307	89	,	,	PUNCT
crl-25015	307	90	https://doi.org/	https://doi.org/	VERB
crl-25015	307	91	10.1080/19322909.2011.573279	10.1080/19322909.2011.573279	NUM
crl-25015	307	92	.	.	PUNCT
crl-25015	308	1	http://guides.lib.k-state.edu	http://guides.lib.k-state.edu	NOUN
crl-25015	308	2	http://catalog.lib.ksu.edu	http://catalog.lib.ksu.edu	VERB
crl-25015	308	3	http://catalog2.lib.ksu.edu	http://catalog2.lib.ksu.edu	PROPN
crl-25015	308	4	http://catalog.lib.k-state.edu	http://catalog.lib.k-state.edu	PRON
crl-25015	308	5	http://primo.hosted.exlibrisgroup.com	http://primo.hosted.exlibrisgroup.com	X
crl-25015	308	6	http://primo.hosted.exlibrisgroup.com	http://primo.hosted.exlibrisgroup.com	X
crl-25015	308	7	http://searchit.lib.ksu.edu	http://searchit.lib.ksu.edu	NOUN
crl-25015	308	8	http://searchit.lib.k-state.edu	http://searchit.lib.k-state.edu	X
crl-25015	308	9	http://lib.k-state.edu	http://lib.k-state.edu	PROPN
crl-25015	308	10	http://lib.k-state.edu	http://lib.k-state.edu	PROPN
crl-25015	308	11	http://doi.org	http://doi.org	PROPN
crl-25015	308	12	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	https://digitalcommons.macalester.edu/libtech_conf/2019/sessions/27	PROPN
crl-25015	308	13	https://doi.org/10.21985/n20v2w	https://doi.org/10.21985/n20v2w	PROPN
crl-25015	308	14	https://doi.org/10.1108/00907320310460915	https://doi.org/10.1108/00907320310460915	X
crl-25015	308	15	https://doi.org/10.1080/10875301.2010.526479	https://doi.org/10.1080/10875301.2010.526479	NOUN
crl-25015	308	16	https://doi.org/10.1080/10875301.2010.526479	https://doi.org/10.1080/10875301.2010.526479	PROPN
crl-25015	308	17	https://kuscholarworks.ku.edu/handle/1808/25179	https://kuscholarworks.ku.edu/handle/1808/25179	PROPN
crl-25015	308	18	https://doi.org/10.5860/0700071	https://doi.org/10.5860/0700071	NOUN
crl-25015	308	19	https://doi.org/10.1002/asi.20374	https://doi.org/10.1002/asi.20374	ADJ
crl-25015	308	20	https://doi.org/10.1002/asi.22677	https://doi.org/10.1002/asi.22677	PROPN
crl-25015	308	21	https://doi.org/10.1353/pla.2016.0013	https://doi.org/10.1353/pla.2016.0013	PROPN
crl-25015	308	22	https://doi.org/10.1080/02703191003751289	https://doi.org/10.1080/02703191003751289	PROPN
crl-25015	308	23	https://doi.org/10.1080/19322909.2011.573279	https://doi.org/10.1080/19322909.2011.573279	PROPN
crl-25015	308	24	https://doi.org/10.1080/19322909.2011.573279	https://doi.org/10.1080/19322909.2011.573279	PROPN
crl-25015	308	25	706	706	NUM
crl-25015	308	26	college	college	PROPN
crl-25015	308	27	&	&	CCONJ
crl-25015	308	28	research	research	PROPN
crl-25015	308	29	libraries	library	NOUN
crl-25015	308	30	july	july	PROPN
crl-25015	308	31	2021	2021	NUM
crl-25015	308	32	4	4	NUM
crl-25015	308	33	.	.	PUNCT
crl-25015	309	1	miriam	miriam	PROPN
crl-25015	309	2	l.	l.	PROPN
crl-25015	309	3	matteson	matteson	PROPN
crl-25015	309	4	,	,	PUNCT
crl-25015	309	5	jennifer	jennifer	PROPN
crl-25015	309	6	salamon	salamon	PROPN
crl-25015	309	7	,	,	PUNCT
crl-25015	309	8	and	and	CCONJ
crl-25015	309	9	lindy	lindy	NOUN
crl-25015	309	10	brewster	brewster	NOUN
crl-25015	309	11	,	,	PUNCT
crl-25015	309	12	“	"	PUNCT
crl-25015	309	13	a	a	DET
crl-25015	309	14	systematic	systematic	ADJ
crl-25015	309	15	review	review	NOUN
crl-25015	309	16	of	of	ADP
crl-25015	309	17	research	research	NOUN
crl-25015	309	18	on	on	ADP
crl-25015	309	19	live	live	ADJ
crl-25015	309	20	chat	chat	PROPN
crl-25015	309	21	service	service	NOUN
crl-25015	309	22	,	,	PUNCT
crl-25015	309	23	”	"	PUNCT
crl-25015	309	24	reference	reference	NOUN
crl-25015	309	25	&	&	CCONJ
crl-25015	309	26	user	user	NOUN
crl-25015	309	27	services	service	NOUN
crl-25015	309	28	quarterly	quarterly	ADV
crl-25015	309	29	51	51	NUM
crl-25015	309	30	,	,	PUNCT
crl-25015	309	31	no	no	INTJ
crl-25015	309	32	.	.	NOUN
crl-25015	309	33	2	2	NUM
crl-25015	309	34	(	(	PUNCT
crl-25015	309	35	december	december	PROPN
crl-25015	309	36	5	5	NUM
crl-25015	309	37	,	,	PUNCT
crl-25015	309	38	2011	2011	NUM
crl-25015	309	39	):	):	PUNCT
crl-25015	309	40	172–89	172–89	NOUN
crl-25015	309	41	,	,	PUNCT
crl-25015	309	42	https://doi.org/10.5860/	https://doi.org/10.5860/	PROPN
crl-25015	309	43	rusq.51n2.172	rusq.51n2.172	NUM
crl-25015	309	44	.	.	PROPN
crl-25015	309	45	5	5	NUM
crl-25015	309	46	.	.	PUNCT
crl-25015	309	47	marianne	marianne	PROPN
crl-25015	309	48	stowell	stowell	PROPN
crl-25015	309	49	bracke	bracke	PROPN
crl-25015	309	50	et	et	PROPN
crl-25015	309	51	al	al	PROPN
crl-25015	309	52	.	.	PROPN
crl-25015	309	53	,	,	PUNCT
crl-25015	309	54	“	"	PUNCT
crl-25015	309	55	finding	find	VERB
crl-25015	309	56	information	information	NOUN
crl-25015	309	57	in	in	ADP
crl-25015	309	58	a	a	DET
crl-25015	309	59	new	new	ADJ
crl-25015	309	60	landscape	landscape	NOUN
crl-25015	309	61	:	:	PUNCT
crl-25015	309	62	developing	develop	VERB
crl-25015	309	63	new	new	ADJ
crl-25015	309	64	service	service	NOUN
crl-25015	309	65	and	and	CCONJ
crl-25015	309	66	staffing	staffing	NOUN
crl-25015	309	67	models	model	NOUN
crl-25015	309	68	for	for	ADP
crl-25015	309	69	mediated	mediate	VERB
crl-25015	309	70	information	information	NOUN
crl-25015	309	71	services	service	NOUN
crl-25015	309	72	,	,	PUNCT
crl-25015	309	73	”	"	PUNCT
crl-25015	309	74	college	college	PROPN
crl-25015	309	75	&	&	CCONJ
crl-25015	309	76	research	research	PROPN
crl-25015	309	77	libraries	library	NOUN
crl-25015	309	78	68	68	NUM
crl-25015	309	79	,	,	PUNCT
crl-25015	309	80	no	no	INTJ
crl-25015	309	81	.	.	NOUN
crl-25015	309	82	3	3	NUM
crl-25015	309	83	(	(	PUNCT
crl-25015	309	84	2007	2007	NUM
crl-25015	309	85	)	)	PUNCT
crl-25015	309	86	,	,	PUNCT
crl-25015	309	87	https://doi	https://doi	PROPN
crl-25015	309	88	.	.	PUNCT
crl-25015	310	1	org/10.5860	org/10.5860	NOUN
crl-25015	310	2	/	/	SYM
crl-25015	310	3	crl.68.3.248	crl.68.3.248	NOUN
crl-25015	310	4	;	;	PUNCT
crl-25015	310	5	kate	kate	X
