id	sid	tid	token	lemma	pos
bracis-33612	1	1	unsupervised	unsupervised	ADJ
bracis-33612	1	2	statistical	statistical	ADJ
bracis-33612	1	3	keyword	keyword	NOUN
bracis-33612	1	4	extraction	extraction	NOUN
bracis-33612	1	5	pipeline	pipeline	NOUN
bracis-33612	1	6	:	:	PUNCT
bracis-33612	1	7	is	be	AUX
bracis-33612	1	8	llm	llm	PROPN
bracis-33612	1	9	all	all	PRON
bracis-33612	1	10	you	you	PRON
bracis-33612	1	11	need	need	VERB
bracis-33612	1	12	?	?	PUNCT
bracis-33612	2	1	|	|	ADV
bracis-33612	2	2	springer	springer	NOUN
bracis-33612	2	3	nature	nature	PROPN
bracis-33612	2	4	link	link	PROPN
bracis-33612	2	5	(	(	PUNCT
bracis-33612	2	6	formerly	formerly	ADV
bracis-33612	2	7	springerlink	springerlink	NOUN
bracis-33612	2	8	)	)	PUNCT
bracis-33612	2	9	skip	skip	VERB
bracis-33612	2	10	to	to	ADP
bracis-33612	2	11	main	main	ADJ
bracis-33612	2	12	content	content	NOUN
bracis-33612	2	13	advertisement	advertisement	NOUN
bracis-33612	2	14	account	account	NOUN
bracis-33612	2	15	menu	menu	NOUN
bracis-33612	2	16	find	find	VERB
bracis-33612	2	17	a	a	DET
bracis-33612	2	18	journal	journal	NOUN
bracis-33612	2	19	publish	publish	VERB
bracis-33612	2	20	with	with	ADP
bracis-33612	2	21	us	we	PRON
bracis-33612	2	22	track	track	VERB
bracis-33612	2	23	your	your	PRON
bracis-33612	2	24	research	research	NOUN
bracis-33612	2	25	search	search	NOUN
bracis-33612	2	26	cart	cart	NOUN
bracis-33612	2	27	home	home	NOUN
bracis-33612	2	28	intelligent	intelligent	ADJ
bracis-33612	2	29	systems	system	NOUN
bracis-33612	2	30	conference	conference	NOUN
bracis-33612	2	31	paper	paper	NOUN
bracis-33612	2	32	unsupervised	unsupervised	ADJ
bracis-33612	2	33	statistical	statistical	ADJ
bracis-33612	2	34	keyword	keyword	NOUN
bracis-33612	2	35	extraction	extraction	NOUN
bracis-33612	2	36	pipeline	pipeline	NOUN
bracis-33612	2	37	:	:	PUNCT
bracis-33612	2	38	is	be	AUX
bracis-33612	2	39	llm	llm	PROPN
bracis-33612	2	40	all	all	PRON
bracis-33612	2	41	you	you	PRON
bracis-33612	2	42	need	need	VERB
bracis-33612	2	43	?	?	PUNCT
bracis-33612	3	1	conference	conference	NOUN
bracis-33612	3	2	paper	paper	NOUN
bracis-33612	3	3	first	first	ADV
bracis-33612	3	4	online	online	ADV
bracis-33612	3	5	:	:	PUNCT
bracis-33612	3	6	30	30	NUM
bracis-33612	3	7	january	january	NOUN
bracis-33612	3	8	2025	2025	NUM
bracis-33612	4	1	pp	pp	PROPN
bracis-33612	4	2	460–475	460–475	NUM
bracis-33612	4	3	cite	cite	VERB
bracis-33612	4	4	this	this	DET
bracis-33612	4	5	conference	conference	NOUN
bracis-33612	4	6	paper	paper	NOUN
bracis-33612	4	7	download	download	NOUN
bracis-33612	4	8	book	book	NOUN
bracis-33612	4	9	pdf	pdf	PROPN
bracis-33612	4	10	download	download	NOUN
bracis-33612	4	11	book	book	NOUN
bracis-33612	4	12	epub	epub	PROPN
bracis-33612	4	13	intelligent	intelligent	ADJ
bracis-33612	4	14	systems	system	NOUN
bracis-33612	4	15	(	(	PUNCT
bracis-33612	4	16	bracis	bracis	NOUN
bracis-33612	4	17	2024	2024	NUM
bracis-33612	4	18	)	)	PUNCT
bracis-33612	4	19	unsupervised	unsupervised	ADJ
bracis-33612	4	20	statistical	statistical	ADJ
bracis-33612	4	21	keyword	keyword	NOUN
bracis-33612	4	22	extraction	extraction	NOUN
bracis-33612	4	23	pipeline	pipeline	NOUN
bracis-33612	4	24	:	:	PUNCT
bracis-33612	4	25	is	be	AUX
bracis-33612	4	26	llm	llm	PROPN
bracis-33612	4	27	all	all	PRON
bracis-33612	4	28	you	you	PRON
bracis-33612	4	29	need	need	VERB
bracis-33612	4	30	?	?	PUNCT
bracis-33612	5	1	download	download	NOUN
bracis-33612	5	2	book	book	NOUN
bracis-33612	5	3	pdf	pdf	PROPN
bracis-33612	5	4	download	download	NOUN
bracis-33612	5	5	book	book	PROPN
bracis-33612	5	6	epub	epub	PROPN
bracis-33612	5	7	fernando	fernando	PROPN
bracis-33612	5	8	rezende	rezende	PROPN
bracis-33612	5	9	zagatti9	zagatti9	PROPN
bracis-33612	5	10	,	,	PUNCT
bracis-33612	5	11	daniel	daniel	PROPN
bracis-33612	5	12	lucrédio9	lucrédio9	PROPN
bracis-33612	5	13	&	&	CCONJ
bracis-33612	5	14	helena	helena	PROPN
bracis-33612	5	15	de	de	PROPN
bracis-33612	5	16	medeiros	medeiros	PROPN
bracis-33612	5	17	caseli9	caseli9	PROPN
bracis-33612	5	18	  	  	SPACE
bracis-33612	5	19	part	part	NOUN
bracis-33612	5	20	of	of	ADP
bracis-33612	5	21	the	the	DET
bracis-33612	5	22	book	book	NOUN
bracis-33612	5	23	series	series	NOUN
bracis-33612	5	24	:	:	PUNCT
bracis-33612	5	25	lecture	lecture	NOUN
bracis-33612	5	26	notes	note	NOUN
bracis-33612	5	27	in	in	ADP
bracis-33612	5	28	computer	computer	NOUN
bracis-33612	5	29	science	science	NOUN
bracis-33612	5	30	(	(	PUNCT
bracis-33612	5	31	(	(	PUNCT
bracis-33612	5	32	lnai	lnai	ADJ
bracis-33612	5	33	,	,	PUNCT
bracis-33612	5	34	volume	volume	NOUN
bracis-33612	5	35	15413	15413	NUM
bracis-33612	5	36	)	)	PUNCT
bracis-33612	5	37	)	)	PUNCT
bracis-33612	5	38	included	include	VERB
bracis-33612	5	39	in	in	ADP
bracis-33612	5	40	the	the	DET
bracis-33612	5	41	following	follow	VERB
bracis-33612	5	42	conference	conference	NOUN
bracis-33612	5	43	series	series	NOUN
bracis-33612	5	44	:	:	PUNCT
bracis-33612	5	45	brazilian	brazilian	ADJ
bracis-33612	5	46	conference	conference	NOUN
bracis-33612	5	47	on	on	ADP
bracis-33612	5	48	intelligent	intelligent	ADJ
bracis-33612	5	49	systems	system	NOUN
bracis-33612	5	50	425	425	NUM
bracis-33612	5	51	accesses	access	NOUN
bracis-33612	5	52	abstract	abstract	ADJ
bracis-33612	5	53	keyword	keyword	NOUN
bracis-33612	5	54	extraction	extraction	NOUN
bracis-33612	5	55	is	be	AUX
bracis-33612	5	56	an	an	DET
bracis-33612	5	57	important	important	ADJ
bracis-33612	5	58	step	step	NOUN
bracis-33612	5	59	for	for	ADP
bracis-33612	5	60	text	text	NOUN
bracis-33612	5	61	interpretation	interpretation	NOUN
bracis-33612	5	62	,	,	PUNCT
bracis-33612	5	63	serving	serve	VERB
bracis-33612	5	64	to	to	PART
bracis-33612	5	65	identify	identify	VERB
bracis-33612	5	66	and	and	CCONJ
bracis-33612	5	67	highlight	highlight	VERB
bracis-33612	5	68	the	the	DET
bracis-33612	5	69	most	most	ADV
bracis-33612	5	70	significant	significant	ADJ
bracis-33612	5	71	words	word	NOUN
bracis-33612	5	72	or	or	CCONJ
bracis-33612	5	73	phrases	phrase	NOUN
bracis-33612	5	74	within	within	ADP
bracis-33612	5	75	a	a	DET
bracis-33612	5	76	text	text	NOUN
bracis-33612	5	77	.	.	PUNCT
bracis-33612	6	1	this	this	DET
bracis-33612	6	2	step	step	NOUN
bracis-33612	6	3	is	be	AUX
bracis-33612	6	4	essential	essential	ADJ
bracis-33612	6	5	for	for	ADP
bracis-33612	6	6	various	various	ADJ
bracis-33612	6	7	applications	application	NOUN
bracis-33612	6	8	such	such	ADJ
bracis-33612	6	9	as	as	ADP
bracis-33612	6	10	summarization	summarization	NOUN
bracis-33612	6	11	,	,	PUNCT
bracis-33612	6	12	indexing	indexing	NOUN
bracis-33612	6	13	,	,	PUNCT
bracis-33612	6	14	and	and	CCONJ
bracis-33612	6	15	information	information	NOUN
bracis-33612	6	16	retrieval	retrieval	NOUN
bracis-33612	6	17	.	.	PUNCT
bracis-33612	7	1	this	this	DET
bracis-33612	7	2	paper	paper	NOUN
bracis-33612	7	3	presents	present	VERB
bracis-33612	7	4	a	a	DET
bracis-33612	7	5	custom	custom	ADV
bracis-33612	7	6	-	-	PUNCT
bracis-33612	7	7	built	build	VERB
bracis-33612	7	8	keyword	keyword	NOUN
bracis-33612	7	9	extraction	extraction	NOUN
bracis-33612	7	10	pipeline	pipeline	NOUN
bracis-33612	7	11	named	name	VERB
bracis-33612	7	12	uske	uske	PROPN
bracis-33612	7	13	(	(	PUNCT
bracis-33612	7	14	unsupervised	unsupervised	ADJ
bracis-33612	7	15	statistical	statistical	ADJ
bracis-33612	7	16	keyword	keyword	NOUN
bracis-33612	7	17	extraction	extraction	NOUN
bracis-33612	7	18	)	)	PUNCT
bracis-33612	7	19	and	and	CCONJ
bracis-33612	7	20	compares	compare	VERB
bracis-33612	7	21	its	its	PRON
bracis-33612	7	22	performance	performance	NOUN
bracis-33612	7	23	to	to	ADP
bracis-33612	7	24	large	large	ADJ
bracis-33612	7	25	language	language	NOUN
bracis-33612	7	26	models	model	NOUN
bracis-33612	7	27	(	(	PUNCT
bracis-33612	7	28	llms	llm	NOUN
bracis-33612	7	29	)	)	PUNCT
bracis-33612	7	30	.	.	PUNCT
bracis-33612	8	1	uske	uske	PROPN
bracis-33612	8	2	is	be	AUX
bracis-33612	8	3	able	able	ADJ
bracis-33612	8	4	to	to	PART
bracis-33612	8	5	deliver	deliver	VERB
bracis-33612	8	6	fast	fast	ADJ
bracis-33612	8	7	and	and	CCONJ
bracis-33612	8	8	simple	simple	ADJ
bracis-33612	8	9	results	result	NOUN
bracis-33612	8	10	based	base	VERB
bracis-33612	8	11	in	in	ADP
bracis-33612	8	12	statistical	statistical	ADJ
bracis-33612	8	13	methods	method	NOUN
bracis-33612	8	14	even	even	ADV
bracis-33612	8	15	when	when	SCONJ
bracis-33612	8	16	dealing	deal	VERB
bracis-33612	8	17	with	with	ADP
bracis-33612	8	18	large	large	ADJ
bracis-33612	8	19	datasets	dataset	NOUN
bracis-33612	8	20	.	.	PUNCT
bracis-33612	9	1	our	our	PRON
bracis-33612	9	2	evaluation	evaluation	NOUN
bracis-33612	9	3	demonstrates	demonstrate	VERB
bracis-33612	9	4	that	that	SCONJ
bracis-33612	9	5	although	although	SCONJ
bracis-33612	9	6	llms	llm	NOUN
bracis-33612	9	7	can	can	AUX
bracis-33612	9	8	achieve	achieve	VERB
bracis-33612	9	9	good	good	ADJ
bracis-33612	9	10	results	result	NOUN
bracis-33612	9	11	in	in	ADP
bracis-33612	9	12	single	single	ADJ
bracis-33612	9	13	sentences	sentence	NOUN
bracis-33612	9	14	with	with	ADP
bracis-33612	9	15	minimal	minimal	ADJ
bracis-33612	9	16	context	context	NOUN
bracis-33612	9	17	,	,	PUNCT
bracis-33612	9	18	they	they	PRON
bracis-33612	9	19	require	require	VERB
bracis-33612	9	20	a	a	DET
bracis-33612	9	21	lot	lot	NOUN
bracis-33612	9	22	of	of	ADP
bracis-33612	9	23	post	post	ADJ
bracis-33612	9	24	-	-	ADJ
bracis-33612	9	25	processing	processing	NOUN
bracis-33612	9	26	and	and	CCONJ
bracis-33612	9	27	may	may	AUX
bracis-33612	9	28	output	output	VERB
bracis-33612	9	29	inconsistent	inconsistent	ADJ
bracis-33612	9	30	answers	answer	NOUN
bracis-33612	9	31	,	,	PUNCT
bracis-33612	9	32	while	while	SCONJ
bracis-33612	9	33	uske	uske	ADJ
bracis-33612	9	34	excels	excel	NOUN
bracis-33612	9	35	in	in	ADP
bracis-33612	9	36	efficiency	efficiency	NOUN
bracis-33612	9	37	and	and	CCONJ
bracis-33612	9	38	scalability	scalability	NOUN
bracis-33612	9	39	.	.	PUNCT
bracis-33612	10	1	download	download	PROPN
bracis-33612	10	2	conference	conference	PROPN
bracis-33612	10	3	paper	paper	NOUN
bracis-33612	10	4	pdf	pdf	NOUN
bracis-33612	10	5	similar	similar	ADJ
bracis-33612	10	6	content	content	NOUN
bracis-33612	10	7	being	be	AUX
bracis-33612	10	8	viewed	view	VERB
bracis-33612	10	9	by	by	ADP
bracis-33612	10	10	others	other	NOUN
bracis-33612	10	11	probing	probe	VERB
bracis-33612	10	12	llms	llm	NOUN
bracis-33612	10	13	on	on	ADP
bracis-33612	10	14	 	 	SPACE
bracis-33612	10	15	optimization	optimization	NOUN
bracis-33612	10	16	problems	problem	NOUN
bracis-33612	10	17	:	:	PUNCT
bracis-33612	10	18	can	can	AUX
bracis-33612	10	19	they	they	PRON
bracis-33612	10	20	recall	recall	VERB
bracis-33612	10	21	and	and	CCONJ
bracis-33612	10	22	 	 	SPACE
bracis-33612	10	23	interpret	interpret	VERB
bracis-33612	10	24	problem	problem	NOUN
bracis-33612	10	25	features	feature	NOUN
bracis-33612	10	26	?	?	PUNCT
bracis-33612	11	1	chapter	chapter	NOUN
bracis-33612	11	2	©	©	PROPN
bracis-33612	11	3	2025	2025	NUM
bracis-33612	11	4	unsupervised	unsupervised	ADJ
bracis-33612	11	5	text	text	NOUN
bracis-33612	11	6	style	style	NOUN
bracis-33612	11	7	transfer	transfer	NOUN
bracis-33612	11	8	via	via	ADP
bracis-33612	11	9	 	 	SPACE
bracis-33612	11	10	llms	llm	NOUN
bracis-33612	11	11	and	and	CCONJ
bracis-33612	11	12	 	 	SPACE
bracis-33612	11	13	mask	mask	NOUN
bracis-33612	11	14	-	-	PUNCT
bracis-33612	11	15	filling	filling	NOUN
bracis-33612	11	16	with	with	ADP
bracis-33612	11	17	 	 	SPACE
bracis-33612	11	18	multi	multi	ADJ
bracis-33612	11	19	-	-	ADJ
bracis-33612	11	20	way	way	ADJ
bracis-33612	11	21	interactions	interaction	NOUN
bracis-33612	11	22	chapter	chapter	NOUN
bracis-33612	11	23	©	©	PROPN
bracis-33612	11	24	2026	2026	NUM
bracis-33612	11	25	extractive	extractive	ADJ
bracis-33612	11	26	-	-	PUNCT
bracis-33612	11	27	abstractive	abstractive	NOUN
bracis-33612	11	28	:	:	PUNCT
bracis-33612	11	29	a	a	DET
bracis-33612	11	30	two	two	NUM
bracis-33612	11	31	-	-	PUNCT
bracis-33612	11	32	stage	stage	NOUN
bracis-33612	11	33	model	model	NOUN
bracis-33612	11	34	for	for	ADP
bracis-33612	11	35	long	long	ADJ
bracis-33612	11	36	text	text	NOUN
bracis-33612	11	37	summarization	summarization	NOUN
bracis-33612	11	38	chapter	chapter	NOUN
bracis-33612	11	39	©	©	PROPN
bracis-33612	11	40	2022	2022	NUM
bracis-33612	11	41	1	1	NUM
bracis-33612	11	42	introduction	introduction	NOUN
bracis-33612	11	43	in	in	ADP
bracis-33612	11	44	the	the	DET
bracis-33612	11	45	era	era	NOUN
bracis-33612	11	46	of	of	ADP
bracis-33612	11	47	big	big	ADJ
bracis-33612	11	48	data	datum	NOUN
bracis-33612	11	49	,	,	PUNCT
bracis-33612	11	50	with	with	ADP
bracis-33612	11	51	vast	vast	ADJ
bracis-33612	11	52	amounts	amount	NOUN
bracis-33612	11	53	of	of	ADP
bracis-33612	11	54	information	information	NOUN
bracis-33612	11	55	being	be	AUX
bracis-33612	11	56	generated	generate	VERB
bracis-33612	11	57	continuously	continuously	ADV
bracis-33612	11	58	,	,	PUNCT
bracis-33612	11	59	the	the	DET
bracis-33612	11	60	ability	ability	NOUN
bracis-33612	11	61	to	to	PART
bracis-33612	11	62	quickly	quickly	ADV
bracis-33612	11	63	and	and	CCONJ
bracis-33612	11	64	accurately	accurately	ADV
bracis-33612	11	65	identify	identify	VERB
bracis-33612	11	66	the	the	DET
bracis-33612	11	67	main	main	ADJ
bracis-33612	11	68	topics	topic	NOUN
bracis-33612	11	69	,	,	PUNCT
bracis-33612	11	70	keywords	keyword	NOUN
bracis-33612	11	71	,	,	PUNCT
bracis-33612	11	72	and	and	CCONJ
bracis-33612	11	73	terms	term	NOUN
bracis-33612	11	74	from	from	ADP
bracis-33612	11	75	a	a	DET
bracis-33612	11	76	large	large	ADJ
bracis-33612	11	77	volume	volume	NOUN
bracis-33612	11	78	of	of	ADP
bracis-33612	11	79	texts	text	NOUN
bracis-33612	11	80	has	have	AUX
bracis-33612	11	81	become	become	VERB
bracis-33612	11	82	highly	highly	ADV
bracis-33612	11	83	desirable	desirable	ADJ
bracis-33612	11	84	[	[	X
bracis-33612	11	85	5	5	NUM
bracis-33612	11	86	,	,	PUNCT
bracis-33612	11	87	6	6	NUM
bracis-33612	11	88	]	]	PUNCT
bracis-33612	11	89	.	.	PUNCT
bracis-33612	12	1	this	this	DET
bracis-33612	12	2	capability	capability	NOUN
bracis-33612	12	3	is	be	AUX
bracis-33612	12	4	essential	essential	ADJ
bracis-33612	12	5	for	for	ADP
bracis-33612	12	6	efficiently	efficiently	ADV
bracis-33612	12	7	managing	manage	VERB
bracis-33612	12	8	and	and	CCONJ
bracis-33612	12	9	leveraging	leverage	VERB
bracis-33612	12	10	information	information	NOUN
bracis-33612	12	11	in	in	ADP
bracis-33612	12	12	various	various	ADJ
bracis-33612	12	13	domains	domain	NOUN
bracis-33612	12	14	,	,	PUNCT
bracis-33612	12	15	from	from	ADP
bracis-33612	12	16	academia	academia	NOUN
bracis-33612	12	17	to	to	ADP
bracis-33612	12	18	industry	industry	NOUN
bracis-33612	12	19	,	,	PUNCT
bracis-33612	12	20	where	where	SCONJ
bracis-33612	12	21	rapid	rapid	ADJ
bracis-33612	12	22	insights	insight	NOUN
bracis-33612	12	23	can	can	AUX
bracis-33612	12	24	drive	drive	VERB
bracis-33612	12	25	decision	decision	NOUN
bracis-33612	12	26	-	-	PUNCT
bracis-33612	12	27	making	making	NOUN
bracis-33612	12	28	and	and	CCONJ
bracis-33612	12	29	innovation	innovation	NOUN
bracis-33612	12	30	.	.	PUNCT
bracis-33612	13	1	in	in	ADP
bracis-33612	13	2	this	this	DET
bracis-33612	13	3	way	way	NOUN
bracis-33612	13	4	,	,	PUNCT
bracis-33612	13	5	keyword	keyword	NOUN
bracis-33612	13	6	extraction	extraction	NOUN
bracis-33612	13	7	plays	play	VERB
bracis-33612	13	8	a	a	DET
bracis-33612	13	9	crucial	crucial	ADJ
bracis-33612	13	10	role	role	NOUN
bracis-33612	13	11	in	in	ADP
bracis-33612	13	12	various	various	ADJ
bracis-33612	13	13	applications	application	NOUN
bracis-33612	13	14	for	for	ADP
bracis-33612	13	15	natural	natural	ADJ
bracis-33612	13	16	language	language	NOUN
bracis-33612	13	17	processing	processing	NOUN
bracis-33612	13	18	(	(	PUNCT
bracis-33612	13	19	nlp	nlp	NOUN
bracis-33612	13	20	)	)	PUNCT
bracis-33612	13	21	,	,	PUNCT
bracis-33612	13	22	such	such	ADJ
bracis-33612	13	23	as	as	ADP
bracis-33612	13	24	information	information	NOUN
bracis-33612	13	25	retrieval	retrieval	NOUN
bracis-33612	13	26	[	[	X
bracis-33612	13	27	22	22	NUM
bracis-33612	13	28	]	]	PUNCT
bracis-33612	13	29	and	and	CCONJ
bracis-33612	13	30	text	text	NOUN
bracis-33612	13	31	summarization	summarization	NOUN
bracis-33612	14	1	[	[	X
bracis-33612	14	2	9	9	NUM
bracis-33612	14	3	]	]	PUNCT
bracis-33612	14	4	.	.	PUNCT
bracis-33612	15	1	traditionally	traditionally	ADV
bracis-33612	15	2	,	,	PUNCT
bracis-33612	15	3	this	this	DET
bracis-33612	15	4	task	task	NOUN
bracis-33612	15	5	has	have	AUX
bracis-33612	15	6	been	be	AUX
bracis-33612	15	7	approached	approach	VERB
bracis-33612	15	8	using	use	VERB
bracis-33612	15	9	classical	classical	ADJ
bracis-33612	15	10	methods	method	NOUN
bracis-33612	15	11	,	,	PUNCT
bracis-33612	15	12	mostly	mostly	ADV
bracis-33612	15	13	unsupervised	unsupervised	ADJ
bracis-33612	15	14	and	and	CCONJ
bracis-33612	15	15	statistical	statistical	ADJ
bracis-33612	15	16	ones	one	NOUN
bracis-33612	15	17	,	,	PUNCT
bracis-33612	15	18	which	which	PRON
bracis-33612	15	19	often	often	ADV
bracis-33612	15	20	involve	involve	VERB
bracis-33612	15	21	extensive	extensive	ADJ
bracis-33612	15	22	preprocessing	preprocessing	NOUN
bracis-33612	15	23	and	and	CCONJ
bracis-33612	15	24	the	the	DET
bracis-33612	15	25	use	use	NOUN
bracis-33612	15	26	of	of	ADP
bracis-33612	15	27	domain	domain	NOUN
bracis-33612	15	28	-	-	PUNCT
bracis-33612	15	29	specific	specific	ADJ
bracis-33612	15	30	features	feature	NOUN
bracis-33612	15	31	.	.	PUNCT
bracis-33612	16	1	however	however	ADV
bracis-33612	16	2	,	,	PUNCT
bracis-33612	16	3	with	with	ADP
bracis-33612	16	4	the	the	DET
bracis-33612	16	5	advent	advent	NOUN
bracis-33612	16	6	of	of	ADP
bracis-33612	16	7	large	large	ADJ
bracis-33612	16	8	language	language	NOUN
bracis-33612	16	9	models	model	NOUN
bracis-33612	16	10	(	(	PUNCT
bracis-33612	16	11	llms	llm	NOUN
bracis-33612	16	12	)	)	PUNCT
bracis-33612	16	13	such	such	ADJ
bracis-33612	16	14	as	as	ADP
bracis-33612	16	15	bidirectional	bidirectional	ADJ
bracis-33612	16	16	encoder	encoder	NOUN
bracis-33612	16	17	representations	representation	VERB
bracis-33612	16	18	for	for	ADP
bracis-33612	16	19	transformers	transformer	NOUN
bracis-33612	16	20	(	(	PUNCT
bracis-33612	16	21	bert	bert	PROPN
bracis-33612	16	22	)	)	PUNCT
bracis-33612	17	1	[	[	X
bracis-33612	17	2	4	4	X
bracis-33612	17	3	]	]	PUNCT
bracis-33612	17	4	and	and	CCONJ
bracis-33612	17	5	generative	generative	ADJ
bracis-33612	17	6	pre	pre	ADJ
bracis-33612	17	7	-	-	ADJ
bracis-33612	17	8	trained	train	VERB
bracis-33612	17	9	transformer	transformer	NOUN
bracis-33612	17	10	(	(	PUNCT
bracis-33612	17	11	gpt	gpt	NOUN
bracis-33612	17	12	)	)	PUNCT
bracis-33612	18	1	[	[	X
bracis-33612	18	2	16	16	NUM
bracis-33612	18	3	]	]	X
bracis-33612	18	4	,	,	PUNCT
bracis-33612	18	5	new	new	ADJ
bracis-33612	18	6	opportunities	opportunity	NOUN
bracis-33612	18	7	have	have	AUX
bracis-33612	18	8	emerged	emerge	VERB
bracis-33612	18	9	to	to	PART
bracis-33612	18	10	increase	increase	VERB
bracis-33612	18	11	the	the	DET
bracis-33612	18	12	accuracy	accuracy	NOUN
bracis-33612	18	13	and	and	CCONJ
bracis-33612	18	14	efficiency	efficiency	NOUN
bracis-33612	18	15	of	of	ADP
bracis-33612	18	16	keyword	keyword	NOUN
bracis-33612	18	17	extraction	extraction	NOUN
bracis-33612	18	18	.	.	PUNCT
bracis-33612	19	1	these	these	DET
bracis-33612	19	2	new	new	ADJ
bracis-33612	19	3	text	text	NOUN
bracis-33612	19	4	generation	generation	NOUN
bracis-33612	19	5	methods	method	NOUN
bracis-33612	19	6	leverage	leverage	VERB
bracis-33612	19	7	deep	deep	ADJ
bracis-33612	19	8	learning	learning	NOUN
bracis-33612	19	9	techniques	technique	NOUN
bracis-33612	19	10	to	to	PART
bracis-33612	19	11	capture	capture	VERB
bracis-33612	19	12	contextual	contextual	ADJ
bracis-33612	19	13	and	and	CCONJ
bracis-33612	19	14	semantic	semantic	ADJ
bracis-33612	19	15	nuances	nuance	NOUN
bracis-33612	19	16	,	,	PUNCT
bracis-33612	19	17	offering	offer	VERB
bracis-33612	19	18	greater	great	ADJ
bracis-33612	19	19	accuracy	accuracy	NOUN
bracis-33612	19	20	over	over	ADP
bracis-33612	19	21	traditional	traditional	ADJ
bracis-33612	19	22	methods	method	NOUN
bracis-33612	19	23	,	,	PUNCT
bracis-33612	19	24	but	but	CCONJ
bracis-33612	19	25	their	their	PRON
bracis-33612	19	26	computational	computational	ADJ
bracis-33612	19	27	complexity	complexity	NOUN
bracis-33612	19	28	and	and	CCONJ
bracis-33612	19	29	dependence	dependence	NOUN
bracis-33612	19	30	on	on	ADP
bracis-33612	19	31	large	large	ADJ
bracis-33612	19	32	training	training	NOUN
bracis-33612	19	33	datasets	dataset	NOUN
bracis-33612	19	34	present	present	ADJ
bracis-33612	19	35	practical	practical	ADJ
bracis-33612	19	36	challenges	challenge	NOUN
bracis-33612	19	37	[	[	X
bracis-33612	19	38	10	10	NUM
bracis-33612	19	39	]	]	PUNCT
bracis-33612	19	40	.	.	PUNCT
bracis-33612	20	1	in	in	ADP
bracis-33612	20	2	this	this	DET
bracis-33612	20	3	way	way	NOUN
bracis-33612	20	4	,	,	PUNCT
bracis-33612	20	5	this	this	DET
bracis-33612	20	6	study	study	NOUN
bracis-33612	20	7	not	not	PART
bracis-33612	20	8	only	only	ADV
bracis-33612	20	9	compares	compare	VERB
bracis-33612	20	10	the	the	DET
bracis-33612	20	11	performance	performance	NOUN
bracis-33612	20	12	of	of	ADP
bracis-33612	20	13	these	these	DET
bracis-33612	20	14	advanced	advanced	ADJ
bracis-33612	20	15	models	model	NOUN
bracis-33612	20	16	with	with	ADP
bracis-33612	20	17	traditional	traditional	ADJ
bracis-33612	20	18	statistical	statistical	ADJ
bracis-33612	20	19	methods	method	NOUN
bracis-33612	20	20	but	but	CCONJ
bracis-33612	20	21	also	also	ADV
bracis-33612	20	22	introduces	introduce	VERB
bracis-33612	20	23	an	an	DET
bracis-33612	20	24	unsupervised	unsupervised	ADJ
bracis-33612	20	25	pipeline	pipeline	NOUN
bracis-33612	20	26	to	to	PART
bracis-33612	20	27	perform	perform	VERB
bracis-33612	20	28	keyword	keyword	NOUN
bracis-33612	20	29	extraction	extraction	NOUN
bracis-33612	20	30	on	on	ADP
bracis-33612	20	31	textual	textual	ADJ
bracis-33612	20	32	data	datum	NOUN
bracis-33612	20	33	.	.	PUNCT
bracis-33612	21	1	our	our	PRON
bracis-33612	21	2	open	open	ADJ
bracis-33612	21	3	-	-	PUNCT
bracis-33612	21	4	source	source	NOUN
bracis-33612	21	5	proposed	propose	VERB
bracis-33612	21	6	system	system	NOUN
bracis-33612	21	7	,	,	PUNCT
bracis-33612	21	8	unsupervised	unsupervised	ADJ
bracis-33612	21	9	statistical	statistical	ADJ
bracis-33612	21	10	keyword	keyword	NOUN
bracis-33612	21	11	extraction	extraction	NOUN
bracis-33612	21	12	(	(	PUNCT
bracis-33612	21	13	uske)footnote	uske)footnote	NOUN
bracis-33612	21	14	1	1	NUM
bracis-33612	21	15	,	,	PUNCT
bracis-33612	21	16	employs	employ	VERB
bracis-33612	21	17	a	a	DET
bracis-33612	21	18	series	series	NOUN
bracis-33612	21	19	of	of	ADP
bracis-33612	21	20	nlp	nlp	ADJ
bracis-33612	21	21	pipeline	pipeline	NOUN
bracis-33612	21	22	steps	step	NOUN
bracis-33612	21	23	and	and	CCONJ
bracis-33612	21	24	statistical	statistical	ADJ
bracis-33612	21	25	techniques	technique	NOUN
bracis-33612	21	26	to	to	PART
bracis-33612	21	27	identify	identify	VERB
bracis-33612	21	28	and	and	CCONJ
bracis-33612	21	29	extract	extract	VERB
bracis-33612	21	30	relevant	relevant	ADJ
bracis-33612	21	31	keywords	keyword	NOUN
bracis-33612	21	32	from	from	ADP
bracis-33612	21	33	texts	text	NOUN
bracis-33612	21	34	.	.	PUNCT
bracis-33612	22	1	by	by	ADP
bracis-33612	22	2	integrating	integrate	VERB
bracis-33612	22	3	text	text	NOUN
bracis-33612	22	4	preprocessing	preprocessing	NOUN
bracis-33612	22	5	methods	method	NOUN
bracis-33612	22	6	with	with	ADP
bracis-33612	22	7	statistical	statistical	ADJ
bracis-33612	22	8	techniques	technique	NOUN
bracis-33612	22	9	,	,	PUNCT
bracis-33612	22	10	we	we	PRON
bracis-33612	22	11	create	create	VERB
bracis-33612	22	12	a	a	DET
bracis-33612	22	13	versatile	versatile	ADJ
bracis-33612	22	14	and	and	CCONJ
bracis-33612	22	15	efficient	efficient	ADJ
bracis-33612	22	16	keyword	keyword	NOUN
bracis-33612	22	17	extraction	extraction	NOUN
bracis-33612	22	18	that	that	PRON
bracis-33612	22	19	does	do	AUX
bracis-33612	22	20	not	not	PART
bracis-33612	22	21	demand	demand	VERB
bracis-33612	22	22	any	any	DET
bracis-33612	22	23	specialized	specialized	ADJ
bracis-33612	22	24	knowledge	knowledge	NOUN
bracis-33612	22	25	in	in	ADP
bracis-33612	22	26	llm	llm	PROPN
bracis-33612	22	27	or	or	CCONJ
bracis-33612	22	28	ai	ai	VERB
bracis-33612	22	29	to	to	PART
bracis-33612	22	30	be	be	AUX
bracis-33612	22	31	used	use	VERB
bracis-33612	22	32	.	.	PUNCT
bracis-33612	23	1	in	in	ADP
bracis-33612	23	2	this	this	DET
bracis-33612	23	3	way	way	NOUN
bracis-33612	23	4	,	,	PUNCT
bracis-33612	23	5	this	this	DET
bracis-33612	23	6	paper	paper	NOUN
bracis-33612	23	7	aims	aim	VERB
bracis-33612	23	8	to	to	PART
bracis-33612	23	9	compare	compare	VERB
bracis-33612	23	10	classical	classical	ADJ
bracis-33612	23	11	methods	method	NOUN
bracis-33612	23	12	against	against	ADP
bracis-33612	23	13	modern	modern	ADJ
bracis-33612	23	14	llm	llm	NOUN
bracis-33612	23	15	-	-	PUNCT
bracis-33612	23	16	based	base	VERB
bracis-33612	23	17	approaches	approach	NOUN
bracis-33612	23	18	to	to	PART
bracis-33612	23	19	assess	assess	VERB
bracis-33612	23	20	their	their	PRON
bracis-33612	23	21	respective	respective	ADJ
bracis-33612	23	22	strengths	strength	NOUN
bracis-33612	23	23	and	and	CCONJ
bracis-33612	23	24	weaknesses	weakness	NOUN
bracis-33612	23	25	.	.	PUNCT
bracis-33612	24	1	while	while	SCONJ
bracis-33612	24	2	traditional	traditional	ADJ
bracis-33612	24	3	methods	method	NOUN
bracis-33612	24	4	often	often	ADV
bracis-33612	24	5	struggle	struggle	VERB
bracis-33612	24	6	with	with	ADP
bracis-33612	24	7	large	large	ADJ
bracis-33612	24	8	-	-	PUNCT
bracis-33612	24	9	scale	scale	NOUN
bracis-33612	24	10	data	datum	NOUN
bracis-33612	24	11	and	and	CCONJ
bracis-33612	24	12	multilingual	multilingual	ADJ
bracis-33612	24	13	contexts	context	NOUN
bracis-33612	24	14	,	,	PUNCT
bracis-33612	24	15	llms	llm	NOUN
bracis-33612	24	16	can	can	AUX
bracis-33612	24	17	be	be	AUX
bracis-33612	24	18	resource	resource	NOUN
bracis-33612	24	19	-	-	PUNCT
bracis-33612	24	20	intensive	intensive	ADJ
bracis-33612	24	21	and	and	CCONJ
bracis-33612	24	22	less	less	ADV
bracis-33612	24	23	feasible	feasible	ADJ
bracis-33612	24	24	for	for	ADP
bracis-33612	24	25	real	real	ADJ
bracis-33612	24	26	-	-	PUNCT
bracis-33612	24	27	time	time	NOUN
bracis-33612	24	28	applications	application	NOUN
bracis-33612	24	29	.	.	PUNCT
bracis-33612	25	1	thus	thus	ADV
bracis-33612	25	2	,	,	PUNCT
bracis-33612	25	3	through	through	ADP
bracis-33612	25	4	this	this	DET
bracis-33612	25	5	comparative	comparative	ADJ
bracis-33612	25	6	analysis	analysis	NOUN
bracis-33612	25	7	,	,	PUNCT
bracis-33612	25	8	we	we	PRON
bracis-33612	25	9	seek	seek	VERB
bracis-33612	25	10	to	to	PART
bracis-33612	25	11	provide	provide	VERB
bracis-33612	25	12	insights	insight	NOUN
bracis-33612	25	13	into	into	ADP
bracis-33612	25	14	whether	whether	SCONJ
bracis-33612	25	15	llms	llm	NOUN
bracis-33612	25	16	are	be	AUX
bracis-33612	25	17	truly	truly	ADV
bracis-33612	25	18	indispensable	indispensable	ADJ
bracis-33612	25	19	for	for	ADP
bracis-33612	25	20	keyword	keyword	NOUN
bracis-33612	25	21	extraction	extraction	NOUN
bracis-33612	25	22	or	or	CCONJ
bracis-33612	25	23	if	if	SCONJ
bracis-33612	25	24	traditional	traditional	ADJ
bracis-33612	25	25	methods	method	NOUN
bracis-33612	25	26	still	still	ADV
bracis-33612	25	27	hold	hold	VERB
bracis-33612	25	28	significant	significant	ADJ
bracis-33612	25	29	value	value	NOUN
bracis-33612	25	30	.	.	PUNCT
bracis-33612	26	1	our	our	PRON
bracis-33612	26	2	work	work	NOUN
bracis-33612	26	3	seeks	seek	VERB
bracis-33612	26	4	to	to	PART
bracis-33612	26	5	offer	offer	VERB
bracis-33612	26	6	a	a	DET
bracis-33612	26	7	direct	direct	ADJ
bracis-33612	26	8	comparison	comparison	NOUN
bracis-33612	26	9	between	between	ADP
bracis-33612	26	10	classical	classical	ADJ
bracis-33612	26	11	keyword	keyword	NOUN
bracis-33612	26	12	extraction	extraction	NOUN
bracis-33612	26	13	methods	method	NOUN
bracis-33612	26	14	and	and	CCONJ
bracis-33612	26	15	llm	llm	NOUN
bracis-33612	26	16	-	-	PUNCT
bracis-33612	26	17	based	base	VERB
bracis-33612	26	18	techniques	technique	NOUN
bracis-33612	26	19	,	,	PUNCT
bracis-33612	26	20	focusing	focus	VERB
bracis-33612	26	21	on	on	ADP
bracis-33612	26	22	their	their	PRON
bracis-33612	26	23	respective	respective	ADJ
bracis-33612	26	24	strengths	strength	NOUN
bracis-33612	26	25	and	and	CCONJ
bracis-33612	26	26	weaknesses	weakness	NOUN
bracis-33612	26	27	in	in	ADP
bracis-33612	26	28	a	a	DET
bracis-33612	26	29	more	more	ADV
bracis-33612	26	30	generalizable	generalizable	ADJ
bracis-33612	26	31	context	context	NOUN
bracis-33612	26	32	.	.	PUNCT
bracis-33612	27	1	unlike	unlike	ADP
bracis-33612	27	2	methods	method	NOUN
bracis-33612	27	3	like	like	ADP
bracis-33612	27	4	keybert	keybert	NOUN
bracis-33612	27	5	,	,	PUNCT
bracis-33612	27	6	which	which	PRON
bracis-33612	27	7	are	be	AUX
bracis-33612	27	8	resource	resource	NOUN
bracis-33612	27	9	-	-	PUNCT
bracis-33612	27	10	intensive	intensive	ADJ
bracis-33612	27	11	,	,	PUNCT
bracis-33612	27	12	uske	uske	PROPN
bracis-33612	27	13	provides	provide	VERB
bracis-33612	27	14	a	a	DET
bracis-33612	27	15	lightweight	lightweight	ADJ
bracis-33612	27	16	,	,	PUNCT
bracis-33612	27	17	open	open	ADJ
bracis-33612	27	18	-	-	PUNCT
bracis-33612	27	19	source	source	NOUN
bracis-33612	27	20	alternative	alternative	NOUN
bracis-33612	27	21	that	that	PRON
bracis-33612	27	22	is	be	AUX
bracis-33612	27	23	both	both	CCONJ
bracis-33612	27	24	versatile	versatile	ADJ
bracis-33612	27	25	and	and	CCONJ
bracis-33612	27	26	efficient	efficient	ADJ
bracis-33612	27	27	by	by	ADP
bracis-33612	27	28	integrating	integrate	VERB
bracis-33612	27	29	statistical	statistical	ADJ
bracis-33612	27	30	techniques	technique	NOUN
bracis-33612	27	31	within	within	ADP
bracis-33612	27	32	a	a	DET
bracis-33612	27	33	streamlined	streamlined	ADJ
bracis-33612	27	34	nlp	nlp	ADJ
bracis-33612	27	35	pipeline	pipeline	NOUN
bracis-33612	27	36	,	,	PUNCT
bracis-33612	27	37	demonstrating	demonstrate	VERB
bracis-33612	27	38	that	that	SCONJ
bracis-33612	27	39	traditional	traditional	ADJ
bracis-33612	27	40	methods	method	NOUN
bracis-33612	27	41	can	can	AUX
bracis-33612	27	42	still	still	ADV
bracis-33612	27	43	yield	yield	VERB
bracis-33612	27	44	competitive	competitive	ADJ
bracis-33612	27	45	results	result	NOUN
bracis-33612	27	46	,	,	PUNCT
bracis-33612	27	47	particularly	particularly	ADV
bracis-33612	27	48	when	when	SCONJ
bracis-33612	27	49	used	use	VERB
bracis-33612	27	50	in	in	ADP
bracis-33612	27	51	conjunction	conjunction	NOUN
bracis-33612	27	52	with	with	ADP
bracis-33612	27	53	domain	domain	NOUN
bracis-33612	27	54	expertise	expertise	NOUN
bracis-33612	27	55	.	.	PUNCT
bracis-33612	28	1	this	this	DET
bracis-33612	28	2	study	study	NOUN
bracis-33612	28	3	demonstrates	demonstrate	VERB
bracis-33612	28	4	the	the	DET
bracis-33612	28	5	effectiveness	effectiveness	NOUN
bracis-33612	28	6	of	of	ADP
bracis-33612	28	7	our	our	PRON
bracis-33612	28	8	proposed	propose	VERB
bracis-33612	28	9	approach	approach	NOUN
bracis-33612	28	10	in	in	ADP
bracis-33612	28	11	datasets	dataset	NOUN
bracis-33612	28	12	of	of	ADP
bracis-33612	28	13	reviews	review	NOUN
bracis-33612	28	14	and	and	CCONJ
bracis-33612	28	15	titles	title	NOUN
bracis-33612	28	16	of	of	ADP
bracis-33612	28	17	the	the	DET
bracis-33612	28	18	portuguese	portuguese	ADJ
bracis-33612	28	19	language	language	NOUN
bracis-33612	28	20	,	,	PUNCT
bracis-33612	28	21	confirming	confirm	VERB
bracis-33612	28	22	that	that	SCONJ
bracis-33612	28	23	traditional	traditional	ADJ
bracis-33612	28	24	methods	method	NOUN
bracis-33612	28	25	can	can	AUX
bracis-33612	28	26	still	still	ADV
bracis-33612	28	27	obtain	obtain	VERB
bracis-33612	28	28	competitive	competitive	ADJ
bracis-33612	28	29	results	result	NOUN
bracis-33612	28	30	for	for	ADP
bracis-33612	28	31	this	this	DET
bracis-33612	28	32	specific	specific	ADJ
bracis-33612	28	33	task	task	NOUN
bracis-33612	28	34	,	,	PUNCT
bracis-33612	28	35	and	and	CCONJ
bracis-33612	28	36	can	can	AUX
bracis-33612	28	37	obtain	obtain	VERB
bracis-33612	28	38	satisfactory	satisfactory	ADJ
bracis-33612	28	39	results	result	NOUN
bracis-33612	28	40	when	when	SCONJ
bracis-33612	28	41	used	use	VERB
bracis-33612	28	42	alongside	alongside	ADP
bracis-33612	28	43	experts	expert	NOUN
bracis-33612	28	44	to	to	PART
bracis-33612	28	45	make	make	VERB
bracis-33612	28	46	annotations	annotation	NOUN
bracis-33612	28	47	to	to	PART
bracis-33612	28	48	serve	serve	VERB
bracis-33612	28	49	as	as	ADP
bracis-33612	28	50	input	input	NOUN
bracis-33612	28	51	for	for	ADP
bracis-33612	28	52	the	the	DET
bracis-33612	28	53	algorithm	algorithm	NOUN
bracis-33612	28	54	.	.	PUNCT
bracis-33612	29	1	this	this	DET
bracis-33612	29	2	work	work	NOUN
bracis-33612	29	3	is	be	AUX
bracis-33612	29	4	organized	organize	VERB
bracis-33612	29	5	as	as	SCONJ
bracis-33612	29	6	follows	follow	VERB
bracis-33612	29	7	.	.	PUNCT
bracis-33612	30	1	section	section	NOUN
bracis-33612	30	2	 	 	SPACE
bracis-33612	30	3	2	2	NUM
bracis-33612	30	4	provides	provide	VERB
bracis-33612	30	5	a	a	DET
bracis-33612	30	6	comprehensive	comprehensive	ADJ
bracis-33612	30	7	review	review	NOUN
bracis-33612	30	8	of	of	ADP
bracis-33612	30	9	related	related	ADJ
