id	sid	tid	token	lemma	pos
bracis-19061	1	1	evaluating	evaluate	VERB
bracis-19061	1	2	topic	topic	NOUN
bracis-19061	1	3	models	model	NOUN
bracis-19061	1	4	in	in	ADP
bracis-19061	1	5	portuguese	portuguese	ADJ
bracis-19061	1	6	political	political	ADJ
bracis-19061	1	7	comments	comment	NOUN
bracis-19061	1	8	about	about	ADP
bracis-19061	1	9	bills	bill	NOUN
bracis-19061	1	10	from	from	ADP
bracis-19061	1	11	brazil	brazil	PROPN
bracis-19061	1	12	’s	’s	PART
bracis-19061	1	13	chamber	chamber	NOUN
bracis-19061	1	14	of	of	ADP
bracis-19061	1	15	deputies	deputy	NOUN
bracis-19061	1	16	|	|	ADV
bracis-19061	1	17	springer	springer	NOUN
bracis-19061	1	18	nature	nature	PROPN
bracis-19061	1	19	link	link	PROPN
bracis-19061	1	20	(	(	PUNCT
bracis-19061	1	21	formerly	formerly	ADV
bracis-19061	1	22	springerlink	springerlink	NOUN
bracis-19061	1	23	)	)	PUNCT
bracis-19061	1	24	skip	skip	VERB
bracis-19061	1	25	to	to	ADP
bracis-19061	1	26	main	main	ADJ
bracis-19061	1	27	content	content	NOUN
bracis-19061	1	28	advertisement	advertisement	NOUN
bracis-19061	1	29	log	log	NOUN
bracis-19061	1	30	in	in	ADP
bracis-19061	1	31	menu	menu	NOUN
bracis-19061	1	32	find	find	VERB
bracis-19061	1	33	a	a	DET
bracis-19061	1	34	journal	journal	NOUN
bracis-19061	1	35	publish	publish	VERB
bracis-19061	1	36	with	with	ADP
bracis-19061	1	37	us	we	PRON
bracis-19061	1	38	track	track	VERB
bracis-19061	1	39	your	your	PRON
bracis-19061	1	40	research	research	NOUN
bracis-19061	1	41	search	search	NOUN
bracis-19061	1	42	cart	cart	NOUN
bracis-19061	1	43	home	home	NOUN
bracis-19061	1	44	intelligent	intelligent	ADJ
bracis-19061	1	45	systems	system	NOUN
bracis-19061	1	46	conference	conference	NOUN
bracis-19061	1	47	paper	paper	NOUN
bracis-19061	1	48	evaluating	evaluate	VERB
bracis-19061	1	49	topic	topic	NOUN
bracis-19061	1	50	models	model	NOUN
bracis-19061	1	51	in	in	ADP
bracis-19061	1	52	portuguese	portuguese	ADJ
bracis-19061	1	53	political	political	ADJ
bracis-19061	1	54	comments	comment	NOUN
bracis-19061	1	55	about	about	ADP
bracis-19061	1	56	bills	bill	NOUN
bracis-19061	1	57	from	from	ADP
bracis-19061	1	58	brazil	brazil	PROPN
bracis-19061	1	59	’s	’s	PART
bracis-19061	1	60	chamber	chamber	PROPN
bracis-19061	1	61	of	of	ADP
bracis-19061	1	62	deputies	deputy	NOUN
bracis-19061	1	63	conference	conference	NOUN
bracis-19061	1	64	paper	paper	NOUN
bracis-19061	1	65	first	first	ADV
bracis-19061	1	66	online	online	ADV
bracis-19061	1	67	:	:	PUNCT
bracis-19061	1	68	28	28	NUM
bracis-19061	1	69	november	november	NOUN
bracis-19061	1	70	2021	2021	NUM
bracis-19061	2	1	pp	pp	ADP
bracis-19061	2	2	104–120	104–120	NUM
bracis-19061	2	3	cite	cite	VERB
bracis-19061	2	4	this	this	DET
bracis-19061	2	5	conference	conference	NOUN
bracis-19061	2	6	paper	paper	NOUN
bracis-19061	2	7	access	access	NOUN
bracis-19061	2	8	provided	provide	VERB
bracis-19061	2	9	by	by	ADP
bracis-19061	2	10	university	university	PROPN
bracis-19061	2	11	of	of	ADP
bracis-19061	2	12	notre	notre	PROPN
bracis-19061	2	13	dame	dame	PROPN
bracis-19061	2	14	hesburgh	hesburgh	PROPN
bracis-19061	2	15	library	library	PROPN
bracis-19061	2	16	download	download	PROPN
bracis-19061	2	17	book	book	NOUN
bracis-19061	2	18	pdf	pdf	PROPN
bracis-19061	2	19	download	download	NOUN
bracis-19061	2	20	book	book	NOUN
bracis-19061	2	21	epub	epub	PROPN
bracis-19061	2	22	intelligent	intelligent	ADJ
bracis-19061	2	23	systems	system	NOUN
bracis-19061	2	24	(	(	PUNCT
bracis-19061	2	25	bracis	bracis	NOUN
bracis-19061	2	26	2021	2021	NUM
bracis-19061	2	27	)	)	PUNCT
bracis-19061	2	28	evaluating	evaluate	VERB
bracis-19061	2	29	topic	topic	NOUN
bracis-19061	2	30	models	model	NOUN
bracis-19061	2	31	in	in	ADP
bracis-19061	2	32	portuguese	portuguese	ADJ
bracis-19061	2	33	political	political	ADJ
bracis-19061	2	34	comments	comment	NOUN
bracis-19061	2	35	about	about	ADP
bracis-19061	2	36	bills	bill	NOUN
bracis-19061	2	37	from	from	ADP
bracis-19061	2	38	brazil	brazil	PROPN
bracis-19061	2	39	’s	’s	PART
bracis-19061	2	40	chamber	chamber	NOUN
bracis-19061	2	41	of	of	ADP
bracis-19061	2	42	deputies	deputy	NOUN
bracis-19061	2	43	download	download	VERB
bracis-19061	2	44	book	book	NOUN
bracis-19061	2	45	pdf	pdf	PROPN
bracis-19061	2	46	download	download	NOUN
bracis-19061	2	47	book	book	PROPN
bracis-19061	2	48	epub	epub	PROPN
bracis-19061	2	49	nádia	nádia	PROPN
bracis-19061	2	50	f.	f.	PROPN
bracis-19061	2	51	f.	f.	PROPN
bracis-19061	2	52	da	da	PROPN
bracis-19061	2	53	silva10,11	silva10,11	PROPN
bracis-19061	2	54	,	,	PUNCT
bracis-19061	2	55	marília	marília	PROPN
bracis-19061	2	56	costa	costa	PROPN
bracis-19061	2	57	r.	r.	PROPN
bracis-19061	2	58	silva10	silva10	PROPN
bracis-19061	2	59	,	,	PUNCT
bracis-19061	2	60	fabíola	fabíola	PROPN
bracis-19061	2	61	s.	s.	PROPN
bracis-19061	2	62	f.	f.	PROPN
bracis-19061	2	63	pereira10,12	pereira10,12	PROPN
bracis-19061	2	64	,	,	PUNCT
bracis-19061	2	65	joão	joão	PROPN
bracis-19061	2	66	pedro	pedro	PROPN
bracis-19061	2	67	m.	m.	PROPN
bracis-19061	2	68	tarrega10	tarrega10	PROPN
bracis-19061	2	69	,	,	PUNCT
bracis-19061	2	70	joão	joão	PROPN
bracis-19061	2	71	vitor	vitor	PROPN
bracis-19061	2	72	p.	p.	PROPN
bracis-19061	2	73	beinotti10	beinotti10	PROPN
bracis-19061	2	74	,	,	PUNCT
bracis-19061	2	75	márcio	márcio	PROPN
bracis-19061	2	76	fonseca13	fonseca13	NOUN
bracis-19061	2	77	,	,	PUNCT
bracis-19061	2	78	francisco	francisco	PROPN
bracis-19061	2	79	edmundo	edmundo	PROPN
bracis-19061	2	80	de	de	X
bracis-19061	2	81	andrade13	andrade13	PROPN
bracis-19061	2	82	&	&	CCONJ
bracis-19061	2	83	…	…	PUNCT
bracis-19061	2	84	andré	andré	PROPN
bracis-19061	2	85	c.	c.	PROPN
bracis-19061	2	86	p.	p.	PROPN
bracis-19061	2	87	de	de	PROPN
bracis-19061	2	88	l.	l.	PROPN
bracis-19061	2	89	f.	f.	PROPN
bracis-19061	2	90	de	de	PROPN
bracis-19061	2	91	carvalho13	carvalho13	PROPN
bracis-19061	2	92	  	  	SPACE
bracis-19061	2	93	show	show	VERB
bracis-19061	2	94	authors	author	NOUN
bracis-19061	2	95	part	part	NOUN
bracis-19061	2	96	of	of	ADP
bracis-19061	2	97	the	the	DET
bracis-19061	2	98	book	book	NOUN
bracis-19061	2	99	series	series	NOUN
bracis-19061	2	100	:	:	PUNCT
bracis-19061	2	101	lecture	lecture	NOUN
bracis-19061	2	102	notes	note	NOUN
bracis-19061	2	103	in	in	ADP
bracis-19061	2	104	computer	computer	NOUN
bracis-19061	2	105	science	science	NOUN
bracis-19061	2	106	(	(	PUNCT
bracis-19061	2	107	(	(	PUNCT
bracis-19061	2	108	lnai	lnai	ADJ
bracis-19061	2	109	,	,	PUNCT
bracis-19061	2	110	volume	volume	NOUN
bracis-19061	2	111	13074	13074	NUM
bracis-19061	2	112	)	)	PUNCT
bracis-19061	2	113	)	)	PUNCT
bracis-19061	2	114	included	include	VERB
bracis-19061	2	115	in	in	ADP
bracis-19061	2	116	the	the	DET
bracis-19061	2	117	following	follow	VERB
bracis-19061	2	118	conference	conference	NOUN
bracis-19061	2	119	series	series	NOUN
bracis-19061	2	120	:	:	PUNCT
bracis-19061	2	121	brazilian	brazilian	ADJ
bracis-19061	2	122	conference	conference	NOUN
bracis-19061	2	123	on	on	ADP
bracis-19061	2	124	intelligent	intelligent	ADJ
bracis-19061	2	125	systems	system	NOUN
bracis-19061	2	126	1550	1550	NUM
bracis-19061	2	127	accesses	access	VERB
bracis-19061	2	128	22	22	NUM
bracis-19061	2	129	citations	citation	NOUN
bracis-19061	2	130	abstract	abstract	ADJ
bracis-19061	2	131	the	the	DET
bracis-19061	2	132	popular	popular	ADJ
bracis-19061	2	133	participation	participation	NOUN
bracis-19061	2	134	in	in	ADP
bracis-19061	2	135	law	law	NOUN
bracis-19061	2	136	-	-	PUNCT
bracis-19061	2	137	making	making	NOUN
bracis-19061	2	138	is	be	AUX
bracis-19061	2	139	an	an	DET
bracis-19061	2	140	important	important	ADJ
bracis-19061	2	141	resource	resource	NOUN
bracis-19061	2	142	in	in	ADP
bracis-19061	2	143	the	the	DET
bracis-19061	2	144	evolution	evolution	NOUN
bracis-19061	2	145	of	of	ADP
bracis-19061	2	146	democracy	democracy	NOUN
bracis-19061	2	147	and	and	CCONJ
bracis-19061	2	148	direct	direct	ADJ
bracis-19061	2	149	legislation	legislation	NOUN
bracis-19061	2	150	.	.	PUNCT
bracis-19061	3	1	the	the	DET
bracis-19061	3	2	amount	amount	NOUN
bracis-19061	3	3	of	of	ADP
bracis-19061	3	4	legislative	legislative	ADJ
bracis-19061	3	5	documents	document	NOUN
bracis-19061	3	6	produced	produce	VERB
bracis-19061	3	7	within	within	ADP
bracis-19061	3	8	the	the	DET
bracis-19061	3	9	past	past	ADJ
bracis-19061	3	10	decade	decade	NOUN
bracis-19061	3	11	has	have	AUX
bracis-19061	3	12	risen	rise	VERB
bracis-19061	3	13	dramatically	dramatically	ADV
bracis-19061	3	14	,	,	PUNCT
bracis-19061	3	15	making	make	VERB
bracis-19061	3	16	it	it	PRON
bracis-19061	3	17	difficult	difficult	ADJ
bracis-19061	3	18	for	for	SCONJ
bracis-19061	3	19	law	law	NOUN
bracis-19061	3	20	practitioners	practitioner	NOUN
bracis-19061	3	21	to	to	PART
bracis-19061	3	22	attend	attend	VERB
bracis-19061	3	23	to	to	ADP
bracis-19061	3	24	legislation	legislation	NOUN
bracis-19061	3	25	and	and	CCONJ
bracis-19061	3	26	still	still	ADV
bracis-19061	3	27	listen	listen	VERB
bracis-19061	3	28	to	to	ADP
bracis-19061	3	29	the	the	DET
bracis-19061	3	30	opinion	opinion	NOUN
bracis-19061	3	31	of	of	ADP
bracis-19061	3	32	the	the	DET
bracis-19061	3	33	citizens	citizen	NOUN
bracis-19061	3	34	.	.	PUNCT
bracis-19061	4	1	this	this	DET
bracis-19061	4	2	work	work	NOUN
bracis-19061	4	3	focuses	focus	VERB
bracis-19061	4	4	on	on	ADP
bracis-19061	4	5	the	the	DET
bracis-19061	4	6	use	use	NOUN
bracis-19061	4	7	of	of	ADP
bracis-19061	4	8	topic	topic	NOUN
bracis-19061	4	9	models	model	NOUN
bracis-19061	4	10	for	for	ADP
bracis-19061	4	11	summarizing	summarize	VERB
bracis-19061	4	12	and	and	CCONJ
bracis-19061	4	13	visualizing	visualize	VERB
bracis-19061	4	14	brazilian	brazilian	ADJ
bracis-19061	4	15	comments	comment	NOUN
bracis-19061	4	16	about	about	ADP
bracis-19061	4	17	legislation	legislation	NOUN
bracis-19061	4	18	(	(	PUNCT
bracis-19061	4	19	bills	bill	NOUN
bracis-19061	4	20	)	)	PUNCT
bracis-19061	4	21	.	.	PUNCT
bracis-19061	5	1	in	in	ADP
bracis-19061	5	2	this	this	DET
bracis-19061	5	3	paper	paper	NOUN
bracis-19061	5	4	,	,	PUNCT
bracis-19061	5	5	we	we	PRON
bracis-19061	5	6	provide	provide	VERB
bracis-19061	5	7	a	a	DET
bracis-19061	5	8	qualitative	qualitative	ADJ
bracis-19061	5	9	evaluation	evaluation	NOUN
bracis-19061	5	10	from	from	ADP
bracis-19061	5	11	a	a	DET
bracis-19061	5	12	legal	legal	ADJ
bracis-19061	5	13	expert	expert	NOUN
bracis-19061	5	14	and	and	CCONJ
bracis-19061	5	15	compare	compare	VERB
bracis-19061	5	16	it	it	PRON
bracis-19061	5	17	with	with	ADP
bracis-19061	5	18	the	the	DET
bracis-19061	5	19	topics	topic	NOUN
bracis-19061	5	20	predicted	predict	VERB
bracis-19061	5	21	by	by	ADP
bracis-19061	5	22	our	our	PRON
bracis-19061	5	23	model	model	NOUN
bracis-19061	5	24	.	.	PUNCT
bracis-19061	6	1	for	for	ADP
bracis-19061	6	2	such	such	ADJ
bracis-19061	6	3	,	,	PUNCT
bracis-19061	6	4	we	we	PRON
bracis-19061	6	5	designed	design	VERB
bracis-19061	6	6	a	a	DET
bracis-19061	6	7	specific	specific	ADJ
bracis-19061	6	8	sentence	sentence	NOUN
bracis-19061	6	9	embedding	embed	VERB
bracis-19061	6	10	technique	technique	NOUN
bracis-19061	6	11	able	able	ADJ
bracis-19061	6	12	to	to	PART
bracis-19061	6	13	induce	induce	VERB
bracis-19061	6	14	models	model	NOUN
bracis-19061	6	15	for	for	ADP
bracis-19061	6	16	portuguese	portuguese	ADJ
bracis-19061	6	17	texts	text	NOUN
bracis-19061	6	18	,	,	PUNCT
bracis-19061	6	19	and	and	CCONJ
bracis-19061	6	20	we	we	PRON
bracis-19061	6	21	used	use	VERB
bracis-19061	6	22	these	these	DET
bracis-19061	6	23	models	model	NOUN
bracis-19061	6	24	as	as	ADP
bracis-19061	6	25	topic	topic	NOUN
bracis-19061	6	26	model	model	NOUN
bracis-19061	6	27	,	,	PUNCT
bracis-19061	6	28	obtaining	obtain	VERB
bracis-19061	6	29	very	very	ADV
bracis-19061	6	30	good	good	ADJ
bracis-19061	6	31	results	result	NOUN
bracis-19061	6	32	.	.	PUNCT
bracis-19061	7	1	we	we	PRON
bracis-19061	7	2	experimentally	experimentally	ADV
bracis-19061	7	3	compared	compare	VERB
bracis-19061	7	4	our	our	PRON
bracis-19061	7	5	proposal	proposal	NOUN
bracis-19061	7	6	with	with	ADP
bracis-19061	7	7	other	other	ADJ
bracis-19061	7	8	techniques	technique	NOUN
bracis-19061	7	9	for	for	ADP
bracis-19061	7	10	multilingual	multilingual	ADJ
bracis-19061	7	11	sentence	sentence	NOUN
bracis-19061	7	12	embeddings	embedding	NOUN
bracis-19061	7	13	,	,	PUNCT
bracis-19061	7	14	evaluating	evaluate	VERB
bracis-19061	7	15	them	they	PRON
bracis-19061	7	16	in	in	ADP
bracis-19061	7	17	three	three	NUM
bracis-19061	7	18	topical	topical	ADJ
bracis-19061	7	19	corpora	corpora	NOUN
bracis-19061	7	20	prepared	prepare	VERB
bracis-19061	7	21	by	by	ADP
bracis-19061	7	22	us	we	PRON
bracis-19061	7	23	,	,	PUNCT
bracis-19061	7	24	two	two	NUM
bracis-19061	7	25	of	of	ADP
bracis-19061	7	26	them	they	PRON
bracis-19061	7	27	annotated	annotate	VERB
bracis-19061	7	28	by	by	ADP
bracis-19061	7	29	a	a	DET
bracis-19061	7	30	specialist	specialist	NOUN
bracis-19061	7	31	and	and	CCONJ
bracis-19061	7	32	the	the	DET
bracis-19061	7	33	other	other	ADJ
bracis-19061	7	34	automatically	automatically	ADV
bracis-19061	7	35	annotated	annotate	VERB
bracis-19061	7	36	by	by	ADP
bracis-19061	7	37	hashtags	hashtag	NOUN
bracis-19061	7	38	.	.	PUNCT
bracis-19061	8	1	access	access	NOUN
bracis-19061	8	2	provided	provide	VERB
bracis-19061	8	3	by	by	ADP
bracis-19061	8	4	university	university	PROPN
bracis-19061	8	5	of	of	ADP
bracis-19061	8	6	notre	notre	PROPN
bracis-19061	8	7	dame	dame	PROPN
bracis-19061	8	8	hesburgh	hesburgh	PROPN
bracis-19061	8	9	library	library	PROPN
bracis-19061	8	10	.	.	PUNCT
bracis-19061	9	1	download	download	PROPN
bracis-19061	9	2	conference	conference	NOUN
bracis-19061	9	3	paper	paper	NOUN
bracis-19061	9	4	pdf	pdf	NOUN
bracis-19061	9	5	similar	similar	ADJ
bracis-19061	9	6	content	content	NOUN
bracis-19061	9	7	being	be	AUX
bracis-19061	9	8	viewed	view	VERB
bracis-19061	9	9	by	by	ADP
bracis-19061	9	10	others	other	NOUN
bracis-19061	9	11	using	use	VERB
bracis-19061	9	12	topic	topic	NOUN
bracis-19061	9	13	modeling	modeling	NOUN
bracis-19061	9	14	in	in	ADP
bracis-19061	9	15	classification	classification	NOUN
bracis-19061	9	16	of	of	ADP
bracis-19061	9	17	brazilian	brazilian	ADJ
bracis-19061	9	18	lawsuits	lawsuit	NOUN
bracis-19061	9	19	chapter	chapter	NOUN
bracis-19061	9	20	©	©	PROPN
bracis-19061	9	21	2022	2022	NUM
bracis-19061	9	22	ulyssesner	ulyssesner	NOUN
bracis-19061	9	23	-	-	PUNCT
bracis-19061	9	24	br	br	NOUN
bracis-19061	9	25	:	:	PUNCT
bracis-19061	9	26	a	a	DET
bracis-19061	9	27	corpus	corpus	NOUN
bracis-19061	9	28	of	of	ADP
bracis-19061	9	29	brazilian	brazilian	ADJ
bracis-19061	9	30	legislative	legislative	ADJ
bracis-19061	9	31	documents	document	NOUN
bracis-19061	9	32	for	for	ADP
bracis-19061	9	33	named	name	VERB
bracis-19061	9	34	entity	entity	NOUN
bracis-19061	9	35	recognition	recognition	NOUN
bracis-19061	9	36	chapter	chapter	NOUN
bracis-19061	9	37	©	©	PROPN
bracis-19061	9	38	2022	2022	NUM
bracis-19061	9	39	back	back	ADV
bracis-19061	9	40	to	to	ADP
bracis-19061	9	41	the	the	DET
bracis-19061	9	42	feature	feature	NOUN
bracis-19061	9	43	,	,	PUNCT
bracis-19061	9	44	in	in	ADP
bracis-19061	9	45	entailment	entailment	ADJ
bracis-19061	9	46	detection	detection	NOUN
bracis-19061	9	47	and	and	CCONJ
bracis-19061	9	48	similarity	similarity	NOUN
bracis-19061	9	49	measurement	measurement	NOUN
bracis-19061	9	50	for	for	ADP
bracis-19061	9	51	portuguese	portuguese	ADJ
bracis-19061	9	52	chapter	chapter	NOUN
bracis-19061	9	53	©	©	PROPN
bracis-19061	9	54	2020	2020	NUM
bracis-19061	9	55	explore	explore	VERB
bracis-19061	9	56	related	relate	VERB
bracis-19061	9	57	subjects	subject	NOUN
bracis-19061	9	58	discover	discover	VERB
bracis-19061	9	59	the	the	DET
bracis-19061	9	60	latest	late	ADJ
bracis-19061	9	61	articles	article	NOUN
bracis-19061	9	62	,	,	PUNCT
bracis-19061	9	63	books	book	NOUN
bracis-19061	9	64	and	and	CCONJ
bracis-19061	9	65	news	news	NOUN
bracis-19061	9	66	in	in	ADP
bracis-19061	9	67	related	related	ADJ
bracis-19061	9	68	subjects	subject	NOUN
bracis-19061	9	69	,	,	PUNCT
bracis-19061	9	70	suggested	suggest	VERB
bracis-19061	9	71	using	use	VERB
bracis-19061	9	72	machine	machine	NOUN
bracis-19061	9	73	learning	learning	NOUN
bracis-19061	9	74	.	.	PUNCT
bracis-19061	10	1	discourse	discourse	NOUN
bracis-19061	10	2	research	research	NOUN
bracis-19061	10	3	discourse	discourse	NOUN
bracis-19061	10	4	analysis	analysis	NOUN
bracis-19061	10	5	information	information	NOUN
bracis-19061	10	6	model	model	NOUN
bracis-19061	10	7	legislative	legislative	ADJ
bracis-19061	10	8	politics	politic	NOUN
bracis-19061	10	9	political	political	ADJ
bracis-19061	10	10	communication	communication	NOUN
bracis-19061	10	11	portuguese	portuguese	NOUN
bracis-19061	10	12	1	1	NUM
bracis-19061	10	13	introduction	introduction	NOUN
bracis-19061	10	14	the	the	DET
bracis-19061	10	15	popular	popular	ADJ
bracis-19061	10	16	participation	participation	NOUN
bracis-19061	10	17	in	in	ADP
bracis-19061	10	18	the	the	DET
bracis-19061	10	19	definition	definition	NOUN
bracis-19061	10	20	of	of	ADP
bracis-19061	10	21	public	public	ADJ
bracis-19061	10	22	policy	policy	NOUN
bracis-19061	10	23	is	be	AUX
bracis-19061	10	24	inherent	inherent	ADJ
bracis-19061	10	25	to	to	ADP
bracis-19061	10	26	a	a	DET
bracis-19061	10	27	democratic	democratic	ADJ
bracis-19061	10	28	state	state	NOUN
bracis-19061	10	29	,	,	PUNCT
bracis-19061	10	30	and	and	CCONJ
bracis-19061	10	31	it	it	PRON
bracis-19061	10	32	comprises	comprise	VERB
bracis-19061	10	33	more	more	ADJ
bracis-19061	10	34	than	than	ADP
bracis-19061	10	35	electoral	electoral	ADJ
bracis-19061	10	36	processes	process	NOUN
bracis-19061	10	37	.	.	PUNCT
bracis-19061	11	1	the	the	DET
bracis-19061	11	2	information	information	NOUN
bracis-19061	11	3	and	and	CCONJ
bracis-19061	11	4	communication	communication	NOUN
bracis-19061	11	5	technologies	technology	NOUN
bracis-19061	11	6	(	(	PUNCT
bracis-19061	11	7	icts	ict	NOUN
bracis-19061	11	8	)	)	PUNCT
bracis-19061	11	9	provide	provide	VERB
bracis-19061	11	10	a	a	DET
bracis-19061	11	11	means	mean	NOUN
bracis-19061	11	12	for	for	SCONJ
bracis-19061	11	13	citizens	citizen	NOUN
bracis-19061	11	14	to	to	PART
bracis-19061	11	15	manifest	manifest	VERB
bracis-19061	11	16	their	their	PRON
bracis-19061	11	17	options	option	NOUN
bracis-19061	11	18	in	in	ADP
bracis-19061	11	19	social	social	ADJ
bracis-19061	11	20	media	medium	NOUN
bracis-19061	11	21	and	and	CCONJ
bracis-19061	11	22	government	government	NOUN
bracis-19061	11	23	platforms	platform	NOUN
bracis-19061	11	24	[	[	X
bracis-19061	11	25	31	31	NUM
bracis-19061	11	26	]	]	PUNCT
bracis-19061	11	27	.	.	PUNCT
bracis-19061	12	1	furthermore	furthermore	ADV
bracis-19061	12	2	,	,	PUNCT
bracis-19061	12	3	the	the	DET
bracis-19061	12	4	citizens	citizen	NOUN
bracis-19061	12	5	can	can	AUX
bracis-19061	12	6	effectively	effectively	ADV
bracis-19061	12	7	contribute	contribute	VERB
bracis-19061	12	8	to	to	ADP
bracis-19061	12	9	better	well	ADJ
bracis-19061	12	10	public	public	ADJ
bracis-19061	12	11	policies	policy	NOUN
bracis-19061	12	12	and	and	CCONJ
bracis-19061	12	13	government	government	NOUN
bracis-19061	12	14	decision	decision	NOUN
bracis-19061	12	15	-	-	PUNCT
bracis-19061	12	16	making	making	NOUN
bracis-19061	12	17	[	[	X
bracis-19061	12	18	41	41	NUM
bracis-19061	12	19	]	]	PUNCT
bracis-19061	12	20	.	.	PUNCT
bracis-19061	13	1	in	in	ADP
bracis-19061	13	2	brazil	brazil	PROPN
bracis-19061	13	3	,	,	PUNCT
bracis-19061	13	4	the	the	DET
bracis-19061	13	5	chamber	chamber	NOUN
bracis-19061	13	6	of	of	ADP
bracis-19061	13	7	deputies	deputy	NOUN
bracis-19061	13	8	has	have	VERB
bracis-19061	13	9	an	an	DET
bracis-19061	13	10	online	online	ADJ
bracis-19061	13	11	platform	platform	NOUN
bracis-19061	13	12	that	that	PRON
bracis-19061	13	13	enables	enable	VERB
bracis-19061	13	14	all	all	DET
bracis-19061	13	15	brazilian	brazilian	ADJ
bracis-19061	13	16	citizens	citizen	NOUN
bracis-19061	13	17	to	to	PART
bracis-19061	13	18	interact	interact	VERB
bracis-19061	13	19	and	and	CCONJ
bracis-19061	13	20	express	express	VERB
bracis-19061	13	21	their	their	PRON
bracis-19061	13	22	opinions	opinion	NOUN
bracis-19061	13	23	concerning	concern	VERB
bracis-19061	13	24	bills	bill	NOUN
bracis-19061	13	25	being	be	AUX
bracis-19061	13	26	discussed	discuss	VERB
bracis-19061	13	27	by	by	ADP
bracis-19061	13	28	the	the	DET
bracis-19061	13	29	parliament	parliament	NOUN
bracis-19061	14	1	[	[	X
bracis-19061	14	2	12	12	NUM
bracis-19061	14	3	]	]	PUNCT
bracis-19061	14	4	.	.	PUNCT
bracis-19061	15	1	one	one	NUM
bracis-19061	15	2	of	of	ADP
bracis-19061	15	3	the	the	DET
bracis-19061	15	4	main	main	ADJ
bracis-19061	15	5	sources	source	NOUN
bracis-19061	15	6	of	of	ADP
bracis-19061	15	7	public	public	ADJ
bracis-19061	15	8	opinion	opinion	NOUN
bracis-19061	15	9	data	datum	NOUN
bracis-19061	15	10	are	be	AUX
bracis-19061	15	11	the	the	DET
bracis-19061	15	12	social	social	ADJ
bracis-19061	15	13	engagement	engagement	NOUN
bracis-19061	15	14	platforms	platform	NOUN
bracis-19061	15	15	,	,	PUNCT
bracis-19061	15	16	such	such	ADJ
bracis-19061	15	17	as	as	ADP
bracis-19061	15	18	twitterfootnote	twitterfootnote	NOUN
bracis-19061	15	19	1	1	NUM
bracis-19061	15	20	.	.	PUNCT
bracis-19061	16	1	in	in	ADP
bracis-19061	16	2	2019	2019	NUM
bracis-19061	16	3	,	,	PUNCT
bracis-19061	16	4	approximately	approximately	ADV
bracis-19061	16	5	500	500	NUM
bracis-19061	16	6	million	million	NUM
bracis-19061	16	7	tweets	tweet	NOUN
bracis-19061	16	8	were	be	AUX
bracis-19061	16	9	daily	daily	ADV
bracis-19061	16	10	generated	generate	VERB
bracis-19061	16	11	in	in	ADP
bracis-19061	16	12	the	the	DET
bracis-19061	16	13	world	world	NOUN
bracis-19061	17	1	[	[	X
bracis-19061	17	2	47	47	NUM
bracis-19061	17	3	]	]	PUNCT
bracis-19061	17	4	.	.	PUNCT
bracis-19061	18	1	relying	rely	VERB
bracis-19061	18	2	exclusively	exclusively	ADV
bracis-19061	18	3	on	on	ADP
bracis-19061	18	4	human	human	ADJ
bracis-19061	18	5	judgment	judgment	NOUN
bracis-19061	18	6	as	as	ADP
bracis-19061	18	7	a	a	DET
bracis-19061	18	8	tool	tool	NOUN
bracis-19061	18	9	for	for	ADP
bracis-19061	18	10	the	the	DET
bracis-19061	18	11	analysis	analysis	NOUN
bracis-19061	18	12	of	of	ADP
bracis-19061	18	13	very	very	ADV
bracis-19061	18	14	large	large	ADJ
bracis-19061	18	15	public	public	ADJ
bracis-19061	18	16	opinion	opinion	NOUN
bracis-19061	18	17	data	data	NOUN
bracis-19061	18	18	streams	stream	NOUN
bracis-19061	18	19	regarding	regard	VERB
bracis-19061	18	20	the	the	DET
bracis-19061	18	21	brazilian	brazilian	ADJ
bracis-19061	18	22	e	e	NOUN
bracis-19061	18	23	-	-	NOUN
bracis-19061	18	24	democracy	democracy	NOUN
bracis-19061	18	25	is	be	AUX
bracis-19061	18	26	not	not	PART
bracis-19061	18	27	feasible	feasible	ADJ
bracis-19061	18	28	.	.	PUNCT
bracis-19061	19	1	the	the	DET
bracis-19061	19	2	design	design	NOUN
bracis-19061	19	3	and	and	CCONJ
bracis-19061	19	4	use	use	NOUN
bracis-19061	19	5	of	of	ADP
bracis-19061	19	6	new	new	ADJ
bracis-19061	19	7	computational	computational	ADJ