crl-25015	310	6	fuller	full	ADJ
crl-25015	310	7	and	and	CCONJ
crl-25015	310	8	nancy	nancy	PROPN
crl-25015	310	9	h.	h.	PROPN
crl-25015	310	10	dryden	dryden	PROPN
crl-25015	310	11	,	,	PUNCT
crl-25015	310	12	“	"	PUNCT
crl-25015	310	13	chat	chat	VERB
crl-25015	310	14	reference	reference	NOUN
crl-25015	310	15	analysis	analysis	NOUN
crl-25015	310	16	to	to	PART
crl-25015	310	17	determine	determine	VERB
crl-25015	310	18	accuracy	accuracy	NOUN
crl-25015	310	19	and	and	CCONJ
crl-25015	310	20	staffing	staffing	NOUN
crl-25015	310	21	needs	need	VERB
crl-25015	310	22	at	at	ADP
crl-25015	310	23	one	one	NUM
crl-25015	310	24	academic	academic	ADJ
crl-25015	310	25	library	library	NOUN
crl-25015	310	26	,	,	PUNCT
crl-25015	310	27	”	"	PUNCT
crl-25015	310	28	internet	internet	NOUN
crl-25015	310	29	reference	reference	NOUN
crl-25015	310	30	services	service	NOUN
crl-25015	310	31	quarterly	quarterly	ADV
crl-25015	310	32	20	20	NUM
crl-25015	310	33	,	,	PUNCT
crl-25015	310	34	no	no	INTJ
crl-25015	310	35	.	.	NOUN
crl-25015	311	1	3/4	3/4	NUM
crl-25015	311	2	(	(	PUNCT
crl-25015	311	3	july	july	PROPN
crl-25015	311	4	2015	2015	NUM
crl-25015	311	5	):	):	PUNCT
crl-25015	311	6	163–81	163–81	NUM
crl-25015	311	7	,	,	PUNCT
crl-25015	311	8	https://doi.org/10.1080/10875301.2015.1106999	https://doi.org/10.1080/10875301.2015.1106999	PROPN
crl-25015	311	9	;	;	PUNCT
crl-25015	311	10	krisellen	krisellen	VERB
crl-25015	311	11	maloney	maloney	PROPN
crl-25015	311	12	and	and	CCONJ
crl-25015	311	13	jan	jan	PROPN
crl-25015	311	14	h.	h.	PROPN
crl-25015	311	15	kemp	kemp	PROPN
crl-25015	311	16	,	,	PUNCT
crl-25015	311	17	“	"	PUNCT
crl-25015	311	18	changes	change	NOUN
crl-25015	311	19	in	in	ADP
crl-25015	311	20	reference	reference	NOUN
crl-25015	311	21	question	question	NOUN
crl-25015	311	22	complexity	complexity	NOUN
crl-25015	311	23	following	follow	VERB
crl-25015	311	24	the	the	DET
crl-25015	311	25	implementation	implementation	NOUN
crl-25015	311	26	of	of	ADP
crl-25015	311	27	a	a	DET
crl-25015	311	28	proactive	proactive	ADJ
crl-25015	311	29	chat	chat	NOUN
crl-25015	311	30	system	system	NOUN
crl-25015	311	31	:	:	PUNCT
crl-25015	311	32	implications	implication	NOUN
crl-25015	311	33	for	for	ADP
crl-25015	311	34	practice	practice	NOUN
crl-25015	311	35	,	,	PUNCT
crl-25015	311	36	”	"	PUNCT
crl-25015	311	37	college	college	PROPN
crl-25015	311	38	&	&	CCONJ
crl-25015	311	39	research	research	PROPN
crl-25015	311	40	libraries	library	NOUN
crl-25015	311	41	76	76	NUM
crl-25015	311	42	,	,	PUNCT
crl-25015	311	43	no	no	INTJ
crl-25015	311	44	.	.	NOUN
crl-25015	311	45	7	7	NUM
crl-25015	311	46	(	(	PUNCT
crl-25015	311	47	2015	2015	NUM
crl-25015	311	48	):	):	PUNCT
crl-25015	311	49	959–74	959–74	NUM
crl-25015	311	50	,	,	PUNCT
crl-25015	311	51	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	NOUN
crl-25015	311	52	;	;	PUNCT
crl-25015	311	53	valery	valery	NOUN
crl-25015	311	54	king	king	NOUN
crl-25015	311	55	and	and	CCONJ
crl-25015	311	56	sara	sara	PROPN
crl-25015	311	57	christensen	christensen	PROPN
crl-25015	311	58	-	-	PUNCT
crl-25015	311	59	lee	lee	PROPN
crl-25015	311	60	,	,	PUNCT
crl-25015	311	61	“	"	PUNCT
crl-25015	311	62	full	full	ADJ
crl-25015	311	63	-	-	PUNCT
crl-25015	311	64	time	time	NOUN
crl-25015	311	65	reference	reference	NOUN
crl-25015	311	66	with	with	ADP
crl-25015	311	67	part	part	ADJ
crl-25015	311	68	-	-	PUNCT
crl-25015	311	69	time	time	NOUN
crl-25015	311	70	librarians	librarian	NOUN
crl-25015	311	71	,	,	PUNCT
crl-25015	311	72	”	"	PUNCT
crl-25015	311	73	reference	reference	NOUN
crl-25015	311	74	&	&	CCONJ
crl-25015	311	75	user	user	NOUN
crl-25015	311	76	services	service	NOUN
crl-25015	311	77	quarterly	quarterly	ADJ
crl-25015	311	78	54	54	NUM
crl-25015	311	79	,	,	PUNCT
crl-25015	311	80	no	no	INTJ
crl-25015	311	81	.	.	NOUN
crl-25015	311	82	1	1	NUM
crl-25015	311	83	(	(	PUNCT
crl-25015	311	84	september	september	PROPN
crl-25015	311	85	25	25	NUM
crl-25015	311	86	,	,	PUNCT
crl-25015	311	87	2014	2014	NUM
crl-25015	311	88	):	):	PUNCT
crl-25015	311	89	34–43	34–43	NUM
crl-25015	311	90	,	,	PUNCT
crl-25015	311	91	https://doi.org/10.5860/rusq.54n1.34	https://doi.org/10.5860/rusq.54n1.34	NOUN
crl-25015	311	92	.	.	NOUN
crl-25015	312	1	6	6	NUM
crl-25015	312	2	.	.	X
crl-25015	312	3	patricia	patricia	PROPN
crl-25015	312	4	bravender	bravender	PROPN
crl-25015	312	5	,	,	PUNCT
crl-25015	312	6	colleen	colleen	PROPN
crl-25015	312	7	lyon	lyon	PROPN
crl-25015	312	8	,	,	PUNCT
crl-25015	312	9	and	and	CCONJ
crl-25015	312	10	anthony	anthony	PROPN
crl-25015	312	11	molaro	molaro	NOUN
crl-25015	312	12	,	,	PUNCT
crl-25015	312	13	“	"	PUNCT
crl-25015	312	14	should	should	AUX
crl-25015	312	15	chat	chat	VERB
crl-25015	312	16	reference	reference	NOUN
crl-25015	312	17	be	be	AUX
crl-25015	312	18	staffed	staff	VERB
crl-25015	312	19	by	by	ADP
crl-25015	312	20	librarians	librarian	NOUN
crl-25015	312	21	?	?	PUNCT
crl-25015	313	1	an	an	DET
crl-25015	313	2	assessment	assessment	NOUN
crl-25015	313	3	of	of	ADP
crl-25015	313	4	chat	chat	NOUN
crl-25015	313	5	reference	reference	NOUN
crl-25015	313	6	at	at	ADP
crl-25015	313	7	an	an	DET
crl-25015	313	8	academic	academic	ADJ
crl-25015	313	9	library	library	NOUN
crl-25015	313	10	using	use	VERB
crl-25015	313	11	libstats	libstat	NOUN
crl-25015	313	12	,	,	PUNCT
crl-25015	313	13	”	"	PUNCT
crl-25015	313	14	internet	internet	NOUN
crl-25015	313	15	reference	reference	NOUN
crl-25015	313	16	services	service	NOUN
crl-25015	313	17	quarterly	quarterly	ADV
crl-25015	313	18	16	16	NUM
crl-25015	313	19	,	,	PUNCT
crl-25015	313	20	no	no	INTJ
crl-25015	313	21	.	.	NOUN
crl-25015	313	22	3	3	NUM
crl-25015	313	23	(	(	PUNCT
crl-25015	313	24	july	july	PROPN
crl-25015	313	25	1	1	NUM
crl-25015	313	26	,	,	PUNCT
crl-25015	313	27	2011	2011	NUM
crl-25015	313	28	):	):	PUNCT
crl-25015	313	29	111–27	111–27	NUM
crl-25015	313	30	,	,	PUNCT
