id	sid	tid	token	lemma	pos
bracis-28429	1	1	evaluating	evaluate	VERB
bracis-28429	1	2	contextualized	contextualized	ADJ
bracis-28429	1	3	embeddings	embedding	NOUN
bracis-28429	1	4	for	for	ADP
bracis-28429	1	5	 	 	SPACE
bracis-28429	1	6	topic	topic	NOUN
bracis-28429	1	7	modeling	modeling	NOUN
bracis-28429	1	8	in	in	ADP
bracis-28429	1	9	 	 	SPACE
bracis-28429	1	10	public	public	ADJ
bracis-28429	1	11	bidding	bidding	NOUN
bracis-28429	1	12	domain	domain	NOUN
bracis-28429	1	13	|	|	NOUN
bracis-28429	1	14	springer	springer	NOUN
bracis-28429	1	15	nature	nature	PROPN
bracis-28429	1	16	link	link	PROPN
bracis-28429	1	17	(	(	PUNCT
bracis-28429	1	18	formerly	formerly	ADV
bracis-28429	1	19	springerlink	springerlink	NOUN
bracis-28429	1	20	)	)	PUNCT
bracis-28429	1	21	skip	skip	VERB
bracis-28429	1	22	to	to	ADP
bracis-28429	1	23	main	main	ADJ
bracis-28429	1	24	content	content	NOUN
bracis-28429	1	25	advertisement	advertisement	NOUN
bracis-28429	1	26	log	log	NOUN
bracis-28429	1	27	in	in	ADP
bracis-28429	1	28	menu	menu	NOUN
bracis-28429	1	29	find	find	VERB
bracis-28429	1	30	a	a	DET
bracis-28429	1	31	journal	journal	NOUN
bracis-28429	1	32	publish	publish	VERB
bracis-28429	1	33	with	with	ADP
bracis-28429	1	34	us	we	PRON
bracis-28429	1	35	track	track	VERB
bracis-28429	1	36	your	your	PRON
bracis-28429	1	37	research	research	NOUN
bracis-28429	1	38	search	search	NOUN
bracis-28429	1	39	cart	cart	NOUN
bracis-28429	1	40	home	home	NOUN
bracis-28429	1	41	intelligent	intelligent	ADJ
bracis-28429	1	42	systems	system	NOUN
bracis-28429	1	43	conference	conference	NOUN
bracis-28429	1	44	paper	paper	NOUN
bracis-28429	1	45	evaluating	evaluate	VERB
bracis-28429	1	46	contextualized	contextualize	VERB
bracis-28429	1	47	embeddings	embedding	NOUN
bracis-28429	1	48	for	for	ADP
bracis-28429	1	49	 	 	SPACE
bracis-28429	1	50	topic	topic	NOUN
bracis-28429	1	51	modeling	modeling	NOUN
bracis-28429	1	52	in	in	ADP
bracis-28429	1	53	 	 	SPACE
bracis-28429	1	54	public	public	ADJ
bracis-28429	1	55	bidding	bidding	NOUN
bracis-28429	1	56	domain	domain	NOUN
bracis-28429	1	57	conference	conference	NOUN
bracis-28429	1	58	paper	paper	NOUN
bracis-28429	1	59	first	first	ADV
bracis-28429	1	60	online	online	ADV
bracis-28429	1	61	:	:	PUNCT
bracis-28429	1	62	12	12	NUM
bracis-28429	1	63	october	october	NOUN
bracis-28429	1	64	2023	2023	NUM
bracis-28429	1	65	pp	pp	PRON
bracis-28429	1	66	410–426	410–426	NUM
bracis-28429	1	67	cite	cite	VERB
bracis-28429	1	68	this	this	DET
bracis-28429	1	69	conference	conference	NOUN
bracis-28429	1	70	paper	paper	NOUN
bracis-28429	1	71	access	access	NOUN
bracis-28429	1	72	provided	provide	VERB
bracis-28429	1	73	by	by	ADP
bracis-28429	1	74	university	university	PROPN
bracis-28429	1	75	of	of	ADP
bracis-28429	1	76	notre	notre	PROPN
bracis-28429	1	77	dame	dame	PROPN
bracis-28429	1	78	hesburgh	hesburgh	PROPN
bracis-28429	1	79	library	library	PROPN
bracis-28429	1	80	download	download	PROPN
bracis-28429	1	81	book	book	NOUN
bracis-28429	1	82	pdf	pdf	PROPN
bracis-28429	1	83	download	download	NOUN
bracis-28429	1	84	book	book	NOUN
bracis-28429	1	85	epub	epub	PROPN
bracis-28429	1	86	intelligent	intelligent	ADJ
bracis-28429	1	87	systems	system	NOUN
bracis-28429	1	88	(	(	PUNCT
bracis-28429	1	89	bracis	bracis	NOUN
bracis-28429	1	90	2023	2023	NUM
bracis-28429	1	91	)	)	PUNCT
bracis-28429	1	92	evaluating	evaluate	VERB
bracis-28429	1	93	contextualized	contextualized	ADJ
bracis-28429	1	94	embeddings	embedding	NOUN
bracis-28429	1	95	for	for	ADP
bracis-28429	1	96	 	 	SPACE
bracis-28429	1	97	topic	topic	NOUN
bracis-28429	1	98	modeling	modeling	NOUN
bracis-28429	1	99	in	in	ADP
bracis-28429	1	100	 	 	SPACE
bracis-28429	1	101	public	public	ADJ
bracis-28429	1	102	bidding	bidding	NOUN
bracis-28429	1	103	domain	domain	NOUN
bracis-28429	1	104	download	download	NOUN
bracis-28429	1	105	book	book	NOUN
bracis-28429	1	106	pdf	pdf	PROPN
bracis-28429	1	107	download	download	NOUN
bracis-28429	1	108	book	book	PROPN
bracis-28429	1	109	epub	epub	PROPN
bracis-28429	1	110	henrique	henrique	PROPN
bracis-28429	1	111	r.	r.	PROPN
bracis-28429	1	112	hott9	hott9	PROPN
bracis-28429	1	113	,	,	PUNCT
bracis-28429	1	114	mariana	mariana	PROPN
bracis-28429	1	115	o.	o.	PROPN
bracis-28429	1	116	silva9	silva9	PROPN
bracis-28429	1	117	,	,	PUNCT
bracis-28429	1	118	gabriel	gabriel	PROPN
bracis-28429	1	119	p.	p.	PROPN
bracis-28429	1	120	oliveira9	oliveira9	PROPN
bracis-28429	1	121	,	,	PUNCT
bracis-28429	1	122	michele	michele	PROPN
bracis-28429	1	123	a.	a.	PROPN
bracis-28429	1	124	brandão9,10	brandão9,10	PROPN
bracis-28429	1	125	,	,	PUNCT
bracis-28429	1	126	anisio	anisio	NOUN
bracis-28429	1	127	lacerda9	lacerda9	PROPN
bracis-28429	1	128	&	&	CCONJ
bracis-28429	1	129	…	…	PUNCT
bracis-28429	1	130	gisele	gisele	PROPN
bracis-28429	1	131	pappa9	pappa9	PROPN
bracis-28429	1	132	  	  	SPACE
bracis-28429	1	133	show	show	VERB
bracis-28429	1	134	authors	author	NOUN
bracis-28429	1	135	part	part	NOUN
bracis-28429	1	136	of	of	ADP
bracis-28429	1	137	the	the	DET
bracis-28429	1	138	book	book	NOUN
bracis-28429	1	139	series	series	NOUN
bracis-28429	1	140	:	:	PUNCT
bracis-28429	1	141	lecture	lecture	NOUN
bracis-28429	1	142	notes	note	NOUN
bracis-28429	1	143	in	in	ADP
bracis-28429	1	144	computer	computer	NOUN
bracis-28429	1	145	science	science	NOUN
bracis-28429	1	146	(	(	PUNCT
bracis-28429	1	147	(	(	PUNCT
bracis-28429	1	148	lnai	lnai	ADJ
bracis-28429	1	149	,	,	PUNCT
bracis-28429	1	150	volume	volume	NOUN
bracis-28429	1	151	14197	14197	NUM
bracis-28429	1	152	)	)	PUNCT
bracis-28429	1	153	)	)	PUNCT
bracis-28429	1	154	included	include	VERB
bracis-28429	1	155	in	in	ADP
bracis-28429	1	156	the	the	DET
bracis-28429	1	157	following	follow	VERB
bracis-28429	1	158	conference	conference	NOUN
bracis-28429	1	159	series	series	NOUN
bracis-28429	1	160	:	:	PUNCT
bracis-28429	1	161	brazilian	brazilian	ADJ
bracis-28429	1	162	conference	conference	NOUN
bracis-28429	1	163	on	on	ADP
bracis-28429	1	164	intelligent	intelligent	ADJ
bracis-28429	1	165	systems	system	NOUN
bracis-28429	1	166	644	644	NUM
bracis-28429	1	167	accesses	access	NOUN
bracis-28429	1	168	6	6	NUM
bracis-28429	1	169	citations	citation	NOUN
bracis-28429	1	170	abstract	abstract	ADJ
bracis-28429	1	171	public	public	ADJ
bracis-28429	1	172	procurement	procurement	NOUN
bracis-28429	1	173	plays	play	VERB
bracis-28429	1	174	a	a	DET
bracis-28429	1	175	crucial	crucial	ADJ
bracis-28429	1	176	role	role	NOUN
bracis-28429	1	177	in	in	ADP
bracis-28429	1	178	government	government	NOUN
bracis-28429	1	179	operations	operation	NOUN
bracis-28429	1	180	by	by	ADP
bracis-28429	1	181	acquiring	acquire	VERB
bracis-28429	1	182	goods	good	NOUN
bracis-28429	1	183	and	and	CCONJ
bracis-28429	1	184	services	service	NOUN
bracis-28429	1	185	through	through	ADP
bracis-28429	1	186	competitive	competitive	ADJ
bracis-28429	1	187	bidding	bidding	NOUN
bracis-28429	1	188	processes	process	NOUN
bracis-28429	1	189	.	.	PUNCT
bracis-28429	2	1	however	however	ADV
bracis-28429	2	2	,	,	PUNCT
bracis-28429	2	3	the	the	DET
bracis-28429	2	4	increasing	increase	VERB
bracis-28429	2	5	volume	volume	NOUN
bracis-28429	2	6	of	of	ADP
bracis-28429	2	7	procurement	procurement	NOUN
bracis-28429	2	8	data	datum	NOUN
bracis-28429	2	9	has	have	AUX
bracis-28429	2	10	made	make	VERB
bracis-28429	2	11	manual	manual	ADJ
bracis-28429	2	12	analysis	analysis	NOUN
bracis-28429	2	13	impractical	impractical	ADJ
bracis-28429	2	14	and	and	CCONJ
bracis-28429	2	15	time	time	NOUN
bracis-28429	2	16	-	-	PUNCT
bracis-28429	2	17	consuming	consume	VERB
bracis-28429	2	18	.	.	PUNCT
bracis-28429	3	1	therefore	therefore	ADV
bracis-28429	3	2	,	,	PUNCT
bracis-28429	3	3	text	text	NOUN
bracis-28429	3	4	clustering	clustering	NOUN
bracis-28429	3	5	and	and	CCONJ
bracis-28429	3	6	topic	topic	NOUN
bracis-28429	3	7	modeling	modeling	NOUN
bracis-28429	3	8	techniques	technique	NOUN
bracis-28429	3	9	have	have	AUX
bracis-28429	3	10	been	be	AUX
bracis-28429	3	11	widely	widely	ADV
bracis-28429	3	12	used	use	VERB
bracis-28429	3	13	to	to	PART
bracis-28429	3	14	uncover	uncover	VERB
bracis-28429	3	15	hidden	hidden	ADJ
bracis-28429	3	16	patterns	pattern	NOUN
bracis-28429	3	17	in	in	ADP
bracis-28429	3	18	unstructured	unstructured	ADJ
bracis-28429	3	19	text	text	NOUN
bracis-28429	3	20	data	datum	NOUN
bracis-28429	3	21	.	.	PUNCT
bracis-28429	4	1	this	this	DET
bracis-28429	4	2	paper	paper	NOUN
bracis-28429	4	3	leverages	leverage	VERB
bracis-28429	4	4	the	the	DET
bracis-28429	4	5	power	power	NOUN
bracis-28429	4	6	of	of	ADP
bracis-28429	4	7	bert	bert	NOUN
bracis-28429	4	8	-	-	PUNCT
bracis-28429	4	9	based	base	VERB
bracis-28429	4	10	models	model	NOUN
bracis-28429	4	11	to	to	PART
bracis-28429	4	12	overcome	overcome	VERB
bracis-28429	4	13	the	the	DET
bracis-28429	4	14	challenges	challenge	NOUN
bracis-28429	4	15	associated	associate	VERB
bracis-28429	4	16	with	with	ADP
bracis-28429	4	17	analyzing	analyze	VERB
bracis-28429	4	18	public	public	ADJ
bracis-28429	4	19	procurement	procurement	NOUN
bracis-28429	4	20	data	datum	NOUN
bracis-28429	4	21	.	.	PUNCT
bracis-28429	5	1	specifically	specifically	ADV
bracis-28429	5	2	,	,	PUNCT
bracis-28429	5	3	we	we	PRON
bracis-28429	5	4	employ	employ	VERB
bracis-28429	5	5	bertopic	bertopic	NOUN
bracis-28429	5	6	,	,	PUNCT
bracis-28429	5	7	a	a	DET
bracis-28429	5	8	topic	topic	NOUN
bracis-28429	5	9	modeling	modeling	NOUN
bracis-28429	5	10	technique	technique	NOUN
bracis-28429	5	11	based	base	VERB
bracis-28429	5	12	on	on	ADP
bracis-28429	5	13	bert	bert	PROPN
bracis-28429	5	14	,	,	PUNCT
bracis-28429	5	15	to	to	PART
bracis-28429	5	16	generate	generate	VERB
bracis-28429	5	17	clusters	cluster	NOUN
bracis-28429	5	18	that	that	PRON
bracis-28429	5	19	capture	capture	VERB
bracis-28429	5	20	the	the	DET
bracis-28429	5	21	underlying	underlying	ADJ
bracis-28429	5	22	topics	topic	NOUN
bracis-28429	5	23	in	in	ADP
bracis-28429	5	24	procurement	procurement	NOUN
bracis-28429	5	25	data	datum	NOUN
bracis-28429	5	26	.	.	PUNCT
bracis-28429	6	1	additionally	additionally	ADV
bracis-28429	6	2	,	,	PUNCT
bracis-28429	6	3	we	we	PRON
bracis-28429	6	4	evaluate	evaluate	VERB
bracis-28429	6	5	several	several	ADJ
bracis-28429	6	6	sentence	sentence	NOUN
bracis-28429	6	7	embedding	embed	VERB
bracis-28429	6	8	models	model	NOUN
bracis-28429	6	9	for	for	ADP
bracis-28429	6	10	representing	represent	VERB
bracis-28429	6	11	procurement	procurement	NOUN
bracis-28429	6	12	documents	document	NOUN
bracis-28429	6	13	.	.	PUNCT
bracis-28429	7	1	by	by	ADP
bracis-28429	7	2	combining	combine	VERB
bracis-28429	7	3	bert	bert	NOUN
bracis-28429	7	4	-	-	PUNCT
bracis-28429	7	5	based	base	VERB
bracis-28429	7	6	models	model	NOUN
bracis-28429	7	7	and	and	CCONJ
bracis-28429	7	8	advanced	advanced	ADJ
bracis-28429	7	9	sentence	sentence	NOUN
bracis-28429	7	10	embeddings	embedding	NOUN
bracis-28429	7	11	,	,	PUNCT
bracis-28429	7	12	we	we	PRON
bracis-28429	7	13	aim	aim	VERB
bracis-28429	7	14	to	to	PART
bracis-28429	7	15	enhance	enhance	VERB
bracis-28429	7	16	the	the	DET
bracis-28429	7	17	accuracy	accuracy	NOUN
bracis-28429	7	18	and	and	CCONJ
bracis-28429	7	19	interpretability	interpretability	NOUN
bracis-28429	7	20	of	of	ADP
bracis-28429	7	21	topic	topic	NOUN
bracis-28429	7	22	modeling	modeling	NOUN
bracis-28429	7	23	in	in	ADP
bracis-28429	7	24	public	public	ADJ
bracis-28429	7	25	procurement	procurement	NOUN
bracis-28429	7	26	analysis	analysis	NOUN
bracis-28429	7	27	.	.	PUNCT
bracis-28429	8	1	our	our	PRON
bracis-28429	8	2	results	result	NOUN
bracis-28429	8	3	provide	provide	VERB
bracis-28429	8	4	valuable	valuable	ADJ
bracis-28429	8	5	insights	insight	NOUN
bracis-28429	8	6	into	into	ADP
bracis-28429	8	7	the	the	DET
bracis-28429	8	8	underlying	underlie	VERB
bracis-28429	8	9	topics	topic	NOUN
bracis-28429	8	10	within	within	ADP
bracis-28429	8	11	the	the	DET
bracis-28429	8	12	data	datum	NOUN
bracis-28429	8	13	,	,	PUNCT
bracis-28429	8	14	aiding	aid	VERB
bracis-28429	8	15	decision	decision	NOUN
bracis-28429	8	16	-	-	PUNCT
bracis-28429	8	17	making	make	VERB
bracis-28429	8	18	processes	process	NOUN
bracis-28429	8	19	and	and	CCONJ
bracis-28429	8	20	improving	improve	VERB
bracis-28429	8	21	the	the	DET
bracis-28429	8	22	efficiency	efficiency	NOUN
bracis-28429	8	23	of	of	ADP
bracis-28429	8	24	procurement	procurement	NOUN
bracis-28429	8	25	operations	operation	NOUN
bracis-28429	8	26	.	.	PUNCT
bracis-28429	9	1	access	access	NOUN
bracis-28429	9	2	provided	provide	VERB
bracis-28429	9	3	by	by	ADP
bracis-28429	9	4	university	university	PROPN
bracis-28429	9	5	of	of	ADP
bracis-28429	9	6	notre	notre	PROPN
bracis-28429	9	7	dame	dame	PROPN
bracis-28429	9	8	hesburgh	hesburgh	PROPN
bracis-28429	9	9	library	library	PROPN
bracis-28429	9	10	.	.	PUNCT
bracis-28429	10	1	download	download	PROPN
bracis-28429	10	2	conference	conference	NOUN
bracis-28429	10	3	paper	paper	NOUN
bracis-28429	10	4	pdf	pdf	NOUN
bracis-28429	10	5	similar	similar	ADJ
bracis-28429	10	6	content	content	NOUN
bracis-28429	10	7	being	be	AUX
bracis-28429	10	8	viewed	view	VERB
bracis-28429	10	9	by	by	ADP
bracis-28429	10	10	others	other	NOUN
bracis-28429	10	11	unsupervised	unsupervised	ADJ
bracis-28429	10	12	topic	topic	NOUN
bracis-28429	10	13	modeling	modeling	NOUN
bracis-28429	10	14	with	with	ADP
bracis-28429	10	15	 	 	SPACE
bracis-28429	10	16	bertopic	bertopic	NOUN
bracis-28429	10	17	for	for	ADP
bracis-28429	10	18	 	 	SPACE
bracis-28429	10	19	coarse	coarse	NOUN
bracis-28429	10	20	and	and	CCONJ
bracis-28429	10	21	 	 	SPACE
bracis-28429	10	22	fine	fine	ADV
bracis-28429	10	23	-	-	PUNCT
bracis-28429	10	24	grained	grain	VERB
bracis-28429	10	25	news	news	NOUN
bracis-28429	10	26	classification	classification	NOUN
bracis-28429	10	27	chapter	chapter	NOUN
bracis-28429	10	28	©	©	PROPN
bracis-28429	10	29	2023	2023	NUM
bracis-28429	10	30	sentence	sentence	NOUN
bracis-28429	10	31	part	part	ADV
bracis-28429	10	32	-	-	PUNCT
bracis-28429	10	33	enhanced	enhance	VERB
bracis-28429	10	34	bert	bert	NOUN
bracis-28429	10	35	with	with	ADP
bracis-28429	10	36	respect	respect	NOUN
bracis-28429	10	37	to	to	ADP
bracis-28429	10	38	downstream	downstream	ADJ
bracis-28429	10	39	tasks	task	NOUN
bracis-28429	10	40	article	article	NOUN
bracis-28429	10	41	open	open	VERB
bracis-28429	10	42	access	access	NOUN
bracis-28429	10	43	15	15	NUM
bracis-28429	10	44	july	july	PROPN
bracis-28429	10	45	2022	2022	NUM
bracis-28429	10	46	the	the	DET
bracis-28429	10	47	performance	performance	NOUN
bracis-28429	10	48	of	of	ADP
bracis-28429	10	49	bert	bert	PROPN
bracis-28429	10	50	as	as	ADP
bracis-28429	10	51	data	data	NOUN
bracis-28429	10	52	representation	representation	NOUN
bracis-28429	10	53	of	of	ADP
bracis-28429	10	54	text	text	NOUN
bracis-28429	10	55	clustering	cluster	VERB
bracis-28429	10	56	article	article	NOUN
bracis-28429	10	57	open	open	VERB
bracis-28429	10	58	access	access	NOUN
bracis-28429	10	59	08	08	NUM
bracis-28429	10	60	february	february	PROPN
bracis-28429	10	61	2022	2022	NUM
bracis-28429	10	62	explore	explore	VERB
bracis-28429	10	63	related	relate	VERB
bracis-28429	10	64	subjects	subject	NOUN
bracis-28429	10	65	discover	discover	VERB
bracis-28429	10	66	the	the	DET
bracis-28429	10	67	latest	late	ADJ
bracis-28429	10	68	articles	article	NOUN
bracis-28429	10	69	,	,	PUNCT
bracis-28429	10	70	books	book	NOUN
bracis-28429	10	71	and	and	CCONJ
bracis-28429	10	72	news	news	NOUN
bracis-28429	10	73	in	in	ADP
bracis-28429	10	74	related	related	ADJ
bracis-28429	10	75	subjects	subject	NOUN
bracis-28429	10	76	,	,	PUNCT
bracis-28429	10	77	suggested	suggest	VERB
bracis-28429	10	78	using	use	VERB
bracis-28429	10	79	machine	machine	NOUN
bracis-28429	10	80	learning	learning	NOUN
bracis-28429	10	81	.	.	PUNCT
bracis-28429	11	1	categorization	categorization	NOUN
bracis-28429	11	2	discourse	discourse	NOUN
bracis-28429	11	3	research	research	NOUN
bracis-28429	11	4	information	information	NOUN
bracis-28429	11	5	model	model	NOUN
bracis-28429	11	6	machine	machine	NOUN
bracis-28429	11	7	learning	learn	VERB
bracis-28429	11	8	natural	natural	ADJ
bracis-28429	11	9	language	language	NOUN
bracis-28429	11	10	processing	processing	NOUN
bracis-28429	11	11	(	(	PUNCT
bracis-28429	11	12	nlp	nlp	NOUN
bracis-28429	11	13	)	)	PUNCT
bracis-28429	11	14	net	net	ADJ
bracis-28429	11	15	literature	literature	NOUN
bracis-28429	11	16	1	1	NUM
bracis-28429	11	17	introduction	introduction	NOUN
bracis-28429	11	18	public	public	ADJ
bracis-28429	11	19	procurement	procurement	NOUN
bracis-28429	11	20	is	be	AUX
bracis-28429	11	21	a	a	DET
bracis-28429	11	22	vital	vital	ADJ
bracis-28429	11	23	aspect	aspect	NOUN
bracis-28429	11	24	of	of	ADP
bracis-28429	11	25	government	government	NOUN
bracis-28429	11	26	and	and	CCONJ
bracis-28429	11	27	corporate	corporate	ADJ
bracis-28429	11	28	operations	operation	NOUN
bracis-28429	11	29	,	,	PUNCT
bracis-28429	11	30	involving	involve	VERB
bracis-28429	11	31	acquiring	acquire	VERB
bracis-28429	11	32	goods	good	NOUN
bracis-28429	11	33	and	and	CCONJ
bracis-28429	11	34	services	service	NOUN
bracis-28429	11	35	through	through	ADP
bracis-28429	11	36	competitive	competitive	ADJ
bracis-28429	11	37	bidding	bidding	NOUN
bracis-28429	11	38	processes	process	NOUN
bracis-28429	11	39	.	.	PUNCT
bracis-28429	12	1	with	with	ADP
bracis-28429	12	2	the	the	DET
bracis-28429	12	3	increasing	increase	VERB
bracis-28429	12	4	volume	volume	NOUN
bracis-28429	12	5	of	of	ADP
bracis-28429	12	6	procurement	procurement	NOUN
bracis-28429	12	7	data	datum	NOUN
bracis-28429	12	8	,	,	PUNCT
bracis-28429	12	9	manual	manual	ADJ
bracis-28429	12	10	analysis	analysis	NOUN
bracis-28429	12	11	becomes	become	VERB
bracis-28429	12	12	an	an	DET
bracis-28429	12	13	impractical	impractical	ADJ
bracis-28429	12	14	and	and	CCONJ
bracis-28429	12	15	time	time	NOUN
bracis-28429	12	16	-	-	PUNCT
bracis-28429	12	17	consuming	consume	VERB
bracis-28429	12	18	task	task	NOUN
bracis-28429	12	19	.	.	PUNCT
bracis-28429	13	1	therefore	therefore	ADV
bracis-28429	13	2	,	,	PUNCT
bracis-28429	13	3	applying	apply	VERB
bracis-28429	13	4	machine	machine	NOUN
bracis-28429	13	5	learning	learning	NOUN
bracis-28429	13	6	approaches	approach	NOUN
bracis-28429	13	7	,	,	PUNCT
bracis-28429	13	8	such	such	ADJ
bracis-28429	13	9	as	as	ADP
bracis-28429	13	10	text	text	NOUN
bracis-28429	13	11	clustering	clustering	NOUN
bracis-28429	13	12	and	and	CCONJ
bracis-28429	13	13	topic	topic	NOUN
bracis-28429	13	14	modeling	modeling	NOUN
bracis-28429	13	15	algorithms	algorithm	NOUN
bracis-28429	13	16	,	,	PUNCT
bracis-28429	13	17	has	have	AUX
bracis-28429	13	18	become	become	VERB
bracis-28429	13	19	increasingly	increasingly	ADV
bracis-28429	13	20	essential	essential	ADJ
bracis-28429	13	21	to	to	PART
bracis-28429	13	22	automate	automate	VERB
bracis-28429	13	23	procurement	procurement	NOUN
bracis-28429	13	24	analysis	analysis	NOUN
bracis-28429	13	25	.	.	PUNCT
bracis-28429	14	1	text	text	NOUN
bracis-28429	14	2	clustering	clustering	NOUN
bracis-28429	14	3	and	and	CCONJ
bracis-28429	14	4	topic	topic	NOUN
bracis-28429	14	5	modeling	modeling	NOUN
bracis-28429	14	6	techniques	technique	NOUN
bracis-28429	14	7	have	have	AUX
bracis-28429	14	8	proven	prove	VERB
bracis-28429	14	9	effective	effective	ADJ
bracis-28429	14	10	in	in	ADP
bracis-28429	14	11	identifying	identify	VERB
bracis-28429	14	12	hidden	hidden	ADJ
bracis-28429	14	13	structures	structure	NOUN
bracis-28429	14	14	and	and	CCONJ
bracis-28429	14	15	patterns	pattern	NOUN
bracis-28429	14	16	in	in	ADP
bracis-28429	14	17	unstructured	unstructured	ADJ
bracis-28429	14	18	text	text	NOUN
bracis-28429	14	19	data	datum	NOUN
bracis-28429	15	1	[	[	X
bracis-28429	15	2	6	6	NUM
bracis-28429	15	3	,	,	PUNCT
bracis-28429	15	4	17	17	NUM
bracis-28429	15	5	]	]	PUNCT
bracis-28429	15	6	.	.	PUNCT
bracis-28429	16	1	such	such	ADJ
bracis-28429	16	2	methods	method	NOUN
bracis-28429	16	3	aim	aim	VERB
bracis-28429	16	4	to	to	PART
bracis-28429	16	5	identify	identify	VERB
bracis-28429	16	6	and	and	CCONJ
bracis-28429	16	7	extract	extract	VERB
bracis-28429	16	8	hidden	hide	VERB
bracis-28429	16	9	structures	structure	NOUN
bracis-28429	16	10	and	and	CCONJ
bracis-28429	16	11	patterns	pattern	NOUN
bracis-28429	16	12	from	from	ADP
bracis-28429	16	13	a	a	DET
bracis-28429	16	14	large	large	ADJ
bracis-28429	16	15	corpus	corpus	NOUN
bracis-28429	16	16	of	of	ADP
bracis-28429	16	17	unstructured	unstructured	ADJ
bracis-28429	16	18	text	text	NOUN
bracis-28429	16	19	data	datum	NOUN
bracis-28429	16	20	.	.	PUNCT
bracis-28429	17	1	topic	topic	NOUN
bracis-28429	17	2	modeling	modeling	NOUN
bracis-28429	17	3	,	,	PUNCT
bracis-28429	17	4	in	in	ADP
bracis-28429	17	5	particular	particular	ADJ
bracis-28429	17	6	,	,	PUNCT
bracis-28429	17	7	has	have	AUX
bracis-28429	17	8	been	be	AUX
bracis-28429	17	9	widely	widely	ADV
bracis-28429	17	10	used	use	VERB
bracis-28429	17	11	to	to	PART
bracis-28429	17	12	identify	identify	VERB
bracis-28429	17	13	prevalent	prevalent	ADJ
bracis-28429	17	14	topics	topic	NOUN
bracis-28429	17	15	in	in	ADP
bracis-28429	17	16	a	a	DET
bracis-28429	17	17	corpus	corpus	NOUN
bracis-28429	17	18	of	of	ADP
bracis-28429	17	19	documents	document	NOUN
bracis-28429	17	20	.	.	PUNCT
bracis-28429	18	1	by	by	ADP
bracis-28429	18	2	identifying	identify	VERB
bracis-28429	18	3	these	these	DET
bracis-28429	18	4	topics	topic	NOUN
bracis-28429	18	5	,	,	PUNCT
bracis-28429	18	6	analysts	analyst	NOUN
bracis-28429	18	7	can	can	AUX
bracis-28429	18	8	quickly	quickly	ADV
bracis-28429	18	9	identify	identify	VERB
bracis-28429	18	10	common	common	ADJ
bracis-28429	18	11	themes	theme	NOUN
bracis-28429	18	12	and	and	CCONJ
bracis-28429	18	13	trends	trend	NOUN
bracis-28429	18	14	in	in	ADP
bracis-28429	18	15	the	the	DET
bracis-28429	18	16	data	datum	NOUN
bracis-28429	18	17	,	,	PUNCT
bracis-28429	18	18	which	which	PRON
bracis-28429	18	19	can	can	AUX
bracis-28429	18	20	inform	inform	VERB
bracis-28429	18	21	decision	decision	NOUN
bracis-28429	18	22	-	-	PUNCT
bracis-28429	18	23	making	make	VERB
bracis-28429	18	24	processes	process	NOUN
bracis-28429	18	25	.	.	PUNCT
bracis-28429	19	1	however	however	ADV
bracis-28429	19	2	,	,	PUNCT
bracis-28429	19	3	traditional	traditional	ADJ
bracis-28429	19	4	topic	topic	NOUN
bracis-28429	19	5	modeling	modeling	NOUN
bracis-28429	19	6	algorithms	algorithm	NOUN
bracis-28429	19	7	such	such	ADJ
bracis-28429	19	8	as	as	ADP
bracis-28429	19	9	latent	latent	NOUN
bracis-28429	19	10	dirichlet	dirichlet	PROPN
bracis-28429	19	11	allocation	allocation	NOUN
bracis-28429	19	12	(	(	PUNCT
bracis-28429	19	13	lda	lda	PROPN
bracis-28429	19	14	)	)	PUNCT
bracis-28429	20	1	[	[	X
bracis-28429	20	2	1	1	X
bracis-28429	20	3	]	]	PUNCT
bracis-28429	20	4	may	may	AUX
bracis-28429	20	5	not	not	PART
bracis-28429	20	6	always	always	ADV
bracis-28429	20	7	produce	produce	VERB
bracis-28429	20	8	accurate	accurate	ADJ
bracis-28429	20	9	and	and	CCONJ
bracis-28429	20	10	interpretable	interpretable	ADJ
bracis-28429	20	11	results	result	NOUN
bracis-28429	20	12	,	,	PUNCT
bracis-28429	20	13	especially	especially	ADV
bracis-28429	20	14	when	when	SCONJ
bracis-28429	20	15	dealing	deal	VERB
bracis-28429	20	16	with	with	ADP
bracis-28429	20	17	noisy	noisy	ADJ
bracis-28429	20	18	and	and	CCONJ
bracis-28429	20	19	unstructured	unstructured	ADJ
bracis-28429	20	20	text	text	NOUN
bracis-28429	20	21	data	datum	NOUN
bracis-28429	20	22	.	.	PUNCT
bracis-28429	21	1	in	in	ADP
bracis-28429	21	2	the	the	DET
bracis-28429	21	3	context	context	NOUN
bracis-28429	21	4	of	of	ADP
bracis-28429	21	5	public	public	ADJ
bracis-28429	21	6	procurement	procurement	NOUN
bracis-28429	21	7	data	datum	NOUN
bracis-28429	21	8	,	,	PUNCT
bracis-28429	21	9	characterized	characterize	VERB
bracis-28429	21	10	by	by	ADP
bracis-28429	21	11	its	its	PRON
bracis-28429	21	12	high	high	ADJ
bracis-28429	21	13	technicality	technicality	NOUN
bracis-28429	21	14	and	and	CCONJ
bracis-28429	21	15	specific	specific	ADJ
bracis-28429	21	16	jargon	jargon	NOUN
bracis-28429	21	17	,	,	PUNCT
bracis-28429	21	18	processing	processing	NOUN
bracis-28429	21	19	and	and	CCONJ
bracis-28429	21	20	analyzing	analyze	VERB
bracis-28429	21	21	the	the	DET
bracis-28429	21	22	data	datum	NOUN
bracis-28429	21	23	using	use	VERB
bracis-28429	21	24	traditional	traditional	ADJ
bracis-28429	21	25	techniques	technique	NOUN
bracis-28429	21	26	can	can	AUX
bracis-28429	21	27	be	be	AUX
bracis-28429	21	28	challenging	challenge	VERB
bracis-28429	21	29	.	.	PUNCT
bracis-28429	22	1	therefore	therefore	ADV
bracis-28429	22	2	,	,	PUNCT
bracis-28429	22	3	there	there	PRON
bracis-28429	22	4	is	be	VERB
bracis-28429	22	5	a	a	DET
bracis-28429	22	6	need	need	NOUN
bracis-28429	22	7	for	for	ADP
bracis-28429	22	8	advanced	advanced	ADJ
bracis-28429	22	9	methods	method	NOUN
bracis-28429	22	10	that	that	PRON
bracis-28429	22	11	can	can	AUX
bracis-28429	22	12	effectively	effectively	ADV
bracis-28429	22	13	capture	capture	VERB
bracis-28429	22	14	and	and	CCONJ
bracis-28429	22	15	represent	represent	VERB
bracis-28429	22	16	the	the	DET
bracis-28429	22	17	underlying	underlie	VERB
bracis-28429	22	18	topics	topic	NOUN
bracis-28429	22	19	in	in	ADP
bracis-28429	22	20	such	such	ADJ
bracis-28429	22	21	complex	complex	ADJ
bracis-28429	22	22	data	datum	NOUN
bracis-28429	22	23	.	.	PUNCT
bracis-28429	23	1	in	in	ADP
bracis-28429	23	2	this	this	DET
bracis-28429	23	3	paper	paper	NOUN
bracis-28429	23	4	,	,	PUNCT
bracis-28429	23	5	we	we	PRON
bracis-28429	23	6	leverage	leverage	VERB
bracis-28429	23	7	the	the	DET
bracis-28429	23	8	power	power	NOUN
bracis-28429	23	9	of	of	ADP
bracis-28429	23	10	bert	bert	NOUN
bracis-28429	23	11	-	-	PUNCT
bracis-28429	23	12	based	base	VERB
bracis-28429	23	13	models	model	NOUN
bracis-28429	23	14	to	to	PART
bracis-28429	23	15	address	address	VERB
bracis-28429	23	16	the	the	DET
bracis-28429	23	17	challenges	challenge	NOUN
bracis-28429	23	18	associated	associate	VERB
bracis-28429	23	19	with	with	ADP
bracis-28429	23	20	analyzing	analyze	VERB
bracis-28429	23	21	public	public	ADJ
bracis-28429	23	22	procurement	procurement	NOUN
bracis-28429	23	23	data	datum	NOUN
bracis-28429	23	24	.	.	PUNCT
bracis-28429	24	1	specifically	specifically	ADV
bracis-28429	24	2	,	,	PUNCT
bracis-28429	24	3	we	we	PRON
bracis-28429	24	4	use	use	VERB
bracis-28429	24	5	bertopic	bertopic	NOUN
bracis-28429	24	6	[	[	X
bracis-28429	24	7	10	10	NUM
bracis-28429	24	8	]	]	PUNCT
bracis-28429	24	9	,	,	PUNCT
bracis-28429	24	10	a	a	DET
bracis-28429	24	11	topic	topic	NOUN
bracis-28429	24	12	modeling	model	VERB
bracis-28429	24	13	framework	framework	NOUN
bracis-28429	24	14	based	base	VERB
bracis-28429	24	15	on	on	ADP
bracis-28429	24	16	bert	bert	PROPN
bracis-28429	24	17	pre	pre	ADJ
bracis-28429	24	18	-	-	ADJ
bracis-28429	24	19	trained	train	VERB
bracis-28429	24	20	model	model	NOUN
bracis-28429	24	21	[	[	X
bracis-28429	24	22	5	5	NUM
bracis-28429	24	23	]	]	PUNCT
bracis-28429	24	24	,	,	PUNCT
bracis-28429	24	25	to	to	PART
bracis-28429	24	26	generate	generate	VERB
bracis-28429	24	27	clusters	cluster	NOUN
bracis-28429	24	28	that	that	PRON
bracis-28429	24	29	capture	capture	VERB
bracis-28429	24	30	the	the	DET
bracis-28429	24	31	underlying	underlying	ADJ
bracis-28429	24	32	topics	topic	NOUN
bracis-28429	24	33	in	in	ADP
bracis-28429	24	34	procurement	procurement	NOUN
bracis-28429	24	35	data	datum	NOUN
bracis-28429	24	36	.	.	PUNCT
bracis-28429	25	1	additionally	additionally	ADV
bracis-28429	25	2	,	,	PUNCT
bracis-28429	25	3	we	we	PRON
bracis-28429	25	4	evaluate	evaluate	VERB
bracis-28429	25	5	several	several	ADJ
bracis-28429	25	6	sentence	sentence	NOUN
bracis-28429	25	7	embedding	embed	VERB
bracis-28429	25	8	models	model	NOUN
bracis-28429	25	9	to	to	PART
bracis-28429	25	10	represent	represent	VERB
bracis-28429	25	11	procurement	procurement	NOUN
bracis-28429	25	12	documents	document	NOUN
bracis-28429	25	13	.	.	PUNCT
bracis-28429	26	1	our	our	PRON
bracis-28429	26	2	main	main	ADJ
bracis-28429	26	3	contributions	contribution	NOUN
bracis-28429	26	4	are	be	AUX
bracis-28429	26	5	based	base	VERB
bracis-28429	26	6	on	on	ADP
bracis-28429	26	7	the	the	DET
bracis-28429	26	8	following	follow	VERB
bracis-28429	26	9	research	research	NOUN
bracis-28429	26	10	questions	question	NOUN
bracis-28429	26	11	(	(	PUNCT
bracis-28429	26	12	rqs	rqs	NOUN
bracis-28429	26	13	):	):	PUNCT
bracis-28429	26	14	rq1	rq1	NOUN
bracis-28429	26	15	.	.	PUNCT
bracis-28429	27	1	what	what	PRON
bracis-28429	27	2	is	be	AUX
bracis-28429	27	3	the	the	DET
bracis-28429	27	4	comparative	comparative	ADJ
bracis-28429	27	5	performance	performance	NOUN
bracis-28429	27	6	of	of	ADP
bracis-28429	27	7	different	different	ADJ
bracis-28429	27	8	sentence	sentence	NOUN
bracis-28429	27	9	embedding	embed	VERB
bracis-28429	27	10	models	model	NOUN
bracis-28429	27	11	in	in	ADP
bracis-28429	27	12	representing	represent	VERB
bracis-28429	27	13	procurement	procurement	NOUN
bracis-28429	27	14	documents	document	NOUN
bracis-28429	27	15	?	?	PUNCT
bracis-28429	28	1	we	we	PRON
bracis-28429	28	2	conduct	conduct	VERB
bracis-28429	28	3	an	an	DET
bracis-28429	28	4	internal	internal	ADJ
bracis-28429	28	5	evaluation	evaluation	NOUN
bracis-28429	28	6	based	base	VERB
bracis-28429	28	7	on	on	ADP
bracis-28429	28	8	topic	topic	NOUN
bracis-28429	28	9	coherence	coherence	NOUN
bracis-28429	28	10	,	,	PUNCT
bracis-28429	28	11	topic	topic	NOUN
bracis-28429	28	12	diversity	diversity	NOUN
bracis-28429	28	13	,	,	PUNCT
bracis-28429	28	14	and	and	CCONJ
bracis-28429	28	15	a	a	DET
bracis-28429	28	16	weighted	weighted	ADJ
bracis-28429	28	17	score	score	NOUN
bracis-28429	28	18	(	(	PUNCT
bracis-28429	28	19	that	that	PRON
bracis-28429	28	20	combines	combine	VERB
bracis-28429	28	21	both	both	DET
bracis-28429	28	22	factors	factor	NOUN
bracis-28429	28	23	)	)	PUNCT
bracis-28429	28	24	to	to	PART
bracis-28429	28	25	compare	compare	VERB
bracis-28429	28	26	the	the	DET
bracis-28429	28	27	performance	performance	NOUN
bracis-28429	28	28	of	of	ADP
bracis-28429	28	29	four	four	NUM
bracis-28429	28	30	different	different	ADJ
bracis-28429	28	31	sentence	sentence	NOUN
bracis-28429	28	32	embedding	embed	VERB
bracis-28429	28	33	models	model	NOUN
bracis-28429	28	34	and	and	CCONJ
bracis-28429	28	35	an	an	DET
bracis-28429	28	36	additional	additional	ADJ
bracis-28429	28	37	model	model	NOUN
bracis-28429	28	38	we	we	PRON
bracis-28429	28	39	trained	train	VERB
bracis-28429	28	40	,	,	PUNCT
bracis-28429	28	41	called	call	VERB
bracis-28429	28	42	libert	libert	NOUN
bracis-28429	28	43	-	-	PUNCT
bracis-28429	28	44	se	se	X
bracis-28429	28	45	.	.	PUNCT
bracis-28429	29	1	we	we	PRON
bracis-28429	29	2	aim	aim	VERB
bracis-28429	29	3	to	to	PART
bracis-28429	29	4	identify	identify	VERB
bracis-28429	29	5	the	the	DET
bracis-28429	29	6	most	most	ADV
bracis-28429	29	7	effective	effective	ADJ
bracis-28429	29	8	model	model	NOUN
bracis-28429	29	9	for	for	ADP
bracis-28429	29	10	representing	represent	VERB
bracis-28429	29	11	procurement	procurement	NOUN
bracis-28429	29	12	documents	document	NOUN
bracis-28429	29	13	’	'	PUNCT
bracis-28429	29	14	complex	complex	ADJ
bracis-28429	29	15	and	and	CCONJ
bracis-28429	29	16	specialized	specialized	ADJ
bracis-28429	29	17	language	language	NOUN
bracis-28429	29	18	by	by	ADP
bracis-28429	29	19	addressing	address	VERB
bracis-28429	29	20	this	this	DET
bracis-28429	29	21	research	research	NOUN
bracis-28429	29	22	question	question	NOUN
bracis-28429	29	23	.	.	PUNCT
bracis-28429	30	1	rq2	rq2	NOUN
bracis-28429	30	2	.	.	PUNCT
bracis-28429	31	1	how	how	SCONJ
bracis-28429	31	2	well	well	ADV
bracis-28429	31	3	does	do	AUX
bracis-28429	31	4	bertopic	bertopic	NOUN
bracis-28429	31	5	capture	capture	VERB
bracis-28429	31	6	the	the	DET
bracis-28429	31	7	underlying	underlie	VERB
bracis-28429	31	8	topics	topic	NOUN
bracis-28429	31	9	in	in	ADP
bracis-28429	31	10	procurement	procurement	NOUN
bracis-28429	31	11	data	datum	NOUN
bracis-28429	31	12	?	?	PUNCT
bracis-28429	32	1	we	we	PRON
bracis-28429	32	2	conduct	conduct	VERB
bracis-28429	32	3	an	an	DET
bracis-28429	32	4	external	external	ADJ
bracis-28429	32	5	evaluation	evaluation	NOUN
bracis-28429	32	6	to	to	PART
bracis-28429	32	7	compare	compare	VERB
bracis-28429	32	8	the	the	DET
bracis-28429	32	9	bertopic	bertopic	NOUN
bracis-28429	32	10	results	result	NOUN
bracis-28429	32	11	with	with	ADP
bracis-28429	32	12	the	the	DET
bracis-28429	32	13	true	true	ADJ
bracis-28429	32	14	document	document	NOUN
bracis-28429	32	15	class	class	NOUN
bracis-28429	32	16	labels	label	NOUN
bracis-28429	32	17	,	,	PUNCT
bracis-28429	32	18	assessing	assess	VERB
bracis-28429	32	19	how	how	SCONJ
bracis-28429	32	20	well	well	ADV
bracis-28429	32	21	the	the	DET
bracis-28429	32	22	topics	topic	NOUN
bracis-28429	32	23	identified	identify	VERB
bracis-28429	32	24	in	in	ADP
bracis-28429	32	25	each	each	DET
bracis-28429	32	26	cluster	cluster	NOUN
bracis-28429	32	27	align	align	VERB
bracis-28429	32	28	with	with	ADP
bracis-28429	32	29	the	the	DET
bracis-28429	32	30	document	document	NOUN
bracis-28429	32	31	labels	label	NOUN
bracis-28429	32	32	.	.	PUNCT
bracis-28429	33	1	2	2	NUM
bracis-28429	33	2	related	relate	VERB
bracis-28429	33	3	work	work	NOUN
bracis-28429	33	4	like	like	ADP
bracis-28429	33	5	many	many	ADJ
bracis-28429	33	6	other	other	ADJ
bracis-28429	33	7	government	government	NOUN
bracis-28429	33	8	documents	document	NOUN
bracis-28429	33	9	,	,	PUNCT
bracis-28429	33	10	public	public	ADJ
bracis-28429	33	11	procurement	procurement	NOUN
bracis-28429	33	12	documents	document	NOUN
bracis-28429	33	13	are	be	AUX
bracis-28429	33	14	frequently	frequently	ADV
bracis-28429	33	15	stored	store	VERB
bracis-28429	33	16	in	in	ADP
bracis-28429	33	17	portable	portable	ADJ
bracis-28429	33	18	document	document	NOUN
bracis-28429	33	19	format	format	NOUN
bracis-28429	33	20	(	(	PUNCT
bracis-28429	33	21	pdf	pdf	NOUN
bracis-28429	33	22	)	)	PUNCT
bracis-28429	33	23	and	and	CCONJ
bracis-28429	33	24	consist	consist	VERB
bracis-28429	33	25	of	of	ADP
bracis-28429	33	26	unstructured	unstructured	ADJ
bracis-28429	33	27	text	text	NOUN
bracis-28429	34	1	[	[	X
bracis-28429	34	2	17	17	NUM