bracis-33612	30	10	works	work	NOUN
bracis-33612	30	11	,	,	PUNCT
bracis-33612	30	12	highlighting	highlight	VERB
bracis-33612	30	13	the	the	DET
bracis-33612	30	14	current	current	ADJ
bracis-33612	30	15	state	state	NOUN
bracis-33612	30	16	of	of	ADP
bracis-33612	30	17	the	the	DET
bracis-33612	30	18	art	art	NOUN
bracis-33612	30	19	in	in	ADP
bracis-33612	30	20	unsupervised	unsupervised	ADJ
bracis-33612	30	21	keyword	keyword	NOUN
bracis-33612	30	22	extraction	extraction	NOUN
bracis-33612	30	23	.	.	PUNCT
bracis-33612	31	1	in	in	ADP
bracis-33612	31	2	sect	sect	NOUN
bracis-33612	31	3	.	.	PUNCT
bracis-33612	31	4	 	 	SPACE
bracis-33612	31	5	3	3	NUM
bracis-33612	31	6	we	we	PRON
bracis-33612	31	7	present	present	VERB
bracis-33612	31	8	our	our	PRON
bracis-33612	31	9	proposed	propose	VERB
bracis-33612	31	10	method	method	NOUN
bracis-33612	31	11	,	,	PUNCT
bracis-33612	31	12	detailing	detail	VERB
bracis-33612	31	13	the	the	DET
bracis-33612	31	14	algorithms	algorithm	NOUN
bracis-33612	31	15	and	and	CCONJ
bracis-33612	31	16	techniques	technique	NOUN
bracis-33612	31	17	used	use	VERB
bracis-33612	31	18	.	.	PUNCT
bracis-33612	32	1	section	section	NOUN
bracis-33612	32	2	 	 	SPACE
bracis-33612	32	3	4	4	NUM
bracis-33612	32	4	describes	describe	VERB
bracis-33612	32	5	the	the	DET
bracis-33612	32	6	experimental	experimental	ADJ
bracis-33612	32	7	setup	setup	NOUN
bracis-33612	32	8	,	,	PUNCT
bracis-33612	32	9	including	include	VERB
bracis-33612	32	10	the	the	DET
bracis-33612	32	11	datasets	dataset	NOUN
bracis-33612	32	12	and	and	CCONJ
bracis-33612	32	13	prompt	prompt	ADJ
bracis-33612	32	14	tuning	tuning	NOUN
bracis-33612	32	15	process	process	NOUN
bracis-33612	32	16	.	.	PUNCT
bracis-33612	33	1	in	in	ADP
bracis-33612	33	2	sect	sect	NOUN
bracis-33612	33	3	.	.	PUNCT
bracis-33612	33	4	 	 	SPACE
bracis-33612	33	5	5	5	NUM
bracis-33612	33	6	we	we	PRON
bracis-33612	33	7	discuss	discuss	VERB
bracis-33612	33	8	the	the	DET
bracis-33612	33	9	results	result	NOUN
bracis-33612	33	10	and	and	CCONJ
bracis-33612	33	11	provide	provide	VERB
bracis-33612	33	12	an	an	DET
bracis-33612	33	13	analysis	analysis	NOUN
bracis-33612	33	14	of	of	ADP
bracis-33612	33	15	the	the	DET
bracis-33612	33	16	performance	performance	NOUN
bracis-33612	33	17	of	of	ADP
bracis-33612	33	18	our	our	PRON
bracis-33612	33	19	method	method	NOUN
bracis-33612	33	20	when	when	SCONJ
bracis-33612	33	21	compared	compare	VERB
bracis-33612	33	22	to	to	ADP
bracis-33612	33	23	llm	llm	PROPN
bracis-33612	33	24	.	.	PUNCT
bracis-33612	34	1	finally	finally	ADV
bracis-33612	34	2	,	,	PUNCT
bracis-33612	34	3	sect	sect	NOUN
bracis-33612	34	4	.	.	PUNCT
bracis-33612	34	5	 	 	SPACE
bracis-33612	34	6	6	6	NUM
bracis-33612	34	7	concludes	conclude	VERB
bracis-33612	34	8	the	the	DET
bracis-33612	34	9	paper	paper	NOUN
bracis-33612	34	10	with	with	ADP
bracis-33612	34	11	a	a	DET
bracis-33612	34	12	summary	summary	NOUN
bracis-33612	34	13	of	of	ADP
bracis-33612	34	14	our	our	PRON
bracis-33612	34	15	findings	finding	NOUN
bracis-33612	34	16	and	and	CCONJ
bracis-33612	34	17	outlines	outline	VERB
bracis-33612	34	18	potential	potential	ADJ
bracis-33612	34	19	directions	direction	NOUN
bracis-33612	34	20	for	for	ADP
bracis-33612	34	21	future	future	ADJ
bracis-33612	34	22	research	research	NOUN
bracis-33612	34	23	.	.	PUNCT
bracis-33612	35	1	2	2	NUM
bracis-33612	35	2	related	relate	VERB
bracis-33612	35	3	works	work	NOUN
bracis-33612	35	4	in	in	ADP
bracis-33612	35	5	recent	recent	ADJ
bracis-33612	35	6	years	year	NOUN
bracis-33612	35	7	,	,	PUNCT
bracis-33612	35	8	keyword	keyword	NOUN
bracis-33612	35	9	extraction	extraction	NOUN
bracis-33612	35	10	has	have	AUX
bracis-33612	35	11	garnered	garner	VERB
bracis-33612	35	12	significant	significant	ADJ
bracis-33612	35	13	attention	attention	NOUN
bracis-33612	35	14	within	within	ADP
bracis-33612	35	15	the	the	DET
bracis-33612	35	16	field	field	NOUN
bracis-33612	35	17	of	of	ADP
bracis-33612	35	18	nlp	nlp	NOUN
bracis-33612	35	19	,	,	PUNCT
bracis-33612	35	20	leading	lead	VERB
bracis-33612	35	21	to	to	ADP
bracis-33612	35	22	the	the	DET
bracis-33612	35	23	development	development	NOUN
bracis-33612	35	24	of	of	ADP
bracis-33612	35	25	various	various	ADJ
bracis-33612	35	26	methodologies	methodology	NOUN
bracis-33612	35	27	that	that	PRON
bracis-33612	35	28	aim	aim	VERB
bracis-33612	35	29	to	to	PART
bracis-33612	35	30	improve	improve	VERB
bracis-33612	35	31	the	the	DET
bracis-33612	35	32	accuracy	accuracy	NOUN
bracis-33612	35	33	and	and	CCONJ
bracis-33612	35	34	efficiency	efficiency	NOUN
bracis-33612	35	35	of	of	ADP
bracis-33612	35	36	this	this	DET
bracis-33612	35	37	task	task	NOUN
bracis-33612	35	38	[	[	X
bracis-33612	35	39	7	7	NUM
bracis-33612	35	40	,	,	PUNCT
bracis-33612	35	41	12	12	NUM
bracis-33612	35	42	,	,	PUNCT
bracis-33612	35	43	21	21	NUM
bracis-33612	35	44	]	]	PUNCT
bracis-33612	35	45	.	.	PUNCT
bracis-33612	36	1	these	these	DET
bracis-33612	36	2	methods	method	NOUN
bracis-33612	36	3	,	,	PUNCT
bracis-33612	36	4	while	while	SCONJ
bracis-33612	36	5	effective	effective	ADJ
bracis-33612	36	6	,	,	PUNCT
bracis-33612	36	7	often	often	ADV
bracis-33612	36	8	require	require	VERB
bracis-33612	36	9	extensive	extensive	ADJ
bracis-33612	36	10	preprocessing	preprocessing	NOUN
bracis-33612	36	11	and	and	CCONJ
bracis-33612	36	12	the	the	DET
bracis-33612	36	13	use	use	NOUN
bracis-33612	36	14	of	of	ADP
bracis-33612	36	15	external	external	ADJ
bracis-33612	36	16	resources	resource	NOUN
bracis-33612	36	17	,	,	PUNCT
bracis-33612	36	18	which	which	PRON
bracis-33612	36	19	can	can	AUX
bracis-33612	36	20	limit	limit	VERB
bracis-33612	36	21	their	their	PRON
bracis-33612	36	22	applicability	applicability	NOUN
bracis-33612	36	23	across	across	ADP
bracis-33612	36	24	diverse	diverse	ADJ
bracis-33612	36	25	languages	language	NOUN
bracis-33612	36	26	and	and	CCONJ
bracis-33612	36	27	domains	domain	NOUN
bracis-33612	36	28	.	.	PUNCT
bracis-33612	37	1	keybert	keybert	PROPN
bracis-33612	38	1	[	[	X
bracis-33612	38	2	7	7	NUM
bracis-33612	38	3	]	]	PUNCT
bracis-33612	38	4	is	be	AUX
bracis-33612	38	5	a	a	DET
bracis-33612	38	6	keyword	keyword	NOUN
bracis-33612	38	7	extraction	extraction	NOUN
bracis-33612	38	8	method	method	NOUN
bracis-33612	38	9	that	that	PRON
bracis-33612	38	10	leverages	leverage	VERB
bracis-33612	38	11	transformer	transformer	NOUN
bracis-33612	38	12	-	-	PUNCT
bracis-33612	38	13	based	base	VERB
bracis-33612	38	14	models	model	NOUN
bracis-33612	38	15	to	to	PART
bracis-33612	38	16	identify	identify	VERB
bracis-33612	38	17	the	the	DET
bracis-33612	38	18	most	most	ADV
bracis-33612	38	19	relevant	relevant	ADJ
bracis-33612	38	20	keywords	keyword	NOUN
bracis-33612	38	21	within	within	ADP
bracis-33612	38	22	a	a	DET
bracis-33612	38	23	text	text	NOUN
bracis-33612	38	24	.	.	PUNCT
bracis-33612	39	1	in	in	ADP
bracis-33612	39	2	this	this	DET
bracis-33612	39	3	way	way	NOUN
bracis-33612	39	4	,	,	PUNCT
bracis-33612	39	5	the	the	DET
bracis-33612	39	6	bert	bert	NOUN
bracis-33612	39	7	-	-	PUNCT
bracis-33612	39	8	embeddings	embedding	NOUN
bracis-33612	39	9	are	be	AUX
bracis-33612	39	10	applied	apply	VERB
bracis-33612	39	11	into	into	ADP
bracis-33612	39	12	the	the	DET
bracis-33612	39	13	document	document	NOUN
bracis-33612	39	14	and	and	CCONJ
bracis-33612	39	15	the	the	DET
bracis-33612	39	16	word	word	NOUN
bracis-33612	39	17	embeddings	embedding	NOUN
bracis-33612	39	18	are	be	AUX
bracis-33612	39	19	extracted	extract	VERB
bracis-33612	39	20	in	in	ADP
bracis-33612	39	21	n	n	NOUN
bracis-33612	39	22	-	-	PUNCT
bracis-33612	39	23	grams	gram	NOUN
bracis-33612	39	24	;	;	PUNCT
bracis-33612	39	25	then	then	ADV
bracis-33612	39	26	,	,	PUNCT
bracis-33612	39	27	cosine	cosine	NOUN
bracis-33612	39	28	similarity	similarity	NOUN
bracis-33612	39	29	is	be	AUX
bracis-33612	39	30	used	use	VERB
bracis-33612	39	31	to	to	PART
bracis-33612	39	32	find	find	VERB
bracis-33612	39	33	the	the	DET
bracis-33612	39	34	most	most	ADV
bracis-33612	39	35	relevant	relevant	ADJ
bracis-33612	39	36	words	word	NOUN
bracis-33612	39	37	(	(	PUNCT
bracis-33612	39	38	or	or	CCONJ
bracis-33612	39	39	keywords	keyword	NOUN
bracis-33612	39	40	)	)	PUNCT
bracis-33612	39	41	in	in	ADP
bracis-33612	39	42	the	the	DET
bracis-33612	39	43	document	document	NOUN
bracis-33612	39	44	.	.	PUNCT
bracis-33612	40	1	despite	despite	SCONJ
bracis-33612	40	2	its	its	PRON
bracis-33612	40	3	advantages	advantage	NOUN
bracis-33612	40	4	,	,	PUNCT
bracis-33612	40	5	keybert	keybert	NOUN
bracis-33612	40	6	has	have	VERB
bracis-33612	40	7	some	some	DET
bracis-33612	40	8	limitations	limitation	NOUN
bracis-33612	40	9	:	:	PUNCT
bracis-33612	40	10	(	(	PUNCT
bracis-33612	40	11	i	i	NOUN
bracis-33612	40	12	)	)	PUNCT
bracis-33612	40	13	its	its	PRON
bracis-33612	40	14	dependence	dependence	NOUN
bracis-33612	40	15	on	on	ADP
bracis-33612	40	16	large	large	ADJ
bracis-33612	40	17	datasets	dataset	NOUN
bracis-33612	40	18	,	,	PUNCT
bracis-33612	40	19	which	which	PRON
bracis-33612	40	20	may	may	AUX
bracis-33612	40	21	not	not	PART
bracis-33612	40	22	perform	perform	VERB
bracis-33612	40	23	well	well	ADV
bracis-33612	40	24	on	on	ADP
bracis-33612	40	25	texts	text	NOUN
bracis-33612	40	26	from	from	ADP
bracis-33612	40	27	certain	certain	ADJ
bracis-33612	40	28	domains	domain	NOUN
bracis-33612	40	29	or	or	CCONJ
bracis-33612	40	30	on	on	ADP
bracis-33612	40	31	languages	language	NOUN
bracis-33612	40	32	less	less	ADV
bracis-33612	40	33	represented	represent	VERB
bracis-33612	40	34	in	in	ADP
bracis-33612	40	35	the	the	DET
bracis-33612	40	36	training	training	NOUN
bracis-33612	40	37	data	datum	NOUN
bracis-33612	40	38	,	,	PUNCT
bracis-33612	40	39	and	and	CCONJ
bracis-33612	40	40	(	(	PUNCT
bracis-33612	40	41	ii	ii	NOUN
bracis-33612	40	42	)	)	PUNCT
bracis-33612	40	43	the	the	DET
bracis-33612	40	44	method	method	NOUN
bracis-33612	40	45	can	can	AUX
bracis-33612	40	46	be	be	AUX
bracis-33612	40	47	computationally	computationally	ADV
bracis-33612	40	48	expensive	expensive	ADJ
bracis-33612	40	49	,	,	PUNCT
bracis-33612	40	50	as	as	SCONJ
bracis-33612	40	51	it	it	PRON
bracis-33612	40	52	requires	require	VERB
bracis-33612	40	53	generating	generate	VERB
bracis-33612	40	54	embeddings	embedding	NOUN
bracis-33612	40	55	for	for	ADP
bracis-33612	40	56	both	both	CCONJ
bracis-33612	40	57	the	the	DET
bracis-33612	40	58	document	document	NOUN
bracis-33612	40	59	and	and	CCONJ
bracis-33612	40	60	numerous	numerous	ADJ
bracis-33612	40	61	candidate	candidate	NOUN
bracis-33612	40	62	keywords	keyword	NOUN
bracis-33612	40	63	,	,	PUNCT
bracis-33612	40	64	making	make	VERB
bracis-33612	40	65	it	it	PRON
bracis-33612	40	66	less	less	ADV
bracis-33612	40	67	feasible	feasible	ADJ
bracis-33612	40	68	for	for	ADP
bracis-33612	40	69	real	real	ADJ
bracis-33612	40	70	-	-	PUNCT
bracis-33612	40	71	time	time	NOUN
bracis-33612	40	72	or	or	CCONJ
bracis-33612	40	73	large	large	ADJ
bracis-33612	40	74	-	-	PUNCT
bracis-33612	40	75	scale	scale	NOUN
bracis-33612	40	76	applications	application	NOUN
bracis-33612	40	77	.	.	PUNCT
bracis-33612	41	1	yake	yake	NOUN
bracis-33612	41	2	(	(	PUNCT
bracis-33612	41	3	yet	yet	ADV
bracis-33612	41	4	another	another	DET
bracis-33612	41	5	keyword	keyword	NOUN
bracis-33612	41	6	extractor	extractor	NOUN
bracis-33612	41	7	)	)	PUNCT
bracis-33612	42	1	[	[	X
bracis-33612	42	2	2	2	NUM
bracis-33612	42	3	]	]	PUNCT
bracis-33612	42	4	,	,	PUNCT
bracis-33612	42	5	unlike	unlike	ADP
bracis-33612	42	6	traditional	traditional	ADJ
bracis-33612	42	7	machine	machine	NOUN
bracis-33612	42	8	learning	learning	NOUN
bracis-33612	42	9	based	base	VERB
bracis-33612	42	10	models	model	NOUN
bracis-33612	42	11	,	,	PUNCT
bracis-33612	42	12	does	do	AUX
bracis-33612	42	13	not	not	PART
bracis-33612	42	14	require	require	VERB
bracis-33612	42	15	a	a	DET
bracis-33612	42	16	training	training	NOUN
bracis-33612	42	17	phase	phase	NOUN
bracis-33612	42	18	,	,	PUNCT
bracis-33612	42	19	making	make	VERB
bracis-33612	42	20	it	it	PRON
bracis-33612	42	21	a	a	DET
bracis-33612	42	22	versatile	versatile	ADJ
bracis-33612	42	23	and	and	CCONJ
bracis-33612	42	24	scalable	scalable	ADJ
bracis-33612	42	25	solution	solution	NOUN
bracis-33612	42	26	that	that	PRON
bracis-33612	42	27	operates	operate	VERB
bracis-33612	42	28	on	on	ADP
bracis-33612	42	29	single	single	ADJ
bracis-33612	42	30	documents	document	NOUN
bracis-33612	42	31	,	,	PUNCT
bracis-33612	42	32	enabling	enable	VERB
bracis-33612	42	33	quick	quick	ADJ
bracis-33612	42	34	adaptation	adaptation	NOUN
bracis-33612	42	35	to	to	ADP
bracis-33612	42	36	various	various	ADJ
bracis-33612	42	37	scenarios	scenario	NOUN
bracis-33612	42	38	without	without	ADP
bracis-33612	42	39	the	the	DET
bracis-33612	42	40	need	need	NOUN
bracis-33612	42	41	for	for	ADP
bracis-33612	42	42	linguistic	linguistic	ADJ
bracis-33612	42	43	tools	tool	NOUN
bracis-33612	42	44	or	or	CCONJ
bracis-33612	42	45	external	external	ADJ
bracis-33612	42	46	databases	database	NOUN
bracis-33612	42	47	.	.	PUNCT
bracis-33612	43	1	this	this	DET
bracis-33612	43	2	method	method	NOUN
bracis-33612	43	3	identifies	identify	VERB
bracis-33612	43	4	relevant	relevant	ADJ
bracis-33612	43	5	keywords	keyword	NOUN
bracis-33612	43	6	based	base	VERB
bracis-33612	43	7	on	on	ADP
bracis-33612	43	8	statistical	statistical	ADJ
bracis-33612	43	9	features	feature	NOUN
bracis-33612	43	10	,	,	PUNCT
bracis-33612	43	11	like	like	ADP
bracis-33612	43	12	by	by	ADP
bracis-33612	43	13	analyzing	analyze	VERB
bracis-33612	43	14	the	the	DET
bracis-33612	43	15	frequency	frequency	NOUN
bracis-33612	43	16	and	and	CCONJ
bracis-33612	43	17	co	co	NOUN
bracis-33612	43	18	-	-	NOUN
bracis-33612	43	19	occurrence	occurrence	NOUN
bracis-33612	43	20	of	of	ADP
bracis-33612	43	21	word	word	NOUN
bracis-33612	43	22	sequences	sequence	NOUN
bracis-33612	43	23	within	within	ADP
bracis-33612	43	24	a	a	DET
bracis-33612	43	25	document	document	NOUN
bracis-33612	43	26	,	,	PUNCT
bracis-33612	43	27	offering	offer	VERB
bracis-33612	43	28	a	a	DET
bracis-33612	43	29	language	language	NOUN
bracis-33612	43	30	and	and	CCONJ
bracis-33612	43	31	domain	domain	NOUN
bracis-33612	43	32	-	-	PUNCT
bracis-33612	43	33	independent	independent	ADJ
bracis-33612	43	34	solution	solution	NOUN
bracis-33612	43	35	.	.	PUNCT
bracis-33612	44	1	the	the	DET
bracis-33612	44	2	effectiveness	effectiveness	NOUN
bracis-33612	44	3	of	of	ADP
bracis-33612	44	4	yake	yake	PROPN
bracis-33612	44	5	has	have	AUX
bracis-33612	44	6	been	be	AUX
bracis-33612	44	7	demonstrated	demonstrate	VERB
bracis-33612	44	8	through	through	ADP
bracis-33612	44	9	extensive	extensive	ADJ
bracis-33612	44	10	testing	testing	NOUN
bracis-33612	44	11	across	across	ADP
bracis-33612	44	12	multiple	multiple	ADJ
bracis-33612	44	13	datasets	dataset	NOUN
bracis-33612	44	14	and	and	CCONJ
bracis-33612	44	15	languages	language	NOUN
bracis-33612	44	16	[	[	X
bracis-33612	44	17	1	1	NUM
bracis-33612	44	18	,	,	PUNCT
bracis-33612	44	19	18	18	NUM
bracis-33612	44	20	]	]	PUNCT
bracis-33612	44	21	.	.	PUNCT
bracis-33612	45	1	however	however	ADV
bracis-33612	45	2	,	,	PUNCT
bracis-33612	45	3	it	it	PRON
bracis-33612	45	4	is	be	AUX
bracis-33612	45	5	important	important	ADJ
bracis-33612	45	6	to	to	PART
bracis-33612	45	7	highlight	highlight	VERB
bracis-33612	45	8	that	that	SCONJ
bracis-33612	45	9	the	the	PRON
bracis-33612	45	10	larger	large	ADJ
bracis-33612	45	11	the	the	DET
bracis-33612	45	12	analyzed	analyze	VERB
bracis-33612	45	13	dataset	dataset	NOUN
bracis-33612	45	14	and	and	CCONJ
bracis-33612	45	15	the	the	PRON
bracis-33612	45	16	greater	great	ADJ
bracis-33612	45	17	the	the	DET
bracis-33612	45	18	number	number	NOUN
bracis-33612	45	19	of	of	ADP
bracis-33612	45	20	keywords	keyword	NOUN
bracis-33612	45	21	to	to	PART
bracis-33612	45	22	be	be	AUX
bracis-33612	45	23	extracted	extract	VERB
bracis-33612	45	24	,	,	PUNCT
bracis-33612	45	25	the	the	DET
bracis-33612	45	26	time	time	NOUN
bracis-33612	45	27	required	require	VERB
bracis-33612	45	28	to	to	PART
bracis-33612	45	29	obtain	obtain	VERB
bracis-33612	45	30	the	the	DET
bracis-33612	45	31	keywords	keyword	NOUN
bracis-33612	45	32	can	can	AUX
bracis-33612	45	33	increase	increase	VERB
bracis-33612	45	34	considerably	considerably	ADV
bracis-33612	45	35	.	.	PUNCT
bracis-33612	46	1	gupta	gupta	PROPN
bracis-33612	46	2	et	et	PROPN
bracis-33612	46	3	al	al	PROPN
bracis-33612	46	4	.	.	PROPN
bracis-33612	47	1	(	(	PUNCT
bracis-33612	47	2	2024	2024	NUM
bracis-33612	47	3	)	)	PUNCT
bracis-33612	48	1	[	[	X
bracis-33612	48	2	8	8	NUM
bracis-33612	48	3	]	]	PUNCT
bracis-33612	48	4	made	make	VERB
bracis-33612	48	5	an	an	DET
bracis-33612	48	6	integration	integration	NOUN
bracis-33612	48	7	of	of	ADP
bracis-33612	48	8	bert	bert	NOUN
bracis-33612	49	1	[	[	X
bracis-33612	49	2	4	4	NUM
bracis-33612	49	3	]	]	PUNCT
bracis-33612	49	4	and	and	CCONJ
bracis-33612	49	5	yake	yake	VERB
bracis-33612	49	6	to	to	PART
bracis-33612	49	7	analyze	analyze	VERB
bracis-33612	49	8	sustainability	sustainability	NOUN
bracis-33612	49	9	reports	report	NOUN
bracis-33612	49	10	from	from	ADP
bracis-33612	49	11	indian	indian	ADJ
bracis-33612	49	12	it	it	PRON
bracis-33612	49	13	companies	company	NOUN
bracis-33612	49	14	.	.	PUNCT
bracis-33612	50	1	the	the	DET
bracis-33612	50	2	study	study	NOUN
bracis-33612	50	3	uses	use	VERB
bracis-33612	50	4	bert	bert	PROPN
bracis-33612	50	5	tokenization	tokenization	NOUN
bracis-33612	50	6	and	and	CCONJ
bracis-33612	50	7	embedding	embed	VERB
bracis-33612	50	8	to	to	PART
bracis-33612	50	9	capture	capture	VERB
bracis-33612	50	10	the	the	DET
bracis-33612	50	11	contextual	contextual	ADJ
bracis-33612	50	12	and	and	CCONJ
bracis-33612	50	13	semantic	semantic	ADJ
bracis-33612	50	14	nuances	nuance	NOUN
bracis-33612	50	15	of	of	ADP
bracis-33612	50	16	the	the	DET
bracis-33612	50	17	text	text	NOUN
bracis-33612	50	18	,	,	PUNCT
bracis-33612	50	19	understanding	understand	VERB
bracis-33612	50	20	the	the	DET
bracis-33612	50	21	importance	importance	NOUN
bracis-33612	50	22	of	of	ADP
bracis-33612	50	23	each	each	DET
bracis-33612	50	24	word	word	NOUN
bracis-33612	50	25	within	within	ADP
bracis-33612	50	26	the	the	DET
bracis-33612	50	27	broader	broad	ADJ
bracis-33612	50	28	context	context	NOUN
bracis-33612	50	29	of	of	ADP
bracis-33612	50	30	the	the	DET
bracis-33612	50	31	document	document	NOUN
bracis-33612	50	32	,	,	PUNCT
bracis-33612	50	33	while	while	SCONJ
bracis-33612	50	34	yake	yake	PROPN
bracis-33612	50	35	is	be	AUX
bracis-33612	50	36	employed	employ	VERB
bracis-33612	50	37	to	to	PART
bracis-33612	50	38	extract	extract	VERB
bracis-33612	50	39	keywords	keyword	NOUN
bracis-33612	50	40	from	from	ADP
bracis-33612	50	41	the	the	DET
bracis-33612	50	42	text	text	NOUN
bracis-33612	50	43	.	.	PUNCT
bracis-33612	51	1	the	the	DET
bracis-33612	51	2	study	study	NOUN
bracis-33612	51	3	acknowledges	acknowledge	VERB
bracis-33612	51	4	some	some	DET
bracis-33612	51	5	limitations	limitation	NOUN
bracis-33612	51	6	and	and	CCONJ
bracis-33612	51	7	areas	area	NOUN
bracis-33612	51	8	for	for	ADP
bracis-33612	51	9	future	future	ADJ
bracis-33612	51	10	improvement	improvement	NOUN
bracis-33612	51	11	,	,	PUNCT
bracis-33612	51	12	specifying	specify	VERB
bracis-33612	51	13	that	that	SCONJ
bracis-33612	51	14	the	the	DET
bracis-33612	51	15	study	study	NOUN
bracis-33612	51	16	only	only	ADV
bracis-33612	51	17	uses	use	VERB
bracis-33612	51	18	sustainability	sustainability	NOUN
bracis-33612	51	19	reports	report	NOUN
bracis-33612	51	20	from	from	ADP
bracis-33612	51	21	it	it	PRON
bracis-33612	51	22	organizations	organization	NOUN
bracis-33612	51	23	,	,	PUNCT
bracis-33612	51	24	reinforcing	reinforce	VERB
bracis-33612	51	25	that	that	PRON
bracis-33612	51	26	to	to	PART
bracis-33612	51	27	improve	improve	VERB
bracis-33612	51	28	the	the	DET
bracis-33612	51	29	generalizability	generalizability	NOUN
bracis-33612	51	30	,	,	PUNCT
bracis-33612	51	31	reports	report	NOUN
bracis-33612	51	32	from	from	ADP
bracis-33612	51	33	additional	additional	ADJ
bracis-33612	51	34	sectors	sector	NOUN
bracis-33612	51	35	should	should	AUX
bracis-33612	51	36	be	be	AUX
bracis-33612	51	37	included	include	VERB
bracis-33612	51	38	.	.	PUNCT
bracis-33612	52	1	furthermore	furthermore	ADV
bracis-33612	52	2	,	,	PUNCT
bracis-33612	52	3	the	the	DET
bracis-33612	52	4	study	study	NOUN
bracis-33612	52	5	analyzes	analyze	VERB
bracis-33612	52	6	point	point	NOUN
bracis-33612	52	7	-	-	PUNCT
bracis-33612	52	8	in	in	ADP
bracis-33612	52	9	-	-	PUNCT
bracis-33612	52	10	time	time	NOUN
bracis-33612	52	11	reports	report	NOUN
bracis-33612	52	12	,	,	PUNCT
bracis-33612	52	13	while	while	SCONJ
bracis-33612	52	14	conducting	conduct	VERB
bracis-33612	52	15	a	a	DET
bracis-33612	52	16	time	time	NOUN
bracis-33612	52	17	series	series	NOUN
bracis-33612	52	18	study	study	NOUN
bracis-33612	52	19	could	could	AUX
bracis-33612	52	20	provide	provide	VERB
bracis-33612	52	21	insights	insight	NOUN
bracis-33612	52	22	into	into	ADP
bracis-33612	52	23	how	how	SCONJ
bracis-33612	52	24	sustainability	sustainability	NOUN
bracis-33612	52	25	practices	practice	NOUN
bracis-33612	52	26	into	into	ADP
bracis-33612	52	27	organizations	organization	NOUN
bracis-33612	52	28	evolve	evolve	VERB
bracis-33612	52	29	over	over	ADP
bracis-33612	52	30	time	time	NOUN
bracis-33612	52	31	.	.	PUNCT
bracis-33612	53	1	aiming	aim	VERB
bracis-33612	53	2	to	to	PART
bracis-33612	53	3	perform	perform	VERB
bracis-33612	53	4	a	a	DET
bracis-33612	53	5	comparative	comparative	ADJ
bracis-33612	53	6	analysis	analysis	NOUN
bracis-33612	53	7	,	,	PUNCT
bracis-33612	53	8	nadim	nadim	PROPN
bracis-33612	53	9	et	et	PROPN
bracis-33612	53	10	al	al	PROPN
bracis-33612	53	11	.	.	PROPN
bracis-33612	54	1	(	(	PUNCT
bracis-33612	54	2	2023	2023	NUM
bracis-33612	54	3	)	)	PUNCT
bracis-33612	55	1	[	[	X
bracis-33612	55	2	13	13	NUM
bracis-33612	55	3	]	]	PUNCT
bracis-33612	55	4	evaluates	evaluate	VERB
bracis-33612	55	5	the	the	DET
bracis-33612	55	6	performance	performance	NOUN
bracis-33612	55	7	of	of	ADP
bracis-33612	55	8	statistical	statistical	ADJ
bracis-33612	55	9	-	-	PUNCT
bracis-33612	55	10	based	base	VERB
bracis-33612	55	11	,	,	PUNCT
bracis-33612	55	12	graph	graph	NOUN
bracis-33612	55	13	-	-	PUNCT
bracis-33612	55	14	based	base	VERB
bracis-33612	55	15	,	,	PUNCT
bracis-33612	55	16	and	and	CCONJ
bracis-33612	55	17	embedding	embed	VERB
bracis-33612	55	18	-	-	PUNCT
bracis-33612	55	19	based	base	VERB
bracis-33612	55	20	keyword	keyword	NOUN
bracis-33612	55	21	extraction	extraction	NOUN
bracis-33612	55	22	tools	tool	NOUN
bracis-33612	55	23	,	,	PUNCT
bracis-33612	55	24	highlighting	highlight	VERB
bracis-33612	55	25	their	their	PRON
bracis-33612	55	26	strengths	strength	NOUN
bracis-33612	55	27	and	and	CCONJ
bracis-33612	55	28	weaknesses	weakness	NOUN
bracis-33612	55	29	in	in	ADP
bracis-33612	55	30	terms	term	NOUN
bracis-33612	55	31	of	of	ADP
bracis-33612	55	32	both	both	DET
bracis-33612	55	33	performance	performance	NOUN
bracis-33612	55	34	and	and	CCONJ
bracis-33612	55	35	execution	execution	NOUN
bracis-33612	55	36	time	time	NOUN
bracis-33612	55	37	.	.	PUNCT
bracis-33612	56	1	in	in	ADP
bracis-33612	56	2	this	this	DET
bracis-33612	56	3	way	way	NOUN
bracis-33612	56	4	,	,	PUNCT
bracis-33612	56	5	keybert	keybert	PROPN
bracis-33612	56	6	achieved	achieve	VERB
bracis-33612	56	7	better	well	ADJ
bracis-33612	56	8	performance	performance	NOUN
bracis-33612	56	9	of	of	ADP
bracis-33612	56	10	f1	f1	NOUN
bracis-33612	56	11	-	-	PUNCT
bracis-33612	56	12	score	score	NOUN
bracis-33612	56	13	across	across	ADP
bracis-33612	56	14	three	three	NUM
bracis-33612	56	15	of	of	ADP
bracis-33612	56	16	the	the	DET
bracis-33612	56	17	four	four	NUM
bracis-33612	56	18	datasets	dataset	NOUN
bracis-33612	56	19	,	,	PUNCT
bracis-33612	56	20	though	though	SCONJ
bracis-33612	56	21	it	it	PRON
bracis-33612	56	22	has	have	VERB
bracis-33612	56	23	higher	high	ADJ
bracis-33612	56	24	execution	execution	NOUN
bracis-33612	56	25	times	time	NOUN
bracis-33612	56	26	for	for	ADP
bracis-33612	56	27	longer	long	ADJ
bracis-33612	56	28	texts	text	NOUN
bracis-33612	56	29	,	,	PUNCT
bracis-33612	56	30	while	while	SCONJ
bracis-33612	56	31	rapid	rapid	ADJ
bracis-33612	56	32	automatic	automatic	ADJ
bracis-33612	56	33	keyword	keyword	NOUN
bracis-33612	56	34	extraction	extraction	NOUN
bracis-33612	56	35	(	(	PUNCT
bracis-33612	56	36	rake	rake	NOUN
bracis-33612	56	37	)	)	PUNCT
bracis-33612	57	1	[	[	X
bracis-33612	57	2	21	21	NUM
bracis-33612	57	3	]	]	PUNCT
bracis-33612	57	4	and	and	CCONJ
bracis-33612	57	5	yake	yake	PROPN
bracis-33612	57	6	are	be	AUX
bracis-33612	57	7	highlighted	highlight	VERB
bracis-33612	57	8	for	for	ADP
bracis-33612	57	9	their	their	PRON
bracis-33612	57	10	fast	fast	ADJ
bracis-33612	57	11	execution	execution	NOUN
bracis-33612	57	12	times	time	NOUN
bracis-33612	57	13	.	.	PUNCT
bracis-33612	58	1	among	among	ADP
bracis-33612	58	2	all	all	DET
bracis-33612	58	3	the	the	DET
bracis-33612	58	4	works	work	NOUN
bracis-33612	58	5	,	,	PUNCT
bracis-33612	58	6	several	several	ADJ
bracis-33612	58	7	keyword	keyword	NOUN
bracis-33612	58	8	extraction	extraction	NOUN
bracis-33612	58	9	tools	tool	NOUN
bracis-33612	58	10	and	and	CCONJ
bracis-33612	58	11	some	some	DET
bracis-33612	58	12	benchmarks	benchmark	NOUN
bracis-33612	58	13	between	between	ADP
bracis-33612	58	14	the	the	DET
bracis-33612	58	15	tools	tool	NOUN
bracis-33612	58	16	were	be	AUX
bracis-33612	58	17	seen	see	VERB
bracis-33612	58	18	.	.	PUNCT
bracis-33612	59	1	however	however	ADV
bracis-33612	59	2	,	,	PUNCT
bracis-33612	59	3	no	no	DET
bracis-33612	59	4	studies	study	NOUN
bracis-33612	59	5	were	be	AUX
bracis-33612	59	6	found	find	VERB
bracis-33612	59	7	that	that	SCONJ
bracis-33612	59	8	aims	aim	VERB
bracis-33612	59	9	to	to	PART
bracis-33612	59	10	compare	compare	VERB
bracis-33612	59	11	classic	classic	ADJ
bracis-33612	59	12	pipelines	pipeline	NOUN
bracis-33612	59	13	and	and	CCONJ
bracis-33612	59	14	new	new	ADJ
bracis-33612	59	15	approaches	approach	NOUN
bracis-33612	59	16	with	with	ADP
bracis-33612	59	17	llms	llm	NOUN
bracis-33612	59	18	.	.	PUNCT
bracis-33612	60	1	therefore	therefore	ADV
bracis-33612	60	2	,	,	PUNCT
bracis-33612	60	3	our	our	PRON
bracis-33612	60	4	work	work	NOUN
bracis-33612	60	5	seeks	seek	VERB
bracis-33612	60	6	to	to	PART
bracis-33612	60	7	perform	perform	VERB
bracis-33612	60	8	a	a	DET
bracis-33612	60	9	comparison	comparison	NOUN
bracis-33612	60	10	between	between	ADP
bracis-33612	60	11	classical	classical	ADJ
bracis-33612	60	12	and	and	CCONJ
bracis-33612	60	13	llm	llm	NOUN
bracis-33612	60	14	approaches	approach	NOUN
bracis-33612	60	15	,	,	PUNCT
bracis-33612	60	16	at	at	ADP
bracis-33612	60	17	the	the	DET
bracis-33612	60	18	same	same	ADJ
bracis-33612	60	19	time	time	NOUN
bracis-33612	60	20	as	as	ADP
bracis-33612	60	21	providing	provide	VERB
bracis-33612	60	22	an	an	DET
bracis-33612	60	23	open	open	ADJ
bracis-33612	60	24	-	-	PUNCT
bracis-33612	60	25	source	source	NOUN
bracis-33612	60	26	tool	tool	NOUN
bracis-33612	60	27	for	for	ADP
bracis-33612	60	28	extracting	extract	VERB
bracis-33612	60	29	keywords	keyword	NOUN
bracis-33612	60	30	in	in	ADP
bracis-33612	60	31	a	a	DET
bracis-33612	60	32	simple	simple	ADJ
bracis-33612	60	33	and	and	CCONJ
bracis-33612	60	34	quick	quick	ADJ
bracis-33612	60	35	way	way	NOUN
bracis-33612	60	36	using	use	VERB
bracis-33612	60	37	statistical	statistical	ADJ
bracis-33612	60	38	methods	method	NOUN
bracis-33612	60	39	.	.	PUNCT
bracis-33612	61	1	3	3	NUM
bracis-33612	61	2	unsupervised	unsupervised	ADJ
bracis-33612	61	3	statistical	statistical	ADJ
bracis-33612	61	4	keyword	keyword	NOUN
bracis-33612	61	5	extraction	extraction	NOUN
bracis-33612	61	6	we	we	PRON
bracis-33612	61	7	propose	propose	VERB
bracis-33612	61	8	a	a	DET
bracis-33612	61	9	system	system	NOUN
bracis-33612	61	10	,	,	PUNCT
bracis-33612	61	11	referred	refer	VERB
bracis-33612	61	12	to	to	ADP
bracis-33612	61	13	as	as	ADP
bracis-33612	61	14	uske	uske	NOUN
bracis-33612	61	15	,	,	PUNCT
bracis-33612	61	16	that	that	PRON
bracis-33612	61	17	employs	employ	VERB
bracis-33612	61	18	an	an	DET
bracis-33612	61	19	unsupervised	unsupervised	ADJ
bracis-33612	61	20	pipeline	pipeline	NOUN
bracis-33612	61	21	with	with	ADP
bracis-33612	61	22	statistical	statistical	ADJ
bracis-33612	61	23	techniques	technique	NOUN
bracis-33612	61	24	to	to	PART
bracis-33612	61	25	identify	identify	VERB
bracis-33612	61	26	and	and	CCONJ
bracis-33612	61	27	extract	extract	VERB
bracis-33612	61	28	relevant	relevant	ADJ
bracis-33612	61	29	keywords	keyword	NOUN
bracis-33612	61	30	in	in	ADP
bracis-33612	61	31	the	the	DET
bracis-33612	61	32	text	text	NOUN
bracis-33612	61	33	.	.	PUNCT
bracis-33612	62	1	this	this	DET
bracis-33612	62	2	section	section	NOUN
bracis-33612	62	3	describes	describe	VERB
bracis-33612	62	4	how	how	SCONJ
bracis-33612	62	5	the	the	DET
bracis-33612	62	6	proposed	propose	VERB
bracis-33612	62	7	system	system	NOUN
bracis-33612	62	8	was	be	AUX
bracis-33612	62	9	developed	develop	VERB
bracis-33612	62	10	,	,	PUNCT
bracis-33612	62	11	the	the	DET
bracis-33612	62	12	techniques	technique	NOUN
bracis-33612	62	13	used	use	VERB
bracis-33612	62	14	and	and	CCONJ
bracis-33612	62	15	the	the	DET
bracis-33612	62	16	relationship	relationship	NOUN
bracis-33612	62	17	between	between	ADP
bracis-33612	62	18	its	its	PRON
bracis-33612	62	19	steps	step	NOUN
bracis-33612	62	20	,	,	PUNCT
bracis-33612	62	21	as	as	SCONJ
bracis-33612	62	22	illustrated	illustrate	VERB
bracis-33612	62	23	by	by	ADP
bracis-33612	62	24	fig	fig	NOUN
bracis-33612	62	25	.	.	PUNCT
bracis-33612	62	26	 	 	SPACE
bracis-33612	63	1	1	1	NUM
bracis-33612	63	2	.	.	PUNCT
bracis-33612	63	3	fig	fig	NOUN
bracis-33612	63	4	.	.	PUNCT
bracis-33612	64	1	1	1	X
bracis-33612	64	2	.	.	X
bracis-33612	64	3	pipeline	pipeline	NOUN
bracis-33612	64	4	for	for	ADP
bracis-33612	64	5	uske	uske	NOUN
bracis-33612	64	6	system	system	NOUN
bracis-33612	64	7	full	full	ADJ
bracis-33612	64	8	size	size	NOUN
bracis-33612	64	9	image	image	NOUN
bracis-33612	64	10	as	as	SCONJ
bracis-33612	64	11	can	can	AUX
bracis-33612	64	12	be	be	AUX
bracis-33612	64	13	seen	see	VERB
bracis-33612	64	14	,	,	PUNCT
bracis-33612	64	15	there	there	PRON
bracis-33612	64	16	are	be	VERB
bracis-33612	64	17	3	3	NUM
bracis-33612	64	18	main	main	ADJ
bracis-33612	64	19	stages	stage	NOUN
bracis-33612	64	20	for	for	ADP
bracis-33612	64	21	the	the	DET
bracis-33612	64	22	system	system	NOUN
bracis-33612	64	23	,	,	PUNCT
bracis-33612	64	24	namely	namely	ADV
bracis-33612	64	25	:	:	PUNCT
bracis-33612	64	26	(	(	PUNCT
bracis-33612	64	27	i	i	NOUN
bracis-33612	64	28	)	)	PUNCT
bracis-33612	64	29	pre	pre	ADJ
bracis-33612	64	30	-	-	ADJ
bracis-33612	64	31	processing	processing	ADJ
bracis-33612	64	32	pipeline	pipeline	NOUN
bracis-33612	64	33	,	,	PUNCT
bracis-33612	64	34	(	(	PUNCT
bracis-33612	64	35	ii	ii	NOUN
bracis-33612	64	36	)	)	PUNCT
bracis-33612	64	37	candidate	candidate	NOUN
bracis-33612	64	38	keyword	keyword	NOUN
bracis-33612	64	39	identification	identification	NOUN
bracis-33612	64	40	,	,	PUNCT
bracis-33612	64	41	and	and	CCONJ
bracis-33612	64	42	(	(	PUNCT
bracis-33612	64	43	iii	iii	X
bracis-33612	64	44	)	)	PUNCT
bracis-33612	64	45	keyword	keyword	NOUN
bracis-33612	64	46	extraction	extraction	NOUN
bracis-33612	64	47	.	.	PUNCT
bracis-33612	65	1	3.1	3.1	NUM
bracis-33612	65	2	pre	pre	ADJ
bracis-33612	65	3	-	-	ADJ
bracis-33612	65	4	processing	processing	ADJ
bracis-33612	65	5	pipeline	pipeline	NOUN
bracis-33612	65	6	the	the	DET
bracis-33612	65	7	preprocessing	preprocessing	NOUN
bracis-33612	65	8	stage	stage	NOUN
bracis-33612	65	9	aims	aim	VERB
bracis-33612	65	10	to	to	PART
bracis-33612	65	11	prepare	prepare	VERB
bracis-33612	65	12	and	and	CCONJ
bracis-33612	65	13	clean	clean	ADJ
bracis-33612	65	14	text	text	NOUN
bracis-33612	65	15	for	for	ADP
bracis-33612	65	16	the	the	DET
bracis-33612	65	17	use	use	NOUN
bracis-33612	65	18	of	of	ADP
bracis-33612	65	19	nlp	nlp	ADJ
bracis-33612	65	20	techniques	technique	NOUN
bracis-33612	65	21	and	and	CCONJ
bracis-33612	65	22	extraction	extraction	NOUN
bracis-33612	65	23	of	of	ADP
bracis-33612	65	24	the	the	DET
bracis-33612	65	25	keywords	keyword	NOUN
bracis-33612	65	26	.	.	PUNCT
bracis-33612	66	1	at	at	ADP
bracis-33612	66	2	this	this	DET
bracis-33612	66	3	stage	stage	NOUN
bracis-33612	66	4	,	,	PUNCT
bracis-33612	66	5	the	the	DET
bracis-33612	66	6	following	follow	VERB
bracis-33612	66	7	techniques	technique	NOUN
bracis-33612	66	8	are	be	AUX
bracis-33612	66	9	applied	apply	VERB
bracis-33612	66	10	:	:	PUNCT
bracis-33612	66	11	(	(	PUNCT
bracis-33612	66	12	i	i	NOUN
bracis-33612	66	13	)	)	PUNCT
bracis-33612	66	14	document	document	NOUN
bracis-33612	66	15	lowercase	lowercase	NOUN
bracis-33612	66	16	transformation	transformation	NOUN
bracis-33612	66	17	,	,	PUNCT
bracis-33612	66	18	(	(	PUNCT
bracis-33612	66	19	ii	ii	NOUN
bracis-33612	66	20	)	)	PUNCT
bracis-33612	66	21	removal	removal	NOUN
bracis-33612	66	22	of	of	ADP
bracis-33612	66	23	all	all	DET
bracis-33612	66	24	special	special	ADJ
bracis-33612	66	25	characters	character	NOUN
bracis-33612	66	26	(	(	PUNCT
bracis-33612	66	27	e.g.	e.g.	ADV
bracis-33612	66	28	@	@	ADP
bracis-33612	66	29	,	,	PUNCT
bracis-33612	66	30	#	#	NOUN