crl-25015	313	31	https://doi.org/10.1080/10875301.2011.595255	https://doi.org/10.1080/10875301.2011.595255	X
crl-25015	313	32	.	.	PROPN
crl-25015	313	33	7	7	NUM
crl-25015	313	34	.	.	X
crl-25015	313	35	tara	tara	PROPN
crl-25015	313	36	radniecki	radniecki	PROPN
crl-25015	313	37	and	and	CCONJ
crl-25015	313	38	mitch	mitch	PROPN
crl-25015	313	39	winterman	winterman	NOUN
crl-25015	313	40	,	,	PUNCT
crl-25015	313	41	“	"	PUNCT
crl-25015	313	42	leveraging	leverage	VERB
crl-25015	313	43	student	student	NOUN
crl-25015	313	44	expertise	expertise	NOUN
crl-25015	313	45	for	for	ADP
crl-25015	313	46	niche	niche	NOUN
crl-25015	313	47	services	service	NOUN
crl-25015	313	48	,	,	PUNCT
crl-25015	313	49	”	"	PUNCT
crl-25015	313	50	reference	reference	NOUN
crl-25015	313	51	services	service	NOUN
crl-25015	313	52	review	review	VERB
crl-25015	313	53	48	48	NUM
crl-25015	313	54	,	,	PUNCT
crl-25015	313	55	no	no	INTJ
crl-25015	313	56	.	.	NOUN
crl-25015	313	57	2	2	NUM
crl-25015	313	58	(	(	PUNCT
crl-25015	313	59	january	january	PROPN
crl-25015	313	60	1	1	NUM
crl-25015	313	61	,	,	PUNCT
crl-25015	313	62	2020	2020	NUM
crl-25015	313	63	):	):	PUNCT
crl-25015	313	64	287–306	287–306	NUM
crl-25015	313	65	,	,	PUNCT
crl-25015	313	66	https://doi.org/10.1108/rsr-11-2019-0083	https://doi.org/10.1108/rsr-11-2019-0083	NOUN
crl-25015	313	67	.	.	PROPN
crl-25015	313	68	8	8	NUM
crl-25015	313	69	.	.	X
crl-25015	314	1	vera	vera	NOUN
crl-25015	314	2	j.	j.	PROPN
crl-25015	314	3	lux	lux	PROPN
crl-25015	314	4	and	and	CCONJ
crl-25015	314	5	linda	linda	PROPN
crl-25015	314	6	rich	rich	ADJ
crl-25015	314	7	,	,	PUNCT
crl-25015	314	8	“	"	PUNCT
crl-25015	314	9	can	can	AUX
crl-25015	314	10	student	student	VERB
crl-25015	314	11	assistants	assistant	NOUN
crl-25015	314	12	effectively	effectively	ADV
crl-25015	314	13	provide	provide	VERB
crl-25015	314	14	chat	chat	NOUN
crl-25015	314	15	reference	reference	NOUN
crl-25015	314	16	services	service	NOUN
crl-25015	314	17	?	?	PUNCT
crl-25015	315	1	student	student	NOUN
crl-25015	315	2	transcripts	transcript	NOUN
crl-25015	315	3	vs.	vs.	ADP
crl-25015	315	4	librarian	librarian	ADJ
crl-25015	315	5	transcripts	transcript	NOUN
crl-25015	315	6	,	,	PUNCT
crl-25015	315	7	”	"	PUNCT
crl-25015	315	8	internet	internet	NOUN
crl-25015	315	9	reference	reference	NOUN
crl-25015	315	10	services	service	NOUN
crl-25015	315	11	quarterly	quarterly	ADV
crl-25015	315	12	21	21	NUM
crl-25015	315	13	,	,	PUNCT
crl-25015	315	14	no	no	INTJ
crl-25015	315	15	.	.	NOUN
crl-25015	315	16	3/4	3/4	NUM
crl-25015	315	17	(	(	PUNCT
crl-25015	315	18	july	july	PROPN
crl-25015	315	19	2016	2016	NUM
crl-25015	315	20	):	):	PUNCT
crl-25015	315	21	115–39	115–39	NUM
crl-25015	315	22	,	,	PUNCT
crl-25015	315	23	https://doi	https://doi	PROPN
crl-25015	315	24	.	.	PUNCT
crl-25015	316	1	org/10.1080/10875301.2016.1248585	org/10.1080/10875301.2016.1248585	PROPN
crl-25015	316	2	;	;	PUNCT
crl-25015	316	3	kelsey	kelsey	PROPN
crl-25015	316	4	keyes	keyes	PROPN
crl-25015	316	5	and	and	CCONJ
crl-25015	316	6	ellie	ellie	PROPN
crl-25015	316	7	dworak	dworak	PROPN
crl-25015	316	8	,	,	PUNCT
crl-25015	316	9	“	"	PUNCT
crl-25015	316	10	staffing	staff	VERB
crl-25015	316	11	chat	chat	NOUN
crl-25015	316	12	reference	reference	NOUN
crl-25015	316	13	with	with	ADP
crl-25015	316	14	undergraduate	undergraduate	ADJ
crl-25015	316	15	student	student	NOUN
crl-25015	316	16	assistants	assistant	NOUN
crl-25015	316	17	at	at	ADP
crl-25015	316	18	an	an	DET
crl-25015	316	19	academic	academic	ADJ
crl-25015	316	20	library	library	NOUN
crl-25015	316	21	:	:	PUNCT
crl-25015	316	22	a	a	DET
crl-25015	316	23	standards	standard	NOUN
crl-25015	316	24	-	-	PUNCT
crl-25015	316	25	based	base	VERB
crl-25015	316	26	assessment	assessment	NOUN
crl-25015	316	27	,	,	PUNCT
crl-25015	316	28	”	"	PUNCT
crl-25015	316	29	journal	journal	NOUN
crl-25015	316	30	of	of	ADP
crl-25015	316	31	academic	academic	ADJ
crl-25015	316	32	librarianship	librarianship	NOUN
crl-25015	316	33	43	43	NUM
crl-25015	316	34	,	,	PUNCT
crl-25015	316	35	no	no	INTJ
crl-25015	316	36	.	.	NOUN
crl-25015	316	37	6	6	NUM
crl-25015	316	38	(	(	PUNCT
crl-25015	316	39	november	november	PROPN
crl-25015	316	40	1	1	NUM
crl-25015	316	41	,	,	PUNCT
crl-25015	316	42	2017	2017	NUM
crl-25015	316	43	):	):	PUNCT
crl-25015	316	44	469–78	469–78	NOUN
crl-25015	316	45	,	,	PUNCT
crl-25015	316	46	https://doi.org/10.1016/j.acalib.2017.09.001	https://doi.org/10.1016/j.acalib.2017.09.001	PROPN
crl-25015	316	47	.	.	PUNCT
crl-25015	317	1	9	9	NUM
crl-25015	317	2	.	.	X
crl-25015	317	3	craig	craig	PROPN
crl-25015	317	4	boman	boman	PROPN
crl-25015	317	5	et	et	PROPN
crl-25015	317	6	al	al	PROPN
crl-25015	317	7	.	.	PROPN
crl-25015	317	8	,	,	PUNCT
crl-25015	317	9	artificial	artificial	ADJ
crl-25015	317	10	intelligence	intelligence	NOUN
crl-25015	317	11	and	and	CCONJ
crl-25015	317	12	machine	machine	NOUN
crl-25015	317	13	learning	learning	NOUN
crl-25015	317	14	in	in	ADP
crl-25015	317	15	libraries	library	NOUN
crl-25015	317	16	,	,	PUNCT
crl-25015	317	17	ed	ed	PROPN
crl-25015	317	18	.	.	PUNCT
crl-25015	318	1	jason	jason	PROPN
crl-25015	318	2	griffey	griffey	PROPN
crl-25015	318	3	,	,	PUNCT
crl-25015	318	4	vol	vol	NOUN
crl-25015	318	5	.	.	PROPN
crl-25015	318	6	55	55	NUM
crl-25015	318	7	,	,	PUNCT
crl-25015	318	8	library	library	NOUN
crl-25015	318	9	technology	technology	NOUN
crl-25015	318	10	reports	report	VERB
crl-25015	318	11	1	1	NUM
crl-25015	318	12	(	(	PUNCT
crl-25015	318	13	chicago	chicago	PROPN
crl-25015	318	14	,	,	PUNCT
crl-25015	318	15	il	il	PROPN
crl-25015	318	16	:	:	PUNCT
crl-25015	318	17	ala	ala	PROPN
crl-25015	318	18	techsource	techsource	NOUN
crl-25015	318	19	,	,	PUNCT
crl-25015	318	20	2019	2019	NUM
crl-25015	318	21	)	)	PUNCT
crl-25015	318	22	;	;	PUNCT
crl-25015	318	23	university	university	NOUN
crl-25015	318	24	of	of	ADP
crl-25015	318	25	oklahoma	oklahoma	PROPN