bracis-28429	34	3	]	]	PUNCT
bracis-28429	34	4	.	.	PUNCT
bracis-28429	35	1	the	the	DET
bracis-28429	35	2	lack	lack	NOUN
bracis-28429	35	3	of	of	ADP
bracis-28429	35	4	attention	attention	NOUN
bracis-28429	35	5	to	to	ADP
bracis-28429	35	6	accessibility	accessibility	NOUN
bracis-28429	35	7	,	,	PUNCT
bracis-28429	35	8	usability	usability	NOUN
bracis-28429	35	9	,	,	PUNCT
bracis-28429	35	10	and	and	CCONJ
bracis-28429	35	11	data	datum	NOUN
bracis-28429	35	12	quality	quality	NOUN
bracis-28429	35	13	by	by	ADP
bracis-28429	35	14	governmental	governmental	ADJ
bracis-28429	35	15	portals	portal	NOUN
bracis-28429	35	16	poses	pose	VERB
bracis-28429	35	17	challenges	challenge	NOUN
bracis-28429	35	18	in	in	ADP
bracis-28429	35	19	effectively	effectively	ADV
bracis-28429	35	20	accessing	access	VERB
bracis-28429	35	21	and	and	CCONJ
bracis-28429	35	22	extracting	extract	VERB
bracis-28429	35	23	valuable	valuable	ADJ
bracis-28429	35	24	information	information	NOUN
bracis-28429	35	25	from	from	ADP
bracis-28429	35	26	these	these	DET
bracis-28429	35	27	documents	document	NOUN
bracis-28429	35	28	[	[	X
bracis-28429	35	29	13	13	NUM
bracis-28429	35	30	]	]	PUNCT
bracis-28429	35	31	.	.	PUNCT
bracis-28429	36	1	consequently	consequently	ADV
bracis-28429	36	2	,	,	PUNCT
bracis-28429	36	3	there	there	PRON
bracis-28429	36	4	is	be	VERB
bracis-28429	36	5	a	a	DET
bracis-28429	36	6	growing	grow	VERB
bracis-28429	36	7	need	need	NOUN
bracis-28429	36	8	to	to	PART
bracis-28429	36	9	employ	employ	VERB
bracis-28429	36	10	machine	machine	NOUN
bracis-28429	36	11	learning	learning	NOUN
bracis-28429	36	12	techniques	technique	NOUN
bracis-28429	36	13	,	,	PUNCT
bracis-28429	36	14	specifically	specifically	ADV
bracis-28429	36	15	text	text	VERB
bracis-28429	36	16	clustering	clustering	NOUN
bracis-28429	36	17	and	and	CCONJ
bracis-28429	36	18	topic	topic	NOUN
bracis-28429	36	19	modeling	modeling	NOUN
bracis-28429	36	20	algorithms	algorithm	NOUN
bracis-28429	36	21	,	,	PUNCT
bracis-28429	36	22	to	to	PART
bracis-28429	36	23	automate	automate	VERB
bracis-28429	36	24	the	the	DET
bracis-28429	36	25	analysis	analysis	NOUN
bracis-28429	36	26	of	of	ADP
bracis-28429	36	27	procurement	procurement	NOUN
bracis-28429	36	28	data	datum	NOUN
bracis-28429	36	29	.	.	PUNCT
bracis-28429	37	1	text	text	NOUN
bracis-28429	37	2	clustering	clustering	NOUN
bracis-28429	37	3	techniques	technique	NOUN
bracis-28429	37	4	aim	aim	VERB
bracis-28429	37	5	to	to	PART
bracis-28429	37	6	group	group	VERB
bracis-28429	37	7	similar	similar	ADJ
bracis-28429	37	8	documents	document	NOUN
bracis-28429	37	9	together	together	ADV
bracis-28429	37	10	based	base	VERB
bracis-28429	37	11	on	on	ADP
bracis-28429	37	12	their	their	PRON
bracis-28429	37	13	content	content	NOUN
bracis-28429	37	14	,	,	PUNCT
bracis-28429	37	15	enabling	enable	VERB
bracis-28429	37	16	the	the	DET
bracis-28429	37	17	efficient	efficient	ADJ
bracis-28429	37	18	organization	organization	NOUN
bracis-28429	37	19	and	and	CCONJ
bracis-28429	37	20	exploration	exploration	NOUN
bracis-28429	37	21	of	of	ADP
bracis-28429	37	22	large	large	ADJ
bracis-28429	37	23	document	document	NOUN
bracis-28429	37	24	collections	collection	NOUN
bracis-28429	37	25	[	[	X
bracis-28429	37	26	7	7	NUM
bracis-28429	37	27	]	]	PUNCT
bracis-28429	37	28	.	.	PUNCT
bracis-28429	38	1	these	these	DET
bracis-28429	38	2	methods	method	NOUN
bracis-28429	38	3	employ	employ	VERB
bracis-28429	38	4	various	various	ADJ
bracis-28429	38	5	algorithms	algorithm	NOUN
bracis-28429	38	6	,	,	PUNCT
bracis-28429	38	7	such	such	ADJ
bracis-28429	38	8	as	as	ADP
bracis-28429	38	9	k	k	NOUN
bracis-28429	38	10	-	-	PUNCT
bracis-28429	38	11	means	means	ADJ
bracis-28429	38	12	,	,	PUNCT
bracis-28429	38	13	hierarchical	hierarchical	ADJ
bracis-28429	38	14	clustering	clustering	NOUN
bracis-28429	38	15	,	,	PUNCT
bracis-28429	38	16	and	and	CCONJ
bracis-28429	38	17	density	density	NOUN
bracis-28429	38	18	-	-	PUNCT
bracis-28429	38	19	based	base	VERB
bracis-28429	38	20	clustering	clustering	NOUN
bracis-28429	38	21	,	,	PUNCT
bracis-28429	38	22	to	to	PART
bracis-28429	38	23	identify	identify	VERB
bracis-28429	38	24	patterns	pattern	NOUN
bracis-28429	38	25	and	and	CCONJ
bracis-28429	38	26	similarities	similarity	NOUN
bracis-28429	38	27	in	in	ADP
bracis-28429	38	28	the	the	DET
bracis-28429	38	29	text	text	NOUN
bracis-28429	38	30	data	datum	NOUN
bracis-28429	38	31	.	.	PUNCT
bracis-28429	39	1	by	by	ADP
bracis-28429	39	2	grouping	group	VERB
bracis-28429	39	3	related	related	ADJ
bracis-28429	39	4	procurement	procurement	NOUN
bracis-28429	39	5	documents	document	NOUN
bracis-28429	39	6	,	,	PUNCT
bracis-28429	39	7	these	these	DET
bracis-28429	39	8	techniques	technique	NOUN
bracis-28429	39	9	may	may	AUX
bracis-28429	39	10	facilitate	facilitate	VERB
bracis-28429	39	11	the	the	DET
bracis-28429	39	12	discovery	discovery	NOUN
bracis-28429	39	13	of	of	ADP
bracis-28429	39	14	common	common	ADJ
bracis-28429	39	15	themes	theme	NOUN
bracis-28429	39	16	,	,	PUNCT
bracis-28429	39	17	topics	topic	NOUN
bracis-28429	39	18	,	,	PUNCT
bracis-28429	39	19	and	and	CCONJ
bracis-28429	39	20	trends	trend	NOUN
bracis-28429	39	21	within	within	ADP
bracis-28429	39	22	the	the	DET
bracis-28429	39	23	data	datum	NOUN
bracis-28429	39	24	.	.	PUNCT
bracis-28429	40	1	on	on	ADP
bracis-28429	40	2	the	the	DET
bracis-28429	40	3	other	other	ADJ
bracis-28429	40	4	hand	hand	NOUN
bracis-28429	40	5	,	,	PUNCT
bracis-28429	40	6	topic	topic	NOUN
bracis-28429	40	7	modeling	modeling	NOUN
bracis-28429	40	8	algorithms	algorithm	NOUN
bracis-28429	40	9	provide	provide	VERB
bracis-28429	40	10	a	a	DET
bracis-28429	40	11	means	means	NOUN
bracis-28429	40	12	to	to	PART
bracis-28429	40	13	uncover	uncover	VERB
bracis-28429	40	14	latent	latent	ADJ
bracis-28429	40	15	topics	topic	NOUN
bracis-28429	40	16	or	or	CCONJ
bracis-28429	40	17	thematic	thematic	ADJ
bracis-28429	40	18	structures	structure	NOUN
bracis-28429	40	19	within	within	ADP
bracis-28429	40	20	a	a	DET
bracis-28429	40	21	collection	collection	NOUN
bracis-28429	40	22	of	of	ADP
bracis-28429	40	23	documents	document	NOUN
bracis-28429	40	24	.	.	PUNCT
bracis-28429	41	1	these	these	DET
bracis-28429	41	2	algorithms	algorithm	NOUN
bracis-28429	41	3	,	,	PUNCT
bracis-28429	41	4	such	such	ADJ
bracis-28429	41	5	as	as	ADP
bracis-28429	41	6	latent	latent	NOUN
bracis-28429	41	7	dirichlet	dirichlet	PROPN
bracis-28429	41	8	allocation	allocation	NOUN
bracis-28429	41	9	(	(	PUNCT
bracis-28429	41	10	lda	lda	PROPN
bracis-28429	41	11	)	)	PUNCT
bracis-28429	41	12	,	,	PUNCT
bracis-28429	41	13	probabilistic	probabilistic	ADJ
bracis-28429	41	14	latent	latent	ADJ
bracis-28429	41	15	semantic	semantic	ADJ
bracis-28429	41	16	analysis	analysis	NOUN
bracis-28429	41	17	(	(	PUNCT
bracis-28429	41	18	plsa	plsa	ADJ
bracis-28429	41	19	)	)	PUNCT
bracis-28429	41	20	,	,	PUNCT
bracis-28429	41	21	and	and	CCONJ
bracis-28429	41	22	,	,	PUNCT
bracis-28429	41	23	more	more	ADV
bracis-28429	41	24	recently	recently	ADV
bracis-28429	41	25	,	,	PUNCT
bracis-28429	41	26	bertopic	bertopic	NOUN
bracis-28429	41	27	[	[	X
bracis-28429	41	28	10	10	NUM
bracis-28429	41	29	]	]	PUNCT
bracis-28429	41	30	,	,	PUNCT
bracis-28429	41	31	assign	assign	VERB
bracis-28429	41	32	topics	topic	NOUN
bracis-28429	41	33	to	to	ADP
bracis-28429	41	34	documents	document	NOUN
bracis-28429	41	35	based	base	VERB
bracis-28429	41	36	on	on	ADP
bracis-28429	41	37	the	the	DET
bracis-28429	41	38	distribution	distribution	NOUN
bracis-28429	41	39	of	of	ADP
bracis-28429	41	40	words	word	NOUN
bracis-28429	41	41	within	within	ADP
bracis-28429	41	42	the	the	DET
bracis-28429	41	43	corpus	corpus	NOUN
bracis-28429	41	44	.	.	PUNCT
bracis-28429	42	1	by	by	ADP
bracis-28429	42	2	extracting	extract	VERB
bracis-28429	42	3	meaningful	meaningful	ADJ
bracis-28429	42	4	topics	topic	NOUN
bracis-28429	42	5	,	,	PUNCT
bracis-28429	42	6	topic	topic	NOUN
bracis-28429	42	7	modeling	modeling	NOUN
bracis-28429	42	8	enables	enable	VERB
bracis-28429	42	9	a	a	DET
bracis-28429	42	10	deeper	deep	ADJ
bracis-28429	42	11	understanding	understanding	NOUN
bracis-28429	42	12	of	of	ADP
bracis-28429	42	13	the	the	DET
bracis-28429	42	14	content	content	NOUN
bracis-28429	42	15	and	and	CCONJ
bracis-28429	42	16	allows	allow	VERB
bracis-28429	42	17	for	for	ADP
bracis-28429	42	18	more	more	ADV
bracis-28429	42	19	targeted	target	VERB
bracis-28429	42	20	analysis	analysis	NOUN
bracis-28429	42	21	and	and	CCONJ
bracis-28429	42	22	decision	decision	NOUN
bracis-28429	42	23	-	-	PUNCT
bracis-28429	42	24	making	making	NOUN
bracis-28429	42	25	.	.	PUNCT
bracis-28429	43	1	previous	previous	ADJ
bracis-28429	43	2	research	research	NOUN
bracis-28429	43	3	has	have	AUX
bracis-28429	43	4	explored	explore	VERB
bracis-28429	43	5	the	the	DET
bracis-28429	43	6	application	application	NOUN
bracis-28429	43	7	of	of	ADP
bracis-28429	43	8	text	text	NOUN
bracis-28429	43	9	clustering	clustering	NOUN
bracis-28429	43	10	and	and	CCONJ
bracis-28429	43	11	topic	topic	NOUN
bracis-28429	43	12	modeling	model	VERB
bracis-28429	43	13	algorithms	algorithm	NOUN
bracis-28429	43	14	to	to	ADP
bracis-28429	43	15	unstructured	unstructured	ADJ
bracis-28429	43	16	text	text	NOUN
bracis-28429	43	17	data	datum	NOUN
bracis-28429	43	18	[	[	X
bracis-28429	43	19	6	6	NUM
bracis-28429	43	20	,	,	PUNCT
bracis-28429	43	21	17	17	NUM
bracis-28429	43	22	]	]	PUNCT
bracis-28429	43	23	.	.	PUNCT
bracis-28429	44	1	for	for	ADP
bracis-28429	44	2	instance	instance	NOUN
bracis-28429	44	3	,	,	PUNCT
bracis-28429	44	4	souza	souza	PROPN
bracis-28429	44	5	jr	jr	PROPN
bracis-28429	44	6	.	.	PROPN
bracis-28429	44	7	at	at	ADP
bracis-28429	44	8	al	al	PROPN
bracis-28429	44	9	.	.	PUNCT
bracis-28429	45	1	[	[	X
bracis-28429	45	2	19	19	NUM
bracis-28429	45	3	]	]	PUNCT
bracis-28429	45	4	evaluate	evaluate	VERB
bracis-28429	45	5	different	different	ADJ
bracis-28429	45	6	pre	pre	ADJ
bracis-28429	45	7	-	-	ADJ
bracis-28429	45	8	processing	processing	ADJ
bracis-28429	45	9	methodologies	methodology	NOUN
bracis-28429	45	10	in	in	ADP
bracis-28429	45	11	topic	topic	NOUN
bracis-28429	45	12	modeling	modeling	NOUN
bracis-28429	45	13	for	for	ADP
bracis-28429	45	14	brazilian	brazilian	ADJ
bracis-28429	45	15	portuguese	portuguese	ADJ
bracis-28429	45	16	political	political	ADJ
bracis-28429	45	17	discussion	discussion	NOUN
bracis-28429	45	18	extracted	extract	VERB
bracis-28429	45	19	from	from	ADP
bracis-28429	45	20	twitter	twitter	NOUN
bracis-28429	45	21	and	and	CCONJ
bracis-28429	45	22	reddit	reddit	NOUN
bracis-28429	45	23	.	.	PUNCT
bracis-28429	46	1	in	in	ADP
bracis-28429	46	2	particular	particular	ADJ
bracis-28429	46	3	,	,	PUNCT
bracis-28429	46	4	the	the	DET
bracis-28429	46	5	authors	author	NOUN
bracis-28429	46	6	applied	apply	VERB
bracis-28429	46	7	three	three	NUM
bracis-28429	46	8	document	document	NOUN
bracis-28429	46	9	representation	representation	NOUN
bracis-28429	46	10	models	model	NOUN
bracis-28429	46	11	,	,	PUNCT
bracis-28429	46	12	including	include	VERB
bracis-28429	46	13	two	two	NUM
bracis-28429	46	14	new	new	ADJ
bracis-28429	46	15	proposals	proposal	NOUN
bracis-28429	46	16	based	base	VERB
bracis-28429	46	17	on	on	ADP
bracis-28429	46	18	the	the	DET
bracis-28429	46	19	cluwords	cluword	NOUN
bracis-28429	46	20	model	model	NOUN
bracis-28429	46	21	adapted	adapt	VERB
bracis-28429	46	22	to	to	ADP
bracis-28429	46	23	portuguese	portuguese	PROPN
bracis-28429	46	24	.	.	PUNCT
bracis-28429	47	1	also	also	ADV
bracis-28429	47	2	,	,	PUNCT
bracis-28429	47	3	silva	silva	PROPN
bracis-28429	47	4	et	et	PROPN
bracis-28429	47	5	al	al	PROPN
bracis-28429	47	6	.	.	PUNCT
bracis-28429	48	1	[	[	X
bracis-28429	48	2	16	16	NUM
bracis-28429	48	3	]	]	PUNCT
bracis-28429	48	4	use	use	VERB
bracis-28429	48	5	topic	topic	NOUN
bracis-28429	48	6	models	model	NOUN
bracis-28429	48	7	for	for	ADP
bracis-28429	48	8	analyzing	analyze	VERB
bracis-28429	48	9	and	and	CCONJ
bracis-28429	48	10	visualizing	visualize	VERB
bracis-28429	48	11	brazilian	brazilian	ADJ
bracis-28429	48	12	comments	comment	NOUN
bracis-28429	48	13	about	about	ADP
bracis-28429	48	14	legislation	legislation	NOUN
bracis-28429	48	15	.	.	PUNCT
bracis-28429	49	1	specifically	specifically	ADV
bracis-28429	49	2	,	,	PUNCT
bracis-28429	49	3	the	the	DET
bracis-28429	49	4	authors	author	NOUN
bracis-28429	49	5	adapted	adapt	VERB
bracis-28429	49	6	the	the	DET
bracis-28429	49	7	bertopic	bertopic	NOUN
bracis-28429	49	8	topic	topic	NOUN
bracis-28429	49	9	mining	mining	NOUN
bracis-28429	49	10	tool	tool	NOUN
bracis-28429	49	11	to	to	PART
bracis-28429	49	12	extract	extract	VERB
bracis-28429	49	13	topics	topic	NOUN
bracis-28429	49	14	from	from	ADP
bracis-28429	49	15	political	political	ADJ
bracis-28429	49	16	comments	comment	NOUN
bracis-28429	49	17	.	.	PUNCT
bracis-28429	50	1	furthermore	furthermore	ADV
bracis-28429	50	2	,	,	PUNCT
bracis-28429	50	3	advancements	advancement	NOUN
bracis-28429	50	4	in	in	ADP
bracis-28429	50	5	deep	deep	ADJ
bracis-28429	50	6	learning	learning	NOUN
bracis-28429	50	7	and	and	CCONJ
bracis-28429	50	8	language	language	NOUN
bracis-28429	50	9	modeling	modeling	NOUN
bracis-28429	50	10	have	have	AUX
bracis-28429	50	11	provided	provide	VERB
bracis-28429	50	12	new	new	ADJ
bracis-28429	50	13	opportunities	opportunity	NOUN
bracis-28429	50	14	to	to	PART
bracis-28429	50	15	enhance	enhance	VERB
bracis-28429	50	16	the	the	DET
bracis-28429	50	17	representation	representation	NOUN
bracis-28429	50	18	of	of	ADP
bracis-28429	50	19	text	text	NOUN
bracis-28429	50	20	data	datum	NOUN
bracis-28429	51	1	[	[	X
bracis-28429	51	2	12	12	NUM
bracis-28429	51	3	]	]	PUNCT
bracis-28429	51	4	.	.	PUNCT
bracis-28429	52	1	models	model	NOUN
bracis-28429	52	2	like	like	ADP
bracis-28429	52	3	bert	bert	PROPN
bracis-28429	52	4	(	(	PUNCT
bracis-28429	52	5	bidirectional	bidirectional	ADJ
bracis-28429	52	6	encoder	encoder	NOUN
bracis-28429	52	7	representations	representation	VERB
bracis-28429	52	8	from	from	ADP
bracis-28429	52	9	transformers	transformer	NOUN
bracis-28429	52	10	)	)	PUNCT
bracis-28429	53	1	[	[	X
bracis-28429	53	2	5	5	NUM
bracis-28429	53	3	]	]	PUNCT
bracis-28429	53	4	and	and	CCONJ
bracis-28429	53	5	its	its	PRON
bracis-28429	53	6	variants	variant	NOUN
bracis-28429	53	7	have	have	AUX
bracis-28429	53	8	shown	show	VERB
bracis-28429	53	9	remarkable	remarkable	ADJ
bracis-28429	53	10	performance	performance	NOUN
bracis-28429	53	11	in	in	ADP
bracis-28429	53	12	various	various	ADJ
bracis-28429	53	13	nlp	nlp	NOUN
bracis-28429	53	14	tasks	task	NOUN
bracis-28429	53	15	,	,	PUNCT
bracis-28429	53	16	including	include	VERB
bracis-28429	53	17	document	document	NOUN
bracis-28429	53	18	classification	classification	NOUN
bracis-28429	53	19	and	and	CCONJ
bracis-28429	53	20	named	name	VERB
bracis-28429	53	21	entity	entity	NOUN
bracis-28429	53	22	recognition	recognition	NOUN
bracis-28429	53	23	.	.	PUNCT
bracis-28429	54	1	these	these	DET
bracis-28429	54	2	models	model	NOUN
bracis-28429	54	3	can	can	AUX
bracis-28429	54	4	capture	capture	VERB
bracis-28429	54	5	intricate	intricate	ADJ
bracis-28429	54	6	semantic	semantic	ADJ
bracis-28429	54	7	relationships	relationship	NOUN
bracis-28429	54	8	between	between	ADP
bracis-28429	54	9	words	word	NOUN
bracis-28429	54	10	and	and	CCONJ
bracis-28429	54	11	provide	provide	VERB
bracis-28429	54	12	context	context	NOUN
bracis-28429	54	13	-	-	PUNCT
bracis-28429	54	14	aware	aware	ADJ
bracis-28429	54	15	embeddings	embedding	NOUN
bracis-28429	54	16	,	,	PUNCT
bracis-28429	54	17	thereby	thereby	ADV
bracis-28429	54	18	improving	improve	VERB
bracis-28429	54	19	the	the	DET
bracis-28429	54	20	quality	quality	NOUN
bracis-28429	54	21	of	of	ADP
bracis-28429	54	22	text	text	NOUN
bracis-28429	54	23	representations	representation	NOUN
bracis-28429	54	24	.	.	PUNCT
bracis-28429	55	1	in	in	ADP
bracis-28429	55	2	this	this	DET
bracis-28429	55	3	paper	paper	NOUN
bracis-28429	55	4	,	,	PUNCT
bracis-28429	55	5	we	we	PRON
bracis-28429	55	6	build	build	VERB
bracis-28429	55	7	upon	upon	SCONJ
bracis-28429	55	8	these	these	DET
bracis-28429	55	9	developments	development	NOUN
bracis-28429	55	10	and	and	CCONJ
bracis-28429	55	11	leverage	leverage	NOUN
bracis-28429	55	12	bert	bert	NOUN
bracis-28429	55	13	-	-	PUNCT
bracis-28429	55	14	based	base	VERB
bracis-28429	55	15	models	model	NOUN
bracis-28429	55	16	to	to	PART
bracis-28429	55	17	address	address	VERB
bracis-28429	55	18	the	the	DET
bracis-28429	55	19	challenges	challenge	NOUN
bracis-28429	55	20	of	of	ADP
bracis-28429	55	21	analyzing	analyze	VERB
bracis-28429	55	22	public	public	ADJ
bracis-28429	55	23	procurement	procurement	NOUN
bracis-28429	55	24	data	datum	NOUN
bracis-28429	55	25	.	.	PUNCT
bracis-28429	56	1	by	by	ADP
bracis-28429	56	2	applying	apply	VERB
bracis-28429	56	3	bertopic	bertopic	NOUN
bracis-28429	56	4	,	,	PUNCT
bracis-28429	56	5	a	a	DET
bracis-28429	56	6	topic	topic	NOUN
bracis-28429	56	7	modeling	model	VERB
bracis-28429	56	8	algorithm	algorithm	NOUN
bracis-28429	56	9	based	base	VERB
bracis-28429	56	10	on	on	ADP
bracis-28429	56	11	bert	bert	PROPN
bracis-28429	56	12	,	,	PUNCT
bracis-28429	56	13	we	we	PRON
bracis-28429	56	14	aim	aim	VERB
bracis-28429	56	15	to	to	PART
bracis-28429	56	16	generate	generate	VERB
bracis-28429	56	17	clusters	cluster	NOUN
bracis-28429	56	18	that	that	PRON
bracis-28429	56	19	capture	capture	VERB
bracis-28429	56	20	the	the	DET
bracis-28429	56	21	underlying	underlying	ADJ
bracis-28429	56	22	topics	topic	NOUN
bracis-28429	56	23	and	and	CCONJ
bracis-28429	56	24	themes	theme	NOUN
bracis-28429	56	25	within	within	ADP
bracis-28429	56	26	procurement	procurement	NOUN
bracis-28429	56	27	documents	document	NOUN
bracis-28429	56	28	.	.	PUNCT
bracis-28429	57	1	while	while	SCONJ
bracis-28429	57	2	previous	previous	ADJ
bracis-28429	57	3	studies	study	NOUN
bracis-28429	57	4	have	have	AUX
bracis-28429	57	5	focused	focus	VERB
bracis-28429	57	6	on	on	ADP
bracis-28429	57	7	topic	topic	NOUN
bracis-28429	57	8	modeling	modeling	NOUN
bracis-28429	57	9	or	or	CCONJ
bracis-28429	57	10	document	document	NOUN
bracis-28429	57	11	clustering	cluster	VERB
bracis-28429	57	12	alone	alone	ADV
bracis-28429	57	13	,	,	PUNCT
bracis-28429	57	14	we	we	PRON
bracis-28429	57	15	extend	extend	VERB
bracis-28429	57	16	the	the	DET
bracis-28429	57	17	analysis	analysis	NOUN
bracis-28429	57	18	by	by	ADP
bracis-28429	57	19	considering	consider	VERB
bracis-28429	57	20	the	the	DET
bracis-28429	57	21	performance	performance	NOUN
bracis-28429	57	22	of	of	ADP
bracis-28429	57	23	different	different	ADJ
bracis-28429	57	24	sentence	sentence	NOUN
bracis-28429	57	25	embedding	embed	VERB
bracis-28429	57	26	models	model	NOUN
bracis-28429	57	27	in	in	ADP
bracis-28429	57	28	capturing	capture	VERB
bracis-28429	57	29	the	the	DET
bracis-28429	57	30	semantics	semantic	NOUN
bracis-28429	57	31	and	and	CCONJ
bracis-28429	57	32	contextual	contextual	ADJ
bracis-28429	57	33	information	information	NOUN
bracis-28429	57	34	of	of	ADP
bracis-28429	57	35	procurement	procurement	NOUN
bracis-28429	57	36	documents	document	NOUN
bracis-28429	57	37	.	.	PUNCT
bracis-28429	58	1	fig	fig	NOUN
bracis-28429	58	2	.	.	PUNCT
bracis-28429	59	1	1	1	X
bracis-28429	59	2	.	.	X
bracis-28429	59	3	overview	overview	NOUN
bracis-28429	59	4	of	of	ADP
bracis-28429	59	5	the	the	DET
bracis-28429	59	6	topic	topic	NOUN
bracis-28429	59	7	modeling	modeling	NOUN
bracis-28429	59	8	methodology	methodology	NOUN
bracis-28429	59	9	.	.	PUNCT
bracis-28429	60	1	full	full	ADJ
bracis-28429	60	2	size	size	NOUN
bracis-28429	60	3	image	image	NOUN
bracis-28429	60	4	3	3	NUM
bracis-28429	60	5	methodology	methodology	NOUN
bracis-28429	60	6	the	the	DET
bracis-28429	60	7	methodology	methodology	NOUN
bracis-28429	60	8	followed	follow	VERB
bracis-28429	60	9	in	in	ADP
bracis-28429	60	10	this	this	DET
bracis-28429	60	11	work	work	NOUN
bracis-28429	60	12	is	be	AUX
bracis-28429	60	13	summarized	summarize	VERB
bracis-28429	60	14	in	in	ADP
bracis-28429	60	15	fig	fig	NOUN
bracis-28429	60	16	.	.	PUNCT
bracis-28429	60	17	 	 	SPACE
bracis-28429	60	18	1	1	NUM
bracis-28429	60	19	and	and	CCONJ
bracis-28429	60	20	consists	consist	VERB
bracis-28429	60	21	of	of	ADP
bracis-28429	60	22	two	two	NUM
bracis-28429	60	23	main	main	ADJ
bracis-28429	60	24	phases	phase	NOUN
bracis-28429	60	25	:	:	PUNCT
bracis-28429	60	26	text	text	NOUN
bracis-28429	60	27	preprocessing	preprocessing	NOUN
bracis-28429	60	28	and	and	CCONJ
bracis-28429	60	29	topic	topic	NOUN
bracis-28429	60	30	modeling	modeling	NOUN
bracis-28429	60	31	.	.	PUNCT
bracis-28429	61	1	first	first	ADV
bracis-28429	61	2	,	,	PUNCT
bracis-28429	61	3	a	a	DET
bracis-28429	61	4	set	set	NOUN
bracis-28429	61	5	of	of	ADP
bracis-28429	61	6	unstructured	unstructured	ADJ
bracis-28429	61	7	documents	document	NOUN
bracis-28429	61	8	undergoes	undergo	VERB
bracis-28429	61	9	a	a	DET
bracis-28429	61	10	sequence	sequence	NOUN
bracis-28429	61	11	of	of	ADP
bracis-28429	61	12	preprocessing	preprocesse	VERB
bracis-28429	61	13	steps	step	NOUN
bracis-28429	61	14	to	to	PART
bracis-28429	61	15	transform	transform	VERB
bracis-28429	61	16	the	the	DET
bracis-28429	61	17	text	text	NOUN
bracis-28429	61	18	into	into	ADP
bracis-28429	61	19	a	a	DET
bracis-28429	61	20	more	more	ADV
bracis-28429	61	21	structured	structured	ADJ
bracis-28429	61	22	format	format	NOUN
bracis-28429	61	23	(	(	PUNCT
bracis-28429	61	24	sect	sect	NOUN
bracis-28429	61	25	.	.	PUNCT
bracis-28429	61	26	 	 	SPACE
bracis-28429	61	27	3.1	3.1	NUM
bracis-28429	61	28	)	)	PUNCT
bracis-28429	61	29	.	.	PUNCT
bracis-28429	62	1	then	then	ADV
bracis-28429	62	2	,	,	PUNCT
bracis-28429	62	3	we	we	PRON
bracis-28429	62	4	apply	apply	VERB
bracis-28429	62	5	bertopic	bertopic	NOUN
bracis-28429	62	6	,	,	PUNCT
bracis-28429	62	7	a	a	DET
bracis-28429	62	8	topic	topic	NOUN
bracis-28429	62	9	modeling	modeling	NOUN
bracis-28429	62	10	technique	technique	NOUN
bracis-28429	62	11	,	,	PUNCT
bracis-28429	62	12	to	to	PART
bracis-28429	62	13	create	create	VERB
bracis-28429	62	14	dense	dense	ADJ
bracis-28429	62	15	clusters	cluster	NOUN
bracis-28429	62	16	and	and	CCONJ
bracis-28429	62	17	uncover	uncover	VERB
bracis-28429	62	18	easily	easily	ADV
bracis-28429	62	19	interpretable	interpretable	ADJ
bracis-28429	62	20	topics	topic	NOUN
bracis-28429	62	21	in	in	ADP
bracis-28429	62	22	our	our	PRON
bracis-28429	62	23	preprocessed	preprocesse	VERB
bracis-28429	62	24	documents	document	NOUN
bracis-28429	62	25	(	(	PUNCT
bracis-28429	62	26	sect	sect	NOUN
bracis-28429	62	27	.	.	PUNCT
bracis-28429	62	28	 	 	SPACE
bracis-28429	62	29	3.2	3.2	NUM
bracis-28429	62	30	)	)	PUNCT
bracis-28429	62	31	.	.	PUNCT
bracis-28429	63	1	3.1	3.1	NUM
bracis-28429	63	2	preprocessing	preprocessing	NOUN
bracis-28429	63	3	preprocessing	preprocessing	NOUN
bracis-28429	63	4	plays	play	VERB
bracis-28429	63	5	a	a	DET
bracis-28429	63	6	fundamental	fundamental	ADJ
bracis-28429	63	7	role	role	NOUN
bracis-28429	63	8	in	in	ADP
bracis-28429	63	9	nlp	nlp	ADJ
bracis-28429	63	10	tasks	task	NOUN
bracis-28429	63	11	,	,	PUNCT
bracis-28429	63	12	as	as	SCONJ
bracis-28429	63	13	it	it	PRON
bracis-28429	63	14	generates	generate	VERB
bracis-28429	63	15	a	a	DET
bracis-28429	63	16	more	more	ADV
bracis-28429	63	17	structured	structured	ADJ
bracis-28429	63	18	representation	representation	NOUN
bracis-28429	63	19	of	of	ADP
bracis-28429	63	20	the	the	DET
bracis-28429	63	21	text	text	NOUN
bracis-28429	63	22	and	and	CCONJ
bracis-28429	63	23	reduces	reduce	VERB
bracis-28429	63	24	the	the	DET
bracis-28429	63	25	final	final	ADJ
bracis-28429	63	26	set	set	NOUN
bracis-28429	63	27	of	of	ADP
bracis-28429	63	28	words	word	NOUN
bracis-28429	63	29	(	(	PUNCT
bracis-28429	63	30	i.e.	i.e.	X
bracis-28429	63	31	,	,	PUNCT
bracis-28429	63	32	the	the	DET
bracis-28429	63	33	vocabulary	vocabulary	NOUN
bracis-28429	63	34	)	)	PUNCT
bracis-28429	63	35	that	that	PRON
bracis-28429	63	36	will	will	AUX
bracis-28429	63	37	be	be	AUX
bracis-28429	63	38	used	use	VERB
bracis-28429	63	39	as	as	ADP
bracis-28429	63	40	input	input	NOUN
bracis-28429	63	41	for	for	ADP
bracis-28429	63	42	learning	learning	NOUN
bracis-28429	63	43	models	model	NOUN
bracis-28429	63	44	.	.	PUNCT
bracis-28429	64	1	indeed	indeed	ADV
bracis-28429	64	2	,	,	PUNCT
bracis-28429	64	3	applying	apply	VERB
bracis-28429	64	4	a	a	DET
bracis-28429	64	5	preprocessing	preprocessing	NOUN
bracis-28429	64	6	step	step	NOUN
bracis-28429	64	7	in	in	ADP
bracis-28429	64	8	a	a	DET
bracis-28429	64	9	learning	learn	VERB
bracis-28429	64	10	pipeline	pipeline	NOUN
bracis-28429	64	11	directly	directly	ADV
bracis-28429	64	12	impacts	impact	VERB
bracis-28429	64	13	the	the	DET
bracis-28429	64	14	models	model	NOUN
bracis-28429	64	15	’	'	PUNCT
bracis-28429	64	16	accuracy	accuracy	NOUN
bracis-28429	64	17	by	by	ADP
bracis-28429	64	18	reducing	reduce	VERB
bracis-28429	64	19	noise	noise	NOUN
bracis-28429	64	20	and	and	CCONJ
bracis-28429	64	21	improving	improve	VERB
bracis-28429	64	22	the	the	DET
bracis-28429	64	23	input	input	NOUN
bracis-28429	64	24	quality	quality	NOUN
bracis-28429	64	25	.	.	PUNCT
bracis-28429	65	1	therefore	therefore	ADV
bracis-28429	65	2	,	,	PUNCT
bracis-28429	65	3	in	in	ADP
bracis-28429	65	4	this	this	DET
bracis-28429	65	5	work	work	NOUN
bracis-28429	65	6	,	,	PUNCT
bracis-28429	65	7	we	we	PRON
bracis-28429	65	8	apply	apply	VERB
bracis-28429	65	9	a	a	DET
bracis-28429	65	10	sequence	sequence	NOUN
bracis-28429	65	11	of	of	ADP
bracis-28429	65	12	three	three	NUM
bracis-28429	65	13	distinct	distinct	ADJ
bracis-28429	65	14	preprocessing	preprocessing	NOUN
bracis-28429	65	15	steps	step	NOUN
bracis-28429	65	16	for	for	ADP
bracis-28429	65	17	each	each	DET
bracis-28429	65	18	document	document	NOUN
bracis-28429	65	19	:	:	PUNCT
bracis-28429	65	20	text	text	NOUN
bracis-28429	65	21	normalization	normalization	NOUN
bracis-28429	65	22	,	,	PUNCT
bracis-28429	65	23	stop	stop	VERB
bracis-28429	65	24	word	word	NOUN
bracis-28429	65	25	removal	removal	NOUN
bracis-28429	65	26	,	,	PUNCT
bracis-28429	65	27	and	and	CCONJ
bracis-28429	65	28	numeral	numeral	ADJ
bracis-28429	65	29	normalization	normalization	NOUN
bracis-28429	65	30	.	.	PUNCT
bracis-28429	66	1	considering	consider	VERB
bracis-28429	66	2	our	our	PRON
bracis-28429	66	3	focus	focus	NOUN
bracis-28429	66	4	on	on	ADP
bracis-28429	66	5	brazilian	brazilian	ADJ
bracis-28429	66	6	governmental	governmental	ADJ
bracis-28429	66	7	documents	document	NOUN
bracis-28429	66	8	,	,	PUNCT
bracis-28429	66	9	our	our	PRON
bracis-28429	66	10	preprocessing	preprocessing	NOUN
bracis-28429	66	11	phase	phase	NOUN
bracis-28429	66	12	is	be	AUX
bracis-28429	66	13	specifically	specifically	ADV
bracis-28429	66	14	designed	design	VERB
bracis-28429	66	15	to	to	PART
bracis-28429	66	16	handle	handle	VERB
bracis-28429	66	17	texts	text	NOUN
bracis-28429	66	18	in	in	ADP
bracis-28429	66	19	the	the	DET
bracis-28429	66	20	portuguese	portuguese	ADJ
bracis-28429	66	21	language	language	NOUN
bracis-28429	66	22	.	.	PUNCT
bracis-28429	67	1	hence	hence	ADV
bracis-28429	67	2	,	,	PUNCT
bracis-28429	67	3	in	in	ADP
bracis-28429	67	4	this	this	DET
bracis-28429	67	5	sequence	sequence	NOUN
bracis-28429	67	6	,	,	PUNCT
bracis-28429	67	7	text	text	NOUN
bracis-28429	67	8	normalization	normalization	NOUN
bracis-28429	67	9	removes	remove	VERB
bracis-28429	67	10	special	special	ADJ
bracis-28429	67	11	characters	character	NOUN
bracis-28429	67	12	,	,	PUNCT
bracis-28429	67	13	accents	accent	NOUN
bracis-28429	67	14	,	,	PUNCT
bracis-28429	67	15	city	city	NOUN
bracis-28429	67	16	names	name	NOUN
bracis-28429	67	17	,	,	PUNCT
bracis-28429	67	18	person	person	NOUN
bracis-28429	67	19	names	name	NOUN
bracis-28429	67	20	,	,	PUNCT
bracis-28429	67	21	and	and	CCONJ
bracis-28429	67	22	words	word	NOUN
bracis-28429	67	23	with	with	ADP
bracis-28429	67	24	a	a	DET
bracis-28429	67	25	sequence	sequence	NOUN
bracis-28429	67	26	of	of	ADP
bracis-28429	67	27	repeated	repeat	VERB
bracis-28429	67	28	letters	letter	NOUN
bracis-28429	67	29	and	and	CCONJ
bracis-28429	67	30	lowercasing	lowercase	VERB
bracis-28429	67	31	.	.	PUNCT
bracis-28429	68	1	city	city	NOUN
bracis-28429	68	2	and	and	CCONJ
bracis-28429	68	3	person	person	NOUN
bracis-28429	68	4	names	name	NOUN
bracis-28429	68	5	are	be	AUX
bracis-28429	68	6	identified	identify	VERB
bracis-28429	68	7	and	and	CCONJ
bracis-28429	68	8	eliminated	eliminate	VERB
bracis-28429	68	9	based	base	VERB
bracis-28429	68	10	on	on	ADP
bracis-28429	68	11	an	an	DET
bracis-28429	68	12	exact	exact	ADJ
bracis-28429	68	13	match	match	NOUN
bracis-28429	68	14	against	against	ADP
bracis-28429	68	15	dictionaries	dictionary	NOUN
bracis-28429	68	16	containing	contain	VERB
bracis-28429	68	17	over	over	ADP
bracis-28429	68	18	5,000	5,000	NUM
bracis-28429	68	19	brazilian	brazilian	ADJ
bracis-28429	68	20	cities	city	NOUN
bracis-28429	68	21	and	and	CCONJ
bracis-28429	68	22	7,000	7,000	NUM
bracis-28429	68	23	common	common	ADJ
bracis-28429	68	24	brazilian	brazilian	ADJ
bracis-28429	68	25	names	name	NOUN
bracis-28429	68	26	.	.	PUNCT
bracis-28429	69	1	next	next	ADV
bracis-28429	69	2	,	,	PUNCT
bracis-28429	69	3	stop	stop	VERB
bracis-28429	69	4	word	word	NOUN
bracis-28429	69	5	removal	removal	NOUN
bracis-28429	69	6	involves	involve	VERB
bracis-28429	69	7	removing	remove	VERB
bracis-28429	69	8	stop	stop	NOUN
bracis-28429	69	9	words	word	NOUN
bracis-28429	69	10	,	,	PUNCT
bracis-28429	69	11	emails	email	NOUN
bracis-28429	69	12	,	,	PUNCT
bracis-28429	69	13	urls	url	NOUN
bracis-28429	69	14	,	,	PUNCT
bracis-28429	69	15	and	and	CCONJ
bracis-28429	69	16	unit	unit	NOUN
bracis-28429	69	17	measures	measure	NOUN
bracis-28429	69	18	.	.	PUNCT
bracis-28429	70	1	finally	finally	ADV
bracis-28429	70	2	,	,	PUNCT
bracis-28429	70	3	numeral	numeral	ADJ
bracis-28429	70	4	normalization	normalization	NOUN
bracis-28429	70	5	means	mean	VERB
bracis-28429	70	6	identifying	identify	VERB
bracis-28429	70	7	and	and	CCONJ
bracis-28429	70	8	removing	remove	VERB
bracis-28429	70	9	hours	hour	NOUN
bracis-28429	70	10	,	,	PUNCT
bracis-28429	70	11	numbers	number	NOUN
bracis-28429	70	12	,	,	PUNCT
bracis-28429	70	13	and	and	CCONJ
bracis-28429	70	14	number	number	NOUN
bracis-28429	70	15	symbols	symbol	NOUN
bracis-28429	70	16	from	from	ADP
bracis-28429	70	17	the	the	DET
bracis-28429	70	18	text	text	NOUN
bracis-28429	70	19	.	.	PUNCT
bracis-28429	71	1	3.2	3.2	NUM
bracis-28429	71	2	topic	topic	NOUN
bracis-28429	71	3	modeling	model	VERB
bracis-28429	71	4	the	the	DET
bracis-28429	71	5	second	second	ADJ
bracis-28429	71	6	phase	phase	NOUN
bracis-28429	71	7	of	of	ADP
bracis-28429	71	8	our	our	PRON
bracis-28429	71	9	methodology	methodology	NOUN
bracis-28429	71	10	involves	involve	VERB
bracis-28429	71	11	identifying	identify	VERB
bracis-28429	71	12	the	the	DET
bracis-28429	71	13	underlying	underlying	ADJ
bracis-28429	71	14	topics	topic	NOUN
bracis-28429	71	15	within	within	ADP
bracis-28429	71	16	a	a	DET
bracis-28429	71	17	set	set	NOUN
bracis-28429	71	18	of	of	ADP
bracis-28429	71	19	documents	document	NOUN
bracis-28429	71	20	.	.	PUNCT
bracis-28429	72	1	such	such	DET
bracis-28429	72	2	an	an	DET
bracis-28429	72	3	approach	approach	NOUN
bracis-28429	72	4	is	be	AUX
bracis-28429	72	5	especially	especially	ADV
bracis-28429	72	6	beneficial	beneficial	ADJ
bracis-28429	72	7	in	in	ADP
bracis-28429	72	8	documents	document	NOUN
bracis-28429	72	9	that	that	PRON
bracis-28429	72	10	do	do	AUX
bracis-28429	72	11	not	not	PART
bracis-28429	72	12	present	present	VERB
bracis-28429	72	13	clear	clear	ADJ
bracis-28429	72	14	structural	structural	ADJ
bracis-28429	72	15	patterns	pattern	NOUN
bracis-28429	72	16	.	.	PUNCT
bracis-28429	73	1	in	in	ADP
bracis-28429	73	2	this	this	DET
bracis-28429	73	3	work	work	NOUN
bracis-28429	73	4	,	,	PUNCT
bracis-28429	73	5	we	we	PRON
bracis-28429	73	6	use	use	VERB
bracis-28429	73	7	bertopic	bertopic	NOUN
bracis-28429	73	8	[	[	X
bracis-28429	73	9	10	10	NUM
bracis-28429	73	10	]	]	PUNCT
bracis-28429	73	11	,	,	PUNCT
bracis-28429	73	12	an	an	DET
bracis-28429	73	13	efficient	efficient	ADJ
bracis-28429	73	14	topic	topic	NOUN
bracis-28429	73	15	model	model	NOUN
bracis-28429	73	16	that	that	PRON
bracis-28429	73	17	leverages	leverage	VERB
bracis-28429	73	18	clustering	cluster	VERB
bracis-28429	73	19	techniques	technique	NOUN
bracis-28429	73	20	and	and	CCONJ
bracis-28429	73	21	a	a	DET
bracis-28429	73	22	class	class	NOUN
bracis-28429	73	23	-	-	PUNCT
bracis-28429	73	24	based	base	VERB
bracis-28429	73	25	variation	variation	NOUN
bracis-28429	73	26	of	of	ADP
bracis-28429	73	27	tf	tf	PROPN
bracis-28429	73	28	-	-	PUNCT
bracis-28429	73	29	idf	idf	PROPN
bracis-28429	73	30	to	to	PART
bracis-28429	73	31	create	create	VERB
bracis-28429	73	32	consistent	consistent	ADJ
bracis-28429	73	33	topic	topic	NOUN
bracis-28429	73	34	representations	representation	NOUN
bracis-28429	73	35	.	.	PUNCT
bracis-28429	74	1	overall	overall	ADJ
bracis-28429	74	2	,	,	PUNCT
bracis-28429	74	3	bertopic	bertopic	NOUN
bracis-28429	74	4	consists	consist	VERB
bracis-28429	74	5	of	of	ADP
bracis-28429	74	6	four	four	NUM
bracis-28429	74	7	steps	step	NOUN
bracis-28429	74	8	:	:	PUNCT
bracis-28429	74	9	text	text	NOUN
bracis-28429	74	10	representation	representation	NOUN
bracis-28429	74	11	,	,	PUNCT
bracis-28429	74	12	dimensionality	dimensionality	NOUN
bracis-28429	74	13	reduction	reduction	NOUN
bracis-28429	74	14	,	,	PUNCT
bracis-28429	74	15	document	document	NOUN
bracis-28429	74	16	clustering	clustering	NOUN
bracis-28429	74	17	,	,	PUNCT
bracis-28429	74	18	and	and	CCONJ
bracis-28429	74	19	topic	topic	NOUN
bracis-28429	74	20	representation	representation	NOUN
bracis-28429	74	21	.	.	PUNCT
bracis-28429	75	1	first	first	ADV
bracis-28429	75	2	,	,	PUNCT
bracis-28429	75	3	a	a	DET
bracis-28429	75	4	language	language	NOUN
bracis-28429	75	5	model	model	NOUN
bracis-28429	75	6	converts	convert	VERB
bracis-28429	75	7	each	each	DET
bracis-28429	75	8	preprocessed	preprocesse	VERB
bracis-28429	75	9	document	document	NOUN
bracis-28429	75	10	to	to	ADP
bracis-28429	75	11	an	an	DET
bracis-28429	75	12	embedding	embed	VERB
bracis-28429	75	13	representation	representation	NOUN