bracis-33612	66	31	,	,	PUNCT
bracis-33612	66	32	$	$	SYM
bracis-33612	66	33	)	)	PUNCT
bracis-33612	66	34	and	and	CCONJ
bracis-33612	66	35	standardization	standardization	NOUN
bracis-33612	66	36	of	of	ADP
bracis-33612	66	37	word	word	NOUN
bracis-33612	66	38	accentuation	accentuation	NOUN
bracis-33612	66	39	(	(	PUNCT
bracis-33612	66	40	e.g.	e.g.	ADV
bracis-33612	66	41	á	á	PROPN
bracis-33612	66	42	,	,	PUNCT
bracis-33612	66	43	â	â	PROPN
bracis-33612	66	44	,	,	PUNCT
bracis-33612	66	45	ã	ã	X
bracis-33612	66	46	-	-	PUNCT
bracis-33612	66	47	>	>	X
bracis-33612	66	48	a	a	PROPN
bracis-33612	66	49	)	)	PUNCT
bracis-33612	66	50	,	,	PUNCT
bracis-33612	66	51	(	(	PUNCT
bracis-33612	66	52	iii	iii	X
bracis-33612	66	53	)	)	PUNCT
bracis-33612	66	54	an	an	DET
bracis-33612	66	55	optional	optional	ADJ
bracis-33612	66	56	stopword	stopword	NOUN
bracis-33612	66	57	removal	removal	NOUN
bracis-33612	66	58	,	,	PUNCT
bracis-33612	66	59	and	and	CCONJ
bracis-33612	66	60	(	(	PUNCT
bracis-33612	66	61	iv	iv	X
bracis-33612	66	62	)	)	PUNCT
bracis-33612	66	63	simple	simple	ADJ
bracis-33612	66	64	tokenization	tokenization	NOUN
bracis-33612	66	65	by	by	ADP
bracis-33612	66	66	split	split	NOUN
bracis-33612	66	67	.	.	PUNCT
bracis-33612	67	1	3.2	3.2	NUM
bracis-33612	67	2	candidate	candidate	NOUN
bracis-33612	67	3	keyword	keyword	NOUN
bracis-33612	67	4	identification	identification	NOUN
bracis-33612	67	5	this	this	DET
bracis-33612	67	6	stage	stage	NOUN
bracis-33612	67	7	performs	perform	VERB
bracis-33612	67	8	the	the	DET
bracis-33612	67	9	identification	identification	NOUN
bracis-33612	67	10	of	of	ADP
bracis-33612	67	11	keywords	keyword	NOUN
bracis-33612	67	12	relevant	relevant	ADJ
bracis-33612	67	13	to	to	ADP
bracis-33612	67	14	the	the	DET
bracis-33612	67	15	corpus	corpus	NOUN
bracis-33612	67	16	employing	employ	VERB
bracis-33612	67	17	statistical	statistical	ADJ
bracis-33612	67	18	methods	method	NOUN
bracis-33612	67	19	,	,	PUNCT
bracis-33612	67	20	namely	namely	ADV
bracis-33612	67	21	:	:	PUNCT
bracis-33612	67	22	yake	yake	PROPN
bracis-33612	67	23	(	(	PUNCT
bracis-33612	67	24	yet	yet	ADV
bracis-33612	67	25	another	another	DET
bracis-33612	67	26	keyword	keyword	NOUN
bracis-33612	67	27	extractor	extractor	NOUN
bracis-33612	67	28	)	)	PUNCT
bracis-33612	67	29	,	,	PUNCT
bracis-33612	67	30	tf	tf	PROPN
bracis-33612	67	31	-	-	PUNCT
bracis-33612	67	32	idf	idf	ADJ
bracis-33612	67	33	(	(	PUNCT
bracis-33612	67	34	term	term	NOUN
bracis-33612	67	35	frequency	frequency	NOUN
bracis-33612	67	36	-	-	PUNCT
bracis-33612	67	37	inverse	inverse	NOUN
bracis-33612	67	38	document	document	NOUN
bracis-33612	67	39	frequency	frequency	NOUN
bracis-33612	67	40	)	)	PUNCT
bracis-33612	67	41	,	,	PUNCT
bracis-33612	67	42	pmi	pmi	PROPN
bracis-33612	67	43	(	(	PUNCT
bracis-33612	67	44	pointwise	pointwise	VERB
bracis-33612	67	45	mutual	mutual	ADJ
bracis-33612	67	46	information	information	NOUN
bracis-33612	67	47	)	)	PUNCT
bracis-33612	67	48	,	,	PUNCT
bracis-33612	67	49	dice	dice	NOUN
bracis-33612	67	50	coefficient	coefficient	NOUN
bracis-33612	67	51	,	,	PUNCT
bracis-33612	67	52	mle	mle	PROPN
bracis-33612	67	53	(	(	PUNCT
bracis-33612	67	54	maximum	maximum	ADJ
bracis-33612	67	55	likelihood	likelihood	NOUN
bracis-33612	67	56	estimation	estimation	NOUN
bracis-33612	67	57	)	)	PUNCT
bracis-33612	67	58	,	,	PUNCT
bracis-33612	67	59	and	and	CCONJ
bracis-33612	67	60	n	n	CCONJ
bracis-33612	67	61	-	-	PUNCT
bracis-33612	67	62	grams	gram	NOUN
bracis-33612	67	63	count	count	NOUN
bracis-33612	67	64	.	.	PUNCT
bracis-33612	68	1	each	each	DET
bracis-33612	68	2	approach	approach	NOUN
bracis-33612	68	3	will	will	AUX
bracis-33612	68	4	be	be	AUX
bracis-33612	68	5	detailed	detail	VERB
bracis-33612	68	6	below	below	ADV
bracis-33612	68	7	:	:	PUNCT
bracis-33612	68	8	yakefootnote	yakefootnote	NOUN
bracis-33612	68	9	2	2	NUM
bracis-33612	68	10	:	:	PUNCT
bracis-33612	68	11	this	this	PRON
bracis-33612	68	12	is	be	AUX
bracis-33612	68	13	a	a	DET
bracis-33612	68	14	method	method	NOUN
bracis-33612	68	15	that	that	PRON
bracis-33612	68	16	extracts	extract	VERB
bracis-33612	68	17	keywords	keyword	NOUN
bracis-33612	68	18	or	or	CCONJ
bracis-33612	68	19	key	key	ADJ
bracis-33612	68	20	phrases	phrase	NOUN
bracis-33612	68	21	from	from	ADP
bracis-33612	68	22	text	text	NOUN
bracis-33612	68	23	documents	document	NOUN
bracis-33612	68	24	by	by	ADP
bracis-33612	68	25	preprocessing	preprocesse	VERB
bracis-33612	68	26	and	and	CCONJ
bracis-33612	68	27	identifying	identify	VERB
bracis-33612	68	28	candidates	candidate	NOUN
bracis-33612	68	29	based	base	VERB
bracis-33612	68	30	on	on	ADP
bracis-33612	68	31	term	term	NOUN
bracis-33612	68	32	frequency	frequency	NOUN
bracis-33612	68	33	(	(	PUNCT
bracis-33612	68	34	tf	tf	INTJ
bracis-33612	68	35	)	)	PUNCT
bracis-33612	68	36	within	within	ADP
bracis-33612	68	37	the	the	DET
bracis-33612	68	38	document	document	NOUN
bracis-33612	68	39	,	,	PUNCT
bracis-33612	68	40	inverse	inverse	ADJ
bracis-33612	68	41	document	document	NOUN
bracis-33612	68	42	frequency	frequency	NOUN
bracis-33612	68	43	(	(	PUNCT
bracis-33612	68	44	idf	idf	PROPN
bracis-33612	68	45	)	)	PUNCT
bracis-33612	68	46	across	across	ADP
bracis-33612	68	47	a	a	DET
bracis-33612	68	48	larger	large	ADJ
bracis-33612	68	49	corpus	corpus	NOUN
bracis-33612	68	50	,	,	PUNCT
bracis-33612	68	51	word	word	NOUN
bracis-33612	68	52	co	co	NOUN
bracis-33612	68	53	-	-	NOUN
bracis-33612	68	54	occurrence	occurrence	ADJ
bracis-33612	68	55	patterns	pattern	NOUN
bracis-33612	68	56	,	,	PUNCT
bracis-33612	68	57	position	position	NOUN
bracis-33612	68	58	of	of	ADP
bracis-33612	68	59	the	the	DET
bracis-33612	68	60	candidate	candidate	NOUN
bracis-33612	68	61	within	within	ADP
bracis-33612	68	62	the	the	DET
bracis-33612	68	63	document	document	NOUN
bracis-33612	68	64	,	,	PUNCT
bracis-33612	68	65	and	and	CCONJ
bracis-33612	68	66	the	the	DET
bracis-33612	68	67	length	length	NOUN
bracis-33612	68	68	of	of	ADP
bracis-33612	68	69	the	the	DET
bracis-33612	68	70	candidate	candidate	NOUN
bracis-33612	68	71	phrase	phrase	NOUN
bracis-33612	68	72	.	.	PUNCT
bracis-33612	69	1	the	the	DET
bracis-33612	69	2	candidates	candidate	NOUN
bracis-33612	69	3	are	be	AUX
bracis-33612	69	4	scored	score	VERB
bracis-33612	69	5	and	and	CCONJ
bracis-33612	69	6	ranked	rank	VERB
bracis-33612	69	7	using	use	VERB
bracis-33612	69	8	a	a	DET
bracis-33612	69	9	weighted	weight	VERB
bracis-33612	69	10	combination	combination	NOUN
bracis-33612	69	11	of	of	ADP
bracis-33612	69	12	these	these	DET
bracis-33612	69	13	features	feature	NOUN
bracis-33612	69	14	,	,	PUNCT
bracis-33612	69	15	with	with	ADP
bracis-33612	69	16	the	the	DET
bracis-33612	69	17	highest	highest	ADV
bracis-33612	69	18	-	-	PUNCT
bracis-33612	69	19	scoring	score	VERB
bracis-33612	69	20	candidates	candidate	NOUN
bracis-33612	69	21	being	be	AUX
bracis-33612	69	22	selected	select	VERB
bracis-33612	69	23	as	as	ADP
bracis-33612	69	24	the	the	DET
bracis-33612	69	25	most	most	ADV
bracis-33612	69	26	relevant	relevant	ADJ
bracis-33612	69	27	keywords	keyword	NOUN
bracis-33612	69	28	or	or	CCONJ
bracis-33612	69	29	key	key	ADJ
bracis-33612	69	30	phrases	phrase	NOUN
bracis-33612	69	31	.	.	PUNCT
bracis-33612	70	1	tf	tf	X
bracis-33612	70	2	-	-	PUNCT
bracis-33612	70	3	idf	idf	PROPN
bracis-33612	70	4	:	:	PUNCT
bracis-33612	70	5	identifies	identify	VERB
bracis-33612	70	6	keywords	keyword	NOUN
bracis-33612	70	7	that	that	PRON
bracis-33612	70	8	are	be	AUX
bracis-33612	70	9	both	both	PRON
bracis-33612	70	10	frequently	frequently	ADV
bracis-33612	70	11	occurring	occur	VERB
bracis-33612	70	12	within	within	ADP
bracis-33612	70	13	a	a	DET
bracis-33612	70	14	specific	specific	ADJ
bracis-33612	70	15	document	document	NOUN
bracis-33612	70	16	and	and	CCONJ
bracis-33612	70	17	relatively	relatively	ADV
bracis-33612	70	18	rare	rare	ADJ
bracis-33612	70	19	across	across	ADP
bracis-33612	70	20	the	the	DET
bracis-33612	70	21	entire	entire	ADJ
bracis-33612	70	22	corpus	corpus	NOUN
bracis-33612	70	23	.	.	PUNCT
bracis-33612	71	1	in	in	ADP
bracis-33612	71	2	this	this	DET
bracis-33612	71	3	way	way	NOUN
bracis-33612	71	4	,	,	PUNCT
bracis-33612	71	5	this	this	DET
bracis-33612	71	6	approach	approach	NOUN
bracis-33612	71	7	assigns	assign	VERB
bracis-33612	71	8	a	a	DET
bracis-33612	71	9	numerical	numerical	ADJ
bracis-33612	71	10	weight	weight	NOUN
bracis-33612	71	11	to	to	ADP
bracis-33612	71	12	each	each	DET
bracis-33612	71	13	word	word	NOUN
bracis-33612	71	14	and	and	CCONJ
bracis-33612	71	15	performs	perform	VERB
bracis-33612	71	16	a	a	DET
bracis-33612	71	17	ranking	ranking	NOUN
bracis-33612	71	18	based	base	VERB
bracis-33612	71	19	on	on	ADP
bracis-33612	71	20	these	these	DET
bracis-33612	71	21	scores	score	NOUN
bracis-33612	71	22	.	.	PUNCT
bracis-33612	72	1	$	$	SYM
bracis-33612	72	2	$	$	SYM
bracis-33612	72	3	\begin{aligned	\begin{aligne	VERB
bracis-33612	72	4	}	}	PUNCT
bracis-33612	72	5	\texttt	\texttt	PROPN
bracis-33612	72	6	{	{	PUNCT
bracis-33612	72	7	tf	tf	PROPN
bracis-33612	72	8	-	-	PUNCT
bracis-33612	72	9	idf(t	idf(t	PROPN
bracis-33612	72	10	,	,	PUNCT
bracis-33612	72	11	d	d	NOUN
bracis-33612	72	12	)	)	PUNCT
bracis-33612	72	13	}	}	PUNCT
bracis-33612	73	1	=	=	SYM
bracis-33612	73	2	\texttt	\texttt	PROPN
bracis-33612	73	3	{	{	PUNCT
bracis-33612	73	4	tf(t	tf(t	NUM
bracis-33612	73	5	,	,	PUNCT
bracis-33612	73	6	d	d	NOUN
bracis-33612	73	7	)	)	PUNCT
bracis-33612	73	8	}	}	PUNCT
bracis-33612	73	9	\times	\times	ADP
bracis-33612	73	10	\texttt	\texttt	PROPN
bracis-33612	73	11	{	{	PUNCT
bracis-33612	73	12	idf(t	idf(t	PROPN
bracis-33612	73	13	)	)	PUNCT
bracis-33612	73	14	}	}	PUNCT
bracis-33612	73	15	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	73	16	(	(	PUNCT
bracis-33612	73	17	1	1	NUM
bracis-33612	73	18	)	)	PUNCT
bracis-33612	73	19	$	$	SYM
bracis-33612	73	20	$	$	SYM
bracis-33612	73	21	\begin{aligned	\begin{aligne	VERB
bracis-33612	73	22	}	}	PUNCT
bracis-33612	73	23	\texttt	\texttt	PROPN
bracis-33612	73	24	{	{	PUNCT
bracis-33612	73	25	idf(t	idf(t	PROPN
bracis-33612	73	26	)	)	PUNCT
bracis-33612	73	27	}	}	PUNCT
bracis-33612	73	28	=	=	PUNCT
bracis-33612	73	29	log	log	PROPN
bracis-33612	73	30	\left	\left	PROPN
bracis-33612	73	31	[	[	PUNCT
bracis-33612	73	32	\frac{(1	\frac{(1	PROPN
bracis-33612	73	33	+	+	CCONJ
bracis-33612	73	34	\texttt	\texttt	PROPN
bracis-33612	73	35	{	{	PUNCT
bracis-33612	73	36	n})}{(1	n})}{(1	PROPN
bracis-33612	73	37	+	+	CCONJ
bracis-33612	73	38	\texttt	\texttt	PROPN
bracis-33612	73	39	{	{	PUNCT
bracis-33612	73	40	df(t	df(t	NOUN
bracis-33612	73	41	)	)	PUNCT
bracis-33612	73	42	}	}	PUNCT
bracis-33612	73	43	)	)	PUNCT
bracis-33612	73	44	}	}	PUNCT
bracis-33612	74	1	\right	\right	ADP
bracis-33612	74	2	]	]	X
bracis-33612	74	3	+	+	CCONJ
bracis-33612	74	4	1	1	NUM
bracis-33612	74	5	\end{aligned}$$	\end{aligned}$$	NOUN
bracis-33612	74	6	(	(	PUNCT
bracis-33612	74	7	2	2	NUM
bracis-33612	74	8	)	)	PUNCT
bracis-33612	74	9	where	where	SCONJ
bracis-33612	74	10	:	:	PUNCT
bracis-33612	74	11	tf	tf	PROPN
bracis-33612	74	12	-	-	PUNCT
bracis-33612	74	13	idf(t	idf(t	PROPN
bracis-33612	74	14	,	,	PUNCT
bracis-33612	74	15	d	d	NOUN
bracis-33612	74	16	)	)	PUNCT
bracis-33612	74	17	:	:	PUNCT
bracis-33612	74	18	is	be	AUX
bracis-33612	74	19	the	the	DET
bracis-33612	74	20	“	"	PUNCT
bracis-33612	74	21	term	term	NOUN
bracis-33612	74	22	frequency	frequency	NOUN
bracis-33612	74	23	-	-	PUNCT
bracis-33612	74	24	inverse	inverse	NOUN
bracis-33612	74	25	document	document	NOUN
bracis-33612	74	26	frequency	frequency	NOUN
bracis-33612	74	27	”	"	PUNCT
bracis-33612	74	28	of	of	ADP
bracis-33612	74	29	word	word	NOUN
bracis-33612	74	30	t	t	PROPN
bracis-33612	74	31	in	in	ADP
bracis-33612	74	32	document	document	NOUN
bracis-33612	74	33	d.	d.	PROPN
bracis-33612	74	34	idf(t	idf(t	PROPN
bracis-33612	74	35	)	)	PUNCT
bracis-33612	74	36	:	:	PUNCT
bracis-33612	74	37	is	be	AUX
bracis-33612	74	38	the	the	DET
bracis-33612	74	39	“	"	PUNCT
bracis-33612	74	40	inverse	inverse	ADJ
bracis-33612	74	41	document	document	NOUN
bracis-33612	74	42	frequency	frequency	NOUN
bracis-33612	74	43	”	"	PUNCT
bracis-33612	74	44	which	which	PRON
bracis-33612	74	45	measures	measure	VERB
bracis-33612	74	46	how	how	SCONJ
bracis-33612	74	47	common	common	ADJ
bracis-33612	74	48	a	a	DET
bracis-33612	74	49	word	word	NOUN
bracis-33612	74	50	(	(	PUNCT
bracis-33612	74	51	t	t	NOUN
bracis-33612	74	52	)	)	PUNCT
bracis-33612	74	53	is	be	AUX
bracis-33612	74	54	in	in	ADP
bracis-33612	74	55	all	all	DET
bracis-33612	74	56	documents	document	NOUN
bracis-33612	74	57	.	.	PUNCT
bracis-33612	75	1	tf(t	tf(t	NOUN
bracis-33612	75	2	,	,	PUNCT
bracis-33612	75	3	d	d	NOUN
bracis-33612	75	4	)	)	PUNCT
bracis-33612	75	5	:	:	PUNCT
bracis-33612	75	6	computes	compute	VERB
bracis-33612	75	7	“	"	PUNCT
bracis-33612	75	8	term	term	NOUN
bracis-33612	75	9	frequency	frequency	NOUN
bracis-33612	75	10	”	"	PUNCT
bracis-33612	75	11	of	of	ADP
bracis-33612	75	12	the	the	DET
bracis-33612	75	13	word	word	NOUN
bracis-33612	75	14	t	t	NOUN
bracis-33612	75	15	in	in	ADP
bracis-33612	75	16	a	a	DET
bracis-33612	75	17	document	document	NOUN
bracis-33612	75	18	d	d	NOUN
bracis-33612	75	19	as	as	SCONJ
bracis-33612	75	20	the	the	DET
bracis-33612	75	21	number	number	NOUN
bracis-33612	75	22	of	of	ADP
bracis-33612	75	23	times	time	NOUN
bracis-33612	75	24	t	t	PROPN
bracis-33612	75	25	appears	appear	VERB
bracis-33612	75	26	in	in	ADP
bracis-33612	75	27	d.	d.	PROPN
bracis-33612	75	28	n	n	PROPN
bracis-33612	75	29	:	:	PUNCT
bracis-33612	75	30	is	be	AUX
bracis-33612	75	31	the	the	DET
bracis-33612	75	32	total	total	ADJ
bracis-33612	75	33	number	number	NOUN
bracis-33612	75	34	of	of	ADP
bracis-33612	75	35	documents	document	NOUN
bracis-33612	75	36	.	.	PUNCT
bracis-33612	76	1	df(t	df(t	NOUN
bracis-33612	76	2	)	)	PUNCT
bracis-33612	77	1	:	:	PUNCT
bracis-33612	77	2	is	be	AUX
bracis-33612	77	3	the	the	DET
bracis-33612	77	4	number	number	NOUN
bracis-33612	77	5	of	of	ADP
bracis-33612	77	6	documents	document	NOUN
bracis-33612	77	7	in	in	ADP
bracis-33612	77	8	which	which	PRON
bracis-33612	77	9	the	the	DET
bracis-33612	77	10	word	word	NOUN
bracis-33612	77	11	t	t	PROPN
bracis-33612	77	12	appears	appear	VERB
bracis-33612	77	13	.	.	PUNCT
bracis-33612	78	1	pmi	pmi	NOUN
bracis-33612	78	2	:	:	PUNCT
bracis-33612	78	3	this	this	PRON
bracis-33612	78	4	is	be	AUX
bracis-33612	78	5	a	a	DET
bracis-33612	78	6	statistical	statistical	ADJ
bracis-33612	78	7	measure	measure	NOUN
bracis-33612	78	8	used	use	VERB
bracis-33612	78	9	to	to	PART
bracis-33612	78	10	determine	determine	VERB
bracis-33612	78	11	the	the	DET
bracis-33612	78	12	association	association	NOUN
bracis-33612	78	13	or	or	CCONJ
bracis-33612	78	14	co	co	NOUN
bracis-33612	78	15	-	-	NOUN
bracis-33612	78	16	occurrence	occurrence	NOUN
bracis-33612	78	17	between	between	ADP
bracis-33612	78	18	two	two	NUM
bracis-33612	78	19	events	event	NOUN
bracis-33612	78	20	(	(	PUNCT
bracis-33612	78	21	or	or	CCONJ
bracis-33612	78	22	words	word	NOUN
bracis-33612	78	23	)	)	PUNCT
bracis-33612	78	24	within	within	ADP
bracis-33612	78	25	a	a	DET
bracis-33612	78	26	text	text	NOUN
bracis-33612	78	27	corpus	corpus	NOUN
bracis-33612	78	28	.	.	PUNCT
bracis-33612	79	1	a	a	DET
bracis-33612	79	2	high	high	ADJ
bracis-33612	79	3	pmi	pmi	NOUN
bracis-33612	79	4	score	score	NOUN
bracis-33612	79	5	indicates	indicate	VERB
bracis-33612	79	6	a	a	DET
bracis-33612	79	7	strong	strong	ADJ
bracis-33612	79	8	association	association	NOUN
bracis-33612	79	9	,	,	PUNCT
bracis-33612	79	10	implying	imply	VERB
bracis-33612	79	11	that	that	SCONJ
bracis-33612	79	12	the	the	DET
bracis-33612	79	13	occurrence	occurrence	NOUN
bracis-33612	79	14	of	of	ADP
bracis-33612	79	15	one	one	NUM
bracis-33612	79	16	word	word	NOUN
bracis-33612	79	17	makes	make	VERB
bracis-33612	79	18	the	the	DET
bracis-33612	79	19	presence	presence	NOUN
bracis-33612	79	20	of	of	ADP
bracis-33612	79	21	the	the	DET
bracis-33612	79	22	other	other	ADJ
bracis-33612	79	23	more	more	ADV
bracis-33612	79	24	likely	likely	ADJ
bracis-33612	79	25	,	,	PUNCT
bracis-33612	79	26	while	while	SCONJ
bracis-33612	79	27	a	a	DET
bracis-33612	79	28	low	low	ADJ
bracis-33612	79	29	or	or	CCONJ
bracis-33612	79	30	negative	negative	ADJ
bracis-33612	79	31	pmi	pmi	NOUN
bracis-33612	79	32	suggests	suggest	VERB
bracis-33612	79	33	independence	independence	NOUN
bracis-33612	79	34	or	or	CCONJ
bracis-33612	79	35	repulsion	repulsion	NOUN
bracis-33612	79	36	;	;	PUNCT
bracis-33612	79	37	its	its	PRON
bracis-33612	79	38	calculation	calculation	NOUN
bracis-33612	79	39	can	can	AUX
bracis-33612	79	40	be	be	AUX
bracis-33612	79	41	visualized	visualize	VERB
bracis-33612	79	42	through	through	ADP
bracis-33612	79	43	eq	eq	PROPN
bracis-33612	80	1	.	.	PUNCT
bracis-33612	80	2	 	 	SPACE
bracis-33612	80	3	3	3	NUM
bracis-33612	80	4	,	,	PUNCT
bracis-33612	80	5	eq	eq	NOUN
bracis-33612	80	6	.	.	PROPN
bracis-33612	80	7	 	 	SPACE
bracis-33612	80	8	4	4	NUM
bracis-33612	80	9	,	,	PUNCT
bracis-33612	80	10	and	and	CCONJ
bracis-33612	80	11	eq	eq	NOUN
bracis-33612	80	12	.	.	PUNCT
bracis-33612	80	13	 	 	SPACE
bracis-33612	81	1	5	5	NUM
bracis-33612	81	2	,	,	PUNCT
bracis-33612	81	3	$	$	SYM
bracis-33612	81	4	$	$	SYM
bracis-33612	81	5	\begin{aligned	\begin{aligne	VERB
bracis-33612	81	6	}	}	PUNCT
bracis-33612	81	7	pmi(w_1	pmi(w_1	PROPN
bracis-33612	81	8	\ldots	\ldot	NOUN
bracis-33612	81	9	w_n	w_n	NUM
bracis-33612	81	10	)	)	PUNCT
bracis-33612	81	11	=	=	PUNCT
bracis-33612	81	12	\log	\log	PROPN
bracis-33612	81	13	_	_	NOUN
bracis-33612	81	14	2\left	2\left	NUM
bracis-33612	81	15	(	(	PUNCT
bracis-33612	81	16	\frac{p(w_1	\frac{p(w_1	ADV
bracis-33612	81	17	\ldots	\ldot	NOUN
bracis-33612	81	18	w_n)}{\prod	w_n)}{\prod	ADP
bracis-33612	81	19	_	_	PRON
bracis-33612	81	20	{	{	PUNCT
bracis-33612	81	21	i=1}^{n}p(w_i)}\right	i=1}^{n}p(w_i)}\right	PROPN
bracis-33612	81	22	)	)	PUNCT
bracis-33612	81	23	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	81	24	(	(	PUNCT
bracis-33612	81	25	3	3	NUM
bracis-33612	81	26	)	)	PUNCT
bracis-33612	81	27	$	$	SYM
bracis-33612	81	28	$	$	SYM
bracis-33612	81	29	\begin{aligned	\begin{aligne	VERB
bracis-33612	81	30	}	}	PUNCT
bracis-33612	81	31	p(w_{i	p(w_{i	NOUN
bracis-33612	81	32	}	}	PUNCT
bracis-33612	81	33	)	)	PUNCT
bracis-33612	82	1	=	=	SYM
bracis-33612	82	2	\frac{count(w_{i})}{totalwordcount	\frac{count(w_{i})}{totalwordcount	PROPN
bracis-33612	82	3	}	}	PUNCT
bracis-33612	82	4	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	82	5	(	(	PUNCT
bracis-33612	82	6	4	4	NUM
bracis-33612	82	7	)	)	PUNCT
bracis-33612	82	8	$	$	SYM
bracis-33612	82	9	$	$	SYM
bracis-33612	82	10	\begin{aligned	\begin{aligne	VERB
bracis-33612	82	11	}	}	PUNCT
bracis-33612	82	12	p(w_1	p(w_1	PROPN
bracis-33612	82	13	\ldots	\ldot	NOUN
bracis-33612	82	14	w_n	w_n	NUM
bracis-33612	82	15	)	)	PUNCT
bracis-33612	82	16	=	=	PUNCT
bracis-33612	83	1	\frac{count(w_1	\frac{count(w_1	X
bracis-33612	83	2	\ldots	\ldot	NOUN
bracis-33612	83	3	w_n)}{totalwordcount	w_n)}{totalwordcount	VERB
bracis-33612	83	4	}	}	PUNCT
bracis-33612	83	5	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	83	6	(	(	PUNCT
bracis-33612	83	7	5	5	NUM
bracis-33612	83	8	)	)	PUNCT
bracis-33612	84	1	where	where	SCONJ
bracis-33612	84	2	:	:	PUNCT
bracis-33612	84	3	\(p(w_i)\	\(p(w_i)\	NOUN
bracis-33612	84	4	)	)	PUNCT
bracis-33612	84	5	is	be	AUX
bracis-33612	84	6	the	the	DET
bracis-33612	84	7	individual	individual	ADJ
bracis-33612	84	8	probabilities	probability	NOUN
bracis-33612	84	9	of	of	ADP
bracis-33612	84	10	each	each	DET
bracis-33612	84	11	word	word	NOUN
bracis-33612	84	12	;	;	PUNCT
bracis-33612	84	13	\(p(w_1	\(p(w_1	PROPN
bracis-33612	84	14	\ldots	\ldot	NOUN
bracis-33612	84	15	w_n)\	w_n)\	PROPN
bracis-33612	84	16	)	)	PUNCT
bracis-33612	84	17	is	be	AUX
bracis-33612	84	18	the	the	DET
bracis-33612	84	19	joint	joint	ADJ
bracis-33612	84	20	probability	probability	NOUN
bracis-33612	84	21	of	of	ADP
bracis-33612	84	22	the	the	DET
bracis-33612	84	23	n	n	CCONJ
bracis-33612	84	24	-	-	PUNCT
bracis-33612	84	25	gram	gram	NOUN
bracis-33612	84	26	;	;	PUNCT
bracis-33612	84	27	n	n	X
bracis-33612	84	28	is	be	AUX
bracis-33612	84	29	the	the	DET
bracis-33612	84	30	number	number	NOUN
bracis-33612	84	31	of	of	ADP
bracis-33612	84	32	words	word	NOUN
bracis-33612	84	33	of	of	ADP
bracis-33612	84	34	the	the	DET
bracis-33612	84	35	keyword	keyword	NOUN
bracis-33612	84	36	.	.	PUNCT
bracis-33612	85	1	\(count(w_{i})\	\(count(w_{i})\	ADJ
bracis-33612	85	2	)	)	PUNCT
bracis-33612	85	3	is	be	AUX
bracis-33612	85	4	the	the	DET
bracis-33612	85	5	number	number	NOUN
bracis-33612	85	6	of	of	ADP
bracis-33612	85	7	times	time	NOUN
bracis-33612	85	8	that	that	PRON
bracis-33612	85	9	word	word	NOUN
bracis-33612	85	10	appears	appear	VERB
bracis-33612	85	11	in	in	ADP
bracis-33612	85	12	the	the	DET
bracis-33612	85	13	text	text	NOUN
bracis-33612	85	14	;	;	PUNCT
bracis-33612	85	15	\(count(w_1	\(count(w_1	ADP
bracis-33612	85	16	\ldots	\ldot	NOUN
bracis-33612	85	17	w_n)\	w_n)\	PROPN
bracis-33612	85	18	)	)	PUNCT
bracis-33612	85	19	is	be	AUX
bracis-33612	85	20	the	the	DET
bracis-33612	85	21	number	number	NOUN
bracis-33612	85	22	of	of	ADP
bracis-33612	85	23	times	time	NOUN
bracis-33612	85	24	that	that	PRON
bracis-33612	85	25	n	n	CCONJ
bracis-33612	85	26	-	-	PUNCT
bracis-33612	85	27	gram	gram	NOUN
bracis-33612	85	28	appears	appear	VERB
bracis-33612	85	29	in	in	ADP
bracis-33612	85	30	the	the	DET
bracis-33612	85	31	text	text	NOUN
bracis-33612	85	32	;	;	PUNCT
bracis-33612	85	33	totalwordcount	totalwordcount	PROPN
bracis-33612	85	34	is	be	AUX
bracis-33612	85	35	the	the	DET
bracis-33612	85	36	total	total	ADJ
bracis-33612	85	37	number	number	NOUN
bracis-33612	85	38	of	of	ADP
bracis-33612	85	39	words	word	NOUN
bracis-33612	85	40	in	in	ADP
bracis-33612	85	41	the	the	DET
bracis-33612	85	42	text	text	NOUN
bracis-33612	85	43	;	;	PUNCT
bracis-33612	85	44	dice	dice	NOUN
bracis-33612	85	45	:	:	PUNCT
bracis-33612	85	46	this	this	PRON
bracis-33612	85	47	is	be	AUX
bracis-33612	85	48	a	a	DET
bracis-33612	85	49	measure	measure	NOUN
bracis-33612	85	50	used	use	VERB
bracis-33612	85	51	to	to	PART
bracis-33612	85	52	quantify	quantify	VERB
bracis-33612	85	53	the	the	DET
bracis-33612	85	54	degree	degree	NOUN
bracis-33612	85	55	of	of	ADP
bracis-33612	85	56	overlap	overlap	NOUN
bracis-33612	85	57	or	or	CCONJ
bracis-33612	85	58	similarity	similarity	NOUN
bracis-33612	85	59	between	between	ADP
bracis-33612	85	60	two	two	NUM
bracis-33612	85	61	sets	set	NOUN
bracis-33612	85	62	.	.	PUNCT
bracis-33612	86	1	the	the	DET
bracis-33612	86	2	score	score	NOUN
bracis-33612	86	3	ranges	range	VERB
bracis-33612	86	4	from	from	ADP
bracis-33612	86	5	0	0	NUM
bracis-33612	86	6	to	to	ADP
bracis-33612	86	7	1	1	NUM
bracis-33612	86	8	,	,	PUNCT
bracis-33612	86	9	with	with	ADP
bracis-33612	86	10	higher	high	ADJ
bracis-33612	86	11	values	value	NOUN
bracis-33612	86	12	indicating	indicate	VERB
bracis-33612	86	13	greater	great	ADJ
bracis-33612	86	14	similarity	similarity	NOUN
bracis-33612	86	15	.	.	PUNCT
bracis-33612	87	1	$	$	SYM
bracis-33612	87	2	$	$	SYM
bracis-33612	87	3	\begin{aligned	\begin{aligne	VERB
bracis-33612	87	4	}	}	PUNCT
bracis-33612	87	5	dice(w_1	dice(w_1	VERB
bracis-33612	87	6	\ldots	\ldots	ADP
bracis-33612	87	7	w_n	w_n	NUM
bracis-33612	87	8	)	)	PUNCT
bracis-33612	87	9	=	=	SYM
bracis-33612	88	1	\frac{n	\frac{n	NOUN
bracis-33612	88	2	*	*	PUNCT
bracis-33612	88	3	count(w_1	count(w_1	PROPN
bracis-33612	88	4	\ldots	\ldot	VERB
bracis-33612	88	5	w_n)}{\sum	w_n)}{\sum	VERB
bracis-33612	88	6	_	_	PUNCT
bracis-33612	88	7	{	{	PUNCT
bracis-33612	88	8	i=1}^{n}count(w_i	i=1}^{n}count(w_i	NUM
bracis-33612	88	9	)	)	PUNCT
bracis-33612	88	10	}	}	PUNCT
bracis-33612	88	11	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	88	12	(	(	PUNCT
bracis-33612	88	13	6	6	NUM
bracis-33612	88	14	)	)	PUNCT
bracis-33612	88	15	mle	mle	NOUN
bracis-33612	88	16	:	:	PUNCT
bracis-33612	88	17	this	this	PRON
bracis-33612	88	18	is	be	AUX
bracis-33612	88	19	a	a	DET
bracis-33612	88	20	technique	technique	NOUN
bracis-33612	88	21	to	to	PART
bracis-33612	88	22	estimate	estimate	VERB
bracis-33612	88	23	the	the	DET
bracis-33612	88	24	probability	probability	NOUN
bracis-33612	88	25	distribution	distribution	NOUN
bracis-33612	88	26	of	of	ADP
bracis-33612	88	27	words	word	NOUN
bracis-33612	88	28	(	(	PUNCT
bracis-33612	88	29	or	or	CCONJ
bracis-33612	88	30	phrases	phrase	NOUN
bracis-33612	88	31	)	)	PUNCT
bracis-33612	88	32	in	in	ADP
bracis-33612	88	33	a	a	DET
bracis-33612	88	34	corpus	corpus	NOUN
bracis-33612	88	35	,	,	PUNCT
bracis-33612	88	36	assuming	assume	VERB
bracis-33612	88	37	that	that	SCONJ
bracis-33612	88	38	the	the	DET
bracis-33612	88	39	probability	probability	NOUN
bracis-33612	88	40	of	of	ADP
bracis-33612	88	41	a	a	DET
bracis-33612	88	42	word	word	NOUN
bracis-33612	88	43	occurring	occur	VERB
bracis-33612	88	44	in	in	ADP
bracis-33612	88	45	a	a	DET
bracis-33612	88	46	specific	specific	ADJ
bracis-33612	88	47	context	context	NOUN
bracis-33612	88	48	is	be	AUX
bracis-33612	88	49	proportional	proportional	ADJ
bracis-33612	88	50	to	to	ADP
bracis-33612	88	51	the	the	DET
bracis-33612	88	52	number	number	NOUN
bracis-33612	88	53	of	of	ADP
bracis-33612	88	54	times	time	NOUN
bracis-33612	88	55	that	that	PRON
bracis-33612	88	56	word	word	NOUN
bracis-33612	88	57	appears	appear	VERB
bracis-33612	88	58	within	within	ADP
bracis-33612	88	59	the	the	DET
bracis-33612	88	60	training	training	NOUN
bracis-33612	88	61	corpus	corpus	NOUN
bracis-33612	88	62	.	.	PUNCT
bracis-33612	89	1	$	$	SYM
bracis-33612	89	2	$	$	SYM
bracis-33612	89	3	\begin{aligned	\begin{aligne	VERB
bracis-33612	89	4	}	}	PUNCT
bracis-33612	89	5	mle(w_1	mle(w_1	PROPN
bracis-33612	90	1	\ldots	\ldots	ADP
bracis-33612	90	2	w_n)=	w_n)=	ADV
bracis-33612	90	3	{	{	PUNCT
bracis-33612	90	4	\left\	\left\	PROPN
bracis-33612	90	5	{	{	PUNCT
bracis-33612	90	6	\begin{array}{ll	\begin{array}{ll	PROPN
bracis-33612	90	7	}	}	PUNCT
bracis-33612	90	8	\frac{count(w_1)}{totalwordcount	\frac{count(w_1)}{totalwordcount	PROPN
bracis-33612	90	9	}	}	PUNCT
bracis-33612	90	10	,	,	PUNCT
bracis-33612	90	11	&	&	CCONJ
bracis-33612	90	12	\text	\text	PROPN
bracis-33612	90	13	{	{	PUNCT
bracis-33612	90	14	if	if	SCONJ
bracis-33612	90	15	}	}	PUNCT
bracis-33612	90	16	n	n	NOUN
bracis-33612	90	17	=	=	NUM
bracis-33612	90	18	1\\	1\\	NUM
bracis-33612	90	19	\frac{count(w_1	\frac{count(w_1	INTJ
bracis-33612	91	1	\ldots	\ldot	VERB
bracis-33612	91	2	w_n)}{count(w_1	w_n)}{count(w_1	NOUN
bracis-33612	91	3	\ldots	\ldot	NOUN
bracis-33612	91	4	w_{n-1	w_{n-1	NOUN
bracis-33612	91	5	}	}	PUNCT
bracis-33612	91	6	)	)	PUNCT
bracis-33612	91	7	}	}	PUNCT
bracis-33612	91	8	,	,	PUNCT
bracis-33612	91	9	&	&	CCONJ
bracis-33612	91	10	\text	\text	PROPN
bracis-33612	91	11	{	{	PUNCT
bracis-33612	91	12	otherwise	otherwise	ADV
bracis-33612	91	13	}	}	PUNCT
bracis-33612	91	14	\end{array}\right	\end{array}\right	PROPN
bracis-33612	91	15	.	.	PUNCT
bracis-33612	91	16	}	}	PUNCT
bracis-33612	91	17	\end{aligned}$$	\end{aligned}$$	X
bracis-33612	91	18	(	(	PUNCT
bracis-33612	91	19	7	7	NUM
bracis-33612	91	20	)	)	PUNCT
bracis-33612	91	21	n	n	CCONJ
bracis-33612	91	22	-	-	PUNCT
bracis-33612	91	23	grams	gram	NOUN
bracis-33612	91	24	count	count	NOUN
bracis-33612	91	25	:	:	PUNCT
bracis-33612	91	26	these	these	PRON
bracis-33612	91	27	are	be	AUX
bracis-33612	91	28	contiguous	contiguous	ADJ
bracis-33612	91	29	sequences	sequence	NOUN
bracis-33612	91	30	of	of	ADP
bracis-33612	91	31	n	n	PRON
bracis-33612	91	32	items	item	NOUN
bracis-33612	91	33	,	,	PUNCT
bracis-33612	91	34	which	which	PRON
bracis-33612	91	35	can	can	AUX
bracis-33612	91	36	be	be	AUX
bracis-33612	91	37	characters	character	NOUN
bracis-33612	91	38	,	,	PUNCT
bracis-33612	91	39	words	word	NOUN
bracis-33612	91	40	,	,	PUNCT
bracis-33612	91	41	or	or	CCONJ
bracis-33612	91	42	even	even	ADV
bracis-33612	91	43	more	more	ADV
bracis-33612	91	44	extended	extended	ADJ
bracis-33612	91	45	units	unit	NOUN
bracis-33612	91	46	like	like	ADP
bracis-33612	91	47	phrases	phrase	NOUN
bracis-33612	91	48	.	.	PUNCT
bracis-33612	92	1	in	in	ADP
bracis-33612	92	2	this	this	DET
bracis-33612	92	3	context	context	NOUN
bracis-33612	92	4	,	,	PUNCT
bracis-33612	92	5	it	it	PRON
bracis-33612	92	6	is	be	AUX
bracis-33612	92	7	checked	check	VERB
bracis-33612	92	8	how	how	SCONJ
bracis-33612	92	9	many	many	ADJ
bracis-33612	92	10	times	time	NOUN
bracis-33612	92	11	each	each	DET
bracis-33612	92	12	n	n	NOUN
bracis-33612	92	13	-	-	PUNCT
bracis-33612	92	14	gram	gram	NOUN
bracis-33612	92	15	appears	appear	VERB
bracis-33612	92	16	in	in	ADP
bracis-33612	92	17	the	the	DET
bracis-33612	92	18	text	text	NOUN
bracis-33612	92	19	.	.	PUNCT
bracis-33612	93	1	3.3	3.3	NUM
bracis-33612	93	2	keyword	keyword	NOUN
bracis-33612	93	3	extractor	extractor	NOUN
bracis-33612	93	4	this	this	DET
bracis-33612	93	5	stage	stage	NOUN
bracis-33612	93	6	extracts	extract	VERB
bracis-33612	93	7	keywords	keyword	NOUN
bracis-33612	93	8	from	from	ADP
bracis-33612	93	9	the	the	DET
bracis-33612	93	10	text	text	NOUN
bracis-33612	93	11	based	base	VERB
bracis-33612	93	12	on	on	ADP
bracis-33612	93	13	a	a	DET
bracis-33612	93	14	list	list	NOUN
bracis-33612	93	15	of	of	ADP
bracis-33612	93	16	identified	identify	VERB
bracis-33612	93	17	candidate	candidate	NOUN
bracis-33612	93	18	keywords	keyword	NOUN
bracis-33612	93	19	from	from	ADP
bracis-33612	93	20	the	the	DET
bracis-33612	93	21	previous	previous	ADJ
bracis-33612	93	22	stage	stage	NOUN
bracis-33612	93	23	(	(	PUNCT
bracis-33612	93	24	or	or	CCONJ
bracis-33612	93	25	a	a	DET
bracis-33612	93	26	list	list	NOUN
bracis-33612	93	27	of	of	ADP
bracis-33612	93	28	keywords	keyword	NOUN
bracis-33612	93	29	provided	provide	VERB
bracis-33612	93	30	by	by	ADP
bracis-33612	93	31	the	the	DET
bracis-33612	93	32	user	user	NOUN
bracis-33612	93	33	)	)	PUNCT
bracis-33612	93	34	.	.	PUNCT
bracis-33612	94	1	to	to	PART
bracis-33612	94	2	illustrate	illustrate	VERB
bracis-33612	94	3	the	the	DET
bracis-33612	94	4	process	process	NOUN
bracis-33612	94	5	,	,	PUNCT
bracis-33612	94	6	we	we	PRON
bracis-33612	94	7	will	will	AUX
bracis-33612	94	8	demonstrate	demonstrate	VERB
bracis-33612	94	9	the	the	DET
bracis-33612	94	10	outputs	output	NOUN
bracis-33612	94	11	of	of	ADP
bracis-33612	94	12	each	each	DET
bracis-33612	94	13	function	function	NOUN
bracis-33612	94	14	using	use	VERB
bracis-33612	94	15	the	the	DET
bracis-33612	94	16	example	example	NOUN
bracis-33612	94	17	of	of	ADP
bracis-33612	94	18	searching	search	VERB
bracis-33612	94	19	[	[	X
bracis-33612	94	20	‘	'	PUNCT
bracis-33612	94	21	electric	electric	ADJ
bracis-33612	94	22	fryer	fryer	NOUN
bracis-33612	94	23	’	'	PUNCT
bracis-33612	94	24	,	,	PUNCT
bracis-33612	94	25	‘	'	PUNCT
bracis-33612	94	26	deep	deep	ADJ
bracis-33612	94	27	fryer	fryer	NOUN
bracis-33612	94	28	’	'	PUNCT
bracis-33612	94	29	]	]	PUNCT
bracis-33612	94	30	within	within	ADP
bracis-33612	94	31	the	the	DET
bracis-33612	94	32	text	text	NOUN
bracis-33612	94	33	“	"	PUNCT
bracis-33612	94	34	eggkitpo	eggkitpo	PROPN
bracis-33612	94	35	electric	electric	ADJ
bracis-33612	94	36	deep	deep	ADJ
bracis-33612	94	37	fryer	fryer	NOUN
bracis-33612	94	38	”	"	PUNCT
bracis-33612	94	39	.	.	PUNCT
bracis-33612	95	1	this	this	DET
bracis-33612	95	2	stage	stage	NOUN
bracis-33612	95	3	involves	involve	VERB
bracis-33612	95	4	the	the	DET
bracis-33612	95	5	following	follow	VERB
bracis-33612	95	6	functions	function	NOUN
bracis-33612	95	7	:	:	PUNCT
bracis-33612	95	8	filter	filter	NOUN
bracis-33612	95	9	tokens	token	NOUN
bracis-33612	95	10	:	:	PUNCT
bracis-33612	95	11	in	in	ADP
bracis-33612	95	12	this	this	DET
bracis-33612	95	13	function	function	NOUN
bracis-33612	95	14	,	,	PUNCT
bracis-33612	95	15	the	the	DET
bracis-33612	95	16	text	text	NOUN
bracis-33612	95	17	is	be	AUX
bracis-33612	95	18	separated	separate	VERB
bracis-33612	95	19	into	into	ADP
bracis-33612	95	20	tokens	token	NOUN
bracis-33612	95	21	and	and	CCONJ
bracis-33612	95	22	each	each	DET
bracis-33612	95	23	token	token	NOUN
bracis-33612	95	24	is	be	AUX
bracis-33612	95	25	checked	check	VERB
bracis-33612	95	26	if	if	SCONJ
bracis-33612	95	27	it	it	PRON
bracis-33612	95	28	is	be	AUX
bracis-33612	95	29	present	present	ADJ
bracis-33612	95	30	in	in	ADP
bracis-33612	95	31	the	the	DET
bracis-33612	95	32	list	list	NOUN
bracis-33612	95	33	of	of	ADP
bracis-33612	95	34	identified	identify	VERB
bracis-33612	95	35	keywords	keyword	NOUN
bracis-33612	95	36	.	.	PUNCT
bracis-33612	96	1	this	this	DET
bracis-33612	96	2	function	function	NOUN
bracis-33612	96	3	returns	return	VERB
bracis-33612	96	4	a	a	DET
bracis-33612	96	5	list	list	NOUN
bracis-33612	96	6	containing	contain	VERB
bracis-33612	96	7	the	the	DET
bracis-33612	96	8	words	word	NOUN
bracis-33612	96	9	that	that	PRON
bracis-33612	96	10	passed	pass	VERB
bracis-33612	96	11	the	the	DET
bracis-33612	96	12	filter	filter	NOUN
bracis-33612	96	13	.	.	PUNCT
bracis-33612	97	1	after	after	ADP
bracis-33612	97	2	filter	filter	NOUN
bracis-33612	97	3	:	:	PUNCT
bracis-33612	97	4	[	[	X
bracis-33612	97	5	‘	'	PUNCT
bracis-33612	97	6	electric	electric	ADJ
bracis-33612	97	7	’	'	PUNCT
bracis-33612	97	8	,	,	PUNCT
bracis-33612	97	9	‘	'	PUNCT