crl-25015	318	26	libraries	library	NOUN
crl-25015	318	27	,	,	PUNCT
crl-25015	318	28	“	"	PUNCT
crl-25015	318	29	projects	project	NOUN
crl-25015	318	30	in	in	ADP
crl-25015	318	31	artificial	artificial	ADJ
crl-25015	318	32	intelligence	intelligence	NOUN
crl-25015	318	33	registry	registry	NOUN
crl-25015	318	34	(	(	PUNCT
crl-25015	318	35	pair	pair	NOUN
crl-25015	318	36	):	):	PUNCT
crl-25015	318	37	a	a	DET
crl-25015	318	38	registry	registry	NOUN
crl-25015	318	39	for	for	ADP
crl-25015	318	40	ai	ai	PROPN
crl-25015	318	41	projects	project	NOUN
crl-25015	318	42	in	in	ADP
crl-25015	318	43	higher	high	ADJ
crl-25015	318	44	ed	ed	NOUN
crl-25015	318	45	,	,	PUNCT
crl-25015	318	46	”	"	PUNCT
crl-25015	318	47	projects	project	NOUN
crl-25015	318	48	in	in	ADP
crl-25015	318	49	artificial	artificial	ADJ
crl-25015	318	50	intelligence	intelligence	NOUN
crl-25015	318	51	registry	registry	NOUN
crl-25015	318	52	(	(	PUNCT
crl-25015	318	53	pair	pair	NOUN
crl-25015	318	54	)	)	PUNCT
crl-25015	318	55	,	,	PUNCT
crl-25015	318	56	2019	2019	NUM
crl-25015	318	57	,	,	PUNCT
crl-25015	318	58	https://pair.libraries.ou.edu/.	https://pair.libraries.ou.edu/.	NUM
crl-25015	318	59	10	10	NUM
crl-25015	318	60	.	.	PUNCT
crl-25015	319	1	university	university	NOUN
crl-25015	319	2	of	of	ADP
crl-25015	319	3	oklahoma	oklahoma	PROPN
crl-25015	319	4	libraries	library	NOUN
crl-25015	319	5	,	,	PUNCT
crl-25015	319	6	“	"	PUNCT
crl-25015	319	7	antswers	antswer	NOUN
crl-25015	319	8	:	:	PUNCT
crl-25015	319	9	university	university	NOUN
crl-25015	319	10	of	of	ADP
crl-25015	319	11	california	california	PROPN
crl-25015	319	12	,	,	PUNCT
crl-25015	319	13	irvine	irvine	PROPN
crl-25015	319	14	libraries	librarie	VERB
crl-25015	319	15	chatbot	chatbot	NOUN
crl-25015	319	16	,	,	PUNCT
crl-25015	319	17	”	"	PUNCT
crl-25015	319	18	projects	project	NOUN
crl-25015	319	19	in	in	ADP
crl-25015	319	20	artificial	artificial	ADJ
crl-25015	319	21	intelligence	intelligence	NOUN
crl-25015	319	22	registry	registry	NOUN
crl-25015	319	23	(	(	PUNCT
crl-25015	319	24	pair	pair	NOUN
crl-25015	319	25	)	)	PUNCT
crl-25015	319	26	,	,	PUNCT
crl-25015	319	27	january	january	PROPN
crl-25015	319	28	18	18	NUM
crl-25015	319	29	,	,	PUNCT
crl-25015	319	30	2019	2019	NUM
crl-25015	319	31	,	,	PUNCT
crl-25015	319	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	319	33	;	;	PUNCT
crl-25015	319	34	university	university	NOUN
crl-25015	319	35	of	of	ADP
crl-25015	319	36	oklahoma	oklahoma	PROPN
crl-25015	319	37	libraries	library	NOUN
crl-25015	319	38	,	,	PUNCT
crl-25015	319	39	“	"	PUNCT
crl-25015	319	40	library	library	ADJ
crl-25015	319	41	website	website	NOUN
crl-25015	319	42	chatbot	chatbot	NOUN
crl-25015	319	43	,	,	PUNCT
crl-25015	319	44	”	"	PUNCT
crl-25015	319	45	projects	project	NOUN
crl-25015	319	46	in	in	ADP
crl-25015	319	47	artificial	artificial	ADJ
crl-25015	319	48	intelligence	intelligence	NOUN
crl-25015	319	49	registry	registry	NOUN
crl-25015	319	50	(	(	PUNCT
crl-25015	319	51	pair	pair	NOUN
crl-25015	319	52	)	)	PUNCT
crl-25015	319	53	,	,	PUNCT
crl-25015	319	54	january	january	PROPN
crl-25015	319	55	18	18	NUM
crl-25015	319	56	,	,	PUNCT
crl-25015	319	57	2019	2019	NUM
crl-25015	319	58	,	,	PUNCT
crl-25015	319	59	https://pair.libraries.ou.edu/content/librarywebsite-chatbot	https://pair.libraries.ou.edu/content/librarywebsite-chatbot	PROPN
crl-25015	319	60	.	.	PUNCT
crl-25015	320	1	11	11	NUM
crl-25015	320	2	.	.	X
crl-25015	321	1	university	university	NOUN
crl-25015	321	2	of	of	ADP
crl-25015	321	3	oklahoma	oklahoma	PROPN
crl-25015	321	4	libraries	library	NOUN
crl-25015	321	5	,	,	PUNCT
crl-25015	321	6	“	"	PUNCT
crl-25015	321	7	antswers	antswer	NOUN
crl-25015	321	8	:	:	PUNCT
crl-25015	321	9	university	university	NOUN
crl-25015	321	10	of	of	ADP
crl-25015	321	11	california	california	PROPN
crl-25015	321	12	,	,	PUNCT
crl-25015	321	13	irvine	irvine	PROPN
crl-25015	321	14	libraries	librarie	VERB
crl-25015	321	15	chatbot	chatbot	NOUN
crl-25015	321	16	.	.	PUNCT
crl-25015	321	17	”	"	PUNCT
crl-25015	322	1	12	12	NUM
crl-25015	322	2	.	.	PUNCT
crl-25015	322	3	walker	walker	PROPN
crl-25015	322	4	and	and	CCONJ
crl-25015	322	5	coleman	coleman	PROPN
crl-25015	322	6	,	,	PUNCT
crl-25015	322	7	“	"	PUNCT
crl-25015	322	8	analyzing	analyze	VERB
crl-25015	322	9	virtual	virtual	ADJ
crl-25015	322	10	reference	reference	NOUN
crl-25015	322	11	transcripts	transcript	NOUN
crl-25015	322	12	with	with	ADP
crl-25015	322	13	machine	machine	NOUN
crl-25015	322	14	learning	learning	NOUN
crl-25015	322	15	”	"	PUNCT
crl-25015	322	16	;	;	PUNCT
crl-25015	322	17	walker	walker	NOUN
crl-25015	322	18	,	,	PUNCT
crl-25015	322	19	“	"	PUNCT
crl-25015	322	20	measuring	measure	VERB
crl-25015	322	21	the	the	DET
crl-25015	322	22	impact	impact	NOUN
crl-25015	322	23	that	that	PRON
crl-25015	322	24	domain	domain	VERB
crl-25015	322	25	knowledge	knowledge	NOUN
crl-25015	322	26	in	in	ADP
crl-25015	322	27	the	the	DET
crl-25015	322	28	form	form	NOUN
crl-25015	322	29	of	of	ADP
crl-25015	322	30	simple	simple	ADJ
crl-25015	322	31	ontology	ontology	NOUN
crl-25015	322	32	structures	structure	NOUN
crl-25015	322	33	has	have	VERB
crl-25015	322	34	on	on	ADP
crl-25015	322	35	predictive	predictive	ADJ
crl-25015	322	36	modelling	modelling	NOUN
crl-25015	322	37	processes	process	NOUN
crl-25015	322	38	in	in	ADP
crl-25015	322	39	the	the	DET
crl-25015	322	40	context	context	NOUN
crl-25015	322	41	of	of	ADP
crl-25015	322	42	academic	academic	ADJ
crl-25015	322	43	library	library	NOUN
crl-25015	322	44	virtual	virtual	ADJ
crl-25015	322	45	reference	reference	NOUN
crl-25015	322	46	services	service	NOUN
crl-25015	322	47	.	.	PUNCT
crl-25015	322	48	”	"	PUNCT
crl-25015	323	1	13	13	NUM
crl-25015	323	2	.	.	PUNCT
crl-25015	324	1	ellie	ellie	PROPN
crl-25015	324	2	kohler	kohler	PROPN
crl-25015	324	3	,	,	PUNCT
crl-25015	324	4	“	"	PUNCT