bracis-28429	75	14	.	.	PUNCT
bracis-28429	76	1	then	then	ADV
bracis-28429	76	2	,	,	PUNCT
bracis-28429	76	3	we	we	PRON
bracis-28429	76	4	reduce	reduce	VERB
bracis-28429	76	5	the	the	DET
bracis-28429	76	6	dimensionality	dimensionality	NOUN
bracis-28429	76	7	of	of	ADP
bracis-28429	76	8	these	these	DET
bracis-28429	76	9	embeddings	embedding	NOUN
bracis-28429	76	10	to	to	PART
bracis-28429	76	11	avoid	avoid	VERB
bracis-28429	76	12	problems	problem	NOUN
bracis-28429	76	13	in	in	ADP
bracis-28429	76	14	the	the	DET
bracis-28429	76	15	clustering	clustering	ADJ
bracis-28429	76	16	process	process	NOUN
bracis-28429	76	17	.	.	PUNCT
bracis-28429	77	1	the	the	DET
bracis-28429	77	2	last	last	ADJ
bracis-28429	77	3	step	step	NOUN
bracis-28429	77	4	from	from	ADP
bracis-28429	77	5	these	these	DET
bracis-28429	77	6	clusters	cluster	NOUN
bracis-28429	77	7	is	be	AUX
bracis-28429	77	8	extracting	extract	VERB
bracis-28429	77	9	topic	topic	NOUN
bracis-28429	77	10	representations	representation	NOUN
bracis-28429	77	11	,	,	PUNCT
bracis-28429	77	12	which	which	PRON
bracis-28429	77	13	is	be	AUX
bracis-28429	77	14	our	our	PRON
bracis-28429	77	15	primary	primary	ADJ
bracis-28429	77	16	goal	goal	NOUN
bracis-28429	77	17	.	.	PUNCT
bracis-28429	78	1	all	all	DET
bracis-28429	78	2	such	such	ADJ
bracis-28429	78	3	steps	step	NOUN
bracis-28429	78	4	are	be	AUX
bracis-28429	78	5	detailed	detail	VERB
bracis-28429	78	6	next	next	ADV
bracis-28429	78	7	.	.	PUNCT
bracis-28429	79	1	text	text	NOUN
bracis-28429	79	2	representation	representation	NOUN
bracis-28429	79	3	.	.	PUNCT
bracis-28429	80	1	mapping	mapping	NOUN
bracis-28429	80	2	sentences	sentence	NOUN
bracis-28429	80	3	into	into	ADP
bracis-28429	80	4	numeric	numeric	ADJ
bracis-28429	80	5	vector	vector	NOUN
bracis-28429	80	6	spaces	space	NOUN
bracis-28429	80	7	is	be	AUX
bracis-28429	80	8	an	an	DET
bracis-28429	80	9	efficient	efficient	ADJ
bracis-28429	80	10	method	method	NOUN
bracis-28429	80	11	to	to	PART
bracis-28429	80	12	generate	generate	VERB
bracis-28429	80	13	richer	rich	ADJ
bracis-28429	80	14	text	text	NOUN
bracis-28429	80	15	representations	representation	NOUN
bracis-28429	80	16	in	in	ADP
bracis-28429	80	17	nlp	nlp	ADJ
bracis-28429	80	18	tasks	task	NOUN
bracis-28429	80	19	[	[	X
bracis-28429	80	20	20	20	NUM
bracis-28429	80	21	]	]	PUNCT
bracis-28429	80	22	.	.	PUNCT
bracis-28429	81	1	such	such	ADJ
bracis-28429	81	2	representations	representation	NOUN
bracis-28429	81	3	preserve	preserve	VERB
bracis-28429	81	4	semantic	semantic	ADJ
bracis-28429	81	5	and	and	CCONJ
bracis-28429	81	6	syntactic	syntactic	ADJ
bracis-28429	81	7	information	information	NOUN
bracis-28429	81	8	in	in	ADP
bracis-28429	81	9	sentences	sentence	NOUN
bracis-28429	81	10	,	,	PUNCT
bracis-28429	81	11	leading	lead	VERB
bracis-28429	81	12	to	to	ADP
bracis-28429	81	13	better	well	ADJ
bracis-28429	81	14	performance	performance	NOUN
bracis-28429	81	15	in	in	ADP
bracis-28429	81	16	learning	learning	NOUN
bracis-28429	81	17	models	model	NOUN
bracis-28429	81	18	that	that	PRON
bracis-28429	81	19	rely	rely	VERB
bracis-28429	81	20	on	on	ADP
bracis-28429	81	21	the	the	DET
bracis-28429	81	22	vector	vector	NOUN
bracis-28429	81	23	representation	representation	NOUN
bracis-28429	81	24	of	of	ADP
bracis-28429	81	25	the	the	DET
bracis-28429	81	26	text	text	NOUN
bracis-28429	81	27	as	as	ADP
bracis-28429	81	28	input	input	NOUN
bracis-28429	81	29	.	.	PUNCT
bracis-28429	82	1	here	here	ADV
bracis-28429	82	2	,	,	PUNCT
bracis-28429	82	3	we	we	PRON
bracis-28429	82	4	use	use	VERB
bracis-28429	82	5	the	the	DET
bracis-28429	82	6	sentence	sentence	NOUN
bracis-28429	82	7	-	-	PUNCT
bracis-28429	82	8	bert	bert	PROPN
bracis-28429	82	9	(	(	PUNCT
bracis-28429	82	10	sbert	sbert	NOUN
bracis-28429	82	11	)	)	PUNCT
bracis-28429	82	12	framework	framework	NOUN
bracis-28429	82	13	[	[	X
bracis-28429	82	14	14	14	NUM
bracis-28429	82	15	]	]	PUNCT
bracis-28429	82	16	to	to	PART
bracis-28429	82	17	convert	convert	VERB
bracis-28429	82	18	sentences	sentence	NOUN
bracis-28429	82	19	and	and	CCONJ
bracis-28429	82	20	paragraphs	paragraph	NOUN
bracis-28429	82	21	into	into	ADP
bracis-28429	82	22	dense	dense	ADJ
bracis-28429	82	23	vector	vector	NOUN
bracis-28429	82	24	representations	representation	NOUN
bracis-28429	82	25	using	use	VERB
bracis-28429	82	26	pre	pre	ADJ
bracis-28429	82	27	-	-	ADJ
bracis-28429	82	28	trained	train	VERB
bracis-28429	82	29	language	language	NOUN
bracis-28429	82	30	models	model	NOUN
bracis-28429	82	31	.	.	PUNCT
bracis-28429	83	1	one	one	NUM
bracis-28429	83	2	of	of	ADP
bracis-28429	83	3	the	the	DET
bracis-28429	83	4	strengths	strength	NOUN
bracis-28429	83	5	of	of	ADP
bracis-28429	83	6	sbert	sbert	NOUN
bracis-28429	83	7	is	be	AUX
bracis-28429	83	8	its	its	PRON
bracis-28429	83	9	scalability	scalability	NOUN
bracis-28429	83	10	since	since	SCONJ
bracis-28429	83	11	it	it	PRON
bracis-28429	83	12	can	can	AUX
bracis-28429	83	13	be	be	AUX
bracis-28429	83	14	executed	execute	VERB
bracis-28429	83	15	over	over	ADP
bracis-28429	83	16	large	large	ADJ
bracis-28429	83	17	volumes	volume	NOUN
bracis-28429	83	18	of	of	ADP
bracis-28429	83	19	data	datum	NOUN
bracis-28429	83	20	,	,	PUNCT
bracis-28429	83	21	allowing	allow	VERB
bracis-28429	83	22	topic	topic	NOUN
bracis-28429	83	23	analysis	analysis	NOUN
bracis-28429	83	24	in	in	ADP
bracis-28429	83	25	relevant	relevant	ADJ
bracis-28429	83	26	domains	domain	NOUN
bracis-28429	83	27	that	that	PRON
bracis-28429	83	28	comprises	comprise	VERB
bracis-28429	83	29	several	several	ADJ
bracis-28429	83	30	long	long	ADJ
bracis-28429	83	31	documents	document	NOUN
bracis-28429	83	32	,	,	PUNCT
bracis-28429	83	33	such	such	ADJ
bracis-28429	83	34	as	as	ADP
bracis-28429	83	35	governmental	governmental	ADJ
bracis-28429	83	36	processes	process	NOUN
bracis-28429	83	37	.	.	PUNCT
bracis-28429	84	1	dimensionality	dimensionality	NOUN
bracis-28429	84	2	reduction	reduction	NOUN
bracis-28429	84	3	.	.	PUNCT
bracis-28429	85	1	reducing	reduce	VERB
bracis-28429	85	2	the	the	DET
bracis-28429	85	3	dimensionality	dimensionality	NOUN
bracis-28429	85	4	of	of	ADP
bracis-28429	85	5	the	the	DET
bracis-28429	85	6	embeddings	embedding	NOUN
bracis-28429	85	7	is	be	AUX
bracis-28429	85	8	an	an	DET
bracis-28429	85	9	essential	essential	ADJ
bracis-28429	85	10	step	step	NOUN
bracis-28429	85	11	in	in	ADP
bracis-28429	85	12	preparing	prepare	VERB
bracis-28429	85	13	the	the	DET
bracis-28429	85	14	data	datum	NOUN
bracis-28429	85	15	for	for	ADP
bracis-28429	85	16	clustering	clustering	NOUN
bracis-28429	85	17	.	.	PUNCT
bracis-28429	86	1	high	high	ADJ
bracis-28429	86	2	-	-	PUNCT
bracis-28429	86	3	dimensional	dimensional	ADJ
bracis-28429	86	4	data	datum	NOUN
bracis-28429	86	5	is	be	AUX
bracis-28429	86	6	difficult	difficult	ADJ
bracis-28429	86	7	for	for	ADP
bracis-28429	86	8	clustering	clustering	ADJ
bracis-28429	86	9	algorithms	algorithm	NOUN
bracis-28429	86	10	,	,	PUNCT
bracis-28429	86	11	as	as	SCONJ
bracis-28429	86	12	they	they	PRON
bracis-28429	86	13	suffer	suffer	VERB
bracis-28429	86	14	from	from	ADP
bracis-28429	86	15	the	the	DET
bracis-28429	86	16	curse	curse	NOUN
bracis-28429	86	17	of	of	ADP
bracis-28429	86	18	dimensionality	dimensionality	NOUN
bracis-28429	86	19	.	.	PUNCT
bracis-28429	87	1	when	when	SCONJ
bracis-28429	87	2	the	the	DET
bracis-28429	87	3	data	data	NOUN
bracis-28429	87	4	is	be	AUX
bracis-28429	87	5	highly	highly	ADV
bracis-28429	87	6	dimensional	dimensional	ADJ
bracis-28429	87	7	,	,	PUNCT
bracis-28429	87	8	the	the	DET
bracis-28429	87	9	concept	concept	NOUN
bracis-28429	87	10	of	of	ADP
bracis-28429	87	11	spatial	spatial	ADJ
bracis-28429	87	12	location	location	NOUN
bracis-28429	87	13	becomes	become	VERB
bracis-28429	87	14	ill	ill	ADV
bracis-28429	87	15	-	-	PUNCT
bracis-28429	87	16	defined	define	VERB
bracis-28429	87	17	,	,	PUNCT
bracis-28429	87	18	and	and	CCONJ
bracis-28429	87	19	distance	distance	NOUN
bracis-28429	87	20	measures	measure	NOUN
bracis-28429	87	21	differ	differ	VERB
bracis-28429	87	22	little	little	ADJ
bracis-28429	87	23	.	.	PUNCT
bracis-28429	88	1	therefore	therefore	ADV
bracis-28429	88	2	,	,	PUNCT
bracis-28429	88	3	reducing	reduce	VERB
bracis-28429	88	4	the	the	DET
bracis-28429	88	5	dimensionality	dimensionality	NOUN
bracis-28429	88	6	of	of	ADP
bracis-28429	88	7	the	the	DET
bracis-28429	88	8	embeddings	embedding	NOUN
bracis-28429	88	9	is	be	AUX
bracis-28429	88	10	crucial	crucial	ADJ
bracis-28429	88	11	to	to	PART
bracis-28429	88	12	make	make	VERB
bracis-28429	88	13	the	the	DET
bracis-28429	88	14	clustering	clustering	ADJ
bracis-28429	88	15	process	process	NOUN
bracis-28429	88	16	more	more	ADV
bracis-28429	88	17	efficient	efficient	ADJ
bracis-28429	88	18	.	.	PUNCT
bracis-28429	89	1	umap	umap	PROPN
bracis-28429	89	2	(	(	PUNCT
bracis-28429	89	3	uniform	uniform	ADJ
bracis-28429	89	4	manifold	manifold	ADJ
bracis-28429	89	5	approximation	approximation	NOUN
bracis-28429	89	6	and	and	CCONJ
bracis-28429	89	7	projection	projection	NOUN
bracis-28429	89	8	for	for	ADP
bracis-28429	89	9	dimension	dimension	NOUN
bracis-28429	89	10	reduction	reduction	NOUN
bracis-28429	89	11	)	)	PUNCT
bracis-28429	90	1	[	[	X
bracis-28429	90	2	11	11	NUM
bracis-28429	90	3	]	]	PUNCT
bracis-28429	90	4	is	be	AUX
bracis-28429	90	5	a	a	DET
bracis-28429	90	6	popular	popular	ADJ
bracis-28429	90	7	dimensionality	dimensionality	NOUN
bracis-28429	90	8	reduction	reduction	NOUN
bracis-28429	90	9	method	method	NOUN
bracis-28429	90	10	that	that	PRON
bracis-28429	90	11	stands	stand	VERB
bracis-28429	90	12	out	out	ADP
bracis-28429	90	13	for	for	ADP
bracis-28429	90	14	preserving	preserve	VERB
bracis-28429	90	15	more	more	ADV
bracis-28429	90	16	local	local	ADJ
bracis-28429	90	17	and	and	CCONJ
bracis-28429	90	18	global	global	ADJ
bracis-28429	90	19	characteristics	characteristic	NOUN
bracis-28429	90	20	of	of	ADP
bracis-28429	90	21	high	high	ADJ
bracis-28429	90	22	-	-	PUNCT
bracis-28429	90	23	dimensional	dimensional	ADJ
bracis-28429	90	24	data	datum	NOUN
bracis-28429	90	25	in	in	ADP
bracis-28429	90	26	lower	low	ADJ
bracis-28429	90	27	projected	project	VERB
bracis-28429	90	28	dimensions	dimension	NOUN
bracis-28429	90	29	.	.	PUNCT
bracis-28429	91	1	using	use	VERB
bracis-28429	91	2	umap	umap	PROPN
bracis-28429	91	3	allows	allow	VERB
bracis-28429	91	4	for	for	ADP
bracis-28429	91	5	representing	represent	VERB
bracis-28429	91	6	the	the	DET
bracis-28429	91	7	information	information	NOUN
bracis-28429	91	8	more	more	ADV
bracis-28429	91	9	condensed	condense	VERB
bracis-28429	91	10	using	use	VERB
bracis-28429	91	11	fewer	few	ADJ
bracis-28429	91	12	dimensions	dimension	NOUN
bracis-28429	91	13	,	,	PUNCT
bracis-28429	91	14	reducing	reduce	VERB
bracis-28429	91	15	the	the	DET
bracis-28429	91	16	noise	noise	NOUN
bracis-28429	91	17	caused	cause	VERB
bracis-28429	91	18	by	by	ADP
bracis-28429	91	19	highly	highly	ADV
bracis-28429	91	20	correlated	correlate	VERB
bracis-28429	91	21	variables	variable	NOUN
bracis-28429	91	22	.	.	PUNCT
bracis-28429	92	1	as	as	ADP
bracis-28429	92	2	a	a	DET
bracis-28429	92	3	result	result	NOUN
bracis-28429	92	4	,	,	PUNCT
bracis-28429	92	5	this	this	DET
bracis-28429	92	6	step	step	NOUN
bracis-28429	92	7	increases	increase	VERB
bracis-28429	92	8	the	the	DET
bracis-28429	92	9	efficiency	efficiency	NOUN
bracis-28429	92	10	of	of	ADP
bracis-28429	92	11	the	the	DET
bracis-28429	92	12	clustering	cluster	VERB
bracis-28429	92	13	algorithm	algorithm	NOUN
bracis-28429	92	14	since	since	SCONJ
bracis-28429	92	15	it	it	PRON
bracis-28429	92	16	will	will	AUX
bracis-28429	92	17	have	have	VERB
bracis-28429	92	18	a	a	DET
bracis-28429	92	19	better	well	ADJ
bracis-28429	92	20	capacity	capacity	NOUN
bracis-28429	92	21	to	to	ADP
bracis-28429	92	22	group	group	NOUN
bracis-28429	92	23	documents	document	NOUN
bracis-28429	92	24	.	.	PUNCT
bracis-28429	93	1	clustering	cluster	VERB
bracis-28429	93	2	.	.	PUNCT
bracis-28429	94	1	after	after	ADP
bracis-28429	94	2	reducing	reduce	VERB
bracis-28429	94	3	the	the	DET
bracis-28429	94	4	embeddings	embedding	NOUN
bracis-28429	94	5	(	(	PUNCT
bracis-28429	94	6	i.e.	i.e.	X
bracis-28429	94	7	,	,	PUNCT
bracis-28429	94	8	document	document	NOUN
bracis-28429	94	9	representation	representation	NOUN
bracis-28429	94	10	)	)	PUNCT
bracis-28429	94	11	,	,	PUNCT
bracis-28429	94	12	the	the	DET
bracis-28429	94	13	next	next	ADJ
bracis-28429	94	14	step	step	NOUN
bracis-28429	94	15	is	be	AUX
bracis-28429	94	16	to	to	PART
bracis-28429	94	17	cluster	cluster	VERB
bracis-28429	94	18	them	they	PRON
bracis-28429	94	19	semantically	semantically	ADV
bracis-28429	94	20	.	.	PUNCT
bracis-28429	95	1	to	to	PART
bracis-28429	95	2	do	do	VERB
bracis-28429	95	3	so	so	ADV
bracis-28429	95	4	,	,	PUNCT
bracis-28429	95	5	we	we	PRON
bracis-28429	95	6	use	use	VERB
bracis-28429	95	7	hdbscan	hdbscan	NOUN
bracis-28429	96	1	[	[	X
bracis-28429	96	2	3	3	NUM
bracis-28429	96	3	]	]	PUNCT
bracis-28429	96	4	,	,	PUNCT
bracis-28429	96	5	a	a	DET
bracis-28429	96	6	density	density	NOUN
bracis-28429	96	7	-	-	PUNCT
bracis-28429	96	8	based	base	VERB
bracis-28429	96	9	clustering	clustering	ADJ
bracis-28429	96	10	algorithm	algorithm	NOUN
bracis-28429	96	11	,	,	PUNCT
bracis-28429	96	12	due	due	ADP
bracis-28429	96	13	to	to	ADP
bracis-28429	96	14	its	its	PRON
bracis-28429	96	15	superior	superior	ADJ
bracis-28429	96	16	performance	performance	NOUN
bracis-28429	96	17	compared	compare	VERB
bracis-28429	96	18	to	to	ADP
bracis-28429	96	19	other	other	ADJ
bracis-28429	96	20	density	density	NOUN
bracis-28429	96	21	-	-	PUNCT
bracis-28429	96	22	based	base	VERB
bracis-28429	96	23	clustering	clustering	ADJ
bracis-28429	96	24	algorithms	algorithm	NOUN
bracis-28429	96	25	,	,	PUNCT
bracis-28429	96	26	such	such	ADJ
bracis-28429	96	27	as	as	ADP
bracis-28429	96	28	dbscan	dbscan	NOUN
bracis-28429	96	29	,	,	PUNCT
bracis-28429	96	30	in	in	ADP
bracis-28429	96	31	terms	term	NOUN
bracis-28429	96	32	of	of	ADP
bracis-28429	96	33	both	both	PRON
bracis-28429	96	34	accuracy	accuracy	NOUN
bracis-28429	96	35	and	and	CCONJ
bracis-28429	96	36	efficiency	efficiency	NOUN
bracis-28429	96	37	.	.	PUNCT
bracis-28429	97	1	hdbscan	hdbscan	PROPN
bracis-28429	97	2	can	can	AUX
bracis-28429	97	3	handle	handle	VERB
bracis-28429	97	4	clusters	cluster	NOUN
bracis-28429	97	5	of	of	ADP
bracis-28429	97	6	different	different	ADJ
bracis-28429	97	7	shapes	shape	NOUN
bracis-28429	97	8	and	and	CCONJ
bracis-28429	97	9	sizes	size	NOUN
bracis-28429	97	10	,	,	PUNCT
bracis-28429	97	11	making	make	VERB
bracis-28429	97	12	it	it	PRON
bracis-28429	97	13	ideal	ideal	ADJ
bracis-28429	97	14	for	for	ADP
bracis-28429	97	15	identifying	identify	VERB
bracis-28429	97	16	topics	topic	NOUN
bracis-28429	97	17	within	within	ADP
bracis-28429	97	18	a	a	DET
bracis-28429	97	19	set	set	NOUN
bracis-28429	97	20	of	of	ADP
bracis-28429	97	21	documents	document	NOUN
bracis-28429	97	22	.	.	PUNCT
bracis-28429	98	1	moreover	moreover	ADV
bracis-28429	98	2	,	,	PUNCT
bracis-28429	98	3	it	it	PRON
bracis-28429	98	4	can	can	AUX
bracis-28429	98	5	identify	identify	VERB
bracis-28429	98	6	instances	instance	NOUN
bracis-28429	98	7	that	that	PRON
bracis-28429	98	8	do	do	AUX
bracis-28429	98	9	not	not	PART
bracis-28429	98	10	belong	belong	VERB
bracis-28429	98	11	to	to	ADP
bracis-28429	98	12	any	any	DET
bracis-28429	98	13	cluster	cluster	NOUN
bracis-28429	98	14	(	(	PUNCT
bracis-28429	98	15	i.e.	i.e.	X
bracis-28429	98	16	,	,	PUNCT
bracis-28429	98	17	outliers	outlier	NOUN
bracis-28429	98	18	)	)	PUNCT
bracis-28429	98	19	,	,	PUNCT
bracis-28429	98	20	reducing	reduce	VERB
bracis-28429	98	21	noise	noise	NOUN
bracis-28429	98	22	in	in	ADP
bracis-28429	98	23	the	the	DET
bracis-28429	98	24	final	final	ADJ
bracis-28429	98	25	topic	topic	NOUN
bracis-28429	98	26	representation	representation	NOUN
bracis-28429	98	27	.	.	PUNCT
bracis-28429	99	1	as	as	ADP
bracis-28429	99	2	a	a	DET
bracis-28429	99	3	result	result	NOUN
bracis-28429	99	4	,	,	PUNCT
bracis-28429	99	5	the	the	DET
bracis-28429	99	6	detected	detect	VERB
bracis-28429	99	7	topics	topic	NOUN
bracis-28429	99	8	are	be	AUX
bracis-28429	99	9	more	more	ADV
bracis-28429	99	10	coherent	coherent	ADJ
bracis-28429	99	11	and	and	CCONJ
bracis-28429	99	12	representative	representative	NOUN
bracis-28429	99	13	of	of	ADP
bracis-28429	99	14	the	the	DET
bracis-28429	99	15	underlying	underlie	VERB
bracis-28429	99	16	structure	structure	NOUN
bracis-28429	99	17	of	of	ADP
bracis-28429	99	18	the	the	DET
bracis-28429	99	19	data	datum	NOUN
bracis-28429	99	20	.	.	PUNCT
bracis-28429	100	1	topic	topic	NOUN
bracis-28429	100	2	representation	representation	NOUN
bracis-28429	100	3	.	.	PUNCT
bracis-28429	101	1	after	after	ADP
bracis-28429	101	2	generating	generate	VERB
bracis-28429	101	3	the	the	DET
bracis-28429	101	4	document	document	NOUN
bracis-28429	101	5	clusters	cluster	NOUN
bracis-28429	101	6	,	,	PUNCT
bracis-28429	101	7	we	we	PRON
bracis-28429	101	8	apply	apply	VERB
bracis-28429	101	9	a	a	DET
bracis-28429	101	10	traditional	traditional	ADJ
bracis-28429	101	11	tf	tf	ADJ
bracis-28429	101	12	-	-	PUNCT
bracis-28429	101	13	idf	idf	PROPN
bracis-28429	101	14	topic	topic	NOUN
bracis-28429	101	15	detection	detection	NOUN
bracis-28429	101	16	method	method	NOUN
bracis-28429	101	17	variation	variation	NOUN
bracis-28429	101	18	to	to	ADP
bracis-28429	101	19	each	each	DET
bracis-28429	101	20	cluster	cluster	NOUN
bracis-28429	101	21	,	,	PUNCT
bracis-28429	101	22	called	call	VERB
bracis-28429	101	23	c	c	NOUN
bracis-28429	101	24	-	-	PUNCT
bracis-28429	101	25	tf	tf	NUM
bracis-28429	101	26	-	-	PUNCT
bracis-28429	101	27	idf	idf	NOUN
bracis-28429	101	28	[	[	X
bracis-28429	101	29	10	10	NUM
bracis-28429	101	30	]	]	PUNCT
bracis-28429	101	31	.	.	PUNCT
bracis-28429	102	1	such	such	DET
bracis-28429	102	2	an	an	DET
bracis-28429	102	3	adaptation	adaptation	NOUN
bracis-28429	102	4	considers	consider	VERB
bracis-28429	102	5	that	that	SCONJ
bracis-28429	102	6	documents	document	NOUN
bracis-28429	102	7	in	in	ADP
bracis-28429	102	8	a	a	DET
bracis-28429	102	9	cluster	cluster	NOUN
bracis-28429	102	10	share	share	NOUN
bracis-28429	102	11	similar	similar	ADJ
bracis-28429	102	12	content	content	NOUN
bracis-28429	102	13	and	and	CCONJ
bracis-28429	102	14	treats	treat	VERB
bracis-28429	102	15	all	all	DET
bracis-28429	102	16	documents	document	NOUN
bracis-28429	102	17	in	in	ADP
bracis-28429	102	18	a	a	DET
bracis-28429	102	19	cluster	cluster	NOUN
bracis-28429	102	20	as	as	ADP
bracis-28429	102	21	a	a	DET
bracis-28429	102	22	single	single	ADJ
bracis-28429	102	23	document	document	NOUN
bracis-28429	102	24	.	.	PUNCT
bracis-28429	103	1	therefore	therefore	ADV
bracis-28429	103	2	,	,	PUNCT
bracis-28429	103	3	one	one	PRON
bracis-28429	103	4	can	can	AUX
bracis-28429	103	5	calculate	calculate	VERB
bracis-28429	103	6	the	the	DET
bracis-28429	103	7	terms	term	NOUN
bracis-28429	103	8	’	'	PUNCT
bracis-28429	103	9	importance	importance	NOUN
bracis-28429	103	10	and	and	CCONJ
bracis-28429	103	11	generate	generate	VERB
bracis-28429	103	12	the	the	DET
bracis-28429	103	13	topics	topic	NOUN
bracis-28429	103	14	’	'	PUNCT
bracis-28429	103	15	distribution	distribution	NOUN
bracis-28429	103	16	in	in	ADP
bracis-28429	103	17	each	each	DET
bracis-28429	103	18	cluster	cluster	NOUN
bracis-28429	103	19	.	.	PUNCT
bracis-28429	104	1	the	the	DET
bracis-28429	104	2	more	more	ADV
bracis-28429	104	3	important	important	ADJ
bracis-28429	104	4	words	word	NOUN
bracis-28429	104	5	are	be	AUX
bracis-28429	104	6	within	within	ADP
bracis-28429	104	7	a	a	DET
bracis-28429	104	8	cluster	cluster	NOUN
bracis-28429	104	9	,	,	PUNCT
bracis-28429	104	10	the	the	PRON
bracis-28429	104	11	more	more	ADJ
bracis-28429	104	12	it	it	PRON
bracis-28429	104	13	represents	represent	VERB
bracis-28429	104	14	that	that	DET
bracis-28429	104	15	topic	topic	NOUN
bracis-28429	104	16	.	.	PUNCT
bracis-28429	105	1	in	in	ADP
bracis-28429	105	2	other	other	ADJ
bracis-28429	105	3	words	word	NOUN
bracis-28429	105	4	,	,	PUNCT
bracis-28429	105	5	if	if	SCONJ
bracis-28429	105	6	one	one	NUM
bracis-28429	105	7	extracts	extract	VERB
bracis-28429	105	8	the	the	DET
bracis-28429	105	9	most	most	ADV
bracis-28429	105	10	important	important	ADJ
bracis-28429	105	11	words	word	NOUN
bracis-28429	105	12	per	per	ADP
bracis-28429	105	13	cluster	cluster	NOUN
bracis-28429	105	14	,	,	PUNCT
bracis-28429	105	15	the	the	DET
bracis-28429	105	16	result	result	NOUN
bracis-28429	105	17	is	be	AUX
bracis-28429	105	18	the	the	DET
bracis-28429	105	19	topics	topic	NOUN
bracis-28429	105	20	’	'	PUNCT
bracis-28429	105	21	descriptions	description	NOUN
bracis-28429	105	22	.	.	PUNCT
bracis-28429	106	1	4	4	NUM
bracis-28429	106	2	experimental	experimental	ADJ
bracis-28429	106	3	design	design	NOUN
bracis-28429	106	4	this	this	DET
bracis-28429	106	5	section	section	NOUN
bracis-28429	106	6	describes	describe	VERB
bracis-28429	106	7	the	the	DET
bracis-28429	106	8	experimental	experimental	ADJ
bracis-28429	106	9	design	design	NOUN
bracis-28429	106	10	to	to	PART
bracis-28429	106	11	evaluate	evaluate	VERB
bracis-28429	106	12	the	the	DET
bracis-28429	106	13	effectiveness	effectiveness	NOUN
bracis-28429	106	14	of	of	ADP
bracis-28429	106	15	bertopic	bertopic	NOUN
bracis-28429	106	16	and	and	CCONJ
bracis-28429	106	17	sentence	sentence	NOUN
bracis-28429	106	18	embedding	embed	VERB
bracis-28429	106	19	models	model	NOUN
bracis-28429	106	20	.	.	PUNCT
bracis-28429	107	1	we	we	PRON
bracis-28429	107	2	first	first	ADV
bracis-28429	107	3	describe	describe	VERB
bracis-28429	107	4	lipset	lipset	NOUN
bracis-28429	107	5	,	,	PUNCT
bracis-28429	107	6	the	the	DET
bracis-28429	107	7	dataset	dataset	NOUN
bracis-28429	107	8	used	use	VERB
bracis-28429	107	9	in	in	ADP
bracis-28429	107	10	our	our	PRON
bracis-28429	107	11	experiments	experiment	NOUN
bracis-28429	107	12	(	(	PUNCT
bracis-28429	107	13	sect	sect	NOUN
bracis-28429	107	14	.	.	PUNCT
bracis-28429	107	15	 	 	SPACE
bracis-28429	107	16	4.1	4.1	NUM
bracis-28429	107	17	)	)	PUNCT
bracis-28429	107	18	.	.	PUNCT
bracis-28429	108	1	then	then	ADV
bracis-28429	108	2	,	,	PUNCT
bracis-28429	108	3	we	we	PRON
bracis-28429	108	4	present	present	VERB
bracis-28429	108	5	the	the	DET
bracis-28429	108	6	sentence	sentence	NOUN
bracis-28429	108	7	embedding	embed	VERB
bracis-28429	108	8	models	model	NOUN
bracis-28429	108	9	used	use	VERB
bracis-28429	108	10	to	to	PART
bracis-28429	108	11	represent	represent	VERB
bracis-28429	108	12	procurement	procurement	NOUN
bracis-28429	108	13	documents	document	NOUN
bracis-28429	108	14	(	(	PUNCT
bracis-28429	108	15	sect	sect	NOUN
bracis-28429	108	16	.	.	PUNCT
bracis-28429	108	17	 	 	SPACE
bracis-28429	108	18	4.2	4.2	NUM
bracis-28429	108	19	)	)	PUNCT
bracis-28429	108	20	.	.	PUNCT
bracis-28429	109	1	finally	finally	ADV
bracis-28429	109	2	,	,	PUNCT
bracis-28429	109	3	we	we	PRON
bracis-28429	109	4	detail	detail	VERB
bracis-28429	109	5	the	the	DET
bracis-28429	109	6	evaluation	evaluation	NOUN
bracis-28429	109	7	setup	setup	NOUN
bracis-28429	109	8	and	and	CCONJ
bracis-28429	109	9	metrics	metric	NOUN
bracis-28429	109	10	used	use	VERB
bracis-28429	109	11	in	in	ADP
bracis-28429	109	12	this	this	DET
bracis-28429	109	13	work	work	NOUN
bracis-28429	109	14	(	(	PUNCT
bracis-28429	109	15	sect	sect	NOUN
bracis-28429	109	16	.	.	PUNCT
bracis-28429	109	17	 	 	SPACE
bracis-28429	109	18	4.3	4.3	NUM
bracis-28429	109	19	)	)	PUNCT
bracis-28429	109	20	.	.	PUNCT
bracis-28429	110	1	4.1	4.1	NUM
bracis-28429	110	2	dataset	dataset	NOUN
bracis-28429	110	3	we	we	PRON
bracis-28429	110	4	consider	consider	VERB
bracis-28429	110	5	lipset	lipset	NOUN
bracis-28429	110	6	[	[	X
bracis-28429	110	7	15	15	NUM
bracis-28429	110	8	]	]	X
bracis-28429	110	9	,	,	PUNCT
bracis-28429	110	10	a	a	DET
bracis-28429	110	11	dataset	dataset	NOUN
bracis-28429	110	12	with	with	ADP
bracis-28429	110	13	labeled	label	VERB
bracis-28429	110	14	public	public	ADJ
bracis-28429	110	15	bidding	bidding	NOUN
bracis-28429	110	16	documents	document	NOUN
bracis-28429	110	17	from	from	ADP
bracis-28429	110	18	the	the	DET
bracis-28429	110	19	brazilian	brazilian	ADJ
bracis-28429	110	20	state	state	NOUN
bracis-28429	110	21	of	of	ADP
bracis-28429	110	22	minas	minas	PROPN
bracis-28429	110	23	gerais	gerais	PROPN
bracis-28429	110	24	,	,	PUNCT
bracis-28429	110	25	to	to	PART
bracis-28429	110	26	evaluate	evaluate	VERB
bracis-28429	110	27	the	the	DET
bracis-28429	110	28	models	model	NOUN
bracis-28429	110	29	.	.	PUNCT
bracis-28429	111	1	these	these	DET
bracis-28429	111	2	documents	document	NOUN
bracis-28429	111	3	are	be	AUX
bracis-28429	111	4	characterized	characterize	VERB
bracis-28429	111	5	by	by	ADP
bracis-28429	111	6	their	their	PRON
bracis-28429	111	7	technical	technical	ADJ
bracis-28429	111	8	language	language	NOUN
bracis-28429	111	9	and	and	CCONJ
bracis-28429	111	10	specific	specific	ADJ
bracis-28429	111	11	jargon	jargon	NOUN
bracis-28429	111	12	,	,	PUNCT
bracis-28429	111	13	making	make	VERB
bracis-28429	111	14	them	they	PRON
bracis-28429	111	15	an	an	DET
bracis-28429	111	16	ideal	ideal	ADJ
bracis-28429	111	17	candidate	candidate	NOUN
bracis-28429	111	18	for	for	ADP
bracis-28429	111	19	evaluating	evaluate	VERB
bracis-28429	111	20	the	the	DET
bracis-28429	111	21	performance	performance	NOUN
bracis-28429	111	22	of	of	ADP
bracis-28429	111	23	the	the	DET
bracis-28429	111	24	proposed	propose	VERB
bracis-28429	111	25	clustering	clustering	NOUN
bracis-28429	111	26	approach	approach	NOUN
bracis-28429	111	27	.	.	PUNCT
bracis-28429	112	1	the	the	DET
bracis-28429	112	2	lipset	lipset	NOUN
bracis-28429	112	3	comprises	comprise	VERB
bracis-28429	112	4	9083	9083	NUM
bracis-28429	112	5	labeled	label	VERB
bracis-28429	112	6	documents	document	NOUN
bracis-28429	112	7	,	,	PUNCT
bracis-28429	112	8	classified	classify	VERB
bracis-28429	112	9	into	into	ADP
bracis-28429	112	10	four	four	NUM
bracis-28429	112	11	metaclasses	metaclasse	NOUN
bracis-28429	112	12	:	:	PUNCT
bracis-28429	112	13	minutes	minute	NOUN
bracis-28429	112	14	,	,	PUNCT
bracis-28429	112	15	public	public	ADJ
bracis-28429	112	16	notice	notice	NOUN
bracis-28429	112	17	,	,	PUNCT
bracis-28429	112	18	homologation	homologation	NOUN
bracis-28429	112	19	,	,	PUNCT
bracis-28429	112	20	and	and	CCONJ
bracis-28429	112	21	others	other	NOUN
bracis-28429	112	22	(	(	PUNCT
bracis-28429	112	23	includes	include	VERB
bracis-28429	112	24	files	file	NOUN
bracis-28429	112	25	belonging	belong	VERB
bracis-28429	112	26	to	to	ADP
bracis-28429	112	27	other	other	ADJ
bracis-28429	112	28	types	type	NOUN
bracis-28429	112	29	of	of	ADP
bracis-28429	112	30	documents	document	NOUN
bracis-28429	112	31	,	,	PUNCT
bracis-28429	112	32	including	include	VERB
bracis-28429	112	33	erratum	erratum	NOUN
bracis-28429	112	34	,	,	PUNCT
bracis-28429	112	35	annexes	annexe	NOUN
bracis-28429	112	36	,	,	PUNCT
bracis-28429	112	37	contracts	contract	NOUN
bracis-28429	112	38	,	,	PUNCT
bracis-28429	112	39	and	and	CCONJ
bracis-28429	112	40	descriptive	descriptive	ADJ
bracis-28429	112	41	memorials	memorial	NOUN
bracis-28429	112	42	)	)	PUNCT
bracis-28429	112	43	.	.	PUNCT
bracis-28429	113	1	in	in	ADP
bracis-28429	113	2	the	the	DET
bracis-28429	113	3	latest	late	ADJ
bracis-28429	113	4	version	version	NOUN
bracis-28429	113	5	of	of	ADP
bracis-28429	113	6	lipset	lipset	NOUN
bracis-28429	113	7	,	,	PUNCT
bracis-28429	113	8	the	the	DET
bracis-28429	113	9	documents	document	NOUN
bracis-28429	113	10	were	be	AUX
bracis-28429	113	11	also	also	ADV
bracis-28429	113	12	assigned	assign	VERB
bracis-28429	113	13	to	to	ADP
bracis-28429	113	14	classes	class	NOUN
bracis-28429	113	15	using	use	VERB
bracis-28429	113	16	a	a	DET
bracis-28429	113	17	hierarchical	hierarchical	ADJ
bracis-28429	113	18	approach	approach	NOUN
bracis-28429	113	19	that	that	PRON
bracis-28429	113	20	consider	consider	VERB
bracis-28429	113	21	their	their	PRON
bracis-28429	113	22	metaclasses	metaclasse	NOUN
bracis-28429	113	23	.	.	PUNCT
bracis-28429	114	1	in	in	ADP
bracis-28429	114	2	other	other	ADJ
bracis-28429	114	3	words	word	NOUN
bracis-28429	114	4	,	,	PUNCT
bracis-28429	114	5	the	the	DET
bracis-28429	114	6	documents	document	NOUN
bracis-28429	114	7	were	be	AUX
bracis-28429	114	8	first	first	ADV
bracis-28429	114	9	labeled	label	VERB
bracis-28429	114	10	to	to	ADP
bracis-28429	114	11	a	a	DET
bracis-28429	114	12	metaclass	metaclass	NOUN
bracis-28429	114	13	and	and	CCONJ
bracis-28429	114	14	then	then	ADV
bracis-28429	114	15	to	to	ADP
bracis-28429	114	16	one	one	NUM
bracis-28429	114	17	of	of	ADP
bracis-28429	114	18	the	the	DET
bracis-28429	114	19	classes	class	NOUN
bracis-28429	114	20	that	that	PRON
bracis-28429	114	21	belong	belong	VERB
bracis-28429	114	22	to	to	ADP
bracis-28429	114	23	this	this	DET
bracis-28429	114	24	metaclass	metaclass	NOUN
bracis-28429	114	25	.	.	PUNCT
bracis-28429	115	1	for	for	ADP
bracis-28429	115	2	example	example	NOUN
bracis-28429	115	3	,	,	PUNCT
bracis-28429	115	4	minutes	minute	NOUN
bracis-28429	115	5	can	can	AUX
bracis-28429	115	6	be	be	AUX
bracis-28429	115	7	divided	divide	VERB
bracis-28429	115	8	into	into	ADP
bracis-28429	115	9	price	price	NOUN
bracis-28429	115	10	registration	registration	NOUN
bracis-28429	115	11	,	,	PUNCT
bracis-28429	115	12	waiver	waiver	NOUN
bracis-28429	115	13	,	,	PUNCT
bracis-28429	115	14	and	and	CCONJ
bracis-28429	115	15	face	face	NOUN
bracis-28429	115	16	-	-	PUNCT
bracis-28429	115	17	to	to	ADP
bracis-28429	115	18	-	-	PUNCT
bracis-28429	115	19	face	face	NOUN
bracis-28429	115	20	auction	auction	NOUN
bracis-28429	115	21	.	.	PUNCT
bracis-28429	116	1	overall	overall	ADV
bracis-28429	116	2	,	,	PUNCT
bracis-28429	116	3	the	the	DET
bracis-28429	116	4	four	four	NUM
bracis-28429	116	5	metaclasses	metaclasse	NOUN
bracis-28429	116	6	are	be	AUX
bracis-28429	116	7	divided	divide	VERB
bracis-28429	116	8	into	into	ADP
bracis-28429	116	9	12	12	NUM
bracis-28429	116	10	classes	class	NOUN
bracis-28429	116	11	.	.	PUNCT
bracis-28429	117	1	the	the	DET
bracis-28429	117	2	list	list	NOUN
bracis-28429	117	3	of	of	ADP
bracis-28429	117	4	classes	class	NOUN
bracis-28429	117	5	for	for	ADP
bracis-28429	117	6	all	all	DET
bracis-28429	117	7	metaclasses	metaclasse	NOUN
bracis-28429	117	8	and	and	CCONJ
bracis-28429	117	9	the	the	DET
bracis-28429	117	10	number	number	NOUN
bracis-28429	117	11	of	of	ADP
bracis-28429	117	12	documents	document	NOUN
bracis-28429	117	13	for	for	ADP
bracis-28429	117	14	each	each	DET
bracis-28429	117	15	one	one	NOUN
bracis-28429	117	16	are	be	AUX
bracis-28429	117	17	presented	present	VERB
bracis-28429	117	18	in	in	ADP
bracis-28429	117	19	table	table	NOUN
bracis-28429	117	20	 	 	SPACE
bracis-28429	117	21	1	1	NUM
bracis-28429	117	22	.	.	PUNCT
bracis-28429	117	23	table	table	NOUN
bracis-28429	117	24	1	1	NUM
bracis-28429	117	25	.	.	X
bracis-28429	117	26	list	list	NOUN
bracis-28429	117	27	of	of	ADP
bracis-28429	117	28	classes	class	NOUN
bracis-28429	117	29	for	for	ADP
bracis-28429	117	30	each	each	DET
bracis-28429	117	31	metaclass	metaclass	NOUN
bracis-28429	117	32	within	within	ADP
bracis-28429	117	33	lipset.full	lipset.full	ADJ
bracis-28429	117	34	size	size	NOUN
bracis-28429	117	35	table	table	NOUN
bracis-28429	117	36	table	table	NOUN
bracis-28429	117	37	2	2	NUM
bracis-28429	117	38	.	.	PUNCT
bracis-28429	117	39	transformer	transformer	NOUN
bracis-28429	117	40	models	model	NOUN
bracis-28429	117	41	used	use	VERB
bracis-28429	117	42	as	as	ADP
bracis-28429	117	43	a	a	DET
bracis-28429	117	44	baseline	baseline	NOUN
bracis-28429	117	45	in	in	ADP
bracis-28429	117	46	this	this	DET
bracis-28429	117	47	work.full	work.full	ADJ
bracis-28429	117	48	size	size	NOUN
bracis-28429	117	49	table	table	NOUN
bracis-28429	117	50	4.2	4.2	NUM
bracis-28429	117	51	sentence	sentence	NOUN
bracis-28429	117	52	embedding	embed	VERB
bracis-28429	117	53	models	model	NOUN
bracis-28429	117	54	in	in	ADP
bracis-28429	117	55	addition	addition	NOUN
bracis-28429	117	56	to	to	ADP
bracis-28429	117	57	evaluating	evaluate	VERB
bracis-28429	117	58	the	the	DET
bracis-28429	117	59	effectiveness	effectiveness	NOUN
bracis-28429	117	60	of	of	ADP
bracis-28429	117	61	bertopic	bertopic	NOUN
bracis-28429	117	62	,	,	PUNCT
bracis-28429	117	63	we	we	PRON
bracis-28429	117	64	also	also	ADV
bracis-28429	117	65	assess	assess	VERB
bracis-28429	117	66	the	the	DET
bracis-28429	117	67	performance	performance	NOUN
bracis-28429	117	68	of	of	ADP
bracis-28429	117	69	several	several	ADJ
bracis-28429	117	70	sentence	sentence	NOUN
bracis-28429	117	71	embedding	embed	VERB
bracis-28429	117	72	models	model	NOUN
bracis-28429	117	73	for	for	ADP
bracis-28429	117	74	representing	represent	VERB
bracis-28429	117	75	procurement	procurement	NOUN
bracis-28429	117	76	documents	document	NOUN
bracis-28429	117	77	.	.	PUNCT
bracis-28429	118	1	specifically	specifically	ADV
bracis-28429	118	2	,	,	PUNCT
bracis-28429	118	3	we	we	PRON
bracis-28429	118	4	consider	consider	VERB
bracis-28429	118	5	four	four	NUM
bracis-28429	118	6	models	model	NOUN
bracis-28429	118	7	as	as	ADP
bracis-28429	118	8	baselines	baseline	NOUN
bracis-28429	118	9	:	:	PUNCT
bracis-28429	118	10	multilingual	multilingual	ADJ
bracis-28429	118	11	universal	universal	ADJ
bracis-28429	118	12	sentence	sentence	NOUN
bracis-28429	118	13	encoder	encoder	NOUN
bracis-28429	118	14	(	(	PUNCT
bracis-28429	118	15	use	use	NOUN
bracis-28429	118	16	)	)	PUNCT
bracis-28429	119	1	[	[	X
bracis-28429	119	2	21	21	NUM
bracis-28429	119	3	]	]	PUNCT
bracis-28429	119	4	,	,	PUNCT
bracis-28429	119	5	language	language	NOUN
bracis-28429	119	6	-	-	PUNCT
bracis-28429	119	7	agnostic	agnostic	ADJ
bracis-28429	119	8	bert	bert	NOUN
bracis-28429	119	9	sentence	sentence	NOUN
bracis-28429	119	10	embedding	embed	VERB
bracis-28429	119	11	[	[	X
bracis-28429	119	12	8	8	NUM
bracis-28429	119	13	]	]	PUNCT
bracis-28429	119	14	(	(	PUNCT
bracis-28429	119	15	labse	labse	NOUN
bracis-28429	119	16	)	)	PUNCT
bracis-28429	119	17	,	,	PUNCT
bracis-28429	119	18	s	s	NOUN
bracis-28429	119	19	-	-	PUNCT
bracis-28429	119	20	bertimbau	bertimbau	NOUN
bracis-28429	119	21	[	[	X