bracis-33612	97	10	deep	deep	ADJ
bracis-33612	97	11	’	'	PUNCT
bracis-33612	97	12	,	,	PUNCT
bracis-33612	97	13	‘	'	PUNCT
bracis-33612	97	14	fryer	fryer	NOUN
bracis-33612	97	15	’	'	PUNCT
bracis-33612	97	16	]	]	PUNCT
bracis-33612	97	17	generate	generate	VERB
bracis-33612	97	18	combinations	combination	NOUN
bracis-33612	97	19	:	:	PUNCT
bracis-33612	97	20	in	in	ADP
bracis-33612	97	21	this	this	DET
bracis-33612	97	22	function	function	NOUN
bracis-33612	97	23	,	,	PUNCT
bracis-33612	97	24	from	from	ADP
bracis-33612	97	25	the	the	DET
bracis-33612	97	26	list	list	NOUN
bracis-33612	97	27	outputted	output	VERB
bracis-33612	97	28	by	by	ADP
bracis-33612	97	29	the	the	DET
bracis-33612	97	30	previous	previous	ADJ
bracis-33612	97	31	step	step	NOUN
bracis-33612	97	32	,	,	PUNCT
bracis-33612	97	33	a	a	DET
bracis-33612	97	34	new	new	ADJ
bracis-33612	97	35	sorted	sorted	ADJ
bracis-33612	97	36	list	list	NOUN
bracis-33612	97	37	(	(	PUNCT
bracis-33612	97	38	by	by	ADP
bracis-33612	97	39	order	order	NOUN
bracis-33612	97	40	of	of	ADP
bracis-33612	97	41	appearance	appearance	NOUN
bracis-33612	97	42	in	in	ADP
bracis-33612	97	43	the	the	DET
bracis-33612	97	44	input	input	NOUN
bracis-33612	97	45	text	text	NOUN
bracis-33612	97	46	)	)	PUNCT
bracis-33612	97	47	is	be	AUX
bracis-33612	97	48	generated	generate	VERB
bracis-33612	97	49	with	with	ADP
bracis-33612	97	50	all	all	DET
bracis-33612	97	51	possible	possible	ADJ
bracis-33612	97	52	combinations	combination	NOUN
bracis-33612	97	53	of	of	ADP
bracis-33612	97	54	words	word	NOUN
bracis-33612	97	55	.	.	PUNCT
bracis-33612	98	1	this	this	DET
bracis-33612	98	2	step	step	NOUN
bracis-33612	98	3	is	be	AUX
bracis-33612	98	4	important	important	ADJ
bracis-33612	98	5	when	when	SCONJ
bracis-33612	98	6	keywords	keyword	NOUN
bracis-33612	98	7	candidates	candidate	NOUN
bracis-33612	98	8	have	have	VERB
bracis-33612	98	9	2	2	NUM
bracis-33612	98	10	or	or	CCONJ
bracis-33612	98	11	more	more	ADJ
bracis-33612	98	12	tokens	token	NOUN
bracis-33612	98	13	.	.	PUNCT
bracis-33612	99	1	after	after	ADP
bracis-33612	99	2	combinations	combination	NOUN
bracis-33612	99	3	,	,	PUNCT
bracis-33612	99	4	considering	consider	VERB
bracis-33612	99	5	up	up	ADP
bracis-33612	99	6	to	to	PART
bracis-33612	99	7	2	2	NUM
bracis-33612	99	8	tokens	token	NOUN
bracis-33612	99	9	:	:	PUNCT
bracis-33612	99	10	[	[	X
bracis-33612	99	11	‘	'	PUNCT
bracis-33612	99	12	electric	electric	ADJ
bracis-33612	99	13	’	'	PUNCT
bracis-33612	99	14	,	,	PUNCT
bracis-33612	99	15	‘	'	PUNCT
bracis-33612	99	16	deep	deep	ADJ
bracis-33612	99	17	’	'	PUNCT
bracis-33612	99	18	,	,	PUNCT
bracis-33612	99	19	‘	'	PUNCT
bracis-33612	99	20	fryer	fryer	NOUN
bracis-33612	99	21	’	'	PUNCT
bracis-33612	99	22	,	,	PUNCT
bracis-33612	99	23	‘	'	PUNCT
bracis-33612	99	24	electric	electric	ADJ
bracis-33612	99	25	deep	deep	ADJ
bracis-33612	99	26	’	'	PUNCT
bracis-33612	99	27	,	,	PUNCT
bracis-33612	99	28	‘	'	PUNCT
bracis-33612	99	29	electric	electric	ADJ
bracis-33612	99	30	fryer	fryer	NOUN
bracis-33612	99	31	’	'	PUNCT
bracis-33612	99	32	,	,	PUNCT
bracis-33612	99	33	‘	'	PUNCT
bracis-33612	99	34	deep	deep	ADJ
bracis-33612	99	35	fryer	fryer	NOUN
bracis-33612	99	36	’	'	PUNCT
bracis-33612	99	37	]	]	PUNCT
bracis-33612	99	38	filter	filter	NOUN
bracis-33612	99	39	candidates	candidate	NOUN
bracis-33612	99	40	:	:	PUNCT
bracis-33612	99	41	this	this	DET
bracis-33612	99	42	function	function	NOUN
bracis-33612	99	43	selects	select	VERB
bracis-33612	99	44	only	only	ADV
bracis-33612	99	45	those	those	DET
bracis-33612	99	46	word	word	NOUN
bracis-33612	99	47	combinations	combination	NOUN
bracis-33612	99	48	that	that	PRON
bracis-33612	99	49	are	be	AUX
bracis-33612	99	50	present	present	ADJ
bracis-33612	99	51	in	in	ADP
bracis-33612	99	52	the	the	DET
bracis-33612	99	53	list	list	NOUN
bracis-33612	99	54	of	of	ADP
bracis-33612	99	55	identified	identify	VERB
bracis-33612	99	56	keywords	keyword	NOUN
bracis-33612	99	57	.	.	PUNCT
bracis-33612	100	1	after	after	ADP
bracis-33612	100	2	new	new	ADJ
bracis-33612	100	3	filter	filter	NOUN
bracis-33612	100	4	:	:	PUNCT
bracis-33612	100	5	[	[	X
bracis-33612	100	6	‘	'	PUNCT
bracis-33612	100	7	electric	electric	ADJ
bracis-33612	100	8	fryer	fryer	NOUN
bracis-33612	100	9	’	'	PUNCT
bracis-33612	100	10	,	,	PUNCT
bracis-33612	100	11	‘	'	PUNCT
bracis-33612	100	12	deep	deep	ADJ
bracis-33612	100	13	fryer	fryer	NOUN
bracis-33612	100	14	’	'	PUNCT
bracis-33612	100	15	]	]	PUNCT
bracis-33612	100	16	this	this	DET
bracis-33612	100	17	separation	separation	NOUN
bracis-33612	100	18	into	into	ADP
bracis-33612	100	19	tokens	token	NOUN
bracis-33612	100	20	and	and	CCONJ
bracis-33612	100	21	making	make	VERB
bracis-33612	100	22	combinations	combination	NOUN
bracis-33612	100	23	instead	instead	ADV
bracis-33612	100	24	of	of	ADP
bracis-33612	100	25	simply	simply	ADV
bracis-33612	100	26	searching	search	VERB
bracis-33612	100	27	for	for	ADP
bracis-33612	100	28	the	the	DET
bracis-33612	100	29	sequence	sequence	NOUN
bracis-33612	100	30	of	of	ADP
bracis-33612	100	31	words	word	NOUN
bracis-33612	100	32	is	be	AUX
bracis-33612	100	33	very	very	ADV
bracis-33612	100	34	useful	useful	ADJ
bracis-33612	100	35	for	for	ADP
bracis-33612	100	36	identifying	identify	VERB
bracis-33612	100	37	keywords	keyword	NOUN
bracis-33612	100	38	that	that	PRON
bracis-33612	100	39	are	be	AUX
bracis-33612	100	40	not	not	PART
bracis-33612	100	41	directly	directly	ADV
bracis-33612	100	42	found	find	VERB
bracis-33612	100	43	in	in	ADP
bracis-33612	100	44	the	the	DET
bracis-33612	100	45	text	text	NOUN
bracis-33612	100	46	.	.	PUNCT
bracis-33612	101	1	table	table	NOUN
bracis-33612	101	2	 	 	SPACE
bracis-33612	101	3	1	1	NUM
bracis-33612	101	4	exemplifies	exemplify	VERB
bracis-33612	101	5	this	this	DET
bracis-33612	101	6	problem	problem	NOUN
bracis-33612	101	7	.	.	PUNCT
bracis-33612	102	1	table	table	NOUN
bracis-33612	102	2	1	1	NUM
bracis-33612	102	3	.	.	PUNCT
bracis-33612	102	4	example	example	NOUN
bracis-33612	102	5	of	of	ADP
bracis-33612	102	6	token	token	ADJ
bracis-33612	102	7	combination	combination	NOUN
bracis-33612	102	8	efficiency	efficiency	NOUN
bracis-33612	102	9	versus	versus	ADP
bracis-33612	102	10	direct	direct	ADJ
bracis-33612	102	11	keyword	keyword	NOUN
bracis-33612	102	12	searchfull	searchfull	NOUN
bracis-33612	102	13	size	size	NOUN
bracis-33612	102	14	table	table	NOUN
bracis-33612	102	15	4	4	NUM
bracis-33612	102	16	experimental	experimental	ADJ
bracis-33612	102	17	setup	setup	NOUN
bracis-33612	102	18	the	the	DET
bracis-33612	102	19	experiments	experiment	NOUN
bracis-33612	102	20	were	be	AUX
bracis-33612	102	21	performed	perform	VERB
bracis-33612	102	22	with	with	ADP
bracis-33612	102	23	a	a	DET
bracis-33612	102	24	processor	processor	NOUN
bracis-33612	102	25	intel	intel	NOUN
bracis-33612	102	26	core	core	NOUN
bracis-33612	102	27	i7	i7	NOUN
bracis-33612	102	28	-	-	PUNCT
bracis-33612	102	29	10700k	10700k	NUM
bracis-33612	102	30	,	,	PUNCT
bracis-33612	102	31	a	a	DET
bracis-33612	102	32	high	high	ADJ
bracis-33612	102	33	-	-	PUNCT
bracis-33612	102	34	performance	performance	NOUN
bracis-33612	102	35	graphics	graphic	NOUN
bracis-33612	102	36	processing	processing	NOUN
bracis-33612	102	37	unit	unit	NOUN
bracis-33612	102	38	(	(	PUNCT
bracis-33612	102	39	gpu	gpu	PROPN
bracis-33612	102	40	)	)	PUNCT
bracis-33612	102	41	nvidia	nvidia	PROPN
bracis-33612	102	42	geforce	geforce	NOUN
bracis-33612	102	43	rtx	rtx	PROPN
bracis-33612	102	44	4070	4070	NUM
bracis-33612	102	45	ti	ti	NOUN
bracis-33612	102	46	,	,	PUNCT
bracis-33612	102	47	and	and	CCONJ
bracis-33612	102	48	32	32	NUM
bracis-33612	102	49	gb	gb	NOUN
bracis-33612	102	50	of	of	ADP
bracis-33612	102	51	random	random	ADJ
bracis-33612	102	52	access	access	NOUN
bracis-33612	102	53	memory	memory	NOUN
bracis-33612	102	54	(	(	PUNCT
bracis-33612	102	55	ram	ram	NOUN
bracis-33612	102	56	)	)	PUNCT
bracis-33612	102	57	.	.	PUNCT
bracis-33612	103	1	we	we	PRON
bracis-33612	103	2	compared	compare	VERB
bracis-33612	103	3	the	the	DET
bracis-33612	103	4	performance	performance	NOUN
bracis-33612	103	5	of	of	ADP
bracis-33612	103	6	uske	uske	NOUN
bracis-33612	103	7	,	,	PUNCT
bracis-33612	103	8	keybert	keybert	NOUN
bracis-33612	103	9	and	and	CCONJ
bracis-33612	103	10	5	5	NUM
bracis-33612	103	11	llms	llm	NOUN
bracis-33612	103	12	that	that	PRON
bracis-33612	103	13	were	be	AUX
bracis-33612	103	14	available	available	ADJ
bracis-33612	103	15	on	on	ADP
bracis-33612	103	16	huggingfacefootnote	huggingfacefootnote	PROPN
bracis-33612	103	17	3	3	NUM
bracis-33612	103	18	to	to	PART
bracis-33612	103	19	evaluate	evaluate	VERB
bracis-33612	103	20	the	the	DET
bracis-33612	103	21	performance	performance	NOUN
bracis-33612	103	22	of	of	ADP
bracis-33612	103	23	some	some	DET
bracis-33612	103	24	language	language	NOUN
bracis-33612	103	25	models	model	NOUN
bracis-33612	103	26	,	,	PUNCT
bracis-33612	103	27	which	which	PRON
bracis-33612	103	28	can	can	AUX
bracis-33612	103	29	be	be	AUX
bracis-33612	103	30	easily	easily	ADV
bracis-33612	103	31	found	find	VERB
bracis-33612	103	32	,	,	PUNCT
bracis-33612	103	33	with	with	ADP
bracis-33612	103	34	some	some	DET
bracis-33612	103	35	classical	classical	ADJ
bracis-33612	103	36	pipelines	pipeline	NOUN
bracis-33612	103	37	.	.	PUNCT
bracis-33612	104	1	the	the	DET
bracis-33612	104	2	models	model	NOUN
bracis-33612	104	3	were	be	AUX
bracis-33612	104	4	selected	select	VERB
bracis-33612	104	5	based	base	VERB
bracis-33612	104	6	on	on	ADP
bracis-33612	104	7	the	the	DET
bracis-33612	104	8	trending	trend	VERB
bracis-33612	104	9	models	model	NOUN
bracis-33612	104	10	of	of	ADP
bracis-33612	104	11	huggingface	huggingface	NOUN
bracis-33612	104	12	,	,	PUNCT
bracis-33612	104	13	selecting	select	VERB
bracis-33612	104	14	textual	textual	ADJ
bracis-33612	104	15	generation	generation	NOUN
bracis-33612	104	16	models	model	NOUN
bracis-33612	104	17	that	that	PRON
bracis-33612	104	18	use	use	VERB
bracis-33612	104	19	english	english	PROPN
bracis-33612	104	20	and/or	and/or	CCONJ
bracis-33612	104	21	portuguese	portuguese	ADJ
bracis-33612	104	22	and	and	CCONJ
bracis-33612	104	23	that	that	PRON
bracis-33612	104	24	allow	allow	VERB
bracis-33612	104	25	their	their	PRON
bracis-33612	104	26	use	use	NOUN
bracis-33612	104	27	with	with	ADP
bracis-33612	104	28	the	the	DET
bracis-33612	104	29	langchain	langchain	NOUN
bracis-33612	104	30	api	api	NOUN
bracis-33612	104	31	.	.	PUNCT
bracis-33612	105	1	among	among	ADP
bracis-33612	105	2	the	the	DET
bracis-33612	105	3	selected	select	VERB
bracis-33612	105	4	models	model	NOUN
bracis-33612	105	5	,	,	PUNCT
bracis-33612	105	6	except	except	SCONJ
bracis-33612	105	7	for	for	ADP
bracis-33612	105	8	phi	phi	NOUN
bracis-33612	105	9	-	-	PUNCT
bracis-33612	105	10	bode	bode	NOUN
bracis-33612	105	11	,	,	PUNCT
bracis-33612	105	12	all	all	PRON
bracis-33612	105	13	were	be	AUX
bracis-33612	105	14	trained	train	VERB
bracis-33612	105	15	with	with	ADP
bracis-33612	105	16	most	most	ADJ
bracis-33612	105	17	of	of	ADP
bracis-33612	105	18	the	the	DET
bracis-33612	105	19	data	datum	NOUN
bracis-33612	105	20	being	be	AUX
bracis-33612	105	21	in	in	ADP
bracis-33612	105	22	english	english	PROPN
bracis-33612	105	23	and	and	CCONJ
bracis-33612	105	24	a	a	DET
bracis-33612	105	25	few	few	ADJ
bracis-33612	105	26	in	in	ADP
bracis-33612	105	27	portuguese	portuguese	PROPN
bracis-33612	105	28	.	.	PUNCT
bracis-33612	106	1	the	the	DET
bracis-33612	106	2	selected	select	VERB
bracis-33612	106	3	models	model	NOUN
bracis-33612	106	4	are	be	AUX
bracis-33612	106	5	described	describe	VERB
bracis-33612	106	6	below	below	ADP
bracis-33612	106	7	:	:	PUNCT
bracis-33612	106	8	vlt5	vlt5	NOUN
bracis-33612	106	9	-	-	PUNCT
bracis-33612	106	10	base	base	NOUN
bracis-33612	106	11	-	-	PUNCT
bracis-33612	106	12	keywordsfootnote	keywordsfootnote	NOUN
bracis-33612	106	13	4	4	NUM
bracis-33612	106	14	:	:	PUNCT
bracis-33612	106	15	a	a	DET
bracis-33612	106	16	keyword	keyword	NOUN
bracis-33612	106	17	generation	generation	NOUN
bracis-33612	106	18	model	model	NOUN
bracis-33612	106	19	based	base	VERB
bracis-33612	106	20	on	on	ADP
bracis-33612	106	21	the	the	DET
bracis-33612	106	22	encoder	encoder	NOUN
bracis-33612	106	23	-	-	PUNCT
bracis-33612	106	24	decoder	decoder	NOUN
bracis-33612	106	25	architecture	architecture	NOUN
bracis-33612	106	26	presented	present	VERB
bracis-33612	106	27	by	by	ADP
bracis-33612	106	28	google	google	PROPN
bracis-33612	106	29	.	.	PUNCT
bracis-33612	107	1	it	it	PRON
bracis-33612	107	2	was	be	AUX
bracis-33612	107	3	trained	train	VERB
bracis-33612	107	4	on	on	ADP
bracis-33612	107	5	a	a	DET
bracis-33612	107	6	corpus	corpus	NOUN
bracis-33612	107	7	composed	compose	VERB
bracis-33612	107	8	of	of	ADP
bracis-33612	107	9	scientific	scientific	ADJ
bracis-33612	107	10	articles	article	NOUN
bracis-33612	107	11	,	,	PUNCT
bracis-33612	107	12	to	to	PART
bracis-33612	107	13	predict	predict	VERB
bracis-33612	107	14	a	a	DET
bracis-33612	107	15	given	give	VERB
bracis-33612	107	16	set	set	NOUN
bracis-33612	107	17	of	of	ADP
bracis-33612	107	18	keyword	keyword	NOUN
bracis-33612	107	19	phrases	phrase	NOUN
bracis-33612	107	20	that	that	PRON
bracis-33612	107	21	describe	describe	VERB
bracis-33612	107	22	the	the	DET
bracis-33612	107	23	article	article	NOUN
bracis-33612	107	24	content	content	NOUN
bracis-33612	107	25	based	base	VERB
bracis-33612	107	26	only	only	ADV
bracis-33612	107	27	on	on	ADP
bracis-33612	107	28	the	the	DET
bracis-33612	107	29	abstract	abstract	ADJ
bracis-33612	107	30	[	[	X
bracis-33612	107	31	15	15	NUM
bracis-33612	107	32	]	]	PUNCT
bracis-33612	107	33	.	.	PUNCT
bracis-33612	108	1	among	among	ADP
bracis-33612	108	2	the	the	DET
bracis-33612	108	3	selected	select	VERB
bracis-33612	108	4	models	model	NOUN
bracis-33612	108	5	,	,	PUNCT
bracis-33612	108	6	this	this	PRON
bracis-33612	108	7	is	be	AUX
bracis-33612	108	8	the	the	DET
bracis-33612	108	9	only	only	ADJ
bracis-33612	108	10	one	one	NUM
bracis-33612	108	11	specifically	specifically	ADV
bracis-33612	108	12	constructed	construct	VERB
bracis-33612	108	13	for	for	ADP
bracis-33612	108	14	keyword	keyword	NOUN
bracis-33612	108	15	extraction	extraction	NOUN
bracis-33612	108	16	.	.	PUNCT
bracis-33612	109	1	flan	flan	PROPN
bracis-33612	109	2	-	-	PUNCT
bracis-33612	109	3	t5	t5	PROPN
bracis-33612	109	4	-	-	PUNCT
bracis-33612	109	5	xxlfootnote	xxlfootnote	NOUN
bracis-33612	109	6	5	5	NUM
bracis-33612	109	7	:	:	PUNCT
bracis-33612	109	8	a	a	DET
bracis-33612	109	9	google	google	PROPN
bracis-33612	109	10	model	model	NOUN
bracis-33612	109	11	trained	train	VERB
bracis-33612	109	12	using	use	VERB
bracis-33612	109	13	540b	540b	PROPN
bracis-33612	109	14	-	-	PUNCT
bracis-33612	109	15	parameters	parameter	NOUN
bracis-33612	109	16	,	,	PUNCT
bracis-33612	109	17	performing	perform	VERB
bracis-33612	109	18	fine	fine	ADV
bracis-33612	109	19	-	-	PUNCT
bracis-33612	109	20	tuning	tuning	NOUN
bracis-33612	109	21	with	with	ADP
bracis-33612	109	22	the	the	DET
bracis-33612	109	23	addition	addition	NOUN
bracis-33612	109	24	of	of	ADP
bracis-33612	109	25	more	more	ADJ
bracis-33612	109	26	than	than	ADP
bracis-33612	109	27	1000	1000	NUM
bracis-33612	109	28	new	new	ADJ
bracis-33612	109	29	tasks	task	NOUN
bracis-33612	109	30	and	and	CCONJ
bracis-33612	109	31	covering	cover	VERB
bracis-33612	109	32	more	more	ADJ
bracis-33612	109	33	languages	language	NOUN
bracis-33612	109	34	than	than	ADP
bracis-33612	109	35	its	its	PRON
bracis-33612	109	36	predecessor	predecessor	NOUN
bracis-33612	109	37	,	,	PUNCT
bracis-33612	109	38	t5	t5	PROPN
bracis-33612	110	1	[	[	X
bracis-33612	110	2	3	3	NUM
bracis-33612	110	3	,	,	PUNCT
bracis-33612	110	4	17	17	NUM
bracis-33612	110	5	]	]	PUNCT
bracis-33612	110	6	.	.	PUNCT
bracis-33612	111	1	it	it	PRON
bracis-33612	111	2	can	can	AUX
bracis-33612	111	3	generate	generate	VERB
bracis-33612	111	4	coherent	coherent	ADJ
bracis-33612	111	5	and	and	CCONJ
bracis-33612	111	6	contextually	contextually	ADV
bracis-33612	111	7	relevant	relevant	ADJ
bracis-33612	111	8	text	text	NOUN
bracis-33612	111	9	based	base	VERB
bracis-33612	111	10	on	on	ADP
bracis-33612	111	11	a	a	DET
bracis-33612	111	12	given	give	VERB
bracis-33612	111	13	prompt	prompt	NOUN
bracis-33612	111	14	,	,	PUNCT
bracis-33612	111	15	making	make	VERB
bracis-33612	111	16	it	it	PRON
bracis-33612	111	17	useful	useful	ADJ
bracis-33612	111	18	for	for	ADP
bracis-33612	111	19	creative	creative	ADJ
bracis-33612	111	20	writing	writing	NOUN
bracis-33612	111	21	,	,	PUNCT
bracis-33612	111	22	chatbots	chatbot	NOUN
bracis-33612	111	23	and	and	CCONJ
bracis-33612	111	24	content	content	NOUN
bracis-33612	111	25	creation	creation	NOUN
bracis-33612	111	26	.	.	PUNCT
bracis-33612	112	1	bloomfootnote	bloomfootnote	VERB
bracis-33612	112	2	6	6	NUM
bracis-33612	112	3	:	:	PUNCT
bracis-33612	112	4	a	a	DET
bracis-33612	112	5	model	model	NOUN
bracis-33612	112	6	trained	train	VERB
bracis-33612	112	7	to	to	PART
bracis-33612	112	8	continue	continue	VERB
bracis-33612	112	9	text	text	NOUN
bracis-33612	112	10	from	from	ADP
bracis-33612	112	11	a	a	DET
bracis-33612	112	12	prompt	prompt	NOUN
bracis-33612	112	13	,	,	PUNCT
bracis-33612	112	14	which	which	PRON
bracis-33612	112	15	is	be	AUX
bracis-33612	112	16	capable	capable	ADJ
bracis-33612	112	17	of	of	ADP
bracis-33612	112	18	producing	produce	VERB
bracis-33612	112	19	text	text	NOUN
bracis-33612	112	20	in	in	ADP
bracis-33612	112	21	46	46	NUM
bracis-33612	112	22	languages	language	NOUN
bracis-33612	112	23	and	and	CCONJ
bracis-33612	112	24	13	13	NUM
bracis-33612	112	25	programming	programming	NOUN
bracis-33612	112	26	languages	language	NOUN
bracis-33612	112	27	.	.	PUNCT
bracis-33612	113	1	this	this	DET
bracis-33612	113	2	model	model	NOUN
bracis-33612	113	3	seeks	seek	VERB
bracis-33612	113	4	to	to	PART
bracis-33612	113	5	assist	assist	VERB
bracis-33612	113	6	with	with	ADP
bracis-33612	113	7	text	text	NOUN
bracis-33612	113	8	and	and	CCONJ
bracis-33612	113	9	code	code	NOUN
bracis-33612	113	10	generation	generation	NOUN
bracis-33612	113	11	,	,	PUNCT
bracis-33612	113	12	and	and	CCONJ
bracis-33612	113	13	characteristics	characteristics	PROPN
bracis-33612	113	14	exploration	exploration	NOUN
bracis-33612	113	15	.	.	PUNCT
bracis-33612	114	1	blenderbot-400m	blenderbot-400m	AUX
bracis-33612	114	2	-	-	PUNCT
bracis-33612	114	3	distillfootnote	distillfootnote	VERB
bracis-33612	114	4	7	7	NUM
bracis-33612	114	5	:	:	PUNCT
bracis-33612	114	6	a	a	DET
bracis-33612	114	7	lightweight	lightweight	ADJ
bracis-33612	114	8	and	and	CCONJ
bracis-33612	114	9	distilled	distil	VERB
bracis-33612	114	10	version	version	NOUN
bracis-33612	114	11	of	of	ADP
bracis-33612	114	12	facebook	facebook	PROPN
bracis-33612	114	13	’s	’s	PART
bracis-33612	114	14	blenderbot	blenderbot	NOUN
bracis-33612	114	15	2.7b	2.7b	NOUN
bracis-33612	114	16	,	,	PUNCT
bracis-33612	114	17	designed	design	VERB
bracis-33612	114	18	for	for	ADP
bracis-33612	114	19	open	open	ADJ
bracis-33612	114	20	-	-	PUNCT
bracis-33612	114	21	domain	domain	NOUN
bracis-33612	114	22	conversational	conversational	ADJ
bracis-33612	114	23	ai	ai	NOUN
bracis-33612	114	24	.	.	PUNCT
bracis-33612	115	1	it	it	PRON
bracis-33612	115	2	is	be	AUX
bracis-33612	115	3	based	base	VERB
bracis-33612	115	4	on	on	ADP
bracis-33612	115	5	a	a	DET
bracis-33612	115	6	400	400	NUM
bracis-33612	115	7	million	million	NUM
bracis-33612	115	8	parameter	parameter	NOUN
bracis-33612	115	9	transformer	transformer	NOUN
bracis-33612	115	10	model	model	NOUN
bracis-33612	115	11	that	that	PRON
bracis-33612	115	12	has	have	AUX
bracis-33612	115	13	been	be	AUX
bracis-33612	115	14	fine	fine	ADV
bracis-33612	115	15	-	-	PUNCT
bracis-33612	115	16	tuned	tune	VERB
bracis-33612	115	17	on	on	ADP
bracis-33612	115	18	diverse	diverse	ADJ
bracis-33612	115	19	conversational	conversational	ADJ
bracis-33612	115	20	datasets	dataset	NOUN
bracis-33612	115	21	to	to	PART
bracis-33612	115	22	improve	improve	VERB
bracis-33612	115	23	its	its	PRON
bracis-33612	115	24	ability	ability	NOUN
bracis-33612	115	25	to	to	PART
bracis-33612	115	26	engage	engage	VERB
bracis-33612	115	27	in	in	ADP
bracis-33612	115	28	multi	multi	ADJ
bracis-33612	115	29	-	-	ADJ
bracis-33612	115	30	turn	turn	ADJ
bracis-33612	115	31	dialogue	dialogue	NOUN
bracis-33612	115	32	[	[	X
bracis-33612	115	33	20	20	NUM
bracis-33612	115	34	]	]	PUNCT
bracis-33612	115	35	.	.	PUNCT
bracis-33612	116	1	phi	phi	NOUN
bracis-33612	116	2	-	-	PUNCT
bracis-33612	116	3	bodefootnote	bodefootnote	ADJ
bracis-33612	116	4	8	8	NUM
bracis-33612	116	5	:	:	PUNCT
bracis-33612	116	6	a	a	DET
bracis-33612	116	7	language	language	NOUN
bracis-33612	116	8	model	model	NOUN
bracis-33612	116	9	fine	fine	ADV
bracis-33612	116	10	-	-	PUNCT
bracis-33612	116	11	tuned	tune	VERB
bracis-33612	116	12	from	from	ADP
bracis-33612	116	13	microsoft	microsoft	PROPN
bracis-33612	116	14	’s	’s	PART
bracis-33612	116	15	phi-2b	phi-2b	PROPN
bracis-33612	116	16	base	base	NOUN
bracis-33612	116	17	model	model	NOUN
bracis-33612	116	18	,	,	PUNCT
bracis-33612	116	19	refined	refine	VERB
bracis-33612	116	20	using	use	VERB
bracis-33612	116	21	the	the	DET
bracis-33612	116	22	translated	translate	VERB
bracis-33612	116	23	alpaca	alpaca	NOUN
bracis-33612	116	24	dataset	dataset	NOUN
bracis-33612	116	25	for	for	ADP
bracis-33612	116	26	fine	fine	ADV
bracis-33612	116	27	-	-	PUNCT
bracis-33612	116	28	tuning	tuning	NOUN
bracis-33612	116	29	,	,	PUNCT
bracis-33612	116	30	aimed	aim	VERB
bracis-33612	116	31	at	at	ADP
bracis-33612	116	32	adapting	adapt	VERB
bracis-33612	116	33	the	the	DET
bracis-33612	116	34	model	model	NOUN
bracis-33612	116	35	to	to	ADP
bracis-33612	116	36	the	the	DET
bracis-33612	116	37	nuances	nuance	NOUN
bracis-33612	116	38	of	of	ADP
bracis-33612	116	39	the	the	DET
bracis-33612	116	40	portuguese	portuguese	ADJ
bracis-33612	116	41	language	language	NOUN
bracis-33612	117	1	[	[	X
bracis-33612	117	2	14	14	NUM
bracis-33612	117	3	]	]	PUNCT
bracis-33612	117	4	.	.	PUNCT
bracis-33612	118	1	among	among	ADP
bracis-33612	118	2	the	the	DET
bracis-33612	118	3	selected	select	VERB
bracis-33612	118	4	models	model	NOUN
bracis-33612	118	5	,	,	PUNCT
bracis-33612	118	6	this	this	PRON
bracis-33612	118	7	is	be	AUX
bracis-33612	118	8	the	the	DET
bracis-33612	118	9	only	only	ADJ
bracis-33612	118	10	one	one	NUM
bracis-33612	118	11	specifically	specifically	ADV
bracis-33612	118	12	tuned	tune	VERB
bracis-33612	118	13	for	for	ADP
bracis-33612	118	14	portuguese	portuguese	PROPN
bracis-33612	118	15	.	.	PUNCT
bracis-33612	119	1	4.1	4.1	NUM
bracis-33612	119	2	datasets	dataset	NOUN
bracis-33612	119	3	two	two	NUM
bracis-33612	119	4	datasets	dataset	NOUN
bracis-33612	119	5	composed	compose	VERB
bracis-33612	119	6	of	of	ADP
bracis-33612	119	7	reviews	review	NOUN
bracis-33612	119	8	of	of	ADP
bracis-33612	119	9	products	product	NOUN
bracis-33612	119	10	or	or	CCONJ
bracis-33612	119	11	services	service	NOUN
bracis-33612	119	12	were	be	AUX
bracis-33612	119	13	selected	select	VERB
bracis-33612	119	14	to	to	PART
bracis-33612	119	15	perform	perform	VERB
bracis-33612	119	16	the	the	DET
bracis-33612	119	17	tests	test	NOUN
bracis-33612	119	18	,	,	PUNCT
bracis-33612	119	19	namely	namely	ADV
bracis-33612	119	20	:	:	PUNCT
bracis-33612	119	21	(	(	PUNCT
bracis-33612	119	22	i	i	NOUN
bracis-33612	119	23	)	)	PUNCT
bracis-33612	119	24	b2w	b2w	ADV
bracis-33612	119	25	-	-	PUNCT
bracis-33612	119	26	reviews01	reviews01	NOUN
bracis-33612	119	27	[	[	X
bracis-33612	119	28	19	19	NUM
bracis-33612	119	29	]	]	PUNCT
bracis-33612	119	30	and	and	CCONJ
bracis-33612	119	31	(	(	PUNCT
bracis-33612	119	32	ii	ii	NOUN
bracis-33612	119	33	)	)	PUNCT
bracis-33612	119	34	aspect	aspect	NOUN
bracis-33612	119	35	-	-	PUNCT
bracis-33612	119	36	based	base	VERB
bracis-33612	119	37	sentiment	sentiment	NOUN
bracis-33612	119	38	analysis	analysis	NOUN
bracis-33612	119	39	in	in	ADP
bracis-33612	119	40	portuguese	portuguese	PROPN
bracis-33612	119	41	(	(	PUNCT
bracis-33612	119	42	absapt	absapt	NOUN
bracis-33612	119	43	)	)	PUNCT
bracis-33612	119	44	2022	2022	NUM
bracis-33612	119	45	.	.	PUNCT
bracis-33612	120	1	the	the	DET
bracis-33612	120	2	datasets	dataset	NOUN
bracis-33612	120	3	are	be	AUX
bracis-33612	120	4	described	describe	VERB
bracis-33612	120	5	below	below	ADP
bracis-33612	120	6	:	:	PUNCT
bracis-33612	120	7	b2w	b2w	ADV
bracis-33612	120	8	-	-	PUNCT
bracis-33612	120	9	reviews01	reviews01	NOUN
bracis-33612	120	10	:	:	PUNCT
bracis-33612	120	11	this	this	DET
bracis-33612	120	12	dataset	dataset	NOUN
bracis-33612	120	13	constitutes	constitute	VERB
bracis-33612	120	14	an	an	DET
bracis-33612	120	15	open	open	ADJ
bracis-33612	120	16	corpus	corpus	NOUN
bracis-33612	120	17	of	of	ADP
bracis-33612	120	18	product	product	NOUN
bracis-33612	120	19	reviews	review	NOUN
bracis-33612	120	20	,	,	PUNCT
bracis-33612	120	21	comprising	comprise	VERB
bracis-33612	120	22	more	more	ADJ
bracis-33612	120	23	than	than	ADP
bracis-33612	120	24	130	130	NUM
bracis-33612	120	25	thousand	thousand	NUM
bracis-33612	120	26	reviews	review	NOUN
bracis-33612	120	27	from	from	ADP
bracis-33612	120	28	e	e	NOUN
bracis-33612	120	29	-	-	NOUN
bracis-33612	120	30	commerce	commerce	NOUN
bracis-33612	120	31	customers	customer	NOUN
bracis-33612	120	32	,	,	PUNCT
bracis-33612	120	33	collected	collect	VERB
bracis-33612	120	34	from	from	ADP
bracis-33612	120	35	the	the	DET
bracis-33612	120	36	americanas.com	americanas.com	X
bracis-33612	120	37	website	website	NOUN
bracis-33612	120	38	between	between	ADP
bracis-33612	120	39	january	january	PROPN
bracis-33612	120	40	and	and	CCONJ
bracis-33612	120	41	may	may	PROPN
bracis-33612	120	42	2018	2018	NUM
bracis-33612	120	43	.	.	PUNCT
bracis-33612	121	1	this	this	DET
bracis-33612	121	2	corpus	corpus	NOUN
bracis-33612	121	3	provides	provide	VERB
bracis-33612	121	4	product	product	NOUN
bracis-33612	121	5	title	title	NOUN
bracis-33612	121	6	texts	text	NOUN
bracis-33612	121	7	in	in	ADP
bracis-33612	121	8	portuguese	portuguese	PROPN
bracis-33612	121	9	;	;	PUNCT
bracis-33612	121	10	however	however	ADV
bracis-33612	121	11	,	,	PUNCT
bracis-33612	121	12	there	there	PRON
bracis-33612	121	13	are	be	VERB
bracis-33612	121	14	no	no	DET
bracis-33612	121	15	specialized	specialized	ADJ
bracis-33612	121	16	annotations	annotation	NOUN
bracis-33612	121	17	,	,	PUNCT
bracis-33612	121	18	which	which	PRON
bracis-33612	121	19	can	can	AUX
bracis-33612	121	20	make	make	VERB
bracis-33612	121	21	certain	certain	ADJ
bracis-33612	121	22	tasks	task	NOUN
bracis-33612	121	23	difficult	difficult	ADJ
bracis-33612	121	24	.	.	PUNCT
bracis-33612	122	1	absapt	absapt	NOUN
bracis-33612	122	2	2022	2022	NUM
bracis-33612	122	3	:	:	PUNCT
bracis-33612	122	4	this	this	DET
bracis-33612	122	5	dataset	dataset	NOUN
bracis-33612	122	6	contains	contain	VERB
bracis-33612	122	7	a	a	DET
bracis-33612	122	8	corpus	corpus	NOUN
bracis-33612	122	9	of	of	ADP
bracis-33612	122	10	reviews	review	NOUN
bracis-33612	122	11	about	about	ADP
bracis-33612	122	12	hosting	host	VERB
bracis-33612	122	13	service	service	NOUN
bracis-33612	122	14	companies	company	NOUN
bracis-33612	122	15	written	write	VERB
bracis-33612	122	16	in	in	ADP
bracis-33612	122	17	portuguese	portuguese	PROPN
bracis-33612	122	18	.	.	PUNCT
bracis-33612	123	1	the	the	DET
bracis-33612	123	2	specialists	specialist	NOUN
bracis-33612	123	3	annotated	annotate	VERB
bracis-33612	123	4	the	the	DET
bracis-33612	123	5	aspects	aspect	NOUN
bracis-33612	123	6	and	and	CCONJ
bracis-33612	123	7	their	their	PRON
bracis-33612	123	8	respective	respective	ADJ
bracis-33612	123	9	polarities	polarity	NOUN
bracis-33612	123	10	,	,	PUNCT
bracis-33612	123	11	totalling	total	VERB
bracis-33612	123	12	more	more	ADJ
bracis-33612	123	13	than	than	ADP
bracis-33612	123	14	800	800	NUM
bracis-33612	123	15	annotated	annotate	VERB
bracis-33612	123	16	reviews	review	NOUN
bracis-33612	123	17	.	.	PUNCT
bracis-33612	124	1	the	the	DET
bracis-33612	124	2	aspects	aspect	NOUN
bracis-33612	124	3	were	be	AUX
bracis-33612	124	4	used	use	VERB
bracis-33612	124	5	as	as	ADP
bracis-33612	124	6	the	the	DET
bracis-33612	124	7	target	target	NOUN
bracis-33612	124	8	keywords	keyword	NOUN
bracis-33612	124	9	in	in	ADP
bracis-33612	124	10	the	the	DET
bracis-33612	124	11	experiments	experiment	NOUN
bracis-33612	124	12	described	describe	VERB
bracis-33612	124	13	in	in	ADP
bracis-33612	124	14	this	this	DET
bracis-33612	124	15	paper	paper	NOUN
bracis-33612	124	16	.	.	PUNCT
bracis-33612	125	1	it	it	PRON
bracis-33612	125	2	is	be	AUX
bracis-33612	125	3	important	important	ADJ
bracis-33612	125	4	to	to	PART
bracis-33612	125	5	mention	mention	VERB
bracis-33612	125	6	that	that	PRON
bracis-33612	125	7	due	due	ADP
bracis-33612	125	8	to	to	ADP
bracis-33612	125	9	the	the	DET
bracis-33612	125	10	challenges	challenge	NOUN
bracis-33612	125	11	associated	associate	VERB
bracis-33612	125	12	with	with	ADP
bracis-33612	125	13	making	make	VERB
bracis-33612	125	14	inferences	inference	NOUN
bracis-33612	125	15	from	from	ADP
bracis-33612	125	16	llms	llm	NOUN
bracis-33612	125	17	on	on	ADP
bracis-33612	125	18	extensive	extensive	ADJ
bracis-33612	125	19	datasets	dataset	NOUN
bracis-33612	125	20	,	,	PUNCT
bracis-33612	125	21	we	we	PRON
bracis-33612	125	22	reduced	reduce	VERB
bracis-33612	125	23	the	the	DET
bracis-33612	125	24	dataset	dataset	NOUN
bracis-33612	125	25	sizes	size	NOUN
bracis-33612	125	26	for	for	ADP
bracis-33612	125	27	our	our	PRON
bracis-33612	125	28	experiments	experiment	NOUN
bracis-33612	125	29	:	:	PUNCT
bracis-33612	125	30	for	for	ADP
bracis-33612	125	31	the	the	DET
bracis-33612	125	32	b2w	b2w	ADV
bracis-33612	125	33	-	-	PUNCT
bracis-33612	125	34	reviews01	reviews01	NOUN
bracis-33612	125	35	,	,	PUNCT
bracis-33612	125	36	only	only	ADV
bracis-33612	125	37	the	the	DET
bracis-33612	125	38	first	first	ADJ
bracis-33612	125	39	100	100	NUM
bracis-33612	125	40	instances	instance	NOUN
bracis-33612	125	41	were	be	AUX
bracis-33612	125	42	used	use	VERB
bracis-33612	125	43	;	;	PUNCT
bracis-33612	125	44	while	while	SCONJ
bracis-33612	125	45	for	for	ADP
bracis-33612	125	46	the	the	DET
bracis-33612	125	47	absapt	absapt	NOUN
bracis-33612	125	48	2022	2022	NUM
bracis-33612	125	49	,	,	PUNCT
bracis-33612	125	50	we	we	PRON
bracis-33612	125	51	used	use	VERB
bracis-33612	125	52	the	the	DET
bracis-33612	125	53	test	test	NOUN
bracis-33612	125	54	dataset	dataset	NOUN
bracis-33612	125	55	which	which	PRON
bracis-33612	125	56	comprises	comprise	VERB
bracis-33612	125	57	184	184	NUM
bracis-33612	125	58	instances	instance	NOUN
bracis-33612	125	59	.	.	PUNCT
bracis-33612	126	1	4.2	4.2	NUM
bracis-33612	126	2	prompt	prompt	ADJ
bracis-33612	126	3	tuning	tune	VERB
bracis-33612	126	4	prompt	prompt	ADJ
bracis-33612	126	5	tuning	tuning	NOUN
bracis-33612	126	6	only	only	ADV
bracis-33612	126	7	updates	update	VERB
bracis-33612	126	8	the	the	DET
bracis-33612	126	9	input	input	NOUN
bracis-33612	126	10	values	value	NOUN
bracis-33612	126	11	of	of	ADP
bracis-33612	126	12	the	the	DET
bracis-33612	126	13	prompts	prompt	NOUN
bracis-33612	126	14	while	while	SCONJ
bracis-33612	126	15	the	the	DET
bracis-33612	126	16	llm	llm	PROPN
bracis-33612	126	17	parameters	parameter	NOUN
bracis-33612	126	18	remain	remain	VERB
bracis-33612	126	19	unchanged	unchanged	ADJ
bracis-33612	126	20	.	.	PUNCT
bracis-33612	127	1	this	this	DET
bracis-33612	127	2	tuning	tuning	NOUN
bracis-33612	127	3	method	method	NOUN
bracis-33612	127	4	allows	allow	VERB
bracis-33612	127	5	one	one	NUM
bracis-33612	127	6	to	to	PART
bracis-33612	127	7	guide	guide	VERB
bracis-33612	127	8	the	the	DET
bracis-33612	127	9	models	model	NOUN
bracis-33612	127	10	to	to	PART
bracis-33612	127	11	produce	produce	VERB
bracis-33612	127	12	more	more	ADV
bracis-33612	127	13	relevant	relevant	ADJ
bracis-33612	127	14	and	and	CCONJ
bracis-33612	127	15	accurate	accurate	ADJ
bracis-33612	127	16	outputs	output	NOUN
bracis-33612	127	17	without	without	ADP
bracis-33612	127	18	necessarily	necessarily	ADV
bracis-33612	127	19	having	have	VERB
bracis-33612	127	20	to	to	PART
bracis-33612	127	21	retrain	retrain	VERB
bracis-33612	127	22	them	they	PRON
bracis-33612	127	23	[	[	X
bracis-33612	127	24	11	11	NUM
bracis-33612	127	25	]	]	PUNCT
bracis-33612	127	26	.	.	PUNCT
bracis-33612	128	1	in	in	ADP
bracis-33612	128	2	this	this	DET
bracis-33612	128	3	study	study	NOUN
bracis-33612	128	4	,	,	PUNCT
bracis-33612	128	5	we	we	PRON
bracis-33612	128	6	experimented	experiment	VERB
bracis-33612	128	7	with	with	ADP
bracis-33612	128	8	a	a	DET
bracis-33612	128	9	few	few	ADJ
bracis-33612	128	10	prompt	prompt	ADJ
bracis-33612	128	11	structures	structure	NOUN
bracis-33612	128	12	(	(	PUNCT
bracis-33612	128	13	tables	table	NOUN
bracis-33612	128	14	 	 	SPACE
bracis-33612	128	15	2	2	NUM
bracis-33612	128	16	,	,	PUNCT
bracis-33612	128	17	3	3	NUM
bracis-33612	128	18	and	and	CCONJ
bracis-33612	128	19	4	4	NUM
bracis-33612	128	20	)	)	PUNCT
bracis-33612	128	21	to	to	PART
bracis-33612	128	22	evaluate	evaluate	VERB
bracis-33612	128	23	their	their	PRON
bracis-33612	128	24	effectiveness	effectiveness	NOUN
bracis-33612	128	25	across	across	ADP
bracis-33612	128	26	different	different	ADJ
bracis-33612	128	27	llms	llm	NOUN
bracis-33612	128	28	.	.	PUNCT