crl-25015	324	5	what	what	PRON
crl-25015	324	6	do	do	AUX
crl-25015	324	7	your	your	PRON
crl-25015	324	8	library	library	NOUN
crl-25015	324	9	chats	chat	NOUN
crl-25015	324	10	say	say	VERB
crl-25015	324	11	?	?	PUNCT
crl-25015	325	1	how	how	SCONJ
crl-25015	325	2	to	to	PART
crl-25015	325	3	analyze	analyze	VERB
crl-25015	325	4	webchat	webchat	PROPN
crl-25015	325	5	transcripts	transcript	NOUN
crl-25015	325	6	for	for	ADP
crl-25015	325	7	sentiment	sentiment	NOUN
crl-25015	325	8	and	and	CCONJ
crl-25015	325	9	topic	topic	NOUN
crl-25015	325	10	extraction	extraction	NOUN
crl-25015	325	11	,	,	PUNCT
crl-25015	325	12	”	"	PUNCT
crl-25015	325	13	in	in	ADP
crl-25015	325	14	brick	brick	NOUN
crl-25015	325	15	&	&	CCONJ
crl-25015	325	16	click	click	VERB
crl-25015	325	17	libraries	library	NOUN
crl-25015	325	18	conference	conference	NOUN
crl-25015	325	19	proceedings	proceeding	NOUN
crl-25015	325	20	(	(	PUNCT
crl-25015	325	21	17th	17th	ADJ
crl-25015	325	22	annual	annual	ADJ
crl-25015	325	23	brick	brick	NOUN
crl-25015	325	24	&	&	CCONJ
crl-25015	325	25	click	click	VERB
crl-25015	325	26	libraries	library	NOUN
crl-25015	325	27	conference	conference	PROPN
crl-25015	325	28	,	,	PUNCT
crl-25015	325	29	maryville	maryville	PROPN
crl-25015	325	30	,	,	PUNCT
crl-25015	325	31	missouri	missouri	PROPN
crl-25015	325	32	:	:	PUNCT
crl-25015	325	33	northwest	northwest	PROPN
crl-25015	325	34	missouri	missouri	PROPN
crl-25015	325	35	state	state	PROPN
crl-25015	325	36	university	university	PROPN
crl-25015	325	37	,	,	PUNCT
crl-25015	325	38	2017	2017	NUM
crl-25015	325	39	)	)	PUNCT
crl-25015	325	40	.	.	PUNCT
crl-25015	326	1	14	14	NUM
crl-25015	326	2	.	.	PUNCT
crl-25015	326	3	kohler	kohler	NOUN
crl-25015	326	4	,	,	PUNCT
crl-25015	326	5	“	"	PUNCT
crl-25015	326	6	what	what	PRON
crl-25015	326	7	do	do	AUX
crl-25015	326	8	your	your	PRON
crl-25015	326	9	library	library	NOUN
crl-25015	326	10	chats	chat	NOUN
crl-25015	326	11	say	say	VERB
crl-25015	326	12	?	?	PUNCT
crl-25015	326	13	”	"	PUNCT
crl-25015	326	14	;	;	PUNCT
crl-25015	326	15	bella	bella	PROPN
crl-25015	326	16	k.	k.	PROPN
crl-25015	326	17	gerlich	gerlich	PROPN
crl-25015	326	18	and	and	CCONJ
crl-25015	326	19	g.	g.	PROPN
crl-25015	326	20	lynn	lynn	PROPN
crl-25015	326	21	berard	berard	PROPN
crl-25015	326	22	,	,	PUNCT
crl-25015	326	23	“	"	PUNCT
crl-25015	326	24	introducing	introduce	VERB
crl-25015	326	25	the	the	DET
crl-25015	326	26	read	read	NOUN
crl-25015	326	27	scale	scale	NOUN
crl-25015	326	28	:	:	PUNCT
crl-25015	326	29	qualitative	qualitative	ADJ
crl-25015	326	30	statistics	statistic	NOUN
crl-25015	326	31	for	for	ADP
crl-25015	326	32	academic	academic	ADJ
crl-25015	326	33	reference	reference	NOUN
crl-25015	326	34	services	service	NOUN
crl-25015	326	35	,	,	PUNCT
crl-25015	326	36	”	"	PUNCT
crl-25015	326	37	georgia	georgia	PROPN
crl-25015	326	38	library	library	PROPN
crl-25015	326	39	quarterly	quarterly	ADV
crl-25015	326	40	43	43	NUM
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crl-25015	326	45	(	(	PUNCT
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crl-25015	327	13	”	"	PUNCT
crl-25015	328	1	16	16	NUM
crl-25015	328	2	.	.	PUNCT
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crl-25015	329	3	weiss	weiss	PROPN
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crl-25015	329	18	new	new	PROPN
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crl-25015	329	21	ny	ny	PROPN
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crl-25015	329	25	2015	2015	NUM
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crl-25015	329	27	.	.	PUNCT
crl-25015	330	1	17	17	NUM
crl-25015	330	2	.	.	PUNCT
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crl-25015	331	18	conference	conference	NOUN
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crl-25015	331	23	2014	2014	NUM
crl-25015	331	24	)	)	PUNCT
crl-25015	331	25	,	,	PUNCT
crl-25015	331	26	1188–96	1188–96	NUM
crl-25015	331	27	,	,	PUNCT
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crl-25015	333	7	“	"	PUNCT
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crl-25015	333	10	embeddings	embedding	NOUN
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crl-25015	333	13	extreme	extreme	ADJ
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crl-25015	333	21	”	"	PUNCT
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crl-25015	333	23	,	,	PUNCT
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crl-25015	333	29	277	277	NUM
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crl-25015	333	34	2018	2018	NUM
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crl-25015	333	40	m.	m.	NOUN
crl-25015	333	41	oubounyt	oubounyt	PROPN
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crl-25015	333	43	al	al	PROPN
crl-25015	333	44	.	.	PROPN
crl-25015	333	45	,	,	PUNCT
crl-25015	333	46	“	"	PUNCT
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crl-25015	333	50	based	base	VERB
crl-25015	333	51	on	on	ADP
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crl-25015	333	54	representations	representation	NOUN
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crl-25015	333	58	prediction	prediction	NOUN
crl-25015	333	59	,	,	PUNCT
crl-25015	333	60	”	"	PUNCT
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crl-25015	333	64	(	(	PUNCT
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crl-25015	333	67	58826–34	58826–34	PROPN
crl-25015	333	68	,	,	PUNCT
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crl-25015	334	8	“	"	PUNCT
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crl-25015	334	31	,	,	PUNCT
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crl-25015	336	2	.	.	PUNCT
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crl-25015	336	20	document	document	NOUN
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crl-25015	337	2	.	.	PUNCT
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crl-25015	338	22	”	"	PUNCT