bracis-19061	19	8	tools	tool	NOUN
bracis-19061	19	9	able	able	ADJ
bracis-19061	19	10	to	to	PART
bracis-19061	19	11	extract	extract	VERB
bracis-19061	19	12	relevant	relevant	ADJ
bracis-19061	19	13	and	and	CCONJ
bracis-19061	19	14	useful	useful	ADJ
bracis-19061	19	15	information	information	NOUN
bracis-19061	19	16	from	from	ADP
bracis-19061	19	17	the	the	DET
bracis-19061	19	18	opinions	opinion	NOUN
bracis-19061	19	19	of	of	ADP
bracis-19061	19	20	the	the	DET
bracis-19061	19	21	population	population	NOUN
bracis-19061	19	22	regarding	regard	VERB
bracis-19061	19	23	new	new	ADJ
bracis-19061	19	24	bills	bill	NOUN
bracis-19061	19	25	can	can	AUX
bracis-19061	19	26	result	result	VERB
bracis-19061	19	27	in	in	ADP
bracis-19061	19	28	more	more	ADV
bracis-19061	19	29	accepted	accepted	ADJ
bracis-19061	19	30	and	and	CCONJ
bracis-19061	19	31	embraced	embrace	VERB
bracis-19061	19	32	legislation	legislation	NOUN
bracis-19061	19	33	.	.	PUNCT
bracis-19061	20	1	as	as	SCONJ
bracis-19061	20	2	means	mean	VERB
bracis-19061	20	3	to	to	PART
bracis-19061	20	4	reliably	reliably	ADV
bracis-19061	20	5	process	process	NOUN
bracis-19061	20	6	opinions	opinion	NOUN
bracis-19061	20	7	,	,	PUNCT
bracis-19061	20	8	and	and	CCONJ
bracis-19061	20	9	ensure	ensure	VERB
bracis-19061	20	10	that	that	SCONJ
bracis-19061	20	11	citizens	citizen	NOUN
bracis-19061	20	12	have	have	VERB
bracis-19061	20	13	their	their	PRON
bracis-19061	20	14	freedom	freedom	NOUN
bracis-19061	20	15	of	of	ADP
bracis-19061	20	16	speech	speech	NOUN
bracis-19061	20	17	respected	respect	VERB
bracis-19061	20	18	and	and	CCONJ
bracis-19061	20	19	equally	equally	ADV
bracis-19061	20	20	considered	consider	VERB
bracis-19061	20	21	,	,	PUNCT
bracis-19061	20	22	text	text	NOUN
bracis-19061	20	23	analytic	analytic	ADJ
bracis-19061	20	24	techniques	technique	NOUN
bracis-19061	20	25	[	[	X
bracis-19061	20	26	18	18	NUM
bracis-19061	20	27	]	]	PUNCT
bracis-19061	20	28	emerge	emerge	VERB
bracis-19061	20	29	as	as	ADP
bracis-19061	20	30	tools	tool	NOUN
bracis-19061	20	31	for	for	ADP
bracis-19061	20	32	the	the	DET
bracis-19061	20	33	e	e	NOUN
bracis-19061	20	34	-	-	NOUN
bracis-19061	20	35	democracy	democracy	NOUN
bracis-19061	20	36	[	[	X
bracis-19061	20	37	17	17	NUM
bracis-19061	20	38	]	]	PUNCT
bracis-19061	20	39	.	.	PUNCT
bracis-19061	21	1	it	it	PRON
bracis-19061	21	2	is	be	AUX
bracis-19061	21	3	important	important	ADJ
bracis-19061	21	4	to	to	PART
bracis-19061	21	5	observe	observe	VERB
bracis-19061	21	6	that	that	SCONJ
bracis-19061	21	7	the	the	DET
bracis-19061	21	8	objects	object	NOUN
bracis-19061	21	9	(	(	PUNCT
bracis-19061	21	10	opinions	opinion	NOUN
bracis-19061	21	11	)	)	PUNCT
bracis-19061	21	12	received	receive	VERB
bracis-19061	21	13	in	in	ADP
bracis-19061	21	14	these	these	DET
bracis-19061	21	15	data	datum	NOUN
bracis-19061	21	16	streams	stream	NOUN
bracis-19061	21	17	are	be	AUX
bracis-19061	21	18	mostly	mostly	ADV
bracis-19061	21	19	unlabeled	unlabele	VERB
bracis-19061	21	20	.	.	PUNCT
bracis-19061	22	1	ergo	ergo	NOUN
bracis-19061	22	2	,	,	PUNCT
bracis-19061	22	3	unsupervised	unsupervised	ADJ
bracis-19061	22	4	and	and	CCONJ
bracis-19061	22	5	semi	semi	ADJ
bracis-19061	22	6	-	-	ADJ
bracis-19061	22	7	supervised	supervised	ADJ
bracis-19061	22	8	learning	learning	NOUN
bracis-19061	22	9	approaches	approach	NOUN
bracis-19061	22	10	,	,	PUNCT
bracis-19061	22	11	such	such	ADJ
bracis-19061	22	12	as	as	ADP
bracis-19061	22	13	clustering	clustering	NOUN
bracis-19061	22	14	and	and	CCONJ
bracis-19061	22	15	topic	topic	NOUN
bracis-19061	22	16	models	model	NOUN
bracis-19061	22	17	algorithms	algorithm	NOUN
bracis-19061	22	18	,	,	PUNCT
bracis-19061	22	19	can	can	AUX
bracis-19061	22	20	be	be	AUX
bracis-19061	22	21	more	more	ADV
bracis-19061	22	22	suitable	suitable	ADJ
bracis-19061	22	23	to	to	PART
bracis-19061	22	24	extract	extract	VERB
bracis-19061	22	25	relevant	relevant	ADJ
bracis-19061	22	26	information	information	NOUN
bracis-19061	22	27	from	from	ADP
bracis-19061	22	28	these	these	DET
bracis-19061	22	29	data	datum	NOUN
bracis-19061	22	30	.	.	PUNCT
bracis-19061	23	1	text	text	NOUN
bracis-19061	23	2	clusterization	clusterization	NOUN
bracis-19061	23	3	and	and	CCONJ
bracis-19061	23	4	topic	topic	NOUN
bracis-19061	23	5	modeling	modeling	NOUN
bracis-19061	23	6	techniques	technique	NOUN
bracis-19061	23	7	,	,	PUNCT
bracis-19061	23	8	which	which	PRON
bracis-19061	23	9	are	be	AUX
bracis-19061	23	10	often	often	ADV
bracis-19061	23	11	used	use	VERB
bracis-19061	23	12	in	in	ADP
bracis-19061	23	13	text	text	NOUN
bracis-19061	23	14	mining	mining	NOUN
bracis-19061	23	15	,	,	PUNCT
bracis-19061	23	16	have	have	AUX
bracis-19061	23	17	been	be	AUX
bracis-19061	23	18	frequently	frequently	ADV
bracis-19061	23	19	adopted	adopt	VERB
bracis-19061	23	20	for	for	ADP
bracis-19061	23	21	text	text	NOUN
bracis-19061	23	22	data	datum	NOUN
bracis-19061	23	23	analysis	analysis	NOUN
bracis-19061	23	24	[	[	X
bracis-19061	23	25	17	17	NUM
bracis-19061	23	26	]	]	PUNCT
bracis-19061	23	27	.	.	PUNCT
bracis-19061	24	1	previous	previous	ADJ
bracis-19061	24	2	studies	study	NOUN
bracis-19061	24	3	,	,	PUNCT
bracis-19061	24	4	such	such	ADJ
bracis-19061	24	5	as	as	ADP
bracis-19061	24	6	evangelopoulos	evangelopoulo	NOUN
bracis-19061	24	7	and	and	CCONJ
bracis-19061	24	8	visinescu	visinescu	NOUN
bracis-19061	24	9	[	[	X
bracis-19061	24	10	17	17	NUM
bracis-19061	24	11	]	]	PUNCT
bracis-19061	24	12	,	,	PUNCT
bracis-19061	24	13	successfully	successfully	ADV
bracis-19061	24	14	applied	apply	VERB
bracis-19061	24	15	clustering	clustering	ADJ
bracis-19061	24	16	algorithms	algorithm	NOUN
bracis-19061	24	17	for	for	ADP
bracis-19061	24	18	topic	topic	NOUN
bracis-19061	24	19	modeling	modeling	NOUN
bracis-19061	24	20	using	use	VERB
bracis-19061	24	21	the	the	DET
bracis-19061	24	22	analysis	analysis	NOUN
bracis-19061	24	23	of	of	ADP
bracis-19061	24	24	citizens	citizen	NOUN
bracis-19061	24	25	’	’	PART
bracis-19061	24	26	opinions	opinion	NOUN
bracis-19061	24	27	in	in	ADP
bracis-19061	24	28	the	the	DET
bracis-19061	24	29	e	e	NOUN
bracis-19061	24	30	-	-	NOUN
bracis-19061	24	31	democracy	democracy	NOUN
bracis-19061	24	32	.	.	PUNCT
bracis-19061	25	1	topic	topic	NOUN
bracis-19061	25	2	modeling	modeling	NOUN
bracis-19061	25	3	techniques	technique	NOUN
bracis-19061	25	4	can	can	AUX
bracis-19061	25	5	extract	extract	VERB
bracis-19061	25	6	from	from	ADP
bracis-19061	25	7	texts	text	NOUN
bracis-19061	25	8	information	information	NOUN
bracis-19061	25	9	to	to	PART
bracis-19061	25	10	support	support	VERB
bracis-19061	25	11	semantic	semantic	ADJ
bracis-19061	25	12	analyses	analysis	NOUN
bracis-19061	25	13	.	.	PUNCT
bracis-19061	26	1	this	this	DET
bracis-19061	26	2	paper	paper	NOUN
bracis-19061	26	3	investigates	investigate	VERB
bracis-19061	26	4	a	a	DET
bracis-19061	26	5	similar	similar	ADJ
bracis-19061	26	6	application	application	NOUN
bracis-19061	26	7	,	,	PUNCT
bracis-19061	26	8	using	use	VERB
bracis-19061	26	9	topic	topic	NOUN
bracis-19061	26	10	modeling	modeling	NOUN
bracis-19061	26	11	as	as	SCONJ
bracis-19061	26	12	the	the	DET
bracis-19061	26	13	core	core	NOUN
bracis-19061	26	14	method	method	NOUN
bracis-19061	26	15	to	to	PART
bracis-19061	26	16	extract	extract	VERB
bracis-19061	26	17	key	key	ADJ
bracis-19061	26	18	information	information	NOUN
bracis-19061	26	19	about	about	ADP
bracis-19061	26	20	the	the	DET
bracis-19061	26	21	brazilians	brazilian	NOUN
bracis-19061	26	22	’	’	PART
bracis-19061	26	23	political	political	ADJ
bracis-19061	26	24	opinions	opinion	NOUN
bracis-19061	26	25	for	for	ADP
bracis-19061	26	26	any	any	DET
bracis-19061	26	27	proposed	propose	VERB
bracis-19061	26	28	legislation	legislation	NOUN
bracis-19061	26	29	publicly	publicly	ADV
bracis-19061	26	30	available	available	ADJ
bracis-19061	26	31	in	in	ADP
bracis-19061	26	32	stances	stance	NOUN
bracis-19061	26	33	in	in	ADP
bracis-19061	26	34	the	the	DET
bracis-19061	26	35	chamber	chamber	NOUN
bracis-19061	26	36	of	of	ADP
bracis-19061	26	37	deputies	deputy	NOUN
bracis-19061	26	38	online	online	ADJ
bracis-19061	26	39	platform	platform	NOUN
bracis-19061	26	40	.	.	PUNCT
bracis-19061	27	1	this	this	DET
bracis-19061	27	2	work	work	NOUN
bracis-19061	27	3	focuses	focus	VERB
bracis-19061	27	4	on	on	ADP
bracis-19061	27	5	a	a	DET
bracis-19061	27	6	very	very	ADV
bracis-19061	27	7	specific	specific	ADJ
bracis-19061	27	8	instrument	instrument	NOUN
bracis-19061	27	9	of	of	ADP
bracis-19061	27	10	citizen	citizen	ADJ
bracis-19061	27	11	participation	participation	NOUN
bracis-19061	27	12	in	in	ADP
bracis-19061	27	13	the	the	DET
bracis-19061	27	14	law	law	NOUN
bracis-19061	27	15	-	-	PUNCT
bracis-19061	27	16	making	make	VERB
bracis-19061	27	17	process	process	NOUN
bracis-19061	27	18	:	:	PUNCT
bracis-19061	27	19	comments	comment	NOUN
bracis-19061	27	20	related	relate	VERB
bracis-19061	27	21	to	to	ADP
bracis-19061	27	22	the	the	DET
bracis-19061	27	23	bills	bill	NOUN
bracis-19061	27	24	,	,	PUNCT
bracis-19061	27	25	in	in	ADP
bracis-19061	27	26	particular	particular	ADJ
bracis-19061	27	27	,	,	PUNCT
bracis-19061	27	28	those	those	PRON
bracis-19061	27	29	collected	collect	VERB
bracis-19061	27	30	from	from	ADP
bracis-19061	27	31	the	the	DET
bracis-19061	27	32	polls	poll	NOUN
bracis-19061	27	33	in	in	ADP
bracis-19061	27	34	the	the	DET
bracis-19061	27	35	chamber	chamber	NOUN
bracis-19061	27	36	of	of	ADP
bracis-19061	27	37	deputies	deputy	NOUN
bracis-19061	27	38	web	web	NOUN
bracis-19061	27	39	portal	portal	NOUN
bracis-19061	27	40	(	(	PUNCT
bracis-19061	27	41	refer	refer	VERB
bracis-19061	27	42	to	to	ADP
bracis-19061	27	43	sect	sect	VERB
bracis-19061	27	44	.	.	PUNCT
bracis-19061	27	45	 	 	SPACE
bracis-19061	28	1	3	3	NUM
bracis-19061	28	2	for	for	ADP
bracis-19061	28	3	details	detail	NOUN
bracis-19061	28	4	)	)	PUNCT
bracis-19061	28	5	.	.	PUNCT
bracis-19061	29	1	while	while	SCONJ
bracis-19061	29	2	there	there	PRON
bracis-19061	29	3	is	be	VERB
bracis-19061	29	4	a	a	DET
bracis-19061	29	5	vast	vast	ADJ
bracis-19061	29	6	literature	literature	NOUN
bracis-19061	29	7	exploring	explore	VERB
bracis-19061	29	8	the	the	DET
bracis-19061	29	9	analysis	analysis	NOUN
bracis-19061	29	10	of	of	ADP
bracis-19061	29	11	social	social	ADJ
bracis-19061	29	12	media	medium	NOUN
bracis-19061	29	13	influence	influence	NOUN
bracis-19061	29	14	in	in	ADP
bracis-19061	29	15	politics	politic	NOUN
bracis-19061	29	16	[	[	X
bracis-19061	29	17	5	5	NUM
bracis-19061	29	18	,	,	PUNCT
bracis-19061	29	19	30	30	NUM
bracis-19061	29	20	]	]	PUNCT
bracis-19061	29	21	,	,	PUNCT
bracis-19061	29	22	our	our	PRON
bracis-19061	29	23	comments	comment	NOUN
bracis-19061	29	24	dataset	dataset	VERB
bracis-19061	29	25	is	be	AUX
bracis-19061	29	26	more	more	ADV
bracis-19061	29	27	structured	structured	ADJ
bracis-19061	29	28	and	and	CCONJ
bracis-19061	29	29	focused	focus	VERB
bracis-19061	29	30	on	on	ADP
bracis-19061	29	31	specific	specific	ADJ
bracis-19061	29	32	bills	bill	NOUN
bracis-19061	29	33	.	.	PUNCT
bracis-19061	30	1	the	the	DET
bracis-19061	30	2	research	research	NOUN
bracis-19061	30	3	reported	report	VERB
bracis-19061	30	4	in	in	ADP
bracis-19061	30	5	this	this	DET
bracis-19061	30	6	paper	paper	NOUN
bracis-19061	30	7	has	have	VERB
bracis-19061	30	8	the	the	DET
bracis-19061	30	9	following	follow	VERB
bracis-19061	30	10	contributions	contribution	NOUN
bracis-19061	30	11	:	:	PUNCT
bracis-19061	30	12	we	we	PRON
bracis-19061	30	13	adapted	adapt	VERB
bracis-19061	30	14	the	the	DET
bracis-19061	30	15	bertopic	bertopic	NOUN
bracis-19061	30	16	topic	topic	NOUN
bracis-19061	30	17	mining	mining	NOUN
bracis-19061	30	18	tool	tool	NOUN
bracis-19061	31	1	[	[	X
bracis-19061	31	2	21	21	NUM
bracis-19061	31	3	]	]	PUNCT
bracis-19061	31	4	to	to	PART
bracis-19061	31	5	extract	extract	VERB
bracis-19061	31	6	topics	topic	NOUN
bracis-19061	31	7	from	from	ADP
bracis-19061	31	8	political	political	ADJ
bracis-19061	31	9	comments	comment	NOUN
bracis-19061	31	10	from	from	ADP
bracis-19061	31	11	[	[	X
bracis-19061	31	12	11	11	NUM
bracis-19061	31	13	]	]	PUNCT
bracis-19061	31	14	;	;	PUNCT
bracis-19061	31	15	we	we	PRON
bracis-19061	31	16	applied	apply	VERB
bracis-19061	31	17	an	an	DET
bracis-19061	31	18	unsupervised	unsupervised	ADJ
bracis-19061	31	19	deep	deep	ADJ
bracis-19061	31	20	learning	learning	NOUN
bracis-19061	31	21	based	base	VERB
bracis-19061	31	22	embedding	embed	VERB
bracis-19061	31	23	technique	technique	NOUN
bracis-19061	31	24	[	[	X
bracis-19061	31	25	19	19	NUM
bracis-19061	31	26	]	]	PUNCT
bracis-19061	31	27	to	to	PART
bracis-19061	31	28	train	train	VERB
bracis-19061	31	29	a	a	DET
bracis-19061	31	30	brazilian	brazilian	ADJ
bracis-19061	31	31	portuguese	portuguese	ADJ
bracis-19061	31	32	legislative	legislative	ADJ
bracis-19061	31	33	sentence	sentence	NOUN
bracis-19061	31	34	based	base	VERB
bracis-19061	31	35	-	-	PUNCT
bracis-19061	31	36	embedding	embed	VERB
bracis-19061	31	37	,	,	PUNCT
bracis-19061	31	38	and	and	CCONJ
bracis-19061	31	39	this	this	DET
bracis-19061	31	40	resulting	result	VERB
bracis-19061	31	41	model	model	NOUN
bracis-19061	31	42	is	be	AUX
bracis-19061	31	43	available	available	ADJ
bracis-19061	31	44	at	at	ADP
bracis-19061	31	45	https://github.com/nadiafelix/bracis2021	https://github.com/nadiafelix/bracis2021	ADV
bracis-19061	31	46	;	;	PUNCT
bracis-19061	31	47	we	we	PRON
bracis-19061	31	48	compared	compare	VERB
bracis-19061	31	49	the	the	DET
bracis-19061	31	50	performance	performance	NOUN
bracis-19061	31	51	of	of	ADP
bracis-19061	31	52	bertopic	bertopic	NOUN
bracis-19061	31	53	by	by	ADP
bracis-19061	31	54	leveraging	leverage	VERB
bracis-19061	31	55	portuguese	portuguese	PROPN
bracis-19061	31	56	and	and	CCONJ
bracis-19061	31	57	multilingue	multilingue	NOUN
bracis-19061	31	58	sentence	sentence	NOUN
bracis-19061	31	59	embedding	embed	VERB
bracis-19061	31	60	models	model	NOUN
bracis-19061	31	61	.	.	PUNCT
bracis-19061	32	1	the	the	DET
bracis-19061	32	2	sentence	sentence	NOUN
bracis-19061	32	3	embeddings	embedding	NOUN
bracis-19061	32	4	are	be	AUX
bracis-19061	32	5	used	use	VERB
bracis-19061	32	6	by	by	ADP
bracis-19061	32	7	topic	topic	NOUN
bracis-19061	32	8	models	model	NOUN
bracis-19061	32	9	as	as	ADP
bracis-19061	32	10	input	input	NOUN
bracis-19061	32	11	features	feature	NOUN
bracis-19061	32	12	in	in	ADP
bracis-19061	32	13	the	the	DET
bracis-19061	32	14	clustering	cluster	VERB
bracis-19061	32	15	approach	approach	NOUN
bracis-19061	32	16	;	;	PUNCT
bracis-19061	32	17	we	we	PRON
bracis-19061	32	18	described	describe	VERB
bracis-19061	32	19	and	and	CCONJ
bracis-19061	32	20	made	make	VERB
bracis-19061	32	21	available	available	ADJ
bracis-19061	32	22	three	three	NUM
bracis-19061	32	23	topical	topical	ADJ
bracis-19061	32	24	corpora	corpus	NOUN
bracis-19061	32	25	,	,	PUNCT
bracis-19061	32	26	two	two	NUM
bracis-19061	32	27	of	of	ADP
bracis-19061	32	28	them	they	PRON
bracis-19061	32	29	annotated	annotate	VERB
bracis-19061	32	30	by	by	ADP
bracis-19061	32	31	a	a	DET
bracis-19061	32	32	specialist	specialist	NOUN
bracis-19061	32	33	and	and	CCONJ
bracis-19061	32	34	the	the	DET
bracis-19061	32	35	other	other	ADJ
bracis-19061	32	36	automatically	automatically	ADV
bracis-19061	32	37	annotated	annotate	VERB
bracis-19061	32	38	by	by	ADP
bracis-19061	32	39	hashtags	hashtag	NOUN
bracis-19061	32	40	;	;	PUNCT
bracis-19061	32	41	we	we	PRON
bracis-19061	32	42	performed	perform	VERB
bracis-19061	32	43	a	a	DET
bracis-19061	32	44	dynamic	dynamic	ADJ
bracis-19061	32	45	topic	topic	NOUN
bracis-19061	32	46	modeling	modeling	NOUN
bracis-19061	32	47	presenting	present	VERB
bracis-19061	32	48	a	a	DET
bracis-19061	32	49	timeline	timeline	NOUN
bracis-19061	32	50	of	of	ADP
bracis-19061	32	51	evolution	evolution	NOUN
bracis-19061	32	52	;	;	PUNCT
bracis-19061	32	53	we	we	PRON
bracis-19061	32	54	evaluated	evaluate	VERB
bracis-19061	32	55	a	a	DET
bracis-19061	32	56	topic	topic	NOUN
bracis-19061	32	57	model	model	NOUN
bracis-19061	32	58	,	,	PUNCT
bracis-19061	32	59	before	before	SCONJ
bracis-19061	32	60	evaluated	evaluate	VERB
bracis-19061	32	61	only	only	ADV
bracis-19061	32	62	for	for	ADP
bracis-19061	32	63	english	english	PROPN
bracis-19061	32	64	,	,	PUNCT
bracis-19061	32	65	for	for	ADP
bracis-19061	32	66	brazilian	brazilian	ADJ
bracis-19061	32	67	portuguese	portuguese	PROPN
bracis-19061	32	68	corpora	corpora	PROPN
bracis-19061	32	69	.	.	PUNCT
bracis-19061	33	1	our	our	PRON
bracis-19061	33	2	work	work	NOUN
bracis-19061	33	3	,	,	PUNCT
bracis-19061	33	4	to	to	ADP
bracis-19061	33	5	the	the	DET
bracis-19061	33	6	best	good	ADJ
bracis-19061	33	7	of	of	ADP
bracis-19061	33	8	our	our	PRON
bracis-19061	33	9	knowledge	knowledge	NOUN
bracis-19061	33	10	,	,	PUNCT
bracis-19061	33	11	is	be	AUX
bracis-19061	33	12	the	the	DET
bracis-19061	33	13	first	first	ADJ
bracis-19061	33	14	open	open	ADJ
bracis-19061	33	15	source	source	NOUN
bracis-19061	33	16	approach	approach	NOUN
bracis-19061	33	17	in	in	ADP
bracis-19061	33	18	brazilian	brazilian	ADJ
bracis-19061	33	19	portuguese	portuguese	PROPN
bracis-19061	33	20	to	to	PART
bracis-19061	33	21	analyze	analyze	VERB
bracis-19061	33	22	user	user	NOUN
bracis-19061	33	23	-	-	PUNCT
bracis-19061	33	24	generated	generate	VERB
bracis-19061	33	25	content	content	NOUN
bracis-19061	33	26	from	from	ADP
bracis-19061	33	27	the	the	DET
bracis-19061	33	28	parliament	parliament	NOUN
bracis-19061	33	29	platform	platform	NOUN
bracis-19061	33	30	about	about	ADP
bracis-19061	33	31	bills	bill	NOUN
bracis-19061	33	32	.	.	PUNCT
bracis-19061	34	1	this	this	DET
bracis-19061	34	2	work	work	NOUN
bracis-19061	34	3	is	be	AUX
bracis-19061	34	4	organized	organize	VERB
bracis-19061	34	5	as	as	SCONJ
bracis-19061	34	6	follows	follow	VERB
bracis-19061	34	7	.	.	PUNCT
bracis-19061	35	1	the	the	DET
bracis-19061	35	2	second	second	ADJ
bracis-19061	35	3	section	section	NOUN
bracis-19061	35	4	provides	provide	VERB
bracis-19061	35	5	an	an	DET
bracis-19061	35	6	overview	overview	NOUN
bracis-19061	35	7	about	about	ADP
bracis-19061	35	8	related	related	ADJ
bracis-19061	35	9	works	work	NOUN
bracis-19061	35	10	.	.	PUNCT
bracis-19061	36	1	section	section	NOUN
bracis-19061	36	2	 	 	SPACE
bracis-19061	36	3	3	3	NUM
bracis-19061	36	4	outlines	outline	VERB
bracis-19061	36	5	the	the	DET
bracis-19061	36	6	corpora	corpora	NOUN
bracis-19061	36	7	and	and	CCONJ
bracis-19061	36	8	exploratory	exploratory	ADJ
bracis-19061	36	9	analyses	analysis	NOUN
bracis-19061	36	10	.	.	PUNCT
bracis-19061	37	1	the	the	DET
bracis-19061	37	2	fourth	fourth	ADJ
bracis-19061	37	3	section	section	NOUN
bracis-19061	37	4	introduces	introduce	VERB
bracis-19061	37	5	the	the	DET
bracis-19061	37	6	methodology	methodology	NOUN
bracis-19061	37	7	.	.	PUNCT
bracis-19061	38	1	section	section	NOUN
bracis-19061	38	2	 	 	SPACE
bracis-19061	38	3	5	5	NUM
bracis-19061	38	4	presents	present	VERB
bracis-19061	38	5	the	the	DET
bracis-19061	38	6	experimental	experimental	ADJ
bracis-19061	38	7	evaluation	evaluation	NOUN
bracis-19061	38	8	.	.	PUNCT
bracis-19061	39	1	the	the	DET
bracis-19061	39	2	following	follow	VERB
bracis-19061	39	3	section	section	NOUN
bracis-19061	39	4	comprises	comprise	VERB
bracis-19061	39	5	the	the	DET
bracis-19061	39	6	discussions	discussion	NOUN
bracis-19061	39	7	and	and	CCONJ
bracis-19061	39	8	concludes	conclude	VERB
bracis-19061	39	9	the	the	DET
bracis-19061	39	10	work	work	NOUN
bracis-19061	39	11	,	,	PUNCT
bracis-19061	39	12	summarizing	summarize	VERB
bracis-19061	39	13	the	the	DET
bracis-19061	39	14	findings	finding	NOUN
bracis-19061	39	15	,	,	PUNCT
bracis-19061	39	16	advantages	advantage	NOUN
bracis-19061	39	17	,	,	PUNCT
bracis-19061	39	18	limitations	limitation	NOUN
bracis-19061	39	19	,	,	PUNCT
bracis-19061	39	20	contributions	contribution	NOUN
bracis-19061	39	21	and	and	CCONJ
bracis-19061	39	22	research	research	NOUN
bracis-19061	39	23	opportunities	opportunity	NOUN
bracis-19061	39	24	.	.	PUNCT
bracis-19061	40	1	2	2	NUM
bracis-19061	40	2	related	relate	VERB
bracis-19061	40	3	work	work	NOUN
bracis-19061	40	4	legal	legal	ADJ
bracis-19061	40	5	text	text	NOUN
bracis-19061	40	6	analysis	analysis	NOUN
bracis-19061	40	7	.	.	PUNCT
bracis-19061	41	1	recent	recent	ADJ
bracis-19061	41	2	advances	advance	NOUN
bracis-19061	41	3	in	in	ADP
bracis-19061	41	4	natural	natural	ADJ
bracis-19061	41	5	language	language	NOUN
bracis-19061	41	6	processing	processing	NOUN
bracis-19061	41	7	techniques	technique	NOUN
bracis-19061	41	8	led	lead	VERB
bracis-19061	41	9	to	to	ADP
bracis-19061	41	10	a	a	DET
bracis-19061	41	11	surge	surge	NOUN
bracis-19061	41	12	in	in	ADP
bracis-19061	41	13	the	the	DET
bracis-19061	41	14	application	application	NOUN
bracis-19061	41	15	of	of	ADP
bracis-19061	41	16	text	text	NOUN
bracis-19061	41	17	analysis	analysis	NOUN
bracis-19061	41	18	in	in	ADP
bracis-19061	41	19	legal	legal	ADJ
bracis-19061	41	20	domains	domain	NOUN
bracis-19061	41	21	.	.	PUNCT
bracis-19061	42	1	in	in	ADP
bracis-19061	42	2	private	private	ADJ
bracis-19061	42	3	law	law	NOUN
bracis-19061	42	4	practice	practice	NOUN
bracis-19061	42	5	,	,	PUNCT
bracis-19061	42	6	the	the	DET
bracis-19061	42	7	legal	legal	ADJ
bracis-19061	42	8	analytics	analytic	NOUN
bracis-19061	42	9	tools	tool	NOUN
bracis-19061	42	10	impact	impact	NOUN
bracis-19061	42	11	areas	area	NOUN
bracis-19061	42	12	such	such	ADJ
bracis-19061	42	13	as	as	ADP
bracis-19061	42	14	legal	legal	ADJ
bracis-19061	42	15	research	research	NOUN
bracis-19061	42	16	,	,	PUNCT
bracis-19061	42	17	document	document	NOUN
bracis-19061	42	18	retrieval	retrieval	NOUN
bracis-19061	42	19	,	,	PUNCT
bracis-19061	42	20	contract	contract	NOUN
bracis-19061	42	21	review	review	NOUN
bracis-19061	42	22	,	,	PUNCT
bracis-19061	42	23	automatic	automatic	ADJ
bracis-19061	42	24	document	document	NOUN
bracis-19061	42	25	generation	generation	NOUN
bracis-19061	42	26	,	,	PUNCT
bracis-19061	42	27	and	and	CCONJ
bracis-19061	42	28	custom	custom	NOUN
bracis-19061	42	29	legal	legal	ADJ
bracis-19061	42	30	advice	advice	NOUN
bracis-19061	42	31	[	[	X
bracis-19061	42	32	14	14	NUM
bracis-19061	42	33	,	,	PUNCT
bracis-19061	42	34	39	39	NUM
bracis-19061	42	35	]	]	PUNCT
bracis-19061	42	36	.	.	PUNCT
bracis-19061	43	1	recent	recent	ADJ
bracis-19061	43	2	surveys	survey	NOUN
bracis-19061	43	3	indicate	indicate	VERB
bracis-19061	43	4	that	that	SCONJ
bracis-19061	43	5	the	the	DET
bracis-19061	43	6	adoption	adoption	NOUN
bracis-19061	43	7	of	of	ADP
bracis-19061	43	8	these	these	DET
bracis-19061	43	9	tools	tool	NOUN
bracis-19061	43	10	results	result	NOUN
bracis-19061	43	11	is	be	AUX
bracis-19061	43	12	not	not	PART
bracis-19061	43	13	only	only	ADV
bracis-19061	43	14	in	in	ADP
bracis-19061	43	15	a	a	DET
bracis-19061	43	16	significant	significant	ADJ
bracis-19061	43	17	reduction	reduction	NOUN
bracis-19061	43	18	in	in	ADP
bracis-19061	43	19	time	time	NOUN
bracis-19061	43	20	to	to	PART