bracis-33612	129	1	below	below	ADV
bracis-33612	129	2	,	,	PUNCT
bracis-33612	129	3	we	we	PRON
bracis-33612	129	4	detail	detail	VERB
bracis-33612	129	5	the	the	DET
bracis-33612	129	6	tuning	tuning	NOUN
bracis-33612	129	7	process	process	NOUN
bracis-33612	129	8	and	and	CCONJ
bracis-33612	129	9	provide	provide	VERB
bracis-33612	129	10	examples	example	NOUN
bracis-33612	129	11	of	of	ADP
bracis-33612	129	12	the	the	DET
bracis-33612	129	13	tested	test	VERB
bracis-33612	129	14	prompts	prompt	NOUN
bracis-33612	129	15	along	along	ADP
bracis-33612	129	16	with	with	ADP
bracis-33612	129	17	their	their	PRON
bracis-33612	129	18	results	result	NOUN
bracis-33612	129	19	.	.	PUNCT
bracis-33612	130	1	note	note	VERB
bracis-33612	130	2	that	that	SCONJ
bracis-33612	130	3	all	all	DET
bracis-33612	130	4	prompts	prompt	NOUN
bracis-33612	130	5	have	have	VERB
bracis-33612	130	6	{	{	PUNCT
bracis-33612	130	7	text	text	NOUN
bracis-33612	130	8	}	}	PUNCT
bracis-33612	130	9	,	,	PUNCT
bracis-33612	130	10	which	which	PRON
bracis-33612	130	11	is	be	AUX
bracis-33612	130	12	a	a	DET
bracis-33612	130	13	variable	variable	NOUN
bracis-33612	130	14	where	where	SCONJ
bracis-33612	130	15	the	the	DET
bracis-33612	130	16	text	text	NOUN
bracis-33612	130	17	from	from	ADP
bracis-33612	130	18	which	which	PRON
bracis-33612	130	19	we	we	PRON
bracis-33612	130	20	want	want	VERB
bracis-33612	130	21	to	to	PART
bracis-33612	130	22	extract	extract	VERB
bracis-33612	130	23	the	the	DET
bracis-33612	130	24	keywords	keyword	NOUN
bracis-33612	130	25	will	will	AUX
bracis-33612	130	26	be	be	AUX
bracis-33612	130	27	prompted	prompt	VERB
bracis-33612	130	28	.	.	PUNCT
bracis-33612	131	1	for	for	ADP
bracis-33612	131	2	the	the	DET
bracis-33612	131	3	example	example	NOUN
bracis-33612	131	4	results	result	NOUN
bracis-33612	131	5	,	,	PUNCT
bracis-33612	131	6	we	we	PRON
bracis-33612	131	7	will	will	AUX
bracis-33612	131	8	use	use	VERB
bracis-33612	131	9	the	the	DET
bracis-33612	131	10	following	follow	VERB
bracis-33612	131	11	{	{	PUNCT
bracis-33612	131	12	text	text	NOUN
bracis-33612	131	13	}	}	PUNCT
bracis-33612	131	14	:	:	PUNCT
bracis-33612	131	15	copo	copo	NOUN
bracis-33612	131	16	acrílico	acrílico	NOUN
bracis-33612	131	17	com	com	NOUN
bracis-33612	131	18	canudo	canudo	NOUN
bracis-33612	131	19	500ml	500ml	PROPN
bracis-33612	131	20	rocie	rocie	NOUN
bracis-33612	131	21	.	.	PUNCT
bracis-33612	132	1	table	table	NOUN
bracis-33612	132	2	2	2	NUM
bracis-33612	132	3	.	.	PUNCT
bracis-33612	133	1	prompt	prompt	VERB
bracis-33612	133	2	#	#	SYM
bracis-33612	133	3	1full	1full	NUM
bracis-33612	133	4	size	size	NOUN
bracis-33612	133	5	table	table	NOUN
bracis-33612	133	6	table	table	NOUN
bracis-33612	133	7	3	3	NUM
bracis-33612	133	8	.	.	PUNCT
bracis-33612	133	9	prompt	prompt	VERB
bracis-33612	133	10	#	#	SYM
bracis-33612	133	11	2full	2full	NUM
bracis-33612	133	12	size	size	NOUN
bracis-33612	133	13	table	table	NOUN
bracis-33612	133	14	from	from	ADP
bracis-33612	133	15	prompt	prompt	ADJ
bracis-33612	133	16	#	#	SYM
bracis-33612	133	17	1	1	NUM
bracis-33612	133	18	we	we	PRON
bracis-33612	133	19	see	see	VERB
bracis-33612	133	20	that	that	SCONJ
bracis-33612	133	21	vlt5	vlt5	NOUN
bracis-33612	133	22	-	-	PUNCT
bracis-33612	133	23	base	base	NOUN
bracis-33612	133	24	-	-	PUNCT
bracis-33612	133	25	keywords	keyword	NOUN
bracis-33612	133	26	and	and	CCONJ
bracis-33612	133	27	flan	flan	PROPN
bracis-33612	133	28	-	-	PUNCT
bracis-33612	133	29	t5	t5	PROPN
bracis-33612	133	30	-	-	PUNCT
bracis-33612	133	31	xxl	xxl	PROPN
bracis-33612	133	32	were	be	AUX
bracis-33612	133	33	able	able	ADJ
bracis-33612	133	34	to	to	PART
bracis-33612	133	35	extract	extract	VERB
bracis-33612	133	36	words	word	NOUN
bracis-33612	133	37	in	in	ADP
bracis-33612	133	38	a	a	DET
bracis-33612	133	39	simpler	simple	ADJ
bracis-33612	133	40	way	way	NOUN
bracis-33612	133	41	,	,	PUNCT
bracis-33612	133	42	while	while	SCONJ
bracis-33612	133	43	bloom	bloom	NOUN
bracis-33612	133	44	had	have	VERB
bracis-33612	133	45	some	some	DET
bracis-33612	133	46	difficulty	difficulty	NOUN
bracis-33612	133	47	and	and	CCONJ
bracis-33612	133	48	blenderbot	blenderbot	NOUN
bracis-33612	133	49	seems	seem	VERB
bracis-33612	133	50	not	not	PART
bracis-33612	133	51	to	to	PART
bracis-33612	133	52	have	have	AUX
bracis-33612	133	53	understood	understand	VERB
bracis-33612	133	54	our	our	PRON
bracis-33612	133	55	request	request	NOUN
bracis-33612	133	56	.	.	PUNCT
bracis-33612	134	1	furthermore	furthermore	ADV
bracis-33612	134	2	,	,	PUNCT
bracis-33612	134	3	it	it	PRON
bracis-33612	134	4	is	be	AUX
bracis-33612	134	5	possible	possible	ADJ
bracis-33612	134	6	to	to	PART
bracis-33612	134	7	notice	notice	VERB
bracis-33612	134	8	that	that	SCONJ
bracis-33612	134	9	all	all	DET
bracis-33612	134	10	models	model	NOUN
bracis-33612	134	11	generated	generate	VERB
bracis-33612	134	12	some	some	DET
bracis-33612	134	13	words	word	NOUN
bracis-33612	134	14	that	that	PRON
bracis-33612	134	15	did	do	AUX
bracis-33612	134	16	not	not	PART
bracis-33612	134	17	exist	exist	VERB
bracis-33612	134	18	in	in	ADP
bracis-33612	134	19	the	the	DET
bracis-33612	134	20	input	input	NOUN
bracis-33612	134	21	text	text	NOUN
bracis-33612	134	22	,	,	PUNCT
bracis-33612	134	23	such	such	ADJ
bracis-33612	134	24	as	as	ADP
bracis-33612	134	25	“	"	PUNCT
bracis-33612	134	26	acríli	acríli	NOUN
bracis-33612	134	27	”	"	PUNCT
bracis-33612	134	28	,	,	PUNCT
bracis-33612	134	29	“	"	PUNCT
bracis-33612	134	30	cie	cie	PROPN
bracis-33612	134	31	”	"	PUNCT
bracis-33612	134	32	,	,	PUNCT
bracis-33612	134	33	and	and	CCONJ
bracis-33612	134	34	“	"	PUNCT
bracis-33612	134	35	n1056	n1056	NOUN
bracis-33612	134	36	”	"	PUNCT
bracis-33612	134	37	.	.	PUNCT
bracis-33612	135	1	after	after	ADP
bracis-33612	135	2	some	some	DET
bracis-33612	135	3	testing	testing	NOUN
bracis-33612	135	4	,	,	PUNCT
bracis-33612	135	5	it	it	PRON
bracis-33612	135	6	was	be	AUX
bracis-33612	135	7	found	find	VERB
bracis-33612	135	8	that	that	SCONJ
bracis-33612	135	9	adding	add	VERB
bracis-33612	135	10	“	"	PUNCT
bracis-33612	135	11	question	question	NOUN
bracis-33612	135	12	:	:	PUNCT
bracis-33612	135	13	”	"	PUNCT
bracis-33612	135	14	and	and	CCONJ
bracis-33612	135	15	“	"	PUNCT
bracis-33612	135	16	answer	answer	NOUN
bracis-33612	135	17	:	:	PUNCT
bracis-33612	135	18	”	"	PUNCT
bracis-33612	135	19	at	at	ADP
bracis-33612	135	20	the	the	DET
bracis-33612	135	21	beginning	beginning	NOUN
bracis-33612	135	22	and	and	CCONJ
bracis-33612	135	23	end	end	NOUN
bracis-33612	135	24	of	of	ADP
bracis-33612	135	25	the	the	DET
bracis-33612	135	26	prompt	prompt	NOUN
bracis-33612	135	27	helped	help	VERB
bracis-33612	135	28	some	some	DET
bracis-33612	135	29	models	model	NOUN
bracis-33612	135	30	generate	generate	VERB
bracis-33612	135	31	more	more	ADJ
bracis-33612	135	32	concise	concise	ADJ
bracis-33612	135	33	answers	answer	NOUN
bracis-33612	135	34	(	(	PUNCT
bracis-33612	135	35	table	table	NOUN
bracis-33612	135	36	 	 	SPACE
bracis-33612	135	37	3	3	NUM
bracis-33612	135	38	)	)	PUNCT
bracis-33612	135	39	.	.	PUNCT
bracis-33612	136	1	bloom	bloom	NOUN
bracis-33612	136	2	in	in	ADP
bracis-33612	136	3	this	this	DET
bracis-33612	136	4	case	case	NOUN
bracis-33612	136	5	only	only	ADV
bracis-33612	136	6	replicated	replicate	VERB
bracis-33612	136	7	the	the	DET
bracis-33612	136	8	input	input	NOUN
bracis-33612	136	9	text	text	NOUN
bracis-33612	136	10	,	,	PUNCT
bracis-33612	136	11	but	but	CCONJ
bracis-33612	136	12	did	do	AUX
bracis-33612	136	13	not	not	PART
bracis-33612	136	14	correctly	correctly	ADV
bracis-33612	136	15	answer	answer	VERB
bracis-33612	136	16	our	our	PRON
bracis-33612	136	17	request	request	NOUN
bracis-33612	136	18	to	to	PART
bracis-33612	136	19	generate	generate	VERB
bracis-33612	136	20	the	the	DET
bracis-33612	136	21	keywords	keyword	NOUN
bracis-33612	136	22	found	find	VERB
bracis-33612	136	23	in	in	ADP
bracis-33612	136	24	the	the	DET
bracis-33612	136	25	text	text	NOUN
bracis-33612	136	26	.	.	PUNCT
bracis-33612	137	1	table	table	NOUN
bracis-33612	137	2	4	4	NUM
bracis-33612	137	3	.	.	PUNCT
bracis-33612	138	1	prompt	prompt	VERB
bracis-33612	138	2	#	#	SYM
bracis-33612	138	3	3full	3full	NUM
bracis-33612	138	4	size	size	NOUN
bracis-33612	138	5	table	table	NOUN
bracis-33612	138	6	finally	finally	ADV
bracis-33612	138	7	,	,	PUNCT
bracis-33612	138	8	as	as	SCONJ
bracis-33612	138	9	bloom	bloom	NOUN
bracis-33612	138	10	is	be	AUX
bracis-33612	138	11	an	an	DET
bracis-33612	138	12	llm	llm	NOUN
bracis-33612	138	13	that	that	PRON
bracis-33612	138	14	continues	continue	VERB
bracis-33612	138	15	texts	text	NOUN
bracis-33612	138	16	from	from	ADP
bracis-33612	138	17	the	the	DET
bracis-33612	138	18	prompt	prompt	NOUN
bracis-33612	138	19	,	,	PUNCT
bracis-33612	138	20	“	"	PUNCT
bracis-33612	138	21	the	the	DET
bracis-33612	138	22	list	list	NOUN
bracis-33612	138	23	is	be	AUX
bracis-33612	138	24	”	"	PUNCT
bracis-33612	138	25	was	be	AUX
bracis-33612	138	26	added	add	VERB
bracis-33612	138	27	at	at	ADP
bracis-33612	138	28	the	the	DET
bracis-33612	138	29	“	"	PUNCT
bracis-33612	138	30	answer	answer	NOUN
bracis-33612	138	31	”	"	PUNCT
bracis-33612	138	32	part	part	NOUN
bracis-33612	138	33	(	(	PUNCT
bracis-33612	138	34	table	table	NOUN
bracis-33612	138	35	 	 	SPACE
bracis-33612	138	36	4	4	NUM
bracis-33612	138	37	)	)	PUNCT
bracis-33612	138	38	,	,	PUNCT
bracis-33612	138	39	which	which	PRON
bracis-33612	138	40	helped	help	VERB
bracis-33612	138	41	to	to	PART
bracis-33612	138	42	obtain	obtain	VERB
bracis-33612	138	43	more	more	ADV
bracis-33612	138	44	assertive	assertive	ADJ
bracis-33612	138	45	answers	answer	NOUN
bracis-33612	138	46	and	and	CCONJ
bracis-33612	138	47	did	do	AUX
bracis-33612	138	48	not	not	PART
bracis-33612	138	49	affect	affect	VERB
bracis-33612	138	50	the	the	DET
bracis-33612	138	51	answers	answer	NOUN
bracis-33612	138	52	of	of	ADP
bracis-33612	138	53	the	the	DET
bracis-33612	138	54	other	other	ADJ
bracis-33612	138	55	models	model	NOUN
bracis-33612	138	56	.	.	PUNCT
bracis-33612	139	1	thus	thus	ADV
bracis-33612	139	2	,	,	PUNCT
bracis-33612	139	3	prompt	prompt	ADJ
bracis-33612	139	4	#	#	SYM
bracis-33612	139	5	3	3	NUM
bracis-33612	139	6	was	be	AUX
bracis-33612	139	7	chosen	choose	VERB
bracis-33612	139	8	for	for	ADP
bracis-33612	139	9	the	the	DET
bracis-33612	139	10	experiments	experiment	NOUN
bracis-33612	139	11	.	.	PUNCT
bracis-33612	140	1	for	for	ADP
bracis-33612	140	2	experiments	experiment	NOUN
bracis-33612	140	3	containing	contain	VERB
bracis-33612	140	4	custom	custom	NOUN
bracis-33612	140	5	lists	list	NOUN
bracis-33612	140	6	,	,	PUNCT
bracis-33612	140	7	prompt	prompt	ADJ
bracis-33612	140	8	#	#	SYM
bracis-33612	140	9	3	3	NUM
bracis-33612	140	10	was	be	AUX
bracis-33612	140	11	used	use	VERB
bracis-33612	140	12	changing	change	VERB
bracis-33612	140	13	the	the	DET
bracis-33612	140	14	“	"	PUNCT
bracis-33612	140	15	based	base	VERB
bracis-33612	140	16	in	in	ADP
bracis-33612	140	17	the	the	DET
bracis-33612	140	18	following	follow	VERB
bracis-33612	140	19	phrase	phrase	NOUN
bracis-33612	140	20	,	,	PUNCT
bracis-33612	140	21	return	return	VERB
bracis-33612	140	22	a	a	DET
bracis-33612	140	23	list	list	NOUN
bracis-33612	140	24	of	of	ADP
bracis-33612	140	25	the	the	DET
bracis-33612	140	26	most	most	ADV
bracis-33612	140	27	relevant	relevant	ADJ
bracis-33612	140	28	words	word	NOUN
bracis-33612	140	29	:	:	PUNCT
bracis-33612	140	30	”	"	PUNCT
bracis-33612	140	31	to	to	PART
bracis-33612	140	32	“	"	PUNCT
bracis-33612	140	33	based	base	VERB
bracis-33612	140	34	in	in	ADP
bracis-33612	140	35	this	this	DET
bracis-33612	140	36	list	list	NOUN
bracis-33612	140	37	of	of	ADP
bracis-33612	140	38	words	word	NOUN
bracis-33612	140	39	{	{	PUNCT
bracis-33612	140	40	list	list	NOUN
bracis-33612	140	41	}	}	PUNCT
bracis-33612	140	42	,	,	PUNCT
bracis-33612	140	43	return	return	VERB
bracis-33612	140	44	only	only	ADV
bracis-33612	140	45	the	the	DET
bracis-33612	140	46	list	list	NOUN
bracis-33612	140	47	of	of	ADP
bracis-33612	140	48	words	word	NOUN
bracis-33612	140	49	that	that	PRON
bracis-33612	140	50	are	be	AUX
bracis-33612	140	51	in	in	ADP
bracis-33612	140	52	the	the	DET
bracis-33612	140	53	following	follow	VERB
bracis-33612	140	54	sentence	sentence	NOUN
bracis-33612	140	55	:	:	PUNCT
bracis-33612	140	56	”	"	PUNCT
bracis-33612	140	57	.	.	PUNCT
bracis-33612	141	1	as	as	SCONJ
bracis-33612	141	2	the	the	DET
bracis-33612	141	3	phi	phi	ADJ
bracis-33612	141	4	-	-	PUNCT
bracis-33612	141	5	bode	bode	ADJ
bracis-33612	141	6	model	model	NOUN
bracis-33612	141	7	was	be	AUX
bracis-33612	141	8	trained	train	VERB
bracis-33612	141	9	with	with	ADP
bracis-33612	141	10	texts	text	NOUN
bracis-33612	141	11	in	in	ADP
bracis-33612	141	12	portuguese	portuguese	ADJ
bracis-33612	141	13	,	,	PUNCT
bracis-33612	141	14	versions	version	NOUN
bracis-33612	141	15	of	of	ADP
bracis-33612	141	16	the	the	DET
bracis-33612	141	17	same	same	ADJ
bracis-33612	141	18	prompts	prompt	NOUN
bracis-33612	141	19	were	be	AUX
bracis-33612	141	20	used	use	VERB
bracis-33612	141	21	,	,	PUNCT
bracis-33612	141	22	but	but	CCONJ
bracis-33612	141	23	translated	translate	VERB
bracis-33612	141	24	to	to	ADP
bracis-33612	141	25	portuguese	portuguese	PROPN
bracis-33612	141	26	.	.	PUNCT
bracis-33612	142	1	4.3	4.3	NUM
bracis-33612	142	2	llms	llm	VERB
bracis-33612	142	3	post	post	ADJ
bracis-33612	142	4	-	-	ADJ
bracis-33612	142	5	processing	process	VERB
bracis-33612	142	6	the	the	DET
bracis-33612	142	7	outputs	output	NOUN
bracis-33612	142	8	generated	generate	VERB
bracis-33612	142	9	by	by	ADP
bracis-33612	142	10	the	the	DET
bracis-33612	142	11	llms	llm	NOUN
bracis-33612	142	12	did	do	AUX
bracis-33612	142	13	not	not	PART
bracis-33612	142	14	consistently	consistently	ADV
bracis-33612	142	15	adhere	adhere	VERB
bracis-33612	142	16	to	to	ADP
bracis-33612	142	17	a	a	DET
bracis-33612	142	18	standard	standard	ADJ
bracis-33612	142	19	format	format	NOUN
bracis-33612	142	20	in	in	ADP
bracis-33612	142	21	the	the	DET
bracis-33612	142	22	reference	reference	NOUN
bracis-33612	142	23	keyword	keyword	NOUN
bracis-33612	142	24	lists	list	NOUN
bracis-33612	142	25	used	use	VERB
bracis-33612	142	26	in	in	ADP
bracis-33612	142	27	our	our	PRON
bracis-33612	142	28	experiments	experiment	NOUN
bracis-33612	142	29	,	,	PUNCT
bracis-33612	142	30	requiring	require	VERB
bracis-33612	142	31	additional	additional	ADJ
bracis-33612	142	32	post	post	ADJ
bracis-33612	142	33	-	-	ADJ
bracis-33612	142	34	processing	processing	ADJ
bracis-33612	142	35	steps	step	NOUN
bracis-33612	142	36	.	.	PUNCT
bracis-33612	143	1	llms	llm	NOUN
bracis-33612	143	2	output	output	NOUN
bracis-33612	143	3	often	often	ADV
bracis-33612	143	4	contained	contain	VERB
bracis-33612	143	5	special	special	ADJ
bracis-33612	143	6	characters	character	NOUN
bracis-33612	143	7	,	,	PUNCT
bracis-33612	143	8	word	word	NOUN
bracis-33612	143	9	duplication	duplication	NOUN
bracis-33612	143	10	,	,	PUNCT
bracis-33612	143	11	and	and	CCONJ
bracis-33612	143	12	lacked	lack	VERB
bracis-33612	143	13	consistent	consistent	ADJ
bracis-33612	143	14	token	token	ADJ
bracis-33612	143	15	separation	separation	NOUN
bracis-33612	143	16	,	,	PUNCT
bracis-33612	143	17	which	which	PRON
bracis-33612	143	18	required	require	VERB
bracis-33612	143	19	thorough	thorough	ADJ
bracis-33612	143	20	cleaning	cleaning	NOUN
bracis-33612	143	21	before	before	ADP
bracis-33612	143	22	any	any	DET
bracis-33612	143	23	automatic	automatic	ADJ
bracis-33612	143	24	evaluation	evaluation	NOUN
bracis-33612	143	25	could	could	AUX
bracis-33612	143	26	be	be	AUX
bracis-33612	143	27	performed	perform	VERB
bracis-33612	143	28	.	.	PUNCT
bracis-33612	144	1	table	table	NOUN
bracis-33612	144	2	 	 	SPACE
bracis-33612	144	3	5	5	NUM
bracis-33612	144	4	brings	bring	VERB
bracis-33612	144	5	an	an	DET
bracis-33612	144	6	example	example	NOUN
bracis-33612	144	7	of	of	ADP
bracis-33612	144	8	the	the	DET
bracis-33612	144	9	result	result	NOUN
bracis-33612	144	10	obtained	obtain	VERB
bracis-33612	144	11	when	when	SCONJ
bracis-33612	144	12	searching	search	VERB
bracis-33612	144	13	for	for	ADP
bracis-33612	144	14	keywords	keyword	NOUN
bracis-33612	144	15	for	for	ADP
bracis-33612	144	16	the	the	DET
bracis-33612	144	17	input	input	NOUN
bracis-33612	144	18	text	text	NOUN
bracis-33612	144	19	{	{	PUNCT
bracis-33612	144	20	text	text	NOUN
bracis-33612	144	21	}	}	PUNCT
bracis-33612	144	22	.	.	PUNCT
bracis-33612	145	1	table	table	NOUN
bracis-33612	145	2	5	5	NUM
bracis-33612	145	3	.	.	PUNCT
bracis-33612	145	4	example	example	NOUN
bracis-33612	145	5	of	of	ADP
bracis-33612	145	6	llms	llm	NOUN
bracis-33612	145	7	outputs	output	NOUN
bracis-33612	145	8	for	for	ADP
bracis-33612	145	9	the	the	DET
bracis-33612	145	10	input	input	NOUN
bracis-33612	145	11	text	text	NOUN
bracis-33612	145	12	{	{	PUNCT
bracis-33612	145	13	text}full	text}full	NOUN
bracis-33612	145	14	size	size	NOUN
bracis-33612	145	15	table	table	NOUN
bracis-33612	145	16	since	since	SCONJ
bracis-33612	145	17	the	the	DET
bracis-33612	145	18	outputs	output	NOUN
bracis-33612	145	19	did	do	AUX
bracis-33612	145	20	not	not	PART
bracis-33612	145	21	follow	follow	VERB
bracis-33612	145	22	a	a	DET
bracis-33612	145	23	well	well	ADV
bracis-33612	145	24	-	-	PUNCT
bracis-33612	145	25	known	know	VERB
bracis-33612	145	26	pattern	pattern	NOUN
bracis-33612	145	27	,	,	PUNCT
bracis-33612	145	28	we	we	PRON
bracis-33612	145	29	removed	remove	VERB
bracis-33612	145	30	any	any	DET
bracis-33612	145	31	special	special	ADJ
bracis-33612	145	32	characters	character	NOUN
bracis-33612	145	33	from	from	ADP
bracis-33612	145	34	the	the	DET
bracis-33612	145	35	outputs	output	NOUN
bracis-33612	145	36	to	to	PART
bracis-33612	145	37	prevent	prevent	VERB
bracis-33612	145	38	them	they	PRON
bracis-33612	145	39	from	from	ADP
bracis-33612	145	40	interfering	interfere	VERB
bracis-33612	145	41	with	with	ADP
bracis-33612	145	42	evaluation	evaluation	NOUN
bracis-33612	145	43	metric	metric	ADJ
bracis-33612	145	44	process	process	NOUN
bracis-33612	145	45	.	.	PUNCT
bracis-33612	146	1	for	for	ADP
bracis-33612	146	2	instance	instance	NOUN
bracis-33612	146	3	,	,	PUNCT
bracis-33612	146	4	outputs	output	NOUN
bracis-33612	146	5	like	like	ADP
bracis-33612	146	6	“	"	PUNCT
bracis-33612	146	7	:	:	PUNCT
bracis-33612	146	8	localização	localização	PROPN
bracis-33612	146	9	,	,	PUNCT
bracis-33612	146	10	café	café	NOUN
bracis-33612	146	11	-	-	PUNCT
bracis-33612	146	12	da	da	NOUN
bracis-33612	146	13	-	-	PUNCT
bracis-33612	146	14	manhã	manhã	NOUN
bracis-33612	146	15	,	,	PUNCT
bracis-33612	146	16	diárias	diária	NOUN
bracis-33612	146	17	”	"	PUNCT
bracis-33612	146	18	were	be	AUX
bracis-33612	146	19	cleaned	clean	VERB
bracis-33612	146	20	to	to	PART
bracis-33612	146	21	remove	remove	VERB
bracis-33612	146	22	“	"	PUNCT
bracis-33612	146	23	:	:	PUNCT
bracis-33612	146	24	”	"	PUNCT
bracis-33612	146	25	,	,	PUNCT
bracis-33612	146	26	“	"	PUNCT
bracis-33612	146	27	-	-	PUNCT
bracis-33612	146	28	”	"	PUNCT
bracis-33612	146	29	,	,	PUNCT
bracis-33612	146	30	and	and	CCONJ
bracis-33612	146	31	accents	accent	NOUN
bracis-33612	146	32	,	,	PUNCT
bracis-33612	146	33	resulting	result	VERB
bracis-33612	146	34	in	in	ADP
bracis-33612	146	35	“	"	PUNCT
bracis-33612	146	36	localizacao	localizacao	PROPN
bracis-33612	146	37	cafe	cafe	NOUN
bracis-33612	146	38	da	da	PROPN
bracis-33612	146	39	manha	manha	PROPN
bracis-33612	146	40	diarias	diaria	NOUN
bracis-33612	146	41	”	"	PUNCT
bracis-33612	146	42	.	.	PUNCT
bracis-33612	147	1	this	this	DET
bracis-33612	147	2	step	step	NOUN
bracis-33612	147	3	was	be	AUX
bracis-33612	147	4	performed	perform	VERB
bracis-33612	147	5	to	to	PART
bracis-33612	147	6	avoid	avoid	VERB
bracis-33612	147	7	discrepancies	discrepancy	NOUN
bracis-33612	147	8	between	between	ADP
bracis-33612	147	9	the	the	DET
bracis-33612	147	10	evaluations	evaluation	NOUN
bracis-33612	147	11	,	,	PUNCT
bracis-33612	147	12	where	where	SCONJ
bracis-33612	147	13	the	the	DET
bracis-33612	147	14	word	word	NOUN
bracis-33612	147	15	“	"	PUNCT
bracis-33612	147	16	localização	localização	PROPN
bracis-33612	147	17	”	"	PUNCT
bracis-33612	147	18	could	could	AUX
bracis-33612	147	19	be	be	AUX
bracis-33612	147	20	considered	consider	VERB
bracis-33612	147	21	different	different	ADJ
bracis-33612	147	22	from	from	ADP
bracis-33612	147	23	“	"	PUNCT
bracis-33612	147	24	localizacao	localizacao	NOUN
bracis-33612	147	25	”	"	PUNCT
bracis-33612	147	26	.	.	PUNCT
bracis-33612	148	1	after	after	ADP
bracis-33612	148	2	cleaning	clean	VERB
bracis-33612	148	3	,	,	PUNCT
bracis-33612	148	4	we	we	PRON
bracis-33612	148	5	separated	separate	VERB
bracis-33612	148	6	the	the	DET
bracis-33612	148	7	output	output	NOUN
bracis-33612	148	8	into	into	ADP
bracis-33612	148	9	individual	individual	ADJ
bracis-33612	148	10	tokens	token	NOUN
bracis-33612	148	11	.	.	PUNCT
bracis-33612	149	1	this	this	DET
bracis-33612	149	2	step	step	NOUN
bracis-33612	149	3	is	be	AUX
bracis-33612	149	4	important	important	ADJ
bracis-33612	149	5	for	for	ADP
bracis-33612	149	6	transforming	transform	VERB
bracis-33612	149	7	textual	textual	ADJ
bracis-33612	149	8	data	datum	NOUN
bracis-33612	149	9	(	(	PUNCT
bracis-33612	149	10	strings	string	NOUN
bracis-33612	149	11	)	)	PUNCT
bracis-33612	149	12	into	into	ADP
bracis-33612	149	13	lists	list	NOUN
bracis-33612	149	14	with	with	ADP
bracis-33612	149	15	the	the	DET
bracis-33612	149	16	words	word	NOUN
bracis-33612	149	17	contained	contain	VERB
bracis-33612	149	18	in	in	ADP
bracis-33612	149	19	the	the	DET
bracis-33612	149	20	texts	text	NOUN
bracis-33612	149	21	,	,	PUNCT
bracis-33612	149	22	allowing	allow	VERB
bracis-33612	149	23	word	word	NOUN
bracis-33612	149	24	-	-	PUNCT
bracis-33612	149	25	by	by	ADP
bracis-33612	149	26	-	-	PUNCT
bracis-33612	149	27	word	word	NOUN
bracis-33612	149	28	comparisons	comparison	NOUN
bracis-33612	149	29	with	with	ADP
bracis-33612	149	30	the	the	DET
bracis-33612	149	31	experts	expert	NOUN
bracis-33612	149	32	’	’	PART
bracis-33612	149	33	annotations	annotation	NOUN
bracis-33612	149	34	.	.	PUNCT
bracis-33612	150	1	finally	finally	ADV
bracis-33612	150	2	,	,	PUNCT
bracis-33612	150	3	we	we	PRON
bracis-33612	150	4	removed	remove	VERB
bracis-33612	150	5	all	all	DET
bracis-33612	150	6	duplicate	duplicate	ADJ
bracis-33612	150	7	tokens	token	NOUN
bracis-33612	150	8	from	from	ADP
bracis-33612	150	9	the	the	DET
bracis-33612	150	10	lists	list	NOUN
bracis-33612	150	11	to	to	PART
bracis-33612	150	12	ensure	ensure	VERB
bracis-33612	150	13	that	that	SCONJ
bracis-33612	150	14	each	each	DET
bracis-33612	150	15	keyword	keyword	NOUN
bracis-33612	150	16	was	be	AUX
bracis-33612	150	17	unique	unique	ADJ
bracis-33612	150	18	.	.	PUNCT
bracis-33612	151	1	for	for	ADP
bracis-33612	151	2	example	example	NOUN
bracis-33612	151	3	,	,	PUNCT
bracis-33612	151	4	if	if	SCONJ
bracis-33612	151	5	a	a	DET
bracis-33612	151	6	list	list	NOUN
bracis-33612	151	7	was	be	AUX
bracis-33612	151	8	“	"	PUNCT
bracis-33612	151	9	[	[	X
bracis-33612	151	10	“	"	PUNCT
bracis-33612	151	11	localizacao	localizacao	NOUN
bracis-33612	151	12	”	"	PUNCT
bracis-33612	151	13	,	,	PUNCT
bracis-33612	151	14	“	"	PUNCT
bracis-33612	151	15	hotel	hotel	NOUN
bracis-33612	151	16	”	"	PUNCT
bracis-33612	151	17	,	,	PUNCT
bracis-33612	151	18	“	"	PUNCT
bracis-33612	151	19	hotel	hotel	NOUN
bracis-33612	151	20	”	"	PUNCT
bracis-33612	151	21	,	,	PUNCT
bracis-33612	151	22	“	"	PUNCT
bracis-33612	151	23	cafe	cafe	NOUN
bracis-33612	151	24	”	"	PUNCT
bracis-33612	151	25	]	]	PUNCT
bracis-33612	151	26	”	"	PUNCT
bracis-33612	151	27	,	,	PUNCT
bracis-33612	151	28	the	the	DET
bracis-33612	151	29	duplicate	duplicate	ADJ
bracis-33612	151	30	“	"	PUNCT
bracis-33612	151	31	hotel	hotel	NOUN
bracis-33612	151	32	”	"	PUNCT
bracis-33612	151	33	was	be	AUX
bracis-33612	151	34	removed	remove	VERB
bracis-33612	151	35	,	,	PUNCT
bracis-33612	151	36	resulting	result	VERB
bracis-33612	151	37	in	in	ADP
bracis-33612	151	38	“	"	PUNCT
bracis-33612	151	39	[	[	X
bracis-33612	151	40	“	"	PUNCT
bracis-33612	151	41	locali	locali	ADJ
bracis-33612	151	42	-	-	NOUN
bracis-33612	151	43	zacao	zacao	NOUN
bracis-33612	151	44	”	"	PUNCT
bracis-33612	151	45	,	,	PUNCT
bracis-33612	151	46	“	"	PUNCT
bracis-33612	151	47	hotel	hotel	NOUN
bracis-33612	151	48	”	"	PUNCT
bracis-33612	151	49	,	,	PUNCT
bracis-33612	151	50	“	"	PUNCT
bracis-33612	151	51	cafe	cafe	NOUN
bracis-33612	151	52	”	"	PUNCT
bracis-33612	151	53	]	]	PUNCT
bracis-33612	151	54	”	"	PUNCT
bracis-33612	151	55	.	.	PUNCT
bracis-33612	152	1	this	this	DET
bracis-33612	152	2	deduplication	deduplication	NOUN
bracis-33612	152	3	process	process	NOUN
bracis-33612	152	4	was	be	AUX
bracis-33612	152	5	necessary	necessary	ADJ
bracis-33612	152	6	to	to	PART
bracis-33612	152	7	accurately	accurately	ADV
bracis-33612	152	8	reflect	reflect	VERB
bracis-33612	152	9	the	the	DET
bracis-33612	152	10	diversity	diversity	NOUN
bracis-33612	152	11	of	of	ADP
bracis-33612	152	12	keywords	keyword	NOUN
bracis-33612	152	13	generated	generate	VERB
bracis-33612	152	14	by	by	ADP
bracis-33612	152	15	the	the	DET
bracis-33612	152	16	llms	llm	NOUN
bracis-33612	152	17	.	.	PUNCT
bracis-33612	153	1	these	these	DET
bracis-33612	153	2	post	post	ADJ
bracis-33612	153	3	-	-	ADJ
bracis-33612	153	4	processing	processing	ADJ
bracis-33612	153	5	steps	step	NOUN
bracis-33612	153	6	were	be	AUX
bracis-33612	153	7	critical	critical	ADJ
bracis-33612	153	8	in	in	ADP
bracis-33612	153	9	preparing	prepare	VERB
bracis-33612	153	10	the	the	DET
bracis-33612	153	11	llm	llm	PROPN
bracis-33612	153	12	outputs	output	NOUN
bracis-33612	153	13	for	for	ADP
bracis-33612	153	14	fair	fair	ADJ
bracis-33612	153	15	and	and	CCONJ
bracis-33612	153	16	accurate	accurate	ADJ
bracis-33612	153	17	comparison	comparison	NOUN
bracis-33612	153	18	with	with	ADP
bracis-33612	153	19	the	the	DET
bracis-33612	153	20	annotated	annotate	VERB
bracis-33612	153	21	data	datum	NOUN
bracis-33612	153	22	.	.	PUNCT
bracis-33612	154	1	they	they	PRON
bracis-33612	154	2	ensured	ensure	VERB
bracis-33612	154	3	that	that	SCONJ
bracis-33612	154	4	the	the	DET
bracis-33612	154	5	evaluation	evaluation	NOUN
bracis-33612	154	6	metrics	metric	NOUN
bracis-33612	154	7	were	be	AUX
bracis-33612	154	8	based	base	VERB
bracis-33612	154	9	on	on	ADP
bracis-33612	154	10	clean	clean	ADJ
bracis-33612	154	11	and	and	CCONJ
bracis-33612	154	12	standardized	standardized	ADJ
bracis-33612	154	13	outputs	output	NOUN
bracis-33612	154	14	,	,	PUNCT
bracis-33612	154	15	thus	thus	ADV
bracis-33612	154	16	providing	provide	VERB
bracis-33612	154	17	a	a	DET
bracis-33612	154	18	more	more	ADV
bracis-33612	154	19	reliable	reliable	ADJ
bracis-33612	154	20	assessment	assessment	NOUN
bracis-33612	154	21	of	of	ADP
bracis-33612	154	22	the	the	DET
bracis-33612	154	23	llms	llm	NOUN
bracis-33612	154	24	’	’	PART
bracis-33612	154	25	performance	performance	NOUN
bracis-33612	154	26	for	for	ADP
bracis-33612	154	27	this	this	DET
bracis-33612	154	28	specific	specific	ADJ
bracis-33612	154	29	task	task	NOUN
bracis-33612	154	30	.	.	PUNCT
bracis-33612	155	1	4.4	4.4	NUM
bracis-33612	155	2	evaluation	evaluation	NOUN
bracis-33612	155	3	metrics	metric	NOUN
bracis-33612	155	4	the	the	DET
bracis-33612	155	5	assessment	assessment	NOUN
bracis-33612	155	6	of	of	ADP
bracis-33612	155	7	the	the	DET
bracis-33612	155	8	outputs	output	NOUN
bracis-33612	155	9	was	be	AUX
bracis-33612	155	10	made	make	VERB
bracis-33612	155	11	based	base	VERB
bracis-33612	155	12	on	on	ADP
bracis-33612	155	13	the	the	DET
bracis-33612	155	14	metrics	metric	NOUN
bracis-33612	155	15	commonly	commonly	ADV
bracis-33612	155	16	used	use	VERB
bracis-33612	155	17	in	in	ADP
bracis-33612	155	18	the	the	DET
bracis-33612	155	19	literature	literature	NOUN
bracis-33612	155	20	:	:	PUNCT
bracis-33612	155	21	precision	precision	NOUN
bracis-33612	155	22	,	,	PUNCT
bracis-33612	155	23	recall	recall	NOUN
bracis-33612	155	24	,	,	PUNCT
bracis-33612	155	25	and	and	CCONJ
bracis-33612	155	26	f1	f1	NOUN
bracis-33612	155	27	-	-	PUNCT
bracis-33612	155	28	score	score	NOUN
bracis-33612	155	29	.	.	PUNCT
bracis-33612	156	1	precision	precision	NOUN
bracis-33612	156	2	is	be	AUX
bracis-33612	156	3	the	the	DET
bracis-33612	156	4	proportion	proportion	NOUN
bracis-33612	156	5	of	of	ADP
bracis-33612	156	6	instances	instance	NOUN
bracis-33612	156	7	classified	classify	VERB
bracis-33612	156	8	as	as	ADP
bracis-33612	156	9	positive	positive	ADJ
bracis-33612	156	10	that	that	PRON
bracis-33612	156	11	are	be	AUX
bracis-33612	156	12	actually	actually	ADV
bracis-33612	156	13	positive	positive	ADJ
bracis-33612	156	14	.	.	PUNCT
bracis-33612	157	1	recall	recall	PROPN
bracis-33612	157	2	is	be	AUX
bracis-33612	157	3	the	the	DET
bracis-33612	157	4	proportion	proportion	NOUN
bracis-33612	157	5	of	of	ADP
bracis-33612	157	6	actual	actual	ADJ
bracis-33612	157	7	positive	positive	ADJ
bracis-33612	157	8	instances	instance	NOUN
bracis-33612	157	9	that	that	PRON
bracis-33612	157	10	are	be	AUX
bracis-33612	157	11	correctly	correctly	ADV
bracis-33612	157	12	classified	classify	VERB
bracis-33612	157	13	as	as	ADP
bracis-33612	157	14	positive	positive	ADJ
bracis-33612	157	15	.	.	PUNCT
bracis-33612	158	1	f1	f1	NOUN
bracis-33612	158	2	-	-	PUNCT
bracis-33612	158	3	score	score	NOUN
bracis-33612	158	4	is	be	AUX
bracis-33612	158	5	the	the	DET
bracis-33612	158	6	harmonic	harmonic	ADJ
bracis-33612	158	7	mean	mean	NOUN
bracis-33612	158	8	of	of	ADP
bracis-33612	158	9	precision	precision	NOUN
bracis-33612	158	10	and	and	CCONJ
bracis-33612	158	11	recall	recall	NOUN
bracis-33612	158	12	,	,	PUNCT
bracis-33612	158	13	providing	provide	VERB
bracis-33612	158	14	a	a	DET
bracis-33612	158	15	balanced	balanced	ADJ
bracis-33612	158	16	measure	measure	NOUN
bracis-33612	158	17	between	between	ADP
bracis-33612	158	18	the	the	DET
bracis-33612	158	19	two	two	NUM
bracis-33612	158	20	metrics	metric	NOUN
bracis-33612	158	21	.	.	PUNCT
bracis-33612	159	1	our	our	PRON
bracis-33612	159	2	experiments	experiment	NOUN
bracis-33612	159	3	also	also	ADV
bracis-33612	159	4	considered	consider	VERB
bracis-33612	159	5	two	two	NUM
bracis-33612	159	6	similarity	similarity	NOUN
bracis-33612	159	7	measures	measure	NOUN
bracis-33612	159	8	:	:	PUNCT
bracis-33612	159	9	cosine	cosine	NOUN
bracis-33612	159	10	similarity	similarity	NOUN
bracis-33612	159	11	and	and	CCONJ
bracis-33612	159	12	jaccard	jaccard	ADJ
bracis-33612	159	13	similarity	similarity	NOUN
bracis-33612	159	14	.	.	PUNCT
bracis-33612	160	1	similarity	similarity	NOUN
bracis-33612	160	2	is	be	AUX
bracis-33612	160	3	a	a	DET
bracis-33612	160	4	quantitative	quantitative	ADJ
bracis-33612	160	5	measure	measure	NOUN
bracis-33612	160	6	used	use	VERB
bracis-33612	160	7	to	to	PART
bracis-33612	160	8	determine	determine	VERB
bracis-33612	160	9	the	the	DET
bracis-33612	160	10	degree	degree	NOUN
bracis-33612	160	11	of	of	ADP
bracis-33612	160	12	similarity	similarity	NOUN
bracis-33612	160	13	between	between	ADP
bracis-33612	160	14	objects	object	NOUN
bracis-33612	160	15	,	,	PUNCT
bracis-33612	160	16	and	and	CCONJ
bracis-33612	160	17	is	be	AUX
bracis-33612	160	18	often	often	ADV
bracis-33612	160	19	used	use	VERB
bracis-33612	160	20	to	to	PART
bracis-33612	160	21	compare	compare	VERB
bracis-33612	160	22	two	two	NUM
bracis-33612	160	23	distinct	distinct	ADJ
bracis-33612	160	24	vectors	vector	NOUN
bracis-33612	160	25	.	.	PUNCT
bracis-33612	161	1	these	these	DET
bracis-33612	161	2	metrics	metric	NOUN
bracis-33612	161	3	are	be	AUX
bracis-33612	161	4	fundamental	fundamental	ADJ
bracis-33612	161	5	in	in	ADP
bracis-33612	161	6	information	information	NOUN
bracis-33612	161	7	retrieval	retrieval	NOUN
bracis-33612	161	8	,	,	PUNCT
bracis-33612	161	9	nlp	nlp	NOUN
bracis-33612	161	10	,	,	PUNCT
bracis-33612	161	11	and	and	CCONJ
bracis-33612	161	12	machine	machine	NOUN
bracis-33612	161	13	learning	learning	NOUN
bracis-33612	161	14	,	,	PUNCT
bracis-33612	161	15	where	where	SCONJ
bracis-33612	161	16	identifying	identify	VERB
bracis-33612	161	17	patterns	pattern	NOUN
bracis-33612	161	18	and	and	CCONJ
bracis-33612	161	19	benchmarking	benchmarking	NOUN
bracis-33612	161	20	are	be	AUX
bracis-33612	161	21	essential	essential	ADJ
bracis-33612	161	22	.	.	PUNCT
bracis-33612	162	1	the	the	DET
bracis-33612	162	2	cosine	cosine	NOUN
bracis-33612	162	3	similarity	similarity	NOUN
bracis-33612	162	4	calculates	calculate	VERB
bracis-33612	162	5	the	the	DET
bracis-33612	162	6	cosine	cosine	NOUN
bracis-33612	162	7	of	of	ADP
bracis-33612	162	8	the	the	DET
bracis-33612	162	9	angle	angle	NOUN
bracis-33612	162	10	between	between	ADP
bracis-33612	162	11	two	two	NUM
bracis-33612	162	12	vectors	vector	NOUN
bracis-33612	162	13	.	.	PUNCT
bracis-33612	163	1	the	the	PRON
bracis-33612	163	2	closer	close	ADV
bracis-33612	163	3	the	the	DET
bracis-33612	163	4	cosine	cosine	NOUN
bracis-33612	163	5	value	value	NOUN
bracis-33612	163	6	is	be	AUX
bracis-33612	163	7	to	to	ADP
bracis-33612	163	8	1	1	NUM
bracis-33612	163	9	,	,	PUNCT
bracis-33612	163	10	the	the	PRON
bracis-33612	163	11	greater	great	ADJ
bracis-33612	163	12	the	the	DET
bracis-33612	163	13	similarity	similarity	NOUN
bracis-33612	163	14	between	between	ADP
bracis-33612	163	15	the	the	DET