bracis-28429	119	22	14	14	NUM
bracis-28429	119	23	,	,	PUNCT
bracis-28429	119	24	18	18	NUM
bracis-28429	119	25	]	]	PUNCT
bracis-28429	119	26	,	,	PUNCT
bracis-28429	119	27	and	and	CCONJ
bracis-28429	119	28	portuguese	portuguese	ADJ
bracis-28429	119	29	legislative	legislative	ADJ
bracis-28429	119	30	sentence	sentence	NOUN
bracis-28429	119	31	embedding	embed	VERB
bracis-28429	119	32	(	(	PUNCT
bracis-28429	119	33	legalbertptbr	legalbertptbr	NOUN
bracis-28429	119	34	)	)	PUNCT
bracis-28429	120	1	[	[	X
bracis-28429	120	2	16	16	NUM
bracis-28429	120	3	]	]	PUNCT
bracis-28429	120	4	.	.	PUNCT
bracis-28429	121	1	table	table	NOUN
bracis-28429	121	2	 	 	SPACE
bracis-28429	121	3	2	2	NUM
bracis-28429	121	4	summarizes	summarize	NOUN
bracis-28429	121	5	these	these	DET
bracis-28429	121	6	four	four	NUM
bracis-28429	121	7	language	language	NOUN
bracis-28429	121	8	models	model	NOUN
bracis-28429	121	9	.	.	PUNCT
bracis-28429	122	1	additionally	additionally	ADV
bracis-28429	122	2	,	,	PUNCT
bracis-28429	122	3	we	we	PRON
bracis-28429	122	4	train	train	VERB
bracis-28429	122	5	a	a	DET
bracis-28429	122	6	custom	custom	NOUN
bracis-28429	122	7	model	model	NOUN
bracis-28429	122	8	called	call	VERB
bracis-28429	122	9	libert	libert	NOUN
bracis-28429	122	10	-	-	PUNCT
bracis-28429	122	11	se	se	PROPN
bracis-28429	122	12	and	and	CCONJ
bracis-28429	122	13	explore	explore	VERB
bracis-28429	122	14	a	a	DET
bracis-28429	122	15	fine	fine	ADV
bracis-28429	122	16	-	-	PUNCT
bracis-28429	122	17	tuned	tune	VERB
bracis-28429	122	18	version	version	NOUN
bracis-28429	122	19	using	use	VERB
bracis-28429	122	20	the	the	DET
bracis-28429	122	21	simcse	simcse	NOUN
bracis-28429	122	22	framework	framework	NOUN
bracis-28429	122	23	[	[	X
bracis-28429	122	24	9	9	NUM
bracis-28429	122	25	]	]	PUNCT
bracis-28429	122	26	,	,	PUNCT
bracis-28429	122	27	described	describe	VERB
bracis-28429	122	28	as	as	ADP
bracis-28429	122	29	follows	follow	VERB
bracis-28429	122	30	.	.	PUNCT
bracis-28429	123	1	libert-se.footnote	libert-se.footnote	VERB
bracis-28429	123	2	1	1	NUM
bracis-28429	123	3	our	our	PRON
bracis-28429	123	4	model	model	NOUN
bracis-28429	123	5	is	be	AUX
bracis-28429	123	6	adjusted	adjust	VERB
bracis-28429	123	7	in	in	ADP
bracis-28429	123	8	the	the	DET
bracis-28429	123	9	masked	mask	VERB
bracis-28429	123	10	-	-	PUNCT
bracis-28429	123	11	language	language	NOUN
bracis-28429	123	12	modeling	modeling	NOUN
bracis-28429	123	13	(	(	PUNCT
bracis-28429	123	14	mlm	mlm	PROPN
bracis-28429	123	15	)	)	PUNCT
bracis-28429	123	16	task	task	NOUN
bracis-28429	123	17	for	for	ADP
bracis-28429	123	18	the	the	DET
bracis-28429	123	19	domain	domain	NOUN
bracis-28429	123	20	of	of	ADP
bracis-28429	123	21	public	public	ADJ
bracis-28429	123	22	procurements	procurement	NOUN
bracis-28429	123	23	,	,	PUNCT
bracis-28429	123	24	using	use	VERB
bracis-28429	123	25	the	the	DET
bracis-28429	123	26	bertimbau	bertimbau	NOUN
bracis-28429	123	27	[	[	X
bracis-28429	123	28	18	18	NUM
bracis-28429	123	29	]	]	PUNCT
bracis-28429	123	30	model	model	NOUN
bracis-28429	123	31	checkpoint	checkpoint	NOUN
bracis-28429	123	32	.	.	PUNCT
bracis-28429	124	1	following	follow	VERB
bracis-28429	124	2	the	the	DET
bracis-28429	124	3	best	good	ADJ
bracis-28429	124	4	practices	practice	NOUN
bracis-28429	124	5	of	of	ADP
bracis-28429	124	6	domain	domain	NOUN
bracis-28429	124	7	adaptation	adaptation	NOUN
bracis-28429	124	8	outlined	outline	VERB
bracis-28429	124	9	in	in	ADP
bracis-28429	124	10	[	[	X
bracis-28429	124	11	5	5	NUM
bracis-28429	124	12	]	]	PUNCT
bracis-28429	124	13	,	,	PUNCT
bracis-28429	124	14	we	we	PRON
bracis-28429	124	15	fine	fine	ADV
bracis-28429	124	16	-	-	PUNCT
bracis-28429	124	17	tuned	tune	VERB
bracis-28429	124	18	our	our	PRON
bracis-28429	124	19	model	model	NOUN
bracis-28429	124	20	using	use	VERB
bracis-28429	124	21	a	a	DET
bracis-28429	124	22	dataset	dataset	NOUN
bracis-28429	124	23	of	of	ADP
bracis-28429	124	24	300,000	300,000	NUM
bracis-28429	124	25	official	official	ADJ
bracis-28429	124	26	gazette	gazette	NOUN
bracis-28429	124	27	segments	segment	NOUN
bracis-28429	124	28	sourced	source	VERB
bracis-28429	124	29	from	from	ADP
bracis-28429	124	30	various	various	ADJ
bracis-28429	124	31	municipalities	municipality	NOUN
bracis-28429	124	32	in	in	ADP
bracis-28429	124	33	minas	minas	PROPN
bracis-28429	124	34	gerais	gerais	PROPN
bracis-28429	124	35	,	,	PUNCT
bracis-28429	124	36	as	as	SCONJ
bracis-28429	124	37	previously	previously	ADV
bracis-28429	124	38	extracted	extract	VERB
bracis-28429	124	39	in	in	ADP
bracis-28429	124	40	[	[	X
bracis-28429	124	41	4	4	NUM
bracis-28429	124	42	]	]	PUNCT
bracis-28429	124	43	.	.	PUNCT
bracis-28429	125	1	these	these	DET
bracis-28429	125	2	segments	segment	NOUN
bracis-28429	125	3	encompass	encompass	VERB
bracis-28429	125	4	articles	article	NOUN
bracis-28429	125	5	published	publish	VERB
bracis-28429	125	6	in	in	ADP
bracis-28429	125	7	official	official	ADJ
bracis-28429	125	8	gazettes	gazette	NOUN
bracis-28429	125	9	,	,	PUNCT
bracis-28429	125	10	providing	provide	VERB
bracis-28429	125	11	brief	brief	ADJ
bracis-28429	125	12	information	information	NOUN
bracis-28429	125	13	about	about	ADP
bracis-28429	125	14	other	other	ADJ
bracis-28429	125	15	documents	document	NOUN
bracis-28429	125	16	related	relate	VERB
bracis-28429	125	17	to	to	ADP
bracis-28429	125	18	the	the	DET
bracis-28429	125	19	bidding	bidding	NOUN
bracis-28429	125	20	process	process	NOUN
bracis-28429	125	21	.	.	PUNCT
bracis-28429	126	1	to	to	PART
bracis-28429	126	2	enhance	enhance	VERB
bracis-28429	126	3	the	the	DET
bracis-28429	126	4	model	model	NOUN
bracis-28429	126	5	’s	’s	PART
bracis-28429	126	6	vocabulary	vocabulary	NOUN
bracis-28429	126	7	,	,	PUNCT
bracis-28429	126	8	we	we	PRON
bracis-28429	126	9	employed	employ	VERB
bracis-28429	126	10	a	a	DET
bracis-28429	126	11	tf	tf	PROPN
bracis-28429	126	12	-	-	PUNCT
bracis-28429	126	13	idf	idf	NOUN
bracis-28429	126	14	procedure	procedure	NOUN
bracis-28429	126	15	,	,	PUNCT
bracis-28429	126	16	which	which	PRON
bracis-28429	126	17	allowed	allow	VERB
bracis-28429	126	18	us	we	PRON
bracis-28429	126	19	to	to	PART
bracis-28429	126	20	extract	extract	VERB
bracis-28429	126	21	the	the	DET
bracis-28429	126	22	most	most	ADV
bracis-28429	126	23	significant	significant	ADJ
bracis-28429	126	24	terms	term	NOUN
bracis-28429	126	25	from	from	ADP
bracis-28429	126	26	the	the	DET
bracis-28429	126	27	gazette	gazette	NOUN
bracis-28429	126	28	segments	segment	NOUN
bracis-28429	126	29	.	.	PUNCT
bracis-28429	127	1	additionally	additionally	ADV
bracis-28429	127	2	,	,	PUNCT
bracis-28429	127	3	we	we	PRON
bracis-28429	127	4	manually	manually	ADV
bracis-28429	127	5	incorporated	incorporate	VERB
bracis-28429	127	6	domain	domain	NOUN
bracis-28429	127	7	-	-	PUNCT
bracis-28429	127	8	specific	specific	ADJ
bracis-28429	127	9	jargon	jargon	NOUN
bracis-28429	127	10	commonly	commonly	ADV
bracis-28429	127	11	found	find	VERB
bracis-28429	127	12	in	in	ADP
bracis-28429	127	13	public	public	ADJ
bracis-28429	127	14	procurement	procurement	NOUN
bracis-28429	127	15	contexts	contexts	NOUN
bracis-28429	127	16	.	.	PUNCT
bracis-28429	128	1	to	to	PART
bracis-28429	128	2	ensure	ensure	VERB
bracis-28429	128	3	compatibility	compatibility	NOUN
bracis-28429	128	4	with	with	ADP
bracis-28429	128	5	the	the	DET
bracis-28429	128	6	bertimbau	bertimbau	NOUN
bracis-28429	128	7	model	model	NOUN
bracis-28429	128	8	,	,	PUNCT
bracis-28429	128	9	we	we	PRON
bracis-28429	128	10	divided	divide	VERB
bracis-28429	128	11	the	the	DET
bracis-28429	128	12	segments	segment	NOUN
bracis-28429	128	13	into	into	ADP
bracis-28429	128	14	blocks	block	NOUN
bracis-28429	128	15	of	of	ADP
bracis-28429	128	16	fixed	fix	VERB
bracis-28429	128	17	sizes	size	NOUN
bracis-28429	128	18	,	,	PUNCT
bracis-28429	128	19	ensuring	ensure	VERB
bracis-28429	128	20	that	that	SCONJ
bracis-28429	128	21	each	each	DET
bracis-28429	128	22	block	block	NOUN
bracis-28429	128	23	adhered	adhere	VERB
bracis-28429	128	24	to	to	ADP
bracis-28429	128	25	the	the	DET
bracis-28429	128	26	maximum	maximum	ADJ
bracis-28429	128	27	sentence	sentence	NOUN
bracis-28429	128	28	length	length	NOUN
bracis-28429	128	29	of	of	ADP
bracis-28429	128	30	512	512	NUM
bracis-28429	128	31	words	word	NOUN
bracis-28429	128	32	supported	support	VERB
bracis-28429	128	33	by	by	ADP
bracis-28429	128	34	bertimbau	bertimbau	NOUN
bracis-28429	128	35	.	.	PUNCT
bracis-28429	129	1	for	for	ADP
bracis-28429	129	2	training	training	NOUN
bracis-28429	129	3	,	,	PUNCT
bracis-28429	129	4	we	we	PRON
bracis-28429	129	5	followed	follow	VERB
bracis-28429	129	6	the	the	DET
bracis-28429	129	7	same	same	ADJ
bracis-28429	129	8	hyperparameter	hyperparameter	NOUN
bracis-28429	129	9	settings	setting	NOUN
bracis-28429	129	10	employed	employ	VERB
bracis-28429	129	11	by	by	ADP
bracis-28429	129	12	bertimbau	bertimbau	NOUN
bracis-28429	129	13	,	,	PUNCT
bracis-28429	129	14	except	except	SCONJ
bracis-28429	129	15	for	for	ADP
bracis-28429	129	16	the	the	DET
bracis-28429	129	17	batch	batch	NOUN
bracis-28429	129	18	size	size	NOUN
bracis-28429	129	19	,	,	PUNCT
bracis-28429	129	20	which	which	PRON
bracis-28429	129	21	we	we	PRON
bracis-28429	129	22	reduced	reduce	VERB
bracis-28429	129	23	to	to	ADP
bracis-28429	129	24	16	16	NUM
bracis-28429	129	25	due	due	ADJ
bracis-28429	129	26	to	to	ADP
bracis-28429	129	27	computational	computational	ADJ
bracis-28429	129	28	resource	resource	NOUN
bracis-28429	129	29	limitations	limitation	NOUN
bracis-28429	129	30	.	.	PUNCT
bracis-28429	130	1	by	by	ADP
bracis-28429	130	2	adhering	adhere	VERB
bracis-28429	130	3	to	to	ADP
bracis-28429	130	4	these	these	DET
bracis-28429	130	5	settings	setting	NOUN
bracis-28429	130	6	,	,	PUNCT
bracis-28429	130	7	we	we	PRON
bracis-28429	130	8	aimed	aim	VERB
bracis-28429	130	9	to	to	PART
bracis-28429	130	10	maintain	maintain	VERB
bracis-28429	130	11	consistency	consistency	NOUN
bracis-28429	130	12	and	and	CCONJ
bracis-28429	130	13	leverage	leverage	VERB
bracis-28429	130	14	the	the	DET
bracis-28429	130	15	existing	exist	VERB
bracis-28429	130	16	knowledge	knowledge	NOUN
bracis-28429	130	17	and	and	CCONJ
bracis-28429	130	18	insights	insight	NOUN
bracis-28429	130	19	gained	gain	VERB
bracis-28429	130	20	from	from	ADP
bracis-28429	130	21	the	the	DET
bracis-28429	130	22	bertimbau	bertimbau	NOUN
bracis-28429	130	23	model	model	NOUN
bracis-28429	130	24	while	while	SCONJ
bracis-28429	130	25	tailoring	tailor	VERB
bracis-28429	130	26	it	it	PRON
bracis-28429	130	27	to	to	ADP
bracis-28429	130	28	the	the	DET
bracis-28429	130	29	specific	specific	ADJ
bracis-28429	130	30	domain	domain	NOUN
bracis-28429	130	31	of	of	ADP
bracis-28429	130	32	public	public	ADJ
bracis-28429	130	33	procurements	procurement	NOUN
bracis-28429	130	34	.	.	PUNCT
bracis-28429	131	1	libert	libert	NOUN
bracis-28429	131	2	-	-	PUNCT
bracis-28429	131	3	se	se	PROPN
bracis-28429	131	4	+	+	NUM
bracis-28429	131	5	simcse	simcse	NOUN
bracis-28429	131	6	.	.	PUNCT
bracis-28429	132	1	in	in	ADP
bracis-28429	132	2	addition	addition	NOUN
bracis-28429	132	3	to	to	ADP
bracis-28429	132	4	the	the	DET
bracis-28429	132	5	initial	initial	ADJ
bracis-28429	132	6	fine	fine	ADJ
bracis-28429	132	7	-	-	PUNCT
bracis-28429	132	8	tuning	tune	VERB
bracis-28429	132	9	step	step	NOUN
bracis-28429	132	10	using	use	VERB
bracis-28429	132	11	the	the	DET
bracis-28429	132	12	masked	mask	VERB
bracis-28429	132	13	-	-	PUNCT
bracis-28429	132	14	language	language	NOUN
bracis-28429	132	15	modeling	modeling	NOUN
bracis-28429	132	16	(	(	PUNCT
bracis-28429	132	17	mlm	mlm	ADJ
bracis-28429	132	18	)	)	PUNCT
bracis-28429	132	19	task	task	NOUN
bracis-28429	132	20	,	,	PUNCT
bracis-28429	132	21	we	we	PRON
bracis-28429	132	22	further	far	ADV
bracis-28429	132	23	optimized	optimize	VERB
bracis-28429	132	24	our	our	PRON
bracis-28429	132	25	model	model	NOUN
bracis-28429	132	26	by	by	ADP
bracis-28429	132	27	performing	perform	VERB
bracis-28429	132	28	a	a	DET
bracis-28429	132	29	new	new	ADJ
bracis-28429	132	30	fine	fine	ADV
bracis-28429	132	31	-	-	PUNCT
bracis-28429	132	32	tuning	tuning	NOUN
bracis-28429	132	33	step	step	NOUN
bracis-28429	132	34	specifically	specifically	ADV
bracis-28429	132	35	tailored	tailor	VERB
bracis-28429	132	36	for	for	ADP
bracis-28429	132	37	the	the	DET
bracis-28429	132	38	task	task	NOUN
bracis-28429	132	39	of	of	ADP
bracis-28429	132	40	generating	generate	VERB
bracis-28429	132	41	contextualized	contextualized	ADJ
bracis-28429	132	42	sentence	sentence	NOUN
bracis-28429	132	43	embeddings	embedding	NOUN
bracis-28429	132	44	.	.	PUNCT
bracis-28429	133	1	for	for	ADP
bracis-28429	133	2	this	this	DET
bracis-28429	133	3	purpose	purpose	NOUN
bracis-28429	133	4	,	,	PUNCT
bracis-28429	133	5	we	we	PRON
bracis-28429	133	6	use	use	VERB
bracis-28429	133	7	the	the	DET
bracis-28429	133	8	simcse	simcse	NOUN
bracis-28429	133	9	framework	framework	NOUN
bracis-28429	133	10	,	,	PUNCT
bracis-28429	133	11	which	which	PRON
bracis-28429	133	12	is	be	AUX
bracis-28429	133	13	a	a	DET
bracis-28429	133	14	self	self	NOUN
bracis-28429	133	15	-	-	PUNCT
bracis-28429	133	16	supervised	supervise	VERB
bracis-28429	133	17	sentence	sentence	NOUN
bracis-28429	133	18	embedding	embed	VERB
bracis-28429	133	19	model	model	NOUN
bracis-28429	133	20	designed	design	VERB
bracis-28429	133	21	to	to	PART
bracis-28429	133	22	learn	learn	VERB
bracis-28429	133	23	rich	rich	ADJ
bracis-28429	133	24	sentence	sentence	NOUN
bracis-28429	133	25	representations	representation	NOUN
bracis-28429	133	26	through	through	ADP
bracis-28429	133	27	contrastive	contrastive	ADJ
bracis-28429	133	28	learning	learning	NOUN
bracis-28429	133	29	.	.	PUNCT
bracis-28429	134	1	the	the	DET
bracis-28429	134	2	simcse	simcse	PROPN
bracis-28429	134	3	framework	framework	NOUN
bracis-28429	134	4	utilizes	utilize	VERB
bracis-28429	134	5	augmented	augment	VERB
bracis-28429	134	6	positive	positive	ADJ
bracis-28429	134	7	and	and	CCONJ
bracis-28429	134	8	negative	negative	ADJ
bracis-28429	134	9	pairs	pair	NOUN
bracis-28429	134	10	to	to	PART
bracis-28429	134	11	train	train	VERB
bracis-28429	134	12	the	the	DET
bracis-28429	134	13	model	model	NOUN
bracis-28429	134	14	.	.	PUNCT
bracis-28429	135	1	augmented	augment	VERB
bracis-28429	135	2	versions	version	NOUN
bracis-28429	135	3	of	of	ADP
bracis-28429	135	4	the	the	DET
bracis-28429	135	5	same	same	ADJ
bracis-28429	135	6	sentence	sentence	NOUN
bracis-28429	135	7	are	be	AUX
bracis-28429	135	8	considered	consider	VERB
bracis-28429	135	9	positive	positive	ADJ
bracis-28429	135	10	pairs	pair	NOUN
bracis-28429	135	11	,	,	PUNCT
bracis-28429	135	12	and	and	CCONJ
bracis-28429	135	13	the	the	DET
bracis-28429	135	14	model	model	NOUN
bracis-28429	135	15	is	be	AUX
bracis-28429	135	16	trained	train	VERB
bracis-28429	135	17	to	to	PART
bracis-28429	135	18	maximize	maximize	VERB
bracis-28429	135	19	their	their	PRON
bracis-28429	135	20	similarity	similarity	NOUN
bracis-28429	135	21	.	.	PUNCT
bracis-28429	136	1	on	on	ADP
bracis-28429	136	2	the	the	DET
bracis-28429	136	3	other	other	ADJ
bracis-28429	136	4	hand	hand	NOUN
bracis-28429	136	5	,	,	PUNCT
bracis-28429	136	6	augmented	augment	VERB
bracis-28429	136	7	versions	version	NOUN
bracis-28429	136	8	of	of	ADP
bracis-28429	136	9	different	different	ADJ
bracis-28429	136	10	sentences	sentence	NOUN
bracis-28429	136	11	serve	serve	VERB
bracis-28429	136	12	as	as	ADP
bracis-28429	136	13	negative	negative	ADJ
bracis-28429	136	14	pairs	pair	NOUN
bracis-28429	136	15	,	,	PUNCT
bracis-28429	136	16	and	and	CCONJ
bracis-28429	136	17	the	the	DET
bracis-28429	136	18	model	model	NOUN
bracis-28429	136	19	aims	aim	VERB
bracis-28429	136	20	to	to	PART
bracis-28429	136	21	minimize	minimize	VERB
bracis-28429	136	22	their	their	PRON
bracis-28429	136	23	similarity	similarity	NOUN
bracis-28429	136	24	.	.	PUNCT
bracis-28429	137	1	by	by	ADP
bracis-28429	137	2	employing	employ	VERB
bracis-28429	137	3	this	this	DET
bracis-28429	137	4	contrastive	contrastive	ADJ
bracis-28429	137	5	learning	learning	NOUN
bracis-28429	137	6	approach	approach	NOUN
bracis-28429	137	7	,	,	PUNCT
bracis-28429	137	8	simcse	simcse	NOUN
bracis-28429	137	9	effectively	effectively	ADV
bracis-28429	137	10	learns	learn	VERB
bracis-28429	137	11	robust	robust	ADJ
bracis-28429	137	12	and	and	CCONJ
bracis-28429	137	13	discriminative	discriminative	NOUN
bracis-28429	137	14	sentence	sentence	NOUN
bracis-28429	137	15	representations	representation	NOUN
bracis-28429	137	16	that	that	PRON
bracis-28429	137	17	capture	capture	VERB
bracis-28429	137	18	essential	essential	ADJ
bracis-28429	137	19	semantic	semantic	ADJ
bracis-28429	137	20	information	information	NOUN
bracis-28429	137	21	.	.	PUNCT
bracis-28429	138	1	to	to	ADP
bracis-28429	138	2	fine	fine	ADJ
bracis-28429	138	3	-	-	PUNCT
bracis-28429	138	4	tune	tune	NOUN
bracis-28429	138	5	our	our	PRON
bracis-28429	138	6	model	model	NOUN
bracis-28429	138	7	using	use	VERB
bracis-28429	138	8	the	the	DET
bracis-28429	138	9	simcse	simcse	NOUN
bracis-28429	138	10	framework	framework	NOUN
bracis-28429	138	11	,	,	PUNCT
bracis-28429	138	12	we	we	PRON
bracis-28429	138	13	used	use	VERB
bracis-28429	138	14	a	a	DET
bracis-28429	138	15	dataset	dataset	NOUN
bracis-28429	138	16	consisting	consist	VERB
bracis-28429	138	17	of	of	ADP
bracis-28429	138	18	approximately	approximately	ADV
bracis-28429	138	19	300,000	300,000	NUM
bracis-28429	138	20	segments	segment	NOUN
bracis-28429	138	21	of	of	ADP
bracis-28429	138	22	official	official	ADJ
bracis-28429	138	23	diaries	diary	NOUN
bracis-28429	138	24	,	,	PUNCT
bracis-28429	138	25	extracted	extract	VERB
bracis-28429	138	26	and	and	CCONJ
bracis-28429	138	27	published	publish	VERB
bracis-28429	138	28	in	in	ADP
bracis-28429	138	29	a	a	DET
bracis-28429	138	30	previous	previous	ADJ
bracis-28429	138	31	work	work	NOUN
bracis-28429	138	32	[	[	X
bracis-28429	138	33	4	4	NUM
bracis-28429	138	34	]	]	PUNCT
bracis-28429	138	35	.	.	PUNCT
bracis-28429	139	1	these	these	DET
bracis-28429	139	2	segments	segment	NOUN
bracis-28429	139	3	were	be	AUX
bracis-28429	139	4	distinct	distinct	ADJ
bracis-28429	139	5	from	from	ADP
bracis-28429	139	6	those	those	PRON
bracis-28429	139	7	used	use	VERB
bracis-28429	139	8	in	in	ADP
bracis-28429	139	9	the	the	DET
bracis-28429	139	10	previous	previous	ADJ
bracis-28429	139	11	fine	fine	ADJ
bracis-28429	139	12	-	-	PUNCT
bracis-28429	139	13	tuning	tune	VERB
bracis-28429	139	14	procedure	procedure	NOUN
bracis-28429	139	15	for	for	ADP
bracis-28429	139	16	the	the	DET
bracis-28429	139	17	mlm	mlm	PROPN
bracis-28429	139	18	task	task	NOUN
bracis-28429	139	19	.	.	PUNCT
bracis-28429	140	1	4.3	4.3	NUM
bracis-28429	140	2	evaluation	evaluation	NOUN
bracis-28429	140	3	evaluating	evaluating	NOUN
bracis-28429	140	4	clustering	clustering	NOUN
bracis-28429	140	5	and	and	CCONJ
bracis-28429	140	6	topic	topic	NOUN
bracis-28429	140	7	modeling	modeling	NOUN
bracis-28429	140	8	results	result	NOUN
bracis-28429	140	9	can	can	AUX
bracis-28429	140	10	be	be	AUX
bracis-28429	140	11	challenging	challenge	VERB
bracis-28429	140	12	due	due	ADJ
bracis-28429	140	13	to	to	ADP
bracis-28429	140	14	their	their	PRON
bracis-28429	140	15	unsupervised	unsupervised	ADJ
bracis-28429	140	16	nature	nature	NOUN
bracis-28429	140	17	.	.	PUNCT
bracis-28429	141	1	popular	popular	ADJ
bracis-28429	141	2	approaches	approach	NOUN
bracis-28429	141	3	for	for	ADP
bracis-28429	141	4	evaluation	evaluation	NOUN
bracis-28429	141	5	involve	involve	VERB
bracis-28429	141	6	either	either	CCONJ
bracis-28429	141	7	“	"	PUNCT
bracis-28429	141	8	internal	internal	ADJ
bracis-28429	141	9	”	"	PUNCT
bracis-28429	141	10	evaluation	evaluation	NOUN
bracis-28429	141	11	,	,	PUNCT
bracis-28429	141	12	where	where	SCONJ
bracis-28429	141	13	the	the	DET
bracis-28429	141	14	results	result	NOUN
bracis-28429	141	15	are	be	AUX
bracis-28429	141	16	summarized	summarize	VERB
bracis-28429	141	17	into	into	ADP
bracis-28429	141	18	a	a	DET
bracis-28429	141	19	single	single	ADJ
bracis-28429	141	20	quality	quality	NOUN
bracis-28429	141	21	score	score	NOUN
bracis-28429	141	22	,	,	PUNCT
bracis-28429	141	23	or	or	CCONJ
bracis-28429	141	24	“	"	PUNCT
bracis-28429	141	25	external	external	ADJ
bracis-28429	141	26	”	"	PUNCT
bracis-28429	141	27	evaluation	evaluation	NOUN
bracis-28429	141	28	,	,	PUNCT
bracis-28429	141	29	where	where	SCONJ
bracis-28429	141	30	the	the	DET
bracis-28429	141	31	results	result	NOUN
bracis-28429	141	32	are	be	AUX
bracis-28429	141	33	compared	compare	VERB
bracis-28429	141	34	to	to	ADP
bracis-28429	141	35	an	an	DET
bracis-28429	141	36	existing	exist	VERB
bracis-28429	141	37	“	"	PUNCT
bracis-28429	141	38	ground	ground	NOUN
bracis-28429	141	39	truth	truth	NOUN
bracis-28429	141	40	”	"	PUNCT
bracis-28429	142	1	[	[	X
bracis-28429	142	2	7	7	NUM
bracis-28429	142	3	]	]	PUNCT
bracis-28429	142	4	.	.	PUNCT
bracis-28429	143	1	here	here	ADV
bracis-28429	143	2	,	,	PUNCT
bracis-28429	143	3	we	we	PRON
bracis-28429	143	4	adopt	adopt	VERB
bracis-28429	143	5	both	both	CCONJ
bracis-28429	143	6	internal	internal	ADJ
bracis-28429	143	7	and	and	CCONJ
bracis-28429	143	8	external	external	ADJ
bracis-28429	143	9	evaluation	evaluation	NOUN
bracis-28429	143	10	methods	method	NOUN
bracis-28429	143	11	to	to	PART
bracis-28429	143	12	assess	assess	VERB
bracis-28429	143	13	the	the	DET
bracis-28429	143	14	performance	performance	NOUN
bracis-28429	143	15	of	of	ADP
bracis-28429	143	16	the	the	DET
bracis-28429	143	17	proposed	propose	VERB
bracis-28429	143	18	approach	approach	NOUN
bracis-28429	143	19	.	.	PUNCT
bracis-28429	144	1	internal	internal	ADJ
bracis-28429	144	2	evaluation	evaluation	NOUN
bracis-28429	144	3	.	.	PUNCT
bracis-28429	145	1	we	we	PRON
bracis-28429	145	2	used	use	VERB
bracis-28429	145	3	two	two	NUM
bracis-28429	145	4	primary	primary	ADJ
bracis-28429	145	5	metrics	metric	NOUN
bracis-28429	145	6	to	to	PART
bracis-28429	145	7	evaluate	evaluate	VERB
bracis-28429	145	8	the	the	DET
bracis-28429	145	9	performance	performance	NOUN
bracis-28429	145	10	of	of	ADP
bracis-28429	145	11	models	model	NOUN
bracis-28429	145	12	in	in	ADP
bracis-28429	145	13	the	the	DET
bracis-28429	145	14	internal	internal	ADJ
bracis-28429	145	15	experiments	experiment	NOUN
bracis-28429	145	16	.	.	PUNCT
bracis-28429	146	1	first	first	ADV
bracis-28429	146	2	,	,	PUNCT
bracis-28429	146	3	we	we	PRON
bracis-28429	146	4	use	use	VERB
bracis-28429	146	5	the	the	DET
bracis-28429	146	6	topic	topic	NOUN
bracis-28429	146	7	coherence	coherence	NOUN
bracis-28429	146	8	based	base	VERB
bracis-28429	146	9	on	on	ADP
bracis-28429	146	10	normalized	normalize	VERB
bracis-28429	146	11	pointwise	pointwise	PROPN
bracis-28429	146	12	mutual	mutual	ADJ
bracis-28429	146	13	information	information	NOUN
bracis-28429	146	14	(	(	PUNCT
bracis-28429	146	15	npmi	npmi	NOUN
bracis-28429	146	16	)	)	PUNCT
bracis-28429	147	1	[	[	X
bracis-28429	147	2	2	2	NUM
bracis-28429	147	3	]	]	PUNCT
bracis-28429	147	4	,	,	PUNCT
bracis-28429	147	5	which	which	PRON
bracis-28429	147	6	ranges	range	VERB
bracis-28429	147	7	from	from	ADP
bracis-28429	147	8	-1	-1	INTJ
bracis-28429	147	9	to	to	ADP
bracis-28429	147	10	1	1	NUM
bracis-28429	147	11	,	,	PUNCT
bracis-28429	147	12	where	where	SCONJ
bracis-28429	147	13	a	a	DET
bracis-28429	147	14	higher	high	ADJ
bracis-28429	147	15	value	value	NOUN
bracis-28429	147	16	indicates	indicate	VERB
bracis-28429	147	17	stronger	strong	ADJ
bracis-28429	147	18	coherence	coherence	NOUN
bracis-28429	147	19	between	between	ADP
bracis-28429	147	20	words	word	NOUN
bracis-28429	147	21	in	in	ADP
bracis-28429	147	22	a	a	DET
bracis-28429	147	23	topic	topic	NOUN
bracis-28429	147	24	.	.	PUNCT
bracis-28429	148	1	we	we	PRON
bracis-28429	148	2	also	also	ADV
bracis-28429	148	3	evaluate	evaluate	VERB
bracis-28429	148	4	the	the	DET
bracis-28429	148	5	topic	topic	NOUN
bracis-28429	148	6	diversity	diversity	NOUN
bracis-28429	148	7	,	,	PUNCT
bracis-28429	148	8	which	which	PRON
bracis-28429	148	9	measures	measure	VERB
bracis-28429	148	10	the	the	DET
bracis-28429	148	11	percentage	percentage	NOUN
bracis-28429	148	12	of	of	ADP
bracis-28429	148	13	unique	unique	ADJ
bracis-28429	148	14	words	word	NOUN
bracis-28429	148	15	across	across	ADP
bracis-28429	148	16	all	all	DET
bracis-28429	148	17	topics	topic	NOUN
bracis-28429	148	18	[	[	X
bracis-28429	148	19	6	6	NUM
bracis-28429	148	20	]	]	PUNCT
bracis-28429	148	21	.	.	PUNCT
bracis-28429	149	1	the	the	DET
bracis-28429	149	2	topic	topic	NOUN
bracis-28429	149	3	diversity	diversity	NOUN
bracis-28429	149	4	score	score	NOUN
bracis-28429	149	5	ranges	range	VERB
bracis-28429	149	6	from	from	ADP
bracis-28429	149	7	0	0	NUM
bracis-28429	149	8	to	to	ADP
bracis-28429	149	9	1	1	NUM
bracis-28429	149	10	,	,	PUNCT
bracis-28429	149	11	where	where	SCONJ
bracis-28429	149	12	0	0	NUM
bracis-28429	149	13	indicates	indicate	VERB
bracis-28429	149	14	redundant	redundant	ADJ
bracis-28429	149	15	topics	topic	NOUN
bracis-28429	149	16	and	and	CCONJ
bracis-28429	149	17	1	1	NUM
bracis-28429	149	18	indicates	indicate	VERB
bracis-28429	149	19	more	more	ADV
bracis-28429	149	20	varied	varied	ADJ
bracis-28429	149	21	topics	topic	NOUN
bracis-28429	149	22	.	.	PUNCT
bracis-28429	150	1	additionally	additionally	ADV
bracis-28429	150	2	,	,	PUNCT
bracis-28429	150	3	to	to	PART
bracis-28429	150	4	make	make	VERB
bracis-28429	150	5	a	a	DET
bracis-28429	150	6	comprehensive	comprehensive	ADJ
bracis-28429	150	7	evaluation	evaluation	NOUN
bracis-28429	150	8	,	,	PUNCT
bracis-28429	150	9	we	we	PRON
bracis-28429	150	10	combine	combine	VERB
bracis-28429	150	11	the	the	DET
bracis-28429	150	12	coherence	coherence	NOUN
bracis-28429	150	13	and	and	CCONJ
bracis-28429	150	14	diversity	diversity	NOUN
bracis-28429	150	15	scores	score	NOUN
bracis-28429	150	16	by	by	ADP
bracis-28429	150	17	assigning	assign	VERB
bracis-28429	150	18	weights	weight	NOUN
bracis-28429	150	19	to	to	ADP
bracis-28429	150	20	the	the	DET
bracis-28429	150	21	normalized	normalize	VERB
bracis-28429	150	22	coherence	coherence	NOUN
bracis-28429	150	23	(	(	PUNCT
bracis-28429	150	24	nc	nc	NOUN
bracis-28429	150	25	)	)	PUNCT
bracis-28429	150	26	and	and	CCONJ
bracis-28429	150	27	diversity	diversity	NOUN
bracis-28429	150	28	(	(	PUNCT
bracis-28429	150	29	nd	nd	NOUN
bracis-28429	150	30	)	)	PUNCT
bracis-28429	150	31	based	base	VERB
bracis-28429	150	32	on	on	ADP
bracis-28429	150	33	their	their	PRON
bracis-28429	150	34	relative	relative	ADJ
bracis-28429	150	35	importance	importance	NOUN
bracis-28429	150	36	to	to	ADP
bracis-28429	150	37	our	our	PRON
bracis-28429	150	38	specific	specific	ADJ
bracis-28429	150	39	task	task	NOUN
bracis-28429	150	40	.	.	PUNCT
bracis-28429	151	1	the	the	DET
bracis-28429	151	2	weighted	weight	VERB
bracis-28429	151	3	evaluation	evaluation	NOUN
bracis-28429	151	4	score	score	NOUN
bracis-28429	151	5	is	be	AUX
bracis-28429	151	6	defined	define	VERB
bracis-28429	151	7	as	as	ADP
bracis-28429	151	8	the	the	DET
bracis-28429	151	9	sum	sum	NOUN
bracis-28429	151	10	of	of	ADP
bracis-28429	151	11	the	the	DET
bracis-28429	151	12	weighted	weight	VERB
bracis-28429	151	13	coherence	coherence	NOUN
bracis-28429	151	14	(	(	PUNCT
bracis-28429	151	15	\(wc_s\	\(wc_s\	NOUN
bracis-28429	151	16	)	)	PUNCT
bracis-28429	151	17	)	)	PUNCT
bracis-28429	151	18	and	and	CCONJ
bracis-28429	151	19	weighted	weight	VERB
bracis-28429	151	20	diversity	diversity	NOUN
bracis-28429	151	21	(	(	PUNCT
bracis-28429	151	22	\(wd_s\	\(wd_s\	NOUN
bracis-28429	151	23	)	)	PUNCT
bracis-28429	151	24	)	)	PUNCT
bracis-28429	151	25	,	,	PUNCT
bracis-28429	151	26	where	where	SCONJ
bracis-28429	151	27	\(wc_s	\(wc_s	PRON
bracis-28429	151	28	=	=	SYM
bracis-28429	151	29	0.8	0.8	NUM
bracis-28429	151	30	\times	\time	NOUN
bracis-28429	151	31	nc\	nc\	NOUN
bracis-28429	151	32	)	)	PUNCT
bracis-28429	151	33	and	and	CCONJ
bracis-28429	151	34	\(wd_s	\(wd_s	NOUN
bracis-28429	151	35	=	=	NOUN
bracis-28429	151	36	0.2	0.2	NUM
bracis-28429	151	37	\times	\times	ADP
bracis-28429	151	38	nd\	nd\	NOUN
bracis-28429	151	39	)	)	PUNCT
bracis-28429	151	40	.	.	PUNCT
bracis-28429	152	1	by	by	ADP
bracis-28429	152	2	considering	consider	VERB
bracis-28429	152	3	both	both	CCONJ
bracis-28429	152	4	coherence	coherence	NOUN
bracis-28429	152	5	and	and	CCONJ
bracis-28429	152	6	diversity	diversity	NOUN
bracis-28429	152	7	,	,	PUNCT
bracis-28429	152	8	we	we	PRON
bracis-28429	152	9	can	can	AUX
bracis-28429	152	10	better	well	ADV
bracis-28429	152	11	assess	assess	VERB
bracis-28429	152	12	the	the	DET
bracis-28429	152	13	overall	overall	ADJ
bracis-28429	152	14	performance	performance	NOUN
bracis-28429	152	15	of	of	ADP
bracis-28429	152	16	the	the	DET
bracis-28429	152	17	topic	topic	NOUN
bracis-28429	152	18	modeling	modeling	NOUN
bracis-28429	152	19	approach	approach	NOUN
bracis-28429	152	20	and	and	CCONJ
bracis-28429	152	21	ensure	ensure	VERB
bracis-28429	152	22	that	that	SCONJ
bracis-28429	152	23	the	the	DET
bracis-28429	152	24	generated	generate	VERB
bracis-28429	152	25	topics	topic	NOUN
bracis-28429	152	26	are	be	AUX
bracis-28429	152	27	not	not	PART
bracis-28429	152	28	only	only	ADV
bracis-28429	152	29	coherent	coherent	ADJ
bracis-28429	152	30	but	but	CCONJ
bracis-28429	152	31	also	also	ADV
bracis-28429	152	32	diverse	diverse	ADJ
bracis-28429	152	33	.	.	PUNCT
bracis-28429	153	1	external	external	ADJ
bracis-28429	153	2	evaluation	evaluation	NOUN
bracis-28429	153	3	.	.	PUNCT
bracis-28429	154	1	in	in	ADP
bracis-28429	154	2	external	external	ADJ
bracis-28429	154	3	evaluation	evaluation	NOUN
bracis-28429	154	4	,	,	PUNCT
bracis-28429	154	5	results	result	NOUN
bracis-28429	154	6	are	be	AUX
bracis-28429	154	7	evaluated	evaluate	VERB
bracis-28429	154	8	based	base	VERB
bracis-28429	154	9	on	on	ADP
bracis-28429	154	10	data	datum	NOUN
bracis-28429	154	11	not	not	PART
bracis-28429	154	12	used	use	VERB
bracis-28429	154	13	in	in	ADP
bracis-28429	154	14	the	the	DET
bracis-28429	154	15	topic	topic	NOUN
bracis-28429	154	16	modeling	modeling	NOUN
bracis-28429	154	17	,	,	PUNCT
bracis-28429	154	18	such	such	ADJ
bracis-28429	154	19	as	as	ADP
bracis-28429	154	20	known	know	VERB
bracis-28429	154	21	class	class	NOUN
bracis-28429	154	22	labels	label	NOUN
bracis-28429	154	23	.	.	PUNCT
bracis-28429	155	1	to	to	PART
bracis-28429	155	2	ensure	ensure	VERB
bracis-28429	155	3	optimal	optimal	ADJ
bracis-28429	155	4	performance	performance	NOUN
bracis-28429	155	5	,	,	PUNCT
bracis-28429	155	6	we	we	PRON
bracis-28429	155	7	fine	fine	ADV
bracis-28429	155	8	-	-	PUNCT
bracis-28429	155	9	tuned	tune	VERB
bracis-28429	155	10	the	the	DET
bracis-28429	155	11	hyperparameters	hyperparameter	NOUN
bracis-28429	155	12	of	of	ADP
bracis-28429	155	13	bertopic	bertopic	NOUN
bracis-28429	155	14	using	use	VERB
bracis-28429	155	15	the	the	DET
bracis-28429	155	16	language	language	NOUN
bracis-28429	155	17	model	model	NOUN
bracis-28429	155	18	that	that	PRON
bracis-28429	155	19	achieved	achieve	VERB
bracis-28429	155	20	the	the	DET
bracis-28429	155	21	best	good	ADJ
bracis-28429	155	22	results	result	NOUN
bracis-28429	155	23	in	in	ADP
bracis-28429	155	24	the	the	DET
bracis-28429	155	25	internal	internal	ADJ
bracis-28429	155	26	evaluation	evaluation	NOUN
bracis-28429	155	27	.	.	PUNCT
bracis-28429	156	1	during	during	ADP
bracis-28429	156	2	the	the	DET
bracis-28429	156	3	evaluation	evaluation	NOUN
bracis-28429	156	4	,	,	PUNCT
bracis-28429	156	5	we	we	PRON
bracis-28429	156	6	manually	manually	ADV
bracis-28429	156	7	compared	compare	VERB
bracis-28429	156	8	the	the	DET
bracis-28429	156	9	topics	topic	NOUN
bracis-28429	156	10	generated	generate	VERB
bracis-28429	156	11	by	by	ADP
bracis-28429	156	12	bertopic	bertopic	NOUN
bracis-28429	156	13	with	with	ADP
bracis-28429	156	14	the	the	DET
bracis-28429	156	15	known	know	VERB
bracis-28429	156	16	class	class	NOUN
bracis-28429	156	17	labels	label	NOUN
bracis-28429	156	18	,	,	PUNCT
bracis-28429	156	19	which	which	PRON
bracis-28429	156	20	serve	serve	VERB
bracis-28429	156	21	as	as	ADP
bracis-28429	156	22	ground	ground	NOUN
bracis-28429	156	23	truth	truth	NOUN
bracis-28429	156	24	for	for	ADP
bracis-28429	156	25	the	the	DET
bracis-28429	156	26	evaluation	evaluation	NOUN
bracis-28429	156	27	.	.	PUNCT
bracis-28429	157	1	this	this	DET
bracis-28429	157	2	comparison	comparison	NOUN
bracis-28429	157	3	allowed	allow	VERB
bracis-28429	157	4	us	we	PRON
bracis-28429	157	5	to	to	PART
bracis-28429	157	6	gauge	gauge	VERB
bracis-28429	157	7	the	the	DET
bracis-28429	157	8	accuracy	accuracy	NOUN
bracis-28429	157	9	and	and	CCONJ
bracis-28429	157	10	relevance	relevance	NOUN
bracis-28429	157	11	of	of	ADP
bracis-28429	157	12	the	the	DET
bracis-28429	157	13	generated	generate	VERB
bracis-28429	157	14	topics	topic	NOUN
bracis-28429	157	15	in	in	ADP
bracis-28429	157	16	capturing	capture	VERB
bracis-28429	157	17	the	the	DET
bracis-28429	157	18	underlying	underlie	VERB
bracis-28429	157	19	themes	theme	NOUN
bracis-28429	157	20	and	and	CCONJ
bracis-28429	157	21	categories	category	NOUN
bracis-28429	157	22	present	present	ADJ
bracis-28429	157	23	in	in	ADP
bracis-28429	157	24	the	the	DET
bracis-28429	157	25	procurement	procurement	NOUN
bracis-28429	157	26	data	datum	NOUN
bracis-28429	157	27	.	.	PUNCT
bracis-28429	158	1	by	by	ADP
bracis-28429	158	2	conducting	conduct	VERB
bracis-28429	158	3	this	this	DET
bracis-28429	158	4	manual	manual	ADJ
bracis-28429	158	5	comparison	comparison	NOUN
bracis-28429	158	6	,	,	PUNCT
bracis-28429	158	7	we	we	PRON
bracis-28429	158	8	aimed	aim	VERB
bracis-28429	158	9	to	to	PART
bracis-28429	158	10	determine	determine	VERB
bracis-28429	158	11	the	the	DET
bracis-28429	158	12	extent	extent	NOUN
bracis-28429	158	13	to	to	PART
bracis-28429	158	14	which	which	PRON
bracis-28429	158	15	the	the	DET
bracis-28429	158	16	generated	generate	VERB
bracis-28429	158	17	topics	topic	NOUN
bracis-28429	158	18	align	align	VERB
bracis-28429	158	19	with	with	ADP
bracis-28429	158	20	the	the	DET
bracis-28429	158	21	known	know	VERB
bracis-28429	158	22	class	class	NOUN
bracis-28429	158	23	labels	label	NOUN
bracis-28429	158	24	,	,	PUNCT