bracis-19061	43	21	deliver	deliver	VERB
bracis-19061	43	22	the	the	DET
bracis-19061	43	23	services	service	NOUN
bracis-19061	43	24	but	but	CCONJ
bracis-19061	43	25	also	also	ADV
bracis-19061	43	26	improves	improve	VERB
bracis-19061	43	27	the	the	DET
bracis-19061	43	28	predictability	predictability	NOUN
bracis-19061	43	29	and	and	CCONJ
bracis-19061	43	30	trust	trust	NOUN
bracis-19061	43	31	in	in	ADP
bracis-19061	43	32	the	the	DET
bracis-19061	43	33	litigation	litigation	NOUN
bracis-19061	43	34	process	process	NOUN
bracis-19061	43	35	[	[	X
bracis-19061	43	36	3	3	NUM
bracis-19061	43	37	]	]	PUNCT
bracis-19061	43	38	.	.	PUNCT
bracis-19061	44	1	beyond	beyond	ADP
bracis-19061	44	2	assisting	assist	VERB
bracis-19061	44	3	legal	legal	ADJ
bracis-19061	44	4	practitioners	practitioner	NOUN
bracis-19061	44	5	,	,	PUNCT
bracis-19061	44	6	textual	textual	ADJ
bracis-19061	44	7	analysis	analysis	NOUN
bracis-19061	44	8	has	have	AUX
bracis-19061	44	9	been	be	AUX
bracis-19061	44	10	increasingly	increasingly	ADV
bracis-19061	44	11	adopted	adopt	VERB
bracis-19061	44	12	in	in	ADP
bracis-19061	44	13	the	the	DET
bracis-19061	44	14	legislative	legislative	ADJ
bracis-19061	44	15	process	process	NOUN
bracis-19061	44	16	.	.	PUNCT
bracis-19061	45	1	before	before	SCONJ
bracis-19061	45	2	a	a	DET
bracis-19061	45	3	law	law	NOUN
bracis-19061	45	4	comes	come	VERB
bracis-19061	45	5	into	into	ADP
bracis-19061	45	6	force	force	NOUN
bracis-19061	45	7	,	,	PUNCT
bracis-19061	45	8	a	a	DET
bracis-19061	45	9	bill	bill	NOUN
bracis-19061	45	10	(	(	PUNCT
bracis-19061	45	11	law	law	NOUN
bracis-19061	45	12	proposal	proposal	NOUN
bracis-19061	45	13	)	)	PUNCT
bracis-19061	45	14	is	be	AUX
bracis-19061	45	15	subject	subject	ADJ
bracis-19061	45	16	to	to	ADP
bracis-19061	45	17	extensive	extensive	ADJ
bracis-19061	45	18	technical	technical	ADJ
bracis-19061	45	19	analysis	analysis	NOUN
bracis-19061	45	20	and	and	CCONJ
bracis-19061	45	21	discussion	discussion	NOUN
bracis-19061	45	22	,	,	PUNCT
bracis-19061	45	23	which	which	PRON
bracis-19061	45	24	often	often	ADV
bracis-19061	45	25	allows	allow	VERB
bracis-19061	45	26	the	the	DET
bracis-19061	45	27	participation	participation	NOUN
bracis-19061	45	28	of	of	ADP
bracis-19061	45	29	civil	civil	ADJ
bracis-19061	45	30	organizations	organization	NOUN
bracis-19061	45	31	and	and	CCONJ
bracis-19061	45	32	the	the	DET
bracis-19061	45	33	general	general	ADJ
bracis-19061	45	34	public	public	NOUN
bracis-19061	45	35	.	.	PUNCT
bracis-19061	46	1	during	during	ADP
bracis-19061	46	2	this	this	DET
bracis-19061	46	3	process	process	NOUN
bracis-19061	46	4	,	,	PUNCT
bracis-19061	46	5	a	a	DET
bracis-19061	46	6	plethora	plethora	NOUN
bracis-19061	46	7	of	of	ADP
bracis-19061	46	8	textual	textual	ADJ
bracis-19061	46	9	documents	document	NOUN
bracis-19061	46	10	is	be	AUX
bracis-19061	46	11	generated	generate	VERB
bracis-19061	46	12	,	,	PUNCT
bracis-19061	46	13	including	include	VERB
bracis-19061	46	14	technical	technical	ADJ
bracis-19061	46	15	reports	report	NOUN
bracis-19061	46	16	,	,	PUNCT
bracis-19061	46	17	transcribed	transcribe	VERB
bracis-19061	46	18	speeches	speech	NOUN
bracis-19061	46	19	,	,	PUNCT
bracis-19061	46	20	project	project	NOUN
bracis-19061	46	21	amendments	amendment	NOUN
bracis-19061	46	22	,	,	PUNCT
bracis-19061	46	23	among	among	ADP
bracis-19061	46	24	others	other	NOUN
bracis-19061	46	25	.	.	PUNCT
bracis-19061	47	1	the	the	DET
bracis-19061	47	2	availability	availability	NOUN
bracis-19061	47	3	of	of	ADP
bracis-19061	47	4	these	these	DET
bracis-19061	47	5	documents	document	NOUN
bracis-19061	47	6	in	in	ADP
bracis-19061	47	7	open	open	ADJ
bracis-19061	47	8	formats	format	NOUN
bracis-19061	47	9	[	[	X
bracis-19061	47	10	10	10	NUM
bracis-19061	47	11	]	]	PUNCT
bracis-19061	47	12	spurred	spur	VERB
bracis-19061	47	13	the	the	DET
bracis-19061	47	14	development	development	NOUN
bracis-19061	47	15	of	of	ADP
bracis-19061	47	16	approaches	approach	NOUN
bracis-19061	47	17	to	to	PART
bracis-19061	47	18	extract	extract	VERB
bracis-19061	47	19	insights	insight	NOUN
bracis-19061	47	20	including	include	VERB
bracis-19061	47	21	the	the	DET
bracis-19061	47	22	analysis	analysis	NOUN
bracis-19061	47	23	of	of	ADP
bracis-19061	47	24	parliamentary	parliamentary	ADJ
bracis-19061	47	25	debates	debate	NOUN
bracis-19061	47	26	[	[	X
bracis-19061	47	27	1	1	X
bracis-19061	47	28	]	]	PUNCT
bracis-19061	47	29	and	and	CCONJ
bracis-19061	47	30	prediction	prediction	NOUN
bracis-19061	47	31	of	of	ADP
bracis-19061	47	32	bill	bill	NOUN
bracis-19061	47	33	enactment	enactment	NOUN
bracis-19061	47	34	probabilities	probability	NOUN
bracis-19061	47	35	[	[	X
bracis-19061	47	36	27	27	NUM
bracis-19061	47	37	]	]	PUNCT
bracis-19061	47	38	.	.	PUNCT
bracis-19061	48	1	among	among	ADP
bracis-19061	48	2	those	those	DET
bracis-19061	48	3	legislative	legislative	ADJ
bracis-19061	48	4	documents	document	NOUN
bracis-19061	48	5	,	,	PUNCT
bracis-19061	48	6	this	this	DET
bracis-19061	48	7	work	work	NOUN
bracis-19061	48	8	focuses	focus	VERB
bracis-19061	48	9	on	on	ADP
bracis-19061	48	10	a	a	DET
bracis-19061	48	11	very	very	ADV
bracis-19061	48	12	specific	specific	ADJ
bracis-19061	48	13	instrument	instrument	NOUN
bracis-19061	48	14	of	of	ADP
bracis-19061	48	15	citizen	citizen	ADJ
bracis-19061	48	16	participation	participation	NOUN
bracis-19061	48	17	in	in	ADP
bracis-19061	48	18	the	the	DET
bracis-19061	48	19	lawmaking	lawmaking	NOUN
bracis-19061	48	20	process	process	NOUN
bracis-19061	48	21	:	:	PUNCT
bracis-19061	48	22	comments	comment	NOUN
bracis-19061	48	23	related	relate	VERB
bracis-19061	48	24	to	to	ADP
bracis-19061	48	25	the	the	DET
bracis-19061	48	26	law	law	NOUN
bracis-19061	48	27	proposals	proposal	NOUN
bracis-19061	48	28	,	,	PUNCT
bracis-19061	48	29	in	in	ADP
bracis-19061	48	30	particular	particular	ADJ
bracis-19061	48	31	,	,	PUNCT
bracis-19061	48	32	those	those	PRON
bracis-19061	48	33	collected	collect	VERB
bracis-19061	48	34	from	from	ADP
bracis-19061	48	35	the	the	DET
bracis-19061	48	36	polls	poll	NOUN
bracis-19061	48	37	in	in	ADP
bracis-19061	48	38	the	the	DET
bracis-19061	48	39	chamber	chamber	NOUN
bracis-19061	48	40	of	of	ADP
bracis-19061	48	41	deputies	deputy	NOUN
bracis-19061	48	42	web	web	NOUN
bracis-19061	48	43	portal	portal	NOUN
bracis-19061	48	44	(	(	PUNCT
bracis-19061	48	45	refer	refer	VERB
bracis-19061	48	46	to	to	ADP
bracis-19061	48	47	sect	sect	VERB
bracis-19061	48	48	.	.	PUNCT
bracis-19061	48	49	 	 	SPACE
bracis-19061	49	1	3	3	NUM
bracis-19061	49	2	for	for	ADP
bracis-19061	49	3	details	detail	NOUN
bracis-19061	49	4	)	)	PUNCT
bracis-19061	49	5	.	.	PUNCT
bracis-19061	50	1	while	while	SCONJ
bracis-19061	50	2	there	there	PRON
bracis-19061	50	3	is	be	VERB
bracis-19061	50	4	a	a	DET
bracis-19061	50	5	vast	vast	ADJ
bracis-19061	50	6	literature	literature	NOUN
bracis-19061	50	7	exploring	explore	VERB
bracis-19061	50	8	the	the	DET
bracis-19061	50	9	analysis	analysis	NOUN
bracis-19061	50	10	of	of	ADP
bracis-19061	50	11	social	social	ADJ
bracis-19061	50	12	media	medium	NOUN
bracis-19061	50	13	influence	influence	NOUN
bracis-19061	50	14	in	in	ADP
bracis-19061	50	15	politics	politic	NOUN
bracis-19061	50	16	[	[	X
bracis-19061	50	17	5	5	NUM
bracis-19061	50	18	,	,	PUNCT
bracis-19061	50	19	30	30	NUM
bracis-19061	50	20	]	]	PUNCT
bracis-19061	50	21	,	,	PUNCT
bracis-19061	50	22	our	our	PRON
bracis-19061	50	23	comments	comment	NOUN
bracis-19061	50	24	dataset	dataset	VERB
bracis-19061	50	25	is	be	AUX
bracis-19061	50	26	more	more	ADV
bracis-19061	50	27	structured	structured	ADJ
bracis-19061	50	28	and	and	CCONJ
bracis-19061	50	29	focused	focus	VERB
bracis-19061	50	30	on	on	ADP
bracis-19061	50	31	specific	specific	ADJ
bracis-19061	50	32	bills	bill	NOUN
bracis-19061	50	33	.	.	PUNCT
bracis-19061	51	1	text	text	NOUN
bracis-19061	51	2	clustering	clustering	NOUN
bracis-19061	51	3	.	.	PUNCT
bracis-19061	52	1	text	text	NOUN
bracis-19061	52	2	clusterization	clusterization	NOUN
bracis-19061	52	3	is	be	AUX
bracis-19061	52	4	a	a	DET
bracis-19061	52	5	data	data	NOUN
bracis-19061	52	6	mining	mining	NOUN
bracis-19061	52	7	task	task	NOUN
bracis-19061	52	8	that	that	PRON
bracis-19061	52	9	consists	consist	VERB
bracis-19061	52	10	of	of	ADP
bracis-19061	52	11	grouping	group	VERB
bracis-19061	52	12	instances	instance	NOUN
bracis-19061	52	13	according	accord	VERB
bracis-19061	52	14	to	to	ADP
bracis-19061	52	15	their	their	PRON
bracis-19061	52	16	characteristics	characteristic	NOUN
bracis-19061	52	17	,	,	PUNCT
bracis-19061	52	18	and	and	CCONJ
bracis-19061	52	19	the	the	DET
bracis-19061	52	20	curse	curse	NOUN
bracis-19061	52	21	of	of	ADP
bracis-19061	52	22	dimensionality	dimensionality	NOUN
bracis-19061	52	23	also	also	ADV
bracis-19061	52	24	jeopardizes	jeopardize	VERB
bracis-19061	52	25	the	the	DET
bracis-19061	52	26	clustering	clustering	ADJ
bracis-19061	52	27	performance	performance	NOUN
bracis-19061	52	28	[	[	X
bracis-19061	52	29	28	28	NUM
bracis-19061	52	30	]	]	PUNCT
bracis-19061	52	31	.	.	PUNCT
bracis-19061	53	1	however	however	ADV
bracis-19061	53	2	,	,	PUNCT
bracis-19061	53	3	short	short	ADJ
bracis-19061	53	4	texts	text	NOUN
bracis-19061	53	5	,	,	PUNCT
bracis-19061	53	6	such	such	ADJ
bracis-19061	53	7	as	as	ADP
bracis-19061	53	8	tweets	tweet	NOUN
bracis-19061	53	9	,	,	PUNCT
bracis-19061	53	10	lead	lead	VERB
bracis-19061	53	11	to	to	ADP
bracis-19061	53	12	more	more	ADV
bracis-19061	53	13	sparse	sparse	ADJ
bracis-19061	53	14	vectors	vector	NOUN
bracis-19061	53	15	,	,	PUNCT
bracis-19061	53	16	which	which	PRON
bracis-19061	53	17	may	may	AUX
bracis-19061	53	18	require	require	VERB
bracis-19061	53	19	compression	compression	NOUN
bracis-19061	53	20	.	.	PUNCT
bracis-19061	54	1	the	the	DET
bracis-19061	54	2	clusterization	clusterization	NOUN
bracis-19061	54	3	has	have	VERB
bracis-19061	54	4	hierarchical	hierarchical	ADJ
bracis-19061	54	5	approaches	approach	NOUN
bracis-19061	54	6	[	[	X
bracis-19061	54	7	45	45	NUM
bracis-19061	54	8	]	]	PUNCT
bracis-19061	54	9	.	.	PUNCT
bracis-19061	55	1	the	the	DET
bracis-19061	55	2	first	first	ADJ
bracis-19061	55	3	is	be	AUX
bracis-19061	55	4	top	top	ADJ
bracis-19061	55	5	-	-	PUNCT
bracis-19061	55	6	down	down	NOUN
bracis-19061	55	7	and	and	CCONJ
bracis-19061	55	8	consists	consist	VERB
bracis-19061	55	9	of	of	ADP
bracis-19061	55	10	an	an	DET
bracis-19061	55	11	initial	initial	ADJ
bracis-19061	55	12	cluster	cluster	NOUN
bracis-19061	55	13	with	with	ADP
bracis-19061	55	14	the	the	DET
bracis-19061	55	15	entire	entire	ADJ
bracis-19061	55	16	dataset	dataset	NOUN
bracis-19061	55	17	that	that	PRON
bracis-19061	55	18	is	be	AUX
bracis-19061	55	19	successively	successively	ADV
bracis-19061	55	20	divided	divide	VERB
bracis-19061	55	21	[	[	X
bracis-19061	55	22	2	2	NUM
bracis-19061	55	23	]	]	PUNCT
bracis-19061	55	24	.	.	PUNCT
bracis-19061	56	1	the	the	DET
bracis-19061	56	2	bottom	bottom	ADJ
bracis-19061	56	3	-	-	PUNCT
bracis-19061	56	4	up	up	ADP
bracis-19061	56	5	approach	approach	NOUN
bracis-19061	56	6	considers	consider	VERB
bracis-19061	56	7	at	at	ADP
bracis-19061	56	8	first	first	ADV
bracis-19061	56	9	that	that	SCONJ
bracis-19061	56	10	each	each	DET
bracis-19061	56	11	instance	instance	NOUN
bracis-19061	56	12	constitutes	constitute	VERB
bracis-19061	56	13	a	a	DET
bracis-19061	56	14	cluster	cluster	NOUN
bracis-19061	56	15	,	,	PUNCT
bracis-19061	56	16	and	and	CCONJ
bracis-19061	56	17	the	the	DET
bracis-19061	56	18	most	most	ADV
bracis-19061	56	19	similar	similar	ADJ
bracis-19061	56	20	(	(	PUNCT
bracis-19061	56	21	the	the	DET
bracis-19061	56	22	algorithm	algorithm	NOUN
bracis-19061	56	23	sets	set	VERB
bracis-19061	56	24	up	up	ADP
bracis-19061	56	25	first	first	ADJ
bracis-19061	56	26	similarity	similarity	NOUN
bracis-19061	56	27	measures	measure	NOUN
bracis-19061	56	28	)	)	PUNCT
bracis-19061	56	29	instances	instance	NOUN
bracis-19061	56	30	are	be	AUX
bracis-19061	56	31	agglomerated	agglomerate	VERB
bracis-19061	56	32	[	[	PUNCT
bracis-19061	56	33	2	2	NUM
bracis-19061	56	34	]	]	PUNCT
bracis-19061	56	35	.	.	PUNCT
bracis-19061	57	1	the	the	DET
bracis-19061	57	2	distance	distance	NOUN
bracis-19061	57	3	-	-	PUNCT
bracis-19061	57	4	based	base	VERB
bracis-19061	57	5	clusterization	clusterization	NOUN
bracis-19061	57	6	,	,	PUNCT
bracis-19061	57	7	such	such	ADJ
bracis-19061	57	8	as	as	ADP
bracis-19061	57	9	kmeans	kmean	NOUN
bracis-19061	57	10	,	,	PUNCT
bracis-19061	57	11	can	can	AUX
bracis-19061	57	12	start	start	VERB
bracis-19061	57	13	with	with	ADP
bracis-19061	57	14	k	k	PROPN
bracis-19061	57	15	clusters	cluster	NOUN
bracis-19061	57	16	,	,	PUNCT
bracis-19061	57	17	each	each	DET
bracis-19061	57	18	one	one	NOUN
bracis-19061	57	19	with	with	ADP
bracis-19061	57	20	one	one	NUM
bracis-19061	57	21	centroid	centroid	NOUN
bracis-19061	57	22	,	,	PUNCT
bracis-19061	57	23	and	and	CCONJ
bracis-19061	57	24	these	these	DET
bracis-19061	57	25	centroids	centroid	NOUN
bracis-19061	57	26	gather	gather	VERB
bracis-19061	57	27	the	the	DET
bracis-19061	57	28	other	other	ADJ
bracis-19061	57	29	instances	instance	NOUN
bracis-19061	57	30	according	accord	VERB
bracis-19061	57	31	to	to	ADP
bracis-19061	57	32	a	a	DET
bracis-19061	57	33	distance	distance	NOUN
bracis-19061	57	34	metric	metric	ADJ
bracis-19061	58	1	[	[	X
bracis-19061	58	2	6	6	NUM
bracis-19061	58	3	]	]	X
bracis-19061	58	4	,	,	PUNCT
bracis-19061	58	5	such	such	ADJ
bracis-19061	58	6	as	as	ADP
bracis-19061	58	7	cosine	cosine	NOUN
bracis-19061	58	8	similarity	similarity	NOUN
bracis-19061	58	9	,	,	PUNCT
bracis-19061	58	10	euclidean	euclidean	ADJ
bracis-19061	58	11	distance	distance	NOUN
bracis-19061	58	12	,	,	PUNCT
bracis-19061	58	13	jaccard	jaccard	ADJ
bracis-19061	58	14	distance	distance	NOUN
bracis-19061	58	15	and	and	CCONJ
bracis-19061	58	16	so	so	ADV
bracis-19061	58	17	forth	forth	ADV
bracis-19061	58	18	.	.	PUNCT
bracis-19061	59	1	finally	finally	ADV
bracis-19061	59	2	,	,	PUNCT
bracis-19061	59	3	density	density	NOUN
bracis-19061	59	4	-	-	PUNCT
bracis-19061	59	5	based	base	VERB
bracis-19061	59	6	methods	method	NOUN
bracis-19061	59	7	(	(	PUNCT
bracis-19061	59	8	such	such	ADJ
bracis-19061	59	9	as	as	ADP
bracis-19061	59	10	density	density	NOUN
bracis-19061	59	11	-	-	PUNCT
bracis-19061	59	12	based	base	VERB
bracis-19061	59	13	spatial	spatial	ADJ
bracis-19061	59	14	clustering	clustering	NOUN
bracis-19061	59	15	of	of	ADP
bracis-19061	59	16	applications	application	NOUN
bracis-19061	59	17	with	with	ADP
bracis-19061	59	18	noise	noise	NOUN
bracis-19061	59	19	(	(	PUNCT
bracis-19061	59	20	dbscan	dbscan	NOUN
bracis-19061	59	21	)	)	PUNCT
bracis-19061	59	22	)	)	PUNCT
bracis-19061	59	23	start	start	VERB
bracis-19061	59	24	clustering	cluster	VERB
bracis-19061	59	25	the	the	DET
bracis-19061	59	26	instances	instance	NOUN
bracis-19061	59	27	that	that	PRON
bracis-19061	59	28	have	have	VERB
bracis-19061	59	29	more	more	ADJ
bracis-19061	59	30	neighbors	neighbor	NOUN
bracis-19061	59	31	[	[	X
bracis-19061	59	32	40	40	NUM
bracis-19061	59	33	]	]	PUNCT
bracis-19061	59	34	.	.	PUNCT
bracis-19061	60	1	topic	topic	NOUN
bracis-19061	60	2	models	model	NOUN
bracis-19061	60	3	and	and	CCONJ
bracis-19061	60	4	text	text	NOUN
bracis-19061	60	5	clustering	clustering	NOUN
bracis-19061	60	6	have	have	VERB
bracis-19061	60	7	analogous	analogous	ADJ
bracis-19061	60	8	purposes	purpose	NOUN
bracis-19061	60	9	.	.	PUNCT
bracis-19061	61	1	both	both	PRON
bracis-19061	61	2	of	of	ADP
bracis-19061	61	3	them	they	PRON
bracis-19061	61	4	aim	aim	VERB
bracis-19061	61	5	to	to	PART
bracis-19061	61	6	group	group	NOUN
bracis-19061	61	7	text	text	NOUN
bracis-19061	61	8	instances	instance	NOUN
bracis-19061	61	9	based	base	VERB
bracis-19061	61	10	on	on	ADP
bracis-19061	61	11	their	their	PRON
bracis-19061	61	12	similarity	similarity	NOUN
bracis-19061	61	13	[	[	X
bracis-19061	61	14	24	24	NUM
bracis-19061	61	15	,	,	PUNCT
bracis-19061	61	16	26	26	NUM
bracis-19061	61	17	]	]	PUNCT
bracis-19061	61	18	.	.	PUNCT
bracis-19061	62	1	nonetheless	nonetheless	ADV
bracis-19061	62	2	,	,	PUNCT
bracis-19061	62	3	whereas	whereas	SCONJ
bracis-19061	62	4	clustering	cluster	VERB
bracis-19061	62	5	algorithms	algorithm	NOUN
bracis-19061	62	6	mostly	mostly	ADV
bracis-19061	62	7	have	have	VERB
bracis-19061	62	8	a	a	DET
bracis-19061	62	9	deterministic	deterministic	ADJ
bracis-19061	62	10	approach	approach	NOUN
bracis-19061	62	11	,	,	PUNCT
bracis-19061	62	12	topic	topic	NOUN
bracis-19061	62	13	models	model	NOUN
bracis-19061	62	14	premises	premise	NOUN
bracis-19061	62	15	include	include	VERB
bracis-19061	62	16	stochastic	stochastic	ADJ
bracis-19061	62	17	assumptions	assumption	NOUN
bracis-19061	62	18	[	[	X
bracis-19061	62	19	2	2	NUM
bracis-19061	62	20	]	]	PUNCT
bracis-19061	62	21	.	.	PUNCT
bracis-19061	63	1	moreover	moreover	ADV
bracis-19061	63	2	,	,	PUNCT
bracis-19061	63	3	interpretable	interpretable	ADJ
bracis-19061	63	4	topic	topic	NOUN
bracis-19061	63	5	models	model	NOUN
bracis-19061	63	6	extract	extract	VERB
bracis-19061	63	7	from	from	ADP
bracis-19061	63	8	each	each	DET
bracis-19061	63	9	group	group	NOUN
bracis-19061	63	10	the	the	DET
bracis-19061	63	11	latent	latent	NOUN
bracis-19061	63	12	semantic	semantic	NOUN
bracis-19061	63	13	-	-	PUNCT
bracis-19061	63	14	based	base	VERB
bracis-19061	63	15	n	n	NOUN
bracis-19061	63	16	-	-	PUNCT
bracis-19061	63	17	grams	gram	NOUN
bracis-19061	63	18	that	that	PRON
bracis-19061	63	19	most	most	ADJ
bracis-19061	63	20	represent	represent	VERB
bracis-19061	63	21	the	the	DET
bracis-19061	63	22	topic	topic	NOUN
bracis-19061	63	23	[	[	X
bracis-19061	63	24	26	26	NUM
bracis-19061	63	25	]	]	PUNCT
bracis-19061	63	26	,	,	PUNCT
bracis-19061	63	27	in	in	ADP
bracis-19061	63	28	contrast	contrast	NOUN
bracis-19061	63	29	to	to	ADP
bracis-19061	63	30	clustering	cluster	VERB
bracis-19061	63	31	algorithms	algorithm	NOUN
bracis-19061	63	32	that	that	PRON
bracis-19061	63	33	only	only	ADV
bracis-19061	63	34	gather	gather	VERB
bracis-19061	63	35	instances	instance	NOUN
bracis-19061	63	36	without	without	ADP
bracis-19061	63	37	summarizing	summarize	VERB
bracis-19061	63	38	the	the	DET
bracis-19061	63	39	inherent	inherent	ADJ
bracis-19061	63	40	characteristics	characteristic	NOUN
bracis-19061	63	41	of	of	ADP
bracis-19061	63	42	each	each	DET
bracis-19061	63	43	group	group	NOUN
bracis-19061	63	44	.	.	PUNCT
bracis-19061	64	1	topic	topic	NOUN
bracis-19061	64	2	modeling	modeling	NOUN
bracis-19061	64	3	.	.	PUNCT
bracis-19061	65	1	topic	topic	NOUN
bracis-19061	65	2	models	model	NOUN
bracis-19061	65	3	are	be	AUX
bracis-19061	65	4	widely	widely	ADV
bracis-19061	65	5	used	use	VERB
bracis-19061	65	6	to	to	PART
bracis-19061	65	7	analyze	analyze	VERB
bracis-19061	65	8	large	large	ADJ
bracis-19061	65	9	text	text	NOUN
bracis-19061	65	10	collections	collection	NOUN
bracis-19061	65	11	.	.	PUNCT
bracis-19061	66	1	they	they	PRON
bracis-19061	66	2	represent	represent	VERB
bracis-19061	66	3	a	a	DET
bracis-19061	66	4	suite	suite	NOUN
bracis-19061	66	5	of	of	ADP
bracis-19061	66	6	unsupervised	unsupervised	ADJ
bracis-19061	66	7	learning	learning	NOUN
bracis-19061	66	8	algorithms	algorithm	NOUN
bracis-19061	66	9	whose	whose	DET
bracis-19061	66	10	purpose	purpose	NOUN
bracis-19061	66	11	is	be	AUX
bracis-19061	66	12	to	to	PART
bracis-19061	66	13	discover	discover	VERB
bracis-19061	66	14	the	the	DET
bracis-19061	66	15	thematic	thematic	ADJ
bracis-19061	66	16	structure	structure	NOUN
bracis-19061	66	17	in	in	ADP
bracis-19061	66	18	a	a	DET
bracis-19061	66	19	collection	collection	NOUN
bracis-19061	66	20	of	of	ADP
bracis-19061	66	21	documents	document	NOUN
bracis-19061	66	22	.	.	PUNCT
bracis-19061	67	1	several	several	ADJ
bracis-19061	67	2	researchers	researcher	NOUN
bracis-19061	67	3	have	have	AUX
bracis-19061	67	4	studied	study	VERB
bracis-19061	67	5	topic	topic	NOUN
bracis-19061	67	6	modeling	modeling	NOUN
bracis-19061	67	7	.	.	PUNCT
bracis-19061	68	1	originally	originally	ADV
bracis-19061	68	2	,	,	PUNCT
bracis-19061	68	3	probabilistic	probabilistic	ADJ
bracis-19061	68	4	latent	latent	NOUN
bracis-19061	68	5	semantic	semantic	ADJ
bracis-19061	68	6	indexing	indexing	NOUN
bracis-19061	69	1	[	[	X
bracis-19061	69	2	23	23	NUM
bracis-19061	69	3	]	]	PUNCT
bracis-19061	69	4	and	and	CCONJ
bracis-19061	69	5	latent	latent	ADJ
bracis-19061	69	6	semantic	semantic	ADJ
bracis-19061	69	7	indexing	indexing	NOUN
bracis-19061	69	8	[	[	X
bracis-19061	69	9	29	29	NUM
bracis-19061	69	10	]	]	PUNCT
bracis-19061	69	11	paved	pave	VERB
bracis-19061	69	12	the	the	DET
bracis-19061	69	13	way	way	NOUN
bracis-19061	69	14	for	for	ADP
bracis-19061	69	15	the	the	DET
bracis-19061	69	16	creation	creation	NOUN
bracis-19061	69	17	of	of	ADP
bracis-19061	69	18	the	the	DET
bracis-19061	69	19	latent	latent	NOUN
bracis-19061	69	20	dirichlet	dirichlet	PROPN
bracis-19061	69	21	allocation	allocation	NOUN
bracis-19061	69	22	(	(	PUNCT
bracis-19061	69	23	lda	lda	PROPN
bracis-19061	69	24	)	)	PUNCT
bracis-19061	70	1	[	[	X
bracis-19061	70	2	7	7	X
bracis-19061	70	3	]	]	PUNCT
bracis-19061	70	4	which	which	PRON
bracis-19061	70	5	is	be	AUX
bracis-19061	70	6	the	the	DET
bracis-19061	70	7	most	most	ADV
bracis-19061	70	8	commonly	commonly	ADV
bracis-19061	70	9	implemented	implement	VERB
bracis-19061	70	10	topic	topic	NOUN
bracis-19061	70	11	modeling	model	VERB
bracis-19061	70	12	algorithm	algorithm	NOUN
bracis-19061	70	13	in	in	ADP
bracis-19061	70	14	use	use	NOUN
bracis-19061	70	15	today	today	NOUN
bracis-19061	70	16	.	.	PUNCT
bracis-19061	71	1	in	in	ADP
bracis-19061	71	2	recent	recent	ADJ
bracis-19061	71	3	years	year	NOUN
bracis-19061	71	4	,	,	PUNCT
bracis-19061	71	5	researchers	researcher	NOUN
bracis-19061	71	6	have	have	AUX
bracis-19061	71	7	started	start	VERB
bracis-19061	71	8	to	to	PART
bracis-19061	71	9	develop	develop	VERB
bracis-19061	71	10	topic	topic	NOUN
bracis-19061	71	11	modeling	modeling	NOUN
bracis-19061	71	12	algorithms	algorithm	NOUN
bracis-19061	71	13	that	that	PRON
bracis-19061	71	14	have	have	AUX
bracis-19061	71	15	achieved	achieve	VERB
bracis-19061	71	16	state	state	NOUN
bracis-19061	71	17	of	of	ADP
bracis-19061	71	18	the	the	DET
bracis-19061	71	19	art	art	NOUN
bracis-19061	71	20	performance	performance	NOUN
bracis-19061	71	21	by	by	ADP
bracis-19061	71	22	leveraging	leverage	VERB
bracis-19061	71	23	word	word	NOUN
bracis-19061	71	24	embeddings	embedding	NOUN
bracis-19061	71	25	[	[	X
bracis-19061	71	26	15	15	NUM
bracis-19061	71	27	,	,	PUNCT
bracis-19061	71	28	25	25	NUM
bracis-19061	71	29	,	,	PUNCT
bracis-19061	71	30	34	34	NUM
bracis-19061	71	31	]	]	PUNCT
bracis-19061	71	32	.	.	PUNCT
bracis-19061	72	1	lda2vec	lda2vec	VERB
bracis-19061	73	1	[	[	X
bracis-19061	73	2	26	26	NUM
bracis-19061	73	3	]	]	PUNCT
bracis-19061	73	4	,	,	PUNCT
bracis-19061	73	5	embedded	embed	VERB
bracis-19061	73	6	topic	topic	NOUN
bracis-19061	73	7	model	model	NOUN
bracis-19061	73	8	(	(	PUNCT