bracis-33612	163	16	entities	entity	NOUN
bracis-33612	163	17	jaccard	jaccard	ADJ
bracis-33612	163	18	similarity	similarity	NOUN
bracis-33612	163	19	is	be	AUX
bracis-33612	163	20	defined	define	VERB
bracis-33612	163	21	as	as	ADP
bracis-33612	163	22	the	the	DET
bracis-33612	163	23	ratio	ratio	NOUN
bracis-33612	163	24	between	between	ADP
bracis-33612	163	25	the	the	DET
bracis-33612	163	26	size	size	NOUN
bracis-33612	163	27	of	of	ADP
bracis-33612	163	28	the	the	DET
bracis-33612	163	29	intersection	intersection	NOUN
bracis-33612	163	30	of	of	ADP
bracis-33612	163	31	the	the	DET
bracis-33612	163	32	sets	set	NOUN
bracis-33612	163	33	and	and	CCONJ
bracis-33612	163	34	the	the	DET
bracis-33612	163	35	size	size	NOUN
bracis-33612	163	36	of	of	ADP
bracis-33612	163	37	their	their	PRON
bracis-33612	163	38	union	union	NOUN
bracis-33612	163	39	,	,	PUNCT
bracis-33612	163	40	ranging	range	VERB
bracis-33612	163	41	from	from	ADP
bracis-33612	163	42	0	0	NUM
bracis-33612	163	43	to	to	ADP
bracis-33612	163	44	1	1	NUM
bracis-33612	163	45	,	,	PUNCT
bracis-33612	163	46	where	where	SCONJ
bracis-33612	163	47	1	1	NUM
bracis-33612	163	48	indicates	indicate	VERB
bracis-33612	163	49	that	that	SCONJ
bracis-33612	163	50	the	the	DET
bracis-33612	163	51	sets	set	NOUN
bracis-33612	163	52	are	be	AUX
bracis-33612	163	53	identical	identical	ADJ
bracis-33612	163	54	and	and	CCONJ
bracis-33612	163	55	0	0	NUM
bracis-33612	163	56	indicates	indicate	VERB
bracis-33612	163	57	that	that	SCONJ
bracis-33612	163	58	there	there	PRON
bracis-33612	163	59	are	be	VERB
bracis-33612	163	60	no	no	DET
bracis-33612	163	61	elements	element	NOUN
bracis-33612	163	62	in	in	ADP
bracis-33612	163	63	common	common	ADJ
bracis-33612	163	64	.	.	PUNCT
bracis-33612	164	1	5	5	NUM
bracis-33612	164	2	results	result	NOUN
bracis-33612	164	3	and	and	CCONJ
bracis-33612	164	4	 	 	SPACE
bracis-33612	164	5	analysis	analysis	NOUN
bracis-33612	164	6	we	we	PRON
bracis-33612	164	7	applied	apply	VERB
bracis-33612	164	8	the	the	DET
bracis-33612	164	9	5	5	NUM
bracis-33612	164	10	previously	previously	ADV
bracis-33612	164	11	presented	present	VERB
bracis-33612	164	12	llm	llm	NOUN
bracis-33612	164	13	models	model	NOUN
bracis-33612	164	14	to	to	ADP
bracis-33612	164	15	the	the	DET
bracis-33612	164	16	2	2	NUM
bracis-33612	164	17	datasets	dataset	NOUN
bracis-33612	164	18	and	and	CCONJ
bracis-33612	164	19	compared	compare	VERB
bracis-33612	164	20	them	they	PRON
bracis-33612	164	21	with	with	ADP
bracis-33612	164	22	our	our	PRON
bracis-33612	164	23	tool	tool	NOUN
bracis-33612	164	24	–	–	PUNCT
bracis-33612	164	25	for	for	ADP
bracis-33612	164	26	uske	uske	NOUN
bracis-33612	164	27	,	,	PUNCT
bracis-33612	164	28	the	the	DET
bracis-33612	164	29	outputs	output	NOUN
bracis-33612	164	30	of	of	ADP
bracis-33612	164	31	each	each	DET
bracis-33612	164	32	technique	technique	NOUN
bracis-33612	164	33	were	be	AUX
bracis-33612	164	34	merged	merge	VERB
bracis-33612	164	35	to	to	PART
bracis-33612	164	36	comprehensively	comprehensively	ADV
bracis-33612	164	37	evaluate	evaluate	VERB
bracis-33612	164	38	the	the	DET
bracis-33612	164	39	tool	tool	NOUN
bracis-33612	164	40	.	.	PUNCT
bracis-33612	165	1	the	the	DET
bracis-33612	165	2	results	result	NOUN
bracis-33612	165	3	were	be	AUX
bracis-33612	165	4	evaluated	evaluate	VERB
bracis-33612	165	5	differently	differently	ADV
bracis-33612	165	6	,	,	PUNCT
bracis-33612	165	7	since	since	SCONJ
bracis-33612	165	8	the	the	DET
bracis-33612	165	9	absapt	absapt	NOUN
bracis-33612	165	10	2022	2022	NUM
bracis-33612	165	11	dataset	dataset	NOUN
bracis-33612	165	12	had	have	VERB
bracis-33612	165	13	a	a	DET
bracis-33612	165	14	prior	prior	ADJ
bracis-33612	165	15	annotation	annotation	NOUN
bracis-33612	165	16	,	,	PUNCT
bracis-33612	165	17	enabling	enable	VERB
bracis-33612	165	18	direct	direct	ADJ
bracis-33612	165	19	analysis	analysis	NOUN
bracis-33612	165	20	,	,	PUNCT
bracis-33612	165	21	while	while	SCONJ
bracis-33612	165	22	b2w	b2w	ADV
bracis-33612	165	23	-	-	PUNCT
bracis-33612	165	24	reviews01	reviews01	NOUN
bracis-33612	165	25	did	do	VERB
bracis-33612	165	26	not	not	PART
bracis-33612	165	27	.	.	PUNCT
bracis-33612	166	1	5.1	5.1	NUM
bracis-33612	166	2	absapt	absapt	NOUN
bracis-33612	166	3	2022	2022	NUM
bracis-33612	166	4	results	result	NOUN
bracis-33612	166	5	this	this	DET
bracis-33612	166	6	dataset	dataset	NOUN
bracis-33612	166	7	has	have	VERB
bracis-33612	166	8	a	a	DET
bracis-33612	166	9	prior	prior	ADJ
bracis-33612	166	10	annotation	annotation	NOUN
bracis-33612	166	11	of	of	ADP
bracis-33612	166	12	aspects	aspect	NOUN
bracis-33612	166	13	for	for	ADP
bracis-33612	166	14	the	the	DET
bracis-33612	166	15	aspect	aspect	NOUN
bracis-33612	166	16	-	-	PUNCT
bracis-33612	166	17	based	base	VERB
bracis-33612	166	18	sentiment	sentiment	NOUN
bracis-33612	166	19	analysis	analysis	NOUN
bracis-33612	166	20	(	(	PUNCT
bracis-33612	166	21	absa	absa	X
bracis-33612	166	22	)	)	PUNCT
bracis-33612	166	23	task	task	NOUN
bracis-33612	166	24	and	and	CCONJ
bracis-33612	166	25	these	these	DET
bracis-33612	166	26	aspects	aspect	NOUN
bracis-33612	166	27	were	be	AUX
bracis-33612	166	28	considered	consider	VERB
bracis-33612	166	29	our	our	PRON
bracis-33612	166	30	reference	reference	NOUN
bracis-33612	166	31	keywords	keyword	NOUN
bracis-33612	166	32	.	.	PUNCT
bracis-33612	167	1	so	so	ADV
bracis-33612	167	2	,	,	PUNCT
bracis-33612	167	3	two	two	NUM
bracis-33612	167	4	specific	specific	ADJ
bracis-33612	167	5	tests	test	NOUN
bracis-33612	167	6	were	be	AUX
bracis-33612	167	7	applied	apply	VERB
bracis-33612	167	8	:	:	PUNCT
bracis-33612	167	9	(	(	PUNCT
bracis-33612	167	10	i	i	NOUN
bracis-33612	167	11	)	)	PUNCT
bracis-33612	167	12	extraction	extraction	NOUN
bracis-33612	167	13	of	of	ADP
bracis-33612	167	14	keywords	keyword	NOUN
bracis-33612	167	15	without	without	ADP
bracis-33612	167	16	the	the	DET
bracis-33612	167	17	list	list	NOUN
bracis-33612	167	18	of	of	ADP
bracis-33612	167	19	annotated	annotate	VERB
bracis-33612	167	20	words	word	NOUN
bracis-33612	167	21	and	and	CCONJ
bracis-33612	167	22	(	(	PUNCT
bracis-33612	167	23	ii	ii	NOUN
bracis-33612	167	24	)	)	PUNCT
bracis-33612	167	25	direct	direct	ADJ
bracis-33612	167	26	extraction	extraction	NOUN
bracis-33612	167	27	of	of	ADP
bracis-33612	167	28	keywords	keyword	NOUN
bracis-33612	167	29	from	from	ADP
bracis-33612	167	30	the	the	DET
bracis-33612	167	31	annotations	annotation	NOUN
bracis-33612	167	32	.	.	PUNCT
bracis-33612	168	1	table	table	NOUN
bracis-33612	168	2	 	 	SPACE
bracis-33612	168	3	6	6	NUM
bracis-33612	168	4	presents	present	VERB
bracis-33612	168	5	the	the	DET
bracis-33612	168	6	results	result	NOUN
bracis-33612	168	7	from	from	ADP
bracis-33612	168	8	the	the	DET
bracis-33612	168	9	first	first	ADJ
bracis-33612	168	10	 	 	SPACE
bracis-33612	168	11	case	case	NOUN
bracis-33612	168	12	.	.	PUNCT
bracis-33612	169	1	in	in	ADP
bracis-33612	169	2	this	this	DET
bracis-33612	169	3	specific	specific	ADJ
bracis-33612	169	4	dataset	dataset	NOUN
bracis-33612	169	5	,	,	PUNCT
bracis-33612	169	6	since	since	SCONJ
bracis-33612	169	7	annotated	annotated	ADJ
bracis-33612	169	8	data	datum	NOUN
bracis-33612	169	9	were	be	AUX
bracis-33612	169	10	available	available	ADJ
bracis-33612	169	11	,	,	PUNCT
bracis-33612	169	12	jaccard	jaccard	ADJ
bracis-33612	169	13	and	and	CCONJ
bracis-33612	169	14	cosine	cosine	NOUN
bracis-33612	169	15	similarity	similarity	NOUN
bracis-33612	169	16	metrics	metric	NOUN
bracis-33612	169	17	were	be	AUX
bracis-33612	169	18	directly	directly	ADV
bracis-33612	169	19	applied	apply	VERB
bracis-33612	169	20	to	to	ADP
bracis-33612	169	21	the	the	DET
bracis-33612	169	22	annotated	annotate	VERB
bracis-33612	169	23	data	datum	NOUN
bracis-33612	169	24	to	to	PART
bracis-33612	169	25	evaluate	evaluate	VERB
bracis-33612	169	26	the	the	DET
bracis-33612	169	27	similarity	similarity	NOUN
bracis-33612	169	28	between	between	ADP
bracis-33612	169	29	the	the	DET
bracis-33612	169	30	model	model	NOUN
bracis-33612	169	31	outputs	output	NOUN
bracis-33612	169	32	and	and	CCONJ
bracis-33612	169	33	the	the	DET
bracis-33612	169	34	annotated	annotate	VERB
bracis-33612	169	35	data	datum	NOUN
bracis-33612	169	36	.	.	PUNCT
bracis-33612	170	1	table	table	NOUN
bracis-33612	170	2	6	6	NUM
bracis-33612	170	3	.	.	PUNCT
bracis-33612	171	1	absapt	absapt	NOUN
bracis-33612	171	2	2022	2022	NUM
bracis-33612	171	3	without	without	ADP
bracis-33612	171	4	custom	custom	NOUN
bracis-33612	171	5	listfull	listfull	ADJ
bracis-33612	171	6	size	size	NOUN
bracis-33612	171	7	table	table	NOUN
bracis-33612	171	8	the	the	DET
bracis-33612	171	9	results	result	NOUN
bracis-33612	171	10	demonstrate	demonstrate	VERB
bracis-33612	171	11	that	that	SCONJ
bracis-33612	171	12	uske	uske	PROPN
bracis-33612	171	13	obtained	obtain	VERB
bracis-33612	171	14	a	a	DET
bracis-33612	171	15	precision	precision	NOUN
bracis-33612	171	16	close	close	ADV
bracis-33612	171	17	to	to	ADP
bracis-33612	171	18	the	the	DET
bracis-33612	171	19	vlt5	vlt5	NOUN
bracis-33612	171	20	-	-	PUNCT
bracis-33612	171	21	base	base	NOUN
bracis-33612	171	22	and	and	CCONJ
bracis-33612	171	23	flan	flan	NOUN
bracis-33612	171	24	-	-	PUNCT
bracis-33612	171	25	t5	t5	PROPN
bracis-33612	171	26	models	model	NOUN
bracis-33612	171	27	and	and	CCONJ
bracis-33612	171	28	was	be	AUX
bracis-33612	171	29	the	the	DET
bracis-33612	171	30	third	third	ADV
bracis-33612	171	31	-	-	PUNCT
bracis-33612	171	32	best	good	ADJ
bracis-33612	171	33	method	method	NOUN
bracis-33612	171	34	in	in	ADP
bracis-33612	171	35	recall	recall	NOUN
bracis-33612	171	36	and	and	CCONJ
bracis-33612	171	37	f1	f1	NOUN
bracis-33612	171	38	-	-	PUNCT
bracis-33612	171	39	score	score	NOUN
bracis-33612	171	40	.	.	PUNCT
bracis-33612	172	1	on	on	ADP
bracis-33612	172	2	the	the	DET
bracis-33612	172	3	other	other	ADJ
bracis-33612	172	4	hand	hand	NOUN
bracis-33612	172	5	,	,	PUNCT
bracis-33612	172	6	blenderbot	blenderbot	NOUN
bracis-33612	172	7	did	do	AUX
bracis-33612	172	8	not	not	PART
bracis-33612	172	9	get	get	VERB
bracis-33612	172	10	any	any	DET
bracis-33612	172	11	significant	significant	ADJ
bracis-33612	172	12	results	result	NOUN
bracis-33612	172	13	,	,	PUNCT
bracis-33612	172	14	as	as	SCONJ
bracis-33612	172	15	it	it	PRON
bracis-33612	172	16	was	be	AUX
bracis-33612	172	17	trained	train	VERB
bracis-33612	172	18	with	with	ADP
bracis-33612	172	19	a	a	DET
bracis-33612	172	20	conversational	conversational	ADJ
bracis-33612	172	21	objective	objective	NOUN
bracis-33612	172	22	and	and	CCONJ
bracis-33612	172	23	could	could	AUX
bracis-33612	172	24	not	not	PART
bracis-33612	172	25	generate	generate	VERB
bracis-33612	172	26	direct	direct	ADJ
bracis-33612	172	27	answers	answer	NOUN
bracis-33612	172	28	for	for	ADP
bracis-33612	172	29	this	this	DET
bracis-33612	172	30	specific	specific	ADJ
bracis-33612	172	31	task	task	NOUN
bracis-33612	172	32	,	,	PUNCT
bracis-33612	172	33	and	and	CCONJ
bracis-33612	172	34	although	although	SCONJ
bracis-33612	172	35	keybert	keybert	NOUN
bracis-33612	172	36	achieves	achieve	VERB
bracis-33612	172	37	considerable	considerable	ADJ
bracis-33612	172	38	similarity	similarity	NOUN
bracis-33612	172	39	values	value	NOUN
bracis-33612	172	40	,	,	PUNCT
bracis-33612	172	41	it	it	PRON
bracis-33612	172	42	does	do	AUX
bracis-33612	172	43	not	not	PART
bracis-33612	172	44	have	have	VERB
bracis-33612	172	45	competitive	competitive	ADJ
bracis-33612	172	46	results	result	NOUN
bracis-33612	172	47	in	in	ADP
bracis-33612	172	48	terms	term	NOUN
bracis-33612	172	49	of	of	ADP
bracis-33612	172	50	precision	precision	NOUN
bracis-33612	172	51	and	and	CCONJ
bracis-33612	172	52	recall	recall	NOUN
bracis-33612	172	53	.	.	PUNCT
bracis-33612	173	1	furthermore	furthermore	ADV
bracis-33612	173	2	,	,	PUNCT
bracis-33612	173	3	phi	phi	ADJ
bracis-33612	173	4	-	-	PUNCT
bracis-33612	173	5	bode	bode	NOUN
bracis-33612	173	6	and	and	CCONJ
bracis-33612	173	7	bloom	bloom	NOUN
bracis-33612	173	8	obtained	obtain	VERB
bracis-33612	173	9	significantly	significantly	ADV
bracis-33612	173	10	better	well	ADJ
bracis-33612	173	11	results	result	NOUN
bracis-33612	173	12	in	in	ADP
bracis-33612	173	13	precision	precision	NOUN
bracis-33612	173	14	,	,	PUNCT
bracis-33612	173	15	recall	recall	NOUN
bracis-33612	173	16	,	,	PUNCT
bracis-33612	173	17	and	and	CCONJ
bracis-33612	173	18	f1	f1	NOUN
bracis-33612	173	19	-	-	PUNCT
bracis-33612	173	20	score	score	NOUN
bracis-33612	173	21	,	,	PUNCT
bracis-33612	173	22	but	but	CCONJ
bracis-33612	173	23	the	the	DET
bracis-33612	173	24	similarity	similarity	NOUN
bracis-33612	173	25	values	value	NOUN
bracis-33612	173	26	were	be	AUX
bracis-33612	173	27	low	low	ADJ
bracis-33612	173	28	.	.	PUNCT
bracis-33612	174	1	this	this	PRON
bracis-33612	174	2	happened	happen	VERB
bracis-33612	174	3	because	because	SCONJ
bracis-33612	174	4	the	the	DET
bracis-33612	174	5	llms	llm	NOUN
bracis-33612	174	6	generated	generate	VERB
bracis-33612	174	7	more	more	ADJ
bracis-33612	174	8	texts	text	NOUN
bracis-33612	174	9	than	than	SCONJ
bracis-33612	174	10	expected	expect	VERB
bracis-33612	174	11	,	,	PUNCT
bracis-33612	174	12	reducing	reduce	VERB
bracis-33612	174	13	similarity	similarity	NOUN
bracis-33612	174	14	,	,	PUNCT
bracis-33612	174	15	but	but	CCONJ
bracis-33612	174	16	since	since	SCONJ
bracis-33612	174	17	most	most	ADJ
bracis-33612	174	18	of	of	ADP
bracis-33612	174	19	the	the	DET
bracis-33612	174	20	time	time	NOUN
bracis-33612	174	21	the	the	DET
bracis-33612	174	22	expected	expect	VERB
bracis-33612	174	23	outputs	output	NOUN
bracis-33612	174	24	were	be	AUX
bracis-33612	174	25	between	between	ADP
bracis-33612	174	26	the	the	DET
bracis-33612	174	27	generated	generate	VERB
bracis-33612	174	28	text	text	NOUN
bracis-33612	174	29	,	,	PUNCT
bracis-33612	174	30	this	this	PRON
bracis-33612	174	31	led	lead	VERB
bracis-33612	174	32	to	to	ADP
bracis-33612	174	33	increased	increase	VERB
bracis-33612	174	34	precision	precision	NOUN
bracis-33612	174	35	and	and	CCONJ
bracis-33612	174	36	recall	recall	NOUN
bracis-33612	174	37	.	.	PUNCT
bracis-33612	175	1	in	in	ADP
bracis-33612	175	2	contrast	contrast	NOUN
bracis-33612	175	3	,	,	PUNCT
bracis-33612	175	4	table	table	NOUN
bracis-33612	175	5	 	 	SPACE
bracis-33612	175	6	7	7	NUM
bracis-33612	175	7	shows	show	VERB
bracis-33612	175	8	the	the	DET
bracis-33612	175	9	test	test	NOUN
bracis-33612	175	10	results	result	NOUN
bracis-33612	175	11	with	with	ADP
bracis-33612	175	12	the	the	DET
bracis-33612	175	13	list	list	NOUN
bracis-33612	175	14	of	of	ADP
bracis-33612	175	15	words	word	NOUN
bracis-33612	175	16	we	we	PRON
bracis-33612	175	17	wanted	want	VERB
bracis-33612	175	18	to	to	PART
bracis-33612	175	19	extract	extract	VERB
bracis-33612	175	20	from	from	ADP
bracis-33612	175	21	the	the	DET
bracis-33612	175	22	text	text	NOUN
bracis-33612	175	23	,	,	PUNCT
bracis-33612	175	24	where	where	SCONJ
bracis-33612	175	25	we	we	PRON
bracis-33612	175	26	evaluate	evaluate	VERB
bracis-33612	175	27	the	the	DET
bracis-33612	175	28	results	result	NOUN
bracis-33612	175	29	like	like	ADP
bracis-33612	175	30	the	the	DET
bracis-33612	175	31	previous	previous	ADJ
bracis-33612	175	32	table	table	NOUN
bracis-33612	175	33	.	.	PUNCT
bracis-33612	176	1	table	table	NOUN
bracis-33612	176	2	7	7	NUM
bracis-33612	176	3	.	.	PUNCT
bracis-33612	177	1	absapt	absapt	VERB
bracis-33612	177	2	2022	2022	NUM
bracis-33612	177	3	with	with	ADP
bracis-33612	177	4	custom	custom	NOUN
bracis-33612	177	5	listfull	listfull	ADJ
bracis-33612	177	6	size	size	NOUN
bracis-33612	177	7	table	table	NOUN
bracis-33612	177	8	as	as	SCONJ
bracis-33612	177	9	our	our	PRON
bracis-33612	177	10	pipeline	pipeline	NOUN
bracis-33612	177	11	was	be	AUX
bracis-33612	177	12	developed	develop	VERB
bracis-33612	177	13	to	to	PART
bracis-33612	177	14	extract	extract	VERB
bracis-33612	177	15	keywords	keyword	NOUN
bracis-33612	177	16	directly	directly	ADV
bracis-33612	177	17	from	from	ADP
bracis-33612	177	18	the	the	DET
bracis-33612	177	19	text	text	NOUN
bracis-33612	177	20	,	,	PUNCT
bracis-33612	177	21	the	the	DET
bracis-33612	177	22	experiments	experiment	NOUN
bracis-33612	177	23	using	use	VERB
bracis-33612	177	24	a	a	DET
bracis-33612	177	25	predefined	predefine	VERB
bracis-33612	177	26	list	list	NOUN
bracis-33612	177	27	lead	lead	VERB
bracis-33612	177	28	to	to	ADP
bracis-33612	177	29	high	high	ADJ
bracis-33612	177	30	values	value	NOUN
bracis-33612	177	31	in	in	ADP
bracis-33612	177	32	all	all	DET
bracis-33612	177	33	the	the	DET
bracis-33612	177	34	metrics	metric	NOUN
bracis-33612	177	35	evaluated	evaluate	VERB
bracis-33612	177	36	.	.	PUNCT
bracis-33612	178	1	llm	llm	NOUN
bracis-33612	178	2	models	model	NOUN
bracis-33612	178	3	were	be	AUX
bracis-33612	178	4	unable	unable	ADJ
bracis-33612	178	5	to	to	PART
bracis-33612	178	6	consistently	consistently	ADV
bracis-33612	178	7	extract	extract	VERB
bracis-33612	178	8	the	the	DET
bracis-33612	178	9	required	require	VERB
bracis-33612	178	10	words	word	NOUN
bracis-33612	178	11	.	.	PUNCT
bracis-33612	179	1	although	although	SCONJ
bracis-33612	179	2	only	only	ADV
bracis-33612	179	3	the	the	DET
bracis-33612	179	4	vlt5	vlt5	NOUN
bracis-33612	179	5	-	-	PUNCT
bracis-33612	179	6	base	base	NOUN
bracis-33612	179	7	and	and	CCONJ
bracis-33612	179	8	flan	flan	PROPN
bracis-33612	179	9	-	-	ADJ
bracis-33612	179	10	t5	t5	PROPN
bracis-33612	179	11	models	model	NOUN
bracis-33612	179	12	managed	manage	VERB
bracis-33612	179	13	to	to	PART
bracis-33612	179	14	obtain	obtain	VERB
bracis-33612	179	15	a	a	DET
bracis-33612	179	16	slightly	slightly	ADV
bracis-33612	179	17	higher	high	ADJ
bracis-33612	179	18	f1	f1	NOUN
bracis-33612	179	19	-	-	PUNCT
bracis-33612	179	20	score	score	NOUN
bracis-33612	179	21	than	than	ADP
bracis-33612	179	22	the	the	DET
bracis-33612	179	23	previous	previous	ADJ
bracis-33612	179	24	test	test	NOUN
bracis-33612	179	25	,	,	PUNCT
bracis-33612	179	26	all	all	DET
bracis-33612	179	27	models	model	NOUN
bracis-33612	179	28	(	(	PUNCT
bracis-33612	179	29	except	except	SCONJ
bracis-33612	179	30	for	for	ADP
bracis-33612	179	31	blenderbot	blenderbot	NOUN
bracis-33612	179	32	and	and	CCONJ
bracis-33612	179	33	phi	phi	NOUN
bracis-33612	179	34	-	-	PUNCT
bracis-33612	179	35	bode	bode	NOUN
bracis-33612	179	36	)	)	PUNCT
bracis-33612	179	37	obtained	obtain	VERB
bracis-33612	179	38	superior	superior	ADJ
bracis-33612	179	39	results	result	NOUN
bracis-33612	179	40	in	in	ADP
bracis-33612	179	41	recall	recall	NOUN
bracis-33612	179	42	.	.	PUNCT
bracis-33612	180	1	however	however	ADV
bracis-33612	180	2	,	,	PUNCT
bracis-33612	180	3	it	it	PRON
bracis-33612	180	4	is	be	AUX
bracis-33612	180	5	important	important	ADJ
bracis-33612	180	6	to	to	PART
bracis-33612	180	7	mention	mention	VERB
bracis-33612	180	8	that	that	SCONJ
bracis-33612	180	9	the	the	DET
bracis-33612	180	10	precision	precision	NOUN
bracis-33612	180	11	values	value	NOUN
bracis-33612	180	12	decreased	decrease	VERB
bracis-33612	180	13	in	in	ADP
bracis-33612	180	14	all	all	DET
bracis-33612	180	15	cases	case	NOUN
bracis-33612	180	16	,	,	PUNCT
bracis-33612	180	17	and	and	CCONJ
bracis-33612	180	18	the	the	DET
bracis-33612	180	19	execution	execution	NOUN
bracis-33612	180	20	time	time	NOUN
bracis-33612	180	21	also	also	ADV
bracis-33612	180	22	increased	increase	VERB
bracis-33612	180	23	.	.	PUNCT
bracis-33612	181	1	finally	finally	ADV
bracis-33612	181	2	,	,	PUNCT
bracis-33612	181	3	keybert	keybert	PROPN
bracis-33612	181	4	was	be	AUX
bracis-33612	181	5	developed	develop	VERB
bracis-33612	181	6	only	only	ADV
bracis-33612	181	7	to	to	PART
bracis-33612	181	8	find	find	VERB
bracis-33612	181	9	keywords	keyword	NOUN
bracis-33612	181	10	in	in	ADP
bracis-33612	181	11	an	an	DET
bracis-33612	181	12	unsupervised	unsupervised	ADJ
bracis-33612	181	13	way	way	NOUN
bracis-33612	181	14	,	,	PUNCT
bracis-33612	181	15	and	and	CCONJ
bracis-33612	181	16	it	it	PRON
bracis-33612	181	17	is	be	AUX
bracis-33612	181	18	not	not	PART
bracis-33612	181	19	able	able	ADJ
bracis-33612	181	20	to	to	PART
bracis-33612	181	21	deal	deal	VERB
bracis-33612	181	22	with	with	ADP
bracis-33612	181	23	a	a	DET
bracis-33612	181	24	predefined	predefine	VERB
bracis-33612	181	25	list	list	NOUN
bracis-33612	181	26	.	.	PUNCT
bracis-33612	182	1	furthermore	furthermore	ADV
bracis-33612	182	2	,	,	PUNCT
bracis-33612	182	3	processing	processing	NOUN
bracis-33612	182	4	time	time	NOUN
bracis-33612	182	5	became	become	VERB
bracis-33612	182	6	longer	long	ADJ
bracis-33612	182	7	in	in	ADP
bracis-33612	182	8	all	all	DET
bracis-33612	182	9	llms	llm	NOUN
bracis-33612	182	10	(	(	PUNCT
bracis-33612	182	11	except	except	SCONJ
bracis-33612	182	12	for	for	ADP
bracis-33612	182	13	blenderbot	blenderbot	NOUN
bracis-33612	182	14	)	)	PUNCT
bracis-33612	182	15	,	,	PUNCT
bracis-33612	182	16	since	since	SCONJ
bracis-33612	182	17	the	the	DET
bracis-33612	182	18	prompts	prompt	NOUN
bracis-33612	182	19	were	be	AUX
bracis-33612	182	20	larger	large	ADJ
bracis-33612	182	21	due	due	ADP
bracis-33612	182	22	to	to	ADP
bracis-33612	182	23	the	the	DET
bracis-33612	182	24	lists	list	NOUN
bracis-33612	182	25	that	that	PRON
bracis-33612	182	26	were	be	AUX
bracis-33612	182	27	sent	send	VERB
bracis-33612	182	28	together	together	ADV
bracis-33612	182	29	with	with	ADP
bracis-33612	182	30	the	the	DET
bracis-33612	182	31	texts	text	NOUN
bracis-33612	182	32	.	.	PUNCT
bracis-33612	183	1	5.2	5.2	NUM
bracis-33612	183	2	b2w	b2w	ADV
bracis-33612	183	3	-	-	PUNCT
bracis-33612	183	4	reviews01	reviews01	NOUN
bracis-33612	183	5	results	result	NOUN
bracis-33612	183	6	although	although	SCONJ
bracis-33612	183	7	this	this	DET
bracis-33612	183	8	dataset	dataset	NOUN
bracis-33612	183	9	does	do	AUX
bracis-33612	183	10	not	not	PART
bracis-33612	183	11	have	have	VERB
bracis-33612	183	12	prior	prior	ADJ
bracis-33612	183	13	annotations	annotation	NOUN
bracis-33612	183	14	,	,	PUNCT
bracis-33612	183	15	it	it	PRON
bracis-33612	183	16	is	be	AUX
bracis-33612	183	17	possible	possible	ADJ
bracis-33612	183	18	to	to	PART
bracis-33612	183	19	evaluate	evaluate	VERB
bracis-33612	183	20	whether	whether	SCONJ
bracis-33612	183	21	the	the	DET
bracis-33612	183	22	results	result	NOUN
bracis-33612	183	23	are	be	AUX
bracis-33612	183	24	meaningful	meaningful	ADJ
bracis-33612	183	25	using	use	VERB
bracis-33612	183	26	similarity	similarity	NOUN
bracis-33612	183	27	tests	test	NOUN
bracis-33612	183	28	.	.	PUNCT
bracis-33612	184	1	as	as	SCONJ
bracis-33612	184	2	the	the	DET
bracis-33612	184	3	task	task	NOUN
bracis-33612	184	4	is	be	AUX
bracis-33612	184	5	to	to	PART
bracis-33612	184	6	search	search	VERB
bracis-33612	184	7	for	for	ADP
bracis-33612	184	8	explicit	explicit	ADJ
bracis-33612	184	9	words	word	NOUN
bracis-33612	184	10	in	in	ADP
bracis-33612	184	11	the	the	DET
bracis-33612	184	12	text	text	NOUN
bracis-33612	184	13	,	,	PUNCT
bracis-33612	184	14	the	the	DET
bracis-33612	184	15	models	model	NOUN
bracis-33612	184	16	’	'	PUNCT
bracis-33612	184	17	responses	response	NOUN
bracis-33612	184	18	need	need	VERB
bracis-33612	184	19	to	to	PART
bracis-33612	184	20	have	have	VERB
bracis-33612	184	21	some	some	DET
bracis-33612	184	22	degree	degree	NOUN
bracis-33612	184	23	of	of	ADP
bracis-33612	184	24	similarity	similarity	NOUN
bracis-33612	184	25	with	with	ADP
bracis-33612	184	26	the	the	DET
bracis-33612	184	27	input	input	NOUN
bracis-33612	184	28	text	text	NOUN
bracis-33612	184	29	.	.	PUNCT
bracis-33612	185	1	in	in	ADP
bracis-33612	185	2	this	this	DET
bracis-33612	185	3	way	way	NOUN
bracis-33612	185	4	,	,	PUNCT
bracis-33612	185	5	if	if	SCONJ
bracis-33612	185	6	the	the	DET
bracis-33612	185	7	similarity	similarity	NOUN
bracis-33612	185	8	is	be	AUX
bracis-33612	185	9	equal	equal	ADJ
bracis-33612	185	10	to	to	ADP
bracis-33612	185	11	or	or	CCONJ
bracis-33612	185	12	close	close	ADV
bracis-33612	185	13	to	to	ADP
bracis-33612	185	14	0	0	NUM
bracis-33612	185	15	,	,	PUNCT
bracis-33612	185	16	it	it	PRON
bracis-33612	185	17	is	be	AUX
bracis-33612	185	18	possible	possible	ADJ
bracis-33612	185	19	to	to	PART
bracis-33612	185	20	say	say	VERB
bracis-33612	185	21	that	that	SCONJ
bracis-33612	185	22	the	the	DET
bracis-33612	185	23	language	language	NOUN
bracis-33612	185	24	models	model	NOUN
bracis-33612	185	25	were	be	AUX
bracis-33612	185	26	not	not	PART
bracis-33612	185	27	able	able	ADJ
bracis-33612	185	28	to	to	PART
bracis-33612	185	29	answer	answer	VERB
bracis-33612	185	30	the	the	DET
bracis-33612	185	31	request	request	NOUN
bracis-33612	185	32	.	.	PUNCT
bracis-33612	186	1	the	the	DET
bracis-33612	186	2	results	result	NOUN
bracis-33612	186	3	can	can	AUX
bracis-33612	186	4	be	be	AUX
bracis-33612	186	5	seen	see	VERB
bracis-33612	186	6	in	in	ADP
bracis-33612	186	7	table	table	NOUN
bracis-33612	186	8	 	 	SPACE
bracis-33612	186	9	8	8	NUM
bracis-33612	186	10	.	.	PUNCT
bracis-33612	186	11	table	table	NOUN
bracis-33612	186	12	8	8	NUM
bracis-33612	186	13	.	.	PUNCT
bracis-33612	187	1	b2w	b2w	ADV
bracis-33612	187	2	-	-	PUNCT
bracis-33612	187	3	reviews01	reviews01	NOUN
bracis-33612	187	4	resultsfull	resultsfull	NOUN
bracis-33612	187	5	size	size	NOUN
bracis-33612	187	6	table	table	NOUN
bracis-33612	187	7	phi	phi	NOUN
bracis-33612	187	8	-	-	PUNCT
bracis-33612	187	9	bode	bode	NOUN
bracis-33612	187	10	obtained	obtain	VERB
bracis-33612	187	11	the	the	DET
bracis-33612	187	12	highest	high	ADJ
bracis-33612	187	13	similarity	similarity	NOUN
bracis-33612	187	14	values	value	NOUN
bracis-33612	187	15	,	,	PUNCT
bracis-33612	187	16	demonstrating	demonstrate	VERB
bracis-33612	187	17	that	that	SCONJ
bracis-33612	187	18	its	its	PRON
bracis-33612	187	19	outputs	output	NOUN
bracis-33612	187	20	were	be	AUX
bracis-33612	187	21	most	most	ADV
bracis-33612	187	22	often	often	ADV
bracis-33612	187	23	related	relate	VERB
bracis-33612	187	24	to	to	ADP
bracis-33612	187	25	the	the	DET
bracis-33612	187	26	input	input	NOUN
bracis-33612	187	27	text	text	NOUN
bracis-33612	187	28	.	.	PUNCT
bracis-33612	188	1	uske	uske	PROPN
bracis-33612	188	2	also	also	ADV
bracis-33612	188	3	achieved	achieve	VERB
bracis-33612	188	4	respectable	respectable	ADJ
bracis-33612	188	5	scores	score	NOUN
bracis-33612	188	6	with	with	ADP
bracis-33612	188	7	a	a	DET
bracis-33612	188	8	jaccard	jaccard	ADJ
bracis-33612	188	9	similarity	similarity	NOUN
bracis-33612	188	10	of	of	ADP
bracis-33612	188	11	0.38	0.38	NUM
bracis-33612	188	12	and	and	CCONJ
bracis-33612	188	13	a	a	DET
bracis-33612	188	14	cosine	cosine	NOUN
bracis-33612	188	15	similarity	similarity	NOUN
bracis-33612	188	16	of	of	ADP
bracis-33612	188	17	0.55	0.55	NUM
bracis-33612	188	18	,	,	PUNCT
bracis-33612	188	19	staying	stay	VERB
bracis-33612	188	20	at	at	ADP
bracis-33612	188	21	the	the	DET
bracis-33612	188	22	average	average	NOUN
bracis-33612	188	23	of	of	ADP
bracis-33612	188	24	llms	llm	NOUN
bracis-33612	188	25	.	.	PUNCT
bracis-33612	189	1	keybert	keybert	PROPN
bracis-33612	189	2	achieved	achieve	VERB
bracis-33612	189	3	similarity	similarity	NOUN
bracis-33612	189	4	values	value	NOUN
bracis-33612	189	5	very	very	ADV
bracis-33612	189	6	close	close	ADV
bracis-33612	189	7	to	to	ADP
bracis-33612	189	8	uske	uske	NOUN
bracis-33612	189	9	.	.	PUNCT
bracis-33612	190	1	in	in	ADP
bracis-33612	190	2	terms	term	NOUN
bracis-33612	190	3	of	of	ADP
bracis-33612	190	4	processing	processing	NOUN
bracis-33612	190	5	time	time	NOUN
bracis-33612	190	6	,	,	PUNCT
bracis-33612	190	7	uske	uske	PROPN
bracis-33612	190	8	outperformed	outperform	VERB
bracis-33612	190	9	the	the	DET
bracis-33612	190	10	others	other	NOUN
bracis-33612	190	11	,	,	PUNCT
bracis-33612	190	12	completing	complete	VERB
bracis-33612	190	13	the	the	DET
bracis-33612	190	14	task	task	NOUN
bracis-33612	190	15	in	in	ADP
bracis-33612	190	16	just	just	ADV
bracis-33612	190	17	0.31	0.31	NUM
bracis-33612	190	18	 	 	SPACE
bracis-33612	190	19	s	s	PROPN
bracis-33612	190	20	,	,	PUNCT
bracis-33612	190	21	which	which	PRON
bracis-33612	190	22	is	be	AUX
bracis-33612	190	23	significantly	significantly	ADV
bracis-33612	190	24	faster	fast	ADJ
bracis-33612	190	25	than	than	ADP
bracis-33612	190	26	the	the	DET
bracis-33612	190	27	llms	llm	NOUN
bracis-33612	190	28	.	.	PUNCT
bracis-33612	191	1	keybert	keybert	PROPN
bracis-33612	191	2	also	also	ADV
bracis-33612	191	3	had	have	VERB
bracis-33612	191	4	a	a	DET
bracis-33612	191	5	fast	fast	ADJ
bracis-33612	191	6	processing	processing	NOUN
bracis-33612	191	7	time	time	NOUN
bracis-33612	191	8	of	of	ADP
bracis-33612	191	9	1.81	1.81	NUM
bracis-33612	191	10	 	 	SPACE
bracis-33612	191	11	s.	s.	PROPN
bracis-33612	191	12	however	however	ADV
bracis-33612	191	13	,	,	PUNCT
bracis-33612	191	14	phi	phi	ADJ
bracis-33612	191	15	-	-	PUNCT
bracis-33612	191	16	bode	bode	NOUN
bracis-33612	191	17	had	have	VERB
bracis-33612	191	18	one	one	NUM
bracis-33612	191	19	of	of	ADP
bracis-33612	191	20	the	the	DET
bracis-33612	191	21	longest	long	ADJ
bracis-33612	191	22	processing	processing	NOUN
bracis-33612	191	23	times	time	NOUN
bracis-33612	191	24	,	,	PUNCT
bracis-33612	191	25	reaching	reach	VERB
bracis-33612	191	26	1390.15	1390.15	NUM
bracis-33612	191	27	 	 	SPACE
bracis-33612	191	28	s.	s.	PROPN
bracis-33612	191	29	5.3	5.3	NUM
bracis-33612	191	30	critical	critical	ADJ
bracis-33612	191	31	analysis	analysis	NOUN
bracis-33612	191	32	the	the	DET
bracis-33612	191	33	analysis	analysis	NOUN
bracis-33612	191	34	reveals	reveal	VERB
bracis-33612	191	35	critical	critical	ADJ
bracis-33612	191	36	insights	insight	NOUN
bracis-33612	191	37	regarding	regard	VERB
bracis-33612	191	38	the	the	DET
bracis-33612	191	39	performance	performance	NOUN
bracis-33612	191	40	of	of	ADP
bracis-33612	191	41	various	various	ADJ
bracis-33612	191	42	models	model	NOUN
bracis-33612	191	43	in	in	ADP
bracis-33612	191	44	keyword	keyword	NOUN
bracis-33612	191	45	extraction	extraction	NOUN
bracis-33612	191	46	tasks	task	NOUN
bracis-33612	191	47	,	,	PUNCT
bracis-33612	191	48	particularly	particularly	ADV
bracis-33612	191	49	emphasizing	emphasize	VERB
bracis-33612	191	50	the	the	DET
bracis-33612	191	51	effectiveness	effectiveness	NOUN
bracis-33612	191	52	of	of	ADP
bracis-33612	191	53	models	model	NOUN
bracis-33612	191	54	trained	train	VERB
bracis-33612	191	55	in	in	ADP
bracis-33612	191	56	portuguese	portuguese	PROPN
bracis-33612	191	57	,	,	PUNCT
bracis-33612	191	58	the	the	DET
bracis-33612	191	59	potential	potential	NOUN
bracis-33612	191	60	for	for	ADP
bracis-33612	191	61	prompt	prompt	ADJ
bracis-33612	191	62	tuning	tuning	NOUN
bracis-33612	191	63	,	,	PUNCT
bracis-33612	191	64	and	and	CCONJ
bracis-33612	191	65	the	the	DET
bracis-33612	191	66	tendency	tendency	NOUN
bracis-33612	191	67	to	to	PART
bracis-33612	191	68	generate	generate	VERB
bracis-33612	191	69	answers	answer	NOUN
bracis-33612	191	70	that	that	PRON
bracis-33612	191	71	do	do	AUX
bracis-33612	191	72	not	not	PART
bracis-33612	191	73	adhere	adhere	VERB
bracis-33612	191	74	to	to	ADP
bracis-33612	191	75	the	the	DET
bracis-33612	191	76	request	request	NOUN
bracis-33612	191	77	and	and	CCONJ
bracis-33612	191	78	input	input	NOUN
bracis-33612	191	79	text	text	NOUN
bracis-33612	191	80	.	.	PUNCT
bracis-33612	192	1	phi	phi	ADJ
bracis-33612	192	2	-	-	PUNCT
bracis-33612	192	3	bode	bode	NOUN
bracis-33612	192	4	,	,	PUNCT
bracis-33612	192	5	trained	train	VERB
bracis-33612	192	6	specifically	specifically	ADV
bracis-33612	192	7	in	in	ADP
bracis-33612	192	8	portuguese	portuguese	PROPN
bracis-33612	192	9	,	,	PUNCT
bracis-33612	192	10	demonstrated	demonstrate	VERB
bracis-33612	192	11	more	more	ADJ
bracis-33612	192	12	satisfactory	satisfactory	ADJ
bracis-33612	192	13	results	result	NOUN
bracis-33612	192	14	in	in	ADP
bracis-33612	192	15	methods	method	NOUN
bracis-33612	192	16	without	without	ADP
bracis-33612	192	17	pre	pre	ADJ
bracis-33612	192	18	-	-	ADJ
bracis-33612	192	19	defined	define	VERB
bracis-33612	192	20	lists	list	NOUN
bracis-33612	192	21	.	.	PUNCT
bracis-33612	193	1	this	this	DET
bracis-33612	193	2	model	model	NOUN
bracis-33612	193	3	achieved	achieve	VERB
bracis-33612	193	4	the	the	DET
bracis-33612	193	5	highest	high	ADJ
bracis-33612	193	6	similarity	similarity	NOUN
bracis-33612	193	7	values	value	NOUN
bracis-33612	193	8	,	,	PUNCT
bracis-33612	193	9	highlighting	highlight	VERB
bracis-33612	193	10	the	the	DET
bracis-33612	193	11	importance	importance	NOUN
bracis-33612	193	12	of	of	ADP
bracis-33612	193	13	training	training	NOUN
bracis-33612	193	14	models	model	NOUN
bracis-33612	193	15	in	in	ADP
bracis-33612	193	16	the	the	DET
bracis-33612	193	17	specific	specific	ADJ
bracis-33612	193	18	language	language	NOUN
bracis-33612	193	19	of	of	ADP
bracis-33612	193	20	the	the	DET
bracis-33612	193	21	dataset	dataset	NOUN
bracis-33612	193	22	to	to	PART
bracis-33612	193	23	enhance	enhance	VERB
bracis-33612	193	24	performance	performance	NOUN
bracis-33612	193	25	in	in	ADP
bracis-33612	193	26	language	language	NOUN
bracis-33612	193	27	-	-	PUNCT
bracis-33612	193	28	specific	specific	ADJ
bracis-33612	193	29	tasks	task	NOUN
bracis-33612	193	30	.	.	PUNCT
bracis-33612	194	1	furthermore	furthermore	ADV
bracis-33612	194	2	,	,	PUNCT
bracis-33612	194	3	the	the	DET
bracis-33612	194	4	possibility	possibility	NOUN
bracis-33612	194	5	of	of	ADP