bracis-28429	158	25	thereby	thereby	ADV
bracis-28429	158	26	providing	provide	VERB
bracis-28429	158	27	insights	insight	NOUN
bracis-28429	158	28	into	into	ADP
bracis-28429	158	29	the	the	DET
bracis-28429	158	30	effectiveness	effectiveness	NOUN
bracis-28429	158	31	of	of	ADP
bracis-28429	158	32	bertopic	bertopic	NOUN
bracis-28429	158	33	in	in	ADP
bracis-28429	158	34	capturing	capture	VERB
bracis-28429	158	35	and	and	CCONJ
bracis-28429	158	36	representing	represent	VERB
bracis-28429	158	37	the	the	DET
bracis-28429	158	38	true	true	ADJ
bracis-28429	158	39	structure	structure	NOUN
bracis-28429	158	40	and	and	CCONJ
bracis-28429	158	41	content	content	NOUN
bracis-28429	158	42	of	of	ADP
bracis-28429	158	43	the	the	DET
bracis-28429	158	44	procurement	procurement	NOUN
bracis-28429	158	45	documents	document	NOUN
bracis-28429	158	46	.	.	PUNCT
bracis-28429	159	1	experimental	experimental	ADJ
bracis-28429	159	2	setup	setup	NOUN
bracis-28429	159	3	.	.	PUNCT
bracis-28429	160	1	the	the	DET
bracis-28429	160	2	internal	internal	ADJ
bracis-28429	160	3	evaluation	evaluation	NOUN
bracis-28429	160	4	metrics	metric	NOUN
bracis-28429	160	5	were	be	AUX
bracis-28429	160	6	calculated	calculate	VERB
bracis-28429	160	7	by	by	ADP
bracis-28429	160	8	averaging	average	VERB
bracis-28429	160	9	the	the	DET
bracis-28429	160	10	results	result	NOUN
bracis-28429	160	11	over	over	ADP
bracis-28429	160	12	10	10	NUM
bracis-28429	160	13	iterations	iteration	NOUN
bracis-28429	160	14	,	,	PUNCT
bracis-28429	160	15	where	where	SCONJ
bracis-28429	160	16	we	we	PRON
bracis-28429	160	17	varied	vary	VERB
bracis-28429	160	18	the	the	DET
bracis-28429	160	19	number	number	NOUN
bracis-28429	160	20	of	of	ADP
bracis-28429	160	21	topics	topic	NOUN
bracis-28429	160	22	from	from	ADP
bracis-28429	160	23	10	10	NUM
bracis-28429	160	24	to	to	PART
bracis-28429	160	25	50	50	NUM
bracis-28429	160	26	with	with	ADP
bracis-28429	160	27	a	a	DET
bracis-28429	160	28	step	step	NOUN
bracis-28429	160	29	size	size	NOUN
bracis-28429	160	30	of	of	ADP
bracis-28429	160	31	10	10	NUM
bracis-28429	160	32	.	.	PUNCT
bracis-28429	161	1	this	this	PRON
bracis-28429	161	2	allowed	allow	VERB
bracis-28429	161	3	us	we	PRON
bracis-28429	161	4	to	to	PART
bracis-28429	161	5	assess	assess	VERB
bracis-28429	161	6	the	the	DET
bracis-28429	161	7	performance	performance	NOUN
bracis-28429	161	8	of	of	ADP
bracis-28429	161	9	bertopic	bertopic	NOUN
bracis-28429	161	10	across	across	ADP
bracis-28429	161	11	a	a	DET
bracis-28429	161	12	range	range	NOUN
bracis-28429	161	13	of	of	ADP
bracis-28429	161	14	topic	topic	NOUN
bracis-28429	161	15	numbers	number	NOUN
bracis-28429	161	16	and	and	CCONJ
bracis-28429	161	17	identify	identify	VERB
bracis-28429	161	18	the	the	DET
bracis-28429	161	19	optimal	optimal	ADJ
bracis-28429	161	20	number	number	NOUN
bracis-28429	161	21	of	of	ADP
bracis-28429	161	22	topics	topic	NOUN
bracis-28429	161	23	for	for	ADP
bracis-28429	161	24	our	our	PRON
bracis-28429	161	25	analysis	analysis	NOUN
bracis-28429	161	26	.	.	PUNCT
bracis-28429	162	1	in	in	ADP
bracis-28429	162	2	the	the	DET
bracis-28429	162	3	external	external	ADJ
bracis-28429	162	4	evaluation	evaluation	NOUN
bracis-28429	162	5	,	,	PUNCT
bracis-28429	162	6	we	we	PRON
bracis-28429	162	7	fine	fine	ADV
bracis-28429	162	8	-	-	PUNCT
bracis-28429	162	9	tuned	tune	VERB
bracis-28429	162	10	two	two	NUM
bracis-28429	162	11	specific	specific	ADJ
bracis-28429	162	12	hyperparameters	hyperparameter	NOUN
bracis-28429	162	13	of	of	ADP
bracis-28429	162	14	bertopic	bertopic	NOUN
bracis-28429	162	15	using	use	VERB
bracis-28429	162	16	the	the	DET
bracis-28429	162	17	best	well	ADV
bracis-28429	162	18	-	-	PUNCT
bracis-28429	162	19	performing	perform	VERB
bracis-28429	162	20	language	language	NOUN
bracis-28429	162	21	model	model	NOUN
bracis-28429	162	22	:	:	PUNCT
bracis-28429	162	23	nr_topics_list	nr_topics_list	PROPN
bracis-28429	162	24	,	,	PUNCT
bracis-28429	162	25	which	which	PRON
bracis-28429	162	26	includes	include	VERB
bracis-28429	162	27	a	a	DET
bracis-28429	162	28	list	list	NOUN
bracis-28429	162	29	of	of	ADP
bracis-28429	162	30	potential	potential	ADJ
bracis-28429	162	31	numbers	number	NOUN
bracis-28429	162	32	of	of	ADP
bracis-28429	162	33	topics	topic	NOUN
bracis-28429	162	34	,	,	PUNCT
bracis-28429	162	35	footnote	footnote	VERB
bracis-28429	162	36	2	2	NUM
bracis-28429	162	37	and	and	CCONJ
bracis-28429	162	38	min_topic_sizes	min_topic_size	NOUN
bracis-28429	162	39	,	,	PUNCT
bracis-28429	162	40	footnote	footnote	VERB
bracis-28429	162	41	3	3	NUM
bracis-28429	162	42	which	which	PRON
bracis-28429	162	43	represents	represent	VERB
bracis-28429	162	44	the	the	DET
bracis-28429	162	45	minimum	minimum	ADJ
bracis-28429	162	46	size	size	NOUN
bracis-28429	162	47	threshold	threshold	NOUN
bracis-28429	162	48	for	for	ADP
bracis-28429	162	49	each	each	DET
bracis-28429	162	50	topic	topic	NOUN
bracis-28429	162	51	.	.	PUNCT
bracis-28429	163	1	by	by	ADP
bracis-28429	163	2	fine	fine	ADV
bracis-28429	163	3	-	-	PUNCT
bracis-28429	163	4	tuning	tuning	VERB
bracis-28429	163	5	these	these	DET
bracis-28429	163	6	hyperparameters	hyperparameter	NOUN
bracis-28429	163	7	,	,	PUNCT
bracis-28429	163	8	we	we	PRON
bracis-28429	163	9	aimed	aim	VERB
bracis-28429	163	10	to	to	PART
bracis-28429	163	11	further	far	ADV
bracis-28429	163	12	optimize	optimize	VERB
bracis-28429	163	13	the	the	DET
bracis-28429	163	14	performance	performance	NOUN
bracis-28429	163	15	of	of	ADP
bracis-28429	163	16	bertopic	bertopic	NOUN
bracis-28429	163	17	in	in	ADP
bracis-28429	163	18	generating	generate	VERB
bracis-28429	163	19	meaningful	meaningful	ADJ
bracis-28429	163	20	and	and	CCONJ
bracis-28429	163	21	coherent	coherent	ADJ
bracis-28429	163	22	topics	topic	NOUN
bracis-28429	163	23	.	.	PUNCT
bracis-28429	164	1	additionally	additionally	ADV
bracis-28429	164	2	,	,	PUNCT
bracis-28429	164	3	for	for	ADP
bracis-28429	164	4	the	the	DET
bracis-28429	164	5	n_gram_ranges	n_gram_range	NOUN
bracis-28429	164	6	parameter	parameter	NOUN
bracis-28429	164	7	,	,	PUNCT
bracis-28429	164	8	we	we	PRON
bracis-28429	164	9	set	set	VERB
bracis-28429	164	10	it	it	PRON
bracis-28429	164	11	to	to	ADP
bracis-28429	164	12	(	(	PUNCT
bracis-28429	164	13	1	1	NUM
bracis-28429	164	14	,	,	PUNCT
bracis-28429	164	15	1	1	NUM
bracis-28429	164	16	)	)	PUNCT
bracis-28429	164	17	,	,	PUNCT
bracis-28429	164	18	indicating	indicate	VERB
bracis-28429	164	19	that	that	SCONJ
bracis-28429	164	20	we	we	PRON
bracis-28429	164	21	considered	consider	VERB
bracis-28429	164	22	only	only	ADJ
bracis-28429	164	23	individual	individual	ADJ
bracis-28429	164	24	words	word	NOUN
bracis-28429	164	25	(	(	PUNCT
bracis-28429	164	26	unigrams	unigram	NOUN
bracis-28429	164	27	)	)	PUNCT
bracis-28429	164	28	during	during	ADP
bracis-28429	164	29	the	the	DET
bracis-28429	164	30	topic	topic	NOUN
bracis-28429	164	31	modeling	modeling	NOUN
bracis-28429	164	32	process	process	NOUN
bracis-28429	164	33	.	.	PUNCT
bracis-28429	165	1	this	this	DET
bracis-28429	165	2	choice	choice	NOUN
bracis-28429	165	3	focused	focus	VERB
bracis-28429	165	4	on	on	ADP
bracis-28429	165	5	capturing	capture	VERB
bracis-28429	165	6	the	the	DET
bracis-28429	165	7	most	most	ADV
bracis-28429	165	8	important	important	ADJ
bracis-28429	165	9	and	and	CCONJ
bracis-28429	165	10	distinct	distinct	ADJ
bracis-28429	165	11	keywords	keyword	NOUN
bracis-28429	165	12	within	within	ADP
bracis-28429	165	13	each	each	DET
bracis-28429	165	14	topic	topic	NOUN
bracis-28429	165	15	without	without	ADP
bracis-28429	165	16	considering	consider	VERB
bracis-28429	165	17	combinations	combination	NOUN
bracis-28429	165	18	of	of	ADP
bracis-28429	165	19	multiple	multiple	ADJ
bracis-28429	165	20	words	word	NOUN
bracis-28429	165	21	.	.	PUNCT
bracis-28429	166	1	the	the	DET
bracis-28429	166	2	experiments	experiment	NOUN
bracis-28429	166	3	were	be	AUX
bracis-28429	166	4	performed	perform	VERB
bracis-28429	166	5	using	use	VERB
bracis-28429	166	6	3	3	NUM
bracis-28429	166	7	gpu	gpu	NOUN
bracis-28429	166	8	models	model	NOUN
bracis-28429	166	9	nvidia	nvidia	PROPN
bracis-28429	166	10	geforce	geforce	PROPN
bracis-28429	166	11	rtx	rtx	PROPN
bracis-28429	166	12	3090	3090	NUM
bracis-28429	166	13	ti	ti	NOUN
bracis-28429	166	14	,	,	PUNCT
bracis-28429	166	15	nvidia	nvidia	PROPN
bracis-28429	166	16	geforce	geforce	NOUN
bracis-28429	166	17	rtx	rtx	PROPN
bracis-28429	166	18	4090	4090	NUM
bracis-28429	166	19	,	,	PUNCT
bracis-28429	166	20	and	and	CCONJ
bracis-28429	166	21	nvidia	nvidia	PROPN
bracis-28429	166	22	tesla	tesla	PROPN
bracis-28429	166	23	grid	grid	PROPN
bracis-28429	166	24	v100d-32c	v100d-32c	PROPN
bracis-28429	166	25	.	.	PUNCT
bracis-28429	167	1	5	5	NUM
bracis-28429	167	2	experimental	experimental	ADJ
bracis-28429	167	3	results	result	NOUN
bracis-28429	167	4	in	in	ADP
bracis-28429	167	5	this	this	DET
bracis-28429	167	6	section	section	NOUN
bracis-28429	167	7	,	,	PUNCT
bracis-28429	167	8	we	we	PRON
bracis-28429	167	9	present	present	VERB
bracis-28429	167	10	the	the	DET
bracis-28429	167	11	results	result	NOUN
bracis-28429	167	12	of	of	ADP
bracis-28429	167	13	both	both	CCONJ
bracis-28429	167	14	internal	internal	ADJ
bracis-28429	167	15	and	and	CCONJ
bracis-28429	167	16	external	external	ADJ
bracis-28429	167	17	evaluations	evaluation	NOUN
bracis-28429	167	18	,	,	PUNCT
bracis-28429	167	19	which	which	PRON
bracis-28429	167	20	aim	aim	VERB
bracis-28429	167	21	to	to	PART
bracis-28429	167	22	address	address	VERB
bracis-28429	167	23	the	the	DET
bracis-28429	167	24	two	two	NUM
bracis-28429	167	25	research	research	NOUN
bracis-28429	167	26	questions	question	NOUN
bracis-28429	167	27	defined	define	VERB
bracis-28429	167	28	in	in	ADP
bracis-28429	167	29	sect	sect	NOUN
bracis-28429	167	30	.	.	PUNCT
bracis-28429	167	31	 	 	SPACE
bracis-28429	168	1	1	1	X
bracis-28429	168	2	.	.	PUNCT
bracis-28429	169	1	the	the	DET
bracis-28429	169	2	internal	internal	ADJ
bracis-28429	169	3	evaluation	evaluation	NOUN
bracis-28429	169	4	focuses	focus	VERB
bracis-28429	169	5	on	on	ADP
bracis-28429	169	6	assessing	assess	VERB
bracis-28429	169	7	the	the	DET
bracis-28429	169	8	performance	performance	NOUN
bracis-28429	169	9	and	and	CCONJ
bracis-28429	169	10	effectiveness	effectiveness	NOUN
bracis-28429	169	11	of	of	ADP
bracis-28429	169	12	different	different	ADJ
bracis-28429	169	13	sentence	sentence	NOUN
bracis-28429	169	14	embedding	embed	VERB
bracis-28429	169	15	models	model	NOUN
bracis-28429	169	16	in	in	ADP
bracis-28429	169	17	representing	represent	VERB
bracis-28429	169	18	procurement	procurement	NOUN
bracis-28429	169	19	documents	document	NOUN
bracis-28429	169	20	(	(	PUNCT
bracis-28429	169	21	sect	sect	NOUN
bracis-28429	169	22	.	.	PUNCT
bracis-28429	169	23	 	 	SPACE
bracis-28429	169	24	5.1	5.1	NUM
bracis-28429	169	25	)	)	PUNCT
bracis-28429	169	26	,	,	PUNCT
bracis-28429	169	27	while	while	SCONJ
bracis-28429	169	28	the	the	DET
bracis-28429	169	29	external	external	ADJ
bracis-28429	169	30	evaluation	evaluation	NOUN
bracis-28429	169	31	examines	examine	VERB
bracis-28429	169	32	the	the	DET
bracis-28429	169	33	quality	quality	NOUN
bracis-28429	169	34	of	of	ADP
bracis-28429	169	35	the	the	DET
bracis-28429	169	36	generated	generate	VERB
bracis-28429	169	37	clusters	cluster	NOUN
bracis-28429	169	38	using	use	VERB
bracis-28429	169	39	bertopic	bertopic	NOUN
bracis-28429	169	40	(	(	PUNCT
bracis-28429	169	41	sect	sect	NOUN
bracis-28429	169	42	.	.	PUNCT
bracis-28429	169	43	 	 	SPACE
bracis-28429	169	44	5.2	5.2	NUM
bracis-28429	169	45	)	)	PUNCT
bracis-28429	169	46	.	.	PUNCT
bracis-28429	170	1	table	table	NOUN
bracis-28429	171	1	3	3	NUM
bracis-28429	171	2	.	.	PUNCT
bracis-28429	171	3	comparison	comparison	NOUN
bracis-28429	171	4	of	of	ADP
bracis-28429	171	5	sentence	sentence	NOUN
bracis-28429	171	6	embedding	embed	VERB
bracis-28429	171	7	models	model	NOUN
bracis-28429	171	8	based	base	VERB
bracis-28429	171	9	on	on	ADP
bracis-28429	171	10	internal	internal	ADJ
bracis-28429	171	11	evaluation	evaluation	NOUN
bracis-28429	171	12	metrics	metric	NOUN
bracis-28429	171	13	.	.	PUNCT
bracis-28429	172	1	the	the	DET
bracis-28429	172	2	best	good	ADJ
bracis-28429	172	3	result	result	NOUN
bracis-28429	172	4	for	for	ADP
bracis-28429	172	5	each	each	DET
bracis-28429	172	6	metric	metric	NOUN
bracis-28429	172	7	is	be	AUX
bracis-28429	172	8	underlined.full	underlined.full	ADJ
bracis-28429	172	9	size	size	NOUN
bracis-28429	172	10	table	table	NOUN
bracis-28429	172	11	fig	fig	NOUN
bracis-28429	172	12	.	.	PUNCT
bracis-28429	173	1	2	2	X
bracis-28429	173	2	.	.	X
bracis-28429	173	3	internal	internal	ADJ
bracis-28429	173	4	evaluation	evaluation	NOUN
bracis-28429	173	5	.	.	PUNCT
bracis-28429	174	1	(	(	PUNCT
bracis-28429	174	2	a	a	X
bracis-28429	174	3	–	–	PUNCT
bracis-28429	174	4	c	c	NOUN
bracis-28429	174	5	)	)	PUNCT
bracis-28429	174	6	distribution	distribution	NOUN
bracis-28429	174	7	of	of	ADP
bracis-28429	174	8	internal	internal	ADJ
bracis-28429	174	9	evaluation	evaluation	NOUN
bracis-28429	174	10	metrics	metric	NOUN
bracis-28429	174	11	,	,	PUNCT
bracis-28429	174	12	varying	vary	VERB
bracis-28429	174	13	across	across	ADP
bracis-28429	174	14	the	the	DET
bracis-28429	174	15	different	different	ADJ
bracis-28429	174	16	models	model	NOUN
bracis-28429	174	17	and	and	CCONJ
bracis-28429	174	18	number	number	NOUN
bracis-28429	174	19	of	of	ADP
bracis-28429	174	20	topics	topic	NOUN
bracis-28429	174	21	.	.	PUNCT
bracis-28429	175	1	the	the	DET
bracis-28429	175	2	kruskal	kruskal	PROPN
bracis-28429	175	3	-	-	PUNCT
bracis-28429	175	4	wallis	wallis	PROPN
bracis-28429	175	5	test	test	NOUN
bracis-28429	175	6	is	be	AUX
bracis-28429	175	7	applied	apply	VERB
bracis-28429	175	8	for	for	ADP
bracis-28429	175	9	the	the	DET
bracis-28429	175	10	models	model	NOUN
bracis-28429	175	11	’	'	PUNCT
bracis-28429	175	12	mean	mean	ADJ
bracis-28429	175	13	comparison	comparison	NOUN
bracis-28429	175	14	.	.	PUNCT
bracis-28429	176	1	(	(	PUNCT
bracis-28429	176	2	d	d	X
bracis-28429	176	3	)	)	PUNCT
bracis-28429	176	4	grouped	group	VERB
bracis-28429	176	5	distribution	distribution	NOUN
bracis-28429	176	6	of	of	ADP
bracis-28429	176	7	the	the	DET
bracis-28429	176	8	weighted	weight	VERB
bracis-28429	176	9	score	score	NOUN
bracis-28429	176	10	.	.	PUNCT
bracis-28429	177	1	the	the	DET
bracis-28429	177	2	paired	pair	VERB
bracis-28429	177	3	wilcoxon	wilcoxon	ADJ
bracis-28429	177	4	test	test	NOUN
bracis-28429	177	5	is	be	AUX
bracis-28429	177	6	applied	apply	VERB
bracis-28429	177	7	for	for	ADP
bracis-28429	177	8	grouped	group	VERB
bracis-28429	177	9	distributions	distribution	NOUN
bracis-28429	177	10	’	'	PUNCT
bracis-28429	177	11	mean	mean	ADJ
bracis-28429	177	12	comparison	comparison	NOUN
bracis-28429	177	13	,	,	PUNCT
bracis-28429	177	14	referring	refer	VERB
bracis-28429	177	15	to	to	ADP
bracis-28429	177	16	the	the	DET
bracis-28429	177	17	number	number	NOUN
bracis-28429	177	18	of	of	ADP
bracis-28429	177	19	topics	topic	NOUN
bracis-28429	177	20	=	=	SYM
bracis-28429	177	21	10	10	NUM
bracis-28429	177	22	.	.	PUNCT
bracis-28429	178	1	full	full	ADJ
bracis-28429	178	2	size	size	NOUN
bracis-28429	178	3	image	image	NOUN
bracis-28429	178	4	5.1	5.1	NUM
bracis-28429	178	5	internal	internal	ADJ
bracis-28429	178	6	evaluation	evaluation	NOUN
bracis-28429	178	7	the	the	DET
bracis-28429	178	8	internal	internal	ADJ
bracis-28429	178	9	evaluation	evaluation	NOUN
bracis-28429	178	10	results	result	NOUN
bracis-28429	178	11	are	be	AUX
bracis-28429	178	12	presented	present	VERB
bracis-28429	178	13	in	in	ADP
bracis-28429	178	14	table	table	NOUN
bracis-28429	178	15	 	 	SPACE
bracis-28429	178	16	3	3	NUM
bracis-28429	178	17	and	and	CCONJ
bracis-28429	178	18	fig	fig	NOUN
bracis-28429	178	19	.	.	PUNCT
bracis-28429	178	20	 	 	SPACE
bracis-28429	178	21	2	2	NUM
bracis-28429	178	22	,	,	PUNCT
bracis-28429	178	23	providing	provide	VERB
bracis-28429	178	24	a	a	DET
bracis-28429	178	25	comparative	comparative	ADJ
bracis-28429	178	26	analysis	analysis	NOUN
bracis-28429	178	27	of	of	ADP
bracis-28429	178	28	the	the	DET
bracis-28429	178	29	performance	performance	NOUN
bracis-28429	178	30	of	of	ADP
bracis-28429	178	31	the	the	DET
bracis-28429	178	32	evaluated	evaluated	ADJ
bracis-28429	178	33	models	model	NOUN
bracis-28429	178	34	.	.	PUNCT
bracis-28429	179	1	table	table	NOUN
bracis-28429	179	2	 	 	SPACE
bracis-28429	179	3	3	3	NUM
bracis-28429	179	4	summarizes	summarize	NOUN
bracis-28429	179	5	the	the	DET
bracis-28429	179	6	evaluation	evaluation	NOUN
bracis-28429	179	7	metrics	metric	NOUN
bracis-28429	179	8	,	,	PUNCT
bracis-28429	179	9	including	include	VERB
bracis-28429	179	10	topic	topic	NOUN
bracis-28429	179	11	coherence	coherence	NOUN
bracis-28429	179	12	,	,	PUNCT
bracis-28429	179	13	diversity	diversity	NOUN
bracis-28429	179	14	,	,	PUNCT
bracis-28429	179	15	and	and	CCONJ
bracis-28429	179	16	the	the	DET
bracis-28429	179	17	weighted	weighted	ADJ
bracis-28429	179	18	score	score	NOUN
bracis-28429	179	19	.	.	PUNCT
bracis-28429	180	1	the	the	DET
bracis-28429	180	2	results	result	NOUN
bracis-28429	180	3	indicate	indicate	VERB
bracis-28429	180	4	that	that	SCONJ
bracis-28429	180	5	our	our	PRON
bracis-28429	180	6	trained	train	VERB
bracis-28429	180	7	model	model	NOUN
bracis-28429	180	8	,	,	PUNCT
bracis-28429	180	9	libert	libert	NOUN
bracis-28429	180	10	-	-	PUNCT
bracis-28429	180	11	se	se	X
bracis-28429	180	12	,	,	PUNCT
bracis-28429	180	13	consistently	consistently	ADV
bracis-28429	180	14	outperforms	outperform	VERB
bracis-28429	180	15	the	the	DET
bracis-28429	180	16	other	other	ADJ
bracis-28429	180	17	five	five	NUM
bracis-28429	180	18	models	model	NOUN
bracis-28429	180	19	across	across	ADP
bracis-28429	180	20	most	most	ADJ
bracis-28429	180	21	internal	internal	ADJ
bracis-28429	180	22	evaluation	evaluation	NOUN
bracis-28429	180	23	metrics	metric	NOUN
bracis-28429	180	24	.	.	PUNCT
bracis-28429	181	1	our	our	PRON
bracis-28429	181	2	model	model	NOUN
bracis-28429	181	3	performs	perform	VERB
bracis-28429	181	4	similarly	similarly	ADV
bracis-28429	181	5	to	to	ADP
bracis-28429	181	6	the	the	DET
bracis-28429	181	7	fine	fine	ADV
bracis-28429	181	8	-	-	PUNCT
bracis-28429	181	9	tuned	tune	VERB
bracis-28429	181	10	simcse	simcse	NOUN
bracis-28429	181	11	version	version	NOUN
bracis-28429	181	12	and	and	CCONJ
bracis-28429	181	13	labse	labse	NOUN
bracis-28429	181	14	regarding	regard	VERB
bracis-28429	181	15	topic	topic	NOUN
bracis-28429	181	16	diversity	diversity	NOUN
bracis-28429	181	17	,	,	PUNCT
bracis-28429	181	18	indicating	indicate	VERB
bracis-28429	181	19	that	that	SCONJ
bracis-28429	181	20	it	it	PRON
bracis-28429	181	21	can	can	AUX
bracis-28429	181	22	generate	generate	VERB
bracis-28429	181	23	diverse	diverse	ADJ
bracis-28429	181	24	and	and	CCONJ
bracis-28429	181	25	distinct	distinct	ADJ
bracis-28429	181	26	topics	topic	NOUN
bracis-28429	181	27	.	.	PUNCT
bracis-28429	182	1	these	these	DET
bracis-28429	182	2	findings	finding	NOUN
bracis-28429	182	3	underscore	underscore	VERB
bracis-28429	182	4	the	the	DET
bracis-28429	182	5	efficacy	efficacy	NOUN
bracis-28429	182	6	of	of	ADP
bracis-28429	182	7	libert	libert	NOUN
bracis-28429	182	8	-	-	PUNCT
bracis-28429	182	9	se	se	X
bracis-28429	182	10	in	in	ADP
bracis-28429	182	11	representing	represent	VERB
bracis-28429	182	12	procurement	procurement	NOUN
bracis-28429	182	13	documents	document	NOUN
bracis-28429	182	14	and	and	CCONJ
bracis-28429	182	15	capturing	capture	VERB
bracis-28429	182	16	the	the	DET
bracis-28429	182	17	underlying	underlying	ADJ
bracis-28429	182	18	topics	topic	NOUN
bracis-28429	182	19	accurately	accurately	ADV
bracis-28429	182	20	.	.	PUNCT
bracis-28429	183	1	figure	figure	VERB
bracis-28429	183	2	 	 	SPACE
bracis-28429	183	3	2	2	NUM
bracis-28429	183	4	complements	complement	NOUN
bracis-28429	183	5	the	the	DET
bracis-28429	183	6	results	result	NOUN
bracis-28429	183	7	’	'	PUNCT
bracis-28429	183	8	evaluation	evaluation	NOUN
bracis-28429	183	9	,	,	PUNCT
bracis-28429	183	10	depicting	depict	VERB
bracis-28429	183	11	the	the	DET
bracis-28429	183	12	distribution	distribution	NOUN
bracis-28429	183	13	of	of	ADP
bracis-28429	183	14	topic	topic	NOUN
bracis-28429	183	15	coherence	coherence	NOUN
bracis-28429	183	16	(	(	PUNCT
bracis-28429	183	17	a	a	NOUN
bracis-28429	183	18	)	)	PUNCT
bracis-28429	183	19	,	,	PUNCT
bracis-28429	183	20	topic	topic	NOUN
bracis-28429	183	21	diversity	diversity	NOUN
bracis-28429	183	22	(	(	PUNCT
bracis-28429	183	23	b	b	NOUN
bracis-28429	183	24	)	)	PUNCT
bracis-28429	183	25	,	,	PUNCT
bracis-28429	183	26	weighted	weight	VERB
bracis-28429	183	27	score	score	NOUN
bracis-28429	183	28	(	(	PUNCT
bracis-28429	183	29	c	c	NOUN
bracis-28429	183	30	)	)	PUNCT
bracis-28429	183	31	,	,	PUNCT
bracis-28429	183	32	varying	vary	VERB
bracis-28429	183	33	across	across	ADP
bracis-28429	183	34	the	the	DET
bracis-28429	183	35	different	different	ADJ
bracis-28429	183	36	models	model	NOUN
bracis-28429	183	37	and	and	CCONJ
bracis-28429	183	38	number	number	NOUN
bracis-28429	183	39	of	of	ADP
bracis-28429	183	40	topics	topic	NOUN
bracis-28429	183	41	.	.	PUNCT
bracis-28429	184	1	furthermore	furthermore	ADV
bracis-28429	184	2	,	,	PUNCT
bracis-28429	184	3	fig	fig	NOUN
bracis-28429	184	4	.	.	PUNCT
bracis-28429	184	5	 	 	SPACE
bracis-28429	184	6	2(d	2(d	NUM
bracis-28429	184	7	)	)	PUNCT
bracis-28429	184	8	shows	show	VERB
bracis-28429	184	9	the	the	DET
bracis-28429	184	10	grouped	group	VERB
bracis-28429	184	11	distribution	distribution	NOUN
bracis-28429	184	12	of	of	ADP
bracis-28429	184	13	the	the	DET
bracis-28429	184	14	weighted	weighted	ADJ
bracis-28429	184	15	score	score	NOUN
bracis-28429	184	16	,	,	PUNCT
bracis-28429	184	17	providing	provide	VERB
bracis-28429	184	18	a	a	DET
bracis-28429	184	19	concise	concise	ADJ
bracis-28429	184	20	overview	overview	NOUN
bracis-28429	184	21	of	of	ADP
bracis-28429	184	22	the	the	DET
bracis-28429	184	23	performance	performance	NOUN
bracis-28429	184	24	of	of	ADP
bracis-28429	184	25	each	each	DET
bracis-28429	184	26	model	model	NOUN
bracis-28429	184	27	across	across	ADP
bracis-28429	184	28	the	the	DET
bracis-28429	184	29	number	number	NOUN
bracis-28429	184	30	of	of	ADP
bracis-28429	184	31	topics	topic	NOUN
bracis-28429	184	32	range	range	VERB
bracis-28429	184	33	.	.	PUNCT
bracis-28429	185	1	kruskal	kruskal	PROPN
bracis-28429	185	2	-	-	PUNCT
bracis-28429	185	3	wallis	wallis	PROPN
bracis-28429	185	4	and	and	CCONJ
bracis-28429	185	5	paired	pair	VERB
bracis-28429	185	6	wilcoxon	wilcoxon	ADJ
bracis-28429	185	7	tests	test	NOUN
bracis-28429	185	8	were	be	AUX
bracis-28429	185	9	conducted	conduct	VERB
bracis-28429	185	10	to	to	PART
bracis-28429	185	11	determine	determine	VERB
bracis-28429	185	12	the	the	DET
bracis-28429	185	13	statistical	statistical	ADJ
bracis-28429	185	14	significance	significance	NOUN
bracis-28429	185	15	of	of	ADP
bracis-28429	185	16	the	the	DET
bracis-28429	185	17	observed	observe	VERB
bracis-28429	185	18	differences	difference	NOUN
bracis-28429	185	19	.	.	PUNCT
bracis-28429	186	1	these	these	DET
bracis-28429	186	2	tests	test	NOUN
bracis-28429	186	3	allow	allow	VERB
bracis-28429	186	4	us	we	PRON
bracis-28429	186	5	to	to	PART
bracis-28429	186	6	verify	verify	VERB
bracis-28429	186	7	whether	whether	SCONJ
bracis-28429	186	8	there	there	PRON
bracis-28429	186	9	are	be	VERB
bracis-28429	186	10	significant	significant	ADJ
bracis-28429	186	11	differences	difference	NOUN
bracis-28429	186	12	between	between	ADP
bracis-28429	186	13	the	the	DET
bracis-28429	186	14	models	model	NOUN
bracis-28429	186	15	considered	consider	VERB
bracis-28429	186	16	,	,	PUNCT
bracis-28429	186	17	providing	provide	VERB
bracis-28429	186	18	additional	additional	ADJ
bracis-28429	186	19	insights	insight	NOUN
bracis-28429	186	20	into	into	ADP
bracis-28429	186	21	their	their	PRON
bracis-28429	186	22	relative	relative	ADJ
bracis-28429	186	23	performance	performance	NOUN
bracis-28429	186	24	.	.	PUNCT
bracis-28429	187	1	figures	figure	NOUN
bracis-28429	187	2	 	 	SPACE
bracis-28429	187	3	2(a	2(a	NUM
bracis-28429	187	4	–	–	PUNCT
bracis-28429	187	5	c	c	X
bracis-28429	187	6	)	)	PUNCT
bracis-28429	187	7	corroborate	corroborate	VERB
bracis-28429	187	8	the	the	DET
bracis-28429	187	9	findings	finding	NOUN
bracis-28429	187	10	presented	present	VERB
bracis-28429	187	11	in	in	ADP
bracis-28429	187	12	table	table	NOUN
bracis-28429	187	13	 	 	SPACE
bracis-28429	187	14	3	3	NUM
bracis-28429	187	15	,	,	PUNCT
bracis-28429	187	16	further	far	ADV
bracis-28429	187	17	reinforcing	reinforce	VERB
bracis-28429	187	18	the	the	DET
bracis-28429	187	19	superior	superior	ADJ
bracis-28429	187	20	performance	performance	NOUN
bracis-28429	187	21	of	of	ADP
bracis-28429	187	22	our	our	PRON
bracis-28429	187	23	model	model	NOUN
bracis-28429	187	24	(	(	PUNCT
bracis-28429	187	25	libert	libert	NOUN
bracis-28429	187	26	-	-	PUNCT
bracis-28429	187	27	se	se	X
bracis-28429	187	28	)	)	PUNCT
bracis-28429	187	29	compared	compare	VERB
bracis-28429	187	30	to	to	ADP
bracis-28429	187	31	the	the	DET
bracis-28429	187	32	other	other	ADJ
bracis-28429	187	33	models	model	NOUN
bracis-28429	187	34	across	across	ADP
bracis-28429	187	35	most	most	ADJ
bracis-28429	187	36	evaluated	evaluate	VERB
bracis-28429	187	37	metrics	metric	NOUN
bracis-28429	187	38	.	.	PUNCT
bracis-28429	188	1	our	our	PRON
bracis-28429	188	2	model	model	NOUN
bracis-28429	188	3	consistently	consistently	ADV
bracis-28429	188	4	achieved	achieve	VERB
bracis-28429	188	5	higher	high	ADJ
bracis-28429	188	6	scores	score	NOUN
bracis-28429	188	7	in	in	ADP
bracis-28429	188	8	terms	term	NOUN
bracis-28429	188	9	of	of	ADP
bracis-28429	188	10	coherence	coherence	NOUN
bracis-28429	188	11	across	across	ADP
bracis-28429	188	12	the	the	DET
bracis-28429	188	13	different	different	ADJ
bracis-28429	188	14	numbers	number	NOUN
bracis-28429	188	15	of	of	ADP
bracis-28429	188	16	topics	topic	NOUN
bracis-28429	188	17	.	.	PUNCT
bracis-28429	189	1	however	however	ADV
bracis-28429	189	2	,	,	PUNCT
bracis-28429	189	3	regarding	regard	VERB
bracis-28429	189	4	topic	topic	NOUN
bracis-28429	189	5	diversity	diversity	NOUN
bracis-28429	189	6	,	,	PUNCT
bracis-28429	189	7	the	the	DET
bracis-28429	189	8	performance	performance	NOUN
bracis-28429	189	9	of	of	ADP
bracis-28429	189	10	our	our	PRON
bracis-28429	189	11	model	model	NOUN
bracis-28429	189	12	was	be	AUX
bracis-28429	189	13	comparable	comparable	ADJ
bracis-28429	189	14	to	to	ADP
bracis-28429	189	15	the	the	DET
bracis-28429	189	16	simcse	simcse	NOUN
bracis-28429	189	17	and	and	CCONJ
bracis-28429	189	18	labse	labse	NOUN
bracis-28429	189	19	models	model	NOUN
bracis-28429	189	20	.	.	PUNCT
bracis-28429	190	1	therefore	therefore	ADV
bracis-28429	190	2	,	,	PUNCT
bracis-28429	190	3	while	while	SCONJ
bracis-28429	190	4	our	our	PRON
bracis-28429	190	5	model	model	NOUN
bracis-28429	190	6	excelled	excel	VERB
bracis-28429	190	7	in	in	ADP
bracis-28429	190	8	topic	topic	NOUN
bracis-28429	190	9	coherence	coherence	NOUN
bracis-28429	190	10	,	,	PUNCT
bracis-28429	190	11	it	it	PRON
bracis-28429	190	12	also	also	ADV
bracis-28429	190	13	maintained	maintain	VERB
bracis-28429	190	14	a	a	DET
bracis-28429	190	15	high	high	ADJ
bracis-28429	190	16	level	level	NOUN
bracis-28429	190	17	of	of	ADP
bracis-28429	190	18	topic	topic	NOUN
bracis-28429	190	19	diversity	diversity	NOUN
bracis-28429	190	20	,	,	PUNCT
bracis-28429	190	21	which	which	PRON
bracis-28429	190	22	is	be	AUX
bracis-28429	190	23	crucial	crucial	ADJ
bracis-28429	190	24	for	for	ADP
bracis-28429	190	25	generating	generate	VERB
bracis-28429	190	26	meaningful	meaningful	ADJ
bracis-28429	190	27	and	and	CCONJ
bracis-28429	190	28	varied	varied	ADJ
bracis-28429	190	29	topics	topic	NOUN
bracis-28429	190	30	.	.	PUNCT
bracis-28429	191	1	this	this	PRON
bracis-28429	191	2	indicates	indicate	VERB
bracis-28429	191	3	that	that	SCONJ
bracis-28429	191	4	our	our	PRON
bracis-28429	191	5	model	model	NOUN
bracis-28429	191	6	balances	balance	VERB
bracis-28429	191	7	coherence	coherence	NOUN
bracis-28429	191	8	and	and	CCONJ
bracis-28429	191	9	diversity	diversity	NOUN
bracis-28429	191	10	,	,	PUNCT
bracis-28429	191	11	producing	produce	VERB
bracis-28429	191	12	coherent	coherent	ADJ
bracis-28429	191	13	topics	topic	NOUN
bracis-28429	191	14	while	while	SCONJ
bracis-28429	191	15	avoiding	avoid	VERB
bracis-28429	191	16	redundancy	redundancy	NOUN
bracis-28429	191	17	.	.	PUNCT
bracis-28429	192	1	figure	figure	NOUN
bracis-28429	192	2	 	 	SPACE
bracis-28429	192	3	2(d	2(d	NUM
bracis-28429	192	4	)	)	PUNCT
bracis-28429	192	5	provides	provide	VERB
bracis-28429	192	6	a	a	DET
bracis-28429	192	7	comprehensive	comprehensive	ADJ
bracis-28429	192	8	overview	overview	NOUN
bracis-28429	192	9	of	of	ADP
bracis-28429	192	10	the	the	DET
bracis-28429	192	11	models	model	NOUN
bracis-28429	192	12	’	'	PUNCT
bracis-28429	192	13	performance	performance	NOUN
bracis-28429	192	14	by	by	ADP
bracis-28429	192	15	showing	show	VERB
bracis-28429	192	16	the	the	DET
bracis-28429	192	17	grouped	group	VERB
bracis-28429	192	18	distribution	distribution	NOUN
bracis-28429	192	19	of	of	ADP
bracis-28429	192	20	the	the	DET
bracis-28429	192	21	weighted	weight	VERB
bracis-28429	192	22	score	score	NOUN
bracis-28429	192	23	across	across	ADP
bracis-28429	192	24	the	the	DET
bracis-28429	192	25	number	number	NOUN
bracis-28429	192	26	of	of	ADP
bracis-28429	192	27	topics	topic	NOUN
bracis-28429	192	28	range	range	VERB
bracis-28429	192	29	.	.	PUNCT
bracis-28429	193	1	on	on	ADP
bracis-28429	193	2	average	average	ADJ
bracis-28429	193	3	,	,	PUNCT
bracis-28429	193	4	considering	consider	VERB
bracis-28429	193	5	ten	ten	NUM
bracis-28429	193	6	topics	topic	NOUN
bracis-28429	193	7	resulted	result	VERB
bracis-28429	193	8	in	in	ADP
bracis-28429	193	9	a	a	DET
bracis-28429	193	10	high	high	ADJ
bracis-28429	193	11	general	general	ADJ
bracis-28429	193	12	performance	performance	NOUN
bracis-28429	193	13	.	.	PUNCT
bracis-28429	194	1	however	however	ADV
bracis-28429	194	2	,	,	PUNCT
bracis-28429	194	3	as	as	SCONJ
bracis-28429	194	4	the	the	DET
bracis-28429	194	5	number	number	NOUN
bracis-28429	194	6	of	of	ADP
bracis-28429	194	7	topics	topic	NOUN
bracis-28429	194	8	increased	increase	VERB
bracis-28429	194	9	,	,	PUNCT
bracis-28429	194	10	the	the	DET
bracis-28429	194	11	performance	performance	NOUN
bracis-28429	194	12	varied	vary	VERB
bracis-28429	194	13	across	across	ADP
bracis-28429	194	14	the	the	DET
bracis-28429	194	15	models	model	NOUN
bracis-28429	194	16	and	and	CCONJ
bracis-28429	194	17	slightly	slightly	ADV
bracis-28429	194	18	decreased	decrease	VERB
bracis-28429	194	19	.	.	PUNCT
bracis-28429	195	1	this	this	DET
bracis-28429	195	2	finding	finding	NOUN
bracis-28429	195	3	suggests	suggest	VERB
bracis-28429	195	4	that	that	SCONJ
bracis-28429	195	5	the	the	DET
bracis-28429	195	6	number	number	NOUN
bracis-28429	195	7	of	of	ADP
bracis-28429	195	8	topics	topic	NOUN
bracis-28429	195	9	can	can	AUX
bracis-28429	195	10	impact	impact	VERB
bracis-28429	195	11	the	the	DET
bracis-28429	195	12	performance	performance	NOUN
bracis-28429	195	13	of	of	ADP
bracis-28429	195	14	the	the	DET
bracis-28429	195	15	models	model	NOUN
bracis-28429	195	16	.	.	PUNCT
bracis-28429	196	1	while	while	SCONJ
bracis-28429	196	2	a	a	DET
bracis-28429	196	3	lower	low	ADJ
bracis-28429	196	4	number	number	NOUN
bracis-28429	196	5	of	of	ADP
bracis-28429	196	6	topics	topic	NOUN
bracis-28429	196	7	tends	tend	VERB
bracis-28429	196	8	to	to	PART
bracis-28429	196	9	yield	yield	VERB
bracis-28429	196	10	higher	high	ADJ
bracis-28429	196	11	overall	overall	ADJ
bracis-28429	196	12	performance	performance	NOUN
bracis-28429	196	13	,	,	PUNCT
bracis-28429	196	14	increasing	increase	VERB
bracis-28429	196	15	the	the	DET
bracis-28429	196	16	number	number	NOUN
bracis-28429	196	17	of	of	ADP
bracis-28429	196	18	topics	topic	NOUN
bracis-28429	196	19	introduces	introduce	VERB
bracis-28429	196	20	more	more	ADJ
bracis-28429	196	21	granularity	granularity	NOUN
bracis-28429	196	22	but	but	CCONJ
bracis-28429	196	23	may	may	AUX
bracis-28429	196	24	result	result	VERB
bracis-28429	196	25	in	in	ADP
bracis-28429	196	26	a	a	DET
bracis-28429	196	27	slight	slight	ADJ
bracis-28429	196	28	decrease	decrease	NOUN
bracis-28429	196	29	in	in	ADP
bracis-28429	196	30	performance	performance	NOUN
bracis-28429	196	31	.	.	PUNCT
bracis-28429	197	1	fig	fig	NOUN
bracis-28429	197	2	.	.	PUNCT
bracis-28429	198	1	3	3	X
bracis-28429	198	2	.	.	X
bracis-28429	198	3	comparative	comparative	NOUN
bracis-28429	198	4	of	of	ADP
bracis-28429	198	5	(	(	PUNCT
bracis-28429	198	6	a	a	PRON
bracis-28429	198	7	)	)	PUNCT
bracis-28429	198	8	topic	topic	NOUN
bracis-28429	198	9	coherence	coherence	NOUN
bracis-28429	198	10	,	,	PUNCT
bracis-28429	198	11	(	(	PUNCT
bracis-28429	198	12	b	b	X
bracis-28429	198	13	)	)	PUNCT
bracis-28429	198	14	topic	topic	NOUN
bracis-28429	198	15	diversity	diversity	NOUN
bracis-28429	198	16	,	,	PUNCT
bracis-28429	198	17	and	and	CCONJ
bracis-28429	198	18	(	(	PUNCT
bracis-28429	198	19	c	c	X
bracis-28429	198	20	)	)	PUNCT
bracis-28429	198	21	the	the	DET
bracis-28429	198	22	weighted	weight	VERB
bracis-28429	198	23	score	score	NOUN
bracis-28429	198	24	for	for	ADP
bracis-28429	198	25	each	each	DET
bracis-28429	198	26	model	model	NOUN
bracis-28429	198	27	when	when	SCONJ
bracis-28429	198	28	considering	consider	VERB
bracis-28429	198	29	ten	ten	NUM
bracis-28429	198	30	topics	topic	NOUN
bracis-28429	198	31	.	.	PUNCT
bracis-28429	199	1	the	the	DET
bracis-28429	199	2	vertical	vertical	ADJ
bracis-28429	199	3	dashed	dash	VERB
bracis-28429	199	4	line	line	NOUN
bracis-28429	199	5	represents	represent	VERB
bracis-28429	199	6	the	the	DET
bracis-28429	199	7	median	median	ADJ
bracis-28429	199	8	value	value	NOUN
bracis-28429	199	9	for	for	ADP
bracis-28429	199	10	each	each	DET
bracis-28429	199	11	internal	internal	ADJ
bracis-28429	199	12	evaluation	evaluation	NOUN
bracis-28429	199	13	metric	metric	NOUN
bracis-28429	199	14	.	.	PUNCT
bracis-28429	200	1	the	the	DET
bracis-28429	200	2	paired	pair	VERB
bracis-28429	200	3	wilcoxon	wilcoxon	ADJ