bracis-19061	73	9	etm	etm	PROPN
bracis-19061	73	10	)	)	PUNCT
bracis-19061	74	1	[	[	X
bracis-19061	74	2	16	16	NUM
bracis-19061	74	3	]	]	PUNCT
bracis-19061	74	4	,	,	PUNCT
bracis-19061	74	5	and	and	CCONJ
bracis-19061	74	6	deep	deep	ADJ
bracis-19061	74	7	latent	latent	NOUN
bracis-19061	74	8	dirichlet	dirichlet	PROPN
bracis-19061	74	9	allocation	allocation	NOUN
bracis-19061	74	10	(	(	PUNCT
bracis-19061	74	11	dlda	dlda	NOUN
bracis-19061	74	12	)	)	PUNCT
bracis-19061	75	1	[	[	X
bracis-19061	75	2	13	13	NUM
bracis-19061	75	3	]	]	PUNCT
bracis-19061	75	4	are	be	AUX
bracis-19061	75	5	three	three	NUM
bracis-19061	75	6	examples	example	NOUN
bracis-19061	75	7	of	of	ADP
bracis-19061	75	8	topic	topic	NOUN
bracis-19061	75	9	models	model	NOUN
bracis-19061	75	10	that	that	PRON
bracis-19061	75	11	extend	extend	VERB
bracis-19061	75	12	lda	lda	PROPN
bracis-19061	75	13	.	.	PUNCT
bracis-19061	76	1	the	the	DET
bracis-19061	76	2	lda2vec	lda2vec	NOUN
bracis-19061	76	3	is	be	AUX
bracis-19061	76	4	an	an	DET
bracis-19061	76	5	unsupervised	unsupervised	ADJ
bracis-19061	76	6	topic	topic	NOUN
bracis-19061	76	7	model	model	NOUN
bracis-19061	76	8	,	,	PUNCT
bracis-19061	76	9	which	which	PRON
bracis-19061	76	10	combines	combine	VERB
bracis-19061	76	11	latent	latent	ADJ
bracis-19061	76	12	dirichlet	dirichlet	NOUN
bracis-19061	76	13	allocation	allocation	NOUN
bracis-19061	76	14	and	and	CCONJ
bracis-19061	76	15	word	word	NOUN
bracis-19061	76	16	embeddings	embedding	NOUN
bracis-19061	76	17	(	(	PUNCT
bracis-19061	76	18	word2vec	word2vec	X
bracis-19061	76	19	skipgram	skipgram	NOUN
bracis-19061	76	20	)	)	PUNCT
bracis-19061	77	1	[	[	X
bracis-19061	77	2	26	26	NUM
bracis-19061	77	3	]	]	PUNCT
bracis-19061	77	4	.	.	PUNCT
bracis-19061	78	1	this	this	DET
bracis-19061	78	2	method	method	NOUN
bracis-19061	78	3	generates	generate	VERB
bracis-19061	78	4	context	context	NOUN
bracis-19061	78	5	vectors	vector	NOUN
bracis-19061	78	6	combining	combine	VERB
bracis-19061	78	7	word	word	NOUN
bracis-19061	78	8	vectors	vector	NOUN
bracis-19061	78	9	and	and	CCONJ
bracis-19061	78	10	document	document	NOUN
bracis-19061	78	11	vectors	vector	NOUN
bracis-19061	78	12	[	[	X
bracis-19061	78	13	26	26	NUM
bracis-19061	78	14	]	]	PUNCT
bracis-19061	78	15	.	.	PUNCT
bracis-19061	79	1	the	the	DET
bracis-19061	79	2	second	second	ADJ
bracis-19061	79	3	model	model	NOUN
bracis-19061	79	4	incorporates	incorporate	VERB
bracis-19061	79	5	word	word	NOUN
bracis-19061	79	6	embeddings	embedding	NOUN
bracis-19061	79	7	and	and	CCONJ
bracis-19061	79	8	lda	lda	PRON
bracis-19061	80	1	[	[	X
bracis-19061	80	2	16	16	NUM
bracis-19061	80	3	]	]	PUNCT
bracis-19061	80	4	.	.	PUNCT
bracis-19061	81	1	the	the	DET
bracis-19061	81	2	etm	etm	PROPN
bracis-19061	81	3	keeps	keep	VERB
bracis-19061	81	4	its	its	PRON
bracis-19061	81	5	performance	performance	NOUN
bracis-19061	81	6	even	even	ADV
bracis-19061	81	7	in	in	ADP
bracis-19061	81	8	large	large	ADJ
bracis-19061	81	9	vocabularies	vocabulary	NOUN
bracis-19061	81	10	.	.	PUNCT
bracis-19061	82	1	in	in	ADP
bracis-19061	82	2	addition	addition	NOUN
bracis-19061	82	3	,	,	PUNCT
bracis-19061	82	4	the	the	DET
bracis-19061	82	5	topics	topic	NOUN
bracis-19061	82	6	are	be	AUX
bracis-19061	82	7	represented	represent	VERB
bracis-19061	82	8	as	as	ADP
bracis-19061	82	9	vectors	vector	NOUN
bracis-19061	82	10	in	in	ADP
bracis-19061	82	11	the	the	DET
bracis-19061	82	12	semantic	semantic	ADJ
bracis-19061	82	13	space	space	NOUN
bracis-19061	82	14	,	,	PUNCT
bracis-19061	82	15	and	and	CCONJ
bracis-19061	82	16	the	the	DET
bracis-19061	82	17	topic	topic	NOUN
bracis-19061	82	18	embeddings	embedding	NOUN
bracis-19061	82	19	generate	generate	VERB
bracis-19061	82	20	context	context	NOUN
bracis-19061	82	21	vectors	vector	NOUN
bracis-19061	82	22	.	.	PUNCT
bracis-19061	83	1	this	this	DET
bracis-19061	83	2	method	method	NOUN
bracis-19061	83	3	leads	lead	VERB
bracis-19061	83	4	to	to	ADP
bracis-19061	83	5	interpretable	interpretable	ADJ
bracis-19061	83	6	topics	topic	NOUN
bracis-19061	83	7	,	,	PUNCT
bracis-19061	83	8	regardless	regardless	ADV
bracis-19061	83	9	the	the	DET
bracis-19061	83	10	inclusion	inclusion	NOUN
bracis-19061	83	11	or	or	CCONJ
bracis-19061	83	12	removal	removal	NOUN
bracis-19061	83	13	of	of	ADP
bracis-19061	83	14	stopwords	stopword	NOUN
bracis-19061	83	15	.	.	PUNCT
bracis-19061	84	1	the	the	DET
bracis-19061	84	2	third	third	ADJ
bracis-19061	84	3	work	work	NOUN
bracis-19061	84	4	,	,	PUNCT
bracis-19061	84	5	dlda	dlda	NOUN
bracis-19061	84	6	,	,	PUNCT
bracis-19061	84	7	uses	use	VERB
bracis-19061	84	8	sample	sample	NOUN
bracis-19061	84	9	strategies	strategy	NOUN
bracis-19061	84	10	that	that	PRON
bracis-19061	84	11	provide	provide	VERB
bracis-19061	84	12	scalability	scalability	NOUN
bracis-19061	84	13	to	to	ADP
bracis-19061	84	14	single	single	ADJ
bracis-19061	84	15	or	or	CCONJ
bracis-19061	84	16	multilayered	multilayered	ADJ
bracis-19061	84	17	methods	method	NOUN
bracis-19061	84	18	.	.	PUNCT
bracis-19061	85	1	besides	besides	SCONJ
bracis-19061	85	2	,	,	PUNCT
bracis-19061	85	3	the	the	DET
bracis-19061	85	4	dlda	dlda	NOUN
bracis-19061	85	5	can	can	AUX
bracis-19061	85	6	have	have	VERB
bracis-19061	85	7	multiple	multiple	ADJ
bracis-19061	85	8	learning	learn	VERB
bracis-19061	85	9	rates	rate	NOUN
bracis-19061	85	10	(	(	PUNCT
bracis-19061	85	11	based	base	VERB
bracis-19061	85	12	on	on	ADP
bracis-19061	85	13	topics	topic	NOUN
bracis-19061	85	14	and	and	CCONJ
bracis-19061	85	15	layers	layer	NOUN
bracis-19061	85	16	)	)	PUNCT
bracis-19061	85	17	,	,	PUNCT
bracis-19061	85	18	and	and	CCONJ
bracis-19061	85	19	is	be	AUX
bracis-19061	85	20	a	a	DET
bracis-19061	85	21	generalization	generalization	NOUN
bracis-19061	85	22	of	of	ADP
bracis-19061	85	23	lda	lda	PROPN
bracis-19061	85	24	.	.	PUNCT
bracis-19061	86	1	in	in	ADP
bracis-19061	86	2	contrast	contrast	NOUN
bracis-19061	86	3	to	to	ADP
bracis-19061	86	4	the	the	DET
bracis-19061	86	5	two	two	NUM
bracis-19061	86	6	previous	previous	ADJ
bracis-19061	86	7	models	model	NOUN
bracis-19061	86	8	,	,	PUNCT
bracis-19061	86	9	the	the	DET
bracis-19061	86	10	dlda	dlda	NOUN
bracis-19061	86	11	uses	use	VERB
bracis-19061	86	12	count	count	NOUN
bracis-19061	86	13	vectors	vector	NOUN
bracis-19061	86	14	.	.	PUNCT
bracis-19061	87	1	the	the	DET
bracis-19061	87	2	three	three	NUM
bracis-19061	87	3	models	model	NOUN
bracis-19061	87	4	lose	lose	VERB
bracis-19061	87	5	semantic	semantic	ADJ
bracis-19061	87	6	context	context	NOUN
bracis-19061	87	7	due	due	ADP
bracis-19061	87	8	to	to	ADP
bracis-19061	87	9	the	the	DET
bracis-19061	87	10	embedding	embed	VERB
bracis-19061	87	11	approach	approach	NOUN
bracis-19061	87	12	.	.	PUNCT
bracis-19061	88	1	this	this	DET
bracis-19061	88	2	issue	issue	NOUN
bracis-19061	88	3	is	be	AUX
bracis-19061	88	4	partially	partially	ADV
bracis-19061	88	5	solved	solve	VERB
bracis-19061	88	6	by	by	ADP
bracis-19061	88	7	methods	method	NOUN
bracis-19061	88	8	that	that	PRON
bracis-19061	88	9	consider	consider	VERB
bracis-19061	88	10	sentence	sentence	NOUN
bracis-19061	88	11	embeddings	embedding	NOUN
bracis-19061	88	12	such	such	ADJ
bracis-19061	88	13	as	as	ADP
bracis-19061	88	14	bert	bert	NOUN
bracis-19061	88	15	[	[	X
bracis-19061	88	16	15	15	NUM
bracis-19061	88	17	]	]	PUNCT
bracis-19061	88	18	.	.	PUNCT
bracis-19061	89	1	top2vec	top2vec	ADP
bracis-19061	90	1	[	[	X
bracis-19061	90	2	4	4	X
bracis-19061	90	3	]	]	PUNCT
bracis-19061	90	4	and	and	CCONJ
bracis-19061	90	5	bertopic	bertopic	NOUN
bracis-19061	91	1	[	[	X
bracis-19061	91	2	21	21	NUM
bracis-19061	91	3	]	]	PUNCT
bracis-19061	91	4	proposed	propose	VERB
bracis-19061	91	5	the	the	DET
bracis-19061	91	6	use	use	NOUN
bracis-19061	91	7	of	of	ADP
bracis-19061	91	8	distributed	distribute	VERB
bracis-19061	91	9	representations	representation	NOUN
bracis-19061	91	10	of	of	ADP
bracis-19061	91	11	documents	document	NOUN
bracis-19061	91	12	and	and	CCONJ
bracis-19061	91	13	words	word	NOUN
bracis-19061	91	14	due	due	ADP
bracis-19061	91	15	to	to	ADP
bracis-19061	91	16	their	their	PRON
bracis-19061	91	17	ability	ability	NOUN
bracis-19061	91	18	to	to	PART
bracis-19061	91	19	capture	capture	VERB
bracis-19061	91	20	the	the	DET
bracis-19061	91	21	semantics	semantic	NOUN
bracis-19061	91	22	of	of	ADP
bracis-19061	91	23	words	word	NOUN
bracis-19061	91	24	and	and	CCONJ
bracis-19061	91	25	documents	document	NOUN
bracis-19061	91	26	.	.	PUNCT
bracis-19061	92	1	they	they	PRON
bracis-19061	92	2	emphasize	emphasize	VERB
bracis-19061	92	3	that	that	SCONJ
bracis-19061	92	4	before	before	ADP
bracis-19061	92	5	their	their	PRON
bracis-19061	92	6	approaches	approach	NOUN
bracis-19061	92	7	it	it	PRON
bracis-19061	92	8	was	be	AUX
bracis-19061	92	9	necessary	necessary	ADJ
bracis-19061	92	10	to	to	PART
bracis-19061	92	11	have	have	VERB
bracis-19061	92	12	the	the	DET
bracis-19061	92	13	number	number	NOUN
bracis-19061	92	14	of	of	ADP
bracis-19061	92	15	topics	topic	NOUN
bracis-19061	92	16	as	as	ADP
bracis-19061	92	17	input	input	NOUN
bracis-19061	92	18	to	to	ADP
bracis-19061	92	19	the	the	DET
bracis-19061	92	20	topic	topic	NOUN
bracis-19061	92	21	model	model	NOUN
bracis-19061	92	22	algorithms	algorithm	NOUN
bracis-19061	92	23	,	,	PUNCT
bracis-19061	92	24	and	and	CCONJ
bracis-19061	92	25	with	with	ADP
bracis-19061	92	26	top2vec	top2vec	NOUN
bracis-19061	92	27	and	and	CCONJ
bracis-19061	92	28	bertopic	bertopic	NOUN
bracis-19061	92	29	,	,	PUNCT
bracis-19061	92	30	this	this	DET
bracis-19061	92	31	parameter	parameter	NOUN
bracis-19061	92	32	is	be	AUX
bracis-19061	92	33	found	find	VERB
bracis-19061	92	34	by	by	ADP
bracis-19061	92	35	their	their	PRON
bracis-19061	92	36	approaches	approach	NOUN
bracis-19061	92	37	.	.	PUNCT
bracis-19061	93	1	the	the	DET
bracis-19061	93	2	first	first	ADJ
bracis-19061	93	3	work	work	NOUN
bracis-19061	93	4	proposes	propose	VERB
bracis-19061	93	5	that	that	SCONJ
bracis-19061	93	6	topic	topic	NOUN
bracis-19061	93	7	vectors	vector	NOUN
bracis-19061	93	8	be	be	AUX
bracis-19061	93	9	jointly	jointly	ADV
bracis-19061	93	10	embedded	embed	VERB
bracis-19061	93	11	with	with	ADP
bracis-19061	93	12	the	the	DET
bracis-19061	93	13	document	document	NOUN
bracis-19061	93	14	and	and	CCONJ
bracis-19061	93	15	word	word	NOUN
bracis-19061	93	16	vectors	vector	NOUN
bracis-19061	93	17	with	with	ADP
bracis-19061	93	18	distance	distance	NOUN
bracis-19061	93	19	between	between	ADP
bracis-19061	93	20	them	they	PRON
bracis-19061	93	21	representing	represent	VERB
bracis-19061	93	22	semantic	semantic	ADJ
bracis-19061	93	23	similarity	similarity	NOUN
bracis-19061	93	24	.	.	PUNCT
bracis-19061	94	1	bertopic	bertopic	NOUN
bracis-19061	94	2	is	be	AUX
bracis-19061	94	3	a	a	DET
bracis-19061	94	4	topic	topic	NOUN
bracis-19061	94	5	modeling	modeling	NOUN
bracis-19061	94	6	technique	technique	NOUN
bracis-19061	94	7	that	that	PRON
bracis-19061	94	8	leverages	leverage	VERB
bracis-19061	94	9	sentences	sentence	NOUN
bracis-19061	94	10	based	base	VERB
bracis-19061	94	11	bert	bert	PROPN
bracis-19061	94	12	embeddings	embedding	NOUN
bracis-19061	94	13	[	[	X
bracis-19061	94	14	15	15	NUM
bracis-19061	94	15	]	]	PUNCT
bracis-19061	94	16	and	and	CCONJ
bracis-19061	94	17	a	a	DET
bracis-19061	94	18	class	class	NOUN
bracis-19061	94	19	-	-	PUNCT
bracis-19061	94	20	based	base	VERB
bracis-19061	94	21	tf	tf	PROPN
bracis-19061	94	22	-	-	PUNCT
bracis-19061	94	23	idf	idf	PROPN
bracis-19061	95	1	[	[	X
bracis-19061	95	2	36	36	NUM
bracis-19061	95	3	]	]	PUNCT
bracis-19061	95	4	to	to	PART
bracis-19061	95	5	create	create	VERB
bracis-19061	95	6	dense	dense	ADJ
bracis-19061	95	7	clusters	cluster	NOUN
bracis-19061	95	8	allowing	allow	VERB
bracis-19061	95	9	for	for	ADP
bracis-19061	95	10	interpretable	interpretable	ADJ
bracis-19061	95	11	topics	topic	NOUN
bracis-19061	95	12	whilst	whilst	SCONJ
bracis-19061	95	13	keeping	keep	VERB
bracis-19061	95	14	important	important	ADJ
bracis-19061	95	15	words	word	NOUN
bracis-19061	95	16	in	in	ADP
bracis-19061	95	17	the	the	DET
bracis-19061	95	18	topic	topic	NOUN
bracis-19061	95	19	descriptions	description	NOUN
bracis-19061	95	20	.	.	PUNCT
bracis-19061	96	1	as	as	SCONJ
bracis-19061	96	2	this	this	DET
bracis-19061	96	3	paper	paper	NOUN
bracis-19061	96	4	focuses	focus	VERB
bracis-19061	96	5	on	on	ADP
bracis-19061	96	6	topic	topic	NOUN
bracis-19061	96	7	models	model	NOUN
bracis-19061	96	8	,	,	PUNCT
bracis-19061	96	9	we	we	PRON
bracis-19061	96	10	compare	compare	VERB
bracis-19061	96	11	these	these	DET
bracis-19061	96	12	previous	previous	ADJ
bracis-19061	96	13	described	describe	VERB
bracis-19061	96	14	in	in	ADP
bracis-19061	96	15	table	table	NOUN
bracis-19061	96	16	 	 	SPACE
bracis-19061	96	17	1	1	NUM
bracis-19061	96	18	(	(	PUNCT
bracis-19061	96	19	the	the	DET
bracis-19061	96	20	columns	column	NOUN
bracis-19061	96	21	#	#	NOUN
bracis-19061	96	22	topics	topic	NOUN
bracis-19061	96	23	and	and	CCONJ
bracis-19061	96	24	dynamic	dynamic	NOUN
bracis-19061	96	25	express	express	VERB
bracis-19061	96	26	whether	whether	SCONJ
bracis-19061	96	27	the	the	DET
bracis-19061	96	28	approach	approach	NOUN
bracis-19061	96	29	uses	use	VERB
bracis-19061	96	30	the	the	DET
bracis-19061	96	31	number	number	NOUN
bracis-19061	96	32	of	of	ADP
bracis-19061	96	33	topics	topic	NOUN
bracis-19061	96	34	and	and	CCONJ
bracis-19061	96	35	dynamic	dynamic	ADJ
bracis-19061	96	36	topic	topic	NOUN
bracis-19061	96	37	modeling	modeling	NOUN
bracis-19061	96	38	,	,	PUNCT
bracis-19061	96	39	respectively	respectively	ADV
bracis-19061	96	40	)	)	PUNCT
bracis-19061	96	41	.	.	PUNCT
bracis-19061	97	1	this	this	DET
bracis-19061	97	2	table	table	NOUN
bracis-19061	97	3	shows	show	NOUN
bracis-19061	97	4	,	,	PUNCT
bracis-19061	97	5	e.g.	e.g.	ADV
bracis-19061	97	6	,	,	PUNCT
bracis-19061	97	7	that	that	SCONJ
bracis-19061	97	8	bertopic	bertopic	NOUN
bracis-19061	97	9	[	[	X
bracis-19061	97	10	21	21	NUM
bracis-19061	97	11	]	]	PUNCT
bracis-19061	97	12	can	can	AUX
bracis-19061	97	13	use	use	VERB
bracis-19061	97	14	different	different	ADJ
bracis-19061	97	15	topic	topic	NOUN
bracis-19061	97	16	modeling	modeling	NOUN
bracis-19061	97	17	techniques	technique	NOUN
bracis-19061	97	18	(	(	PUNCT
bracis-19061	97	19	value	value	NOUN
bracis-19061	97	20	“	"	PUNCT
bracis-19061	97	21	yes	yes	INTJ
bracis-19061	97	22	”	"	PUNCT
bracis-19061	97	23	,	,	PUNCT
bracis-19061	97	24	in	in	ADP
bracis-19061	97	25	the	the	DET
bracis-19061	97	26	column	column	NOUN
bracis-19061	97	27	#	#	SYM
bracis-19061	97	28	topics	topic	NOUN
bracis-19061	97	29	)	)	PUNCT
bracis-19061	97	30	and	and	CCONJ
bracis-19061	97	31	uses	use	VERB
bracis-19061	97	32	dynamic	dynamic	ADJ
bracis-19061	97	33	topic	topic	NOUN
bracis-19061	97	34	modeling	modeling	NOUN
bracis-19061	97	35	(	(	PUNCT
bracis-19061	97	36	value	value	NOUN
bracis-19061	97	37	“	"	PUNCT
bracis-19061	97	38	yes	yes	INTJ
bracis-19061	97	39	”	"	PUNCT
bracis-19061	97	40	,	,	PUNCT
bracis-19061	97	41	in	in	ADP
bracis-19061	97	42	the	the	DET
bracis-19061	97	43	column	column	NOUN
bracis-19061	97	44	dynamic	dynamic	NOUN
bracis-19061	97	45	)	)	PUNCT
bracis-19061	97	46	,	,	PUNCT
bracis-19061	97	47	a	a	DET
bracis-19061	97	48	collection	collection	NOUN
bracis-19061	97	49	of	of	ADP
bracis-19061	97	50	techniques	technique	NOUN
bracis-19061	97	51	that	that	PRON
bracis-19061	97	52	analyze	analyze	VERB
bracis-19061	97	53	the	the	DET
bracis-19061	97	54	evolution	evolution	NOUN
bracis-19061	97	55	of	of	ADP
bracis-19061	97	56	topics	topic	NOUN
bracis-19061	97	57	along	along	ADP
bracis-19061	97	58	the	the	DET
bracis-19061	97	59	time	time	NOUN
bracis-19061	97	60	,	,	PUNCT
bracis-19061	97	61	generating	generate	VERB
bracis-19061	97	62	the	the	DET
bracis-19061	97	63	topic	topic	NOUN
bracis-19061	97	64	representations	representation	NOUN
bracis-19061	97	65	at	at	ADP
bracis-19061	97	66	each	each	DET
bracis-19061	97	67	timestamp	timestamp	NOUN
bracis-19061	97	68	for	for	ADP
bracis-19061	97	69	each	each	DET
bracis-19061	97	70	topic	topic	NOUN
bracis-19061	97	71	.	.	PUNCT
bracis-19061	98	1	these	these	DET
bracis-19061	98	2	methods	method	NOUN
bracis-19061	98	3	help	help	VERB
bracis-19061	98	4	to	to	PART
bracis-19061	98	5	understand	understand	VERB
bracis-19061	98	6	how	how	SCONJ
bracis-19061	98	7	a	a	DET
bracis-19061	98	8	topic	topic	NOUN
bracis-19061	98	9	changes	change	NOUN
bracis-19061	98	10	during	during	ADP
bracis-19061	98	11	a	a	DET
bracis-19061	98	12	period	period	NOUN
bracis-19061	98	13	of	of	ADP
bracis-19061	98	14	time	time	NOUN
bracis-19061	98	15	.	.	PUNCT
bracis-19061	99	1	furthermore	furthermore	ADV
bracis-19061	99	2	,	,	PUNCT
bracis-19061	99	3	it	it	PRON
bracis-19061	99	4	provides	provide	VERB
bracis-19061	99	5	other	other	ADJ
bracis-19061	99	6	forms	form	NOUN
bracis-19061	99	7	of	of	ADP
bracis-19061	99	8	topic	topic	NOUN
bracis-19061	99	9	modeling	modeling	NOUN
bracis-19061	99	10	,	,	PUNCT
bracis-19061	99	11	not	not	PART
bracis-19061	99	12	explored	explore	VERB
bracis-19061	99	13	in	in	ADP
bracis-19061	99	14	this	this	DET
bracis-19061	99	15	study	study	NOUN
bracis-19061	99	16	,	,	PUNCT
bracis-19061	99	17	such	such	ADJ
bracis-19061	99	18	as	as	ADP
bracis-19061	99	19	semi	semi	ADJ
bracis-19061	99	20	-	-	ADJ
bracis-19061	99	21	supervised	supervised	ADJ
bracis-19061	99	22	learning	learning	NOUN
bracis-19061	99	23	.	.	PUNCT
bracis-19061	100	1	table	table	NOUN
bracis-19061	100	2	1	1	NUM
bracis-19061	100	3	.	.	PUNCT
bracis-19061	100	4	topic	topic	NOUN
bracis-19061	100	5	model	model	NOUN
bracis-19061	100	6	approaches	approach	NOUN
bracis-19061	100	7	.	.	PUNCT
bracis-19061	101	1	\(^*\)hierarchical	\(^*\)hierarchical	ADJ
bracis-19061	101	2	density	density	NOUN
bracis-19061	101	3	-	-	PUNCT
bracis-19061	101	4	based	base	VERB
bracis-19061	101	5	spatial	spatial	ADJ
bracis-19061	101	6	clustering	clustering	NOUN
bracis-19061	101	7	of	of	ADP
bracis-19061	101	8	applications	application	NOUN
bracis-19061	101	9	with	with	ADP
bracis-19061	101	10	noise	noise	NOUN
bracis-19061	101	11	[	[	X
bracis-19061	101	12	8]full	8]full	ADJ
bracis-19061	101	13	size	size	NOUN
bracis-19061	101	14	table	table	NOUN
bracis-19061	101	15	3	3	NUM
bracis-19061	101	16	portuguese	portuguese	ADJ
bracis-19061	101	17	political	political	ADJ
bracis-19061	101	18	comments	comment	NOUN
bracis-19061	101	19	the	the	DET
bracis-19061	101	20	chamber	chamber	NOUN
bracis-19061	101	21	of	of	ADP
bracis-19061	101	22	deputies	deputies	PROPN
bracis-19061	101	23	board	board	PROPN
bracis-19061	101	24	of	of	ADP
bracis-19061	101	25	innovation	innovation	NOUN
bracis-19061	101	26	and	and	CCONJ
bracis-19061	101	27	information	information	NOUN
bracis-19061	101	28	technology	technology	NOUN
bracis-19061	101	29	provided	provide	VERB
bracis-19061	101	30	the	the	DET
bracis-19061	101	31	dataset	dataset	NOUN
bracis-19061	101	32	used	use	VERB
bracis-19061	101	33	in	in	ADP
bracis-19061	101	34	this	this	DET
bracis-19061	101	35	study	study	NOUN
bracis-19061	101	36	,	,	PUNCT
bracis-19061	101	37	which	which	PRON
bracis-19061	101	38	is	be	AUX
bracis-19061	101	39	available	available	ADJ
bracis-19061	101	40	at	at	ADP
bracis-19061	101	41	[	[	X
bracis-19061	101	42	11	11	NUM
bracis-19061	101	43	]	]	PUNCT
bracis-19061	101	44	.	.	PUNCT
bracis-19061	102	1	this	this	DET
bracis-19061	102	2	dataset	dataset	NOUN
bracis-19061	102	3	consists	consist	NOUN
bracis-19061	102	4	of	of	ADP
bracis-19061	102	5	information	information	NOUN
bracis-19061	102	6	classified	classify	VERB
bracis-19061	102	7	by	by	ADP
bracis-19061	102	8	the	the	DET
bracis-19061	102	9	user	user	NOUN
bracis-19061	102	10	commentary	commentary	NOUN
bracis-19061	102	11	for	for	ADP
bracis-19061	102	12	the	the	DET
bracis-19061	102	13	bill	bill	NOUN
bracis-19061	102	14	,	,	PUNCT
bracis-19061	102	15	including	include	VERB
bracis-19061	102	16	counter	counter	NOUN
bracis-19061	102	17	of	of	ADP
bracis-19061	102	18	comments	comment	NOUN
bracis-19061	102	19	,	,	PUNCT
bracis-19061	102	20	date	date	NOUN
bracis-19061	102	21	,	,	PUNCT
bracis-19061	102	22	opinion	opinion	NOUN
bracis-19061	102	23	on	on	ADP
bracis-19061	102	24	the	the	DET
bracis-19061	102	25	bill	bill	NOUN
bracis-19061	102	26	(	(	PUNCT
bracis-19061	102	27	positive	positive	ADJ
bracis-19061	102	28	or	or	CCONJ
bracis-19061	102	29	negative	negative	ADJ
bracis-19061	102	30	)	)	PUNCT
bracis-19061	102	31	and	and	CCONJ
bracis-19061	102	32	the	the	DET
bracis-19061	102	33	commented	commented	ADJ
bracis-19061	102	34	proposition	proposition	NOUN
bracis-19061	102	35	.	.	PUNCT
bracis-19061	103	1	the	the	DET
bracis-19061	103	2	user	user	NOUN
bracis-19061	103	3	can	can	AUX
bracis-19061	103	4	make	make	VERB
bracis-19061	103	5	its	its	PRON
bracis-19061	103	6	participation	participation	NOUN
bracis-19061	103	7	through	through	ADP
bracis-19061	103	8	the	the	DET
bracis-19061	103	9	website	website	NOUN
bracis-19061	103	10	[	[	X
bracis-19061	103	11	11	11	NUM
bracis-19061	103	12	]	]	PUNCT
bracis-19061	103	13	.	.	PUNCT
bracis-19061	104	1	in	in	ADP
bracis-19061	104	2	order	order	NOUN
bracis-19061	104	3	to	to	PART
bracis-19061	104	4	organize	organize	VERB
bracis-19061	104	5	the	the	DET
bracis-19061	104	6	commentaries	commentary	NOUN
bracis-19061	104	7	,	,	PUNCT
bracis-19061	104	8	since	since	SCONJ
bracis-19061	104	9	there	there	PRON
bracis-19061	104	10	are	be	VERB
bracis-19061	104	11	several	several	ADJ
bracis-19061	104	12	law	law	NOUN
bracis-19061	104	13	projects	project	NOUN
bracis-19061	104	14	and	and	CCONJ
bracis-19061	104	15	constitutional	constitutional	ADJ
bracis-19061	104	16	amendment	amendment	NOUN
bracis-19061	104	17	propositions	proposition	NOUN
bracis-19061	104	18	,	,	PUNCT
bracis-19061	104	19	the	the	DET
bracis-19061	104	20	user	user	NOUN
bracis-19061	104	21	can	can	AUX
bracis-19061	104	22	choose	choose	VERB
bracis-19061	104	23	a	a	DET
bracis-19061	104	24	specific	specific	ADJ
bracis-19061	104	25	proposition	proposition	NOUN
bracis-19061	104	26	,	,	PUNCT
bracis-19061	104	27	whether	whether	SCONJ
bracis-19061	104	28	his	his	PRON
bracis-19061	104	29	/	/	SYM
bracis-19061	104	30	her	she	PRON
bracis-19061	104	31	stand	stand	NOUN
bracis-19061	104	32	is	be	AUX
bracis-19061	104	33	for	for	ADP
bracis-19061	104	34	or	or	CCONJ
bracis-19061	104	35	against	against	ADP
bracis-19061	104	36	the	the	DET
bracis-19061	104	37	legal	legal	ADJ
bracis-19061	104	38	document	document	NOUN
bracis-19061	104	39	,	,	PUNCT
bracis-19061	104	40	as	as	ADV
bracis-19061	104	41	well	well	ADV
bracis-19061	104	42	as	as	ADP
bracis-19061	104	43	formulate	formulate	VERB
bracis-19061	104	44	the	the	DET
bracis-19061	104	45	comment	comment	NOUN
bracis-19061	104	46	itself	itself	PRON
bracis-19061	104	47	.	.	PUNCT
bracis-19061	105	1	a	a	DET
bracis-19061	105	2	feature	feature	NOUN
bracis-19061	105	3	was	be	AUX
bracis-19061	105	4	implemented	implement	VERB
bracis-19061	105	5	to	to	PART
bracis-19061	105	6	“	"	PUNCT
bracis-19061	105	7	like	like	VERB