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crl-25015	338	37	,	,	PUNCT
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crl-25015	338	45	https://doi.org/10.5860/rusq.54n1.34	https://doi.org/10.5860/rusq.54n1.34	PROPN
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crl-25015	340	36	for	for	ADP
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crl-25015	340	38	concepts	concept	NOUN
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crl-25015	340	40	”	"	PUNCT
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crl-25015	341	1	[	[	X
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crl-25015	341	4	,	,	PUNCT
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crl-25015	341	6	12	12	NUM
crl-25015	341	7	,	,	PUNCT
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crl-25015	341	30	has	have	VERB
crl-25015	341	31	on	on	ADP
crl-25015	341	32	predictive	predictive	ADJ
crl-25015	341	33	modelling	modelling	NOUN
crl-25015	341	34	processes	process	NOUN
crl-25015	341	35	in	in	ADP
crl-25015	341	36	the	the	DET
crl-25015	341	37	context	context	NOUN
crl-25015	341	38	of	of	ADP
crl-25015	341	39	academic	academic	ADJ
crl-25015	341	40	library	library	NOUN
crl-25015	341	41	virtual	virtual	ADJ
crl-25015	341	42	reference	reference	NOUN
crl-25015	341	43	services	service	NOUN
crl-25015	341	44	.	.	PUNCT
crl-25015	341	45	”	"	PUNCT
crl-25015	342	1	22	22	NUM
crl-25015	342	2	.	.	PUNCT
crl-25015	342	3	walker	walker	PROPN
crl-25015	342	4	and	and	CCONJ
crl-25015	342	5	coleman	coleman	PROPN
crl-25015	342	6	,	,	PUNCT
crl-25015	342	7	“	"	PUNCT
crl-25015	342	8	analyzing	analyze	VERB
crl-25015	342	9	virtual	virtual	ADJ
crl-25015	342	10	reference	reference	NOUN
crl-25015	342	11	transcripts	transcript	NOUN
crl-25015	342	12	with	with	ADP
crl-25015	342	13	machine	machine	NOUN
crl-25015	342	14	learning	learning	NOUN
crl-25015	342	15	.	.	PUNCT
crl-25015	342	16	”	"	PUNCT
crl-25015	343	1	23	23	NUM
crl-25015	343	2	.	.	PUNCT
crl-25015	344	1	pauli	pauli	PROPN
crl-25015	344	2	virtanen	virtanen	PROPN
crl-25015	344	3	et	et	PROPN
crl-25015	344	4	al	al	PROPN
crl-25015	344	5	.	.	PROPN
crl-25015	344	6	,	,	PUNCT
crl-25015	344	7	“	"	PUNCT
crl-25015	344	8	scipy	scipy	PROPN
crl-25015	344	9	1.0	1.0	NUM
crl-25015	344	10	:	:	PUNCT
crl-25015	344	11	fundamental	fundamental	ADJ
crl-25015	344	12	algorithms	algorithm	NOUN
crl-25015	344	13	for	for	ADP
crl-25015	344	14	scientific	scientific	ADJ
crl-25015	344	15	computing	computing	NOUN
crl-25015	344	16	in	in	ADP
crl-25015	344	17	python	python	PROPN
crl-25015	344	18	,	,	PUNCT
crl-25015	344	19	”	"	PUNCT
crl-25015	344	20	nature	nature	NOUN
crl-25015	344	21	methods	method	NOUN
crl-25015	344	22	17	17	NUM
crl-25015	344	23	(	(	PUNCT
crl-25015	344	24	2020	2020	NUM
crl-25015	344	25	):	):	PUNCT
crl-25015	344	26	261–72	261–72	NUM
crl-25015	344	27	,	,	PUNCT
crl-25015	344	28	https://doi.org/10.1038/s41592-019-0686-2	https://doi.org/10.1038/s41592-019-0686-2	NUM
crl-25015	344	29	;	;	PUNCT
crl-25015	344	30	wes	wes	PROPN
crl-25015	344	31	mckinney	mckinney	PROPN
crl-25015	344	32	,	,	PUNCT
crl-25015	344	33	“	"	PUNCT
crl-25015	344	34	data	data	NOUN
crl-25015	344	35	structures	structure	NOUN
crl-25015	344	36	for	for	ADP
crl-25015	344	37	statistical	statistical	ADJ
crl-25015	344	38	computing	computing	NOUN
crl-25015	344	39	in	in	ADP
crl-25015	344	40	python	python	NOUN
crl-25015	344	41	,	,	PUNCT
crl-25015	344	42	”	"	PUNCT
crl-25015	344	43	in	in	ADP
crl-25015	344	44	proceedings	proceeding	NOUN
crl-25015	344	45	of	of	ADP
crl-25015	344	46	the	the	DET
crl-25015	344	47	9th	9th	ADJ
crl-25015	344	48	python	python	NOUN
crl-25015	344	49	in	in	ADP
crl-25015	344	50	science	science	NOUN
crl-25015	344	51	conference	conference	NOUN
crl-25015	344	52	,	,	PUNCT
crl-25015	344	53	eds	eds	PROPN
crl-25015	344	54	.	.	PROPN
crl-25015	344	55	stéfan	stéfan	PROPN
crl-25015	344	56	van	van	PROPN
crl-25015	344	57	der	der	PROPN
crl-25015	344	58	walt	walt	PROPN
crl-25015	344	59	and	and	CCONJ
crl-25015	344	60	jarrod	jarrod	PROPN
crl-25015	344	61	millman	millman	PROPN
crl-25015	344	62	(	(	PUNCT
crl-25015	344	63	2010	2010	NUM
crl-25015	344	64	)	)	PUNCT
crl-25015	344	65	,	,	PUNCT
crl-25015	344	66	56–61	56–61	NUM
crl-25015	344	67	,	,	PUNCT
crl-25015	344	68	https://doi.org/10.25080/majora-92bf1922-00a	https://doi.org/10.25080/majora-92bf1922-00a	PROPN
crl-25015	344	69	.	.	PROPN
crl-25015	344	70	24	24	NUM
crl-25015	344	71	.	.	PUNCT
crl-25015	345	1	f.	f.	PROPN
crl-25015	345	2	pedregosa	pedregosa	PROPN
crl-25015	345	3	et	et	PROPN
crl-25015	345	4	al	al	PROPN
crl-25015	345	5	.	.	PROPN
crl-25015	345	6	,	,	PUNCT
crl-25015	345	7	“	"	PUNCT
crl-25015	345	8	scikit	scikit	NOUN
crl-25015	345	9	-	-	PUNCT
crl-25015	345	10	learn	learn	VERB
crl-25015	345	11	:	:	PUNCT
crl-25015	345	12	machine	machine	NOUN
crl-25015	345	13	learning	learning	NOUN
crl-25015	345	14	in	in	ADP
crl-25015	345	15	python	python	NOUN
crl-25015	345	16	,	,	PUNCT
crl-25015	345	17	”	"	PUNCT
crl-25015	345	18	journal	journal	NOUN
crl-25015	345	19	of	of	ADP
crl-25015	345	20	machine	machine	NOUN
crl-25015	345	21	learning	learn	VERB
crl-25015	345	22	research	research	NOUN
crl-25015	345	23	12	12	NUM
crl-25015	345	24	(	(	PUNCT
crl-25015	345	25	2011	2011	NUM
crl-25015	345	26	):	):	PUNCT
crl-25015	345	27	2825–30	2825–30	NOUN
crl-25015	345	28	;	;	PUNCT
crl-25015	345	29	radim	radim	PROPN
crl-25015	345	30	řehůřek	řehůřek	PROPN
crl-25015	345	31	and	and	CCONJ
crl-25015	345	32	petr	petr	PROPN
crl-25015	345	33	sojka	sojka	PROPN
crl-25015	345	34	,	,	PUNCT
crl-25015	345	35	“	"	PUNCT
crl-25015	345	36	software	software	NOUN
crl-25015	345	37	framework	framework	NOUN
crl-25015	345	38	for	for	ADP
crl-25015	345	39	topic	topic	NOUN
crl-25015	345	40	modelling	modelling	NOUN
crl-25015	345	41	with	with	ADP
crl-25015	345	42	large	large	ADJ