bracis-28429	200	4	test	test	NOUN
bracis-28429	200	5	is	be	AUX
bracis-28429	200	6	applied	apply	VERB
bracis-28429	200	7	for	for	ADP
bracis-28429	200	8	the	the	DET
bracis-28429	200	9	models	model	NOUN
bracis-28429	200	10	’	'	PUNCT
bracis-28429	200	11	mean	mean	ADJ
bracis-28429	200	12	comparison	comparison	NOUN
bracis-28429	200	13	,	,	PUNCT
bracis-28429	200	14	referring	refer	VERB
bracis-28429	200	15	to	to	ADP
bracis-28429	200	16	the	the	DET
bracis-28429	200	17	libert	libert	NOUN
bracis-28429	200	18	-	-	PUNCT
bracis-28429	200	19	se	se	PROPN
bracis-28429	200	20	model	model	NOUN
bracis-28429	200	21	.	.	PUNCT
bracis-28429	201	1	full	full	ADJ
bracis-28429	201	2	size	size	NOUN
bracis-28429	201	3	image	image	NOUN
bracis-28429	201	4	to	to	PART
bracis-28429	201	5	conclude	conclude	VERB
bracis-28429	201	6	the	the	DET
bracis-28429	201	7	internal	internal	ADJ
bracis-28429	201	8	evaluation	evaluation	NOUN
bracis-28429	201	9	,	,	PUNCT
bracis-28429	201	10	fig	fig	NOUN
bracis-28429	201	11	.	.	PUNCT
bracis-28429	201	12	 	 	SPACE
bracis-28429	201	13	3	3	NUM
bracis-28429	201	14	provides	provide	VERB
bracis-28429	201	15	further	further	ADJ
bracis-28429	201	16	analysis	analysis	NOUN
bracis-28429	201	17	explicitly	explicitly	ADV
bracis-28429	201	18	focusing	focus	VERB
bracis-28429	201	19	on	on	ADP
bracis-28429	201	20	(	(	PUNCT
bracis-28429	201	21	a	a	DET
bracis-28429	201	22	)	)	PUNCT
bracis-28429	201	23	topic	topic	NOUN
bracis-28429	201	24	coherence	coherence	NOUN
bracis-28429	201	25	,	,	PUNCT
bracis-28429	201	26	(	(	PUNCT
bracis-28429	201	27	b	b	X
bracis-28429	201	28	)	)	PUNCT
bracis-28429	201	29	topic	topic	NOUN
bracis-28429	201	30	diversity	diversity	NOUN
bracis-28429	201	31	,	,	PUNCT
bracis-28429	201	32	and	and	CCONJ
bracis-28429	201	33	(	(	PUNCT
bracis-28429	201	34	c	c	X
bracis-28429	201	35	)	)	PUNCT
bracis-28429	201	36	the	the	DET
bracis-28429	201	37	weighted	weight	VERB
bracis-28429	201	38	score	score	NOUN
bracis-28429	201	39	for	for	ADP
bracis-28429	201	40	each	each	DET
bracis-28429	201	41	model	model	NOUN
bracis-28429	201	42	when	when	SCONJ
bracis-28429	201	43	considering	consider	VERB
bracis-28429	201	44	ten	ten	NUM
bracis-28429	201	45	topics	topic	NOUN
bracis-28429	201	46	.	.	PUNCT
bracis-28429	202	1	by	by	ADP
bracis-28429	202	2	examining	examine	VERB
bracis-28429	202	3	these	these	DET
bracis-28429	202	4	metrics	metric	NOUN
bracis-28429	202	5	individually	individually	ADV
bracis-28429	202	6	,	,	PUNCT
bracis-28429	202	7	we	we	PRON
bracis-28429	202	8	can	can	AUX
bracis-28429	202	9	assess	assess	VERB
bracis-28429	202	10	the	the	DET
bracis-28429	202	11	strengths	strength	NOUN
bracis-28429	202	12	and	and	CCONJ
bracis-28429	202	13	weaknesses	weakness	NOUN
bracis-28429	202	14	of	of	ADP
bracis-28429	202	15	each	each	DET
bracis-28429	202	16	model	model	NOUN
bracis-28429	202	17	in	in	ADP
bracis-28429	202	18	capturing	capture	VERB
bracis-28429	202	19	the	the	DET
bracis-28429	202	20	underlying	underlie	VERB
bracis-28429	202	21	themes	theme	NOUN
bracis-28429	202	22	and	and	CCONJ
bracis-28429	202	23	generating	generate	VERB
bracis-28429	202	24	diverse	diverse	ADJ
bracis-28429	202	25	topic	topic	NOUN
bracis-28429	202	26	representations	representation	NOUN
bracis-28429	202	27	.	.	PUNCT
bracis-28429	203	1	consistent	consistent	ADJ
bracis-28429	203	2	with	with	ADP
bracis-28429	203	3	the	the	DET
bracis-28429	203	4	previous	previous	ADJ
bracis-28429	203	5	findings	finding	NOUN
bracis-28429	203	6	,	,	PUNCT
bracis-28429	203	7	our	our	PRON
bracis-28429	203	8	model	model	NOUN
bracis-28429	203	9	outperforms	outperform	VERB
bracis-28429	203	10	the	the	DET
bracis-28429	203	11	other	other	ADJ
bracis-28429	203	12	five	five	NUM
bracis-28429	203	13	evaluated	evaluated	ADJ
bracis-28429	203	14	models	model	NOUN
bracis-28429	203	15	,	,	PUNCT
bracis-28429	203	16	and	and	CCONJ
bracis-28429	203	17	it	it	PRON
bracis-28429	203	18	consistently	consistently	ADV
bracis-28429	203	19	achieves	achieve	VERB
bracis-28429	203	20	higher	high	ADJ
bracis-28429	203	21	topic	topic	NOUN
bracis-28429	203	22	coherence	coherence	NOUN
bracis-28429	203	23	,	,	PUNCT
bracis-28429	203	24	indicating	indicate	VERB
bracis-28429	203	25	a	a	DET
bracis-28429	203	26	more	more	ADV
bracis-28429	203	27	substantial	substantial	ADJ
bracis-28429	203	28	alignment	alignment	NOUN
bracis-28429	203	29	of	of	ADP
bracis-28429	203	30	words	word	NOUN
bracis-28429	203	31	within	within	ADP
bracis-28429	203	32	each	each	DET
bracis-28429	203	33	topic	topic	NOUN
bracis-28429	203	34	.	.	PUNCT
bracis-28429	204	1	additionally	additionally	ADV
bracis-28429	204	2	,	,	PUNCT
bracis-28429	204	3	our	our	PRON
bracis-28429	204	4	model	model	NOUN
bracis-28429	204	5	exhibits	exhibit	VERB
bracis-28429	204	6	competitive	competitive	ADJ
bracis-28429	204	7	performance	performance	NOUN
bracis-28429	204	8	regarding	regard	VERB
bracis-28429	204	9	topic	topic	NOUN
bracis-28429	204	10	diversity	diversity	NOUN
bracis-28429	204	11	,	,	PUNCT
bracis-28429	204	12	suggesting	suggest	VERB
bracis-28429	204	13	that	that	SCONJ
bracis-28429	204	14	it	it	PRON
bracis-28429	204	15	can	can	AUX
bracis-28429	204	16	generate	generate	VERB
bracis-28429	204	17	varied	varied	ADJ
bracis-28429	204	18	and	and	CCONJ
bracis-28429	204	19	distinct	distinct	ADJ
bracis-28429	204	20	topics	topic	NOUN
bracis-28429	204	21	.	.	PUNCT
bracis-28429	205	1	considering	consider	VERB
bracis-28429	205	2	only	only	ADV
bracis-28429	205	3	the	the	DET
bracis-28429	205	4	weighted	weighted	ADJ
bracis-28429	205	5	score	score	NOUN
bracis-28429	205	6	,	,	PUNCT
bracis-28429	205	7	which	which	PRON
bracis-28429	205	8	combines	combine	VERB
bracis-28429	205	9	coherence	coherence	NOUN
bracis-28429	205	10	and	and	CCONJ
bracis-28429	205	11	diversity	diversity	NOUN
bracis-28429	205	12	,	,	PUNCT
bracis-28429	205	13	the	the	DET
bracis-28429	205	14	models	model	NOUN
bracis-28429	205	15	that	that	PRON
bracis-28429	205	16	perform	perform	VERB
bracis-28429	205	17	well	well	ADV
bracis-28429	205	18	after	after	SCONJ
bracis-28429	205	19	our	our	PRON
bracis-28429	205	20	model	model	NOUN
bracis-28429	205	21	are	be	AUX
bracis-28429	205	22	s	s	NOUN
bracis-28429	205	23	-	-	NOUN
bracis-28429	205	24	bertimbau	bertimbau	NOUN
bracis-28429	205	25	and	and	CCONJ
bracis-28429	205	26	labse	labse	NOUN
bracis-28429	205	27	.	.	PUNCT
bracis-28429	206	1	s	s	NOUN
bracis-28429	206	2	-	-	PUNCT
bracis-28429	206	3	bertimbau	bertimbau	NOUN
bracis-28429	206	4	’s	’s	PART
bracis-28429	206	5	high	high	ADJ
bracis-28429	206	6	performance	performance	NOUN
bracis-28429	206	7	can	can	AUX
bracis-28429	206	8	be	be	AUX
bracis-28429	206	9	attributed	attribute	VERB
bracis-28429	206	10	to	to	ADP
bracis-28429	206	11	its	its	PRON
bracis-28429	206	12	design	design	NOUN
bracis-28429	206	13	specifically	specifically	ADV
bracis-28429	206	14	for	for	ADP
bracis-28429	206	15	the	the	DET
bracis-28429	206	16	portuguese	portuguese	ADJ
bracis-28429	206	17	language	language	NOUN
bracis-28429	206	18	.	.	PUNCT
bracis-28429	207	1	as	as	SCONJ
bracis-28429	207	2	public	public	ADJ
bracis-28429	207	3	procurement	procurement	NOUN
bracis-28429	207	4	data	datum	NOUN
bracis-28429	207	5	often	often	ADV
bracis-28429	207	6	contain	contain	VERB
bracis-28429	207	7	technical	technical	ADJ
bracis-28429	207	8	terms	term	NOUN
bracis-28429	207	9	,	,	PUNCT
bracis-28429	207	10	s	s	NOUN
bracis-28429	207	11	-	-	PUNCT
bracis-28429	207	12	bertimbau	bertimbau	NOUN
bracis-28429	207	13	’s	’s	PART
bracis-28429	207	14	domain	domain	NOUN
bracis-28429	207	15	-	-	PUNCT
bracis-28429	207	16	specific	specific	ADJ
bracis-28429	207	17	embeddings	embedding	NOUN
bracis-28429	207	18	enable	enable	VERB
bracis-28429	207	19	it	it	PRON
bracis-28429	207	20	to	to	PART
bracis-28429	207	21	capture	capture	VERB
bracis-28429	207	22	the	the	DET
bracis-28429	207	23	nuances	nuance	NOUN
bracis-28429	207	24	and	and	CCONJ
bracis-28429	207	25	intricacies	intricacy	NOUN
bracis-28429	207	26	of	of	ADP
bracis-28429	207	27	the	the	DET
bracis-28429	207	28	text	text	NOUN
bracis-28429	207	29	more	more	ADV
bracis-28429	207	30	effectively	effectively	ADV
bracis-28429	207	31	.	.	PUNCT
bracis-28429	208	1	labse	labse	NOUN
bracis-28429	208	2	,	,	PUNCT
bracis-28429	208	3	on	on	ADP
bracis-28429	208	4	the	the	DET
bracis-28429	208	5	other	other	ADJ
bracis-28429	208	6	hand	hand	NOUN
bracis-28429	208	7	,	,	PUNCT
bracis-28429	208	8	is	be	AUX
bracis-28429	208	9	a	a	DET
bracis-28429	208	10	language	language	NOUN
bracis-28429	208	11	-	-	PUNCT
bracis-28429	208	12	agnostic	agnostic	ADJ
bracis-28429	208	13	model	model	NOUN
bracis-28429	208	14	that	that	PRON
bracis-28429	208	15	leverages	leverage	VERB
bracis-28429	208	16	large	large	ADJ
bracis-28429	208	17	-	-	PUNCT
bracis-28429	208	18	scale	scale	NOUN
bracis-28429	208	19	multilingual	multilingual	ADJ
bracis-28429	208	20	training	training	NOUN
bracis-28429	208	21	data	datum	NOUN
bracis-28429	208	22	.	.	PUNCT
bracis-28429	209	1	its	its	PRON
bracis-28429	209	2	competitive	competitive	ADJ
bracis-28429	209	3	performance	performance	NOUN
bracis-28429	209	4	can	can	AUX
bracis-28429	209	5	be	be	AUX
bracis-28429	209	6	explained	explain	VERB
bracis-28429	209	7	by	by	ADP
bracis-28429	209	8	its	its	PRON
bracis-28429	209	9	ability	ability	NOUN
bracis-28429	209	10	to	to	PART
bracis-28429	209	11	handle	handle	VERB
bracis-28429	209	12	various	various	ADJ
bracis-28429	209	13	languages	language	NOUN
bracis-28429	209	14	,	,	PUNCT
bracis-28429	209	15	including	include	VERB
bracis-28429	209	16	portuguese	portuguese	NOUN
bracis-28429	209	17	.	.	PUNCT
bracis-28429	210	1	finally	finally	ADV
bracis-28429	210	2	,	,	PUNCT
bracis-28429	210	3	our	our	PRON
bracis-28429	210	4	model	model	NOUN
bracis-28429	210	5	’s	’s	PART
bracis-28429	210	6	superior	superior	ADJ
bracis-28429	210	7	performance	performance	NOUN
bracis-28429	210	8	can	can	AUX
bracis-28429	210	9	be	be	AUX
bracis-28429	210	10	attributed	attribute	VERB
bracis-28429	210	11	to	to	ADP
bracis-28429	210	12	its	its	PRON
bracis-28429	210	13	ability	ability	NOUN
bracis-28429	210	14	to	to	PART
bracis-28429	210	15	leverage	leverage	VERB
bracis-28429	210	16	pre	pre	ADJ
bracis-28429	210	17	-	-	NOUN
bracis-28429	210	18	training	train	VERB
bracis-28429	210	19	on	on	ADP
bracis-28429	210	20	large	large	ADJ
bracis-28429	210	21	-	-	PUNCT
bracis-28429	210	22	scale	scale	NOUN
bracis-28429	210	23	datasets	dataset	NOUN
bracis-28429	210	24	and	and	CCONJ
bracis-28429	210	25	capture	capture	VERB
bracis-28429	210	26	the	the	DET
bracis-28429	210	27	contextual	contextual	ADJ
bracis-28429	210	28	understanding	understanding	NOUN
bracis-28429	210	29	of	of	ADP
bracis-28429	210	30	the	the	DET
bracis-28429	210	31	text	text	NOUN
bracis-28429	210	32	,	,	PUNCT
bracis-28429	210	33	thereby	thereby	ADV
bracis-28429	210	34	enhancing	enhance	VERB
bracis-28429	210	35	the	the	DET
bracis-28429	210	36	quality	quality	NOUN
bracis-28429	210	37	of	of	ADP
bracis-28429	210	38	the	the	DET
bracis-28429	210	39	generated	generate	VERB
bracis-28429	210	40	topic	topic	NOUN
bracis-28429	210	41	clusters	cluster	NOUN
bracis-28429	210	42	.	.	PUNCT
bracis-28429	211	1	fig	fig	NOUN
bracis-28429	211	2	.	.	PUNCT
bracis-28429	212	1	4	4	X
bracis-28429	212	2	.	.	X
bracis-28429	212	3	performance	performance	NOUN
bracis-28429	212	4	comparison	comparison	NOUN
bracis-28429	212	5	based	base	VERB
bracis-28429	212	6	on	on	ADP
bracis-28429	212	7	the	the	DET
bracis-28429	212	8	weighted	weight	VERB
bracis-28429	212	9	score	score	NOUN
bracis-28429	212	10	across	across	ADP
bracis-28429	212	11	different	different	ADJ
bracis-28429	212	12	variations	variation	NOUN
bracis-28429	212	13	of	of	ADP
bracis-28429	212	14	nr_topics_list	nr_topics_list	PROPN
bracis-28429	212	15	and	and	CCONJ
bracis-28429	212	16	min_topic_sizes	min_topic_size	NOUN
bracis-28429	212	17	hyperparameters	hyperparameter	NOUN
bracis-28429	212	18	.	.	PUNCT
bracis-28429	213	1	full	full	ADJ
bracis-28429	213	2	size	size	NOUN
bracis-28429	213	3	image	image	NOUN
bracis-28429	213	4	5.2	5.2	NUM
bracis-28429	213	5	external	external	ADJ
bracis-28429	213	6	evaluation	evaluation	NOUN
bracis-28429	213	7	to	to	PART
bracis-28429	213	8	perform	perform	VERB
bracis-28429	213	9	the	the	DET
bracis-28429	213	10	external	external	ADJ
bracis-28429	213	11	evaluation	evaluation	NOUN
bracis-28429	213	12	,	,	PUNCT
bracis-28429	213	13	we	we	PRON
bracis-28429	213	14	fine	fine	ADV
bracis-28429	213	15	-	-	PUNCT
bracis-28429	213	16	tuned	tune	VERB
bracis-28429	213	17	two	two	NUM
bracis-28429	213	18	specific	specific	ADJ
bracis-28429	213	19	hyperparameters	hyperparameter	NOUN
bracis-28429	213	20	of	of	ADP
bracis-28429	213	21	bertopic	bertopic	NOUN
bracis-28429	213	22	using	use	VERB
bracis-28429	213	23	the	the	DET
bracis-28429	213	24	best	well	ADV
bracis-28429	213	25	-	-	PUNCT
bracis-28429	213	26	performing	perform	VERB
bracis-28429	213	27	language	language	NOUN
bracis-28429	213	28	model	model	NOUN
bracis-28429	213	29	,	,	PUNCT
bracis-28429	213	30	i.e.	i.e.	X
bracis-28429	213	31	,	,	PUNCT
bracis-28429	213	32	libert	libert	NOUN
bracis-28429	213	33	-	-	PUNCT
bracis-28429	213	34	se	se	X
bracis-28429	213	35	.	.	PUNCT
bracis-28429	214	1	these	these	DET
bracis-28429	214	2	hyperparameters	hyperparameter	NOUN
bracis-28429	214	3	are	be	AUX
bracis-28429	214	4	nr_topics_list	nr_topics_list	PROPN
bracis-28429	214	5	and	and	CCONJ
bracis-28429	214	6	min_topic_sizes	min_topic_sizes	PROPN
bracis-28429	214	7	.	.	PUNCT
bracis-28429	215	1	figure	figure	NOUN
bracis-28429	215	2	 	 	SPACE
bracis-28429	215	3	4	4	NUM
bracis-28429	215	4	shows	show	VERB
bracis-28429	215	5	the	the	DET
bracis-28429	215	6	performance	performance	NOUN
bracis-28429	215	7	based	base	VERB
bracis-28429	215	8	on	on	ADP
bracis-28429	215	9	the	the	DET
bracis-28429	215	10	weighted	weighted	ADJ
bracis-28429	215	11	score	score	NOUN
bracis-28429	215	12	across	across	ADP
bracis-28429	215	13	different	different	ADJ
bracis-28429	215	14	variations	variation	NOUN
bracis-28429	215	15	of	of	ADP
bracis-28429	215	16	both	both	DET
bracis-28429	215	17	hyperparameters	hyperparameter	NOUN
bracis-28429	215	18	.	.	PUNCT
bracis-28429	216	1	to	to	PART
bracis-28429	216	2	determine	determine	VERB
bracis-28429	216	3	the	the	DET
bracis-28429	216	4	statistically	statistically	ADV
bracis-28429	216	5	significant	significant	ADJ
bracis-28429	216	6	combination	combination	NOUN
bracis-28429	216	7	of	of	ADP
bracis-28429	216	8	nr_topics_list	nr_topics_list	PROPN
bracis-28429	216	9	and	and	CCONJ
bracis-28429	216	10	min_topic_sizes	min_topic_size	NOUN
bracis-28429	216	11	,	,	PUNCT
bracis-28429	216	12	we	we	PRON
bracis-28429	216	13	applied	apply	VERB
bracis-28429	216	14	the	the	DET
bracis-28429	216	15	kruskal	kruskal	PROPN
bracis-28429	216	16	-	-	PUNCT
bracis-28429	216	17	wallis	wallis	PROPN
bracis-28429	216	18	test	test	NOUN
bracis-28429	216	19	,	,	PUNCT
bracis-28429	216	20	allowing	allow	VERB
bracis-28429	216	21	us	we	PRON
bracis-28429	216	22	to	to	PART
bracis-28429	216	23	identify	identify	VERB
bracis-28429	216	24	the	the	DET
bracis-28429	216	25	combination	combination	NOUN
bracis-28429	216	26	that	that	PRON
bracis-28429	216	27	achieved	achieve	VERB
bracis-28429	216	28	the	the	DET
bracis-28429	216	29	best	good	ADJ
bracis-28429	216	30	performance	performance	NOUN
bracis-28429	216	31	:	:	PUNCT
bracis-28429	216	32	10	10	NUM
bracis-28429	216	33	and	and	CCONJ
bracis-28429	216	34	60	60	NUM
bracis-28429	216	35	,	,	PUNCT
bracis-28429	216	36	respectively	respectively	ADV
bracis-28429	216	37	.	.	PUNCT
bracis-28429	217	1	figure	figure	NOUN
bracis-28429	217	2	 	 	SPACE
bracis-28429	217	3	5	5	NUM
bracis-28429	217	4	shows	show	VERB
bracis-28429	217	5	the	the	DET
bracis-28429	217	6	word	word	NOUN
bracis-28429	217	7	clouds	cloud	NOUN
bracis-28429	217	8	of	of	ADP
bracis-28429	217	9	the	the	DET
bracis-28429	217	10	ten	ten	NUM
bracis-28429	217	11	topics	topic	NOUN
bracis-28429	217	12	identified	identify	VERB
bracis-28429	217	13	by	by	ADP
bracis-28429	217	14	bertopic	bertopic	NOUN
bracis-28429	217	15	,	,	PUNCT
bracis-28429	217	16	using	use	VERB
bracis-28429	217	17	the	the	DET
bracis-28429	217	18	optimal	optimal	ADJ
bracis-28429	217	19	hyperparameters	hyperparameter	NOUN
bracis-28429	217	20	.	.	PUNCT
bracis-28429	218	1	each	each	DET
bracis-28429	218	2	word	word	NOUN
bracis-28429	218	3	cloud	cloud	NOUN
bracis-28429	218	4	visually	visually	ADV
bracis-28429	218	5	represents	represent	VERB
bracis-28429	218	6	the	the	DET
bracis-28429	218	7	most	most	ADV
bracis-28429	218	8	significant	significant	ADJ
bracis-28429	218	9	keywords	keyword	NOUN
bracis-28429	218	10	associated	associate	VERB
bracis-28429	218	11	with	with	ADP
bracis-28429	218	12	a	a	DET
bracis-28429	218	13	specific	specific	ADJ
bracis-28429	218	14	topic	topic	NOUN
bracis-28429	218	15	.	.	PUNCT
bracis-28429	219	1	the	the	DET
bracis-28429	219	2	first	first	ADJ
bracis-28429	219	3	topic	topic	NOUN
bracis-28429	219	4	(	(	PUNCT
bracis-28429	219	5	-1	-1	PUNCT
bracis-28429	219	6	)	)	PUNCT
bracis-28429	219	7	represents	represent	VERB
bracis-28429	219	8	the	the	DET
bracis-28429	219	9	outlier	outlier	ADJ
bracis-28429	219	10	documents	document	NOUN
bracis-28429	219	11	that	that	PRON
bracis-28429	219	12	do	do	AUX
bracis-28429	219	13	not	not	PART
bracis-28429	219	14	align	align	VERB
bracis-28429	219	15	with	with	ADP
bracis-28429	219	16	any	any	DET
bracis-28429	219	17	particular	particular	ADJ
bracis-28429	219	18	theme	theme	NOUN
bracis-28429	219	19	or	or	CCONJ
bracis-28429	219	20	topic	topic	NOUN
bracis-28429	219	21	.	.	PUNCT
bracis-28429	220	1	these	these	DET
bracis-28429	220	2	outlier	outlier	ADJ
bracis-28429	220	3	documents	document	NOUN
bracis-28429	220	4	may	may	AUX
bracis-28429	220	5	contain	contain	VERB
bracis-28429	220	6	diverse	diverse	ADJ
bracis-28429	220	7	or	or	CCONJ
bracis-28429	220	8	unrelated	unrelated	ADJ
bracis-28429	220	9	content	content	NOUN
bracis-28429	220	10	that	that	PRON
bracis-28429	220	11	does	do	AUX
bracis-28429	220	12	not	not	PART
bracis-28429	220	13	fit	fit	VERB
bracis-28429	220	14	into	into	ADP
bracis-28429	220	15	the	the	DET
bracis-28429	220	16	predefined	predefine	VERB
bracis-28429	220	17	categories	category	NOUN
bracis-28429	220	18	.	.	PUNCT
bracis-28429	221	1	fig	fig	NOUN
bracis-28429	221	2	.	.	PUNCT
bracis-28429	222	1	5	5	X
bracis-28429	222	2	.	.	X
bracis-28429	222	3	word	word	NOUN
bracis-28429	222	4	clouds	cloud	NOUN
bracis-28429	222	5	of	of	ADP
bracis-28429	222	6	the	the	DET
bracis-28429	222	7	ten	ten	NUM
bracis-28429	222	8	topics	topic	NOUN
bracis-28429	222	9	identified	identify	VERB
bracis-28429	222	10	by	by	ADP
bracis-28429	222	11	bertopic	bertopic	NOUN
bracis-28429	222	12	.	.	PUNCT
bracis-28429	223	1	full	full	ADJ
bracis-28429	223	2	size	size	NOUN
bracis-28429	223	3	image	image	NOUN
bracis-28429	223	4	the	the	DET
bracis-28429	223	5	remaining	remain	VERB
bracis-28429	223	6	topics	topic	NOUN
bracis-28429	223	7	capture	capture	VERB
bracis-28429	223	8	distinct	distinct	ADJ
bracis-28429	223	9	themes	theme	NOUN
bracis-28429	223	10	and	and	CCONJ
bracis-28429	223	11	content	content	NOUN
bracis-28429	223	12	within	within	ADP
bracis-28429	223	13	the	the	DET
bracis-28429	223	14	procurement	procurement	NOUN
bracis-28429	223	15	documents	document	NOUN
bracis-28429	223	16	.	.	PUNCT
bracis-28429	224	1	these	these	DET
bracis-28429	224	2	topics	topic	NOUN
bracis-28429	224	3	range	range	VERB
bracis-28429	224	4	from	from	ADP
bracis-28429	224	5	specific	specific	ADJ
bracis-28429	224	6	domains	domain	NOUN
bracis-28429	224	7	or	or	CCONJ
bracis-28429	224	8	subfields	subfield	NOUN
bracis-28429	224	9	within	within	ADP
bracis-28429	224	10	procurement	procurement	NOUN
bracis-28429	224	11	,	,	PUNCT
bracis-28429	224	12	such	such	ADJ
bracis-28429	224	13	as	as	ADP
bracis-28429	224	14	construction	construction	NOUN
bracis-28429	224	15	projects	project	NOUN
bracis-28429	224	16	,	,	PUNCT
bracis-28429	224	17	supply	supply	NOUN
bracis-28429	224	18	chain	chain	NOUN
bracis-28429	224	19	management	management	NOUN
bracis-28429	224	20	,	,	PUNCT
bracis-28429	224	21	legal	legal	ADJ
bracis-28429	224	22	regulations	regulation	NOUN
bracis-28429	224	23	,	,	PUNCT
bracis-28429	224	24	or	or	CCONJ
bracis-28429	224	25	financial	financial	ADJ
bracis-28429	224	26	aspects	aspect	NOUN
bracis-28429	224	27	.	.	PUNCT
bracis-28429	225	1	to	to	PART
bracis-28429	225	2	compare	compare	VERB
bracis-28429	225	3	the	the	DET
bracis-28429	225	4	topics	topic	NOUN
bracis-28429	225	5	generated	generate	VERB
bracis-28429	225	6	with	with	ADP
bracis-28429	225	7	the	the	DET
bracis-28429	225	8	ground	ground	NOUN
bracis-28429	225	9	truth	truth	NOUN
bracis-28429	225	10	(	(	PUNCT
bracis-28429	225	11	i.e.	i.e.	X
bracis-28429	225	12	,	,	PUNCT
bracis-28429	225	13	metaclasses	metaclasse	NOUN
bracis-28429	225	14	and	and	CCONJ
bracis-28429	225	15	class	class	NOUN
bracis-28429	225	16	labels	label	NOUN
bracis-28429	225	17	)	)	PUNCT
bracis-28429	225	18	,	,	PUNCT
bracis-28429	225	19	we	we	PRON
bracis-28429	225	20	named	name	VERB
bracis-28429	225	21	each	each	DET
bracis-28429	225	22	topic	topic	NOUN
bracis-28429	225	23	based	base	VERB
bracis-28429	225	24	on	on	ADP
bracis-28429	225	25	its	its	PRON
bracis-28429	225	26	top	top	ADJ
bracis-28429	225	27	words	word	NOUN
bracis-28429	225	28	.	.	PUNCT
bracis-28429	226	1	table	table	NOUN
bracis-28429	226	2	 	 	SPACE
bracis-28429	226	3	4	4	NUM
bracis-28429	226	4	presents	present	VERB
bracis-28429	226	5	the	the	DET
bracis-28429	226	6	mapping	mapping	NOUN
bracis-28429	226	7	between	between	ADP
bracis-28429	226	8	the	the	DET
bracis-28429	226	9	topic	topic	NOUN
bracis-28429	226	10	i	i	PROPN
bracis-28429	226	11	d	d	PROPN
bracis-28429	226	12	and	and	CCONJ
bracis-28429	226	13	its	its	PRON
bracis-28429	226	14	given	give	VERB
bracis-28429	226	15	name	name	NOUN
bracis-28429	226	16	,	,	PUNCT
bracis-28429	226	17	along	along	ADP
bracis-28429	226	18	with	with	ADP
bracis-28429	226	19	the	the	DET
bracis-28429	226	20	top	top	ADJ
bracis-28429	226	21	words	word	NOUN
bracis-28429	226	22	and	and	CCONJ
bracis-28429	226	23	their	their	PRON
bracis-28429	226	24	frequency	frequency	NOUN
bracis-28429	226	25	within	within	ADP
bracis-28429	226	26	the	the	DET
bracis-28429	226	27	topic	topic	NOUN
bracis-28429	226	28	.	.	PUNCT
bracis-28429	227	1	table	table	NOUN
bracis-28429	227	2	4	4	NUM
bracis-28429	227	3	.	.	PUNCT
bracis-28429	228	1	mapping	mapping	NOUN
bracis-28429	228	2	between	between	ADP
bracis-28429	228	3	the	the	DET
bracis-28429	228	4	topic	topic	NOUN
bracis-28429	228	5	i	i	PROPN
bracis-28429	228	6	d	d	PROPN
bracis-28429	228	7	and	and	CCONJ
bracis-28429	228	8	its	its	PRON
bracis-28429	228	9	given	give	VERB
bracis-28429	228	10	name.full	name.full	NUM
bracis-28429	228	11	size	size	NOUN
bracis-28429	228	12	table	table	NOUN
bracis-28429	228	13	fig	fig	NOUN
bracis-28429	228	14	.	.	PUNCT
bracis-28429	229	1	6	6	X
bracis-28429	229	2	.	.	X
bracis-28429	229	3	summary	summary	NOUN
bracis-28429	229	4	of	of	ADP
bracis-28429	229	5	the	the	DET
bracis-28429	229	6	topic	topic	NOUN
bracis-28429	229	7	-	-	PUNCT
bracis-28429	229	8	metaclass	metaclass	NOUN
bracis-28429	229	9	associations	association	NOUN
bracis-28429	229	10	.	.	PUNCT
bracis-28429	230	1	full	full	ADJ
bracis-28429	230	2	size	size	NOUN
bracis-28429	230	3	image	image	NOUN
bracis-28429	230	4	using	use	VERB
bracis-28429	230	5	the	the	DET
bracis-28429	230	6	mapped	map	VERB
bracis-28429	230	7	names	name	NOUN
bracis-28429	230	8	in	in	ADP
bracis-28429	230	9	table	table	NOUN
bracis-28429	230	10	 	 	SPACE
bracis-28429	230	11	4	4	NUM
bracis-28429	230	12	,	,	PUNCT
bracis-28429	230	13	we	we	PRON
bracis-28429	230	14	generate	generate	VERB
bracis-28429	230	15	a	a	DET
bracis-28429	230	16	heatmap	heatmap	NOUN
bracis-28429	230	17	to	to	PART
bracis-28429	230	18	analyze	analyze	VERB
bracis-28429	230	19	each	each	DET
bracis-28429	230	20	document	document	NOUN
bracis-28429	230	21	’s	’s	PART
bracis-28429	230	22	occurrence	occurrence	NOUN
bracis-28429	230	23	between	between	ADP
bracis-28429	230	24	topics	topic	NOUN
bracis-28429	230	25	and	and	CCONJ
bracis-28429	230	26	metaclass	metaclass	NOUN
bracis-28429	230	27	labels	label	NOUN
bracis-28429	230	28	(	(	PUNCT
bracis-28429	230	29	fig	fig	NOUN
bracis-28429	230	30	.	.	PUNCT
bracis-28429	230	31	 	 	SPACE
bracis-28429	230	32	6	6	NUM
bracis-28429	230	33	)	)	PUNCT
bracis-28429	230	34	.	.	PUNCT
bracis-28429	231	1	this	this	DET
bracis-28429	231	2	heatmap	heatmap	NOUN
bracis-28429	231	3	provides	provide	VERB
bracis-28429	231	4	a	a	DET
bracis-28429	231	5	visual	visual	ADJ
bracis-28429	231	6	representation	representation	NOUN
bracis-28429	231	7	of	of	ADP
bracis-28429	231	8	the	the	DET
bracis-28429	231	9	associations	association	NOUN
bracis-28429	231	10	between	between	ADP
bracis-28429	231	11	the	the	DET
bracis-28429	231	12	identified	identify	VERB
bracis-28429	231	13	topics	topic	NOUN
bracis-28429	231	14	and	and	CCONJ
bracis-28429	231	15	the	the	DET
bracis-28429	231	16	metaclass	metaclass	NOUN
bracis-28429	231	17	labels	label	NOUN
bracis-28429	231	18	assigned	assign	VERB
bracis-28429	231	19	to	to	ADP
bracis-28429	231	20	the	the	DET
bracis-28429	231	21	procurement	procurement	NOUN
bracis-28429	231	22	documents	document	NOUN
bracis-28429	231	23	.	.	PUNCT
bracis-28429	232	1	the	the	DET
bracis-28429	232	2	intensity	intensity	NOUN
bracis-28429	232	3	of	of	ADP
bracis-28429	232	4	the	the	DET
bracis-28429	232	5	colors	color	NOUN
bracis-28429	232	6	in	in	ADP
bracis-28429	232	7	the	the	DET
bracis-28429	232	8	heatmap	heatmap	NOUN
bracis-28429	232	9	reflects	reflect	VERB
bracis-28429	232	10	the	the	DET
bracis-28429	232	11	frequency	frequency	NOUN
bracis-28429	232	12	or	or	CCONJ
bracis-28429	232	13	occurrence	occurrence	NOUN
bracis-28429	232	14	of	of	ADP
bracis-28429	232	15	the	the	DET
bracis-28429	232	16	topic	topic	NOUN
bracis-28429	232	17	-	-	PUNCT
bracis-28429	232	18	metaclass	metaclass	NOUN
bracis-28429	232	19	pair	pair	NOUN
bracis-28429	232	20	within	within	ADP
bracis-28429	232	21	the	the	DET
bracis-28429	232	22	documents	document	NOUN
bracis-28429	232	23	.	.	PUNCT
bracis-28429	233	1	darker	dark	ADJ
bracis-28429	233	2	colors	color	NOUN
bracis-28429	233	3	indicate	indicate	VERB
bracis-28429	233	4	a	a	DET
bracis-28429	233	5	higher	high	ADJ
bracis-28429	233	6	frequency	frequency	NOUN
bracis-28429	233	7	,	,	PUNCT
bracis-28429	233	8	while	while	SCONJ
bracis-28429	233	9	lighter	light	ADJ
bracis-28429	233	10	colors	color	NOUN
bracis-28429	233	11	represent	represent	VERB
bracis-28429	233	12	a	a	DET
bracis-28429	233	13	lower	low	ADJ
bracis-28429	233	14	frequency	frequency	NOUN
bracis-28429	233	15	or	or	CCONJ
bracis-28429	233	16	absence	absence	NOUN
bracis-28429	233	17	of	of	ADP
bracis-28429	233	18	the	the	DET
bracis-28429	233	19	topic	topic	NOUN
bracis-28429	233	20	-	-	PUNCT
bracis-28429	233	21	metaclass	metaclass	NOUN
bracis-28429	233	22	pair	pair	NOUN
bracis-28429	233	23	.	.	PUNCT
bracis-28429	234	1	overall	overall	ADV
bracis-28429	234	2	,	,	PUNCT
bracis-28429	234	3	the	the	DET
bracis-28429	234	4	topic	topic	NOUN
bracis-28429	234	5	-	-	PUNCT
bracis-28429	234	6	metaclass	metaclass	NOUN
bracis-28429	234	7	associations	association	NOUN
bracis-28429	234	8	do	do	AUX
bracis-28429	234	9	not	not	PART
bracis-28429	234	10	perfectly	perfectly	ADV
bracis-28429	234	11	align	align	VERB
bracis-28429	234	12	in	in	ADP
bracis-28429	234	13	the	the	DET
bracis-28429	234	14	heatmap	heatmap	NOUN
bracis-28429	234	15	.	.	PUNCT
bracis-28429	235	1	while	while	SCONJ
bracis-28429	235	2	some	some	DET
bracis-28429	235	3	topics	topic	NOUN
bracis-28429	235	4	show	show	VERB
bracis-28429	235	5	strong	strong	ADJ
bracis-28429	235	6	associations	association	NOUN
bracis-28429	235	7	with	with	ADP
bracis-28429	235	8	specific	specific	ADJ
bracis-28429	235	9	metaclasses	metaclasse	NOUN
bracis-28429	235	10	,	,	PUNCT
bracis-28429	235	11	indicating	indicate	VERB
bracis-28429	235	12	a	a	DET
bracis-28429	235	13	clear	clear	ADJ
bracis-28429	235	14	thematic	thematic	ADJ
bracis-28429	235	15	correspondence	correspondence	NOUN
bracis-28429	235	16	,	,	PUNCT
bracis-28429	235	17	others	other	NOUN
bracis-28429	235	18	exhibit	exhibit	VERB
bracis-28429	235	19	a	a	DET
bracis-28429	235	20	more	more	ADV
bracis-28429	235	21	scattered	scattered	ADJ
bracis-28429	235	22	or	or	CCONJ
bracis-28429	235	23	diverse	diverse	ADJ
bracis-28429	235	24	distribution	distribution	NOUN
bracis-28429	235	25	across	across	ADP
bracis-28429	235	26	different	different	ADJ
bracis-28429	235	27	metaclasses	metaclasse	NOUN
bracis-28429	235	28	.	.	PUNCT
bracis-28429	236	1	this	this	DET
bracis-28429	236	2	misalignment	misalignment	NOUN
bracis-28429	236	3	can	can	AUX
bracis-28429	236	4	be	be	AUX
bracis-28429	236	5	attributed	attribute	VERB
bracis-28429	236	6	to	to	ADP
bracis-28429	236	7	several	several	ADJ
bracis-28429	236	8	factors	factor	NOUN
bracis-28429	236	9	.	.	PUNCT
bracis-28429	237	1	firstly	firstly	ADV
bracis-28429	237	2	,	,	PUNCT
bracis-28429	237	3	the	the	DET
bracis-28429	237	4	bertopic	bertopic	NOUN
bracis-28429	237	5	is	be	AUX
bracis-28429	237	6	based	base	VERB
bracis-28429	237	7	on	on	ADP
bracis-28429	237	8	the	the	DET
bracis-28429	237	9	underlying	underlie	VERB
bracis-28429	237	10	patterns	pattern	NOUN
bracis-28429	237	11	and	and	CCONJ
bracis-28429	237	12	co	co	NOUN
bracis-28429	237	13	-	-	NOUN
bracis-28429	237	14	occurrences	occurrence	NOUN
bracis-28429	237	15	of	of	ADP
bracis-28429	237	16	words	word	NOUN
bracis-28429	237	17	within	within	ADP
bracis-28429	237	18	the	the	DET
bracis-28429	237	19	documents	document	NOUN
bracis-28429	237	20	,	,	PUNCT
bracis-28429	237	21	which	which	PRON
bracis-28429	237	22	may	may	AUX
bracis-28429	237	23	not	not	PART
bracis-28429	237	24	always	always	ADV
bracis-28429	237	25	align	align	VERB
bracis-28429	237	26	precisely	precisely	ADV
bracis-28429	237	27	with	with	ADP
bracis-28429	237	28	the	the	DET
bracis-28429	237	29	metaclass	metaclass	NOUN
bracis-28429	237	30	labels	label	NOUN
bracis-28429	237	31	assigned	assign	VERB
bracis-28429	237	32	to	to	ADP
bracis-28429	237	33	the	the	DET
bracis-28429	237	34	documents	document	NOUN
bracis-28429	237	35	.	.	PUNCT
bracis-28429	238	1	secondly	secondly	ADV
bracis-28429	238	2	,	,	PUNCT
bracis-28429	238	3	the	the	DET
bracis-28429	238	4	complexity	complexity	NOUN
bracis-28429	238	5	and	and	CCONJ
bracis-28429	238	6	diversity	diversity	NOUN
bracis-28429	238	7	of	of	ADP
bracis-28429	238	8	the	the	DET
bracis-28429	238	9	procurement	procurement	NOUN
bracis-28429	238	10	domain	domain	NOUN
bracis-28429	238	11	can	can	AUX
bracis-28429	238	12	contribute	contribute	VERB
bracis-28429	238	13	to	to	ADP
bracis-28429	238	14	the	the	DET
bracis-28429	238	15	variation	variation	NOUN
bracis-28429	238	16	and	and	CCONJ
bracis-28429	238	17	dispersion	dispersion	NOUN
bracis-28429	238	18	of	of	ADP
bracis-28429	238	19	topics	topic	NOUN
bracis-28429	238	20	across	across	ADP
bracis-28429	238	21	different	different	ADJ
bracis-28429	238	22	metaclasses	metaclasse	NOUN
bracis-28429	238	23	.	.	PUNCT
bracis-28429	239	1	consequently	consequently	ADV
bracis-28429	239	2	,	,	PUNCT
bracis-28429	239	3	topics	topic	NOUN
bracis-28429	239	4	may	may	AUX
bracis-28429	239	5	overlap	overlap	VERB
bracis-28429	239	6	or	or	CCONJ
bracis-28429	239	7	span	span	VERB
bracis-28429	239	8	multiple	multiple	ADJ
bracis-28429	239	9	metaclasses	metaclasse	NOUN
bracis-28429	239	10	,	,	PUNCT
bracis-28429	239	11	leading	lead	VERB
bracis-28429	239	12	to	to	ADP
bracis-28429	239	13	a	a	DET
bracis-28429	239	14	less	less	ADV
bracis-28429	239	15	direct	direct	ADJ
bracis-28429	239	16	one	one	NUM
bracis-28429	239	17	-	-	PUNCT
bracis-28429	239	18	to	to	ADP
bracis-28429	239	19	-	-	PUNCT
bracis-28429	239	20	one	one	NUM
bracis-28429	239	21	correspondence	correspondence	NOUN
bracis-28429	239	22	between	between	ADP
bracis-28429	239	23	topics	topic	NOUN
bracis-28429	239	24	and	and	CCONJ
bracis-28429	239	25	metaclasses	metaclasse	NOUN
bracis-28429	239	26	.	.	PUNCT
bracis-28429	240	1	additionally	additionally	ADV
bracis-28429	240	2	,	,	PUNCT
bracis-28429	240	3	the	the	DET
bracis-28429	240	4	quality	quality	NOUN
bracis-28429	240	5	and	and	CCONJ
bracis-28429	240	6	representativeness	representativeness	ADJ
bracis-28429	240	7	of	of	ADP
bracis-28429	240	8	the	the	DET
bracis-28429	240	9	training	training	NOUN
bracis-28429	240	10	data	datum	NOUN
bracis-28429	240	11	can	can	AUX
bracis-28429	240	12	influence	influence	VERB
bracis-28429	240	13	the	the	DET
bracis-28429	240	14	topic	topic	NOUN
bracis-28429	240	15	modeling	modeling	NOUN
bracis-28429	240	16	results	result	NOUN
bracis-28429	240	17	.	.	PUNCT
bracis-28429	241	1	if	if	SCONJ
bracis-28429	241	2	the	the	DET
bracis-28429	241	3	training	training	NOUN
bracis-28429	241	4	data	datum	NOUN
bracis-28429	241	5	does	do	AUX
bracis-28429	241	6	not	not	PART
bracis-28429	241	7	fully	fully	ADV
bracis-28429	241	8	cover	cover	VERB
bracis-28429	241	9	the	the	DET
bracis-28429	241	10	diversity	diversity	NOUN
bracis-28429	241	11	of	of	ADP
bracis-28429	241	12	procurement	procurement	NOUN
bracis-28429	241	13	documents	document	NOUN
bracis-28429	241	14	or	or	CCONJ
bracis-28429	241	15	lacks	lack	VERB
bracis-28429	241	16	sufficient	sufficient	ADJ
bracis-28429	241	17	labeled	label	VERB
bracis-28429	241	18	examples	example	NOUN
bracis-28429	241	19	for	for	ADP
bracis-28429	241	20	each	each	DET
bracis-28429	241	21	metaclass	metaclass	NOUN
bracis-28429	241	22	,	,	PUNCT
bracis-28429	241	23	it	it	PRON
bracis-28429	241	24	may	may	AUX
bracis-28429	241	25	affect	affect	VERB
bracis-28429	241	26	the	the	DET
bracis-28429	241	27	accuracy	accuracy	NOUN
bracis-28429	241	28	of	of	ADP
bracis-28429	241	29	the	the	DET
bracis-28429	241	30	topic	topic	NOUN
bracis-28429	241	31	-	-	PUNCT
bracis-28429	241	32	metaclass	metaclass	NOUN
bracis-28429	241	33	associations	association	NOUN
bracis-28429	241	34	.	.	PUNCT
bracis-28429	242	1	6	6	NUM
bracis-28429	242	2	conclusion	conclusion	NOUN