bracis-19061	105	8	”	"	PUNCT
bracis-19061	105	9	a	a	DET
bracis-19061	105	10	certain	certain	ADJ
bracis-19061	105	11	commentary	commentary	NOUN
bracis-19061	105	12	,	,	PUNCT
bracis-19061	105	13	simulating	simulate	VERB
bracis-19061	105	14	a	a	DET
bracis-19061	105	15	social	social	ADJ
bracis-19061	105	16	network	network	NOUN
bracis-19061	105	17	,	,	PUNCT
bracis-19061	105	18	with	with	ADP
bracis-19061	105	19	the	the	DET
bracis-19061	105	20	purpose	purpose	NOUN
bracis-19061	105	21	of	of	ADP
bracis-19061	105	22	emphasizing	emphasize	VERB
bracis-19061	105	23	the	the	DET
bracis-19061	105	24	popularity	popularity	NOUN
bracis-19061	105	25	of	of	ADP
bracis-19061	105	26	a	a	DET
bracis-19061	105	27	certain	certain	ADJ
bracis-19061	105	28	point	point	NOUN
bracis-19061	105	29	of	of	ADP
bracis-19061	105	30	view	view	NOUN
bracis-19061	105	31	.	.	PUNCT
bracis-19061	106	1	an	an	DET
bracis-19061	106	2	exploratory	exploratory	ADJ
bracis-19061	106	3	data	data	NOUN
bracis-19061	106	4	analysis	analysis	NOUN
bracis-19061	106	5	was	be	AUX
bracis-19061	106	6	performed	perform	VERB
bracis-19061	106	7	on	on	ADP
bracis-19061	106	8	the	the	DET
bracis-19061	106	9	dataset	dataset	NOUN
bracis-19061	106	10	prior	prior	ADV
bracis-19061	106	11	to	to	ADP
bracis-19061	106	12	the	the	DET
bracis-19061	106	13	experimental	experimental	ADJ
bracis-19061	106	14	evaluation	evaluation	NOUN
bracis-19061	106	15	.	.	PUNCT
bracis-19061	107	1	for	for	ADP
bracis-19061	107	2	every	every	DET
bracis-19061	107	3	comment	comment	NOUN
bracis-19061	107	4	we	we	PRON
bracis-19061	107	5	calculated	calculate	VERB
bracis-19061	107	6	its	its	PRON
bracis-19061	107	7	word	word	NOUN
bracis-19061	107	8	count	count	NOUN
bracis-19061	107	9	,	,	PUNCT
bracis-19061	107	10	character	character	NOUN
bracis-19061	107	11	count	count	NOUN
bracis-19061	107	12	,	,	PUNCT
bracis-19061	107	13	and	and	CCONJ
bracis-19061	107	14	mean	mean	VERB
bracis-19061	107	15	word	word	NOUN
bracis-19061	107	16	length	length	NOUN
bracis-19061	107	17	(	(	PUNCT
bracis-19061	107	18	characters	character	NOUN
bracis-19061	107	19	per	per	ADP
bracis-19061	107	20	word	word	NOUN
bracis-19061	107	21	)	)	PUNCT
bracis-19061	107	22	.	.	PUNCT
bracis-19061	108	1	these	these	DET
bracis-19061	108	2	metrics	metric	NOUN
bracis-19061	108	3	can	can	AUX
bracis-19061	108	4	be	be	AUX
bracis-19061	108	5	visualized	visualize	VERB
bracis-19061	108	6	in	in	ADP
bracis-19061	108	7	fig	fig	NOUN
bracis-19061	108	8	.	.	PUNCT
bracis-19061	108	9	 	 	SPACE
bracis-19061	109	1	1	1	NUM
bracis-19061	109	2	.	.	X
bracis-19061	109	3	metadata	metadata	NOUN
bracis-19061	109	4	with	with	ADP
bracis-19061	109	5	the	the	DET
bracis-19061	109	6	number	number	NOUN
bracis-19061	109	7	of	of	ADP
bracis-19061	109	8	likes	like	NOUN
bracis-19061	109	9	of	of	ADP
bracis-19061	109	10	each	each	DET
bracis-19061	109	11	comment	comment	NOUN
bracis-19061	109	12	,	,	PUNCT
bracis-19061	109	13	as	as	ADV
bracis-19061	109	14	well	well	ADV
bracis-19061	109	15	as	as	ADP
bracis-19061	109	16	its	its	PRON
bracis-19061	109	17	perception	perception	NOUN
bracis-19061	109	18	by	by	ADP
bracis-19061	109	19	the	the	DET
bracis-19061	109	20	user	user	NOUN
bracis-19061	109	21	as	as	ADP
bracis-19061	109	22	a	a	DET
bracis-19061	109	23	positive	positive	ADJ
bracis-19061	109	24	or	or	CCONJ
bracis-19061	109	25	negative	negative	ADJ
bracis-19061	109	26	aspect	aspect	NOUN
bracis-19061	109	27	of	of	ADP
bracis-19061	109	28	the	the	DET
bracis-19061	109	29	legal	legal	ADJ
bracis-19061	109	30	document	document	NOUN
bracis-19061	109	31	were	be	AUX
bracis-19061	109	32	also	also	ADV
bracis-19061	109	33	included	include	VERB
bracis-19061	109	34	in	in	ADP
bracis-19061	109	35	the	the	DET
bracis-19061	109	36	analysis	analysis	NOUN
bracis-19061	109	37	.	.	PUNCT
bracis-19061	110	1	the	the	DET
bracis-19061	110	2	majority	majority	NOUN
bracis-19061	110	3	of	of	ADP
bracis-19061	110	4	comments	comment	NOUN
bracis-19061	110	5	have	have	VERB
bracis-19061	110	6	none	none	NOUN
bracis-19061	110	7	or	or	CCONJ
bracis-19061	110	8	few	few	ADJ
bracis-19061	110	9	likes	like	NOUN
bracis-19061	110	10	,	,	PUNCT
bracis-19061	110	11	which	which	PRON
bracis-19061	110	12	is	be	AUX
bracis-19061	110	13	expected	expect	VERB
bracis-19061	110	14	since	since	SCONJ
bracis-19061	110	15	the	the	DET
bracis-19061	110	16	most	most	ADV
bracis-19061	110	17	liked	like	VERB
bracis-19061	110	18	comments	comment	NOUN
bracis-19061	110	19	are	be	AUX
bracis-19061	110	20	shown	show	VERB
bracis-19061	110	21	to	to	ADP
bracis-19061	110	22	the	the	DET
bracis-19061	110	23	user	user	NOUN
bracis-19061	110	24	in	in	ADP
bracis-19061	110	25	the	the	DET
bracis-19061	110	26	voting	voting	NOUN
bracis-19061	110	27	page	page	NOUN
bracis-19061	110	28	.	.	PUNCT
bracis-19061	111	1	as	as	ADP
bracis-19061	111	2	such	such	ADJ
bracis-19061	111	3	,	,	PUNCT
bracis-19061	111	4	with	with	ADP
bracis-19061	111	5	more	more	ADJ
bracis-19061	111	6	visibility	visibility	NOUN
bracis-19061	111	7	this	this	PRON
bracis-19061	111	8	creates	create	VERB
bracis-19061	111	9	a	a	DET
bracis-19061	111	10	snowball	snowball	ADJ
bracis-19061	111	11	effect	effect	NOUN
bracis-19061	111	12	in	in	ADP
bracis-19061	111	13	which	which	PRON
bracis-19061	111	14	they	they	PRON
bracis-19061	111	15	attain	attain	VERB
bracis-19061	111	16	more	more	ADJ
bracis-19061	111	17	votes	vote	NOUN
bracis-19061	111	18	.	.	PUNCT
bracis-19061	112	1	this	this	PRON
bracis-19061	112	2	is	be	AUX
bracis-19061	112	3	seen	see	VERB
bracis-19061	112	4	in	in	ADP
bracis-19061	112	5	both	both	DET
bracis-19061	112	6	bills	bill	NOUN
bracis-19061	112	7	and	and	CCONJ
bracis-19061	112	8	positive	positive	ADJ
bracis-19061	112	9	/	/	SYM
bracis-19061	112	10	negative	negative	ADJ
bracis-19061	112	11	opinions	opinion	NOUN
bracis-19061	112	12	.	.	PUNCT
bracis-19061	113	1	fig	fig	NOUN
bracis-19061	113	2	.	.	PUNCT
bracis-19061	114	1	1	1	X
bracis-19061	114	2	.	.	X
bracis-19061	114	3	textual	textual	ADJ
bracis-19061	114	4	metrics	metric	NOUN
bracis-19061	114	5	distribution	distribution	NOUN
bracis-19061	114	6	in	in	ADP
bracis-19061	114	7	our	our	PRON
bracis-19061	114	8	corpora	corpus	NOUN
bracis-19061	114	9	.	.	PUNCT
bracis-19061	115	1	the	the	DET
bracis-19061	115	2	blue	blue	ADJ
bracis-19061	115	3	horizontal	horizontal	ADJ
bracis-19061	115	4	line	line	NOUN
bracis-19061	115	5	represents	represent	VERB
bracis-19061	115	6	the	the	DET
bracis-19061	115	7	kernel	kernel	PROPN
bracis-19061	115	8	density	density	PROPN
bracis-19061	115	9	function	function	NOUN
bracis-19061	115	10	approximation	approximation	NOUN
bracis-19061	115	11	of	of	ADP
bracis-19061	115	12	the	the	DET
bracis-19061	115	13	data	datum	NOUN
bracis-19061	115	14	.	.	PUNCT
bracis-19061	116	1	(	(	PUNCT
bracis-19061	116	2	color	color	NOUN
bracis-19061	116	3	figure	figure	NOUN
bracis-19061	116	4	online	online	ADV
bracis-19061	116	5	)	)	PUNCT
bracis-19061	116	6	full	full	ADJ
bracis-19061	116	7	size	size	NOUN
bracis-19061	116	8	image	image	NOUN
bracis-19061	116	9	in	in	ADP
bracis-19061	116	10	word	word	NOUN
bracis-19061	116	11	and	and	CCONJ
bracis-19061	116	12	character	character	NOUN
bracis-19061	116	13	count	count	NOUN
bracis-19061	116	14	,	,	PUNCT
bracis-19061	116	15	the	the	DET
bracis-19061	116	16	density	density	NOUN
bracis-19061	116	17	distribution	distribution	NOUN
bracis-19061	116	18	of	of	ADP
bracis-19061	116	19	the	the	DET
bracis-19061	116	20	variables	variable	NOUN
bracis-19061	116	21	differs	differ	VERB
bracis-19061	116	22	slightly	slightly	ADV
bracis-19061	116	23	in	in	ADP
bracis-19061	116	24	shape	shape	NOUN
bracis-19061	116	25	between	between	ADP
bracis-19061	116	26	the	the	DET
bracis-19061	116	27	projects	project	NOUN
bracis-19061	116	28	and	and	CCONJ
bracis-19061	116	29	opinions	opinion	NOUN
bracis-19061	116	30	,	,	PUNCT
bracis-19061	116	31	although	although	SCONJ
bracis-19061	116	32	their	their	PRON
bracis-19061	116	33	medians	median	NOUN
bracis-19061	116	34	remain	remain	VERB
bracis-19061	116	35	close	close	ADJ
bracis-19061	116	36	to	to	ADP
bracis-19061	116	37	each	each	DET
bracis-19061	116	38	other	other	ADJ
bracis-19061	116	39	.	.	PUNCT
bracis-19061	117	1	the	the	DET
bracis-19061	117	2	mean	mean	ADJ
bracis-19061	117	3	word	word	NOUN
bracis-19061	117	4	length	length	NOUN
bracis-19061	117	5	presents	present	VERB
bracis-19061	117	6	a	a	DET
bracis-19061	117	7	normal	normal	ADJ
bracis-19061	117	8	-	-	PUNCT
bracis-19061	117	9	like	like	ADJ
bracis-19061	117	10	distribution	distribution	NOUN
bracis-19061	117	11	in	in	ADP
bracis-19061	117	12	all	all	DET
bracis-19061	117	13	categories	category	NOUN
bracis-19061	117	14	.	.	PUNCT
bracis-19061	118	1	extracted	extract	VERB
bracis-19061	118	2	comments	comment	NOUN
bracis-19061	118	3	with	with	ADP
bracis-19061	118	4	at	at	ADV
bracis-19061	118	5	least	least	ADV
bracis-19061	118	6	2	2	NUM
bracis-19061	118	7	words	word	NOUN
bracis-19061	118	8	were	be	AUX
bracis-19061	118	9	kept	keep	VERB
bracis-19061	118	10	in	in	ADP
bracis-19061	118	11	the	the	DET
bracis-19061	118	12	corpora	corpora	NOUN
bracis-19061	118	13	and	and	CCONJ
bracis-19061	118	14	had	have	VERB
bracis-19061	118	15	url	url	NOUN
bracis-19061	118	16	links	link	NOUN
bracis-19061	118	17	removed	remove	VERB
bracis-19061	118	18	.	.	PUNCT
bracis-19061	119	1	3.1	3.1	NUM
bracis-19061	119	2	corpora	corpora	NOUN
bracis-19061	119	3	for	for	ADP
bracis-19061	119	4	our	our	PRON
bracis-19061	119	5	experiments	experiment	NOUN
bracis-19061	119	6	,	,	PUNCT
bracis-19061	119	7	we	we	PRON
bracis-19061	119	8	considered	consider	VERB
bracis-19061	119	9	all	all	DET
bracis-19061	119	10	comments	comment	NOUN
bracis-19061	119	11	associated	associate	VERB
bracis-19061	119	12	with	with	ADP
bracis-19061	119	13	the	the	DET
bracis-19061	119	14	two	two	NUM
bracis-19061	119	15	bills	bill	NOUN
bracis-19061	119	16	(	(	PUNCT
bracis-19061	119	17	pl	pl	PROPN
bracis-19061	119	18	3723/2019	3723/2019	NUM
bracis-19061	119	19	and	and	CCONJ
bracis-19061	119	20	pl	pl	PROPN
bracis-19061	119	21	471/2005	471/2005	NUM
bracis-19061	119	22	)	)	PUNCT
bracis-19061	119	23	,	,	PUNCT
bracis-19061	119	24	and	and	CCONJ
bracis-19061	119	25	the	the	DET
bracis-19061	119	26	set	set	NOUN
bracis-19061	119	27	of	of	ADP
bracis-19061	119	28	all	all	DET
bracis-19061	119	29	comments	comment	NOUN
bracis-19061	119	30	that	that	PRON
bracis-19061	119	31	have	have	VERB
bracis-19061	119	32	a	a	DET
bracis-19061	119	33	hashtag	hashtag	NOUN
bracis-19061	119	34	in	in	ADP
bracis-19061	119	35	their	their	PRON
bracis-19061	119	36	content	content	NOUN
bracis-19061	119	37	(	(	PUNCT
bracis-19061	119	38	hashtag	hashtag	NOUN
bracis-19061	119	39	corpus	corpus	PROPN
bracis-19061	119	40	)	)	PUNCT
bracis-19061	119	41	.	.	PUNCT
bracis-19061	120	1	below	below	ADV
bracis-19061	120	2	,	,	PUNCT
bracis-19061	120	3	we	we	PRON
bracis-19061	120	4	briefly	briefly	ADV
bracis-19061	120	5	detail	detail	VERB
bracis-19061	120	6	these	these	DET
bracis-19061	120	7	scenarios	scenario	NOUN
bracis-19061	120	8	.	.	PUNCT
bracis-19061	121	1	pl	pl	PROPN
bracis-19061	121	2	3723/2019	3723/2019	NUM
bracis-19061	121	3	.	.	PUNCT
bracis-19061	122	1	the	the	DET
bracis-19061	122	2	pl	pl	PROPN
bracis-19061	122	3	3723/2019	3723/2019	NUM
bracis-19061	122	4	bill	bill	NOUN
bracis-19061	122	5	changes	change	VERB
bracis-19061	122	6	the	the	DET
bracis-19061	122	7	law	law	NOUN
bracis-19061	122	8	no	no	NOUN
bracis-19061	122	9	.	.	PUNCT
bracis-19061	123	1	10.826	10.826	NUM
bracis-19061	123	2	,	,	PUNCT
bracis-19061	123	3	of	of	ADP
bracis-19061	123	4	december	december	PROPN
bracis-19061	123	5	22	22	NUM
bracis-19061	123	6	,	,	PUNCT
bracis-19061	123	7	2003	2003	NUM
bracis-19061	123	8	,	,	PUNCT
bracis-19061	123	9	which	which	PRON
bracis-19061	123	10	deals	deal	VERB
bracis-19061	123	11	with	with	ADP
bracis-19061	123	12	registration	registration	NOUN
bracis-19061	123	13	,	,	PUNCT
bracis-19061	123	14	possession	possession	NOUN
bracis-19061	123	15	and	and	CCONJ
bracis-19061	123	16	sale	sale	NOUN
bracis-19061	123	17	of	of	ADP
bracis-19061	123	18	firearms	firearm	NOUN
bracis-19061	123	19	and	and	CCONJ
bracis-19061	123	20	ammunition	ammunition	NOUN
bracis-19061	123	21	,	,	PUNCT
bracis-19061	123	22	and	and	CCONJ
bracis-19061	123	23	defines	define	VERB
bracis-19061	123	24	crimes	crime	NOUN
bracis-19061	123	25	.	.	PUNCT
bracis-19061	124	1	the	the	DET
bracis-19061	124	2	pl	pl	PROPN
bracis-19061	124	3	3723/2019	3723/2019	NUM
bracis-19061	124	4	corpus	corpus	NOUN
bracis-19061	124	5	was	be	AUX
bracis-19061	124	6	collected	collect	VERB
bracis-19061	124	7	from	from	ADP
bracis-19061	124	8	national	national	PROPN
bracis-19061	124	9	congress	congress	PROPN
bracis-19061	124	10	pollsfootnote	pollsfootnote	VERB
bracis-19061	124	11	2	2	NUM
bracis-19061	124	12	,	,	PUNCT
bracis-19061	124	13	in	in	ADP
bracis-19061	124	14	which	which	PRON
bracis-19061	124	15	the	the	DET
bracis-19061	124	16	citizens	citizen	NOUN
bracis-19061	124	17	are	be	AUX
bracis-19061	124	18	asked	ask	VERB
bracis-19061	124	19	about	about	ADP
bracis-19061	124	20	the	the	DET
bracis-19061	124	21	positive	positive	ADJ
bracis-19061	124	22	and	and	CCONJ
bracis-19061	124	23	negative	negative	ADJ
bracis-19061	124	24	parts	part	NOUN
bracis-19061	124	25	of	of	ADP
bracis-19061	124	26	this	this	DET
bracis-19061	124	27	bill	bill	NOUN
bracis-19061	124	28	.	.	PUNCT
bracis-19061	125	1	this	this	DET
bracis-19061	125	2	corpus	corpus	NOUN
bracis-19061	125	3	is	be	AUX
bracis-19061	125	4	composed	compose	VERB
bracis-19061	125	5	of	of	ADP
bracis-19061	125	6	195	195	NUM
bracis-19061	125	7	negative	negative	ADJ
bracis-19061	125	8	and	and	CCONJ
bracis-19061	125	9	530	530	NUM
bracis-19061	125	10	positive	positive	ADJ
bracis-19061	125	11	comments	comment	NOUN
bracis-19061	125	12	.	.	PUNCT
bracis-19061	126	1	for	for	ADP
bracis-19061	126	2	our	our	PRON
bracis-19061	126	3	experiments	experiment	NOUN
bracis-19061	126	4	,	,	PUNCT
bracis-19061	126	5	we	we	PRON
bracis-19061	126	6	considered	consider	VERB
bracis-19061	126	7	the	the	DET
bracis-19061	126	8	total	total	ADJ
bracis-19061	126	9	number	number	NOUN
bracis-19061	126	10	of	of	ADP
bracis-19061	126	11	comments	comment	NOUN
bracis-19061	126	12	(	(	PUNCT
bracis-19061	126	13	i.e.	i.e.	X
bracis-19061	126	14	,	,	PUNCT
bracis-19061	126	15	725	725	NUM
bracis-19061	126	16	comments	comment	NOUN
bracis-19061	126	17	)	)	PUNCT
bracis-19061	126	18	.	.	PUNCT
bracis-19061	127	1	pec	pec	PROPN
bracis-19061	127	2	471/2005	471/2005	NUM
bracis-19061	127	3	.	.	PUNCT
bracis-19061	128	1	the	the	DET
bracis-19061	128	2	pl	pl	PROPN
bracis-19061	128	3	471/2005	471/2005	NUM
bracis-19061	128	4	bill	bill	NOUN
bracis-19061	128	5	establishes	establish	VERB
bracis-19061	128	6	the	the	DET
bracis-19061	128	7	effectiveness	effectiveness	NOUN
bracis-19061	128	8	for	for	ADP
bracis-19061	128	9	the	the	DET
bracis-19061	128	10	current	current	ADJ
bracis-19061	128	11	responsible	responsible	ADJ
bracis-19061	128	12	and	and	CCONJ
bracis-19061	128	13	substitutes	substitute	NOUN
bracis-19061	128	14	for	for	ADP
bracis-19061	128	15	the	the	DET
bracis-19061	128	16	notary	notary	ADJ
bracis-19061	128	17	services	services	PROPN
bracis-19061	128	18	,	,	PUNCT
bracis-19061	128	19	invested	invest	VERB
bracis-19061	128	20	according	accord	VERB
bracis-19061	128	21	to	to	ADP
bracis-19061	128	22	the	the	DET
bracis-19061	128	23	law	law	NOUN
bracis-19061	128	24	.	.	PUNCT
bracis-19061	129	1	known	know	VERB
bracis-19061	129	2	as	as	ADP
bracis-19061	129	3	“	"	PUNCT
bracis-19061	129	4	pec	pec	ADJ
bracis-19061	129	5	dos	dos	NOUN
bracis-19061	129	6	cartórios	cartório	NOUN
bracis-19061	129	7	”	"	PUNCT
bracis-19061	129	8	,	,	PUNCT
bracis-19061	129	9	the	the	DET
bracis-19061	129	10	pl	pl	PROPN
bracis-19061	129	11	471/2005	471/2005	NUM
bracis-19061	129	12	corpus	corpu	NOUN
bracis-19061	129	13	was	be	AUX
bracis-19061	129	14	collected	collect	VERB
bracis-19061	129	15	from	from	ADP
bracis-19061	129	16	national	national	PROPN
bracis-19061	129	17	congress	congress	PROPN
bracis-19061	129	18	pollsfootnote	pollsfootnote	AUX
bracis-19061	129	19	3	3	NUM
bracis-19061	129	20	,	,	PUNCT
bracis-19061	129	21	in	in	ADP
bracis-19061	129	22	which	which	PRON
bracis-19061	129	23	the	the	DET
bracis-19061	129	24	citizens	citizen	NOUN
bracis-19061	129	25	were	be	AUX
bracis-19061	129	26	asked	ask	VERB
bracis-19061	129	27	about	about	ADP
bracis-19061	129	28	the	the	DET
bracis-19061	129	29	positive	positive	ADJ
bracis-19061	129	30	and	and	CCONJ
bracis-19061	129	31	negative	negative	ADJ
bracis-19061	129	32	parts	part	NOUN
bracis-19061	129	33	of	of	ADP
bracis-19061	129	34	this	this	DET
bracis-19061	129	35	bill	bill	NOUN
bracis-19061	129	36	.	.	PUNCT
bracis-19061	130	1	this	this	DET
bracis-19061	130	2	corpus	corpus	NOUN
bracis-19061	130	3	is	be	AUX
bracis-19061	130	4	composed	compose	VERB
bracis-19061	130	5	of	of	ADP
bracis-19061	130	6	383	383	NUM
bracis-19061	130	7	negative	negative	ADJ
bracis-19061	130	8	and	and	CCONJ
bracis-19061	130	9	205	205	NUM
bracis-19061	130	10	positive	positive	ADJ
bracis-19061	130	11	comments	comment	NOUN
bracis-19061	130	12	.	.	PUNCT
bracis-19061	131	1	for	for	ADP
bracis-19061	131	2	our	our	PRON
bracis-19061	131	3	experiments	experiment	NOUN
bracis-19061	131	4	,	,	PUNCT
bracis-19061	131	5	we	we	PRON
bracis-19061	131	6	considered	consider	VERB
bracis-19061	131	7	the	the	DET
bracis-19061	131	8	total	total	ADJ
bracis-19061	131	9	number	number	NOUN
bracis-19061	131	10	of	of	ADP
bracis-19061	131	11	comments	comment	NOUN
bracis-19061	131	12	,	,	PUNCT
bracis-19061	131	13	i.e.	i.e.	X
bracis-19061	131	14	,	,	PUNCT
bracis-19061	131	15	588	588	NUM
bracis-19061	131	16	comments	comment	NOUN
bracis-19061	131	17	.	.	PUNCT
bracis-19061	132	1	hashtag	hashtag	PROPN
bracis-19061	132	2	corpus	corpus	PROPN
bracis-19061	132	3	.	.	PUNCT
bracis-19061	133	1	this	this	DET
bracis-19061	133	2	corpus	corpus	NOUN
bracis-19061	133	3	is	be	AUX
bracis-19061	133	4	composed	compose	VERB
bracis-19061	133	5	of	of	ADP
bracis-19061	133	6	522	522	NUM
bracis-19061	133	7	comments	comment	NOUN
bracis-19061	133	8	,	,	PUNCT
bracis-19061	133	9	which	which	PRON
bracis-19061	133	10	contain	contain	VERB
bracis-19061	133	11	at	at	ADP
bracis-19061	133	12	least	least	ADJ
bracis-19061	133	13	16	16	NUM
bracis-19061	133	14	comments	comment	NOUN
bracis-19061	133	15	with	with	ADP
bracis-19061	133	16	hashtags	hashtag	NOUN
bracis-19061	133	17	[	[	X
bracis-19061	133	18	11	11	NUM
bracis-19061	133	19	]	]	PUNCT
bracis-19061	133	20	.	.	PUNCT
bracis-19061	134	1	there	there	PRON
bracis-19061	134	2	are	be	VERB
bracis-19061	134	3	189	189	NUM
bracis-19061	134	4	bills	bill	NOUN
bracis-19061	134	5	with	with	ADP
bracis-19061	134	6	hashtags	hashtag	NOUN
bracis-19061	134	7	.	.	PUNCT
bracis-19061	135	1	we	we	PRON
bracis-19061	135	2	considered	consider	VERB
bracis-19061	135	3	the	the	DET
bracis-19061	135	4	top	top	ADJ
bracis-19061	135	5	ten	ten	NUM
bracis-19061	135	6	bills	bill	NOUN
bracis-19061	135	7	with	with	ADP
bracis-19061	135	8	more	more	ADJ
bracis-19061	135	9	comments	comment	NOUN
bracis-19061	135	10	.	.	PUNCT
bracis-19061	136	1	the	the	DET
bracis-19061	136	2	top	top	ADJ
bracis-19061	136	3	ten	ten	NUM
bracis-19061	136	4	bills	bill	NOUN
bracis-19061	136	5	with	with	ADP
bracis-19061	136	6	more	more	ADJ
bracis-19061	136	7	comments	comment	NOUN
bracis-19061	136	8	and	and	CCONJ
bracis-19061	136	9	hashtags	hashtag	NOUN
bracis-19061	136	10	are	be	AUX
bracis-19061	136	11	:	:	PUNCT
bracis-19061	136	12	pec	pec	PROPN
bracis-19061	136	13	32/2020	32/2020	PROPN
bracis-19061	136	14	,	,	PUNCT
bracis-19061	136	15	pl	pl	PROPN
bracis-19061	136	16	318/2021	318/2021	NUM
bracis-19061	136	17	,	,	PUNCT
bracis-19061	136	18	pl	pl	PROPN
bracis-19061	136	19	3019/2020	3019/2020	NUM
bracis-19061	136	20	,	,	PUNCT
bracis-19061	136	21	pdl	pdl	PROPN
bracis-19061	136	22	232/2019	232/2019	NUM
bracis-19061	136	23	,	,	PUNCT
bracis-19061	136	24	pl	pl	PROPN
bracis-19061	136	25	2893/2019	2893/2019	NUM
bracis-19061	136	26	,	,	PUNCT
bracis-19061	136	27	pec	pec	VERB
bracis-19061	136	28	135/2019	135/2019	NUM
bracis-19061	136	29	,	,	PUNCT
bracis-19061	136	30	pec	pec	VERB
bracis-19061	136	31	101/2003	101/2003	NUM
bracis-19061	136	32	,	,	PUNCT
bracis-19061	136	33	pl	pl	PROPN
bracis-19061	136	34	4425/2020	4425/2020	NUM
bracis-19061	136	35	,	,	PUNCT
bracis-19061	136	36	pec	pec	VERB
bracis-19061	136	37	6/2019	6/2019	NUM
bracis-19061	136	38	,	,	PUNCT
bracis-19061	136	39	and	and	CCONJ
bracis-19061	136	40	pl	pl	PROPN
bracis-19061	136	41	1577/2019	1577/2019	NUM
bracis-19061	136	42	.	.	PUNCT
bracis-19061	137	1	more	more	ADJ
bracis-19061	137	2	details	detail	NOUN
bracis-19061	137	3	are	be	AUX
bracis-19061	137	4	shown	show	VERB
bracis-19061	137	5	in	in	ADP
bracis-19061	137	6	table	table	NOUN
bracis-19061	137	7	 	 	SPACE
bracis-19061	137	8	2	2	NUM
bracis-19061	137	9	.	.	PUNCT
bracis-19061	137	10	table	table	NOUN
bracis-19061	137	11	2	2	NUM
bracis-19061	137	12	.	.	PUNCT
bracis-19061	137	13	hashtag	hashtag	PROPN
bracis-19061	137	14	corpusfull	corpusfull	NOUN
bracis-19061	137	15	size	size	NOUN
bracis-19061	137	16	table	table	NOUN
bracis-19061	137	17	4	4	NUM
bracis-19061	137	18	methodology	methodology	NOUN
bracis-19061	137	19	we	we	PRON
bracis-19061	137	20	summarize	summarize	VERB
bracis-19061	137	21	the	the	DET
bracis-19061	137	22	methodology	methodology	NOUN
bracis-19061	137	23	for	for	ADP
bracis-19061	137	24	topic	topic	NOUN
bracis-19061	137	25	modeling	modeling	NOUN
bracis-19061	137	26	in	in	ADP
bracis-19061	137	27	fig	fig	NOUN
bracis-19061	137	28	.	.	PUNCT
bracis-19061	137	29	 	 	SPACE
bracis-19061	138	1	2	2	NUM
bracis-19061	138	2	.	.	PUNCT
bracis-19061	139	1	first	first	ADV
bracis-19061	139	2	we	we	PRON
bracis-19061	139	3	obtain	obtain	VERB
bracis-19061	139	4	the	the	DET
bracis-19061	139	5	comments	comment	NOUN
bracis-19061	139	6	of	of	ADP
bracis-19061	139	7	citizens	citizen	NOUN
bracis-19061	139	8	about	about	ADP
bracis-19061	139	9	a	a	DET
bracis-19061	139	10	bill	bill	NOUN
bracis-19061	139	11	,	,	PUNCT
bracis-19061	139	12	next	next	ADV
bracis-19061	139	13	we	we	PRON
bracis-19061	139	14	chose	choose	VERB
bracis-19061	139	15	a	a	DET
bracis-19061	139	16	sentence	sentence	NOUN
bracis-19061	139	17	embedding	embed	VERB
bracis-19061	139	18	that	that	PRON
bracis-19061	139	19	will	will	AUX
bracis-19061	139	20	convert	convert	VERB
bracis-19061	139	21	the	the	DET
bracis-19061	139	22	comments	comment	NOUN
bracis-19061	139	23	into	into	ADP
bracis-19061	139	24	a	a	DET
bracis-19061	139	25	vector	vector	NOUN
bracis-19061	139	26	representation	representation	NOUN
bracis-19061	139	27	.	.	PUNCT
bracis-19061	140	1	next	next	ADV
bracis-19061	140	2	,	,	PUNCT
bracis-19061	140	3	the	the	DET
bracis-19061	140	4	clustering	clustering	ADJ
bracis-19061	140	5	algorithm	algorithm	NOUN
bracis-19061	140	6	takes	take	VERB
bracis-19061	140	7	care	care	NOUN