crl-25015	345	43	corpora	corpus	NOUN
crl-25015	345	44	,	,	PUNCT
crl-25015	345	45	”	"	PUNCT
crl-25015	345	46	in	in	ADP
crl-25015	345	47	proceedings	proceeding	NOUN
crl-25015	345	48	of	of	ADP
crl-25015	345	49	the	the	DET
crl-25015	345	50	lrec	lrec	NOUN
crl-25015	345	51	2010	2010	NUM
crl-25015	345	52	workshop	workshop	NOUN
crl-25015	345	53	on	on	ADP
crl-25015	345	54	new	new	ADJ
crl-25015	345	55	challenges	challenge	NOUN
crl-25015	345	56	for	for	ADP
crl-25015	345	57	nlp	nlp	ADJ
crl-25015	345	58	frameworks	framework	NOUN
crl-25015	345	59	(	(	PUNCT
crl-25015	345	60	valletta	valletta	PROPN
crl-25015	345	61	,	,	PUNCT
crl-25015	345	62	malta	malta	PROPN
crl-25015	345	63	:	:	PUNCT
crl-25015	345	64	elra	elra	ADV
crl-25015	345	65	,	,	PUNCT
crl-25015	345	66	2010	2010	NUM
crl-25015	345	67	)	)	PUNCT
crl-25015	345	68	,	,	PUNCT
crl-25015	345	69	45–50	45–50	NOUN
crl-25015	345	70	.	.	PUNCT
crl-25015	346	1	25	25	NUM
crl-25015	346	2	.	.	PUNCT
crl-25015	347	1	michael	michael	PROPN
crl-25015	347	2	waskom	waskom	PROPN
crl-25015	347	3	et	et	PROPN
crl-25015	347	4	al	al	PROPN
crl-25015	347	5	.	.	PROPN
crl-25015	347	6	,	,	PUNCT
crl-25015	347	7	mwaskom	mwaskom	PROPN
crl-25015	347	8	/	/	SYM
crl-25015	347	9	seaborn	seaborn	PROPN
crl-25015	347	10	:	:	PUNCT
crl-25015	347	11	v0.8.1	v0.8.1	NOUN
crl-25015	347	12	(	(	PUNCT
crl-25015	347	13	september	september	PROPN
crl-25015	347	14	2017	2017	NUM
crl-25015	347	15	)	)	PUNCT
crl-25015	347	16	,	,	PUNCT
crl-25015	347	17	version	version	NOUN
crl-25015	347	18	v0.8.1	v0.8.1	NOUN
crl-25015	347	19	(	(	PUNCT
crl-25015	347	20	zenodo	zenodo	PROPN
crl-25015	347	21	,	,	PUNCT
crl-25015	347	22	2017	2017	NUM
crl-25015	347	23	)	)	PUNCT
crl-25015	347	24	,	,	PUNCT
crl-25015	347	25	https://	https://	PROPN
crl-25015	347	26	doi.org/10.5281/zenodo.883859	doi.org/10.5281/zenodo.883859	PROPN
crl-25015	347	27	.	.	PROPN
crl-25015	347	28	26	26	NUM
crl-25015	347	29	.	.	PUNCT
crl-25015	348	1	tom	tom	PROPN
crl-25015	348	2	fawcett	fawcett	PROPN
crl-25015	348	3	,	,	PUNCT
crl-25015	348	4	“	"	PUNCT
crl-25015	348	5	an	an	DET
crl-25015	348	6	introduction	introduction	NOUN
crl-25015	348	7	to	to	ADP
crl-25015	348	8	roc	roc	PROPN
crl-25015	348	9	analysis	analysis	NOUN
crl-25015	348	10	,	,	PUNCT
crl-25015	348	11	”	"	PUNCT
crl-25015	348	12	pattern	pattern	NOUN
crl-25015	348	13	recognition	recognition	NOUN
crl-25015	348	14	letters	letter	NOUN
crl-25015	348	15	,	,	PUNCT
crl-25015	348	16	roc	roc	PROPN
crl-25015	348	17	analysis	analysis	NOUN
crl-25015	348	18	in	in	ADP
crl-25015	348	19	pattern	pattern	NOUN
crl-25015	348	20	recognition	recognition	NOUN
crl-25015	348	21	,	,	PUNCT
crl-25015	348	22	27	27	NUM
crl-25015	348	23	,	,	PUNCT
crl-25015	348	24	no	no	INTJ
crl-25015	348	25	.	.	NOUN
crl-25015	348	26	8	8	NUM
crl-25015	348	27	(	(	PUNCT
crl-25015	348	28	june	june	PROPN
crl-25015	348	29	1	1	NUM
crl-25015	348	30	,	,	PUNCT
crl-25015	348	31	2006	2006	NUM
crl-25015	348	32	):	):	PUNCT
crl-25015	348	33	861–74	861–74	NUM
crl-25015	348	34	,	,	PUNCT
crl-25015	348	35	https://doi.org/10.1016/j.patrec.2005.10.010	https://doi.org/10.1016/j.patrec.2005.10.010	PROPN
crl-25015	348	36	.	.	PROPN
crl-25015	349	1	27	27	NUM
crl-25015	349	2	.	.	X
crl-25015	349	3	walker	walker	PROPN
crl-25015	349	4	,	,	PUNCT
crl-25015	349	5	“	"	PUNCT
crl-25015	349	6	measuring	measure	VERB
crl-25015	349	7	the	the	DET
crl-25015	349	8	impact	impact	NOUN
crl-25015	349	9	that	that	PRON
crl-25015	349	10	domain	domain	VERB
crl-25015	349	11	knowledge	knowledge	NOUN
crl-25015	349	12	in	in	ADP
crl-25015	349	13	the	the	DET
crl-25015	349	14	form	form	NOUN
crl-25015	349	15	of	of	ADP
crl-25015	349	16	simple	simple	ADJ
crl-25015	349	17	ontology	ontology	NOUN
crl-25015	349	18	structures	structure	NOUN
crl-25015	349	19	has	have	VERB
crl-25015	349	20	on	on	ADP
crl-25015	349	21	predictive	predictive	ADJ
crl-25015	349	22	modelling	modelling	NOUN
crl-25015	349	23	processes	process	NOUN
crl-25015	349	24	in	in	ADP
crl-25015	349	25	the	the	DET
crl-25015	349	26	context	context	NOUN
crl-25015	349	27	of	of	ADP
crl-25015	349	28	academic	academic	ADJ
crl-25015	349	29	library	library	NOUN
crl-25015	349	30	virtual	virtual	ADJ
crl-25015	349	31	reference	reference	NOUN
crl-25015	349	32	services	service	NOUN
crl-25015	349	33	.	.	PUNCT
crl-25015	349	34	”	"	PUNCT
crl-25015	350	1	28	28	NUM
crl-25015	350	2	.	.	PUNCT
crl-25015	351	1	python	python	PROPN
crl-25015	351	2	software	software	PROPN
crl-25015	351	3	foundation	foundation	PROPN
crl-25015	351	4	,	,	PUNCT
crl-25015	351	5	“	"	PUNCT
crl-25015	351	6	re	re	ADJ
crl-25015	351	7	—	—	PUNCT
crl-25015	351	8	regular	regular	ADJ
crl-25015	351	9	expression	expression	NOUN
crl-25015	351	10	operations	operation	NOUN
crl-25015	351	11	,	,	PUNCT
crl-25015	351	12	”	"	PUNCT
crl-25015	351	13	python	python	NOUN
crl-25015	351	14	3.9.0	3.9.0	NUM
crl-25015	351	15	documentation	documentation	NOUN
crl-25015	351	16	,	,	PUNCT
crl-25015	351	17	november	november	PROPN
crl-25015	351	18	11	11	NUM
crl-25015	351	19	,	,	PUNCT
crl-25015	351	20	2020	2020	NUM
crl-25015	351	21	,	,	PUNCT
crl-25015	351	22	https://docs.python.org/3/library/re.html	https://docs.python.org/3/library/re.html	NUM
crl-25015	351	23	.	.	PUNCT
crl-25015	352	1	29	29	NUM
crl-25015	352	2	.	.	PUNCT
crl-25015	353	1	f.	f.	PROPN
crl-25015	353	2	pedregosa	pedregosa	PROPN
crl-25015	353	3	et	et	PROPN
crl-25015	353	4	al	al	PROPN
crl-25015	353	5	.	.	PROPN
crl-25015	353	6	,	,	PUNCT
crl-25015	353	7	“	"	PUNCT
crl-25015	353	8	tfidftransformer	tfidftransformer	ADJ
crl-25015	353	9	—	—	PUNCT
crl-25015	353	10	scikit	scikit	NOUN
crl-25015	353	11	-	-	PUNCT
crl-25015	353	12	learn	learn	VERB
crl-25015	353	13	0.23.2	0.23.2	NUM
crl-25015	353	14	documentation	documentation	NOUN
crl-25015	353	15	,	,	PUNCT
crl-25015	353	16	”	"	PUNCT
crl-25015	353	17	scikit	scikit	NOUN
crl-25015	353	18	-	-	PUNCT