bracis-28429	242	3	in	in	ADP
bracis-28429	242	4	this	this	DET
bracis-28429	242	5	paper	paper	NOUN
bracis-28429	242	6	,	,	PUNCT
bracis-28429	242	7	we	we	PRON
bracis-28429	242	8	presented	present	VERB
bracis-28429	242	9	a	a	DET
bracis-28429	242	10	comprehensive	comprehensive	ADJ
bracis-28429	242	11	methodology	methodology	NOUN
bracis-28429	242	12	for	for	ADP
bracis-28429	242	13	topic	topic	NOUN
bracis-28429	242	14	modeling	modeling	NOUN
bracis-28429	242	15	in	in	ADP
bracis-28429	242	16	brazilian	brazilian	ADJ
bracis-28429	242	17	procurement	procurement	NOUN
bracis-28429	242	18	documents	document	NOUN
bracis-28429	242	19	using	use	VERB
bracis-28429	242	20	the	the	DET
bracis-28429	242	21	bertopic	bertopic	NOUN
bracis-28429	242	22	framework	framework	NOUN
bracis-28429	242	23	.	.	PUNCT
bracis-28429	243	1	our	our	PRON
bracis-28429	243	2	approach	approach	NOUN
bracis-28429	243	3	involved	involve	VERB
bracis-28429	243	4	preprocessing	preprocesse	VERB
bracis-28429	243	5	steps	step	NOUN
bracis-28429	243	6	to	to	PART
bracis-28429	243	7	enhance	enhance	VERB
bracis-28429	243	8	the	the	DET
bracis-28429	243	9	quality	quality	NOUN
bracis-28429	243	10	of	of	ADP
bracis-28429	243	11	the	the	DET
bracis-28429	243	12	text	text	NOUN
bracis-28429	243	13	and	and	CCONJ
bracis-28429	243	14	utilized	utilize	VERB
bracis-28429	243	15	hdbscan	hdbscan	NOUN
bracis-28429	243	16	for	for	ADP
bracis-28429	243	17	clustering	cluster	VERB
bracis-28429	243	18	the	the	DET
bracis-28429	243	19	documents	document	NOUN
bracis-28429	243	20	.	.	PUNCT
bracis-28429	244	1	the	the	DET
bracis-28429	244	2	resulting	result	VERB
bracis-28429	244	3	clusters	cluster	NOUN
bracis-28429	244	4	were	be	AUX
bracis-28429	244	5	then	then	ADV
bracis-28429	244	6	analyzed	analyze	VERB
bracis-28429	244	7	using	use	VERB
bracis-28429	244	8	c	c	PROPN
bracis-28429	244	9	-	-	PUNCT
bracis-28429	244	10	tf	tf	NUM
bracis-28429	244	11	-	-	PUNCT
bracis-28429	244	12	idf	idf	NOUN
bracis-28429	244	13	to	to	PART
bracis-28429	244	14	extract	extract	VERB
bracis-28429	244	15	meaningful	meaningful	ADJ
bracis-28429	244	16	topic	topic	NOUN
bracis-28429	244	17	representations	representation	NOUN
bracis-28429	244	18	.	.	PUNCT
bracis-28429	245	1	through	through	ADP
bracis-28429	245	2	evaluating	evaluate	VERB
bracis-28429	245	3	several	several	ADJ
bracis-28429	245	4	sentence	sentence	NOUN
bracis-28429	245	5	embedding	embed	VERB
bracis-28429	245	6	models	model	NOUN
bracis-28429	245	7	,	,	PUNCT
bracis-28429	245	8	we	we	PRON
bracis-28429	245	9	found	find	VERB
bracis-28429	245	10	that	that	SCONJ
bracis-28429	245	11	our	our	PRON
bracis-28429	245	12	trained	train	VERB
bracis-28429	245	13	model	model	NOUN
bracis-28429	245	14	,	,	PUNCT
bracis-28429	245	15	libert	libert	NOUN
bracis-28429	245	16	-	-	PUNCT
bracis-28429	245	17	se	se	X
bracis-28429	245	18	,	,	PUNCT
bracis-28429	245	19	consistently	consistently	ADV
bracis-28429	245	20	outperformed	outperform	VERB
bracis-28429	245	21	the	the	DET
bracis-28429	245	22	other	other	ADJ
bracis-28429	245	23	models	model	NOUN
bracis-28429	245	24	in	in	ADP
bracis-28429	245	25	terms	term	NOUN
bracis-28429	245	26	of	of	ADP
bracis-28429	245	27	topic	topic	NOUN
bracis-28429	245	28	coherence	coherence	NOUN
bracis-28429	245	29	.	.	PUNCT
bracis-28429	246	1	however	however	ADV
bracis-28429	246	2	,	,	PUNCT
bracis-28429	246	3	regarding	regard	VERB
bracis-28429	246	4	the	the	DET
bracis-28429	246	5	efficiency	efficiency	NOUN
bracis-28429	246	6	of	of	ADP
bracis-28429	246	7	bertopic	bertopic	NOUN
bracis-28429	246	8	in	in	ADP
bracis-28429	246	9	capturing	capture	VERB
bracis-28429	246	10	the	the	DET
bracis-28429	246	11	underlying	underlie	VERB
bracis-28429	246	12	topics	topic	NOUN
bracis-28429	246	13	in	in	ADP
bracis-28429	246	14	the	the	DET
bracis-28429	246	15	purchase	purchase	NOUN
bracis-28429	246	16	data	datum	NOUN
bracis-28429	246	17	,	,	PUNCT
bracis-28429	246	18	there	there	PRON
bracis-28429	246	19	is	be	VERB
bracis-28429	246	20	still	still	ADV
bracis-28429	246	21	room	room	NOUN
bracis-28429	246	22	for	for	ADP
bracis-28429	246	23	improvement	improvement	NOUN
bracis-28429	246	24	in	in	ADP
bracis-28429	246	25	aligning	align	VERB
bracis-28429	246	26	the	the	DET
bracis-28429	246	27	topics	topic	NOUN
bracis-28429	246	28	with	with	ADP
bracis-28429	246	29	the	the	DET
bracis-28429	246	30	predefined	predefine	VERB
bracis-28429	246	31	class	class	NOUN
bracis-28429	246	32	labels	label	NOUN
bracis-28429	246	33	.	.	PUNCT
bracis-28429	247	1	this	this	DET
bracis-28429	247	2	finding	finding	NOUN
bracis-28429	247	3	highlights	highlight	VERB
bracis-28429	247	4	the	the	DET
bracis-28429	247	5	inherent	inherent	ADJ
bracis-28429	247	6	challenge	challenge	NOUN
bracis-28429	247	7	of	of	ADP
bracis-28429	247	8	topic	topic	NOUN
bracis-28429	247	9	modeling	modeling	NOUN
bracis-28429	247	10	in	in	ADP
bracis-28429	247	11	public	public	ADJ
bracis-28429	247	12	procurement	procurement	NOUN
bracis-28429	247	13	data	datum	NOUN
bracis-28429	247	14	,	,	PUNCT
bracis-28429	247	15	which	which	PRON
bracis-28429	247	16	is	be	AUX
bracis-28429	247	17	characterized	characterize	VERB
bracis-28429	247	18	by	by	ADP
bracis-28429	247	19	its	its	PRON
bracis-28429	247	20	complexity	complexity	NOUN
bracis-28429	247	21	and	and	CCONJ
bracis-28429	247	22	diversity	diversity	NOUN
bracis-28429	247	23	.	.	PUNCT
bracis-28429	248	1	limitations	limitation	NOUN
bracis-28429	248	2	and	and	CCONJ
bracis-28429	248	3	future	future	ADJ
bracis-28429	248	4	work	work	NOUN
bracis-28429	248	5	.	.	PUNCT
bracis-28429	249	1	while	while	SCONJ
bracis-28429	249	2	our	our	PRON
bracis-28429	249	3	methodology	methodology	NOUN
bracis-28429	249	4	provides	provide	VERB
bracis-28429	249	5	valuable	valuable	ADJ
bracis-28429	249	6	findings	finding	NOUN
bracis-28429	249	7	,	,	PUNCT
bracis-28429	249	8	it	it	PRON
bracis-28429	249	9	is	be	AUX
bracis-28429	249	10	important	important	ADJ
bracis-28429	249	11	to	to	PART
bracis-28429	249	12	acknowledge	acknowledge	VERB
bracis-28429	249	13	some	some	DET
bracis-28429	249	14	limitations	limitation	NOUN
bracis-28429	249	15	:	:	PUNCT
bracis-28429	249	16	the	the	DET
bracis-28429	249	17	preprocessing	preprocessing	NOUN
bracis-28429	249	18	steps	step	NOUN
bracis-28429	249	19	and	and	CCONJ
bracis-28429	249	20	embedding	embed	VERB
bracis-28429	249	21	models	model	NOUN
bracis-28429	249	22	used	use	VERB
bracis-28429	249	23	in	in	ADP
bracis-28429	249	24	this	this	DET
bracis-28429	249	25	study	study	NOUN
bracis-28429	249	26	were	be	AUX
bracis-28429	249	27	specifically	specifically	ADV
bracis-28429	249	28	tailored	tailor	VERB
bracis-28429	249	29	for	for	ADP
bracis-28429	249	30	the	the	DET
bracis-28429	249	31	portuguese	portuguese	ADJ
bracis-28429	249	32	language	language	NOUN
bracis-28429	249	33	.	.	PUNCT
bracis-28429	250	1	applying	apply	VERB
bracis-28429	250	2	the	the	DET
bracis-28429	250	3	methodology	methodology	NOUN
bracis-28429	250	4	to	to	ADP
bracis-28429	250	5	other	other	ADJ
bracis-28429	250	6	languages	language	NOUN
bracis-28429	250	7	may	may	AUX
bracis-28429	250	8	require	require	VERB
bracis-28429	250	9	adaptations	adaptation	NOUN
bracis-28429	250	10	and	and	CCONJ
bracis-28429	250	11	modifications	modification	NOUN
bracis-28429	250	12	.	.	PUNCT
bracis-28429	251	1	the	the	DET
bracis-28429	251	2	focus	focus	NOUN
bracis-28429	251	3	of	of	ADP
bracis-28429	251	4	this	this	DET
bracis-28429	251	5	work	work	NOUN
bracis-28429	251	6	was	be	AUX
bracis-28429	251	7	on	on	ADP
bracis-28429	251	8	brazilian	brazilian	ADJ
bracis-28429	251	9	governmental	governmental	ADJ
bracis-28429	251	10	documents	document	NOUN
bracis-28429	251	11	.	.	PUNCT
bracis-28429	252	1	the	the	DET
bracis-28429	252	2	methodology	methodology	NOUN
bracis-28429	252	3	’s	’s	PART
bracis-28429	252	4	effectiveness	effectiveness	NOUN
bracis-28429	252	5	and	and	CCONJ
bracis-28429	252	6	the	the	DET
bracis-28429	252	7	models	model	NOUN
bracis-28429	252	8	’	'	PUNCT
bracis-28429	252	9	performance	performance	NOUN
bracis-28429	252	10	may	may	AUX
bracis-28429	252	11	vary	vary	VERB
bracis-28429	252	12	when	when	SCONJ
bracis-28429	252	13	applied	apply	VERB
bracis-28429	252	14	to	to	ADP
bracis-28429	252	15	different	different	ADJ
bracis-28429	252	16	domains	domain	NOUN
bracis-28429	252	17	or	or	CCONJ
bracis-28429	252	18	document	document	NOUN
bracis-28429	252	19	types	type	NOUN
bracis-28429	252	20	.	.	PUNCT
bracis-28429	253	1	the	the	DET
bracis-28429	253	2	evaluation	evaluation	NOUN
bracis-28429	253	3	and	and	CCONJ
bracis-28429	253	4	comparison	comparison	NOUN
bracis-28429	253	5	of	of	ADP
bracis-28429	253	6	sentence	sentence	NOUN
bracis-28429	253	7	embedding	embed	VERB
bracis-28429	253	8	models	model	NOUN
bracis-28429	253	9	were	be	AUX
bracis-28429	253	10	conducted	conduct	VERB
bracis-28429	253	11	on	on	ADP
bracis-28429	253	12	a	a	DET
bracis-28429	253	13	specific	specific	ADJ
bracis-28429	253	14	dataset	dataset	NOUN
bracis-28429	253	15	and	and	CCONJ
bracis-28429	253	16	task	task	NOUN
bracis-28429	253	17	.	.	PUNCT
bracis-28429	254	1	as	as	ADP
bracis-28429	254	2	future	future	ADJ
bracis-28429	254	3	work	work	NOUN
bracis-28429	254	4	,	,	PUNCT
bracis-28429	254	5	we	we	PRON
bracis-28429	254	6	aim	aim	VERB
bracis-28429	254	7	to	to	PART
bracis-28429	254	8	conduct	conduct	VERB
bracis-28429	254	9	experiments	experiment	NOUN
bracis-28429	254	10	on	on	ADP
bracis-28429	254	11	diverse	diverse	ADJ
bracis-28429	254	12	datasets	dataset	NOUN
bracis-28429	254	13	across	across	ADP
bracis-28429	254	14	various	various	ADJ
bracis-28429	254	15	languages	language	NOUN
bracis-28429	254	16	and	and	CCONJ
bracis-28429	254	17	domains	domain	NOUN
bracis-28429	254	18	to	to	PART
bracis-28429	254	19	validate	validate	VERB
bracis-28429	254	20	the	the	DET
bracis-28429	254	21	generalizability	generalizability	NOUN
bracis-28429	254	22	and	and	CCONJ
bracis-28429	254	23	robustness	robustness	NOUN
bracis-28429	254	24	of	of	ADP
bracis-28429	254	25	the	the	DET
bracis-28429	254	26	methodology	methodology	NOUN
bracis-28429	254	27	,	,	PUNCT
bracis-28429	254	28	models	model	NOUN
bracis-28429	254	29	,	,	PUNCT
bracis-28429	254	30	and	and	CCONJ
bracis-28429	254	31	evaluation	evaluation	NOUN
bracis-28429	254	32	metrics	metric	NOUN
bracis-28429	254	33	.	.	PUNCT
bracis-28429	255	1	additionally	additionally	ADV
bracis-28429	255	2	,	,	PUNCT
bracis-28429	255	3	we	we	PRON
bracis-28429	255	4	plan	plan	VERB
bracis-28429	255	5	to	to	PART
bracis-28429	255	6	broaden	broaden	VERB
bracis-28429	255	7	our	our	PRON
bracis-28429	255	8	evaluation	evaluation	NOUN
bracis-28429	255	9	by	by	ADP
bracis-28429	255	10	testing	test	VERB
bracis-28429	255	11	a	a	DET
bracis-28429	255	12	wider	wide	ADJ
bracis-28429	255	13	range	range	NOUN
bracis-28429	255	14	of	of	ADP
bracis-28429	255	15	sentence	sentence	NOUN
bracis-28429	255	16	embedding	embed	VERB
bracis-28429	255	17	models	model	NOUN
bracis-28429	255	18	,	,	PUNCT
bracis-28429	255	19	incorporating	incorporate	VERB
bracis-28429	255	20	state	state	NOUN
bracis-28429	255	21	-	-	PUNCT
bracis-28429	255	22	of	of	ADP
bracis-28429	255	23	-	-	PUNCT
bracis-28429	255	24	the	the	DET
bracis-28429	255	25	-	-	PUNCT
bracis-28429	255	26	art	art	NOUN
bracis-28429	255	27	models	model	NOUN
bracis-28429	255	28	.	.	PUNCT
bracis-28429	256	1	notes	note	NOUN
bracis-28429	256	2	1.https://huggingface.co/dccmpmgfinalisticas/libert-se	1.https://huggingface.co/dccmpmgfinalisticas/libert-se	PROPN
bracis-28429	256	3	.	.	PUNCT
bracis-28429	257	1	2.(10	2.(10	NUM
bracis-28429	257	2	,	,	PUNCT
bracis-28429	257	3	13	13	NUM
bracis-28429	257	4	,	,	PUNCT
bracis-28429	257	5	14	14	NUM
bracis-28429	257	6	,	,	PUNCT
bracis-28429	257	7	15	15	NUM
bracis-28429	257	8	,	,	PUNCT
bracis-28429	257	9	16	16	NUM
bracis-28429	257	10	,	,	PUNCT
bracis-28429	257	11	17	17	NUM
bracis-28429	257	12	,	,	PUNCT
bracis-28429	257	13	19	19	NUM
bracis-28429	257	14	,	,	PUNCT
bracis-28429	257	15	20	20	NUM
bracis-28429	257	16	,	,	PUNCT
bracis-28429	257	17	auto	auto	NOUN
bracis-28429	257	18	)	)	PUNCT
bracis-28429	257	19	.	.	PUNCT
bracis-28429	258	1	3.(10	3.(10	NUM
bracis-28429	258	2	,	,	PUNCT
bracis-28429	258	3	20	20	NUM
bracis-28429	258	4	,	,	PUNCT
bracis-28429	258	5	30	30	NUM
bracis-28429	258	6	,	,	PUNCT
bracis-28429	258	7	40	40	NUM
bracis-28429	258	8	,	,	PUNCT
bracis-28429	258	9	50	50	NUM
bracis-28429	258	10	,	,	PUNCT
bracis-28429	258	11	60	60	NUM
bracis-28429	258	12	,	,	PUNCT
bracis-28429	258	13	70	70	NUM
bracis-28429	258	14	,	,	PUNCT
bracis-28429	258	15	80	80	NUM
bracis-28429	258	16	,	,	PUNCT
bracis-28429	258	17	90	90	NUM
bracis-28429	258	18	,	,	PUNCT
bracis-28429	258	19	100	100	NUM
bracis-28429	258	20	)	)	PUNCT
bracis-28429	258	21	.	.	PUNCT
bracis-28429	259	1	references	reference	NOUN
bracis-28429	259	2	blei	blei	NOUN
bracis-28429	259	3	,	,	PUNCT
bracis-28429	259	4	d.m	d.m	PROPN
bracis-28429	259	5	.	.	PROPN
bracis-28429	259	6	,	,	PUNCT
bracis-28429	259	7	ng	ng	PROPN
bracis-28429	259	8	,	,	PUNCT
bracis-28429	259	9	a.y	a.y	PROPN
bracis-28429	259	10	.	.	PROPN
bracis-28429	259	11	,	,	PUNCT
bracis-28429	259	12	jordan	jordan	PROPN
bracis-28429	259	13	,	,	PUNCT
bracis-28429	259	14	m.i	m.i	PROPN
bracis-28429	259	15	.	.	PROPN
bracis-28429	259	16	:	:	PUNCT
bracis-28429	260	1	latent	latent	PROPN
bracis-28429	260	2	dirichlet	dirichlet	PROPN
bracis-28429	260	3	allocation	allocation	NOUN
bracis-28429	260	4	.	.	PUNCT
bracis-28429	261	1	j.	j.	PROPN
bracis-28429	261	2	mach	mach	PROPN
bracis-28429	261	3	.	.	PUNCT
bracis-28429	262	1	learn	learn	VERB
bracis-28429	262	2	.	.	PUNCT
bracis-28429	263	1	res	re	NOUN
bracis-28429	263	2	.	.	PROPN
bracis-28429	264	1	3	3	NUM
bracis-28429	264	2	,	,	PUNCT
bracis-28429	264	3	993–1022	993–1022	NUM
bracis-28429	264	4	(	(	PUNCT
bracis-28429	264	5	2003	2003	NUM
bracis-28429	264	6	)	)	PUNCT
bracis-28429	264	7	google	google	PROPN
bracis-28429	264	8	scholar	scholar	NOUN
bracis-28429	264	9	  	  	SPACE
bracis-28429	264	10	bouma	bouma	NOUN
bracis-28429	264	11	,	,	PUNCT
bracis-28429	264	12	g.	g.	PROPN
bracis-28429	264	13	:	:	PUNCT
bracis-28429	264	14	normalized	normalize	VERB
bracis-28429	264	15	(	(	PUNCT
bracis-28429	264	16	pointwise	pointwise	NOUN
bracis-28429	264	17	)	)	PUNCT
bracis-28429	264	18	mutual	mutual	ADJ
bracis-28429	264	19	information	information	NOUN
bracis-28429	264	20	in	in	ADP
bracis-28429	264	21	collocation	collocation	NOUN
bracis-28429	264	22	extraction	extraction	NOUN
bracis-28429	264	23	.	.	PUNCT
bracis-28429	265	1	proc	proc	NOUN
bracis-28429	265	2	.	.	PUNCT
bracis-28429	266	1	gscl	gscl	NOUN
bracis-28429	266	2	30	30	NUM
bracis-28429	266	3	,	,	PUNCT
bracis-28429	266	4	31–40	31–40	NUM
bracis-28429	266	5	(	(	PUNCT
bracis-28429	266	6	2009	2009	NUM
bracis-28429	266	7	)	)	PUNCT
bracis-28429	266	8	google	google	PROPN
bracis-28429	266	9	scholar	scholar	NOUN
bracis-28429	266	10	  	  	SPACE
bracis-28429	266	11	campello	campello	PROPN
bracis-28429	266	12	,	,	PUNCT
bracis-28429	266	13	r.j.g.b	r.j.g.b	PROPN
bracis-28429	266	14	.	.	PROPN
bracis-28429	266	15	,	,	PUNCT
bracis-28429	266	16	moulavi	moulavi	PROPN
bracis-28429	266	17	,	,	PUNCT
bracis-28429	266	18	d.	d.	PROPN
bracis-28429	266	19	,	,	PUNCT
bracis-28429	266	20	sander	sander	PROPN
bracis-28429	266	21	,	,	PUNCT
bracis-28429	266	22	j.	j.	PROPN
bracis-28429	266	23	:	:	PUNCT
bracis-28429	266	24	density	density	NOUN
bracis-28429	266	25	-	-	PUNCT
bracis-28429	266	26	based	base	VERB
bracis-28429	266	27	clustering	clustering	NOUN
bracis-28429	266	28	based	base	VERB
bracis-28429	266	29	on	on	ADP
bracis-28429	266	30	hierarchical	hierarchical	ADJ
bracis-28429	266	31	density	density	NOUN
bracis-28429	266	32	estimates	estimate	NOUN
bracis-28429	266	33	.	.	PUNCT
bracis-28429	267	1	in	in	ADP
bracis-28429	267	2	:	:	PUNCT
bracis-28429	267	3	pei	pei	PROPN
bracis-28429	267	4	,	,	PUNCT
bracis-28429	267	5	j.	j.	PROPN
bracis-28429	267	6	,	,	PUNCT
bracis-28429	267	7	tseng	tseng	PROPN
bracis-28429	267	8	,	,	PUNCT
bracis-28429	267	9	v.s.	v.s.	PROPN
bracis-28429	267	10	,	,	PUNCT
bracis-28429	267	11	cao	cao	PROPN
bracis-28429	267	12	,	,	PUNCT
bracis-28429	267	13	l.	l.	PROPN
bracis-28429	267	14	,	,	PUNCT
bracis-28429	267	15	motoda	motoda	PROPN
bracis-28429	267	16	,	,	PUNCT
bracis-28429	267	17	h.	h.	PROPN
bracis-28429	267	18	,	,	PUNCT
bracis-28429	267	19	xu	xu	PROPN
bracis-28429	267	20	,	,	PUNCT
bracis-28429	267	21	g.	g.	PROPN
bracis-28429	267	22	(	(	PUNCT
bracis-28429	267	23	eds	eds	PROPN
bracis-28429	267	24	.	.	PUNCT
bracis-28429	267	25	)	)	PUNCT
bracis-28429	267	26	pakdd	pakdd	VERB
bracis-28429	267	27	2013	2013	NUM
bracis-28429	267	28	.	.	PUNCT
bracis-28429	268	1	lncs	lncs	PROPN
bracis-28429	268	2	(	(	PUNCT
bracis-28429	268	3	lnai	lnai	ADJ
bracis-28429	268	4	)	)	PUNCT
bracis-28429	268	5	,	,	PUNCT
bracis-28429	268	6	vol	vol	NOUN
bracis-28429	268	7	.	.	PROPN
bracis-28429	268	8	7819	7819	NUM
bracis-28429	268	9	,	,	PUNCT
bracis-28429	268	10	pp	pp	ADJ
bracis-28429	268	11	.	.	PUNCT
bracis-28429	269	1	160–172	160–172	NUM
bracis-28429	269	2	.	.	PUNCT
bracis-28429	270	1	springer	springer	NOUN
bracis-28429	270	2	,	,	PUNCT
bracis-28429	270	3	heidelberg	heidelberg	PROPN
bracis-28429	270	4	(	(	PUNCT
bracis-28429	270	5	2013	2013	NUM
bracis-28429	270	6	)	)	PUNCT
bracis-28429	270	7	.	.	PUNCT
bracis-28429	271	1	https://doi.org/10.1007/978-3-642-37456-2_14	https://doi.org/10.1007/978-3-642-37456-2_14	PROPN
bracis-28429	271	2	chapter	chapter	NOUN
bracis-28429	271	3	  	  	SPACE
bracis-28429	271	4	google	google	PROPN
bracis-28429	271	5	scholar	scholar	NOUN
bracis-28429	271	6	  	  	SPACE
bracis-28429	271	7	constantino	constantino	NOUN
bracis-28429	271	8	,	,	PUNCT
bracis-28429	271	9	k.	k.	PROPN
bracis-28429	271	10	,	,	PUNCT
bracis-28429	271	11	et	et	PROPN
bracis-28429	271	12	al	al	PROPN
bracis-28429	271	13	.	.	PUNCT
bracis-28429	271	14	:	:	PUNCT
bracis-28429	272	1	segmentação	segmentação	PROPN
bracis-28429	272	2	e	e	PROPN
bracis-28429	272	3	classificação	classificação	PROPN
bracis-28429	272	4	semântica	semântica	PROPN
bracis-28429	272	5	de	de	PROPN
bracis-28429	272	6	trechos	trechos	PROPN
bracis-28429	272	7	de	de	PROPN
bracis-28429	272	8	diários	diários	PROPN
bracis-28429	272	9	oficiais	oficiais	PROPN
bracis-28429	272	10	usando	usando	PROPN
bracis-28429	272	11	aprendizado	aprendizado	PROPN
bracis-28429	272	12	ativo	ativo	PROPN
bracis-28429	272	13	.	.	PUNCT
bracis-28429	273	1	in	in	ADP
bracis-28429	273	2	:	:	PUNCT
bracis-28429	273	3	sbbd	sbbd	NOUN
bracis-28429	273	4	,	,	PUNCT
bracis-28429	273	5	pp	pp	ADJ
bracis-28429	273	6	.	.	PUNCT
bracis-28429	274	1	304–316	304–316	NUM
bracis-28429	274	2	.	.	PUNCT
bracis-28429	274	3	sbc	sbc	NOUN
bracis-28429	274	4	(	(	PUNCT
bracis-28429	274	5	2022	2022	NUM
bracis-28429	274	6	)	)	PUNCT
bracis-28429	274	7	.	.	PUNCT
bracis-28429	275	1	https://doi.org/10.5753/sbbd.2022.224656	https://doi.org/10.5753/sbbd.2022.224656	PROPN
bracis-28429	275	2	devlin	devlin	NOUN
bracis-28429	275	3	,	,	PUNCT
bracis-28429	275	4	j.	j.	PROPN
bracis-28429	275	5	,	,	PUNCT
bracis-28429	275	6	et	et	PROPN
bracis-28429	275	7	al	al	PROPN
bracis-28429	275	8	.	.	PUNCT
bracis-28429	275	9	:	:	PUNCT
bracis-28429	276	1	bert	bert	PROPN
bracis-28429	276	2	:	:	PUNCT
bracis-28429	276	3	pre	pre	ADJ
bracis-28429	276	4	-	-	NOUN
bracis-28429	276	5	training	training	NOUN
bracis-28429	276	6	of	of	ADP
bracis-28429	276	7	deep	deep	ADJ
bracis-28429	276	8	bidirectional	bidirectional	ADJ
bracis-28429	276	9	transformers	transformer	NOUN
bracis-28429	276	10	for	for	ADP
bracis-28429	276	11	language	language	NOUN
bracis-28429	276	12	understanding	understanding	NOUN
bracis-28429	276	13	.	.	PUNCT
bracis-28429	277	1	in	in	ADP
bracis-28429	277	2	:	:	PUNCT
bracis-28429	277	3	naacl	naacl	PROPN
bracis-28429	277	4	-	-	PUNCT
bracis-28429	277	5	hlt	hlt	PROPN
bracis-28429	277	6	,	,	PUNCT
bracis-28429	277	7	pp	pp	X
bracis-28429	277	8	.	.	PUNCT
bracis-28429	278	1	4171–4186	4171–4186	NUM
bracis-28429	278	2	.	.	PUNCT
bracis-28429	279	1	association	association	NOUN
bracis-28429	279	2	for	for	ADP
bracis-28429	279	3	computational	computational	ADJ
bracis-28429	279	4	linguistics	linguistic	NOUN
bracis-28429	279	5	(	(	PUNCT
bracis-28429	279	6	2019	2019	NUM
bracis-28429	279	7	)	)	PUNCT
bracis-28429	279	8	.	.	PUNCT
bracis-28429	280	1	https://doi.org/10.18653/v1/n19-1423	https://doi.org/10.18653/v1/n19-1423	PROPN
bracis-28429	280	2	dieng	dieng	PROPN
bracis-28429	280	3	,	,	PUNCT
bracis-28429	280	4	a.b	a.b	PROPN
bracis-28429	280	5	.	.	PROPN
bracis-28429	280	6	,	,	PUNCT
bracis-28429	280	7	ruiz	ruiz	NOUN
bracis-28429	280	8	,	,	PUNCT
bracis-28429	280	9	f.j.r	f.j.r	NOUN
bracis-28429	280	10	.	.	PROPN
bracis-28429	280	11	,	,	PUNCT
bracis-28429	280	12	blei	blei	NOUN
bracis-28429	280	13	,	,	PUNCT
bracis-28429	280	14	d.m	d.m	PROPN
bracis-28429	280	15	.	.	PUNCT
bracis-28429	280	16	:	:	PUNCT
bracis-28429	280	17	topic	topic	NOUN
bracis-28429	280	18	modeling	modeling	NOUN
bracis-28429	280	19	in	in	ADP
bracis-28429	280	20	embedding	embed	VERB
bracis-28429	280	21	spaces	space	NOUN
bracis-28429	280	22	.	.	PUNCT
bracis-28429	281	1	trans	trans	PROPN
bracis-28429	281	2	.	.	PUNCT
bracis-28429	282	1	assoc	assoc	PROPN
bracis-28429	282	2	.	.	PUNCT
bracis-28429	283	1	comput	comput	PROPN
bracis-28429	283	2	.	.	PUNCT
bracis-28429	284	1	linguistics	linguistic	NOUN
bracis-28429	284	2	8	8	NUM
bracis-28429	284	3	,	,	PUNCT
bracis-28429	284	4	439–453	439–453	NUM
bracis-28429	284	5	(	(	PUNCT
bracis-28429	284	6	2020	2020	NUM
bracis-28429	284	7	)	)	PUNCT
bracis-28429	284	8	.	.	PUNCT
bracis-28429	285	1	https://doi.org/10.1162/tacl_a_00325	https://doi.org/10.1162/tacl_a_00325	PROPN
bracis-28429	285	2	article	article	PROPN
bracis-28429	285	3	  	  	SPACE
bracis-28429	285	4	google	google	PROPN
bracis-28429	285	5	scholar	scholar	NOUN
bracis-28429	285	6	  	  	SPACE
bracis-28429	285	7	feldman	feldman	PROPN
bracis-28429	285	8	,	,	PUNCT
bracis-28429	285	9	r.	r.	PROPN
bracis-28429	285	10	,	,	PUNCT
bracis-28429	285	11	sanger	sanger	PROPN
bracis-28429	285	12	,	,	PUNCT
bracis-28429	285	13	j.	j.	PROPN
bracis-28429	285	14	:	:	PUNCT
bracis-28429	285	15	the	the	DET
bracis-28429	285	16	text	text	NOUN
bracis-28429	285	17	mining	mining	NOUN
bracis-28429	285	18	handbook	handbook	NOUN
bracis-28429	285	19	advanced	advanced	ADJ
bracis-28429	285	20	approaches	approach	NOUN
bracis-28429	285	21	in	in	ADP
bracis-28429	285	22	analyzing	analyze	VERB
bracis-28429	285	23	unstructured	unstructured	ADJ
bracis-28429	285	24	data	datum	NOUN
bracis-28429	285	25	.	.	PUNCT
bracis-28429	286	1	cambridge	cambridge	PROPN
bracis-28429	286	2	university	university	PROPN
bracis-28429	286	3	press	press	PROPN
bracis-28429	286	4	(	(	PUNCT
bracis-28429	286	5	2007	2007	NUM
bracis-28429	286	6	)	)	PUNCT
bracis-28429	286	7	google	google	PROPN
bracis-28429	286	8	scholar	scholar	NOUN
bracis-28429	286	9	  	  	SPACE
bracis-28429	286	10	feng	feng	PROPN
bracis-28429	286	11	,	,	PUNCT
bracis-28429	286	12	f.	f.	PROPN
bracis-28429	286	13	,	,	PUNCT
bracis-28429	286	14	et	et	PROPN
bracis-28429	286	15	al	al	PROPN
bracis-28429	286	16	.	.	PUNCT
bracis-28429	286	17	:	:	PUNCT
bracis-28429	287	1	language	language	NOUN
bracis-28429	287	2	-	-	PUNCT
bracis-28429	287	3	agnostic	agnostic	ADJ
bracis-28429	287	4	bert	bert	NOUN
bracis-28429	287	5	sentence	sentence	NOUN
bracis-28429	287	6	embedding	embed	VERB
bracis-28429	287	7	.	.	PUNCT
bracis-28429	288	1	in	in	ADP
bracis-28429	288	2	:	:	PUNCT
bracis-28429	288	3	proceedings	proceeding	NOUN
bracis-28429	288	4	of	of	ADP
bracis-28429	288	5	the	the	DET
bracis-28429	288	6	60th	60th	ADJ
bracis-28429	288	7	annual	annual	ADJ
bracis-28429	288	8	meeting	meeting	NOUN
bracis-28429	288	9	of	of	ADP
bracis-28429	288	10	the	the	DET
bracis-28429	288	11	association	association	NOUN
bracis-28429	288	12	for	for	ADP
bracis-28429	288	13	computational	computational	ADJ
bracis-28429	288	14	linguistics	linguistic	NOUN
bracis-28429	288	15	(	(	PUNCT
bracis-28429	288	16	acl	acl	PROPN
bracis-28429	288	17	)	)	PUNCT
bracis-28429	288	18	,	,	PUNCT
bracis-28429	288	19	pp	pp	ADP
bracis-28429	288	20	.	.	PUNCT
bracis-28429	289	1	878–891	878–891	NUM
bracis-28429	289	2	.	.	PUNCT
bracis-28429	289	3	association	association	NOUN
bracis-28429	289	4	for	for	ADP
bracis-28429	289	5	computational	computational	ADJ
bracis-28429	289	6	linguistics	linguistic	NOUN
bracis-28429	289	7	(	(	PUNCT
bracis-28429	289	8	2022	2022	NUM
bracis-28429	289	9	)	)	PUNCT
bracis-28429	289	10	.	.	PUNCT
bracis-28429	290	1	https://doi.org/10.18653/v1/2022.acl-long.62	https://doi.org/10.18653/v1/2022.acl-long.62	PROPN
bracis-28429	290	2	gao	gao	PROPN
bracis-28429	290	3	,	,	PUNCT
bracis-28429	290	4	t.	t.	PROPN
bracis-28429	290	5	,	,	PUNCT
bracis-28429	290	6	yao	yao	PROPN
bracis-28429	290	7	,	,	PUNCT
bracis-28429	290	8	x.	x.	PROPN
bracis-28429	290	9	,	,	PUNCT
bracis-28429	290	10	chen	chen	PROPN
bracis-28429	290	11	,	,	PUNCT
bracis-28429	290	12	d.	d.	PROPN
bracis-28429	290	13	:	:	PUNCT
bracis-28429	290	14	simcse	simcse	NOUN
bracis-28429	290	15	:	:	PUNCT
bracis-28429	290	16	simple	simple	ADJ
bracis-28429	290	17	contrastive	contrastive	ADJ
bracis-28429	290	18	learning	learning	NOUN
bracis-28429	290	19	of	of	ADP
bracis-28429	290	20	sentence	sentence	NOUN
bracis-28429	290	21	embeddings	embedding	NOUN
bracis-28429	290	22	.	.	PUNCT
bracis-28429	291	1	in	in	ADP
bracis-28429	291	2	:	:	PUNCT
bracis-28429	291	3	proceedings	proceeding	NOUN
bracis-28429	291	4	of	of	ADP
bracis-28429	291	5	the	the	DET
bracis-28429	291	6	2021	2021	NUM
bracis-28429	291	7	conference	conference	NOUN
bracis-28429	291	8	on	on	ADP
bracis-28429	291	9	empirical	empirical	ADJ
bracis-28429	291	10	methods	method	NOUN
bracis-28429	291	11	in	in	ADP
bracis-28429	291	12	natural	natural	ADJ
bracis-28429	291	13	language	language	NOUN
bracis-28429	291	14	processing	processing	NOUN
bracis-28429	291	15	(	(	PUNCT
bracis-28429	291	16	emnlp	emnlp	ADJ
bracis-28429	291	17	)	)	PUNCT
bracis-28429	291	18	,	,	PUNCT
bracis-28429	291	19	pp	pp	ADJ
bracis-28429	291	20	.	.	PUNCT
bracis-28429	291	21	6894–6910	6894–6910	NOUN
bracis-28429	291	22	.	.	PUNCT
bracis-28429	292	1	association	association	NOUN
bracis-28429	292	2	for	for	ADP
bracis-28429	292	3	computational	computational	ADJ
bracis-28429	292	4	linguistics	linguistic	NOUN
bracis-28429	292	5	(	(	PUNCT
bracis-28429	292	6	2021	2021	NUM
bracis-28429	292	7	)	)	PUNCT
bracis-28429	292	8	.	.	PUNCT
bracis-28429	293	1	https://doi.org/10.18653/v1/2021.emnlp-main.552	https://doi.org/10.18653/v1/2021.emnlp-main.552	CCONJ
bracis-28429	293	2	grootendorst	grootendorst	ADJ
bracis-28429	293	3	,	,	PUNCT
bracis-28429	293	4	m.	m.	NOUN
bracis-28429	293	5	:	:	PUNCT
bracis-28429	293	6	bertopic	bertopic	NOUN
bracis-28429	293	7	:	:	PUNCT
bracis-28429	293	8	neural	neural	ADJ
bracis-28429	293	9	topic	topic	NOUN
bracis-28429	293	10	modeling	modeling	NOUN
bracis-28429	293	11	with	with	ADP
bracis-28429	293	12	a	a	DET
bracis-28429	293	13	class	class	NOUN
bracis-28429	293	14	-	-	PUNCT
bracis-28429	293	15	based	base	VERB
bracis-28429	293	16	tf	tf	PROPN
bracis-28429	293	17	-	-	PUNCT
bracis-28429	293	18	idf	idf	PROPN
bracis-28429	293	19	procedure	procedure	NOUN
bracis-28429	293	20	.	.	PUNCT
bracis-28429	294	1	arxiv	arxiv	PROPN
bracis-28429	294	2	preprint	preprint	PROPN
bracis-28429	294	3	arxiv:2203.05794	arxiv:2203.05794	PROPN
bracis-28429	294	4	(	(	PUNCT
bracis-28429	294	5	2022	2022	NUM
bracis-28429	294	6	)	)	PUNCT
bracis-28429	294	7	mcinnes	mcinne	NOUN
bracis-28429	294	8	,	,	PUNCT
bracis-28429	294	9	l.	l.	PROPN
bracis-28429	294	10	,	,	PUNCT
bracis-28429	294	11	et	et	PROPN
bracis-28429	294	12	al	al	PROPN
bracis-28429	294	13	.	.	PROPN
bracis-28429	294	14	:	:	PUNCT
bracis-28429	295	1	umap	umap	ADJ
bracis-28429	295	2	:	:	PUNCT
bracis-28429	295	3	uniform	uniform	ADJ
bracis-28429	295	4	manifold	manifold	ADJ
bracis-28429	295	5	approximation	approximation	NOUN
bracis-28429	295	6	and	and	CCONJ
bracis-28429	295	7	projection	projection	NOUN
bracis-28429	295	8	.	.	PUNCT
bracis-28429	296	1	j.	j.	PROPN
bracis-28429	296	2	open	open	PROPN
bracis-28429	296	3	source	source	NOUN
bracis-28429	296	4	softw	softw	PROPN
bracis-28429	296	5	.	.	PUNCT
bracis-28429	297	1	3(29	3(29	NUM
bracis-28429	297	2	)	)	PUNCT
bracis-28429	297	3	,	,	PUNCT
bracis-28429	297	4	861	861	NUM
bracis-28429	297	5	(	(	PUNCT
bracis-28429	297	6	2018	2018	NUM
bracis-28429	297	7	)	)	PUNCT
bracis-28429	297	8	.	.	PUNCT
bracis-28429	298	1	https://doi.org/10.21105/joss.00861	https://doi.org/10.21105/joss.00861	PROPN
bracis-28429	298	2	naseem	naseem	PROPN
bracis-28429	298	3	,	,	PUNCT
bracis-28429	298	4	u.	u.	PROPN
bracis-28429	298	5	,	,	PUNCT
bracis-28429	298	6	et	et	PROPN
bracis-28429	298	7	al	al	PROPN
bracis-28429	298	8	.	.	PUNCT
bracis-28429	298	9	:	:	PUNCT
bracis-28429	299	1	a	a	DET
bracis-28429	299	2	comprehensive	comprehensive	ADJ
bracis-28429	299	3	survey	survey	NOUN
bracis-28429	299	4	on	on	ADP
bracis-28429	299	5	word	word	NOUN
bracis-28429	299	6	representation	representation	NOUN
bracis-28429	299	7	models	model	NOUN
bracis-28429	299	8	:	:	PUNCT
bracis-28429	299	9	from	from	ADP
bracis-28429	299	10	classical	classical	ADJ
bracis-28429	299	11	to	to	ADP
bracis-28429	299	12	state	state	NOUN
bracis-28429	299	13	-	-	PUNCT
bracis-28429	299	14	of	of	ADP
bracis-28429	299	15	-	-	PUNCT
bracis-28429	299	16	the	the	DET
bracis-28429	299	17	-	-	PUNCT
bracis-28429	299	18	art	art	NOUN
bracis-28429	299	19	word	word	NOUN
bracis-28429	299	20	representation	representation	NOUN
bracis-28429	299	21	language	language	NOUN
bracis-28429	299	22	models	model	NOUN
bracis-28429	299	23	.	.	PUNCT
bracis-28429	300	1	acm	acm	PROPN
bracis-28429	300	2	trans	trans	PROPN
bracis-28429	300	3	.	.	PUNCT
bracis-28429	301	1	asian	asian	ADJ
bracis-28429	301	2	low	low	ADJ
bracis-28429	301	3	resour	resour	NOUN
bracis-28429	301	4	.	.	PUNCT
bracis-28429	302	1	lang	lang	PROPN
bracis-28429	302	2	.	.	PUNCT
bracis-28429	302	3	inf	inf	PROPN
bracis-28429	302	4	.	.	PUNCT
bracis-28429	302	5	process	process	NOUN
bracis-28429	302	6	.	.	PUNCT
bracis-28429	303	1	20(5	20(5	NUM
bracis-28429	303	2	)	)	PUNCT
bracis-28429	303	3	,	,	PUNCT
bracis-28429	303	4	74:1–74:35	74:1–74:35	NUM
bracis-28429	303	5	(	(	PUNCT
bracis-28429	303	6	2021	2021	NUM
bracis-28429	303	7	)	)	PUNCT
bracis-28429	303	8	.	.	PUNCT
bracis-28429	304	1	https://doi.org/10.1145/3434237	https://doi.org/10.1145/3434237	PROPN
bracis-28429	304	2	nikiforova	nikiforova	PROPN
bracis-28429	304	3	,	,	PUNCT
bracis-28429	304	4	a.	a.	PROPN
bracis-28429	304	5	,	,	PUNCT
bracis-28429	304	6	mcbride	mcbride	PROPN
bracis-28429	304	7	,	,	PUNCT
bracis-28429	304	8	k.	k.	PROPN
bracis-28429	304	9	:	:	PUNCT
bracis-28429	304	10	open	open	ADJ
bracis-28429	304	11	government	government	NOUN
bracis-28429	304	12	data	datum	NOUN
bracis-28429	304	13	portal	portal	ADJ
bracis-28429	304	14	usability	usability	NOUN
bracis-28429	304	15	:	:	PUNCT
bracis-28429	304	16	a	a	DET
bracis-28429	304	17	user	user	NOUN
bracis-28429	304	18	-	-	PUNCT
bracis-28429	304	19	centred	centre	VERB
bracis-28429	304	20	usability	usability	NOUN
bracis-28429	304	21	analysis	analysis	NOUN
bracis-28429	304	22	of	of	ADP
bracis-28429	304	23	41	41	NUM
bracis-28429	304	24	open	open	ADJ
bracis-28429	304	25	government	government	NOUN
bracis-28429	304	26	data	datum	NOUN
bracis-28429	304	27	portals	portal	NOUN
bracis-28429	304	28	.	.	PUNCT
bracis-28429	305	1	telematics	telematic	NOUN
bracis-28429	305	2	inform	inform	VERB
bracis-28429	305	3	.	.	PUNCT
bracis-28429	306	1	58	58	NUM
bracis-28429	306	2	,	,	PUNCT
bracis-28429	306	3	101539	101539	NUM
bracis-28429	306	4	(	(	PUNCT
bracis-28429	306	5	2021	2021	NUM
bracis-28429	306	6	)	)	PUNCT
bracis-28429	306	7	.	.	PUNCT
bracis-28429	307	1	https://doi.org/10.1016/j.tele.2020.101539	https://doi.org/10.1016/j.tele.2020.101539	NOUN
bracis-28429	307	2	article	article	NOUN
bracis-28429	307	3	  	  	SPACE
bracis-28429	307	4	google	google	PROPN
bracis-28429	307	5	scholar	scholar	NOUN
bracis-28429	307	6	  	  	SPACE
bracis-28429	307	7	reimers	reimer	NOUN
bracis-28429	307	8	,	,	PUNCT
bracis-28429	307	9	n.	n.	NOUN
bracis-28429	307	10	,	,	PUNCT
bracis-28429	307	11	gurevych	gurevych	NOUN
bracis-28429	307	12	,	,	PUNCT
bracis-28429	307	13	i.	i.	NOUN
bracis-28429	307	14	:	:	PUNCT
bracis-28429	307	15	sentence	sentence	NOUN
bracis-28429	307	16	-	-	PUNCT
bracis-28429	307	17	bert	bert	PROPN
bracis-28429	307	18	:	:	PUNCT
bracis-28429	307	19	sentence	sentence	NOUN
bracis-28429	307	20	embeddings	embedding	NOUN
bracis-28429	307	21	using	use	VERB
bracis-28429	307	22	siamese	siamese	ADJ
bracis-28429	307	23	bert	bert	NOUN
bracis-28429	307	24	-	-	PUNCT
bracis-28429	307	25	networks	network	NOUN
bracis-28429	307	26	.	.	PUNCT
bracis-28429	308	1	in	in	ADP
bracis-28429	308	2	:	:	PUNCT
bracis-28429	308	3	emnlp	emnlp	NOUN
bracis-28429	308	4	-	-	PUNCT
bracis-28429	308	5	ijcnlp	ijcnlp	NOUN
bracis-28429	308	6	,	,	PUNCT
bracis-28429	308	7	pp	pp	ADJ
bracis-28429	308	8	.	.	PUNCT
bracis-28429	309	1	3980–3990	3980–3990	NUM
bracis-28429	309	2	.	.	PUNCT
bracis-28429	309	3	association	association	NOUN
bracis-28429	309	4	for	for	ADP
bracis-28429	309	5	computational	computational	ADJ
bracis-28429	309	6	linguistics	linguistic	NOUN
bracis-28429	309	7	(	(	PUNCT
bracis-28429	309	8	2019	2019	NUM
bracis-28429	309	9	)	)	PUNCT
bracis-28429	309	10	.	.	PUNCT
bracis-28429	310	1	https://doi.org/10.18653/v1/d19-1410	https://doi.org/10.18653/v1/d19-1410	PROPN
bracis-28429	310	2	silva	silva	PROPN
bracis-28429	310	3	,	,	PUNCT
bracis-28429	310	4	m.	m.	NOUN
bracis-28429	310	5	,	,	PUNCT
bracis-28429	310	6	et	et	PROPN
bracis-28429	310	7	al	al	PROPN
bracis-28429	310	8	.	.	PROPN
bracis-28429	310	9	:	:	PUNCT
bracis-28429	311	1	lipset	lipset	VERB
bracis-28429	311	2	:	:	PUNCT
bracis-28429	311	3	um	um	INTJ
bracis-28429	311	4	conjunto	conjunto	PROPN
bracis-28429	311	5	de	de	X
bracis-28429	311	6	dados	dados	X
bracis-28429	311	7	com	com	NOUN
bracis-28429	311	8	documentos	documentos	PROPN
bracis-28429	311	9	rotulados	rotulado	NOUN
bracis-28429	311	10	de	de	PROPN