bracis-33612	194	6	improving	improve	VERB
bracis-33612	194	7	prompts	prompt	NOUN
bracis-33612	194	8	can	can	AUX
bracis-33612	194	9	lead	lead	VERB
bracis-33612	194	10	to	to	ADP
bracis-33612	194	11	better	well	ADJ
bracis-33612	194	12	answers	answer	NOUN
bracis-33612	194	13	–	–	PUNCT
bracis-33612	194	14	prompt	prompt	ADJ
bracis-33612	194	15	tuning	tuning	NOUN
bracis-33612	194	16	must	must	AUX
bracis-33612	194	17	be	be	AUX
bracis-33612	194	18	carried	carry	VERB
bracis-33612	194	19	out	out	ADP
bracis-33612	194	20	carefully	carefully	ADV
bracis-33612	194	21	,	,	PUNCT
bracis-33612	194	22	as	as	SCONJ
bracis-33612	194	23	even	even	ADV
bracis-33612	194	24	small	small	ADJ
bracis-33612	194	25	variations	variation	NOUN
bracis-33612	194	26	and	and	CCONJ
bracis-33612	194	27	adjustments	adjustment	NOUN
bracis-33612	194	28	can	can	AUX
bracis-33612	194	29	lead	lead	VERB
bracis-33612	194	30	to	to	ADP
bracis-33612	194	31	huge	huge	ADJ
bracis-33612	194	32	differences	difference	NOUN
bracis-33612	194	33	in	in	ADP
bracis-33612	194	34	performance	performance	NOUN
bracis-33612	194	35	.	.	PUNCT
bracis-33612	195	1	experiments	experiment	NOUN
bracis-33612	195	2	with	with	ADP
bracis-33612	195	3	different	different	ADJ
bracis-33612	195	4	prompt	prompt	ADJ
bracis-33612	195	5	structures	structure	NOUN
bracis-33612	195	6	can	can	AUX
bracis-33612	195	7	significantly	significantly	ADV
bracis-33612	195	8	impact	impact	VERB
bracis-33612	195	9	the	the	DET
bracis-33612	195	10	effectiveness	effectiveness	NOUN
bracis-33612	195	11	of	of	ADP
bracis-33612	195	12	the	the	DET
bracis-33612	195	13	llms	llm	NOUN
bracis-33612	195	14	.	.	PUNCT
bracis-33612	196	1	lastly	lastly	ADV
bracis-33612	196	2	,	,	PUNCT
bracis-33612	196	3	we	we	PRON
bracis-33612	196	4	reinforce	reinforce	VERB
bracis-33612	196	5	that	that	SCONJ
bracis-33612	196	6	some	some	DET
bracis-33612	196	7	models	model	NOUN
bracis-33612	196	8	,	,	PUNCT
bracis-33612	196	9	such	such	ADJ
bracis-33612	196	10	as	as	ADP
bracis-33612	196	11	blenderbot	blenderbot	NOUN
bracis-33612	196	12	,	,	PUNCT
bracis-33612	196	13	are	be	AUX
bracis-33612	196	14	not	not	PART
bracis-33612	196	15	ideal	ideal	ADJ
bracis-33612	196	16	for	for	ADP
bracis-33612	196	17	keyword	keyword	NOUN
bracis-33612	196	18	extraction	extraction	NOUN
bracis-33612	196	19	activities	activity	NOUN
bracis-33612	196	20	due	due	ADJ
bracis-33612	196	21	to	to	ADP
bracis-33612	196	22	their	their	PRON
bracis-33612	196	23	optimization	optimization	NOUN
bracis-33612	196	24	for	for	ADP
bracis-33612	196	25	conversational	conversational	ADJ
bracis-33612	196	26	tasks	task	NOUN
bracis-33612	196	27	.	.	PUNCT
bracis-33612	197	1	its	its	PRON
bracis-33612	197	2	performance	performance	NOUN
bracis-33612	197	3	,	,	PUNCT
bracis-33612	197	4	with	with	ADP
bracis-33612	197	5	low	low	ADJ
bracis-33612	197	6	similarity	similarity	NOUN
bracis-33612	197	7	values	value	NOUN
bracis-33612	197	8	and	and	CCONJ
bracis-33612	197	9	long	long	ADJ
bracis-33612	197	10	processing	processing	NOUN
bracis-33612	197	11	times	time	NOUN
bracis-33612	197	12	,	,	PUNCT
bracis-33612	197	13	highlights	highlight	VERB
bracis-33612	197	14	this	this	DET
bracis-33612	197	15	limitation	limitation	NOUN
bracis-33612	197	16	.	.	PUNCT
bracis-33612	198	1	preventing	prevent	VERB
bracis-33612	198	2	models	model	NOUN
bracis-33612	198	3	from	from	ADP
bracis-33612	198	4	generating	generate	VERB
bracis-33612	198	5	irrelevant	irrelevant	ADJ
bracis-33612	198	6	or	or	CCONJ
bracis-33612	198	7	incorrect	incorrect	ADJ
bracis-33612	198	8	information	information	NOUN
bracis-33612	198	9	remains	remain	VERB
bracis-33612	198	10	a	a	DET
bracis-33612	198	11	challenge	challenge	NOUN
bracis-33612	198	12	,	,	PUNCT
bracis-33612	198	13	emphasizing	emphasize	VERB
bracis-33612	198	14	the	the	DET
bracis-33612	198	15	need	need	NOUN
bracis-33612	198	16	for	for	ADP
bracis-33612	198	17	careful	careful	ADJ
bracis-33612	198	18	model	model	NOUN
bracis-33612	198	19	selection	selection	NOUN
bracis-33612	198	20	and	and	CCONJ
bracis-33612	198	21	optimization	optimization	NOUN
bracis-33612	198	22	for	for	ADP
bracis-33612	198	23	targeted	target	VERB
bracis-33612	198	24	applications	application	NOUN
bracis-33612	198	25	.	.	PUNCT
bracis-33612	199	1	in	in	ADP
bracis-33612	199	2	this	this	DET
bracis-33612	199	3	way	way	NOUN
bracis-33612	199	4	,	,	PUNCT
bracis-33612	199	5	we	we	PRON
bracis-33612	199	6	demonstrate	demonstrate	VERB
bracis-33612	199	7	that	that	SCONJ
bracis-33612	199	8	the	the	DET
bracis-33612	199	9	use	use	NOUN
bracis-33612	199	10	of	of	ADP
bracis-33612	199	11	stricter	strict	ADJ
bracis-33612	199	12	pipelines	pipeline	NOUN
bracis-33612	199	13	is	be	AUX
bracis-33612	199	14	still	still	ADV
bracis-33612	199	15	extremely	extremely	ADV
bracis-33612	199	16	useful	useful	ADJ
bracis-33612	199	17	for	for	ADP
bracis-33612	199	18	developers	developer	NOUN
bracis-33612	199	19	,	,	PUNCT
bracis-33612	199	20	and	and	CCONJ
bracis-33612	199	21	can	can	AUX
bracis-33612	199	22	save	save	VERB
bracis-33612	199	23	a	a	DET
bracis-33612	199	24	lot	lot	NOUN
bracis-33612	199	25	of	of	ADP
bracis-33612	199	26	time	time	NOUN
bracis-33612	199	27	choosing	choosing	NOUN
bracis-33612	199	28	models	model	NOUN
bracis-33612	199	29	,	,	PUNCT
bracis-33612	199	30	prompt	prompt	ADJ
bracis-33612	199	31	tuning	tuning	NOUN
bracis-33612	199	32	,	,	PUNCT
bracis-33612	199	33	and	and	CCONJ
bracis-33612	199	34	post	post	ADJ
bracis-33612	199	35	-	-	ADJ
bracis-33612	199	36	processing	processing	NOUN
bracis-33612	199	37	.	.	PUNCT
bracis-33612	200	1	6	6	NUM
bracis-33612	200	2	conclusions	conclusion	NOUN
bracis-33612	200	3	and	and	CCONJ
bracis-33612	200	4	 	 	SPACE
bracis-33612	200	5	future	future	ADJ
bracis-33612	200	6	work	work	NOUN
bracis-33612	200	7	our	our	PRON
bracis-33612	200	8	study	study	NOUN
bracis-33612	200	9	reveals	reveal	VERB
bracis-33612	200	10	that	that	SCONJ
bracis-33612	200	11	both	both	CCONJ
bracis-33612	200	12	our	our	PRON
bracis-33612	200	13	proposed	propose	VERB
bracis-33612	200	14	pipeline	pipeline	NOUN
bracis-33612	200	15	and	and	CCONJ
bracis-33612	200	16	llms	llm	NOUN
bracis-33612	200	17	have	have	VERB
bracis-33612	200	18	distinct	distinct	ADJ
bracis-33612	200	19	advantages	advantage	NOUN
bracis-33612	200	20	and	and	CCONJ
bracis-33612	200	21	disadvantages	disadvantage	NOUN
bracis-33612	200	22	for	for	ADP
bracis-33612	200	23	extracting	extract	VERB
bracis-33612	200	24	relevant	relevant	ADJ
bracis-33612	200	25	keywords	keyword	NOUN
bracis-33612	200	26	in	in	ADP
bracis-33612	200	27	textual	textual	ADJ
bracis-33612	200	28	data	datum	NOUN
bracis-33612	200	29	.	.	PUNCT
bracis-33612	201	1	uske	uske	PROPN
bracis-33612	201	2	demonstrated	demonstrate	VERB
bracis-33612	201	3	significant	significant	ADJ
bracis-33612	201	4	advantages	advantage	NOUN
bracis-33612	201	5	in	in	ADP
bracis-33612	201	6	processing	processing	NOUN
bracis-33612	201	7	speed	speed	NOUN
bracis-33612	201	8	and	and	CCONJ
bracis-33612	201	9	simplicity	simplicity	NOUN
bracis-33612	201	10	,	,	PUNCT
bracis-33612	201	11	particularly	particularly	ADV
bracis-33612	201	12	when	when	SCONJ
bracis-33612	201	13	handling	handle	VERB
bracis-33612	201	14	large	large	ADJ
bracis-33612	201	15	datasets	dataset	NOUN
bracis-33612	201	16	with	with	ADP
bracis-33612	201	17	minimal	minimal	ADJ
bracis-33612	201	18	computational	computational	ADJ
bracis-33612	201	19	resources	resource	NOUN
bracis-33612	201	20	.	.	PUNCT
bracis-33612	202	1	furthermore	furthermore	ADV
bracis-33612	202	2	,	,	PUNCT
bracis-33612	202	3	as	as	SCONJ
bracis-33612	202	4	it	it	PRON
bracis-33612	202	5	is	be	AUX
bracis-33612	202	6	a	a	DET
bracis-33612	202	7	traditional	traditional	ADJ
bracis-33612	202	8	and	and	CCONJ
bracis-33612	202	9	more	more	ADV
bracis-33612	202	10	controlled	control	VERB
bracis-33612	202	11	pipeline	pipeline	NOUN
bracis-33612	202	12	,	,	PUNCT
bracis-33612	202	13	the	the	DET
bracis-33612	202	14	outputs	output	NOUN
bracis-33612	202	15	will	will	AUX
bracis-33612	202	16	always	always	ADV
bracis-33612	202	17	be	be	AUX
bracis-33612	202	18	related	relate	VERB
bracis-33612	202	19	to	to	ADP
bracis-33612	202	20	the	the	DET
bracis-33612	202	21	input	input	NOUN
bracis-33612	202	22	and	and	CCONJ
bracis-33612	202	23	guaranteed	guarantee	VERB
bracis-33612	202	24	to	to	PART
bracis-33612	202	25	follow	follow	VERB
bracis-33612	202	26	the	the	DET
bracis-33612	202	27	desired	desire	VERB
bracis-33612	202	28	format	format	NOUN
bracis-33612	202	29	.	.	PUNCT
bracis-33612	203	1	traditional	traditional	ADJ
bracis-33612	203	2	keyword	keyword	NOUN
bracis-33612	203	3	extraction	extraction	NOUN
bracis-33612	203	4	pipelines	pipeline	NOUN
bracis-33612	203	5	can	can	AUX
bracis-33612	203	6	be	be	AUX
bracis-33612	203	7	efficient	efficient	ADJ
bracis-33612	203	8	but	but	CCONJ
bracis-33612	203	9	the	the	DET
bracis-33612	203	10	lack	lack	NOUN
bracis-33612	203	11	of	of	ADP
bracis-33612	203	12	a	a	DET
bracis-33612	203	13	broader	broad	ADJ
bracis-33612	203	14	context	context	NOUN
bracis-33612	203	15	(	(	PUNCT
bracis-33612	203	16	multiple	multiple	ADJ
bracis-33612	203	17	sentences	sentence	NOUN
bracis-33612	203	18	)	)	PUNCT
bracis-33612	203	19	and	and	CCONJ
bracis-33612	203	20	poorly	poorly	ADV
bracis-33612	203	21	optimized	optimize	VERB
bracis-33612	203	22	preprocessing	preprocessing	NOUN
bracis-33612	203	23	can	can	AUX
bracis-33612	203	24	lead	lead	VERB
bracis-33612	203	25	to	to	ADP
bracis-33612	203	26	less	less	ADV
bracis-33612	203	27	accurate	accurate	ADJ
bracis-33612	203	28	keywords	keyword	NOUN
bracis-33612	203	29	being	be	AUX
bracis-33612	203	30	extracted	extract	VERB
bracis-33612	203	31	,	,	PUNCT
bracis-33612	203	32	compromising	compromise	VERB
bracis-33612	203	33	the	the	DET
bracis-33612	203	34	quality	quality	NOUN
bracis-33612	203	35	of	of	ADP
bracis-33612	203	36	the	the	DET
bracis-33612	203	37	results	result	NOUN
bracis-33612	203	38	.	.	PUNCT
bracis-33612	204	1	on	on	ADP
bracis-33612	204	2	the	the	DET
bracis-33612	204	3	other	other	ADJ
bracis-33612	204	4	hand	hand	NOUN
bracis-33612	204	5	,	,	PUNCT
bracis-33612	204	6	llms	llm	NOUN
bracis-33612	204	7	can	can	AUX
bracis-33612	204	8	handle	handle	VERB
bracis-33612	204	9	single	single	ADJ
bracis-33612	204	10	sentences	sentence	NOUN
bracis-33612	204	11	or	or	CCONJ
bracis-33612	204	12	small	small	ADJ
bracis-33612	204	13	paragraphs	paragraph	NOUN
bracis-33612	204	14	effectively	effectively	ADV
bracis-33612	204	15	without	without	ADP
bracis-33612	204	16	needing	need	VERB
bracis-33612	204	17	deep	deep	ADJ
bracis-33612	204	18	context	context	NOUN
bracis-33612	204	19	,	,	PUNCT
bracis-33612	204	20	but	but	CCONJ
bracis-33612	204	21	have	have	VERB
bracis-33612	204	22	difficulty	difficulty	NOUN
bracis-33612	204	23	maintaining	maintain	VERB
bracis-33612	204	24	performance	performance	NOUN
bracis-33612	204	25	in	in	ADP
bracis-33612	204	26	environments	environment	NOUN
bracis-33612	204	27	that	that	PRON
bracis-33612	204	28	require	require	VERB
bracis-33612	204	29	handling	handle	VERB
bracis-33612	204	30	a	a	DET
bracis-33612	204	31	high	high	ADJ
bracis-33612	204	32	flow	flow	NOUN
bracis-33612	204	33	of	of	ADP
bracis-33612	204	34	data	datum	NOUN
bracis-33612	204	35	,	,	PUNCT
bracis-33612	204	36	demanding	demand	VERB
bracis-33612	204	37	substantial	substantial	ADJ
bracis-33612	204	38	computational	computational	ADJ
bracis-33612	204	39	power	power	NOUN
bracis-33612	204	40	and	and	CCONJ
bracis-33612	204	41	specialized	specialized	ADJ
bracis-33612	204	42	hardware	hardware	NOUN
bracis-33612	204	43	(	(	PUNCT
bracis-33612	204	44	e.g.	e.g.	ADV
bracis-33612	204	45	gpus	gpu	NOUN
bracis-33612	204	46	)	)	PUNCT
bracis-33612	204	47	.	.	PUNCT
bracis-33612	205	1	therefore	therefore	ADV
bracis-33612	205	2	,	,	PUNCT
bracis-33612	205	3	whether	whether	SCONJ
bracis-33612	205	4	llms	llm	NOUN
bracis-33612	205	5	are	be	AUX
bracis-33612	205	6	necessary	necessary	ADJ
bracis-33612	205	7	depends	depend	VERB
bracis-33612	205	8	on	on	ADP
bracis-33612	205	9	the	the	DET
bracis-33612	205	10	specific	specific	ADJ
bracis-33612	205	11	requirements	requirement	NOUN
bracis-33612	205	12	and	and	CCONJ
bracis-33612	205	13	constraints	constraint	NOUN
bracis-33612	205	14	of	of	ADP
bracis-33612	205	15	the	the	DET
bracis-33612	205	16	application	application	NOUN
bracis-33612	205	17	.	.	PUNCT
bracis-33612	206	1	in	in	ADP
bracis-33612	206	2	future	future	ADJ
bracis-33612	206	3	work	work	NOUN
bracis-33612	206	4	,	,	PUNCT
bracis-33612	206	5	we	we	PRON
bracis-33612	206	6	could	could	AUX
bracis-33612	206	7	conduct	conduct	VERB
bracis-33612	206	8	a	a	DET
bracis-33612	206	9	more	more	ADV
bracis-33612	206	10	qualitative	qualitative	ADJ
bracis-33612	206	11	benchmarking	benchmarking	NOUN
bracis-33612	206	12	,	,	PUNCT
bracis-33612	206	13	where	where	SCONJ
bracis-33612	206	14	specialists	specialist	NOUN
bracis-33612	206	15	could	could	AUX
bracis-33612	206	16	evaluate	evaluate	VERB
bracis-33612	206	17	and	and	CCONJ
bracis-33612	206	18	compare	compare	VERB
bracis-33612	206	19	the	the	DET
bracis-33612	206	20	results	result	NOUN
bracis-33612	206	21	of	of	ADP
bracis-33612	206	22	the	the	DET
bracis-33612	206	23	outputs	output	NOUN
bracis-33612	206	24	generated	generate	VERB
bracis-33612	206	25	by	by	ADP
bracis-33612	206	26	the	the	DET
bracis-33612	206	27	different	different	ADJ
bracis-33612	206	28	methods	method	NOUN
bracis-33612	206	29	.	.	PUNCT
bracis-33612	207	1	this	this	DET
bracis-33612	207	2	kind	kind	NOUN
bracis-33612	207	3	of	of	ADP
bracis-33612	207	4	analysis	analysis	NOUN
bracis-33612	207	5	would	would	AUX
bracis-33612	207	6	allow	allow	VERB
bracis-33612	207	7	for	for	ADP
bracis-33612	207	8	a	a	DET
bracis-33612	207	9	deeper	deep	ADJ
bracis-33612	207	10	understanding	understanding	NOUN
bracis-33612	207	11	of	of	ADP
bracis-33612	207	12	the	the	DET
bracis-33612	207	13	relevance	relevance	NOUN
bracis-33612	207	14	and	and	CCONJ
bracis-33612	207	15	accuracy	accuracy	NOUN
bracis-33612	207	16	of	of	ADP
bracis-33612	207	17	the	the	DET
bracis-33612	207	18	extracted	extract	VERB
bracis-33612	207	19	keywords	keyword	NOUN
bracis-33612	207	20	,	,	PUNCT
bracis-33612	207	21	as	as	ADV
bracis-33612	207	22	well	well	ADV
bracis-33612	207	23	as	as	ADP
bracis-33612	207	24	provide	provide	VERB
bracis-33612	207	25	valuable	valuable	ADJ
bracis-33612	207	26	insights	insight	NOUN
bracis-33612	207	27	that	that	PRON
bracis-33612	207	28	can	can	AUX
bracis-33612	207	29	not	not	PART
bracis-33612	207	30	be	be	AUX
bracis-33612	207	31	captured	capture	VERB
bracis-33612	207	32	by	by	ADP
bracis-33612	207	33	quantitative	quantitative	ADJ
bracis-33612	207	34	metrics	metric	NOUN
bracis-33612	207	35	alone	alone	ADV
bracis-33612	207	36	.	.	PUNCT
bracis-33612	208	1	additionally	additionally	ADV
bracis-33612	208	2	,	,	PUNCT
bracis-33612	208	3	exploring	explore	VERB
bracis-33612	208	4	the	the	DET
bracis-33612	208	5	integration	integration	NOUN
bracis-33612	208	6	of	of	ADP
bracis-33612	208	7	more	more	ADV
bracis-33612	208	8	advanced	advanced	ADJ
bracis-33612	208	9	nlp	nlp	NOUN
bracis-33612	208	10	techniques	technique	NOUN
bracis-33612	208	11	,	,	PUNCT
bracis-33612	208	12	such	such	ADJ
bracis-33612	208	13	as	as	ADP
bracis-33612	208	14	contextualized	contextualized	ADJ
bracis-33612	208	15	word	word	NOUN
bracis-33612	208	16	embeddings	embedding	NOUN
bracis-33612	208	17	,	,	PUNCT
bracis-33612	208	18	with	with	ADP
bracis-33612	208	19	experiments	experiment	NOUN
bracis-33612	208	20	on	on	ADP
bracis-33612	208	21	datasets	dataset	NOUN
bracis-33612	208	22	from	from	ADP
bracis-33612	208	23	other	other	ADJ
bracis-33612	208	24	domains	domain	NOUN
bracis-33612	208	25	,	,	PUNCT
bracis-33612	208	26	could	could	AUX
bracis-33612	208	27	potentially	potentially	ADV
bracis-33612	208	28	increase	increase	VERB
bracis-33612	208	29	the	the	DET
bracis-33612	208	30	quality	quality	NOUN
bracis-33612	208	31	of	of	ADP
bracis-33612	208	32	keyword	keyword	NOUN
bracis-33612	208	33	extractions	extraction	NOUN
bracis-33612	208	34	.	.	PUNCT
bracis-33612	209	1	notes	note	VERB
bracis-33612	209	2	1.available	1.available	NUM
bracis-33612	209	3	at	at	ADP
bracis-33612	209	4	:	:	PUNCT
bracis-33612	209	5	https://github.com/fernandozagatti/unsupervised-statistical-keyword-extraction	https://github.com/fernandozagatti/unsupervised-statistical-keyword-extraction	PROPN
bracis-33612	209	6	2.available	2.available	NUM
bracis-33612	209	7	at	at	ADP
bracis-33612	209	8	:	:	PUNCT
bracis-33612	209	9	https://github.com/liaad/yake	https://github.com/liaad/yake	NOUN
bracis-33612	209	10	.	.	PUNCT
bracis-33612	210	1	3.available	3.available	NUM
bracis-33612	210	2	at	at	ADP
bracis-33612	210	3	:	:	PUNCT
bracis-33612	210	4	https://huggingface.co/.	https://huggingface.co/.	NOUN
bracis-33612	210	5	4.available	4.available	NUM
bracis-33612	210	6	at	at	ADP
bracis-33612	210	7	:	:	PUNCT
bracis-33612	210	8	https://huggingface.co/voicelab/vlt5-base-keywords	https://huggingface.co/voicelab/vlt5-base-keywords	NUM
bracis-33612	210	9	.	.	PUNCT
bracis-33612	211	1	5.available	5.available	NUM
bracis-33612	211	2	at	at	ADP
bracis-33612	211	3	:	:	PUNCT
bracis-33612	211	4	https://huggingface.co/google/flan-t5-xxl	https://huggingface.co/google/flan-t5-xxl	NOUN
bracis-33612	211	5	.	.	PUNCT
bracis-33612	212	1	6.available	6.available	NUM
bracis-33612	212	2	at	at	ADP
bracis-33612	212	3	:	:	PUNCT
bracis-33612	212	4	https://huggingface.co/bigscience/bloom	https://huggingface.co/bigscience/bloom	NOUN
bracis-33612	212	5	.	.	PUNCT
bracis-33612	212	6	7.available	7.available	NUM
bracis-33612	212	7	at	at	ADP
bracis-33612	212	8	:	:	PUNCT
bracis-33612	212	9	https://huggingface.co/facebook/blenderbot-400m-distill	https://huggingface.co/facebook/blenderbot-400m-distill	NOUN
bracis-33612	212	10	.	.	NOUN
bracis-33612	212	11	8.available	8.available	NUM
bracis-33612	212	12	at	at	ADP
bracis-33612	212	13	:	:	PUNCT
bracis-33612	212	14	https://huggingface.co/recogna-nlp/phi-bode	https://huggingface.co/recogna-nlp/phi-bode	PROPN
bracis-33612	212	15	.	.	PROPN
bracis-33612	212	16	references	references	PROPN
bracis-33612	212	17	campos	campos	PROPN
bracis-33612	212	18	,	,	PUNCT
bracis-33612	212	19	r.	r.	PROPN
bracis-33612	212	20	,	,	PUNCT
bracis-33612	212	21	jatowt	jatowt	PROPN
bracis-33612	212	22	,	,	PUNCT
bracis-33612	212	23	a.	a.	NOUN
bracis-33612	212	24	,	,	PUNCT
bracis-33612	212	25	jorge	jorge	NOUN
bracis-33612	212	26	,	,	PUNCT
bracis-33612	212	27	a.	a.	NOUN
bracis-33612	212	28	:	:	PUNCT
bracis-33612	212	29	text	text	NOUN
bracis-33612	212	30	mining	mining	NOUN
bracis-33612	212	31	and	and	CCONJ
bracis-33612	212	32	visualization	visualization	NOUN
bracis-33612	212	33	of	of	ADP
bracis-33612	212	34	political	political	ADJ
bracis-33612	212	35	party	party	NOUN
bracis-33612	212	36	programs	program	NOUN
bracis-33612	212	37	using	use	VERB
bracis-33612	212	38	keyword	keyword	NOUN
bracis-33612	212	39	extraction	extraction	NOUN
bracis-33612	212	40	methods	method	NOUN
bracis-33612	212	41	:	:	PUNCT
bracis-33612	212	42	the	the	DET
bracis-33612	212	43	case	case	NOUN
bracis-33612	212	44	of	of	ADP
bracis-33612	212	45	portuguese	portuguese	ADJ
bracis-33612	212	46	legislative	legislative	ADJ
bracis-33612	212	47	elections	election	NOUN
bracis-33612	212	48	.	.	PUNCT
bracis-33612	213	1	in	in	ADP
bracis-33612	213	2	:	:	PUNCT
bracis-33612	213	3	sserwanga	sserwanga	ADJ
bracis-33612	213	4	,	,	PUNCT
bracis-33612	213	5	i.	i.	PROPN
bracis-33612	213	6	,	,	PUNCT
bracis-33612	213	7	et	et	PROPN
bracis-33612	213	8	al	al	PROPN
bracis-33612	213	9	.	.	PUNCT
bracis-33612	214	1	(	(	PUNCT
bracis-33612	214	2	eds	ed	NOUN
bracis-33612	214	3	.	.	PUNCT
bracis-33612	214	4	)	)	PUNCT
bracis-33612	215	1	international	international	ADJ
bracis-33612	215	2	conference	conference	NOUN
bracis-33612	215	3	on	on	ADP
bracis-33612	215	4	information	information	NOUN
bracis-33612	215	5	,	,	PUNCT
bracis-33612	215	6	pp	pp	ADJ
bracis-33612	215	7	.	.	PUNCT
bracis-33612	216	1	340–349	340–349	NUM
bracis-33612	216	2	.	.	PUNCT
bracis-33612	216	3	springer	springer	NOUN
bracis-33612	216	4	,	,	PUNCT
bracis-33612	216	5	cham	cham	PROPN
bracis-33612	216	6	(	(	PUNCT
bracis-33612	216	7	2023	2023	NUM
bracis-33612	216	8	)	)	PUNCT
bracis-33612	216	9	.	.	PUNCT
bracis-33612	217	1	https://doi.org/10.1007/978-3-031-28035-1_24	https://doi.org/10.1007/978-3-031-28035-1_24	PROPN
bracis-33612	217	2	campos	campos	PROPN
bracis-33612	217	3	,	,	PUNCT
bracis-33612	217	4	r.	r.	PROPN
bracis-33612	217	5	,	,	PUNCT
bracis-33612	217	6	mangaravite	mangaravite	PROPN
bracis-33612	217	7	,	,	PUNCT
bracis-33612	217	8	v.	v.	PROPN
bracis-33612	217	9	,	,	PUNCT
bracis-33612	217	10	pasquali	pasquali	PROPN
bracis-33612	217	11	,	,	PUNCT
bracis-33612	217	12	a.	a.	PROPN
bracis-33612	217	13	,	,	PUNCT
bracis-33612	217	14	jorge	jorge	NOUN
bracis-33612	217	15	,	,	PUNCT
bracis-33612	217	16	a.	a.	NOUN
bracis-33612	217	17	,	,	PUNCT
bracis-33612	217	18	nunes	nunes	PROPN
bracis-33612	217	19	,	,	PUNCT
bracis-33612	217	20	c.	c.	NOUN
bracis-33612	217	21	,	,	PUNCT
bracis-33612	217	22	jatowt	jatowt	PROPN
bracis-33612	217	23	,	,	PUNCT
bracis-33612	217	24	a.	a.	NOUN
bracis-33612	217	25	:	:	PUNCT
bracis-33612	217	26	yake	yake	PROPN
bracis-33612	217	27	!	!	PUNCT
bracis-33612	217	28	keyword	keyword	NOUN
bracis-33612	217	29	extraction	extraction	NOUN
bracis-33612	217	30	from	from	ADP
bracis-33612	217	31	single	single	ADJ
bracis-33612	217	32	documents	document	NOUN
bracis-33612	217	33	using	use	VERB
bracis-33612	217	34	multiple	multiple	ADJ
bracis-33612	217	35	local	local	ADJ
bracis-33612	217	36	features	feature	NOUN
bracis-33612	217	37	.	.	PUNCT
bracis-33612	218	1	inf	inf	PROPN
bracis-33612	218	2	.	.	PUNCT
bracis-33612	219	1	sci	sci	PROPN
bracis-33612	219	2	.	.	PROPN
bracis-33612	219	3	509	509	NUM
bracis-33612	219	4	,	,	PUNCT
bracis-33612	219	5	257–289	257–289	NUM
bracis-33612	219	6	(	(	PUNCT
bracis-33612	219	7	2020	2020	NUM
bracis-33612	219	8	)	)	PUNCT
bracis-33612	219	9	article	article	NOUN
bracis-33612	219	10	  	  	SPACE
bracis-33612	219	11	google	google	PROPN
bracis-33612	219	12	scholar	scholar	NOUN
bracis-33612	219	13	  	  	SPACE
bracis-33612	219	14	chung	chung	PROPN
bracis-33612	219	15	,	,	PUNCT
bracis-33612	219	16	h.w	h.w	PROPN
bracis-33612	219	17	.	.	PROPN
bracis-33612	219	18	,	,	PUNCT
bracis-33612	219	19	et	et	PROPN
bracis-33612	219	20	al	al	PROPN
bracis-33612	219	21	.	.	PUNCT
bracis-33612	219	22	:	:	PUNCT
bracis-33612	220	1	scaling	scale	VERB
bracis-33612	220	2	instruction	instruction	NOUN
bracis-33612	220	3	-	-	PUNCT
bracis-33612	220	4	finetuned	finetune	VERB
bracis-33612	220	5	language	language	NOUN
bracis-33612	220	6	models	model	NOUN
bracis-33612	220	7	(	(	PUNCT
bracis-33612	220	8	2022	2022	NUM
bracis-33612	220	9	)	)	PUNCT
bracis-33612	220	10	.	.	PUNCT
bracis-33612	221	1	https://doi.org/10.48550/arxiv.2210.11416	https://doi.org/10.48550/arxiv.2210.11416	PROPN
bracis-33612	221	2	,	,	PUNCT
bracis-33612	221	3	https://arxiv.org/abs/2210.11416	https://arxiv.org/abs/2210.11416	NOUN
bracis-33612	221	4	devlin	devlin	PROPN
bracis-33612	221	5	,	,	PUNCT
bracis-33612	221	6	j.	j.	PROPN
bracis-33612	221	7	,	,	PUNCT
bracis-33612	221	8	chang	chang	PROPN
bracis-33612	221	9	,	,	PUNCT
bracis-33612	221	10	m.w	m.w	PROPN
bracis-33612	221	11	.	.	PROPN
bracis-33612	221	12	,	,	PUNCT
bracis-33612	221	13	lee	lee	PROPN
bracis-33612	221	14	,	,	PUNCT
bracis-33612	221	15	k.	k.	PROPN
bracis-33612	221	16	,	,	PUNCT
bracis-33612	221	17	toutanova	toutanova	PROPN
bracis-33612	221	18	,	,	PUNCT
bracis-33612	221	19	k.	k.	PROPN
bracis-33612	221	20	:	:	PUNCT
bracis-33612	221	21	bert	bert	PROPN
bracis-33612	221	22	:	:	PUNCT
bracis-33612	221	23	pre	pre	ADJ
bracis-33612	221	24	-	-	NOUN
bracis-33612	221	25	training	training	NOUN
bracis-33612	221	26	of	of	ADP
bracis-33612	221	27	deep	deep	ADJ
bracis-33612	221	28	bidirectional	bidirectional	ADJ
bracis-33612	221	29	transformers	transformer	NOUN
bracis-33612	221	30	for	for	ADP
bracis-33612	221	31	language	language	NOUN
bracis-33612	221	32	understanding	understanding	NOUN
bracis-33612	221	33	.	.	PUNCT
bracis-33612	222	1	in	in	ADP
bracis-33612	222	2	:	:	PUNCT
bracis-33612	222	3	proceedings	proceeding	NOUN
bracis-33612	222	4	of	of	ADP
bracis-33612	222	5	naacl	naacl	PROPN
bracis-33612	222	6	-	-	PUNCT
bracis-33612	222	7	hlt	hlt	PROPN
bracis-33612	222	8	2019	2019	NUM
bracis-33612	222	9	,	,	PUNCT
bracis-33612	222	10	p.	p.	NOUN
bracis-33612	222	11	41714186	41714186	NUM
bracis-33612	222	12	.	.	PUNCT
bracis-33612	223	1	minneapolis	minneapolis	PROPN
bracis-33612	223	2	,	,	PUNCT
bracis-33612	223	3	minnesota	minnesota	PROPN
bracis-33612	223	4	(	(	PUNCT
bracis-33612	223	5	2019	2019	NUM
bracis-33612	223	6	)	)	PUNCT
bracis-33612	223	7	google	google	PROPN
bracis-33612	223	8	scholar	scholar	NOUN
bracis-33612	223	9	  	  	SPACE
bracis-33612	223	10	firoozeh	firoozeh	NOUN
bracis-33612	223	11	,	,	PUNCT
bracis-33612	223	12	n.	n.	NOUN
bracis-33612	223	13	,	,	PUNCT
bracis-33612	223	14	nazarenko	nazarenko	PROPN
bracis-33612	223	15	,	,	PUNCT
bracis-33612	223	16	a.	a.	NOUN
bracis-33612	223	17	,	,	PUNCT
bracis-33612	223	18	alizon	alizon	PROPN
bracis-33612	223	19	,	,	PUNCT
bracis-33612	223	20	f.	f.	PROPN
bracis-33612	223	21	,	,	PUNCT
bracis-33612	223	22	daille	daille	NOUN
bracis-33612	223	23	,	,	PUNCT
bracis-33612	223	24	b.	b.	NOUN
bracis-33612	223	25	:	:	PUNCT
bracis-33612	223	26	keyword	keyword	NOUN
bracis-33612	223	27	extraction	extraction	NOUN
bracis-33612	223	28	:	:	PUNCT
bracis-33612	223	29	issues	issue	NOUN
bracis-33612	223	30	and	and	CCONJ
bracis-33612	223	31	methods	method	NOUN
bracis-33612	223	32	.	.	PUNCT
bracis-33612	224	1	nat	nat	PROPN
bracis-33612	224	2	.	.	PUNCT
bracis-33612	225	1	lang	lang	PROPN
bracis-33612	225	2	.	.	PUNCT
bracis-33612	226	1	eng	eng	PROPN
bracis-33612	226	2	.	.	PROPN
bracis-33612	226	3	26(3	26(3	NUM
bracis-33612	226	4	)	)	PUNCT
bracis-33612	226	5	,	,	PUNCT
bracis-33612	226	6	259–291	259–291	NUM
bracis-33612	226	7	(	(	PUNCT
bracis-33612	226	8	2020	2020	NUM
bracis-33612	226	9	)	)	PUNCT
bracis-33612	226	10	article	article	NOUN
bracis-33612	226	11	  	  	SPACE
bracis-33612	226	12	google	google	PROPN
bracis-33612	226	13	scholar	scholar	NOUN
bracis-33612	226	14	  	  	SPACE
bracis-33612	226	15	gopan	gopan	NOUN
bracis-33612	226	16	,	,	PUNCT
bracis-33612	226	17	e.	e.	PROPN
bracis-33612	226	18	,	,	PUNCT
bracis-33612	226	19	rajesh	rajesh	PROPN
bracis-33612	226	20	,	,	PUNCT
bracis-33612	226	21	s.	s.	PROPN
bracis-33612	226	22	,	,	PUNCT
bracis-33612	226	23	vishnu	vishnu	PROPN
bracis-33612	226	24	,	,	PUNCT
bracis-33612	226	25	g.	g.	PROPN
bracis-33612	226	26	,	,	PUNCT
bracis-33612	226	27	thushara	thushara	PROPN
bracis-33612	226	28	,	,	PUNCT
bracis-33612	226	29	m.	m.	NOUN
bracis-33612	226	30	,	,	PUNCT
bracis-33612	226	31	et	et	PROPN
bracis-33612	226	32	 	 	SPACE
bracis-33612	226	33	al	al	PROPN
bracis-33612	226	34	.	.	PROPN
bracis-33612	226	35	:	:	PUNCT
bracis-33612	227	1	comparative	comparative	ADJ
bracis-33612	227	2	study	study	NOUN
bracis-33612	227	3	on	on	ADP
bracis-33612	227	4	different	different	ADJ
bracis-33612	227	5	approaches	approach	NOUN
bracis-33612	227	6	in	in	ADP
bracis-33612	227	7	keyword	keyword	NOUN
bracis-33612	227	8	extraction	extraction	NOUN
bracis-33612	227	9	.	.	PUNCT
bracis-33612	228	1	in	in	ADP
bracis-33612	228	2	:	:	PUNCT
bracis-33612	228	3	4th	4th	ADJ
bracis-33612	228	4	international	international	ADJ
bracis-33612	228	5	conference	conference	NOUN
bracis-33612	228	6	on	on	ADP
bracis-33612	228	7	computing	computing	NOUN
bracis-33612	228	8	methodologies	methodology	NOUN
bracis-33612	228	9	and	and	CCONJ
bracis-33612	228	10	communication	communication	NOUN
bracis-33612	228	11	(	(	PUNCT
bracis-33612	228	12	iccmc	iccmc	NOUN
bracis-33612	228	13	)	)	PUNCT
bracis-33612	228	14	,	,	PUNCT
bracis-33612	228	15	pp	pp	PROPN
bracis-33612	228	16	.	.	PUNCT
bracis-33612	228	17	70–74	70–74	X
bracis-33612	228	18	.	.	PUNCT
bracis-33612	229	1	ieee	ieee	NOUN
bracis-33612	229	2	(	(	PUNCT
bracis-33612	229	3	2020	2020	NUM
bracis-33612	229	4	)	)	PUNCT
bracis-33612	229	5	google	google	PROPN
bracis-33612	229	6	scholar	scholar	NOUN
bracis-33612	229	7	  	  	SPACE
bracis-33612	229	8	grootendorst	grootendorst	PROPN
bracis-33612	229	9	,	,	PUNCT
bracis-33612	229	10	m.	m.	NOUN
bracis-33612	229	11	:	:	PUNCT
bracis-33612	229	12	keybert	keybert	NOUN
bracis-33612	229	13	:	:	PUNCT
bracis-33612	229	14	minimal	minimal	ADJ
bracis-33612	229	15	keyword	keyword	NOUN
bracis-33612	229	16	extraction	extraction	NOUN
bracis-33612	229	17	with	with	ADP
bracis-33612	229	18	bert	bert	PROPN
bracis-33612	229	19	(	(	PUNCT
bracis-33612	229	20	2020).https://doi.org/10.5281	2020).https://doi.org/10.5281	NUM
bracis-33612	229	21	/	/	SYM
bracis-33612	229	22	zenodo.4461265	zenodo.4461265	PROPN
bracis-33612	229	23	gupta	gupta	PROPN
bracis-33612	229	24	,	,	PUNCT
bracis-33612	229	25	a.	a.	NOUN
bracis-33612	229	26	,	,	PUNCT
bracis-33612	229	27	chadha	chadha	PROPN
bracis-33612	229	28	,	,	PUNCT
bracis-33612	229	29	a.	a.	PROPN
bracis-33612	229	30	,	,	PUNCT
bracis-33612	229	31	tewari	tewari	PROPN
bracis-33612	229	32	,	,	PUNCT
bracis-33612	229	33	v.	v.	ADP
bracis-33612	229	34	:	:	PUNCT
bracis-33612	229	35	a	a	DET
bracis-33612	229	36	natural	natural	ADJ
bracis-33612	229	37	language	language	NOUN
bracis-33612	229	38	processing	processing	NOUN
bracis-33612	229	39	model	model	NOUN
bracis-33612	229	40	on	on	ADP
bracis-33612	229	41	bert	bert	PROPN
bracis-33612	229	42	and	and	CCONJ
bracis-33612	229	43	yake	yake	PROPN
bracis-33612	229	44	technique	technique	NOUN
bracis-33612	229	45	for	for	ADP
bracis-33612	229	46	keyword	keyword	NOUN
bracis-33612	229	47	extraction	extraction	NOUN
bracis-33612	229	48	on	on	ADP
bracis-33612	229	49	sustainability	sustainability	NOUN
bracis-33612	229	50	reports	report	NOUN
bracis-33612	229	51	.	.	PUNCT
bracis-33612	230	1	ieee	ieee	NOUN
bracis-33612	230	2	access	access	NOUN
bracis-33612	230	3	12	12	NUM
bracis-33612	230	4	,	,	PUNCT
bracis-33612	230	5	7942–7951	7942–7951	NUM
bracis-33612	230	6	(	(	PUNCT
bracis-33612	230	7	2024	2024	NUM
bracis-33612	230	8	)	)	PUNCT
bracis-33612	230	9	article	article	NOUN
bracis-33612	230	10	  	  	SPACE
bracis-33612	230	11	math	math	NOUN
bracis-33612	230	12	  	  	SPACE
bracis-33612	230	13	google	google	PROPN
bracis-33612	230	14	scholar	scholar	NOUN
bracis-33612	230	15	  	  	SPACE
bracis-33612	230	16	hernández	hernández	PROPN
bracis-33612	230	17	-	-	PUNCT
bracis-33612	230	18	castañeda	castañeda	NOUN
bracis-33612	230	19	,	,	PUNCT
bracis-33612	230	20	á	á	X
bracis-33612	230	21	.	.	PROPN
bracis-33612	230	22	,	,	PUNCT
bracis-33612	230	23	garcía	garcía	NOUN
bracis-33612	230	24	-	-	PUNCT
bracis-33612	230	25	hernández	hernández	NOUN
bracis-33612	230	26	,	,	PUNCT
bracis-33612	230	27	r.a	r.a	PROPN
bracis-33612	230	28	.	.	PROPN
bracis-33612	230	29	,	,	PUNCT
bracis-33612	230	30	ledeneva	ledeneva	PROPN
bracis-33612	230	31	,	,	PUNCT
bracis-33612	230	32	y.	y.	NOUN
bracis-33612	230	33	,	,	PUNCT
bracis-33612	230	34	millán	millán	NOUN
bracis-33612	230	35	-	-	PUNCT
bracis-33612	230	36	hernández	hernández	PROPN
bracis-33612	230	37	,	,	PUNCT
bracis-33612	230	38	c.e	c.e	PROPN
bracis-33612	230	39	.	.	PROPN
bracis-33612	230	40	:	:	PUNCT
bracis-33612	230	41	language	language	NOUN
bracis-33612	230	42	-	-	PUNCT
bracis-33612	230	43	independent	independent	ADJ
bracis-33612	230	44	extractive	extractive	ADJ
bracis-33612	230	45	automatic	automatic	ADJ
bracis-33612	230	46	text	text	NOUN
bracis-33612	230	47	summarization	summarization	NOUN
bracis-33612	230	48	based	base	VERB
bracis-33612	230	49	on	on	ADP
bracis-33612	230	50	automatic	automatic	ADJ
bracis-33612	230	51	keyword	keyword	NOUN
bracis-33612	230	52	extraction	extraction	NOUN
bracis-33612	230	53	.	.	PUNCT
bracis-33612	231	1	comput	comput	NOUN
bracis-33612	231	2	.	.	PUNCT
bracis-33612	232	1	speech	speech	PROPN
bracis-33612	232	2	lang	lang	PROPN
bracis-33612	232	3	.	.	PROPN
bracis-33612	233	1	71	71	NUM
bracis-33612	233	2	,	,	PUNCT
bracis-33612	233	3	101267	101267	NUM
bracis-33612	233	4	(	(	PUNCT
bracis-33612	233	5	2022	2022	NUM
bracis-33612	233	6	)	)	PUNCT
bracis-33612	233	7	google	google	PROPN
bracis-33612	233	8	scholar	scholar	NOUN
bracis-33612	233	9	  	  	SPACE
bracis-33612	233	10	li	li	PROPN
bracis-33612	233	11	,	,	PUNCT
bracis-33612	233	12	j.	j.	PROPN
bracis-33612	233	13	,	,	PUNCT
bracis-33612	233	14	tang	tang	PROPN
bracis-33612	233	15	,	,	PUNCT
bracis-33612	233	16	t.	t.	PROPN
bracis-33612	233	17	,	,	PUNCT
bracis-33612	233	18	zhao	zhao	PROPN
bracis-33612	233	19	,	,	PUNCT
bracis-33612	233	20	w.x	w.x	PROPN
bracis-33612	233	21	.	.	PROPN
bracis-33612	233	22	,	,	PUNCT
bracis-33612	233	23	nie	nie	PROPN
bracis-33612	233	24	,	,	PUNCT
bracis-33612	233	25	j.y	j.y	PROPN
bracis-33612	233	26	.	.	PROPN
bracis-33612	233	27	,	,	PUNCT
bracis-33612	233	28	wen	wen	PROPN
bracis-33612	233	29	,	,	PUNCT
bracis-33612	233	30	j.r	j.r	PROPN
bracis-33612	233	31	.	.	PROPN
bracis-33612	233	32	:	:	PUNCT
bracis-33612	234	1	pre	pre	ADJ
bracis-33612	234	2	-	-	ADJ
bracis-33612	234	3	trained	train	VERB
bracis-33612	234	4	language	language	NOUN