bracis-19061	140	8	of	of	ADP
bracis-19061	140	9	obtaining	obtain	VERB
bracis-19061	140	10	clusters	cluster	NOUN
bracis-19061	140	11	based	base	VERB
bracis-19061	140	12	on	on	ADP
bracis-19061	140	13	spatial	spatial	ADJ
bracis-19061	140	14	density	density	NOUN
bracis-19061	140	15	.	.	PUNCT
bracis-19061	141	1	fig	fig	NOUN
bracis-19061	141	2	.	.	PUNCT
bracis-19061	142	1	2	2	X
bracis-19061	142	2	.	.	X
bracis-19061	142	3	methodology	methodology	NOUN
bracis-19061	142	4	for	for	ADP
bracis-19061	142	5	topic	topic	NOUN
bracis-19061	142	6	modeling	modeling	NOUN
bracis-19061	142	7	.	.	PUNCT
bracis-19061	143	1	\(*\)tf	\(*\)tf	PROPN
bracis-19061	143	2	-	-	PUNCT
bracis-19061	143	3	idf	idf	PROPN
bracis-19061	143	4	(	(	PUNCT
bracis-19061	143	5	term	term	NOUN
bracis-19061	143	6	frequency	frequency	NOUN
bracis-19061	143	7	-	-	PUNCT
bracis-19061	143	8	inverse	inverse	NOUN
bracis-19061	143	9	document	document	NOUN
bracis-19061	143	10	frequency	frequency	NOUN
bracis-19061	143	11	)	)	PUNCT
bracis-19061	143	12	.	.	PUNCT
bracis-19061	144	1	full	full	ADJ
bracis-19061	144	2	size	size	NOUN
bracis-19061	144	3	image	image	NOUN
bracis-19061	144	4	4.1	4.1	NUM
bracis-19061	144	5	sentence	sentence	NOUN
bracis-19061	144	6	embeddings	embedding	NOUN
bracis-19061	144	7	a	a	DET
bracis-19061	144	8	common	common	ADJ
bracis-19061	144	9	method	method	NOUN
bracis-19061	144	10	to	to	PART
bracis-19061	144	11	address	address	VERB
bracis-19061	144	12	clustering	cluster	VERB
bracis-19061	144	13	and	and	CCONJ
bracis-19061	144	14	semantic	semantic	ADJ
bracis-19061	144	15	search	search	NOUN
bracis-19061	144	16	is	be	AUX
bracis-19061	144	17	to	to	PART
bracis-19061	144	18	map	map	VERB
bracis-19061	144	19	each	each	DET
bracis-19061	144	20	sentence	sentence	NOUN
bracis-19061	144	21	to	to	ADP
bracis-19061	144	22	a	a	DET
bracis-19061	144	23	vector	vector	NOUN
bracis-19061	144	24	space	space	NOUN
bracis-19061	144	25	as	as	SCONJ
bracis-19061	144	26	semantically	semantically	ADV
bracis-19061	144	27	similar	similar	ADJ
bracis-19061	144	28	sentences	sentence	NOUN
bracis-19061	144	29	are	be	AUX
bracis-19061	144	30	close	close	ADJ
bracis-19061	144	31	.	.	PUNCT
bracis-19061	145	1	researchers	researcher	NOUN
bracis-19061	145	2	have	have	AUX
bracis-19061	145	3	started	start	VERB
bracis-19061	145	4	to	to	PART
bracis-19061	145	5	input	input	VERB
bracis-19061	145	6	individual	individual	ADJ
bracis-19061	145	7	sentences	sentence	NOUN
bracis-19061	145	8	into	into	ADP
bracis-19061	145	9	bert	bert	PROPN
bracis-19061	146	1	[	[	X
bracis-19061	146	2	15	15	NUM
bracis-19061	146	3	]	]	PUNCT
bracis-19061	146	4	and	and	CCONJ
bracis-19061	146	5	to	to	PART
bracis-19061	146	6	derive	derive	VERB
bracis-19061	146	7	fixed	fix	VERB
bracis-19061	146	8	-	-	PUNCT
bracis-19061	146	9	length	length	NOUN
bracis-19061	146	10	sentence	sentence	NOUN
bracis-19061	146	11	embeddings	embedding	NOUN
bracis-19061	146	12	.	.	PUNCT
bracis-19061	147	1	the	the	DET
bracis-19061	147	2	most	most	ADV
bracis-19061	147	3	commonly	commonly	ADV
bracis-19061	147	4	used	use	VERB
bracis-19061	147	5	approach	approach	NOUN
bracis-19061	147	6	is	be	AUX
bracis-19061	147	7	to	to	PART
bracis-19061	147	8	average	average	VERB
bracis-19061	147	9	the	the	DET
bracis-19061	147	10	bert	bert	PROPN
bracis-19061	147	11	output	output	NOUN
bracis-19061	147	12	layer	layer	NOUN
bracis-19061	147	13	(	(	PUNCT
bracis-19061	147	14	known	know	VERB
bracis-19061	147	15	as	as	ADP
bracis-19061	147	16	bert	bert	PROPN
bracis-19061	147	17	embeddings	embedding	NOUN
bracis-19061	147	18	)	)	PUNCT
bracis-19061	147	19	or	or	CCONJ
bracis-19061	147	20	by	by	ADP
bracis-19061	147	21	using	use	VERB
bracis-19061	147	22	the	the	DET
bracis-19061	147	23	output	output	NOUN
bracis-19061	147	24	of	of	ADP
bracis-19061	147	25	the	the	DET
bracis-19061	147	26	first	first	ADJ
bracis-19061	147	27	token	token	NOUN
bracis-19061	147	28	(	(	PUNCT
bracis-19061	147	29	the	the	DET
bracis-19061	147	30	[	[	X
bracis-19061	147	31	cls	cls	X
bracis-19061	147	32	]	]	PUNCT
bracis-19061	147	33	token	token	NOUN
bracis-19061	147	34	)	)	PUNCT
bracis-19061	147	35	.	.	PUNCT
bracis-19061	148	1	as	as	SCONJ
bracis-19061	148	2	it	it	PRON
bracis-19061	148	3	was	be	AUX
bracis-19061	148	4	shown	show	VERB
bracis-19061	148	5	by	by	ADP
bracis-19061	148	6	[	[	X
bracis-19061	148	7	33	33	NUM
bracis-19061	148	8	]	]	PUNCT
bracis-19061	148	9	,	,	PUNCT
bracis-19061	148	10	this	this	DET
bracis-19061	148	11	practice	practice	NOUN
bracis-19061	148	12	yields	yield	VERB
bracis-19061	148	13	rather	rather	ADV
bracis-19061	148	14	bad	bad	ADJ
bracis-19061	148	15	sentence	sentence	NOUN
bracis-19061	148	16	embeddings	embedding	NOUN
bracis-19061	148	17	,	,	PUNCT
bracis-19061	148	18	often	often	ADV
bracis-19061	148	19	worse	bad	ADJ
bracis-19061	148	20	than	than	ADP
bracis-19061	148	21	averaging	average	VERB
bracis-19061	148	22	static	static	ADJ
bracis-19061	148	23	word	word	NOUN
bracis-19061	148	24	embeddings	embedding	NOUN
bracis-19061	148	25	(	(	PUNCT
bracis-19061	148	26	for	for	ADP
bracis-19061	148	27	example	example	NOUN
bracis-19061	148	28	,	,	PUNCT
bracis-19061	148	29	glove	glove	NOUN
bracis-19061	148	30	[	[	X
bracis-19061	148	31	32	32	NUM
bracis-19061	148	32	]	]	PUNCT
bracis-19061	148	33	)	)	PUNCT
bracis-19061	148	34	.	.	PUNCT
bracis-19061	149	1	in	in	ADP
bracis-19061	149	2	this	this	DET
bracis-19061	149	3	work	work	NOUN
bracis-19061	149	4	,	,	PUNCT
bracis-19061	149	5	we	we	PRON
bracis-19061	149	6	evaluate	evaluate	VERB
bracis-19061	149	7	three	three	NUM
bracis-19061	149	8	sentence	sentence	NOUN
bracis-19061	149	9	embeddings	embedding	NOUN
bracis-19061	149	10	:	:	PUNCT
bracis-19061	149	11	(	(	PUNCT
bracis-19061	149	12	i	i	NOUN
bracis-19061	149	13	)	)	PUNCT
bracis-19061	149	14	universal	universal	ADJ
bracis-19061	149	15	sentence	sentence	NOUN
bracis-19061	149	16	encoder	encoder	NOUN
bracis-19061	150	1	[	[	X
bracis-19061	150	2	9	9	NUM
bracis-19061	150	3	]	]	SYM
bracis-19061	150	4	;	;	PUNCT
bracis-19061	150	5	(	(	PUNCT
bracis-19061	150	6	ii	ii	NOUN
bracis-19061	150	7	)	)	PUNCT
bracis-19061	150	8	multilingual	multilingual	ADJ
bracis-19061	150	9	universal	universal	ADJ
bracis-19061	150	10	sentence	sentence	NOUN
bracis-19061	150	11	encoder	encoder	NOUN
bracis-19061	150	12	for	for	ADP
bracis-19061	150	13	semantic	semantic	ADJ
bracis-19061	150	14	retrieval	retrieval	NOUN
bracis-19061	150	15	(	(	PUNCT
bracis-19061	150	16	distiluse	distiluse	NOUN
bracis-19061	150	17	-	-	PUNCT
bracis-19061	150	18	base	base	NOUN
bracis-19061	150	19	-	-	PUNCT
bracis-19061	150	20	multilingual	multilingual	NOUN
bracis-19061	150	21	-	-	PUNCT
bracis-19061	150	22	cased	case	VERB
bracis-19061	150	23	-	-	PUNCT
bracis-19061	150	24	v2	v2	NOUN
bracis-19061	150	25	)	)	PUNCT
bracis-19061	151	1	[	[	X
bracis-19061	151	2	48	48	NUM
bracis-19061	151	3	]	]	PUNCT
bracis-19061	151	4	;	;	PUNCT
bracis-19061	151	5	and	and	CCONJ
bracis-19061	151	6	(	(	PUNCT
bracis-19061	151	7	iii	iii	X
bracis-19061	151	8	)	)	PUNCT
bracis-19061	151	9	a	a	DET
bracis-19061	151	10	portuguese	portuguese	ADJ
bracis-19061	151	11	legislative	legislative	ADJ
bracis-19061	151	12	sentence	sentence	NOUN
bracis-19061	151	13	embedding	embed	VERB
bracis-19061	151	14	[	[	X
bracis-19061	151	15	19	19	NUM
bracis-19061	151	16	]	]	PUNCT
bracis-19061	151	17	trained	train	VERB
bracis-19061	151	18	by	by	ADP
bracis-19061	151	19	us	we	PRON
bracis-19061	151	20	.	.	PUNCT
bracis-19061	152	1	(	(	PUNCT
bracis-19061	152	2	i	i	NOUN
bracis-19061	152	3	)	)	PUNCT
bracis-19061	152	4	universal	universal	ADJ
bracis-19061	152	5	sentence	sentence	NOUN
bracis-19061	152	6	encode	encode	ADJ
bracis-19061	152	7	(	(	PUNCT
bracis-19061	152	8	use)footnote	use)footnote	PROPN
bracis-19061	152	9	4	4	NUM
bracis-19061	152	10	:	:	PUNCT
bracis-19061	152	11	it	it	PRON
bracis-19061	152	12	is	be	AUX
bracis-19061	152	13	an	an	DET
bracis-19061	152	14	encoder	encoder	NOUN
bracis-19061	152	15	of	of	ADP
bracis-19061	152	16	greater	great	ADJ
bracis-19061	152	17	-	-	PUNCT
bracis-19061	152	18	than	than	ADP
bracis-19061	152	19	-	-	PUNCT
bracis-19061	152	20	word	word	NOUN
bracis-19061	152	21	length	length	NOUN
bracis-19061	152	22	text	text	NOUN
bracis-19061	152	23	trained	train	VERB
bracis-19061	152	24	on	on	ADP
bracis-19061	152	25	a	a	DET
bracis-19061	152	26	variety	variety	NOUN
bracis-19061	152	27	of	of	ADP
bracis-19061	152	28	data	datum	NOUN
bracis-19061	152	29	[	[	X
bracis-19061	152	30	9	9	NUM
bracis-19061	152	31	]	]	PUNCT
bracis-19061	152	32	,	,	PUNCT
bracis-19061	152	33	in	in	ADP
bracis-19061	152	34	a	a	DET
bracis-19061	152	35	variety	variety	NOUN
bracis-19061	152	36	of	of	ADP
bracis-19061	152	37	languages	language	NOUN
bracis-19061	152	38	(	(	PUNCT
bracis-19061	152	39	arabic	arabic	ADJ
bracis-19061	152	40	,	,	PUNCT
bracis-19061	152	41	chinese	chinese	PROPN
bracis-19061	152	42	-	-	PUNCT
bracis-19061	152	43	simplified	simplified	ADJ
bracis-19061	152	44	,	,	PUNCT
bracis-19061	152	45	chinese	chinese	ADJ
bracis-19061	152	46	-	-	PUNCT
bracis-19061	152	47	traditional	traditional	ADJ
bracis-19061	152	48	,	,	PUNCT
bracis-19061	152	49	english	english	PROPN
bracis-19061	152	50	,	,	PUNCT
bracis-19061	152	51	french	french	ADJ
bracis-19061	152	52	,	,	PUNCT
bracis-19061	152	53	german	german	ADJ
bracis-19061	152	54	,	,	PUNCT
bracis-19061	152	55	italian	italian	ADJ
bracis-19061	152	56	,	,	PUNCT
bracis-19061	152	57	japanese	japanese	ADJ
bracis-19061	152	58	,	,	PUNCT
bracis-19061	152	59	korean	korean	ADJ
bracis-19061	152	60	,	,	PUNCT
bracis-19061	152	61	dutch	dutch	PROPN
bracis-19061	152	62	,	,	PUNCT
bracis-19061	152	63	polish	polish	NOUN
bracis-19061	152	64	,	,	PUNCT
bracis-19061	152	65	portuguese	portuguese	ADJ
bracis-19061	152	66	,	,	PUNCT
bracis-19061	152	67	spanish	spanish	ADJ
bracis-19061	152	68	,	,	PUNCT
bracis-19061	152	69	thai	thai	ADJ
bracis-19061	152	70	,	,	PUNCT
bracis-19061	152	71	turkish	turkish	ADJ
bracis-19061	152	72	,	,	PUNCT
bracis-19061	152	73	russian	russian	ADJ
bracis-19061	152	74	)	)	PUNCT
bracis-19061	152	75	i.e.	i.e.	X
bracis-19061	152	76	,	,	PUNCT
bracis-19061	152	77	it	it	PRON
bracis-19061	152	78	is	be	AUX
bracis-19061	152	79	a	a	DET
bracis-19061	152	80	cross	cross	ADJ
bracis-19061	152	81	-	-	ADJ
bracis-19061	152	82	lingual	lingual	ADJ
bracis-19061	152	83	sentence	sentence	NOUN
bracis-19061	152	84	representation	representation	NOUN
bracis-19061	152	85	.	.	PUNCT
bracis-19061	153	1	unsupervised	unsupervised	ADJ
bracis-19061	153	2	training	training	NOUN
bracis-19061	153	3	data	datum	NOUN
bracis-19061	153	4	for	for	ADP
bracis-19061	153	5	the	the	DET
bracis-19061	153	6	sentence	sentence	NOUN
bracis-19061	153	7	encoding	encoding	NOUN
bracis-19061	153	8	models	model	NOUN
bracis-19061	153	9	are	be	AUX
bracis-19061	153	10	drawn	draw	VERB
bracis-19061	153	11	from	from	ADP
bracis-19061	153	12	web	web	NOUN
bracis-19061	153	13	sources	source	NOUN
bracis-19061	153	14	of	of	ADP
bracis-19061	153	15	wikipediafootnote	wikipediafootnote	NOUN
bracis-19061	153	16	5	5	NUM
bracis-19061	153	17	,	,	PUNCT
bracis-19061	153	18	web	web	NOUN
bracis-19061	153	19	news	news	NOUN
bracis-19061	153	20	,	,	PUNCT
bracis-19061	153	21	web	web	NOUN
bracis-19061	153	22	question	question	NOUN
bracis-19061	153	23	-	-	PUNCT
bracis-19061	153	24	answer	answer	NOUN
bracis-19061	153	25	pages	page	NOUN
bracis-19061	153	26	and	and	CCONJ
bracis-19061	153	27	discussion	discussion	NOUN
bracis-19061	153	28	forums	forum	NOUN
bracis-19061	153	29	.	.	PUNCT
bracis-19061	154	1	the	the	DET
bracis-19061	154	2	authors	author	NOUN
bracis-19061	154	3	mention	mention	VERB
bracis-19061	154	4	that	that	PRON
bracis-19061	154	5	augment	augment	VERB
bracis-19061	154	6	unsupervised	unsupervised	ADJ
bracis-19061	154	7	learning	learning	NOUN
bracis-19061	154	8	with	with	ADP
bracis-19061	154	9	training	training	NOUN
bracis-19061	154	10	on	on	ADP
bracis-19061	154	11	supervised	supervised	ADJ
bracis-19061	154	12	data	datum	NOUN
bracis-19061	154	13	from	from	ADP
bracis-19061	154	14	the	the	DET
bracis-19061	154	15	stanford	stanford	PROPN
bracis-19061	154	16	natural	natural	PROPN
bracis-19061	154	17	language	language	NOUN
bracis-19061	154	18	inference	inference	NOUN
bracis-19061	154	19	corpus	corpus	NOUN
bracis-19061	154	20	(	(	PUNCT
bracis-19061	154	21	snli)footnote	snli)footnote	NOUN
bracis-19061	154	22	6	6	NUM
bracis-19061	154	23	.	.	PUNCT
bracis-19061	154	24	(	(	PUNCT
bracis-19061	154	25	ii	ii	NOUN
bracis-19061	154	26	)	)	PUNCT
bracis-19061	154	27	multilingual	multilingual	ADJ
bracis-19061	154	28	universal	universal	ADJ
bracis-19061	154	29	sentence	sentence	NOUN
bracis-19061	154	30	encoder	encoder	NOUN
bracis-19061	154	31	for	for	ADP
bracis-19061	154	32	semantic	semantic	ADJ
bracis-19061	154	33	retrieval	retrieval	NOUN
bracis-19061	154	34	(	(	PUNCT
bracis-19061	154	35	distiluse	distiluse	NOUN
bracis-19061	154	36	-	-	PUNCT
bracis-19061	154	37	base	base	NOUN
bracis-19061	154	38	-	-	PUNCT
bracis-19061	154	39	multilingual	multilingual	NOUN
bracis-19061	154	40	-	-	PUNCT
bracis-19061	154	41	cased	case	VERB
bracis-19061	154	42	-	-	PUNCT
bracis-19061	154	43	v2	v2	NOUN
bracis-19061	154	44	):	):	PUNCT
bracis-19061	154	45	it	it	PRON
bracis-19061	154	46	is	be	AUX
bracis-19061	154	47	a	a	DET
bracis-19061	154	48	multilingual	multilingual	ADJ
bracis-19061	154	49	knowledge	knowledge	NOUN
bracis-19061	154	50	distilled	distil	VERB
bracis-19061	154	51	version	version	NOUN
bracis-19061	154	52	of	of	ADP
bracis-19061	154	53	the	the	DET
bracis-19061	154	54	multilingual	multilingual	ADJ
bracis-19061	154	55	universal	universal	ADJ
bracis-19061	154	56	sentence	sentence	NOUN
bracis-19061	154	57	encoder	encoder	NOUN
bracis-19061	154	58	.	.	PUNCT
bracis-19061	155	1	this	this	DET
bracis-19061	155	2	version	version	NOUN
bracis-19061	155	3	supports	support	VERB
bracis-19061	155	4	50	50	NUM
bracis-19061	155	5	+	+	NUM
bracis-19061	155	6	languages	language	NOUN
bracis-19061	155	7	,	,	PUNCT
bracis-19061	155	8	including	include	VERB
bracis-19061	155	9	portuguese	portuguese	PROPN
bracis-19061	155	10	.	.	PUNCT
bracis-19061	156	1	training	training	NOUN
bracis-19061	156	2	data	datum	NOUN
bracis-19061	156	3	consists	consist	VERB
bracis-19061	156	4	of	of	ADP
bracis-19061	156	5	mined	mine	VERB
bracis-19061	156	6	question	question	NOUN
bracis-19061	156	7	-	-	PUNCT
bracis-19061	156	8	answer	answer	NOUN
bracis-19061	156	9	pairs	pair	NOUN
bracis-19061	156	10	from	from	ADP
bracis-19061	156	11	online	online	ADJ
bracis-19061	156	12	forums	forum	NOUN
bracis-19061	156	13	including	include	VERB
bracis-19061	156	14	redditfootnote	redditfootnote	NOUN
bracis-19061	156	15	7	7	NUM
bracis-19061	156	16	,	,	PUNCT
bracis-19061	156	17	stackoverflowfootnote	stackoverflowfootnote	NOUN
bracis-19061	156	18	8	8	NUM
bracis-19061	156	19	,	,	PUNCT
bracis-19061	156	20	yahooanswersfootnote	yahooanswersfootnote	NOUN
bracis-19061	156	21	9	9	NUM
bracis-19061	156	22	,	,	PUNCT
bracis-19061	156	23	and	and	CCONJ
bracis-19061	156	24	translation	translation	NOUN
bracis-19061	156	25	pairs	pair	NOUN
bracis-19061	156	26	,	,	PUNCT
bracis-19061	156	27	multinli	multinli	NOUN
bracis-19061	157	1	[	[	X
bracis-19061	157	2	46	46	NUM
bracis-19061	157	3	]	]	X
bracis-19061	157	4	,	,	PUNCT
bracis-19061	157	5	an	an	DET
bracis-19061	157	6	extensive	extensive	ADJ
bracis-19061	157	7	corpus	corpus	NOUN
bracis-19061	157	8	,	,	PUNCT
bracis-19061	157	9	which	which	PRON
bracis-19061	157	10	contains	contain	VERB
bracis-19061	157	11	examples	example	NOUN
bracis-19061	157	12	from	from	ADP
bracis-19061	157	13	multiple	multiple	ADJ
bracis-19061	157	14	sources	source	NOUN
bracis-19061	157	15	is	be	AUX
bracis-19061	157	16	also	also	ADV
bracis-19061	157	17	used	use	VERB
bracis-19061	157	18	.	.	PUNCT
bracis-19061	158	1	the	the	DET
bracis-19061	158	2	number	number	NOUN
bracis-19061	158	3	of	of	ADP
bracis-19061	158	4	mined	mine	VERB
bracis-19061	158	5	question	question	NOUN
bracis-19061	158	6	-	-	PUNCT
bracis-19061	158	7	answer	answer	NOUN
bracis-19061	158	8	pairs	pair	NOUN
bracis-19061	158	9	also	also	ADV
bracis-19061	158	10	varies	vary	VERB
bracis-19061	158	11	across	across	ADP
bracis-19061	158	12	languages	language	NOUN
bracis-19061	158	13	with	with	ADP
bracis-19061	158	14	a	a	DET
bracis-19061	158	15	bias	bias	NOUN
bracis-19061	158	16	toward	toward	ADP
bracis-19061	158	17	a	a	DET
bracis-19061	158	18	handful	handful	NOUN
bracis-19061	158	19	of	of	ADP
bracis-19061	158	20	top	top	ADJ
bracis-19061	158	21	tier	tier	NOUN
bracis-19061	158	22	languages	language	NOUN
bracis-19061	158	23	.	.	PUNCT
bracis-19061	159	1	to	to	PART
bracis-19061	159	2	balance	balance	VERB
bracis-19061	159	3	training	training	NOUN
bracis-19061	159	4	across	across	ADP
bracis-19061	159	5	languages	language	NOUN
bracis-19061	159	6	,	,	PUNCT
bracis-19061	159	7	the	the	DET
bracis-19061	159	8	authors	author	NOUN
bracis-19061	159	9	used	use	VERB
bracis-19061	159	10	google	google	PROPN
bracis-19061	159	11	’s	’s	PART
bracis-19061	159	12	translation	translation	NOUN
bracis-19061	159	13	system	system	NOUN
bracis-19061	159	14	to	to	PART
bracis-19061	159	15	translate	translate	VERB
bracis-19061	159	16	snli	snli	NOUN
bracis-19061	159	17	to	to	ADP
bracis-19061	159	18	the	the	DET
bracis-19061	159	19	other	other	ADJ
bracis-19061	159	20	languages	language	NOUN
bracis-19061	159	21	.	.	PUNCT
bracis-19061	160	1	(	(	PUNCT
bracis-19061	160	2	iii	iii	X
bracis-19061	160	3	)	)	PUNCT
bracis-19061	160	4	portuguese	portuguese	ADJ
bracis-19061	160	5	legislative	legislative	ADJ
bracis-19061	160	6	sentence	sentence	NOUN
bracis-19061	160	7	embedding	embed	VERB
bracis-19061	160	8	:	:	PUNCT
bracis-19061	160	9	we	we	PRON
bracis-19061	160	10	trained	train	VERB
bracis-19061	160	11	our	our	PRON
bracis-19061	160	12	sentence	sentence	NOUN
bracis-19061	160	13	embedding	embed	VERB
bracis-19061	160	14	using	use	VERB
bracis-19061	160	15	a	a	DET
bracis-19061	160	16	contrastive	contrastive	ADJ
bracis-19061	160	17	learningfootnote	learningfootnote	ADJ
bracis-19061	160	18	10	10	NUM
bracis-19061	160	19	framework	framework	NOUN
bracis-19061	160	20	[	[	X
bracis-19061	160	21	19	19	NUM
bracis-19061	160	22	]	]	PUNCT
bracis-19061	160	23	coupled	couple	VERB
bracis-19061	160	24	with	with	ADP
bracis-19061	160	25	the	the	DET
bracis-19061	160	26	portuguese	portuguese	ADJ
bracis-19061	160	27	pre	pre	ADJ
bracis-19061	160	28	-	-	ADJ
bracis-19061	160	29	trained	train	VERB
bracis-19061	160	30	language	language	NOUN
bracis-19061	160	31	model	model	NOUN
bracis-19061	160	32	named	name	VERB
bracis-19061	160	33	bertimbau	bertimbau	NOUN
bracis-19061	160	34	[	[	X
bracis-19061	160	35	37	37	NUM
bracis-19061	160	36	]	]	PUNCT
bracis-19061	160	37	.	.	PUNCT
bracis-19061	161	1	this	this	DET
bracis-19061	161	2	proposal	proposal	NOUN
bracis-19061	161	3	advances	advance	VERB
bracis-19061	161	4	the	the	DET
bracis-19061	161	5	state	state	NOUN
bracis-19061	161	6	-	-	PUNCT
bracis-19061	161	7	of	of	ADP
bracis-19061	161	8	-	-	PUNCT
bracis-19061	161	9	the	the	DET
bracis-19061	161	10	-	-	PUNCT
bracis-19061	161	11	art	art	NOUN
bracis-19061	161	12	sentence	sentence	NOUN
bracis-19061	161	13	embeddings	embedding	NOUN
bracis-19061	161	14	using	use	VERB
bracis-19061	161	15	only	only	ADV
bracis-19061	161	16	unsupervised	unsupervised	ADJ
bracis-19061	161	17	learning	learning	NOUN
bracis-19061	161	18	,	,	PUNCT
bracis-19061	161	19	and	and	CCONJ
bracis-19061	161	20	the	the	DET
bracis-19061	161	21	authors	author	NOUN
bracis-19061	161	22	named	name	VERB
bracis-19061	161	23	simcse	simcse	NOUN
bracis-19061	161	24	[	[	X
bracis-19061	161	25	19	19	NUM
bracis-19061	161	26	]	]	PUNCT
bracis-19061	161	27	.	.	PUNCT
bracis-19061	162	1	we	we	PRON
bracis-19061	162	2	use	use	VERB
bracis-19061	162	3	the	the	DET
bracis-19061	162	4	same	same	ADJ
bracis-19061	162	5	hyperparameters	hyperparameter	NOUN
bracis-19061	162	6	,	,	PUNCT
bracis-19061	162	7	and	and	CCONJ
bracis-19061	162	8	the	the	DET
bracis-19061	162	9	training	training	NOUN
bracis-19061	162	10	set	set	NOUN
bracis-19061	162	11	is	be	AUX
bracis-19061	162	12	described	describe	VERB
bracis-19061	162	13	next	next	ADV
bracis-19061	162	14	:	:	PUNCT
bracis-19061	162	15	(	(	PUNCT
bracis-19061	162	16	1	1	X
bracis-19061	162	17	)	)	PUNCT
bracis-19061	162	18	from	from	ADP
bracis-19061	162	19	[	[	X
bracis-19061	162	20	12	12	NUM
bracis-19061	162	21	]	]	PUNCT
bracis-19061	162	22	,	,	PUNCT
bracis-19061	162	23	we	we	PRON
bracis-19061	162	24	used	use	VERB
bracis-19061	162	25	the	the	DET
bracis-19061	162	26	column	column	NOUN
bracis-19061	162	27	conteudo	conteudo	NOUN
bracis-19061	162	28	with	with	ADP
bracis-19061	162	29	215,713	215,713	NUM
bracis-19061	162	30	comments	comment	NOUN
bracis-19061	162	31	.	.	PUNCT
bracis-19061	163	1	we	we	PRON
bracis-19061	163	2	removed	remove	VERB
bracis-19061	163	3	the	the	DET
bracis-19061	163	4	comments	comment	NOUN
bracis-19061	163	5	from	from	ADP
bracis-19061	163	6	pl	pl	PROPN
bracis-19061	163	7	3723/2019	3723/2019	NUM
bracis-19061	163	8	,	,	PUNCT
bracis-19061	163	9	pec	pec	NOUN
bracis-19061	163	10	471/2005	471/2005	NUM
bracis-19061	163	11	,	,	PUNCT
bracis-19061	163	12	and	and	CCONJ
bracis-19061	163	13	hashtag	hashtag	PROPN
bracis-19061	163	14	corpus	corpus	NOUN
bracis-19061	163	15	,	,	PUNCT
bracis-19061	163	16	in	in	ADP
bracis-19061	163	17	order	order	NOUN
bracis-19061	163	18	to	to	PART
bracis-19061	163	19	avoid	avoid	VERB
bracis-19061	163	20	bias	bias	NOUN
bracis-19061	163	21	.	.	PUNCT
bracis-19061	164	1	(	(	PUNCT
bracis-19061	164	2	2	2	NUM
bracis-19061	164	3	)	)	PUNCT
bracis-19061	164	4	from	from	ADP
bracis-19061	164	5	[	[	X
bracis-19061	164	6	12	12	NUM
bracis-19061	164	7	]	]	PUNCT
bracis-19061	164	8	,	,	PUNCT
bracis-19061	164	9	we	we	PRON
bracis-19061	164	10	also	also	ADV
bracis-19061	164	11	used	use	VERB
bracis-19061	164	12	147,008	147,008	NUM
bracis-19061	164	13	bills	bill	NOUN
bracis-19061	164	14	.	.	PUNCT
bracis-19061	165	1	from	from	ADP
bracis-19061	165	2	these	these	DET
bracis-19061	165	3	projects	project	NOUN
bracis-19061	165	4	,	,	PUNCT
bracis-19061	165	5	we	we	PRON
bracis-19061	165	6	used	use	VERB
bracis-19061	165	7	the	the	DET
bracis-19061	165	8	summary	summary	NOUN
bracis-19061	165	9	field	field	NOUN
bracis-19061	165	10	named	name	VERB
bracis-19061	165	11	txtementa	txtementa	NOUN
bracis-19061	165	12	and	and	CCONJ
bracis-19061	165	13	the	the	DET
bracis-19061	165	14	project	project	NOUN
bracis-19061	165	15	core	core	NOUN
bracis-19061	165	16	text	text	NOUN
bracis-19061	165	17	named	name	VERB
bracis-19061	165	18	txtexplicacaoementa	txtexplicacaoementa	PROPN
bracis-19061	165	19	.	.	PUNCT
bracis-19061	166	1	(	(	PUNCT
bracis-19061	166	2	3	3	X
bracis-19061	166	3	)	)	PUNCT
bracis-19061	166	4	from	from	ADP
bracis-19061	166	5	political	political	ADJ
bracis-19061	166	6	speechesfootnote	speechesfootnote	NOUN
bracis-19061	166	7	11	11	NUM
bracis-19061	166	8	,	,	PUNCT