bracis-28429	311	11	licitações	licitações	PROPN
bracis-28429	311	12	públicas	públicas	PROPN
bracis-28429	311	13	.	.	PUNCT
bracis-28429	312	1	in	in	ADP
bracis-28429	312	2	:	:	PUNCT
bracis-28429	312	3	anais	anais	PROPN
bracis-28429	312	4	do	do	AUX
bracis-28429	312	5	iv	iv	NUM
bracis-28429	312	6	dataset	dataset	ADJ
bracis-28429	312	7	showcase	showcase	NOUN
bracis-28429	312	8	workshop	workshop	NOUN
bracis-28429	312	9	,	,	PUNCT
bracis-28429	312	10	pp	pp	ADJ
bracis-28429	312	11	.	.	PUNCT
bracis-28429	313	1	13–24	13–24	NUM
bracis-28429	313	2	.	.	PUNCT
bracis-28429	314	1	sbc	sbc	PROPN
bracis-28429	314	2	,	,	PUNCT
bracis-28429	314	3	porto	porto	PROPN
bracis-28429	314	4	alegre	alegre	PROPN
bracis-28429	314	5	,	,	PUNCT
bracis-28429	314	6	rs	rs	NOUN
bracis-28429	314	7	,	,	PUNCT
bracis-28429	314	8	brasil	brasil	NOUN
bracis-28429	314	9	(	(	PUNCT
bracis-28429	314	10	2022	2022	NUM
bracis-28429	314	11	)	)	PUNCT
bracis-28429	314	12	.	.	PUNCT
bracis-28429	315	1	https://doi.org/10.5753/dsw.2022.224925	https://doi.org/10.5753/dsw.2022.224925	ADJ
bracis-28429	315	2	silva	silva	NOUN
bracis-28429	315	3	,	,	PUNCT
bracis-28429	315	4	n.f.f	n.f.f	PROPN
bracis-28429	315	5	.	.	PROPN
bracis-28429	315	6	,	,	PUNCT
bracis-28429	315	7	et	et	PROPN
bracis-28429	315	8	al	al	PROPN
bracis-28429	315	9	.	.	PROPN
bracis-28429	315	10	:	:	PUNCT
bracis-28429	315	11	evaluating	evaluate	VERB
bracis-28429	315	12	topic	topic	NOUN
bracis-28429	315	13	models	model	NOUN
bracis-28429	315	14	in	in	ADP
bracis-28429	315	15	portuguese	portuguese	ADJ
bracis-28429	315	16	political	political	ADJ
bracis-28429	315	17	comments	comment	NOUN
bracis-28429	315	18	about	about	ADP
bracis-28429	315	19	bills	bill	NOUN
bracis-28429	315	20	from	from	ADP
bracis-28429	315	21	brazil	brazil	PROPN
bracis-28429	315	22	’s	’s	PART
bracis-28429	315	23	chamber	chamber	NOUN
bracis-28429	315	24	of	of	ADP
bracis-28429	315	25	deputies	deputy	NOUN
bracis-28429	315	26	.	.	PUNCT
bracis-28429	316	1	in	in	ADP
bracis-28429	316	2	:	:	PUNCT
bracis-28429	316	3	britto	britto	PROPN
bracis-28429	316	4	,	,	PUNCT
bracis-28429	316	5	a.	a.	PROPN
bracis-28429	316	6	,	,	PUNCT
bracis-28429	316	7	valdivia	valdivia	PROPN
bracis-28429	316	8	delgado	delgado	PROPN
bracis-28429	316	9	,	,	PUNCT
bracis-28429	316	10	k.	k.	PROPN
bracis-28429	316	11	(	(	PUNCT
bracis-28429	316	12	eds	eds	PROPN
bracis-28429	316	13	.	.	PUNCT
bracis-28429	316	14	)	)	PUNCT
bracis-28429	316	15	bracis	bracis	PROPN
bracis-28429	316	16	2021	2021	NUM
bracis-28429	316	17	.	.	PUNCT
bracis-28429	317	1	lncs	lncs	PROPN
bracis-28429	317	2	(	(	PUNCT
bracis-28429	317	3	lnai	lnai	ADJ
bracis-28429	317	4	)	)	PUNCT
bracis-28429	317	5	,	,	PUNCT
bracis-28429	317	6	vol	vol	NOUN
bracis-28429	317	7	.	.	PROPN
bracis-28429	317	8	13074	13074	NUM
bracis-28429	317	9	,	,	PUNCT
bracis-28429	317	10	pp	pp	X
bracis-28429	317	11	.	.	PUNCT
bracis-28429	318	1	104–120	104–120	NUM
bracis-28429	318	2	.	.	PUNCT
bracis-28429	318	3	springer	springer	NOUN
bracis-28429	318	4	,	,	PUNCT
bracis-28429	318	5	cham	cham	PROPN
bracis-28429	318	6	(	(	PUNCT
bracis-28429	318	7	2021	2021	NUM
bracis-28429	318	8	)	)	PUNCT
bracis-28429	318	9	.	.	PUNCT
bracis-28429	319	1	https://doi.org/10.1007/978-3-030-91699-2_8	https://doi.org/10.1007/978-3-030-91699-2_8	PROPN
bracis-28429	319	2	chapter	chapter	NOUN
bracis-28429	319	3	  	  	SPACE
bracis-28429	319	4	google	google	PROPN
bracis-28429	319	5	scholar	scholar	NOUN
bracis-28429	319	6	  	  	SPACE
bracis-28429	319	7	silveira	silveira	PROPN
bracis-28429	319	8	,	,	PUNCT
bracis-28429	319	9	r.	r.	PROPN
bracis-28429	319	10	,	,	PUNCT
bracis-28429	319	11	et	et	PROPN
bracis-28429	319	12	al	al	PROPN
bracis-28429	319	13	.	.	PUNCT
bracis-28429	319	14	:	:	PUNCT
bracis-28429	320	1	topic	topic	NOUN
bracis-28429	320	2	modelling	modelling	NOUN
bracis-28429	320	3	of	of	ADP
bracis-28429	320	4	legal	legal	ADJ
bracis-28429	320	5	documents	document	NOUN
bracis-28429	320	6	via	via	ADP
bracis-28429	320	7	legal	legal	ADJ
bracis-28429	320	8	-	-	PUNCT
bracis-28429	320	9	bert	bert	NOUN
bracis-28429	320	10	.	.	PUNCT
bracis-28429	321	1	ceur	ceur	PROPN
bracis-28429	321	2	workshop	workshop	NOUN
bracis-28429	321	3	proc	proc	NOUN
bracis-28429	321	4	.	.	PUNCT
bracis-28429	322	1	1613	1613	NUM
bracis-28429	322	2	,	,	PUNCT
bracis-28429	322	3	0073	0073	NUM
bracis-28429	322	4	(	(	PUNCT
bracis-28429	322	5	2021	2021	NUM
bracis-28429	322	6	)	)	PUNCT
bracis-28429	322	7	google	google	NOUN
bracis-28429	322	8	scholar	scholar	NOUN
bracis-28429	322	9	  	  	SPACE
bracis-28429	322	10	souza	souza	PROPN
bracis-28429	322	11	,	,	PUNCT
bracis-28429	322	12	f.	f.	PROPN
bracis-28429	322	13	,	,	PUNCT
bracis-28429	322	14	nogueira	nogueira	PROPN
bracis-28429	322	15	,	,	PUNCT
bracis-28429	322	16	r.	r.	PROPN
bracis-28429	322	17	,	,	PUNCT
bracis-28429	322	18	lotufo	lotufo	PROPN
bracis-28429	322	19	,	,	PUNCT
bracis-28429	322	20	r.	r.	PROPN
bracis-28429	322	21	:	:	PUNCT
bracis-28429	322	22	bertimbau	bertimbau	PROPN
bracis-28429	322	23	:	:	PUNCT
bracis-28429	322	24	pretrained	pretraine	VERB
bracis-28429	322	25	bert	bert	NOUN
bracis-28429	322	26	models	model	NOUN
bracis-28429	322	27	for	for	ADP
bracis-28429	322	28	brazilian	brazilian	ADJ
bracis-28429	322	29	portuguese	portuguese	NOUN
bracis-28429	322	30	.	.	PUNCT
bracis-28429	323	1	in	in	ADP
bracis-28429	323	2	:	:	PUNCT
bracis-28429	323	3	cerri	cerri	PROPN
bracis-28429	323	4	,	,	PUNCT
bracis-28429	323	5	r.	r.	PROPN
bracis-28429	323	6	,	,	PUNCT
bracis-28429	323	7	prati	prati	PROPN
bracis-28429	323	8	,	,	PUNCT
bracis-28429	323	9	r.c	r.c	PROPN
bracis-28429	323	10	.	.	PROPN
bracis-28429	323	11	(	(	PUNCT
bracis-28429	323	12	eds	ed	NOUN
bracis-28429	323	13	.	.	PUNCT
bracis-28429	323	14	)	)	PUNCT
bracis-28429	323	15	bracis	bracis	PROPN
bracis-28429	323	16	2020	2020	NUM
bracis-28429	323	17	.	.	PUNCT
bracis-28429	324	1	lncs	lncs	PROPN
bracis-28429	324	2	(	(	PUNCT
bracis-28429	324	3	lnai	lnai	ADJ
bracis-28429	324	4	)	)	PUNCT
bracis-28429	324	5	,	,	PUNCT
bracis-28429	324	6	vol	vol	NOUN
bracis-28429	324	7	.	.	PUNCT
bracis-28429	324	8	12319	12319	NUM
bracis-28429	324	9	,	,	PUNCT
bracis-28429	324	10	pp	pp	ADP
bracis-28429	324	11	.	.	PUNCT
bracis-28429	325	1	403–417	403–417	NUM
bracis-28429	325	2	.	.	PUNCT
bracis-28429	325	3	springer	springer	NOUN
bracis-28429	325	4	,	,	PUNCT
bracis-28429	325	5	cham	cham	PROPN
bracis-28429	325	6	(	(	PUNCT
bracis-28429	325	7	2020	2020	NUM
bracis-28429	325	8	)	)	PUNCT
bracis-28429	325	9	.	.	PUNCT
bracis-28429	326	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-28429	326	2	chapter	chapter	NOUN
bracis-28429	326	3	  	  	SPACE
bracis-28429	326	4	google	google	PROPN
bracis-28429	326	5	scholar	scholar	NOUN
bracis-28429	326	6	  	  	SPACE
bracis-28429	326	7	souza	souza	PROPN
bracis-28429	326	8	júnior	júnior	PROPN
bracis-28429	326	9	,	,	PUNCT
bracis-28429	326	10	a.p	a.p	PROPN
bracis-28429	326	11	.	.	PROPN
bracis-28429	326	12	,	,	PUNCT
bracis-28429	326	13	et	et	PROPN
bracis-28429	326	14	al	al	PROPN
bracis-28429	326	15	.	.	PROPN
bracis-28429	326	16	:	:	PUNCT
bracis-28429	326	17	evaluating	evaluate	VERB
bracis-28429	326	18	topic	topic	NOUN
bracis-28429	326	19	modeling	model	VERB
bracis-28429	326	20	pre	pre	ADJ
bracis-28429	326	21	-	-	ADJ
bracis-28429	326	22	processing	processing	ADJ
bracis-28429	326	23	pipelines	pipeline	NOUN
bracis-28429	326	24	for	for	ADP
bracis-28429	326	25	portuguese	portuguese	ADJ
bracis-28429	326	26	texts	text	NOUN
bracis-28429	326	27	.	.	PUNCT
bracis-28429	327	1	in	in	ADP
bracis-28429	327	2	:	:	PUNCT
bracis-28429	327	3	webmedia	webmedia	PROPN
bracis-28429	327	4	,	,	PUNCT
bracis-28429	327	5	pp	pp	ADJ
bracis-28429	327	6	.	.	PUNCT
bracis-28429	328	1	191–201	191–201	NUM
bracis-28429	328	2	.	.	PUNCT
bracis-28429	328	3	acm	acm	PROPN
bracis-28429	328	4	(	(	PUNCT
bracis-28429	328	5	2022	2022	NUM
bracis-28429	328	6	)	)	PUNCT
bracis-28429	328	7	google	google	NOUN
bracis-28429	328	8	scholar	scholar	NOUN
bracis-28429	328	9	  	  	SPACE
bracis-28429	328	10	turian	turian	ADJ
bracis-28429	328	11	,	,	PUNCT
bracis-28429	328	12	j.p	j.p	PROPN
bracis-28429	328	13	.	.	PROPN
bracis-28429	328	14	,	,	PUNCT
bracis-28429	328	15	ratinov	ratinov	PROPN
bracis-28429	328	16	,	,	PUNCT
bracis-28429	328	17	l.	l.	PROPN
bracis-28429	328	18	,	,	PUNCT
bracis-28429	328	19	bengio	bengio	PROPN
bracis-28429	328	20	,	,	PUNCT
bracis-28429	328	21	y.	y.	NOUN
bracis-28429	328	22	:	:	PUNCT
bracis-28429	328	23	word	word	NOUN
bracis-28429	328	24	representations	representation	VERB
bracis-28429	328	25	:	:	PUNCT
bracis-28429	328	26	a	a	DET
bracis-28429	328	27	simple	simple	ADJ
bracis-28429	328	28	and	and	CCONJ
bracis-28429	328	29	general	general	ADJ
bracis-28429	328	30	method	method	NOUN
bracis-28429	328	31	for	for	ADP
bracis-28429	328	32	semi	semi	ADJ
bracis-28429	328	33	-	-	ADJ
bracis-28429	328	34	supervised	supervised	ADJ
bracis-28429	328	35	learning	learning	NOUN
bracis-28429	328	36	.	.	PUNCT
bracis-28429	329	1	in	in	ADP
bracis-28429	329	2	:	:	PUNCT
bracis-28429	329	3	proceedings	proceeding	NOUN
bracis-28429	329	4	of	of	ADP
bracis-28429	329	5	the	the	DET
bracis-28429	329	6	48th	48th	ADJ
bracis-28429	329	7	annual	annual	ADJ
bracis-28429	329	8	meeting	meeting	NOUN
bracis-28429	329	9	of	of	ADP
bracis-28429	329	10	the	the	DET
bracis-28429	329	11	association	association	NOUN
bracis-28429	329	12	for	for	ADP
bracis-28429	329	13	computational	computational	ADJ
bracis-28429	329	14	linguistics	linguistic	NOUN
bracis-28429	329	15	(	(	PUNCT
bracis-28429	329	16	acl	acl	PROPN
bracis-28429	329	17	)	)	PUNCT
bracis-28429	329	18	,	,	PUNCT
bracis-28429	329	19	pp	pp	ADJ
bracis-28429	329	20	.	.	PUNCT
bracis-28429	329	21	384–394	384–394	NUM
bracis-28429	329	22	.	.	PUNCT
bracis-28429	330	1	the	the	DET
bracis-28429	330	2	association	association	NOUN
bracis-28429	330	3	for	for	ADP
bracis-28429	330	4	computer	computer	NOUN
bracis-28429	330	5	linguistics	linguistic	NOUN
bracis-28429	330	6	(	(	PUNCT
bracis-28429	330	7	2010	2010	NUM
bracis-28429	330	8	)	)	PUNCT
bracis-28429	330	9	google	google	PROPN
bracis-28429	330	10	scholar	scholar	NOUN
bracis-28429	330	11	  	  	SPACE
bracis-28429	330	12	yang	yang	PROPN
bracis-28429	330	13	,	,	PUNCT
bracis-28429	330	14	y.	y.	PROPN
bracis-28429	330	15	,	,	PUNCT
bracis-28429	330	16	et	et	PROPN
bracis-28429	330	17	al	al	PROPN
bracis-28429	330	18	.	.	PUNCT
bracis-28429	330	19	:	:	PUNCT
bracis-28429	330	20	multilingual	multilingual	ADJ
bracis-28429	330	21	universal	universal	ADJ
bracis-28429	330	22	sentence	sentence	NOUN
bracis-28429	330	23	encoder	encoder	NOUN
bracis-28429	330	24	for	for	ADP
bracis-28429	330	25	semantic	semantic	ADJ
bracis-28429	330	26	retrieval	retrieval	NOUN
bracis-28429	330	27	.	.	PUNCT
bracis-28429	331	1	in	in	ADP
bracis-28429	331	2	:	:	PUNCT
bracis-28429	331	3	proceedings	proceeding	NOUN
bracis-28429	331	4	of	of	ADP
bracis-28429	331	5	the	the	DET
bracis-28429	331	6	58th	58th	ADJ
bracis-28429	331	7	annual	annual	ADJ
bracis-28429	331	8	meeting	meeting	NOUN
bracis-28429	331	9	of	of	ADP
bracis-28429	331	10	the	the	DET
bracis-28429	331	11	association	association	NOUN
bracis-28429	331	12	for	for	ADP
bracis-28429	331	13	computational	computational	ADJ
bracis-28429	331	14	linguistics	linguistic	NOUN
bracis-28429	331	15	:	:	PUNCT
bracis-28429	331	16	system	system	NOUN
bracis-28429	331	17	demonstrations	demonstration	NOUN
bracis-28429	331	18	(	(	PUNCT
bracis-28429	331	19	acl	acl	PROPN
bracis-28429	331	20	)	)	PUNCT
bracis-28429	331	21	,	,	PUNCT
bracis-28429	331	22	pp	pp	ADP
bracis-28429	331	23	.	.	PUNCT
bracis-28429	332	1	87–94	87–94	NUM
bracis-28429	332	2	.	.	PUNCT
bracis-28429	333	1	association	association	NOUN
bracis-28429	333	2	for	for	ADP
bracis-28429	333	3	computational	computational	ADJ
bracis-28429	333	4	linguistics	linguistic	NOUN
bracis-28429	333	5	(	(	PUNCT
bracis-28429	333	6	2020	2020	NUM
bracis-28429	333	7	)	)	PUNCT
bracis-28429	333	8	.	.	PUNCT
bracis-28429	334	1	https://doi.org/10.18653/v1/2020.acl-demos.12	https://doi.org/10.18653/v1/2020.acl-demos.12	NOUN
bracis-28429	334	2	download	download	VERB
bracis-28429	334	3	references	reference	NOUN
bracis-28429	334	4	acknowledgments	acknowledgment	NOUN
bracis-28429	334	5	.	.	PUNCT
bracis-28429	335	1	this	this	DET
bracis-28429	335	2	work	work	NOUN
bracis-28429	335	3	was	be	AUX
bracis-28429	335	4	funded	fund	VERB
bracis-28429	335	5	by	by	ADP
bracis-28429	335	6	the	the	DET
bracis-28429	335	7	prosecution	prosecution	NOUN
bracis-28429	335	8	service	service	NOUN
bracis-28429	335	9	of	of	ADP
bracis-28429	335	10	the	the	DET
bracis-28429	335	11	state	state	NOUN
bracis-28429	335	12	of	of	ADP
bracis-28429	335	13	minas	minas	PROPN
bracis-28429	335	14	gerais	gerais	PROPN
bracis-28429	335	15	(	(	PUNCT
bracis-28429	335	16	ministério	ministério	NOUN
bracis-28429	335	17	público	público	NOUN
bracis-28429	335	18	do	do	AUX
bracis-28429	335	19	estado	estado	PROPN
bracis-28429	335	20	de	de	PROPN
bracis-28429	335	21	minas	minas	X
bracis-28429	335	22	gerais	gerais	PROPN
bracis-28429	335	23	)	)	PUNCT
bracis-28429	335	24	through	through	ADP
bracis-28429	335	25	the	the	DET
bracis-28429	335	26	analytical	analytical	ADJ
bracis-28429	335	27	capabilities	capability	NOUN
bracis-28429	335	28	project	project	NOUN
bracis-28429	335	29	(	(	PUNCT
bracis-28429	335	30	programa	programa	NOUN
bracis-28429	335	31	de	de	X
bracis-28429	335	32	capacidades	capacidade	NOUN
bracis-28429	335	33	analíticas	analíticas	PROPN
bracis-28429	335	34	)	)	PUNCT
bracis-28429	335	35	and	and	CCONJ
bracis-28429	335	36	by	by	ADP
bracis-28429	335	37	cnpq	cnpq	NOUN
bracis-28429	335	38	,	,	PUNCT
bracis-28429	335	39	capes	cape	NOUN
bracis-28429	335	40	,	,	PUNCT
bracis-28429	335	41	and	and	CCONJ
bracis-28429	335	42	fapemig	fapemig	PROPN
bracis-28429	335	43	.	.	PUNCT
bracis-28429	336	1	author	author	NOUN
bracis-28429	336	2	information	information	NOUN
bracis-28429	336	3	authors	author	NOUN
bracis-28429	336	4	and	and	CCONJ
bracis-28429	336	5	affiliations	affiliation	NOUN
bracis-28429	336	6	universidade	universidade	PROPN
bracis-28429	336	7	federal	federal	PROPN
bracis-28429	336	8	de	de	PROPN
bracis-28429	336	9	minas	minas	PROPN
bracis-28429	336	10	gerais	gerais	PROPN
bracis-28429	336	11	(	(	PUNCT
bracis-28429	336	12	ufmg	ufmg	PROPN
bracis-28429	336	13	)	)	PUNCT
bracis-28429	336	14	,	,	PUNCT
bracis-28429	336	15	belo	belo	PROPN
bracis-28429	336	16	horizonte	horizonte	PROPN
bracis-28429	336	17	,	,	PUNCT
bracis-28429	336	18	mg	mg	PROPN
bracis-28429	336	19	,	,	PUNCT
bracis-28429	336	20	brazil	brazil	PROPN
bracis-28429	336	21	henrique	henrique	PROPN
bracis-28429	336	22	r.	r.	PROPN
bracis-28429	336	23	hott	hott	PROPN
bracis-28429	336	24	,	,	PUNCT
bracis-28429	336	25	 	 	SPACE
bracis-28429	336	26	mariana	mariana	PROPN
bracis-28429	336	27	o.	o.	PROPN
bracis-28429	336	28	silva	silva	PROPN
bracis-28429	336	29	,	,	PUNCT
bracis-28429	336	30	 	 	SPACE
bracis-28429	336	31	gabriel	gabriel	PROPN
bracis-28429	336	32	p.	p.	PROPN
bracis-28429	336	33	oliveira	oliveira	PROPN
bracis-28429	336	34	,	,	PUNCT
bracis-28429	336	35	 	 	SPACE
bracis-28429	336	36	michele	michele	PROPN
bracis-28429	336	37	a.	a.	PROPN
bracis-28429	336	38	brandão	brandão	PROPN
bracis-28429	336	39	,	,	PUNCT
bracis-28429	336	40	 	 	SPACE
bracis-28429	336	41	anisio	anisio	NOUN
bracis-28429	336	42	lacerda	lacerda	PROPN
bracis-28429	336	43	 	 	SPACE
bracis-28429	336	44	&	&	CCONJ
bracis-28429	336	45	 	 	SPACE
bracis-28429	336	46	gisele	gisele	PROPN
bracis-28429	336	47	pappa	pappa	PROPN
bracis-28429	336	48	instituto	instituto	PROPN
bracis-28429	336	49	federal	federal	PROPN
bracis-28429	336	50	de	de	PROPN
bracis-28429	336	51	minas	minas	PROPN
bracis-28429	336	52	gerais	gerais	PROPN
bracis-28429	336	53	(	(	PUNCT
bracis-28429	336	54	ifmg	ifmg	PROPN
bracis-28429	336	55	)	)	PUNCT
bracis-28429	336	56	,	,	PUNCT
bracis-28429	336	57	ribeirão	ribeirão	PROPN
bracis-28429	336	58	das	das	PROPN
bracis-28429	336	59	neves	neve	NOUN
bracis-28429	336	60	,	,	PUNCT
bracis-28429	336	61	mg	mg	PROPN
bracis-28429	336	62	,	,	PUNCT
bracis-28429	336	63	brazil	brazil	PROPN
bracis-28429	336	64	michele	michele	PROPN
bracis-28429	336	65	a.	a.	PROPN
bracis-28429	336	66	brandão	brandão	PROPN
bracis-28429	336	67	authors	author	NOUN
bracis-28429	336	68	henrique	henrique	PROPN
bracis-28429	336	69	r.	r.	PROPN
bracis-28429	336	70	hottview	hottview	PROPN
bracis-28429	336	71	author	author	NOUN
bracis-28429	336	72	publications	publication	NOUN
bracis-28429	336	73	search	search	NOUN
bracis-28429	336	74	author	author	NOUN
bracis-28429	336	75	on	on	ADP
bracis-28429	336	76	:	:	PUNCT
bracis-28429	336	77	pubmed	pubmed	PROPN
bracis-28429	336	78	 	 	SPACE
bracis-28429	336	79	google	google	PROPN
bracis-28429	336	80	scholar	scholar	NOUN
bracis-28429	336	81	mariana	mariana	PROPN
bracis-28429	336	82	o.	o.	PROPN
bracis-28429	336	83	silvaview	silvaview	PROPN
bracis-28429	336	84	author	author	NOUN
bracis-28429	336	85	publications	publication	NOUN
bracis-28429	336	86	search	search	NOUN
bracis-28429	336	87	author	author	NOUN
bracis-28429	336	88	on	on	ADP
bracis-28429	336	89	:	:	PUNCT
bracis-28429	336	90	pubmed	pubmed	PROPN
bracis-28429	336	91	 	 	SPACE
bracis-28429	336	92	google	google	PROPN
bracis-28429	336	93	scholar	scholar	NOUN
bracis-28429	336	94	gabriel	gabriel	PROPN
bracis-28429	336	95	p.	p.	PROPN
bracis-28429	336	96	oliveiraview	oliveiraview	PROPN
bracis-28429	336	97	author	author	NOUN
bracis-28429	336	98	publications	publication	NOUN
bracis-28429	336	99	search	search	NOUN
bracis-28429	336	100	author	author	NOUN
bracis-28429	336	101	on	on	ADP
bracis-28429	336	102	:	:	PUNCT
bracis-28429	336	103	pubmed	pubmed	PROPN
bracis-28429	336	104	 	 	SPACE
bracis-28429	336	105	google	google	PROPN
bracis-28429	336	106	scholar	scholar	PROPN
bracis-28429	336	107	michele	michele	PROPN
bracis-28429	336	108	a.	a.	PROPN
bracis-28429	336	109	brandãoview	brandãoview	PROPN
bracis-28429	336	110	author	author	NOUN
bracis-28429	336	111	publications	publication	NOUN
bracis-28429	336	112	search	search	NOUN
bracis-28429	336	113	author	author	NOUN
bracis-28429	336	114	on	on	ADP
bracis-28429	336	115	:	:	PUNCT
bracis-28429	336	116	pubmed	pubmed	PROPN
bracis-28429	336	117	 	 	SPACE
bracis-28429	336	118	google	google	PROPN
bracis-28429	336	119	scholar	scholar	NOUN
bracis-28429	336	120	anisio	anisio	NOUN
bracis-28429	336	121	lacerdaview	lacerdaview	NOUN
bracis-28429	336	122	author	author	NOUN
bracis-28429	336	123	publications	publication	NOUN
bracis-28429	336	124	search	search	NOUN
bracis-28429	336	125	author	author	NOUN
bracis-28429	336	126	on	on	ADP
bracis-28429	336	127	:	:	PUNCT
bracis-28429	336	128	pubmed	pubmed	PROPN
bracis-28429	336	129	 	 	SPACE
bracis-28429	336	130	google	google	PROPN
bracis-28429	336	131	scholar	scholar	NOUN
bracis-28429	336	132	gisele	gisele	PROPN
bracis-28429	336	133	pappaview	pappaview	NOUN
bracis-28429	336	134	author	author	NOUN
bracis-28429	336	135	publications	publication	NOUN
bracis-28429	336	136	search	search	NOUN
bracis-28429	336	137	author	author	NOUN
bracis-28429	336	138	on	on	ADP
bracis-28429	336	139	:	:	PUNCT
bracis-28429	336	140	pubmed	pubmed	PROPN
bracis-28429	336	141	 	 	SPACE
bracis-28429	336	142	google	google	PROPN
bracis-28429	336	143	scholar	scholar	NOUN
bracis-28429	336	144	corresponding	correspond	VERB
bracis-28429	336	145	author	author	NOUN
bracis-28429	336	146	correspondence	correspondence	NOUN
bracis-28429	336	147	to	to	ADP
bracis-28429	336	148	gisele	gisele	PROPN
bracis-28429	336	149	pappa	pappa	PROPN
bracis-28429	336	150	.	.	PUNCT
bracis-28429	337	1	editor	editor	NOUN
bracis-28429	337	2	information	information	NOUN
bracis-28429	337	3	editors	editor	NOUN
bracis-28429	337	4	and	and	CCONJ
bracis-28429	337	5	affiliations	affiliation	NOUN
bracis-28429	337	6	federal	federal	PROPN
bracis-28429	337	7	university	university	PROPN
bracis-28429	337	8	of	of	ADP
bracis-28429	337	9	são	são	PROPN
bracis-28429	337	10	carlos	carlos	PROPN
bracis-28429	337	11	,	,	PUNCT
bracis-28429	337	12	são	são	PROPN
bracis-28429	337	13	carlos	carlos	PROPN
bracis-28429	337	14	,	,	PUNCT
bracis-28429	337	15	brazil	brazil	PROPN
bracis-28429	337	16	murilo	murilo	PROPN
bracis-28429	337	17	c.	c.	PROPN
bracis-28429	337	18	naldi	naldi	PROPN
bracis-28429	337	19	centro	centro	PROPN
bracis-28429	337	20	universitario	universitario	PROPN
bracis-28429	337	21	da	da	PROPN
bracis-28429	337	22	fei	fei	PROPN
bracis-28429	337	23	,	,	PUNCT
bracis-28429	337	24	são	são	PROPN
bracis-28429	337	25	bernardo	bernardo	PROPN
bracis-28429	337	26	do	do	AUX
bracis-28429	337	27	campo	campo	PROPN
bracis-28429	337	28	,	,	PUNCT
bracis-28429	337	29	brazil	brazil	PROPN
bracis-28429	337	30	reinaldo	reinaldo	PROPN
bracis-28429	337	31	a.	a.	PROPN
bracis-28429	337	32	c.	c.	PROPN
bracis-28429	337	33	bianchi	bianchi	PROPN
bracis-28429	337	34	rights	right	NOUN
bracis-28429	337	35	and	and	CCONJ
bracis-28429	337	36	permissions	permission	NOUN
bracis-28429	337	37	reprints	reprint	NOUN
bracis-28429	337	38	and	and	CCONJ
bracis-28429	337	39	permissions	permission	VERB
bracis-28429	337	40	copyright	copyright	NOUN
bracis-28429	337	41	information	information	NOUN
bracis-28429	337	42	©	©	ADP
bracis-28429	337	43	2023	2023	NUM
bracis-28429	337	44	the	the	DET
bracis-28429	337	45	author(s	author(s	NOUN
bracis-28429	337	46	)	)	PUNCT
bracis-28429	337	47	,	,	PUNCT
bracis-28429	337	48	under	under	ADP
bracis-28429	337	49	exclusive	exclusive	ADJ
bracis-28429	337	50	license	license	NOUN
bracis-28429	337	51	to	to	ADP
bracis-28429	337	52	springer	springer	NOUN
bracis-28429	337	53	nature	nature	PROPN
bracis-28429	337	54	switzerland	switzerland	PROPN
bracis-28429	337	55	ag	ag	PROPN
bracis-28429	337	56	about	about	ADP
bracis-28429	337	57	this	this	DET
bracis-28429	337	58	paper	paper	NOUN
bracis-28429	337	59	cite	cite	VERB
bracis-28429	337	60	this	this	DET
bracis-28429	337	61	paper	paper	NOUN
bracis-28429	337	62	hott	hott	NOUN
bracis-28429	337	63	,	,	PUNCT
bracis-28429	337	64	h.r	h.r	PROPN
bracis-28429	337	65	.	.	PROPN
bracis-28429	337	66	,	,	PUNCT
bracis-28429	337	67	silva	silva	PROPN
bracis-28429	337	68	,	,	PUNCT
bracis-28429	337	69	m.o	m.o	PROPN
bracis-28429	337	70	.	.	PROPN
bracis-28429	337	71	,	,	PUNCT
bracis-28429	337	72	oliveira	oliveira	PROPN
bracis-28429	337	73	,	,	PUNCT
bracis-28429	337	74	g.p	g.p	PROPN
bracis-28429	337	75	.	.	PROPN
bracis-28429	337	76	,	,	PUNCT
bracis-28429	337	77	brandão	brandão	PROPN
bracis-28429	337	78	,	,	PUNCT
bracis-28429	337	79	m.a	m.a	PROPN
bracis-28429	337	80	.	.	PROPN
bracis-28429	337	81	,	,	PUNCT
bracis-28429	337	82	lacerda	lacerda	PROPN
bracis-28429	337	83	,	,	PUNCT
bracis-28429	337	84	a.	a.	NOUN
bracis-28429	337	85	,	,	PUNCT
bracis-28429	337	86	pappa	pappa	PROPN
bracis-28429	337	87	,	,	PUNCT
bracis-28429	337	88	g.	g.	PROPN
bracis-28429	337	89	(	(	PUNCT
bracis-28429	337	90	2023	2023	NUM
bracis-28429	337	91	)	)	PUNCT
bracis-28429	337	92	.	.	PUNCT
bracis-28429	338	1	evaluating	evaluate	VERB
bracis-28429	338	2	contextualized	contextualized	ADJ
bracis-28429	338	3	embeddings	embedding	NOUN
bracis-28429	338	4	for	for	ADP
bracis-28429	338	5	 	 	SPACE
bracis-28429	338	6	topic	topic	NOUN
bracis-28429	338	7	modeling	modeling	NOUN
bracis-28429	338	8	in	in	ADP
bracis-28429	338	9	 	 	SPACE
bracis-28429	338	10	public	public	ADJ
bracis-28429	338	11	bidding	bidding	NOUN
bracis-28429	338	12	domain	domain	NOUN
bracis-28429	338	13	.	.	PUNCT
bracis-28429	339	1	in	in	ADP
bracis-28429	339	2	:	:	PUNCT
bracis-28429	339	3	naldi	naldi	PROPN
bracis-28429	339	4	,	,	PUNCT
bracis-28429	339	5	m.c	m.c	PROPN
bracis-28429	339	6	.	.	PROPN
bracis-28429	339	7	,	,	PUNCT
bracis-28429	339	8	bianchi	bianchi	PROPN
bracis-28429	339	9	,	,	PUNCT
bracis-28429	339	10	r.a.c	r.a.c	ADP
bracis-28429	339	11	.	.	PUNCT
bracis-28429	339	12	(	(	PUNCT
bracis-28429	339	13	eds	ed	NOUN
bracis-28429	339	14	)	)	PUNCT
bracis-28429	339	15	intelligent	intelligent	ADJ
bracis-28429	339	16	systems	system	NOUN
bracis-28429	339	17	.	.	PUNCT
bracis-28429	340	1	bracis	bracis	PROPN
bracis-28429	340	2	2023	2023	NUM
bracis-28429	340	3	.	.	PUNCT
bracis-28429	341	1	lecture	lecture	NOUN
bracis-28429	341	2	notes	note	NOUN
bracis-28429	341	3	in	in	ADP
bracis-28429	341	4	computer	computer	NOUN
bracis-28429	341	5	science	science	NOUN
bracis-28429	341	6	(	(	PUNCT
bracis-28429	341	7	)	)	PUNCT
bracis-28429	341	8	,	,	PUNCT
bracis-28429	341	9	vol	vol	NOUN
bracis-28429	341	10	14197	14197	NUM
bracis-28429	341	11	.	.	PUNCT
bracis-28429	342	1	springer	springer	NOUN
bracis-28429	342	2	,	,	PUNCT
bracis-28429	342	3	cham	cham	PROPN
bracis-28429	342	4	.	.	PUNCT
bracis-28429	343	1	https://doi.org/10.1007/978-3-031-45392-2_27	https://doi.org/10.1007/978-3-031-45392-2_27	PROPN
bracis-28429	343	2	download	download	NOUN
bracis-28429	343	3	citation	citation	NOUN
bracis-28429	343	4	.ris	.ris	PUNCT
bracis-28429	343	5	.enw	.enw	PROPN
bracis-28429	344	1	.bib	.bib	PUNCT
bracis-28429	345	1	doi	doi	PROPN
bracis-28429	345	2	:	:	PUNCT
bracis-28429	345	3	https://doi.org/10.1007/978-3-031-45392-2_27	https://doi.org/10.1007/978-3-031-45392-2_27	PROPN
bracis-28429	345	4	published	publish	VERB
bracis-28429	345	5	:	:	PUNCT
bracis-28429	345	6	12	12	NUM
bracis-28429	345	7	october	october	PROPN
bracis-28429	345	8	2023	2023	NUM
bracis-28429	345	9	publisher	publisher	NOUN
bracis-28429	345	10	name	name	NOUN
bracis-28429	345	11	:	:	PUNCT
bracis-28429	345	12	springer	springer	NOUN
bracis-28429	345	13	,	,	PUNCT
bracis-28429	345	14	cham	cham	PROPN
bracis-28429	345	15	print	print	PROPN
bracis-28429	345	16	isbn	isbn	PROPN
bracis-28429	345	17	:	:	PUNCT
bracis-28429	345	18	978	978	NUM
bracis-28429	345	19	-	-	SYM
bracis-28429	345	20	3	3	NUM
bracis-28429	345	21	-	-	PUNCT
bracis-28429	345	22	031	031	NUM
bracis-28429	345	23	-	-	PUNCT
bracis-28429	345	24	45391	45391	NUM
bracis-28429	345	25	-	-	SYM
bracis-28429	345	26	5	5	NUM
bracis-28429	345	27	online	online	ADJ
bracis-28429	345	28	isbn	isbn	NOUN
bracis-28429	345	29	:	:	PUNCT
bracis-28429	345	30	978	978	NUM
bracis-28429	345	31	-	-	SYM
bracis-28429	345	32	3	3	NUM
bracis-28429	345	33	-	-	PUNCT
bracis-28429	345	34	031	031	NUM
bracis-28429	345	35	-	-	PUNCT
bracis-28429	345	36	45392	45392	NUM
bracis-28429	345	37	-	-	SYM
bracis-28429	345	38	2	2	NUM
bracis-28429	345	39	ebook	ebook	NOUN
bracis-28429	345	40	packages	package	NOUN
bracis-28429	345	41	:	:	PUNCT
bracis-28429	345	42	computer	computer	NOUN
bracis-28429	345	43	sciencecomputer	sciencecomputer	NOUN
bracis-28429	345	44	science	science	NOUN
bracis-28429	345	45	(	(	PUNCT
bracis-28429	345	46	r0	r0	NOUN
bracis-28429	345	47	)	)	PUNCT
bracis-28429	345	48	share	share	VERB
bracis-28429	345	49	this	this	DET
bracis-28429	345	50	paper	paper	NOUN
bracis-28429	345	51	anyone	anyone	PRON
bracis-28429	345	52	you	you	PRON
bracis-28429	345	53	share	share	VERB
bracis-28429	345	54	the	the	DET
bracis-28429	345	55	following	follow	VERB
bracis-28429	345	56	link	link	NOUN
bracis-28429	345	57	with	with	ADP
bracis-28429	345	58	will	will	AUX
bracis-28429	345	59	be	be	AUX
bracis-28429	345	60	able	able	ADJ
bracis-28429	345	61	to	to	PART
bracis-28429	345	62	read	read	VERB
bracis-28429	345	63	this	this	DET
bracis-28429	345	64	content	content	NOUN
bracis-28429	345	65	:	:	PUNCT
bracis-28429	345	66	get	get	VERB
bracis-28429	345	67	shareable	shareable	ADJ
bracis-28429	345	68	linksorry	linksorry	NOUN
bracis-28429	345	69	,	,	PUNCT
bracis-28429	345	70	a	a	DET
bracis-28429	345	71	shareable	shareable	ADJ
bracis-28429	345	72	link	link	NOUN
bracis-28429	345	73	is	be	AUX
bracis-28429	345	74	not	not	PART
bracis-28429	345	75	currently	currently	ADV
bracis-28429	345	76	available	available	ADJ
bracis-28429	345	77	for	for	ADP
bracis-28429	345	78	this	this	DET
bracis-28429	345	79	article	article	NOUN
bracis-28429	345	80	.	.	PUNCT
bracis-28429	346	1	copy	copy	VERB
bracis-28429	346	2	shareable	shareable	ADJ
bracis-28429	346	3	link	link	NOUN
bracis-28429	346	4	to	to	PART
bracis-28429	346	5	clipboard	clipboard	NOUN
bracis-28429	346	6	provided	provide	VERB
bracis-28429	346	7	by	by	ADP
bracis-28429	346	8	the	the	DET
bracis-28429	346	9	springer	springer	NOUN
bracis-28429	346	10	nature	nature	PROPN
bracis-28429	346	11	sharedit	sharedit	PROPN
bracis-28429	346	12	content	content	NOUN
bracis-28429	346	13	-	-	PUNCT
bracis-28429	346	14	sharing	share	VERB
bracis-28429	346	15	initiative	initiative	NOUN
bracis-28429	346	16	keywords	keyword	VERB
bracis-28429	346	17	public	public	ADJ
bracis-28429	346	18	bids	bid	NOUN
bracis-28429	346	19	topic	topic	NOUN
bracis-28429	346	20	modeling	model	VERB
bracis-28429	346	21	contextualized	contextualize	VERB
bracis-28429	346	22	embeddings	embedding	NOUN
bracis-28429	346	23	publish	publish	VERB
bracis-28429	346	24	with	with	ADP
bracis-28429	346	25	us	us	PROPN
bracis-28429	346	26	policies	policy	NOUN
bracis-28429	346	27	and	and	CCONJ
bracis-28429	346	28	ethics	ethic	NOUN
bracis-28429	346	29	profiles	profile	NOUN
bracis-28429	346	30	mariana	mariana	PROPN
bracis-28429	346	31	o.	o.	PROPN
bracis-28429	346	32	silva	silva	PROPN
bracis-28429	346	33	view	view	PROPN
bracis-28429	346	34	author	author	NOUN
bracis-28429	346	35	profile	profile	PROPN
bracis-28429	346	36	gisele	gisele	PROPN
bracis-28429	346	37	pappa	pappa	PROPN
bracis-28429	346	38	view	view	PROPN
bracis-28429	346	39	author	author	NOUN
bracis-28429	346	40	profile	profile	NOUN
bracis-28429	346	41	search	search	NOUN
bracis-28429	346	42	search	search	NOUN
bracis-28429	346	43	by	by	ADP
bracis-28429	346	44	keyword	keyword	NOUN
bracis-28429	346	45	or	or	CCONJ
bracis-28429	346	46	author	author	NOUN
bracis-28429	346	47	search	search	NOUN
bracis-28429	346	48	navigation	navigation	NOUN
bracis-28429	346	49	find	find	VERB
bracis-28429	346	50	a	a	DET
bracis-28429	346	51	journal	journal	NOUN
bracis-28429	346	52	publish	publish	VERB
bracis-28429	346	53	with	with	ADP
bracis-28429	346	54	us	we	PRON
bracis-28429	346	55	track	track	VERB
bracis-28429	346	56	your	your	PRON
bracis-28429	346	57	research	research	NOUN
bracis-28429	346	58	discover	discover	VERB
bracis-28429	346	59	content	content	NOUN
bracis-28429	346	60	journals	journal	NOUN
bracis-28429	346	61	a	a	DET
bracis-28429	346	62	-	-	PUNCT
bracis-28429	346	63	z	z	NOUN
bracis-28429	346	64	books	book	NOUN
bracis-28429	346	65	a	a	DET
bracis-28429	346	66	-	-	PUNCT
bracis-28429	346	67	z	z	NOUN
bracis-28429	346	68	publish	publish	NOUN
bracis-28429	346	69	with	with	ADP
bracis-28429	346	70	us	us	PROPN
bracis-28429	346	71	journal	journal	PROPN
bracis-28429	346	72	finder	finder	PROPN
bracis-28429	346	73	publish	publish	VERB
bracis-28429	346	74	your	your	PRON
bracis-28429	346	75	research	research	NOUN
bracis-28429	346	76	language	language	NOUN
bracis-28429	346	77	editing	edit	VERB
bracis-28429	346	78	open	open	ADJ
bracis-28429	346	79	access	access	NOUN
bracis-28429	346	80	publishing	publishing	NOUN
bracis-28429	346	81	products	product	NOUN
bracis-28429	346	82	and	and	CCONJ
bracis-28429	346	83	services	service	NOUN
bracis-28429	346	84	our	our	PRON
bracis-28429	346	85	products	product	NOUN
bracis-28429	346	86	librarians	librarian	VERB
bracis-28429	346	87	societies	society	NOUN
bracis-28429	346	88	partners	partner	NOUN
bracis-28429	346	89	and	and	CCONJ
bracis-28429	346	90	advertisers	advertiser	NOUN
bracis-28429	346	91	our	our	PRON
bracis-28429	346	92	brands	brand	NOUN
bracis-28429	346	93	springer	springer	NOUN
bracis-28429	346	94	nature	nature	PROPN
bracis-28429	346	95	portfolio	portfolio	PROPN
bracis-28429	346	96	bmc	bmc	PROPN
bracis-28429	346	97	palgrave	palgrave	PROPN
bracis-28429	346	98	macmillan	macmillan	PROPN
bracis-28429	346	99	apress	apress	PROPN
bracis-28429	346	100	discover	discover	VERB
bracis-28429	346	101	your	your	PRON
bracis-28429	346	102	privacy	privacy	NOUN
bracis-28429	346	103	choices	choice	NOUN
bracis-28429	346	104	/	/	SYM
bracis-28429	346	105	manage	manage	NOUN
bracis-28429	346	106	cookies	cookie	NOUN
bracis-28429	346	107	your	your	PRON
bracis-28429	346	108	us	us	PROPN
bracis-28429	347	1	state	state	NOUN
bracis-28429	347	2	privacy	privacy	NOUN
bracis-28429	347	3	rights	right	NOUN
bracis-28429	347	4	accessibility	accessibility	NOUN
bracis-28429	347	5	statement	statement	NOUN
bracis-28429	347	6	terms	term	NOUN
bracis-28429	347	7	and	and	CCONJ
bracis-28429	347	8	conditions	condition	NOUN
bracis-28429	347	9	privacy	privacy	NOUN
bracis-28429	347	10	policy	policy	NOUN
bracis-28429	347	11	help	help	NOUN
bracis-28429	347	12	and	and	CCONJ
bracis-28429	347	13	support	support	VERB
bracis-28429	347	14	legal	legal	ADJ
bracis-28429	347	15	notice	notice	NOUN
bracis-28429	347	16	cancel	cancel	VERB
bracis-28429	347	17	contracts	contract	NOUN
bracis-28429	347	18	here	here	ADV
bracis-28429	347	19	129.74.145.123	129.74.145.123	NUM
bracis-28429	347	20	hesburgh	hesburgh	PROPN
bracis-28429	347	21	library	library	PROPN
bracis-28429	347	22	er	er	INTJ
bracis-28429	347	23	unit	unit	NOUN
bracis-28429	347	24	(	(	PUNCT
bracis-28429	347	25	3005732405	3005732405	NUM
bracis-28429	347	26	)	)	PUNCT
bracis-28429	347	27	northeast	northeast	ADJ
bracis-28429	347	28	research	research	NOUN
bracis-28429	347	29	libraries	library	NOUN
bracis-28429	347	30	(	(	PUNCT
bracis-28429	347	31	nerl	nerl	PROPN
bracis-28429	347	32	)	)	PUNCT
bracis-28429	347	33	(	(	PUNCT
bracis-28429	347	34	8200828607	8200828607	NUM
bracis-28429	347	35	)	)	PUNCT
bracis-28429	347	36	nerl	nerl	VERB
bracis-28429	347	37	ta	ta	X
bracis-28429	347	38	account	account	NOUN
bracis-28429	347	39	(	(	PUNCT
bracis-28429	347	40	3006206169	3006206169	NUM
bracis-28429	347	41	)	)	PUNCT
bracis-28429	347	42	university	university	NOUN
bracis-28429	347	43	of	of	ADP
bracis-28429	347	44	notre	notre	PROPN
bracis-28429	347	45	dame	dame	PROPN
bracis-28429	347	46	hesburgh	hesburgh	PROPN
bracis-28429	347	47	library	library	NOUN
bracis-28429	347	48	(	(	PUNCT
bracis-28429	347	49	3000184373	3000184373	NUM
bracis-28429	347	50	)	)	PUNCT
bracis-28429	348	1	©	©	ADP
bracis-28429	348	2	2025	2025	NUM
bracis-28429	348	3	springer	springer	NOUN
bracis-28429	348	4	nature	nature	NOUN