bracis-33612	234	5	models	model	NOUN
bracis-33612	234	6	for	for	ADP
bracis-33612	234	7	text	text	NOUN
bracis-33612	234	8	generation	generation	NOUN
bracis-33612	234	9	:	:	PUNCT
bracis-33612	234	10	a	a	DET
bracis-33612	234	11	survey	survey	NOUN
bracis-33612	234	12	.	.	PUNCT
bracis-33612	235	1	acm	acm	PROPN
bracis-33612	235	2	comput	comput	NOUN
bracis-33612	235	3	.	.	PUNCT
bracis-33612	236	1	surv	surv	NOUN
bracis-33612	236	2	.	.	PUNCT
bracis-33612	237	1	56(9	56(9	NUM
bracis-33612	237	2	)	)	PUNCT
bracis-33612	237	3	,	,	PUNCT
bracis-33612	237	4	1–39	1–39	PROPN
bracis-33612	237	5	(	(	PUNCT
bracis-33612	237	6	2024	2024	NUM
bracis-33612	237	7	)	)	PUNCT
bracis-33612	237	8	article	article	NOUN
bracis-33612	237	9	  	  	SPACE
bracis-33612	237	10	math	math	NOUN
bracis-33612	237	11	  	  	SPACE
bracis-33612	237	12	google	google	PROPN
bracis-33612	237	13	scholar	scholar	NOUN
bracis-33612	237	14	  	  	SPACE
bracis-33612	237	15	liu	liu	PROPN
bracis-33612	237	16	,	,	PUNCT
bracis-33612	237	17	x.	x.	PROPN
bracis-33612	237	18	,	,	PUNCT
bracis-33612	237	19	et	et	PROPN
bracis-33612	237	20	al	al	PROPN
bracis-33612	237	21	.	.	PUNCT
bracis-33612	237	22	:	:	PUNCT
bracis-33612	238	1	p	p	X
bracis-33612	238	2	-	-	PUNCT
bracis-33612	238	3	tuning	tune	VERB
bracis-33612	238	4	v2	v2	NOUN
bracis-33612	238	5	:	:	PUNCT
bracis-33612	238	6	prompt	prompt	ADJ
bracis-33612	238	7	tuning	tuning	NOUN
bracis-33612	238	8	can	can	AUX
bracis-33612	238	9	be	be	AUX
bracis-33612	238	10	comparable	comparable	ADJ
bracis-33612	238	11	to	to	ADP
bracis-33612	238	12	fine	fine	ADV
bracis-33612	238	13	-	-	PUNCT
bracis-33612	238	14	tuning	tuning	NOUN
bracis-33612	238	15	universally	universally	ADV
bracis-33612	238	16	across	across	ADP
bracis-33612	238	17	scales	scale	NOUN
bracis-33612	238	18	and	and	CCONJ
bracis-33612	238	19	tasks	task	NOUN
bracis-33612	238	20	.	.	PUNCT
bracis-33612	239	1	arxiv	arxiv	PROPN
bracis-33612	239	2	preprint	preprint	VERB
bracis-33612	239	3	arxiv:2110.07602	arxiv:2110.07602	NOUN
bracis-33612	239	4	(	(	PUNCT
bracis-33612	239	5	2021	2021	NUM
bracis-33612	239	6	)	)	PUNCT
bracis-33612	239	7	mihalcea	mihalcea	PROPN
bracis-33612	239	8	,	,	PUNCT
bracis-33612	239	9	r.	r.	PROPN
bracis-33612	239	10	,	,	PUNCT
bracis-33612	239	11	tarau	tarau	NOUN
bracis-33612	239	12	,	,	PUNCT
bracis-33612	239	13	p.	p.	NOUN
bracis-33612	239	14	:	:	PUNCT
bracis-33612	240	1	textrank	textrank	VERB
bracis-33612	240	2	:	:	PUNCT
bracis-33612	240	3	bringing	bring	VERB
bracis-33612	240	4	order	order	NOUN
bracis-33612	240	5	into	into	ADP
bracis-33612	240	6	text	text	NOUN
bracis-33612	240	7	.	.	PUNCT
bracis-33612	241	1	in	in	ADP
bracis-33612	241	2	:	:	PUNCT
bracis-33612	241	3	proceedings	proceeding	NOUN
bracis-33612	241	4	of	of	ADP
bracis-33612	241	5	the	the	DET
bracis-33612	241	6	2004	2004	NUM
bracis-33612	241	7	emnlp	emnlp	NOUN
bracis-33612	241	8	,	,	PUNCT
bracis-33612	241	9	pp	pp	ADV
bracis-33612	241	10	.	.	PUNCT
bracis-33612	242	1	404–411	404–411	NUM
bracis-33612	242	2	(	(	PUNCT
bracis-33612	242	3	2004	2004	NUM
bracis-33612	242	4	)	)	PUNCT
bracis-33612	242	5	google	google	PROPN
bracis-33612	242	6	scholar	scholar	NOUN
bracis-33612	242	7	  	  	SPACE
bracis-33612	242	8	nadim	nadim	PROPN
bracis-33612	242	9	,	,	PUNCT
bracis-33612	242	10	m.	m.	NOUN
bracis-33612	242	11	,	,	PUNCT
bracis-33612	242	12	akopian	akopian	NOUN
bracis-33612	242	13	,	,	PUNCT
bracis-33612	242	14	d.	d.	PROPN
bracis-33612	242	15	,	,	PUNCT
bracis-33612	242	16	matamoros	matamoros	PROPN
bracis-33612	242	17	,	,	PUNCT
bracis-33612	242	18	a.	a.	NOUN
bracis-33612	242	19	:	:	PUNCT
bracis-33612	242	20	a	a	DET
bracis-33612	242	21	comparative	comparative	ADJ
bracis-33612	242	22	assessment	assessment	NOUN
bracis-33612	242	23	of	of	ADP
bracis-33612	242	24	unsupervised	unsupervised	ADJ
bracis-33612	242	25	keyword	keyword	NOUN
bracis-33612	242	26	extraction	extraction	NOUN
bracis-33612	242	27	tools	tool	NOUN
bracis-33612	242	28	.	.	PUNCT
bracis-33612	243	1	ieee	ieee	NOUN
bracis-33612	243	2	access	access	NOUN
bracis-33612	243	3	11	11	NUM
bracis-33612	243	4	,	,	PUNCT
bracis-33612	243	5	144778–144798	144778–144798	NUM
bracis-33612	243	6	(	(	PUNCT
bracis-33612	243	7	2023	2023	NUM
bracis-33612	243	8	)	)	PUNCT
bracis-33612	243	9	google	google	NOUN
bracis-33612	243	10	scholar	scholar	NOUN
bracis-33612	243	11	  	  	SPACE
bracis-33612	243	12	paiola	paiola	PROPN
bracis-33612	243	13	,	,	PUNCT
bracis-33612	243	14	p.h	p.h	PROPN
bracis-33612	243	15	.	.	PROPN
bracis-33612	243	16	,	,	PUNCT
bracis-33612	243	17	garcia	garcia	PROPN
bracis-33612	243	18	,	,	PUNCT
bracis-33612	243	19	g.l	g.l	PROPN
bracis-33612	243	20	.	.	PROPN
bracis-33612	243	21	,	,	PUNCT
bracis-33612	243	22	papa	papa	PROPN
bracis-33612	243	23	,	,	PUNCT
bracis-33612	243	24	j.p	j.p	PROPN
bracis-33612	243	25	.	.	PROPN
bracis-33612	243	26	:	:	PUNCT
bracis-33612	244	1	phi	phi	NOUN
bracis-33612	244	2	-	-	PUNCT
bracis-33612	244	3	bode	bode	NOUN
bracis-33612	244	4	(	(	PUNCT
bracis-33612	244	5	2024	2024	NUM
bracis-33612	244	6	)	)	PUNCT
bracis-33612	244	7	.	.	PUNCT
bracis-33612	245	1	https://doi.org/10.57967/hf/1880	https://doi.org/10.57967/hf/1880	PROPN
bracis-33612	245	2	,	,	PUNCT
bracis-33612	245	3	https://huggingface.co/recogna-nlp/phi-bode	https://huggingface.co/recogna-nlp/phi-bode	PROPN
bracis-33612	245	4	pęzik	pęzik	NOUN
bracis-33612	245	5	,	,	PUNCT
bracis-33612	245	6	p.	p.	PROPN
bracis-33612	245	7	,	,	PUNCT
bracis-33612	245	8	mikołajczyk	mikołajczyk	PROPN
bracis-33612	245	9	,	,	PUNCT
bracis-33612	245	10	a.	a.	NOUN
bracis-33612	245	11	,	,	PUNCT
bracis-33612	245	12	wawrzyński	wawrzyński	PROPN
bracis-33612	245	13	,	,	PUNCT
bracis-33612	245	14	a.	a.	NOUN
bracis-33612	245	15	,	,	PUNCT
bracis-33612	245	16	żarnecki	żarnecki	NOUN
bracis-33612	245	17	,	,	PUNCT
bracis-33612	245	18	f.	f.	PROPN
bracis-33612	245	19	,	,	PUNCT
bracis-33612	245	20	nitoń	nitoń	NOUN
bracis-33612	245	21	,	,	PUNCT
bracis-33612	245	22	b.	b.	PROPN
bracis-33612	245	23	,	,	PUNCT
bracis-33612	245	24	ogrodniczuk	ogrodniczuk	ADJ
bracis-33612	245	25	,	,	PUNCT
bracis-33612	245	26	m.	m.	NOUN
bracis-33612	245	27	:	:	PUNCT
bracis-33612	245	28	transferable	transferable	ADJ
bracis-33612	245	29	keyword	keyword	NOUN
bracis-33612	245	30	extraction	extraction	NOUN
bracis-33612	245	31	and	and	CCONJ
bracis-33612	245	32	generation	generation	NOUN
bracis-33612	245	33	with	with	ADP
bracis-33612	245	34	text	text	NOUN
bracis-33612	245	35	-	-	PUNCT
bracis-33612	245	36	to	to	ADP
bracis-33612	245	37	-	-	PUNCT
bracis-33612	245	38	text	text	NOUN
bracis-33612	245	39	language	language	NOUN
bracis-33612	245	40	models	model	NOUN
bracis-33612	245	41	.	.	PUNCT
bracis-33612	246	1	in	in	ADP
bracis-33612	246	2	:	:	PUNCT
bracis-33612	246	3	international	international	ADJ
bracis-33612	246	4	conference	conference	NOUN
bracis-33612	246	5	on	on	ADP
bracis-33612	246	6	computational	computational	ADJ
bracis-33612	246	7	science	science	NOUN
bracis-33612	246	8	,	,	PUNCT
bracis-33612	246	9	pp	pp	ADJ
bracis-33612	246	10	.	.	PUNCT
bracis-33612	247	1	398–405	398–405	NUM
bracis-33612	247	2	.	.	PUNCT
bracis-33612	247	3	springer	springer	NOUN
bracis-33612	247	4	,	,	PUNCT
bracis-33612	247	5	cham	cham	PROPN
bracis-33612	247	6	(	(	PUNCT
bracis-33612	247	7	2023	2023	NUM
bracis-33612	247	8	)	)	PUNCT
bracis-33612	247	9	.	.	PUNCT
bracis-33612	248	1	https://doi.org/10.1007/978-3-031-36021-3_42	https://doi.org/10.1007/978-3-031-36021-3_42	PROPN
bracis-33612	248	2	radford	radford	PROPN
bracis-33612	248	3	,	,	PUNCT
bracis-33612	248	4	a.	a.	PROPN
bracis-33612	248	5	,	,	PUNCT
bracis-33612	248	6	narasimhan	narasimhan	PROPN
bracis-33612	248	7	,	,	PUNCT
bracis-33612	248	8	k.	k.	PROPN
bracis-33612	248	9	,	,	PUNCT
bracis-33612	248	10	salimans	saliman	NOUN
bracis-33612	248	11	,	,	PUNCT
bracis-33612	248	12	t.	t.	PROPN
bracis-33612	248	13	,	,	PUNCT
bracis-33612	248	14	sutskever	sutskever	PROPN
bracis-33612	248	15	,	,	PUNCT
bracis-33612	248	16	i.	i.	PROPN
bracis-33612	248	17	,	,	PUNCT
bracis-33612	248	18	et	et	PROPN
bracis-33612	248	19	 	 	SPACE
bracis-33612	248	20	al	al	PROPN
bracis-33612	248	21	.	.	PROPN
bracis-33612	248	22	:	:	PUNCT
bracis-33612	249	1	improving	improve	VERB
bracis-33612	249	2	language	language	NOUN
bracis-33612	249	3	understanding	understanding	NOUN
bracis-33612	249	4	by	by	ADP
bracis-33612	249	5	generative	generative	ADJ
bracis-33612	249	6	pre	pre	NOUN
bracis-33612	249	7	-	-	NOUN
bracis-33612	249	8	training	training	ADJ
bracis-33612	249	9	(	(	PUNCT
bracis-33612	249	10	2018	2018	NUM
bracis-33612	249	11	)	)	PUNCT
bracis-33612	249	12	google	google	NOUN
bracis-33612	249	13	scholar	scholar	NOUN
bracis-33612	249	14	  	  	SPACE
bracis-33612	249	15	raffel	raffel	NOUN
bracis-33612	249	16	,	,	PUNCT
bracis-33612	249	17	c.	c.	PROPN
bracis-33612	249	18	,	,	PUNCT
bracis-33612	249	19	et	et	PROPN
bracis-33612	249	20	al	al	PROPN
bracis-33612	249	21	.	.	PROPN
bracis-33612	249	22	:	:	PUNCT
bracis-33612	249	23	exploring	explore	VERB
bracis-33612	249	24	the	the	DET
bracis-33612	249	25	limits	limit	NOUN
bracis-33612	249	26	of	of	ADP
bracis-33612	249	27	transfer	transfer	NOUN
bracis-33612	249	28	learning	learn	VERB
bracis-33612	249	29	with	with	ADP
bracis-33612	249	30	a	a	DET
bracis-33612	249	31	unified	unified	ADJ
bracis-33612	249	32	text	text	NOUN
bracis-33612	249	33	-	-	PUNCT
bracis-33612	249	34	to	to	ADP
bracis-33612	249	35	-	-	PUNCT
bracis-33612	249	36	text	text	NOUN
bracis-33612	249	37	transformer	transformer	NOUN
bracis-33612	249	38	.	.	PUNCT
bracis-33612	250	1	j.	j.	PROPN
bracis-33612	250	2	mach	mach	PROPN
bracis-33612	250	3	.	.	PUNCT
bracis-33612	251	1	learn	learn	VERB
bracis-33612	251	2	.	.	PUNCT
bracis-33612	252	1	res	re	NOUN
bracis-33612	252	2	.	.	PROPN
bracis-33612	253	1	21(140	21(140	NUM
bracis-33612	253	2	)	)	PUNCT
bracis-33612	253	3	,	,	PUNCT
bracis-33612	253	4	1–67	1–67	PROPN
bracis-33612	253	5	(	(	PUNCT
bracis-33612	253	6	2020	2020	NUM
bracis-33612	253	7	)	)	PUNCT
bracis-33612	253	8	.	.	PUNCT
bracis-33612	254	1	http://jmlr.org/papers/v21/20-074.html	http://jmlr.org/papers/v21/20-074.html	PROPN
bracis-33612	255	1	ramachandran	ramachandran	PROPN
bracis-33612	255	2	,	,	PUNCT
bracis-33612	255	3	r.	r.	PROPN
bracis-33612	255	4	,	,	PUNCT
bracis-33612	255	5	mohan	mohan	PROPN
bracis-33612	255	6	,	,	PUNCT
bracis-33612	255	7	m.k	m.k	PROPN
bracis-33612	255	8	.	.	PROPN
bracis-33612	255	9	,	,	PUNCT
bracis-33612	255	10	sara	sara	PROPN
bracis-33612	255	11	,	,	PUNCT
bracis-33612	255	12	s.k	s.k	PROPN
bracis-33612	255	13	.	.	PUNCT
bracis-33612	255	14	:	:	PUNCT
bracis-33612	256	1	document	document	NOUN
bracis-33612	256	2	clustering	cluster	VERB
bracis-33612	256	3	using	use	VERB
bracis-33612	256	4	keyword	keyword	NOUN
bracis-33612	256	5	extraction	extraction	NOUN
bracis-33612	256	6	.	.	PUNCT
bracis-33612	257	1	in	in	ADP
bracis-33612	257	2	:	:	PUNCT
bracis-33612	257	3	2022	2022	NUM
bracis-33612	257	4	ieee	ieee	NOUN
bracis-33612	257	5	3rd	3rd	PROPN
bracis-33612	257	6	global	global	ADJ
bracis-33612	257	7	conference	conference	NOUN
bracis-33612	257	8	for	for	ADP
bracis-33612	257	9	advancement	advancement	NOUN
bracis-33612	257	10	in	in	ADP
bracis-33612	257	11	technology	technology	NOUN
bracis-33612	257	12	(	(	PUNCT
bracis-33612	257	13	gcat	gcat	NOUN
bracis-33612	257	14	)	)	PUNCT
bracis-33612	257	15	,	,	PUNCT
bracis-33612	257	16	pp	pp	ADJ
bracis-33612	257	17	.	.	PUNCT
bracis-33612	258	1	01–06	01–06	PROPN
bracis-33612	258	2	.	.	PUNCT
bracis-33612	259	1	ieee	ieee	NOUN
bracis-33612	259	2	(	(	PUNCT
bracis-33612	259	3	2022	2022	NUM
bracis-33612	259	4	)	)	PUNCT
bracis-33612	259	5	google	google	NOUN
bracis-33612	259	6	scholar	scholar	NOUN
bracis-33612	259	7	  	  	SPACE
bracis-33612	259	8	real	real	ADJ
bracis-33612	259	9	,	,	PUNCT
bracis-33612	259	10	l.	l.	PROPN
bracis-33612	259	11	,	,	PUNCT
bracis-33612	259	12	oshiro	oshiro	PROPN
bracis-33612	259	13	,	,	PUNCT
bracis-33612	259	14	m.	m.	NOUN
bracis-33612	259	15	,	,	PUNCT
bracis-33612	259	16	mafra	mafra	NOUN
bracis-33612	259	17	,	,	PUNCT
bracis-33612	259	18	a.	a.	NOUN
bracis-33612	259	19	:	:	PUNCT
bracis-33612	259	20	b2w	b2w	ADV
bracis-33612	259	21	-	-	PUNCT
bracis-33612	259	22	reviews01	reviews01	NOUN
bracis-33612	259	23	a	a	DET
bracis-33612	259	24	brazilian	brazilian	ADJ
bracis-33612	259	25	portuguese	portuguese	ADJ
bracis-33612	259	26	reviews	review	NOUN
bracis-33612	259	27	corpus	corpus	NOUN
bracis-33612	259	28	(	(	PUNCT
bracis-33612	259	29	2019	2019	NUM
bracis-33612	259	30	)	)	PUNCT
bracis-33612	259	31	.	.	PUNCT
bracis-33612	260	1	https://opencor.gitlab.io/corpora/real19b2wreviews01/	https://opencor.gitlab.io/corpora/real19b2wreviews01/	PROPN
bracis-33612	260	2	roller	roller	NOUN
bracis-33612	260	3	,	,	PUNCT
bracis-33612	260	4	s.	s.	PROPN
bracis-33612	260	5	,	,	PUNCT
bracis-33612	260	6	et	et	PROPN
bracis-33612	260	7	 	 	SPACE
bracis-33612	260	8	al	al	PROPN
bracis-33612	260	9	.	.	PROPN
bracis-33612	260	10	:	:	PUNCT
bracis-33612	260	11	recipes	recipe	NOUN
bracis-33612	260	12	for	for	ADP
bracis-33612	260	13	building	build	VERB
bracis-33612	260	14	an	an	DET
bracis-33612	260	15	open	open	ADJ
bracis-33612	260	16	-	-	PUNCT
bracis-33612	260	17	domain	domain	NOUN
bracis-33612	260	18	chatbot	chatbot	NOUN
bracis-33612	260	19	.	.	PUNCT
bracis-33612	261	1	arxiv	arxiv	PROPN
bracis-33612	261	2	preprint	preprint	VERB
bracis-33612	261	3	arxiv:2004.13637	arxiv:2004.13637	PROPN
bracis-33612	261	4	(	(	PUNCT
bracis-33612	261	5	2020	2020	NUM
bracis-33612	261	6	)	)	PUNCT
bracis-33612	261	7	rose	rise	VERB
bracis-33612	261	8	,	,	PUNCT
bracis-33612	261	9	s.	s.	PROPN
bracis-33612	261	10	,	,	PUNCT
bracis-33612	261	11	engel	engel	PROPN
bracis-33612	261	12	,	,	PUNCT
bracis-33612	261	13	d.	d.	PROPN
bracis-33612	261	14	,	,	PUNCT
bracis-33612	261	15	cramer	cramer	PROPN
bracis-33612	261	16	,	,	PUNCT
bracis-33612	261	17	n.	n.	NOUN
bracis-33612	261	18	,	,	PUNCT
bracis-33612	261	19	cowley	cowley	PROPN
bracis-33612	261	20	,	,	PUNCT
bracis-33612	261	21	w.	w.	PROPN
bracis-33612	261	22	:	:	PUNCT
bracis-33612	261	23	automatic	automatic	ADJ
bracis-33612	261	24	keyword	keyword	NOUN
bracis-33612	261	25	extraction	extraction	NOUN
bracis-33612	261	26	from	from	ADP
bracis-33612	261	27	individual	individual	ADJ
bracis-33612	261	28	documents	document	NOUN
bracis-33612	261	29	.	.	PUNCT
bracis-33612	262	1	in	in	ADP
bracis-33612	262	2	:	:	PUNCT
bracis-33612	262	3	text	text	NOUN
bracis-33612	262	4	mining	mining	NOUN
bracis-33612	262	5	:	:	PUNCT
bracis-33612	262	6	applications	application	NOUN
bracis-33612	262	7	and	and	CCONJ
bracis-33612	262	8	theory	theory	NOUN
bracis-33612	262	9	,	,	PUNCT
bracis-33612	262	10	pp	pp	ADV
bracis-33612	262	11	.	.	PUNCT
bracis-33612	263	1	1–20	1–20	PROPN
bracis-33612	263	2	(	(	PUNCT
bracis-33612	263	3	2010	2010	NUM
bracis-33612	263	4	)	)	PUNCT
bracis-33612	263	5	google	google	PROPN
bracis-33612	263	6	scholar	scholar	NOUN
bracis-33612	263	7	  	  	SPACE
bracis-33612	263	8	yang	yang	PROPN
bracis-33612	263	9	,	,	PUNCT
bracis-33612	263	10	z.	z.	PROPN
bracis-33612	263	11	,	,	PUNCT
bracis-33612	263	12	yu	yu	PROPN
bracis-33612	263	13	,	,	PUNCT
bracis-33612	263	14	h.	h.	PROPN
bracis-33612	263	15	,	,	PUNCT
bracis-33612	263	16	tang	tang	PROPN
bracis-33612	263	17	,	,	PUNCT
bracis-33612	263	18	j.	j.	PROPN
bracis-33612	263	19	,	,	PUNCT
bracis-33612	263	20	liu	liu	PROPN
bracis-33612	263	21	,	,	PUNCT
bracis-33612	263	22	h.	h.	PROPN
bracis-33612	263	23	:	:	PUNCT
bracis-33612	263	24	toward	toward	ADP
bracis-33612	263	25	keyword	keyword	NOUN
bracis-33612	263	26	extraction	extraction	NOUN
bracis-33612	263	27	in	in	ADP
bracis-33612	263	28	constrained	constrain	VERB
bracis-33612	263	29	information	information	NOUN
bracis-33612	263	30	retrieval	retrieval	NOUN
bracis-33612	263	31	in	in	ADP
bracis-33612	263	32	vehicle	vehicle	NOUN
bracis-33612	263	33	social	social	ADJ
bracis-33612	263	34	network	network	NOUN
bracis-33612	263	35	.	.	PUNCT
bracis-33612	264	1	ieee	ieee	PROPN
bracis-33612	264	2	trans	trans	PROPN
bracis-33612	264	3	.	.	PUNCT
bracis-33612	265	1	veh	veh	PROPN
bracis-33612	265	2	.	.	PROPN
bracis-33612	265	3	technol	technol	PROPN
bracis-33612	265	4	.	.	PROPN
bracis-33612	266	1	68(5	68(5	NUM
bracis-33612	266	2	)	)	PUNCT
bracis-33612	266	3	,	,	PUNCT
bracis-33612	266	4	4285–4294	4285–4294	NUM
bracis-33612	266	5	(	(	PUNCT
bracis-33612	266	6	2019	2019	NUM
bracis-33612	266	7	)	)	PUNCT
bracis-33612	266	8	article	article	NOUN
bracis-33612	266	9	  	  	SPACE
bracis-33612	266	10	google	google	PROPN
bracis-33612	266	11	scholar	scholar	NOUN
bracis-33612	266	12	  	  	SPACE
bracis-33612	266	13	download	download	NOUN
bracis-33612	266	14	references	reference	NOUN
bracis-33612	266	15	acknowledgments	acknowledgment	NOUN
bracis-33612	266	16	this	this	DET
bracis-33612	266	17	study	study	NOUN
bracis-33612	266	18	was	be	AUX
bracis-33612	266	19	financed	finance	VERB
bracis-33612	266	20	in	in	ADP
bracis-33612	266	21	part	part	NOUN
bracis-33612	266	22	by	by	ADP
bracis-33612	266	23	the	the	DET
bracis-33612	266	24	coordenação	coordenação	PROPN
bracis-33612	266	25	de	de	PROPN
bracis-33612	266	26	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33612	266	27	de	de	X
bracis-33612	266	28	pessoal	pessoal	PROPN
bracis-33612	266	29	de	de	PROPN
bracis-33612	266	30	nível	nível	PROPN
bracis-33612	266	31	superior	superior	PROPN
bracis-33612	266	32	brasil	brasil	PROPN
bracis-33612	266	33	(	(	PUNCT
bracis-33612	266	34	capes	cape	NOUN
bracis-33612	266	35	)	)	PUNCT
bracis-33612	266	36	finance	finance	NOUN
bracis-33612	266	37	code	code	NOUN
bracis-33612	266	38	001	001	NUM
bracis-33612	266	39	.	.	PUNCT
bracis-33612	267	1	author	author	NOUN
bracis-33612	267	2	information	information	NOUN
bracis-33612	267	3	authors	author	NOUN
bracis-33612	267	4	and	and	CCONJ
bracis-33612	267	5	affiliations	affiliation	NOUN
bracis-33612	267	6	department	department	PROPN
bracis-33612	267	7	of	of	ADP
bracis-33612	267	8	computing	computing	PROPN
bracis-33612	267	9	,	,	PUNCT
bracis-33612	267	10	federal	federal	ADJ
bracis-33612	267	11	university	university	PROPN
bracis-33612	267	12	of	of	ADP
bracis-33612	267	13	são	são	PROPN
bracis-33612	267	14	carlos	carlos	PROPN
bracis-33612	267	15	,	,	PUNCT
bracis-33612	267	16	são	são	PROPN
bracis-33612	267	17	carlos	carlos	PROPN
bracis-33612	267	18	,	,	PUNCT
bracis-33612	267	19	brazil	brazil	PROPN
bracis-33612	267	20	fernando	fernando	PROPN
bracis-33612	267	21	rezende	rezende	PROPN
bracis-33612	267	22	zagatti	zagatti	PROPN
bracis-33612	267	23	,	,	PUNCT
bracis-33612	267	24	 	 	SPACE
bracis-33612	267	25	daniel	daniel	PROPN
bracis-33612	267	26	lucrédio	lucrédio	PROPN
bracis-33612	267	27	 	 	SPACE
bracis-33612	267	28	&	&	CCONJ
bracis-33612	267	29	 	 	SPACE
bracis-33612	267	30	helena	helena	PROPN
bracis-33612	267	31	de	de	PROPN
bracis-33612	267	32	medeiros	medeiros	PROPN
bracis-33612	267	33	caseli	caseli	PROPN
bracis-33612	267	34	authors	author	NOUN
bracis-33612	267	35	fernando	fernando	PROPN
bracis-33612	267	36	rezende	rezende	PROPN
bracis-33612	267	37	zagattiview	zagattiview	PROPN
bracis-33612	267	38	author	author	NOUN
bracis-33612	267	39	publications	publication	NOUN
bracis-33612	267	40	search	search	NOUN
bracis-33612	267	41	author	author	NOUN
bracis-33612	267	42	on	on	ADP
bracis-33612	267	43	:	:	PUNCT
bracis-33612	267	44	pubmed	pubmed	PROPN
bracis-33612	267	45	 	 	SPACE
bracis-33612	267	46	google	google	PROPN
bracis-33612	267	47	scholar	scholar	NOUN
bracis-33612	267	48	daniel	daniel	PROPN
bracis-33612	267	49	lucrédioview	lucrédioview	PROPN
bracis-33612	267	50	author	author	NOUN
bracis-33612	267	51	publications	publication	NOUN
bracis-33612	267	52	search	search	NOUN
bracis-33612	267	53	author	author	NOUN
bracis-33612	267	54	on	on	ADP
bracis-33612	267	55	:	:	PUNCT
bracis-33612	267	56	pubmed	pubmed	PROPN
bracis-33612	267	57	 	 	SPACE
bracis-33612	267	58	google	google	PROPN
bracis-33612	267	59	scholar	scholar	PROPN
bracis-33612	267	60	helena	helena	PROPN
bracis-33612	267	61	de	de	PROPN
bracis-33612	267	62	medeiros	medeiros	PROPN
bracis-33612	267	63	caseliview	caseliview	PROPN
bracis-33612	267	64	author	author	NOUN
bracis-33612	267	65	publications	publication	NOUN
bracis-33612	267	66	search	search	NOUN
bracis-33612	267	67	author	author	NOUN
bracis-33612	267	68	on	on	ADP
bracis-33612	267	69	:	:	PUNCT
bracis-33612	267	70	pubmed	pubmed	PROPN
bracis-33612	267	71	 	 	SPACE
bracis-33612	267	72	google	google	PROPN
bracis-33612	267	73	scholar	scholar	NOUN
bracis-33612	267	74	corresponding	correspond	VERB
bracis-33612	267	75	author	author	NOUN
bracis-33612	267	76	correspondence	correspondence	NOUN
bracis-33612	267	77	to	to	ADP
bracis-33612	267	78	fernando	fernando	PROPN
bracis-33612	267	79	rezende	rezende	PROPN
bracis-33612	267	80	zagatti	zagatti	PROPN
bracis-33612	267	81	.	.	PUNCT
bracis-33612	268	1	editor	editor	NOUN
bracis-33612	268	2	information	information	NOUN
bracis-33612	268	3	editors	editor	NOUN
bracis-33612	268	4	and	and	CCONJ
bracis-33612	268	5	affiliations	affiliation	NOUN
bracis-33612	268	6	universidade	universidade	VERB
bracis-33612	268	7	federal	federal	PROPN
bracis-33612	268	8	fluminense	fluminense	PROPN
bracis-33612	268	9	,	,	PUNCT
bracis-33612	268	10	niterói	niterói	PROPN
bracis-33612	268	11	,	,	PUNCT
bracis-33612	268	12	brazil	brazil	PROPN
bracis-33612	268	13	aline	aline	PROPN
bracis-33612	268	14	paes	paes	PROPN
bracis-33612	268	15	instituto	instituto	PROPN
bracis-33612	268	16	tecnológico	tecnológico	PROPN
bracis-33612	268	17	de	de	PROPN
bracis-33612	268	18	aeronáutica	aeronáutica	PROPN
bracis-33612	268	19	,	,	PUNCT
bracis-33612	268	20	são	são	PROPN
bracis-33612	268	21	josé	josé	PROPN
bracis-33612	268	22	dos	dos	PROPN
bracis-33612	268	23	campos	campos	PROPN
bracis-33612	268	24	,	,	PUNCT
bracis-33612	268	25	brazil	brazil	PROPN
bracis-33612	268	26	filipe	filipe	PROPN
bracis-33612	268	27	a.	a.	PROPN
bracis-33612	268	28	n.	n.	PROPN
bracis-33612	268	29	verri	verri	PROPN
bracis-33612	268	30	rights	right	NOUN
bracis-33612	268	31	and	and	CCONJ
bracis-33612	268	32	permissions	permission	NOUN
bracis-33612	268	33	reprints	reprint	NOUN
bracis-33612	268	34	and	and	CCONJ
bracis-33612	268	35	permissions	permission	VERB
bracis-33612	268	36	copyright	copyright	NOUN
bracis-33612	268	37	information	information	NOUN
bracis-33612	268	38	©	©	ADP
bracis-33612	268	39	2025	2025	NUM
bracis-33612	268	40	the	the	DET
bracis-33612	268	41	author(s	author(s	NOUN
bracis-33612	268	42	)	)	PUNCT
bracis-33612	268	43	,	,	PUNCT
bracis-33612	268	44	under	under	ADP
bracis-33612	268	45	exclusive	exclusive	ADJ
bracis-33612	268	46	license	license	NOUN
bracis-33612	268	47	to	to	ADP
bracis-33612	268	48	springer	springer	NOUN
bracis-33612	268	49	nature	nature	PROPN
bracis-33612	268	50	switzerland	switzerland	PROPN
bracis-33612	268	51	ag	ag	PROPN
bracis-33612	268	52	about	about	ADP
bracis-33612	268	53	this	this	DET
bracis-33612	268	54	paper	paper	NOUN
bracis-33612	268	55	cite	cite	VERB
bracis-33612	268	56	this	this	DET
bracis-33612	268	57	paper	paper	NOUN
bracis-33612	268	58	zagatti	zagatti	NOUN
bracis-33612	268	59	,	,	PUNCT
bracis-33612	268	60	f.r	f.r	PROPN
bracis-33612	268	61	.	.	PROPN
bracis-33612	268	62	,	,	PUNCT
bracis-33612	268	63	lucrédio	lucrédio	NOUN
bracis-33612	268	64	,	,	PUNCT
bracis-33612	268	65	d.	d.	PROPN
bracis-33612	268	66	,	,	PUNCT
bracis-33612	268	67	caseli	caseli	ADJ
bracis-33612	268	68	,	,	PUNCT
bracis-33612	268	69	h.d.m	h.d.m	INTJ
bracis-33612	268	70	.	.	PUNCT
bracis-33612	269	1	(	(	PUNCT
bracis-33612	269	2	2025	2025	NUM
bracis-33612	269	3	)	)	PUNCT
bracis-33612	269	4	.	.	PUNCT
bracis-33612	270	1	unsupervised	unsupervised	ADJ
bracis-33612	270	2	statistical	statistical	ADJ
bracis-33612	270	3	keyword	keyword	NOUN
bracis-33612	270	4	extraction	extraction	NOUN
bracis-33612	270	5	pipeline	pipeline	NOUN
bracis-33612	270	6	:	:	PUNCT
bracis-33612	270	7	is	be	AUX
bracis-33612	270	8	llm	llm	PROPN
bracis-33612	270	9	all	all	PRON
bracis-33612	270	10	you	you	PRON
bracis-33612	270	11	need	need	VERB
bracis-33612	270	12	?	?	PUNCT
bracis-33612	270	13	.	.	PUNCT
bracis-33612	271	1	in	in	ADP
bracis-33612	271	2	:	:	PUNCT
bracis-33612	271	3	paes	paes	PROPN
bracis-33612	271	4	,	,	PUNCT
bracis-33612	271	5	a.	a.	PROPN
bracis-33612	271	6	,	,	PUNCT
bracis-33612	271	7	verri	verri	NOUN
bracis-33612	271	8	,	,	PUNCT
bracis-33612	271	9	f.a.n	f.a.n	ADJ
bracis-33612	271	10	.	.	PUNCT
bracis-33612	271	11	(	(	PUNCT
bracis-33612	271	12	eds	ed	NOUN
bracis-33612	271	13	)	)	PUNCT
bracis-33612	271	14	intelligent	intelligent	ADJ
bracis-33612	271	15	systems	system	NOUN
bracis-33612	271	16	.	.	PUNCT
bracis-33612	271	17	bracis	bracis	PROPN
bracis-33612	271	18	2024	2024	NUM
bracis-33612	271	19	.	.	PUNCT
bracis-33612	272	1	lecture	lecture	NOUN
bracis-33612	272	2	notes	note	NOUN
bracis-33612	272	3	in	in	ADP
bracis-33612	272	4	computer	computer	NOUN
bracis-33612	272	5	science	science	NOUN
bracis-33612	272	6	(	(	PUNCT
bracis-33612	272	7	)	)	PUNCT
bracis-33612	272	8	,	,	PUNCT
bracis-33612	272	9	vol	vol	NOUN
bracis-33612	272	10	15413	15413	NUM
bracis-33612	272	11	.	.	PUNCT
bracis-33612	273	1	springer	springer	NOUN
bracis-33612	273	2	,	,	PUNCT
bracis-33612	273	3	cham	cham	PROPN
bracis-33612	273	4	.	.	PUNCT
bracis-33612	274	1	https://doi.org/10.1007/978-3-031-79032-4_32	https://doi.org/10.1007/978-3-031-79032-4_32	PROPN
bracis-33612	274	2	download	download	NOUN
bracis-33612	274	3	citation	citation	NOUN
bracis-33612	274	4	.ris	.ris	PUNCT
bracis-33612	274	5	.enw	.enw	PROPN
bracis-33612	274	6	.bib	.bib	PUNCT
bracis-33612	275	1	doi	doi	PROPN
bracis-33612	275	2	:	:	PUNCT
bracis-33612	275	3	https://doi.org/10.1007/978-3-031-79032-4_32	https://doi.org/10.1007/978-3-031-79032-4_32	VERB
bracis-33612	275	4	published	publish	VERB
bracis-33612	275	5	:	:	PUNCT
bracis-33612	275	6	30	30	NUM
bracis-33612	275	7	january	january	PROPN
bracis-33612	275	8	2025	2025	NUM
bracis-33612	275	9	publisher	publisher	NOUN
bracis-33612	275	10	name	name	NOUN
bracis-33612	275	11	:	:	PUNCT
bracis-33612	275	12	springer	springer	NOUN
bracis-33612	275	13	,	,	PUNCT
bracis-33612	275	14	cham	cham	PROPN
bracis-33612	275	15	print	print	PROPN
bracis-33612	275	16	isbn	isbn	PROPN
bracis-33612	275	17	:	:	PUNCT
bracis-33612	275	18	978	978	NUM
bracis-33612	275	19	-	-	SYM
bracis-33612	275	20	3	3	NUM
bracis-33612	275	21	-	-	PUNCT
bracis-33612	275	22	031	031	NUM
bracis-33612	275	23	-	-	PUNCT
bracis-33612	275	24	79031	79031	NUM
bracis-33612	275	25	-	-	SYM
bracis-33612	275	26	7	7	NUM
bracis-33612	275	27	online	online	ADJ
bracis-33612	275	28	isbn	isbn	NOUN
bracis-33612	275	29	:	:	PUNCT
bracis-33612	275	30	978	978	NUM
bracis-33612	275	31	-	-	SYM
bracis-33612	275	32	3	3	NUM
bracis-33612	275	33	-	-	PUNCT
bracis-33612	275	34	031	031	NUM
bracis-33612	275	35	-	-	PUNCT
bracis-33612	275	36	79032	79032	NUM
bracis-33612	275	37	-	-	SYM
bracis-33612	275	38	4	4	NUM
bracis-33612	275	39	ebook	ebook	NOUN
bracis-33612	275	40	packages	package	NOUN
bracis-33612	275	41	:	:	PUNCT
bracis-33612	275	42	computer	computer	NOUN
bracis-33612	275	43	sciencecomputer	sciencecomputer	NOUN
bracis-33612	275	44	science	science	NOUN
bracis-33612	275	45	(	(	PUNCT
bracis-33612	275	46	r0	r0	NOUN
bracis-33612	275	47	)	)	PUNCT
bracis-33612	275	48	share	share	VERB
bracis-33612	275	49	this	this	DET
bracis-33612	275	50	paper	paper	NOUN
bracis-33612	275	51	anyone	anyone	PRON
bracis-33612	275	52	you	you	PRON
bracis-33612	275	53	share	share	VERB
bracis-33612	275	54	the	the	DET
bracis-33612	275	55	following	follow	VERB
bracis-33612	275	56	link	link	NOUN
bracis-33612	275	57	with	with	ADP
bracis-33612	275	58	will	will	AUX
bracis-33612	275	59	be	be	AUX
bracis-33612	275	60	able	able	ADJ
bracis-33612	275	61	to	to	PART
bracis-33612	275	62	read	read	VERB
bracis-33612	275	63	this	this	DET
bracis-33612	275	64	content	content	NOUN
bracis-33612	275	65	:	:	PUNCT
bracis-33612	275	66	get	get	VERB
bracis-33612	275	67	shareable	shareable	ADJ
bracis-33612	275	68	linksorry	linksorry	NOUN
bracis-33612	275	69	,	,	PUNCT
bracis-33612	275	70	a	a	DET
bracis-33612	275	71	shareable	shareable	ADJ
bracis-33612	275	72	link	link	NOUN
bracis-33612	275	73	is	be	AUX
bracis-33612	275	74	not	not	PART
bracis-33612	275	75	currently	currently	ADV
bracis-33612	275	76	available	available	ADJ
bracis-33612	275	77	for	for	ADP
bracis-33612	275	78	this	this	DET
bracis-33612	275	79	article	article	NOUN
bracis-33612	275	80	.	.	PUNCT
bracis-33612	276	1	copy	copy	VERB
bracis-33612	276	2	shareable	shareable	ADJ
bracis-33612	276	3	link	link	NOUN
bracis-33612	276	4	to	to	PART
bracis-33612	276	5	clipboard	clipboard	NOUN
bracis-33612	276	6	provided	provide	VERB
bracis-33612	276	7	by	by	ADP
bracis-33612	276	8	the	the	DET
bracis-33612	276	9	springer	springer	NOUN
bracis-33612	276	10	nature	nature	PROPN
bracis-33612	276	11	sharedit	sharedit	PROPN
bracis-33612	276	12	content	content	NOUN
bracis-33612	276	13	-	-	PUNCT
bracis-33612	276	14	sharing	share	VERB
bracis-33612	276	15	initiative	initiative	NOUN
bracis-33612	276	16	keywords	keyword	NOUN
bracis-33612	276	17	keyword	keyword	NOUN
bracis-33612	276	18	extraction	extraction	NOUN
bracis-33612	276	19	natural	natural	ADJ
bracis-33612	276	20	language	language	NOUN
bracis-33612	276	21	processing	process	VERB
bracis-33612	276	22	large	large	ADJ
bracis-33612	276	23	language	language	NOUN
bracis-33612	276	24	models	model	NOUN
bracis-33612	276	25	publish	publish	VERB
bracis-33612	276	26	with	with	ADP
bracis-33612	276	27	us	us	PROPN
bracis-33612	276	28	policies	policy	NOUN
bracis-33612	276	29	and	and	CCONJ
bracis-33612	276	30	ethics	ethic	NOUN
bracis-33612	276	31	search	search	NOUN
bracis-33612	276	32	search	search	NOUN
bracis-33612	276	33	by	by	ADP
bracis-33612	276	34	keyword	keyword	NOUN
bracis-33612	276	35	or	or	CCONJ
bracis-33612	276	36	author	author	NOUN
bracis-33612	276	37	search	search	NOUN
bracis-33612	276	38	navigation	navigation	NOUN
bracis-33612	276	39	find	find	VERB
bracis-33612	276	40	a	a	DET
bracis-33612	276	41	journal	journal	NOUN
bracis-33612	276	42	publish	publish	VERB
bracis-33612	276	43	with	with	ADP
bracis-33612	276	44	us	we	PRON
bracis-33612	276	45	track	track	VERB
bracis-33612	276	46	your	your	PRON
bracis-33612	276	47	research	research	NOUN
bracis-33612	276	48	discover	discover	VERB
bracis-33612	276	49	content	content	NOUN
bracis-33612	276	50	journals	journal	NOUN
bracis-33612	276	51	a	a	DET
bracis-33612	276	52	-	-	PUNCT
bracis-33612	276	53	z	z	NOUN
bracis-33612	276	54	books	book	NOUN
bracis-33612	276	55	a	a	DET
bracis-33612	276	56	-	-	PUNCT
bracis-33612	276	57	z	z	NOUN
bracis-33612	276	58	publish	publish	NOUN
bracis-33612	276	59	with	with	ADP
bracis-33612	276	60	us	us	PROPN
bracis-33612	276	61	journal	journal	PROPN
bracis-33612	276	62	finder	finder	PROPN
bracis-33612	276	63	publish	publish	VERB
bracis-33612	276	64	your	your	PRON
bracis-33612	276	65	research	research	NOUN
bracis-33612	276	66	language	language	NOUN
bracis-33612	276	67	editing	edit	VERB
bracis-33612	276	68	open	open	ADJ
bracis-33612	276	69	access	access	NOUN
bracis-33612	276	70	publishing	publishing	NOUN
bracis-33612	276	71	products	product	NOUN
bracis-33612	276	72	and	and	CCONJ
bracis-33612	276	73	services	service	NOUN
bracis-33612	276	74	our	our	PRON
bracis-33612	276	75	products	product	NOUN
bracis-33612	276	76	librarians	librarian	VERB
bracis-33612	276	77	societies	society	NOUN
bracis-33612	276	78	partners	partner	NOUN
bracis-33612	276	79	and	and	CCONJ
bracis-33612	276	80	advertisers	advertiser	NOUN
bracis-33612	276	81	our	our	PRON
bracis-33612	276	82	brands	brand	NOUN
bracis-33612	276	83	springer	springer	NOUN
bracis-33612	276	84	nature	nature	PROPN
bracis-33612	276	85	portfolio	portfolio	PROPN
bracis-33612	276	86	bmc	bmc	PROPN
bracis-33612	276	87	palgrave	palgrave	PROPN
bracis-33612	276	88	macmillan	macmillan	PROPN
bracis-33612	276	89	apress	apress	PROPN
bracis-33612	276	90	discover	discover	VERB
bracis-33612	276	91	your	your	PRON
bracis-33612	276	92	privacy	privacy	NOUN
bracis-33612	276	93	choices	choice	NOUN
bracis-33612	276	94	/	/	SYM
bracis-33612	276	95	manage	manage	NOUN
bracis-33612	276	96	cookies	cookie	NOUN
bracis-33612	276	97	your	your	PRON
bracis-33612	276	98	us	us	PROPN
bracis-33612	277	1	state	state	NOUN
bracis-33612	277	2	privacy	privacy	NOUN
bracis-33612	277	3	rights	right	NOUN
bracis-33612	277	4	accessibility	accessibility	NOUN
bracis-33612	277	5	statement	statement	NOUN
bracis-33612	277	6	terms	term	NOUN
bracis-33612	277	7	and	and	CCONJ
bracis-33612	277	8	conditions	condition	NOUN
bracis-33612	277	9	privacy	privacy	NOUN
bracis-33612	277	10	policy	policy	NOUN
bracis-33612	277	11	help	help	NOUN
bracis-33612	277	12	and	and	CCONJ
bracis-33612	277	13	support	support	VERB
bracis-33612	277	14	legal	legal	ADJ
bracis-33612	277	15	notice	notice	NOUN
bracis-33612	277	16	cancel	cancel	VERB
bracis-33612	277	17	contracts	contract	NOUN
bracis-33612	277	18	here	here	ADV
bracis-33612	277	19	not	not	PART
bracis-33612	277	20	affiliated	affiliate	VERB
bracis-33612	277	21	©	©	PROPN
bracis-33612	277	22	2025	2025	NUM
bracis-33612	277	23	springer	springer	NOUN
bracis-33612	277	24	nature	nature	NOUN