bracis-19061	166	9	we	we	PRON
bracis-19061	166	10	used	use	VERB
bracis-19061	166	11	462,831	462,831	NUM
bracis-19061	166	12	texts	text	NOUN
bracis-19061	166	13	,	,	PUNCT
bracis-19061	166	14	specifically	specifically	ADV
bracis-19061	166	15	,	,	PUNCT
bracis-19061	166	16	we	we	PRON
bracis-19061	166	17	used	use	VERB
bracis-19061	166	18	the	the	DET
bracis-19061	166	19	columns	column	NOUN
bracis-19061	166	20	:	:	PUNCT
bracis-19061	166	21	sumario	sumario	NOUN
bracis-19061	166	22	,	,	PUNCT
bracis-19061	166	23	textodiscurso	textodiscurso	ADJ
bracis-19061	166	24	,	,	PUNCT
bracis-19061	166	25	and	and	CCONJ
bracis-19061	166	26	indexacao	indexacao	NOUN
bracis-19061	166	27	.	.	PUNCT
bracis-19061	167	1	these	these	DET
bracis-19061	167	2	corpora	corpora	PROPN
bracis-19061	167	3	were	be	AUX
bracis-19061	167	4	segmented	segment	VERB
bracis-19061	167	5	into	into	ADP
bracis-19061	167	6	sentences	sentence	NOUN
bracis-19061	167	7	and	and	CCONJ
bracis-19061	167	8	concatenated	concatenate	VERB
bracis-19061	167	9	,	,	PUNCT
bracis-19061	167	10	producing	produce	VERB
bracis-19061	167	11	2,307,426	2,307,426	NUM
bracis-19061	167	12	sentences	sentence	NOUN
bracis-19061	167	13	.	.	PUNCT
bracis-19061	168	1	4.2	4.2	NUM
bracis-19061	168	2	topic	topic	NOUN
bracis-19061	168	3	models	model	NOUN
bracis-19061	168	4	bertopic	bertopic	NOUN
bracis-19061	168	5	[	[	X
bracis-19061	168	6	21	21	NUM
bracis-19061	168	7	]	]	X
bracis-19061	168	8	is	be	AUX
bracis-19061	168	9	a	a	DET
bracis-19061	168	10	topic	topic	NOUN
bracis-19061	168	11	modeling	modeling	NOUN
bracis-19061	168	12	technique	technique	NOUN
bracis-19061	168	13	that	that	PRON
bracis-19061	168	14	leverages	leverage	VERB
bracis-19061	168	15	sentence	sentence	NOUN
bracis-19061	168	16	embeddings	embeddings	NOUN
bracis-19061	168	17	transformers	transformer	NOUN
bracis-19061	168	18	and	and	CCONJ
bracis-19061	168	19	c	c	NOUN
bracis-19061	168	20	-	-	PUNCT
bracis-19061	168	21	tf	tf	PROPN
bracis-19061	168	22	-	-	PUNCT
bracis-19061	168	23	idf	idf	PROPN
bracis-19061	168	24	,	,	PUNCT
bracis-19061	168	25	a	a	DET
bracis-19061	168	26	class	class	NOUN
bracis-19061	168	27	-	-	PUNCT
bracis-19061	168	28	based	base	VERB
bracis-19061	168	29	tf	tf	PROPN
bracis-19061	168	30	-	-	PUNCT
bracis-19061	168	31	idf	idf	PROPN
bracis-19061	168	32	(	(	PUNCT
bracis-19061	168	33	term	term	NOUN
bracis-19061	168	34	frequency	frequency	NOUN
bracis-19061	168	35	-	-	PUNCT
bracis-19061	168	36	inverse	inverse	NOUN
bracis-19061	168	37	document	document	NOUN
bracis-19061	168	38	frequency	frequency	NOUN
bracis-19061	168	39	)	)	PUNCT
bracis-19061	168	40	to	to	PART
bracis-19061	168	41	create	create	VERB
bracis-19061	168	42	dense	dense	ADJ
bracis-19061	168	43	clusters	cluster	NOUN
bracis-19061	168	44	,	,	PUNCT
bracis-19061	168	45	allowing	allow	VERB
bracis-19061	168	46	for	for	ADP
bracis-19061	168	47	interpretable	interpretable	ADJ
bracis-19061	168	48	topics	topic	NOUN
bracis-19061	168	49	whilst	whilst	SCONJ
bracis-19061	168	50	keeping	keep	VERB
bracis-19061	168	51	important	important	ADJ
bracis-19061	168	52	words	word	NOUN
bracis-19061	168	53	in	in	ADP
bracis-19061	168	54	the	the	DET
bracis-19061	168	55	topic	topic	NOUN
bracis-19061	168	56	descriptions	description	NOUN
bracis-19061	168	57	.	.	PUNCT
bracis-19061	169	1	the	the	DET
bracis-19061	169	2	algorithm	algorithm	NOUN
bracis-19061	169	3	makes	make	VERB
bracis-19061	169	4	an	an	DET
bracis-19061	169	5	assumption	assumption	NOUN
bracis-19061	169	6	that	that	SCONJ
bracis-19061	169	7	many	many	ADJ
bracis-19061	169	8	semantically	semantically	ADV
bracis-19061	169	9	similar	similar	ADJ
bracis-19061	169	10	documents	document	NOUN
bracis-19061	169	11	can	can	AUX
bracis-19061	169	12	indicate	indicate	VERB
bracis-19061	169	13	an	an	DET
bracis-19061	169	14	underlying	underlie	VERB
bracis-19061	169	15	topic	topic	NOUN
bracis-19061	169	16	.	.	PUNCT
bracis-19061	170	1	this	this	DET
bracis-19061	170	2	approach	approach	NOUN
bracis-19061	170	3	automatically	automatically	ADV
bracis-19061	170	4	finds	find	VERB
bracis-19061	170	5	the	the	DET
bracis-19061	170	6	number	number	NOUN
bracis-19061	170	7	of	of	ADP
bracis-19061	170	8	topics	topic	NOUN
bracis-19061	170	9	,	,	PUNCT
bracis-19061	170	10	no	no	DET
bracis-19061	170	11	stop	stop	NOUN
bracis-19061	170	12	word	word	NOUN
bracis-19061	170	13	lists	list	NOUN
bracis-19061	170	14	are	be	AUX
bracis-19061	170	15	required	require	VERB
bracis-19061	170	16	,	,	PUNCT
bracis-19061	170	17	no	no	DET
bracis-19061	170	18	need	need	NOUN
bracis-19061	170	19	for	for	ADP
bracis-19061	170	20	stemming	stem	VERB
bracis-19061	170	21	/	/	SYM
bracis-19061	170	22	lemmatization	lemmatization	NOUN
bracis-19061	170	23	,	,	PUNCT
bracis-19061	170	24	and	and	CCONJ
bracis-19061	170	25	works	work	VERB
bracis-19061	170	26	on	on	ADP
bracis-19061	170	27	short	short	ADJ
bracis-19061	170	28	text	text	NOUN
bracis-19061	171	1	[	[	X
bracis-19061	171	2	21	21	NUM
bracis-19061	171	3	]	]	PUNCT
bracis-19061	171	4	.	.	PUNCT
bracis-19061	171	5	5	5	NUM
bracis-19061	171	6	experimental	experimental	ADJ
bracis-19061	171	7	evaluation	evaluation	NOUN
bracis-19061	171	8	5.1	5.1	NUM
bracis-19061	171	9	quantity	quantity	NOUN
bracis-19061	171	10	and	and	CCONJ
bracis-19061	171	11	 	 	SPACE
bracis-19061	171	12	quality	quality	NOUN
bracis-19061	171	13	evaluation	evaluation	NOUN
bracis-19061	171	14	the	the	DET
bracis-19061	171	15	unsupervised	unsupervised	ADJ
bracis-19061	171	16	nature	nature	NOUN
bracis-19061	171	17	of	of	ADP
bracis-19061	171	18	topic	topic	NOUN
bracis-19061	171	19	model	model	NOUN
bracis-19061	171	20	makes	make	VERB
bracis-19061	171	21	the	the	DET
bracis-19061	171	22	evaluation	evaluation	NOUN
bracis-19061	171	23	task	task	NOUN
bracis-19061	171	24	difficult	difficult	ADJ
bracis-19061	172	1	[	[	X
bracis-19061	172	2	43	43	NUM
bracis-19061	172	3	]	]	PUNCT
bracis-19061	172	4	.	.	PUNCT
bracis-19061	173	1	we	we	PRON
bracis-19061	173	2	use	use	VERB
bracis-19061	173	3	the	the	DET
bracis-19061	173	4	topic	topic	NOUN
bracis-19061	173	5	coherence	coherence	NOUN
bracis-19061	173	6	evaluation	evaluation	NOUN
bracis-19061	173	7	[	[	X
bracis-19061	173	8	38	38	NUM
bracis-19061	173	9	]	]	PUNCT
bracis-19061	173	10	to	to	PART
bracis-19061	173	11	decide	decide	VERB
bracis-19061	173	12	which	which	DET
bracis-19061	173	13	sentence	sentence	NOUN
bracis-19061	173	14	embedding	embed	VERB
bracis-19061	173	15	has	have	VERB
bracis-19061	173	16	better	well	ADJ
bracis-19061	173	17	interpretability	interpretability	NOUN
bracis-19061	173	18	.	.	PUNCT
bracis-19061	174	1	topic	topic	NOUN
bracis-19061	174	2	coherence	coherence	NOUN
bracis-19061	174	3	evaluation	evaluation	NOUN
bracis-19061	174	4	.	.	PUNCT
bracis-19061	175	1	the	the	DET
bracis-19061	175	2	goal	goal	NOUN
bracis-19061	175	3	of	of	ADP
bracis-19061	175	4	topic	topic	NOUN
bracis-19061	175	5	coherence	coherence	NOUN
bracis-19061	175	6	is	be	AUX
bracis-19061	175	7	to	to	PART
bracis-19061	175	8	automate	automate	VERB
bracis-19061	175	9	the	the	DET
bracis-19061	175	10	evaluation	evaluation	NOUN
bracis-19061	175	11	of	of	ADP
bracis-19061	175	12	the	the	DET
bracis-19061	175	13	interpretability	interpretability	NOUN
bracis-19061	175	14	of	of	ADP
bracis-19061	175	15	latent	latent	ADJ
bracis-19061	175	16	topics	topic	NOUN
bracis-19061	175	17	and	and	CCONJ
bracis-19061	175	18	the	the	DET
bracis-19061	175	19	underlying	underlying	ADJ
bracis-19061	175	20	idea	idea	NOUN
bracis-19061	175	21	is	be	AUX
bracis-19061	175	22	rooted	root	VERB
bracis-19061	175	23	in	in	ADP
bracis-19061	175	24	the	the	DET
bracis-19061	175	25	distributional	distributional	ADJ
bracis-19061	175	26	hypothesis	hypothesis	NOUN
bracis-19061	175	27	of	of	ADP
bracis-19061	175	28	linguistics	linguistic	NOUN
bracis-19061	175	29	[	[	X
bracis-19061	175	30	22	22	NUM
bracis-19061	175	31	]	]	PUNCT
bracis-19061	175	32	–	–	PUNCT
bracis-19061	175	33	words	word	NOUN
bracis-19061	175	34	with	with	ADP
bracis-19061	175	35	similar	similar	ADJ
bracis-19061	175	36	meanings	meaning	NOUN
bracis-19061	175	37	tend	tend	VERB
bracis-19061	175	38	to	to	PART
bracis-19061	175	39	occur	occur	VERB
bracis-19061	175	40	in	in	ADP
bracis-19061	175	41	similar	similar	ADJ
bracis-19061	175	42	contexts	context	NOUN
bracis-19061	176	1	[	[	X
bracis-19061	176	2	38	38	NUM
bracis-19061	176	3	]	]	PUNCT
bracis-19061	176	4	.	.	PUNCT
bracis-19061	177	1	there	there	PRON
bracis-19061	177	2	have	have	AUX
bracis-19061	177	3	been	be	AUX
bracis-19061	177	4	approaches	approach	NOUN
bracis-19061	177	5	that	that	PRON
bracis-19061	177	6	confirmed	confirm	VERB
bracis-19061	177	7	a	a	DET
bracis-19061	177	8	positive	positive	ADJ
bracis-19061	177	9	correlation	correlation	NOUN
bracis-19061	177	10	with	with	ADP
bracis-19061	177	11	human	human	ADJ
bracis-19061	177	12	interpretability	interpretability	NOUN
bracis-19061	177	13	and	and	CCONJ
bracis-19061	177	14	have	have	AUX
bracis-19061	177	15	been	be	AUX
bracis-19061	177	16	applied	apply	VERB
bracis-19061	177	17	to	to	PART
bracis-19061	177	18	evaluate	evaluate	VERB
bracis-19061	177	19	the	the	DET
bracis-19061	177	20	effectiveness	effectiveness	NOUN
bracis-19061	177	21	of	of	ADP
bracis-19061	177	22	advances	advance	NOUN
bracis-19061	177	23	in	in	ADP
bracis-19061	177	24	the	the	DET
bracis-19061	177	25	field	field	NOUN
bracis-19061	177	26	of	of	ADP
bracis-19061	177	27	topic	topic	NOUN
bracis-19061	177	28	modeling	modeling	NOUN
bracis-19061	177	29	.	.	PUNCT
bracis-19061	178	1	in	in	ADP
bracis-19061	178	2	order	order	NOUN
bracis-19061	178	3	to	to	PART
bracis-19061	178	4	evaluate	evaluate	VERB
bracis-19061	178	5	our	our	PRON
bracis-19061	178	6	models	model	NOUN
bracis-19061	178	7	,	,	PUNCT
bracis-19061	178	8	we	we	PRON
bracis-19061	178	9	used	use	VERB
bracis-19061	178	10	the	the	DET
bracis-19061	178	11	coherence	coherence	NOUN
bracis-19061	178	12	measurement	measurement	NOUN
bracis-19061	178	13	\(c_v\	\(c_v\	PROPN
bracis-19061	178	14	)	)	PUNCT
bracis-19061	178	15	from	from	ADP
bracis-19061	178	16	the	the	DET
bracis-19061	178	17	literature	literature	NOUN
bracis-19061	178	18	[	[	X
bracis-19061	178	19	35	35	NUM
bracis-19061	178	20	]	]	PUNCT
bracis-19061	178	21	.	.	PUNCT
bracis-19061	179	1	\(c_v\	\(c_v\	PROPN
bracis-19061	179	2	)	)	PUNCT
bracis-19061	179	3	is	be	AUX
bracis-19061	179	4	the	the	DET
bracis-19061	179	5	most	most	ADV
bracis-19061	179	6	accurate	accurate	ADJ
bracis-19061	179	7	measure	measure	NOUN
bracis-19061	179	8	according	accord	VERB
bracis-19061	179	9	to	to	ADP
bracis-19061	179	10	m.	m.	NOUN
bracis-19061	179	11	röder	röder	PROPN
bracis-19061	179	12	et	et	PROPN
bracis-19061	179	13	al	al	PROPN
bracis-19061	179	14	.	.	PUNCT
bracis-19061	180	1	[	[	X
bracis-19061	180	2	35	35	NUM
bracis-19061	180	3	]	]	PUNCT
bracis-19061	180	4	,	,	PUNCT
bracis-19061	180	5	and	and	CCONJ
bracis-19061	180	6	is	be	AUX
bracis-19061	180	7	calculated	calculate	VERB
bracis-19061	180	8	as	as	SCONJ
bracis-19061	180	9	follows	follow	VERB
bracis-19061	180	10	.	.	PUNCT
bracis-19061	181	1	the	the	DET
bracis-19061	181	2	top	top	ADJ
bracis-19061	181	3	n	n	DET
bracis-19061	181	4	words	word	NOUN
bracis-19061	181	5	of	of	ADP
bracis-19061	181	6	each	each	DET
bracis-19061	181	7	topic	topic	NOUN
bracis-19061	181	8	are	be	AUX
bracis-19061	181	9	selected	select	VERB
bracis-19061	181	10	as	as	ADP
bracis-19061	181	11	the	the	DET
bracis-19061	181	12	representation	representation	NOUN
bracis-19061	181	13	of	of	ADP
bracis-19061	181	14	the	the	DET
bracis-19061	181	15	topic	topic	NOUN
bracis-19061	181	16	,	,	PUNCT
bracis-19061	181	17	denoted	denote	VERB
bracis-19061	181	18	as	as	ADP
bracis-19061	181	19	w	w	PROPN
bracis-19061	181	20	=	=	SYM
bracis-19061	181	21	\(\{w_1	\(\{w_1	PROPN
bracis-19061	181	22	,	,	PUNCT
bracis-19061	181	23	.	.	PUNCT
bracis-19061	181	24	.	.	PUNCT
bracis-19061	182	1	.	.	PUNCT
bracis-19061	183	1	,	,	PUNCT
bracis-19061	183	2	w_n	w_n	NUM
bracis-19061	183	3	\}\	\}\	NOUN
bracis-19061	183	4	)	)	PUNCT
bracis-19061	183	5	.	.	PUNCT
bracis-19061	184	1	each	each	DET
bracis-19061	184	2	word	word	NOUN
bracis-19061	184	3	\(w_i\	\(w_i\	NOUN
bracis-19061	184	4	)	)	PUNCT
bracis-19061	184	5	is	be	AUX
bracis-19061	184	6	represented	represent	VERB
bracis-19061	184	7	by	by	ADP
bracis-19061	184	8	an	an	DET
bracis-19061	184	9	n	n	ADV
bracis-19061	184	10	-	-	PUNCT
bracis-19061	184	11	dimensional	dimensional	ADJ
bracis-19061	184	12	vector	vector	NOUN
bracis-19061	184	13	\(v(w_i	\(v(w_i	NOUN
bracis-19061	184	14	)	)	PUNCT
bracis-19061	185	1	=	=	SYM
bracis-19061	185	2	\	\	ADJ
bracis-19061	185	3	)	)	PUNCT
bracis-19061	185	4	\(\{npmi(w_i	\(\{npmi(w_i	PROPN
bracis-19061	185	5	,	,	PUNCT
bracis-19061	185	6	w_j	w_j	NUM
bracis-19061	185	7	)	)	PUNCT
bracis-19061	185	8	\}_{j=1,	\}_{j=1,	ADV
bracis-19061	185	9	...	...	PUNCT
bracis-19061	185	10	,n}\	,n}\	PUNCT
bracis-19061	185	11	)	)	PUNCT
bracis-19061	185	12	,	,	PUNCT
bracis-19061	185	13	where	where	SCONJ
bracis-19061	185	14	jth	jth	PROPN
bracis-19061	185	15	-	-	PUNCT
bracis-19061	185	16	entry	entry	NOUN
bracis-19061	185	17	is	be	AUX
bracis-19061	185	18	the	the	DET
bracis-19061	185	19	normalized	normalize	VERB
bracis-19061	185	20	pointwise	pointwise	PROPN
bracis-19061	185	21	mutual	mutual	ADJ
bracis-19061	185	22	information	information	NOUN
bracis-19061	185	23	(	(	PUNCT
bracis-19061	185	24	npmi	npmi	NOUN
bracis-19061	185	25	)	)	PUNCT
bracis-19061	185	26	between	between	ADP
bracis-19061	185	27	word	word	NOUN
bracis-19061	185	28	\(w_i\	\(w_i\	NOUN
bracis-19061	185	29	)	)	PUNCT
bracis-19061	185	30	and	and	CCONJ
bracis-19061	185	31	\(w_j\	\(w_j\	PROPN
bracis-19061	185	32	)	)	PUNCT
bracis-19061	185	33	,	,	PUNCT
bracis-19061	185	34	i.e.	i.e.	X
bracis-19061	185	35	\(npmi(w_i	\(npmi(w_i	NOUN
bracis-19061	185	36	,	,	PUNCT
bracis-19061	185	37	w_j	w_j	NUM
bracis-19061	185	38	)	)	PUNCT
bracis-19061	185	39	=	=	PUNCT
bracis-19061	185	40	\frac{log	\frac{log	PROPN
bracis-19061	185	41	p(w_i	p(w_i	PROPN
bracis-19061	185	42	,	,	PUNCT
bracis-19061	185	43	w_j)-log(p(w_i)p(w_j))}{-log	w_j)-log(p(w_i)p(w_j))}{-log	NOUN
bracis-19061	185	44	p(w_i	p(w_i	PROPN
bracis-19061	185	45	,	,	PUNCT
bracis-19061	185	46	w_j)}\	w_j)}\	PROPN
bracis-19061	185	47	)	)	PUNCT
bracis-19061	185	48	.	.	PUNCT
bracis-19061	186	1	w	w	PROPN
bracis-19061	186	2	is	be	AUX
bracis-19061	186	3	represented	represent	VERB
bracis-19061	186	4	by	by	ADP
bracis-19061	186	5	the	the	DET
bracis-19061	186	6	sum	sum	NOUN
bracis-19061	186	7	of	of	ADP
bracis-19061	186	8	all	all	DET
bracis-19061	186	9	word	word	NOUN
bracis-19061	186	10	vectors	vector	NOUN
bracis-19061	186	11	,	,	PUNCT
bracis-19061	186	12	\(v(w	\(v(w	X
bracis-19061	186	13	)	)	PUNCT
bracis-19061	186	14	=	=	SYM
bracis-19061	186	15	\sum	\sum	NOUN
bracis-19061	186	16	_	_	PUNCT
bracis-19061	186	17	{	{	PUNCT
bracis-19061	186	18	j=1}^{n	j=1}^{n	ADJ
bracis-19061	186	19	}	}	PUNCT
bracis-19061	186	20	v(w_j)\	v(w_j)\	ADJ
bracis-19061	186	21	)	)	PUNCT
bracis-19061	186	22	.	.	PUNCT
bracis-19061	187	1	the	the	DET
bracis-19061	187	2	calculation	calculation	NOUN
bracis-19061	187	3	of	of	ADP
bracis-19061	187	4	npmi	npmi	NOUN
bracis-19061	187	5	between	between	ADP
bracis-19061	187	6	word	word	NOUN
bracis-19061	187	7	\(w_i\	\(w_i\	NOUN
bracis-19061	187	8	)	)	PUNCT
bracis-19061	187	9	and	and	CCONJ
bracis-19061	187	10	\(w_j\	\(w_j\	PROPN
bracis-19061	187	11	)	)	PUNCT
bracis-19061	187	12	involves	involve	VERB
bracis-19061	187	13	the	the	DET
bracis-19061	187	14	marginal	marginal	ADJ
bracis-19061	187	15	and	and	CCONJ
bracis-19061	187	16	joint	joint	ADJ
bracis-19061	187	17	probabilities	probability	NOUN
bracis-19061	187	18	\(p(w_i	\(p(w_i	NUM
bracis-19061	187	19	)	)	PUNCT
bracis-19061	187	20	,	,	PUNCT
bracis-19061	187	21	p(w_j	p(w_j	PROPN
bracis-19061	187	22	)	)	PUNCT
bracis-19061	187	23	,	,	PUNCT
bracis-19061	187	24	p(w_i	p(w_i	VERB
bracis-19061	187	25	,	,	PUNCT
bracis-19061	187	26	w_j	w_j	PUNCT
bracis-19061	187	27	)	)	PUNCT
bracis-19061	187	28	\	\	NOUN
bracis-19061	187	29	)	)	PUNCT
bracis-19061	187	30	.	.	PUNCT
bracis-19061	188	1	for	for	ADP
bracis-19061	188	2	each	each	DET
bracis-19061	188	3	word	word	NOUN
bracis-19061	188	4	\(w_i\	\(w_i\	NOUN
bracis-19061	188	5	)	)	PUNCT
bracis-19061	188	6	,	,	PUNCT
bracis-19061	188	7	a	a	DET
bracis-19061	188	8	pair	pair	NOUN
bracis-19061	188	9	is	be	AUX
bracis-19061	188	10	formed	form	VERB
bracis-19061	188	11	\((v(w_i	\((v(w_i	NOUN
bracis-19061	188	12	)	)	PUNCT
bracis-19061	188	13	,	,	PUNCT
bracis-19061	188	14	v(w))\	v(w))\	PROPN
bracis-19061	188	15	)	)	PUNCT
bracis-19061	188	16	.	.	PUNCT
bracis-19061	189	1	a	a	DET
bracis-19061	189	2	cosine	cosine	NOUN
bracis-19061	189	3	similarity	similarity	NOUN
bracis-19061	189	4	measure	measure	NOUN
bracis-19061	189	5	\(\phi	\(\phi	PUNCT
bracis-19061	189	6	_	_	DET
bracis-19061	189	7	i(v(w_i	i(v(w_i	NOUN
bracis-19061	189	8	)	)	PUNCT
bracis-19061	189	9	,	,	PUNCT
bracis-19061	189	10	v(w	v(w	NOUN
bracis-19061	189	11	)	)	PUNCT
bracis-19061	189	12	)	)	PUNCT
bracis-19061	190	1	=	=	PUNCT
bracis-19061	190	2	\frac{v(w_i)^tv(w)}{\parallel	\frac{v(w_i)^tv(w)}{\parallel	ADJ
bracis-19061	190	3	v(w_i	v(w_i	NOUN
bracis-19061	190	4	)	)	PUNCT
bracis-19061	191	1	\parallel	\parallel	ADP
bracis-19061	191	2	\parallel	\parallel	PROPN
bracis-19061	191	3	v(w	v(w	NOUN
bracis-19061	191	4	)	)	PUNCT
bracis-19061	191	5	\parallel	\parallel	ADP
bracis-19061	191	6	}	}	PUNCT
bracis-19061	191	7	\	\	NOUN
bracis-19061	191	8	)	)	PUNCT
bracis-19061	191	9	is	be	AUX
bracis-19061	191	10	then	then	ADV
bracis-19061	191	11	calculated	calculate	VERB
bracis-19061	191	12	for	for	ADP
bracis-19061	191	13	each	each	DET
bracis-19061	191	14	pair	pair	NOUN
bracis-19061	191	15	.	.	PUNCT
bracis-19061	192	1	the	the	DET
bracis-19061	192	2	final	final	ADJ
bracis-19061	192	3	\(c_v\	\(c_v\	NOUN
bracis-19061	192	4	)	)	PUNCT
bracis-19061	192	5	score	score	NOUN
bracis-19061	192	6	for	for	ADP
bracis-19061	192	7	the	the	DET
bracis-19061	192	8	topic	topic	NOUN
bracis-19061	192	9	is	be	AUX
bracis-19061	192	10	the	the	DET
bracis-19061	192	11	average	average	NOUN
bracis-19061	192	12	of	of	ADP
bracis-19061	192	13	all	all	PRON
bracis-19061	192	14	\(\phi	\(\phi	NOUN
bracis-19061	193	1	\	\	NOUN
bracis-19061	193	2	)	)	PUNCT
bracis-19061	193	3	’s	’s	PART
bracis-19061	193	4	.	.	PUNCT
bracis-19061	194	1	human	human	ADJ
bracis-19061	194	2	evaluation	evaluation	NOUN
bracis-19061	194	3	.	.	PUNCT
bracis-19061	195	1	each	each	DET
bracis-19061	195	2	performance	performance	NOUN
bracis-19061	195	3	metric	metric	NOUN
bracis-19061	195	4	has	have	VERB
bracis-19061	195	5	distortions	distortion	NOUN
bracis-19061	195	6	and	and	CCONJ
bracis-19061	195	7	limitations	limitation	NOUN
bracis-19061	195	8	.	.	PUNCT
bracis-19061	196	1	this	this	DET
bracis-19061	196	2	metric	metric	NOUN
bracis-19061	196	3	,	,	PUNCT
bracis-19061	196	4	in	in	ADP
bracis-19061	196	5	the	the	DET
bracis-19061	196	6	context	context	NOUN
bracis-19061	196	7	of	of	ADP
bracis-19061	196	8	unsupervised	unsupervised	ADJ
bracis-19061	196	9	learning	learning	NOUN
bracis-19061	196	10	,	,	PUNCT
bracis-19061	196	11	could	could	AUX
bracis-19061	196	12	mislead	mislead	VERB
bracis-19061	196	13	results	result	NOUN
bracis-19061	196	14	.	.	PUNCT
bracis-19061	197	1	thus	thus	ADV
bracis-19061	197	2	,	,	PUNCT
bracis-19061	197	3	an	an	DET
bracis-19061	197	4	expert	expert	NOUN
bracis-19061	197	5	also	also	ADV
bracis-19061	197	6	evaluated	evaluate	VERB
bracis-19061	197	7	qualitatively	qualitatively	ADV
bracis-19061	197	8	the	the	DET
bracis-19061	197	9	datasets	dataset	NOUN
bracis-19061	197	10	.	.	PUNCT
bracis-19061	198	1	the	the	DET
bracis-19061	198	2	specialist	specialist	NOUN
bracis-19061	198	3	defined	define	VERB
bracis-19061	198	4	the	the	DET
bracis-19061	198	5	key	key	ADJ
bracis-19061	198	6	topics	topic	NOUN
bracis-19061	198	7	of	of	ADP
bracis-19061	198	8	the	the	DET
bracis-19061	198	9	corpora	corpora	NOUN
bracis-19061	198	10	without	without	ADP
bracis-19061	198	11	knowing	know	VERB
bracis-19061	198	12	how	how	SCONJ
bracis-19061	198	13	many	many	ADJ
bracis-19061	198	14	are	be	AUX
bracis-19061	198	15	or	or	CCONJ
bracis-19061	198	16	without	without	ADP
bracis-19061	198	17	any	any	DET
bracis-19061	198	18	clue	clue	NOUN
bracis-19061	198	19	.	.	PUNCT
bracis-19061	199	1	5.2	5.2	NUM
bracis-19061	199	2	setup	setup	NOUN
bracis-19061	199	3	we	we	PRON
bracis-19061	199	4	used	use	VERB
bracis-19061	199	5	the	the	DET
bracis-19061	199	6	bertopic	bertopic	NOUN
bracis-19061	199	7	[	[	X
bracis-19061	199	8	21	21	NUM
bracis-19061	199	9	]	]	PUNCT
bracis-19061	199	10	topic	topic	NOUN
bracis-19061	199	11	modeling	modeling	NOUN
bracis-19061	199	12	toolfootnote	toolfootnote	NOUN
bracis-19061	199	13	12	12	NUM
bracis-19061	199	14	with	with	ADP
bracis-19061	199	15	the	the	DET
bracis-19061	199	16	default	default	NOUN
bracis-19061	199	17	parameters	parameter	NOUN
bracis-19061	199	18	,	,	PUNCT
bracis-19061	199	19	and	and	CCONJ
bracis-19061	199	20	n	n	CCONJ
bracis-19061	199	21	-	-	PUNCT
bracis-19061	199	22	gram	gram	NOUN
bracis-19061	199	23	ranging	ranging	NOUN
bracis-19061	199	24	from	from	ADP
bracis-19061	199	25	2	2	NUM
bracis-19061	199	26	to	to	ADP
bracis-19061	199	27	20	20	NUM
bracis-19061	199	28	.	.	PUNCT
bracis-19061	200	1	the	the	DET
bracis-19061	200	2	n	n	CCONJ
bracis-19061	200	3	-	-	PUNCT
bracis-19061	200	4	gram	gram	NOUN
bracis-19061	200	5	range	range	NOUN
bracis-19061	200	6	corresponds	correspond	VERB
bracis-19061	200	7	to	to	ADP
bracis-19061	200	8	the	the	DET
bracis-19061	200	9	number	number	NOUN
bracis-19061	200	10	of	of	ADP
bracis-19061	200	11	terms	term	NOUN
bracis-19061	200	12	that	that	PRON
bracis-19061	200	13	composes	compose	VERB
bracis-19061	200	14	each	each	DET
bracis-19061	200	15	topic	topic	NOUN
bracis-19061	200	16	.	.	PUNCT
bracis-19061	201	1	we	we	PRON
bracis-19061	201	2	reported	report	VERB
bracis-19061	201	3	results	result	NOUN
bracis-19061	201	4	with	with	ADP
bracis-19061	201	5	5	5	NUM
bracis-19061	201	6	runs	run	NOUN
bracis-19061	201	7	,	,	PUNCT
bracis-19061	201	8	showing	show	VERB
bracis-19061	201	9	the	the	DET
bracis-19061	201	10	mean	mean	ADJ
bracis-19061	201	11	and	and	CCONJ
bracis-19061	201	12	standard	standard	ADJ
bracis-19061	201	13	deviation	deviation	NOUN
bracis-19061	201	14	for	for	ADP
bracis-19061	201	15	topics	topic	NOUN
bracis-19061	201	16	ranging	range	VERB
bracis-19061	201	17	from	from	ADP
bracis-19061	201	18	2	2	NUM
bracis-19061	201	19	to	to	ADP
bracis-19061	201	20	46	46	NUM
bracis-19061	201	21	in	in	ADP
bracis-19061	201	22	increments	increment	NOUN
bracis-19061	201	23	of	of	ADP
bracis-19061	201	24	2	2	NUM
bracis-19061	201	25	.	.	PUNCT
bracis-19061	202	1	we	we	PRON
bracis-19061	202	2	trained	train	VERB
bracis-19061	202	3	our	our	PRON
bracis-19061	202	4	portuguese	portuguese	ADJ
bracis-19061	202	5	legislative	legislative	ADJ
bracis-19061	202	6	sentence	sentence	NOUN