crl-25015	353	19	learn	learn	VERB
crl-25015	353	20	:	:	PUNCT
crl-25015	353	21	machine	machine	NOUN
crl-25015	353	22	learning	learning	NOUN
crl-25015	353	23	in	in	ADP
crl-25015	353	24	python	python	NOUN
crl-25015	353	25	(	(	PUNCT
crl-25015	353	26	2020	2020	NUM
crl-25015	353	27	)	)	PUNCT
crl-25015	353	28	,	,	PUNCT
crl-25015	353	29	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	353	30	.	.	PROPN
crl-25015	353	31	30	30	NUM
crl-25015	353	32	.	.	PUNCT
crl-25015	354	1	radim	radim	PROPN
crl-25015	354	2	řehůřek	řehůřek	PROPN
crl-25015	354	3	and	and	CCONJ
crl-25015	354	4	petr	petr	PROPN
crl-25015	354	5	sojka	sojka	PROPN
crl-25015	354	6	,	,	PUNCT
crl-25015	354	7	“	"	PUNCT
crl-25015	354	8	models.doc2vec	models.doc2vec	PROPN
crl-25015	354	9	–	–	PUNCT
crl-25015	354	10	doc2vec	doc2vec	NOUN
crl-25015	354	11	paragraph	paragraph	NOUN
crl-25015	354	12	embeddings	embedding	NOUN
crl-25015	354	13	,	,	PUNCT
crl-25015	354	14	”	"	PUNCT
crl-25015	354	15	gensim	gensim	NOUN
crl-25015	354	16	:	:	PUNCT
crl-25015	354	17	topic	topic	NOUN
crl-25015	354	18	modelling	modelling	NOUN
crl-25015	354	19	for	for	ADP
crl-25015	354	20	humans	human	NOUN
crl-25015	354	21	,	,	PUNCT
crl-25015	354	22	november	november	PROPN
crl-25015	354	23	1	1	NUM
crl-25015	354	24	,	,	PUNCT
crl-25015	354	25	2019	2019	NUM
crl-25015	354	26	,	,	PUNCT
crl-25015	354	27	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models	PROPN
crl-25015	354	28	.	.	PUNCT
crl-25015	355	1	doc2vec	doc2vec	NOUN
crl-25015	355	2	.	.	PROPN
crl-25015	355	3	31	31	NUM
crl-25015	355	4	.	.	PUNCT
crl-25015	356	1	le	le	NOUN
crl-25015	356	2	and	and	CCONJ
crl-25015	356	3	mikolov	mikolov	VERB
crl-25015	356	4	,	,	PUNCT
crl-25015	356	5	“	"	PUNCT
crl-25015	356	6	distributed	distribute	VERB
crl-25015	356	7	representations	representation	NOUN
crl-25015	356	8	of	of	ADP
crl-25015	356	9	sentences	sentence	NOUN
crl-25015	356	10	and	and	CCONJ
crl-25015	356	11	documents	document	NOUN
crl-25015	356	12	.	.	PUNCT
crl-25015	356	13	”	"	PUNCT
crl-25015	357	1	32	32	NUM
crl-25015	357	2	.	.	X
crl-25015	357	3	walker	walker	PROPN
crl-25015	357	4	,	,	PUNCT
crl-25015	357	5	“	"	PUNCT
crl-25015	357	6	measuring	measure	VERB
crl-25015	357	7	the	the	DET
crl-25015	357	8	impact	impact	NOUN
crl-25015	357	9	that	that	PRON
crl-25015	357	10	domain	domain	VERB
crl-25015	357	11	knowledge	knowledge	NOUN
crl-25015	357	12	in	in	ADP
crl-25015	357	13	the	the	DET
crl-25015	357	14	form	form	NOUN
crl-25015	357	15	of	of	ADP
crl-25015	357	16	simple	simple	ADJ
crl-25015	357	17	ontology	ontology	NOUN
crl-25015	357	18	structures	structure	NOUN
crl-25015	357	19	has	have	VERB
crl-25015	357	20	on	on	ADP
crl-25015	357	21	predictive	predictive	ADJ
crl-25015	357	22	modelling	modelling	NOUN
crl-25015	357	23	processes	process	NOUN
crl-25015	357	24	in	in	ADP
crl-25015	357	25	the	the	DET
crl-25015	357	26	context	context	NOUN
crl-25015	357	27	of	of	ADP
crl-25015	357	28	academic	academic	ADJ
crl-25015	357	29	library	library	NOUN
crl-25015	357	30	virtual	virtual	ADJ
crl-25015	357	31	reference	reference	NOUN
crl-25015	357	32	services	service	NOUN
crl-25015	357	33	.	.	PUNCT
crl-25015	357	34	”	"	PUNCT
crl-25015	358	1	33	33	NUM
crl-25015	358	2	.	.	PUNCT
crl-25015	359	1	f.	f.	PROPN
crl-25015	359	2	pedregosa	pedregosa	PROPN
crl-25015	359	3	et	et	PROPN
crl-25015	359	4	al	al	PROPN
crl-25015	359	5	.	.	PROPN
crl-25015	359	6	,	,	PUNCT
crl-25015	359	7	“	"	PUNCT
crl-25015	359	8	mlpclassifier	mlpclassifi	ADJ
crl-25015	359	9	,	,	PUNCT
crl-25015	359	10	”	"	PUNCT
crl-25015	359	11	scikit	scikit	NOUN
crl-25015	359	12	-	-	PUNCT
crl-25015	359	13	learn	learn	VERB
crl-25015	359	14	:	:	PUNCT
crl-25015	359	15	machine	machine	NOUN
crl-25015	359	16	learning	learning	NOUN
crl-25015	359	17	in	in	ADP
crl-25015	359	18	python	python	NOUN
crl-25015	359	19	(	(	PUNCT
crl-25015	359	20	2020	2020	NUM
crl-25015	359	21	)	)	PUNCT
crl-25015	359	22	,	,	PUNCT
crl-25015	359	23	https://scikit	https://scikit	X
crl-25015	359	24	-	-	PUNCT
crl-25015	359	25	learn	learn	VERB
crl-25015	359	26	.	.	PUNCT
crl-25015	360	1	org	org	ADJ
crl-25015	360	2	/	/	SYM
crl-25015	360	3	stable	stable	ADJ
crl-25015	360	4	/	/	SYM
crl-25015	360	5	modules	module	NOUN
crl-25015	360	6	/	/	SYM
crl-25015	360	7	generated	generate	VERB
crl-25015	360	8	/	/	SYM
crl-25015	360	9	sklearn.neural_network.mlpclassifier.html	sklearn.neural_network.mlpclassifier.html	PROPN
crl-25015	360	10	.	.	PUNCT
crl-25015	361	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	361	2	http://arxiv.org/abs/1803.04488	http://arxiv.org/abs/1803.04488	PROPN
crl-25015	361	3	https://doi.org/10.1038/s41592-019-0686-2	https://doi.org/10.1038/s41592-019-0686-2	PROPN
crl-25015	362	1	https://doi.org/10.25080/majora-92bf1922-00a	https://doi.org/10.25080/majora-92bf1922-00a	PROPN
crl-25015	362	2	https://doi.org/10.5281/zenodo.883859	https://doi.org/10.5281/zenodo.883859	PROPN
crl-25015	362	3	https://doi.org/10.5281/zenodo.883859	https://doi.org/10.5281/zenodo.883859	PROPN
crl-25015	362	4	https://doi.org/10.1016/j.patrec.2005.10.010	https://doi.org/10.1016/j.patrec.2005.10.010	VERB
crl-25015	362	5	https://docs.python.org/3/library/re.html	https://docs.python.org/3/library/re.html	NUM
crl-25015	362	6	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	362	7	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	362	8	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	X
crl-25015	362	9	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	https://radimrehurek.com/gensim/models/doc2vec.html#gensim.models.doc2vec	X
crl-25015	363	1	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	PROPN
crl-25015	363	2	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	https://scikit-learn.org/stable/modules/generated/sklearn.neural_network.mlpclassifier.html	PROPN
crl-25015	363	3	_	_	PROPN
crl-25015	363	4	ref47129133	ref47129133	NOUN