bracis-19061	202	7	embedding	embed	VERB
bracis-19061	202	8	based	base	VERB
bracis-19061	202	9	in	in	ADP
bracis-19061	202	10	simcsefootnote	simcsefootnote	NOUN
bracis-19061	202	11	13	13	NUM
bracis-19061	202	12	with	with	ADP
bracis-19061	202	13	train	train	NOUN
bracis-19061	202	14	batch	batch	NOUN
bracis-19061	202	15	size	size	NOUN
bracis-19061	202	16	=	=	SYM
bracis-19061	202	17	128	128	NUM
bracis-19061	202	18	,	,	PUNCT
bracis-19061	202	19	number	number	NOUN
bracis-19061	202	20	of	of	ADP
bracis-19061	202	21	epochs	epoch	NOUN
bracis-19061	202	22	=	=	SYM
bracis-19061	202	23	1	1	NUM
bracis-19061	202	24	,	,	PUNCT
bracis-19061	202	25	max	max	PROPN
bracis-19061	202	26	sequence	sequence	NOUN
bracis-19061	202	27	length	length	NOUN
bracis-19061	202	28	=	=	SYM
bracis-19061	202	29	32	32	NUM
bracis-19061	202	30	,	,	PUNCT
bracis-19061	202	31	and	and	CCONJ
bracis-19061	202	32	portuguese	portuguese	ADJ
bracis-19061	202	33	pre	pre	ADJ
bracis-19061	202	34	-	-	ADJ
bracis-19061	202	35	trained	train	VERB
bracis-19061	202	36	language	language	NOUN
bracis-19061	202	37	model	model	NOUN
bracis-19061	202	38	named	name	VERB
bracis-19061	202	39	bertimbau	bertimbau	NOUN
bracis-19061	202	40	[	[	X
bracis-19061	202	41	37	37	NUM
bracis-19061	202	42	]	]	PUNCT
bracis-19061	202	43	.	.	PUNCT
bracis-19061	203	1	simcse	simcse	PROPN
bracis-19061	203	2	is	be	AUX
bracis-19061	203	3	based	base	VERB
bracis-19061	203	4	on	on	ADP
bracis-19061	203	5	huggingface	huggingface	NOUN
bracis-19061	203	6	’s	’s	PART
bracis-19061	203	7	transformers	transformer	NOUN
bracis-19061	203	8	packagefootnote	packagefootnote	VERB
bracis-19061	203	9	14	14	NUM
bracis-19061	203	10	,	,	PUNCT
bracis-19061	203	11	and	and	CCONJ
bracis-19061	203	12	we	we	PRON
bracis-19061	203	13	take	take	VERB
bracis-19061	203	14	5e−5	5e−5	NUM
bracis-19061	203	15	as	as	ADP
bracis-19061	203	16	the	the	DET
bracis-19061	203	17	learning	learning	NOUN
bracis-19061	203	18	rate	rate	NOUN
bracis-19061	203	19	with	with	ADP
bracis-19061	203	20	the	the	DET
bracis-19061	203	21	unsupervised	unsupervised	ADJ
bracis-19061	203	22	learning	learning	NOUN
bracis-19061	203	23	approach	approach	NOUN
bracis-19061	203	24	.	.	PUNCT
bracis-19061	204	1	5.3	5.3	NUM
bracis-19061	204	2	results	result	VERB
bracis-19061	204	3	coherence	coherence	NOUN
bracis-19061	204	4	of	of	ADP
bracis-19061	204	5	topics	topic	NOUN
bracis-19061	204	6	.	.	PUNCT
bracis-19061	205	1	in	in	ADP
bracis-19061	205	2	first	first	ADJ
bracis-19061	205	3	experiment	experiment	NOUN
bracis-19061	205	4	,	,	PUNCT
bracis-19061	205	5	we	we	PRON
bracis-19061	205	6	analyze	analyze	VERB
bracis-19061	205	7	the	the	DET
bracis-19061	205	8	number	number	NOUN
bracis-19061	205	9	of	of	ADP
bracis-19061	205	10	topics	topic	NOUN
bracis-19061	205	11	versus	versus	ADP
bracis-19061	205	12	\(c_v\	\(c_v\	NOUN
bracis-19061	205	13	)	)	PUNCT
bracis-19061	205	14	coherence	coherence	NOUN
bracis-19061	205	15	score	score	NOUN
bracis-19061	205	16	for	for	ADP
bracis-19061	205	17	the	the	DET
bracis-19061	205	18	three	three	NUM
bracis-19061	205	19	corpora	corpus	NOUN
bracis-19061	205	20	.	.	PUNCT
bracis-19061	206	1	as	as	SCONJ
bracis-19061	206	2	we	we	PRON
bracis-19061	206	3	can	can	AUX
bracis-19061	206	4	see	see	VERB
bracis-19061	206	5	on	on	ADP
bracis-19061	206	6	figs	fig	NOUN
bracis-19061	206	7	.	.	PUNCT
bracis-19061	206	8	 	 	SPACE
bracis-19061	206	9	3a	3a	NUM
bracis-19061	206	10	,	,	PUNCT
bracis-19061	206	11	3b	3b	NUM
bracis-19061	206	12	,	,	PUNCT
bracis-19061	206	13	and	and	CCONJ
bracis-19061	206	14	3c	3c	NUM
bracis-19061	206	15	,	,	PUNCT
bracis-19061	206	16	the	the	DET
bracis-19061	206	17	portuguese	portuguese	ADJ
bracis-19061	206	18	legislative	legislative	ADJ
bracis-19061	206	19	sentence	sentence	NOUN
bracis-19061	206	20	embedding	embed	VERB
bracis-19061	206	21	presents	present	VERB
bracis-19061	206	22	the	the	DET
bracis-19061	206	23	best	good	ADJ
bracis-19061	206	24	results	result	NOUN
bracis-19061	206	25	in	in	ADP
bracis-19061	206	26	all	all	DET
bracis-19061	206	27	experiments	experiment	NOUN
bracis-19061	206	28	.	.	PUNCT
bracis-19061	207	1	we	we	PRON
bracis-19061	207	2	emphasize	emphasize	VERB
bracis-19061	207	3	that	that	SCONJ
bracis-19061	207	4	although	although	SCONJ
bracis-19061	207	5	we	we	PRON
bracis-19061	207	6	analyze	analyze	VERB
bracis-19061	207	7	the	the	DET
bracis-19061	207	8	coherence	coherence	NOUN
bracis-19061	207	9	of	of	ADP
bracis-19061	207	10	topics	topic	NOUN
bracis-19061	207	11	as	as	ADP
bracis-19061	207	12	a	a	DET
bracis-19061	207	13	function	function	NOUN
bracis-19061	207	14	of	of	ADP
bracis-19061	207	15	the	the	DET
bracis-19061	207	16	number	number	NOUN
bracis-19061	207	17	of	of	ADP
bracis-19061	207	18	topics	topic	NOUN
bracis-19061	207	19	,	,	PUNCT
bracis-19061	207	20	this	this	DET
bracis-19061	207	21	metric	metric	NOUN
bracis-19061	207	22	was	be	AUX
bracis-19061	207	23	not	not	PART
bracis-19061	207	24	used	use	VERB
bracis-19061	207	25	to	to	PART
bracis-19061	207	26	decide	decide	VERB
bracis-19061	207	27	the	the	DET
bracis-19061	207	28	optimal	optimal	ADJ
bracis-19061	207	29	number	number	NOUN
bracis-19061	207	30	of	of	ADP
bracis-19061	207	31	topics	topic	NOUN
bracis-19061	207	32	.	.	PUNCT
bracis-19061	208	1	this	this	PRON
bracis-19061	208	2	is	be	AUX
bracis-19061	208	3	because	because	SCONJ
bracis-19061	208	4	the	the	DET
bracis-19061	208	5	clustering	clustering	ADJ
bracis-19061	208	6	algorithm	algorithm	NOUN
bracis-19061	208	7	used	use	VERB
bracis-19061	208	8	to	to	PART
bracis-19061	208	9	learn	learn	VERB
bracis-19061	208	10	the	the	DET
bracis-19061	208	11	model	model	NOUN
bracis-19061	208	12	infers	infer	NOUN
bracis-19061	208	13	automatically	automatically	ADV
bracis-19061	208	14	the	the	DET
bracis-19061	208	15	number	number	NOUN
bracis-19061	208	16	of	of	ADP
bracis-19061	208	17	topics	topic	NOUN
bracis-19061	208	18	through	through	ADP
bracis-19061	208	19	the	the	DET
bracis-19061	208	20	spatial	spatial	ADJ
bracis-19061	208	21	density	density	NOUN
bracis-19061	208	22	of	of	ADP
bracis-19061	208	23	the	the	DET
bracis-19061	208	24	sentences	sentence	NOUN
bracis-19061	208	25	represented	represent	VERB
bracis-19061	208	26	by	by	ADP
bracis-19061	208	27	the	the	DET
bracis-19061	208	28	embeddingsfootnote	embeddingsfootnote	NOUN
bracis-19061	208	29	15	15	NUM
bracis-19061	208	30	.	.	PUNCT
bracis-19061	208	31	fig	fig	NOUN
bracis-19061	208	32	.	.	PUNCT
bracis-19061	209	1	3	3	X
bracis-19061	209	2	.	.	X
bracis-19061	209	3	bertopic	bertopic	NOUN
bracis-19061	209	4	coherence	coherence	NOUN
bracis-19061	209	5	analysis	analysis	NOUN
bracis-19061	209	6	full	full	ADJ
bracis-19061	209	7	size	size	NOUN
bracis-19061	209	8	image	image	NOUN
bracis-19061	209	9	real	real	ADJ
bracis-19061	209	10	and	and	CCONJ
bracis-19061	209	11	predicted	predict	VERB
bracis-19061	209	12	topics	topic	NOUN
bracis-19061	209	13	.	.	PUNCT
bracis-19061	210	1	the	the	DET
bracis-19061	210	2	second	second	ADJ
bracis-19061	210	3	experiment	experiment	NOUN
bracis-19061	210	4	carried	carry	VERB
bracis-19061	210	5	out	out	ADP
bracis-19061	210	6	is	be	AUX
bracis-19061	210	7	the	the	DET
bracis-19061	210	8	comparison	comparison	NOUN
bracis-19061	210	9	of	of	ADP
bracis-19061	210	10	the	the	DET
bracis-19061	210	11	topics	topic	NOUN
bracis-19061	210	12	inferred	infer	VERB
bracis-19061	210	13	by	by	ADP
bracis-19061	210	14	the	the	DET
bracis-19061	210	15	best	good	ADJ
bracis-19061	210	16	bertopic	bertopic	NOUN
bracis-19061	210	17	configuration	configuration	NOUN
bracis-19061	210	18	(	(	PUNCT
bracis-19061	210	19	with	with	ADP
bracis-19061	210	20	portuguese	portuguese	ADJ
bracis-19061	210	21	legislative	legislative	ADJ
bracis-19061	210	22	sentence	sentence	NOUN
bracis-19061	210	23	embedding	embed	VERB
bracis-19061	210	24	)	)	PUNCT
bracis-19061	210	25	and	and	CCONJ
bracis-19061	210	26	the	the	DET
bracis-19061	210	27	topics	topic	NOUN
bracis-19061	210	28	noted	note	VERB
bracis-19061	210	29	by	by	ADP
bracis-19061	210	30	the	the	DET
bracis-19061	210	31	domain	domain	NOUN
bracis-19061	210	32	specialist	specialist	NOUN
bracis-19061	210	33	.	.	PUNCT
bracis-19061	211	1	we	we	PRON
bracis-19061	211	2	pair	pair	VERB
bracis-19061	211	3	the	the	DET
bracis-19061	211	4	most	most	ADV
bracis-19061	211	5	similar	similar	ADJ
bracis-19061	211	6	ones	one	NOUN
bracis-19061	211	7	in	in	ADP
bracis-19061	211	8	table	table	NOUN
bracis-19061	211	9	 	 	SPACE
bracis-19061	211	10	3	3	NUM
bracis-19061	211	11	showing	show	VERB
bracis-19061	211	12	that	that	SCONJ
bracis-19061	211	13	the	the	DET
bracis-19061	211	14	approach	approach	NOUN
bracis-19061	211	15	proposed	propose	VERB
bracis-19061	211	16	by	by	ADP
bracis-19061	211	17	bertopic	bertopic	NOUN
bracis-19061	211	18	is	be	AUX
bracis-19061	211	19	indeed	indeed	ADV
bracis-19061	211	20	efficient	efficient	ADJ
bracis-19061	211	21	.	.	PUNCT
bracis-19061	212	1	we	we	PRON
bracis-19061	212	2	report	report	VERB
bracis-19061	212	3	the	the	DET
bracis-19061	212	4	real	real	ADJ
bracis-19061	212	5	topics	topic	NOUN
bracis-19061	212	6	and	and	CCONJ
bracis-19061	212	7	respective	respective	ADJ
bracis-19061	212	8	predicted	predict	VERB
bracis-19061	212	9	topics	topic	NOUN
bracis-19061	212	10	only	only	ADV
bracis-19061	212	11	for	for	ADP
bracis-19061	212	12	pl	pl	PROPN
bracis-19061	212	13	3723/2019	3723/2019	NUM
bracis-19061	212	14	,	,	PUNCT
bracis-19061	212	15	for	for	ADP
bracis-19061	212	16	reasons	reason	NOUN
bracis-19061	212	17	of	of	ADP
bracis-19061	212	18	space	space	NOUN
bracis-19061	212	19	in	in	ADP
bracis-19061	212	20	the	the	DET
bracis-19061	212	21	paperfootnote	paperfootnote	NOUN
bracis-19061	212	22	16	16	NUM
bracis-19061	212	23	.	.	PUNCT
bracis-19061	213	1	it	it	PRON
bracis-19061	213	2	is	be	AUX
bracis-19061	213	3	important	important	ADJ
bracis-19061	213	4	to	to	PART
bracis-19061	213	5	note	note	VERB
bracis-19061	213	6	that	that	SCONJ
bracis-19061	213	7	the	the	DET
bracis-19061	213	8	topics	topic	NOUN
bracis-19061	213	9	raised	raise	VERB
bracis-19061	213	10	by	by	ADP
bracis-19061	213	11	the	the	DET
bracis-19061	213	12	expert	expert	NOUN
bracis-19061	213	13	are	be	AUX
bracis-19061	213	14	not	not	PART
bracis-19061	213	15	the	the	DET
bracis-19061	213	16	only	only	ADJ
bracis-19061	213	17	and	and	CCONJ
bracis-19061	213	18	definitive	definitive	ADJ
bracis-19061	213	19	ones	one	NOUN
bracis-19061	213	20	.	.	PUNCT
bracis-19061	214	1	for	for	ADP
bracis-19061	214	2	this	this	DET
bracis-19061	214	3	experiment	experiment	NOUN
bracis-19061	214	4	,	,	PUNCT
bracis-19061	214	5	we	we	PRON
bracis-19061	214	6	asked	ask	VERB
bracis-19061	214	7	her	she	PRON
bracis-19061	214	8	to	to	PART
bracis-19061	214	9	raise	raise	VERB
bracis-19061	214	10	the	the	DET
bracis-19061	214	11	obvious	obvious	ADJ
bracis-19061	214	12	topics	topic	NOUN
bracis-19061	214	13	.	.	PUNCT
bracis-19061	215	1	another	another	DET
bracis-19061	215	2	observation	observation	NOUN
bracis-19061	215	3	is	be	AUX
bracis-19061	215	4	that	that	SCONJ
bracis-19061	215	5	the	the	DET
bracis-19061	215	6	expert	expert	NOUN
bracis-19061	215	7	did	do	AUX
bracis-19061	215	8	not	not	PART
bracis-19061	215	9	know	know	VERB
bracis-19061	215	10	how	how	SCONJ
bracis-19061	215	11	many	many	ADJ
bracis-19061	215	12	topics	topic	NOUN
bracis-19061	215	13	were	be	AUX
bracis-19061	215	14	inferred	infer	VERB
bracis-19061	215	15	by	by	ADP
bracis-19061	215	16	bertopic	bertopic	NOUN
bracis-19061	215	17	and	and	CCONJ
bracis-19061	215	18	did	do	AUX
bracis-19061	215	19	not	not	PART
bracis-19061	215	20	have	have	VERB
bracis-19061	215	21	previous	previous	ADJ
bracis-19061	215	22	access	access	NOUN
bracis-19061	215	23	to	to	ADP
bracis-19061	215	24	them	they	PRON
bracis-19061	215	25	,	,	PUNCT
bracis-19061	215	26	so	so	SCONJ
bracis-19061	215	27	that	that	SCONJ
bracis-19061	215	28	there	there	PRON
bracis-19061	215	29	is	be	VERB
bracis-19061	215	30	no	no	DET
bracis-19061	215	31	bias	bias	NOUN
bracis-19061	215	32	in	in	ADP
bracis-19061	215	33	her	her	PRON
bracis-19061	215	34	answers	answer	NOUN
bracis-19061	215	35	.	.	PUNCT
bracis-19061	216	1	table	table	NOUN
bracis-19061	216	2	3	3	NUM
bracis-19061	216	3	.	.	PUNCT
bracis-19061	216	4	real	real	ADJ
bracis-19061	216	5	topics	topic	NOUN
bracis-19061	216	6	and	and	CCONJ
bracis-19061	216	7	respective	respective	ADJ
bracis-19061	216	8	predicted	predict	VERB
bracis-19061	216	9	topics	topic	NOUN
bracis-19061	216	10	for	for	ADP
bracis-19061	216	11	pl	pl	PROPN
bracis-19061	216	12	3723/2019full	3723/2019full	NUM
bracis-19061	216	13	size	size	NOUN
bracis-19061	216	14	table	table	NOUN
bracis-19061	216	15	example	example	NOUN
bracis-19061	216	16	1	1	NUM
bracis-19061	216	17	defesa	defesa	NOUN
bracis-19061	216	18	,	,	PUNCT
bracis-19061	216	19	pois	pois	PROPN
bracis-19061	216	20	como	como	PROPN
bracis-19061	216	21	vigilante	vigilante	NOUN
bracis-19061	216	22	tenho	tenho	NOUN
bracis-19061	216	23	o	o	PROPN
bracis-19061	216	24	direto	direto	PROPN
bracis-19061	216	25	de	de	PROPN
bracis-19061	216	26	defesa	defesa	PROPN
bracis-19061	216	27	.	.	PROPN
bracis-19061	216	28	trabalho	trabalho	PROPN
bracis-19061	216	29	com	com	PROPN
bracis-19061	216	30	risco	risco	PROPN
bracis-19061	216	31	de	de	PROPN
bracis-19061	216	32	vida	vida	PROPN
bracis-19061	216	33	.	.	PUNCT
bracis-19061	217	1	e	e	PROPN
bracis-19061	217	2	também	também	PROPN
bracis-19061	217	3	não	não	PROPN
bracis-19061	217	4	estamos	estamos	PROPN
bracis-19061	217	5	seguros	seguros	PROPN
bracis-19061	217	6	.	.	PUNCT
bracis-19061	218	1	o	o	PROPN
bracis-19061	218	2	governo	governo	PROPN
bracis-19061	218	3	não	não	PROPN
bracis-19061	218	4	nos	nos	PROPN
bracis-19061	218	5	da	da	PROPN
bracis-19061	218	6	segurança	segurança	PROPN
bracis-19061	218	7	.	.	PUNCT
bracis-19061	219	1	the	the	DET
bracis-19061	219	2	bertopic	bertopic	NOUN
bracis-19061	219	3	models	model	VERB
bracis-19061	219	4	the	the	DET
bracis-19061	219	5	example	example	NOUN
bracis-19061	219	6	1	1	NUM
bracis-19061	219	7	on	on	ADP
bracis-19061	219	8	fig	fig	NOUN
bracis-19061	219	9	.	.	PUNCT
bracis-19061	219	10	 	 	SPACE
bracis-19061	220	1	4	4	NUM
bracis-19061	220	2	,	,	PUNCT
bracis-19061	220	3	in	in	ADP
bracis-19061	220	4	which	which	PRON
bracis-19061	220	5	one	one	PRON
bracis-19061	220	6	can	can	AUX
bracis-19061	220	7	see	see	VERB
bracis-19061	220	8	that	that	DET
bracis-19061	220	9	topic	topic	NOUN
bracis-19061	220	10	10	10	NUM
bracis-19061	220	11	is	be	AUX
bracis-19061	220	12	more	more	ADV
bracis-19061	220	13	significant	significant	ADJ
bracis-19061	220	14	.	.	PUNCT
bracis-19061	221	1	the	the	DET
bracis-19061	221	2	relevant	relevant	ADJ
bracis-19061	221	3	keywords	keyword	NOUN
bracis-19061	221	4	from	from	ADP
bracis-19061	221	5	this	this	DET
bracis-19061	221	6	topic	topic	NOUN
bracis-19061	221	7	are	be	AUX
bracis-19061	221	8	‘	'	PUNCT
bracis-19061	221	9	armas	armas	ADJ
bracis-19061	221	10	’	'	PUNCT
bracis-19061	221	11	,	,	PUNCT
bracis-19061	221	12	‘	'	PUNCT
bracis-19061	221	13	não	não	NOUN
bracis-19061	221	14	’	'	PUNCT
bracis-19061	221	15	,	,	PUNCT
bracis-19061	221	16	‘	'	PUNCT
bracis-19061	221	17	direito	direito	ADJ
bracis-19061	221	18	’	'	PUNCT
bracis-19061	221	19	,	,	PUNCT
bracis-19061	221	20	‘	'	PUNCT
bracis-19061	221	21	de	de	X
bracis-19061	221	22	fogo	fogo	X
bracis-19061	221	23	’	'	PUNCT
bracis-19061	221	24	,	,	PUNCT
bracis-19061	221	25	‘	'	PUNCT
bracis-19061	221	26	cidadão	cidadão	NOUN
bracis-19061	221	27	’	'	PUNCT
bracis-19061	221	28	,	,	PUNCT
bracis-19061	221	29	‘	'	PUNCT
bracis-19061	221	30	defesa	defesa	NOUN
bracis-19061	221	31	’	'	PUNCT
bracis-19061	221	32	.	.	PUNCT
bracis-19061	222	1	the	the	DET
bracis-19061	222	2	other	other	ADJ
bracis-19061	222	3	topics	topic	NOUN
bracis-19061	222	4	are	be	AUX
bracis-19061	222	5	still	still	ADV
bracis-19061	222	6	relevant	relevant	ADJ
bracis-19061	222	7	as	as	ADP
bracis-19061	222	8	:	:	PUNCT
bracis-19061	222	9	topic	topic	NOUN
bracis-19061	222	10	8	8	NUM
bracis-19061	222	11	is	be	AUX
bracis-19061	222	12	about	about	ADP
bracis-19061	222	13	‘	'	PUNCT
bracis-19061	222	14	arma	arma	PROPN
bracis-19061	222	15	de	de	X
bracis-19061	222	16	fogo	fogo	X
bracis-19061	222	17	’	'	PUNCT
bracis-19061	222	18	,	,	PUNCT
bracis-19061	222	19	‘	'	PUNCT
bracis-19061	222	20	uma	uma	PROPN
bracis-19061	222	21	arma	arma	PROPN
bracis-19061	222	22	de	de	PROPN
bracis-19061	222	23	fogo	fogo	PROPN
bracis-19061	222	24	’	'	PUNCT
bracis-19061	222	25	;	;	PUNCT
bracis-19061	222	26	topic	topic	NOUN
bracis-19061	222	27	9	9	NUM
bracis-19061	222	28	is	be	AUX
bracis-19061	222	29	about	about	ADP
bracis-19061	222	30	‘	'	PUNCT
bracis-19061	222	31	advogados	advogado	NOUN
bracis-19061	222	32	’	'	PUNCT
bracis-19061	222	33	,	,	PUNCT
bracis-19061	222	34	‘	'	PUNCT
bracis-19061	222	35	categorias	categoria	NOUN
bracis-19061	222	36	’	'	PUNCT
bracis-19061	222	37	,	,	PUNCT
bracis-19061	222	38	‘	'	PUNCT
bracis-19061	222	39	risco	risco	NOUN
bracis-19061	222	40	’	'	PUNCT
bracis-19061	222	41	,	,	PUNCT
bracis-19061	222	42	‘	'	PUNCT
bracis-19061	222	43	de	de	X
bracis-19061	222	44	risco	risco	PROPN
bracis-19061	222	45	’	'	PUNCT
bracis-19061	222	46	,	,	PUNCT
bracis-19061	222	47	‘	'	PUNCT
bracis-19061	222	48	arma	arma	NOUN
bracis-19061	222	49	’	'	PUNCT
bracis-19061	222	50	,	,	PUNCT
bracis-19061	222	51	‘	'	PUNCT
bracis-19061	222	52	porte	porte	X
bracis-19061	222	53	de	de	X
bracis-19061	222	54	arma	arma	PROPN
bracis-19061	222	55	’	'	PUNCT
bracis-19061	222	56	.	.	PUNCT
bracis-19061	223	1	fig	fig	NOUN
bracis-19061	223	2	.	.	PUNCT
bracis-19061	224	1	4	4	X
bracis-19061	224	2	.	.	X
bracis-19061	224	3	topics	topic	NOUN
bracis-19061	224	4	probability	probability	NOUN
bracis-19061	224	5	distribution	distribution	NOUN
bracis-19061	224	6	full	full	ADJ
bracis-19061	224	7	size	size	NOUN
bracis-19061	224	8	image	image	NOUN
bracis-19061	224	9	6	6	NUM
bracis-19061	224	10	discussion	discussion	NOUN
bracis-19061	224	11	this	this	DET
bracis-19061	224	12	work	work	NOUN
bracis-19061	224	13	has	have	AUX
bracis-19061	224	14	presented	present	VERB
bracis-19061	224	15	a	a	DET
bracis-19061	224	16	fully	fully	ADV
bracis-19061	224	17	automated	automate	VERB
bracis-19061	224	18	approach	approach	NOUN
bracis-19061	224	19	for	for	ADP
bracis-19061	224	20	identifying	identify	VERB
bracis-19061	224	21	topics	topic	NOUN
bracis-19061	224	22	in	in	ADP
bracis-19061	224	23	brazilian	brazilian	ADJ
bracis-19061	224	24	comments	comment	NOUN
bracis-19061	224	25	about	about	ADP
bracis-19061	224	26	legislation	legislation	NOUN
bracis-19061	224	27	(	(	PUNCT
bracis-19061	224	28	bills	bill	NOUN
bracis-19061	224	29	)	)	PUNCT
bracis-19061	224	30	.	.	PUNCT
bracis-19061	225	1	the	the	DET
bracis-19061	225	2	bertopic	bertopic	NOUN
bracis-19061	225	3	together	together	ADV
bracis-19061	225	4	with	with	ADP
bracis-19061	225	5	portuguese	portuguese	ADJ
bracis-19061	225	6	legislative	legislative	ADJ
bracis-19061	225	7	sentence	sentence	NOUN
bracis-19061	225	8	embedding	embed	VERB
bracis-19061	225	9	got	get	VERB
bracis-19061	225	10	the	the	DET
bracis-19061	225	11	best	good	ADJ
bracis-19061	225	12	result	result	NOUN
bracis-19061	225	13	.	.	PUNCT
bracis-19061	226	1	this	this	DET
bracis-19061	226	2	work	work	NOUN
bracis-19061	226	3	is	be	AUX
bracis-19061	226	4	an	an	DET
bracis-19061	226	5	early	early	ADJ
bracis-19061	226	6	indication	indication	NOUN
bracis-19061	226	7	as	as	ADP
bracis-19061	226	8	to	to	ADP
bracis-19061	226	9	how	how	SCONJ
bracis-19061	226	10	legal	legal	ADJ
bracis-19061	226	11	practitioners	practitioner	NOUN
bracis-19061	226	12	can	can	AUX
bracis-19061	226	13	identify	identify	VERB
bracis-19061	226	14	salient	salient	NOUN
bracis-19061	226	15	and	and	CCONJ
bracis-19061	226	16	coherent	coherent	ADJ
bracis-19061	226	17	topics	topic	NOUN
bracis-19061	226	18	using	use	VERB
bracis-19061	226	19	automatic	automatic	ADJ
bracis-19061	226	20	topic	topic	NOUN
bracis-19061	226	21	modeling	modeling	NOUN
bracis-19061	226	22	tools	tool	NOUN
bracis-19061	226	23	and	and	CCONJ
bracis-19061	226	24	how	how	SCONJ
bracis-19061	226	25	can	can	AUX
bracis-19061	226	26	this	this	PRON
bracis-19061	226	27	ensure	ensure	VERB
bracis-19061	226	28	greater	great	ADJ
bracis-19061	226	29	citizen	citizen	NOUN
bracis-19061	226	30	participation	participation	NOUN
bracis-19061	226	31	.	.	PUNCT
bracis-19061	227	1	in	in	ADP
bracis-19061	227	2	sentence	sentence	NOUN
bracis-19061	227	3	embeddings	embedding	NOUN
bracis-19061	227	4	context	context	NOUN
bracis-19061	227	5	,	,	PUNCT
bracis-19061	227	6	we	we	PRON
bracis-19061	227	7	experiment	experiment	VERB
bracis-19061	227	8	an	an	DET
bracis-19061	227	9	unsupervised	unsupervised	ADJ
bracis-19061	227	10	training	training	NOUN
bracis-19061	227	11	approach	approach	NOUN
bracis-19061	227	12	,	,	PUNCT
bracis-19061	227	13	which	which	PRON
bracis-19061	227	14	takes	take	VERB
bracis-19061	227	15	an	an	DET
bracis-19061	227	16	input	input	NOUN
bracis-19061	227	17	sentence	sentence	NOUN
bracis-19061	227	18	and	and	CCONJ
bracis-19061	227	19	predicts	predict	VERB
bracis-19061	227	20	itself	itself	PRON
bracis-19061	227	21	in	in	ADP
bracis-19061	227	22	a	a	DET
bracis-19061	227	23	contrastive	contrastive	ADJ
bracis-19061	227	24	objective	objective	NOUN
bracis-19061	227	25	,	,	PUNCT
bracis-19061	227	26	with	with	ADP
bracis-19061	227	27	only	only	ADJ
bracis-19061	227	28	standard	standard	ADJ
bracis-19061	227	29	dropout	dropout	NOUN
bracis-19061	227	30	used	use	VERB
bracis-19061	227	31	as	as	ADP
bracis-19061	227	32	noise	noise	NOUN
bracis-19061	227	33	[	[	X
bracis-19061	227	34	19	19	NUM
bracis-19061	227	35	]	]	PUNCT
bracis-19061	227	36	.	.	PUNCT
bracis-19061	228	1	this	this	DET
bracis-19061	228	2	simple	simple	ADJ
bracis-19061	228	3	method	method	NOUN
bracis-19061	228	4	works	work	VERB
bracis-19061	228	5	well	well	ADV
bracis-19061	228	6	,	,	PUNCT
bracis-19061	228	7	performing	perform	VERB
bracis-19061	228	8	on	on	ADP
bracis-19061	228	9	par	par	NOUN
bracis-19061	228	10	with	with	ADP
bracis-19061	228	11	previous	previous	ADJ
bracis-19061	228	12	supervised	supervised	ADJ
bracis-19061	228	13	counterparts	counterpart	NOUN
bracis-19061	228	14	[	[	X
bracis-19061	228	15	19	19	NUM
bracis-19061	228	16	]	]	PUNCT
bracis-19061	228	17	.	.	PUNCT
bracis-19061	229	1	we	we	PRON
bracis-19061	229	2	intend	intend	VERB
bracis-19061	229	3	to	to	PART
bracis-19061	229	4	train	train	VERB
bracis-19061	229	5	other	other	ADJ
bracis-19061	229	6	unsupervised	unsupervised	ADJ
bracis-19061	229	7	models	model	NOUN
bracis-19061	229	8	for	for	ADP
bracis-19061	229	9	portuguese	portuguese	NOUN
bracis-19061	229	10	in	in	ADP
bracis-19061	229	11	this	this	DET
bracis-19061	229	12	legal	legal	ADJ
bracis-19061	229	13	domain	domain	NOUN
bracis-19061	229	14	,	,	PUNCT
bracis-19061	229	15	as	as	ADP
bracis-19061	229	16	in	in	ADP
bracis-19061	229	17	[	[	X
bracis-19061	229	18	44	44	NUM
bracis-19061	229	19	]	]	PUNCT
bracis-19061	229	20	,	,	PUNCT
bracis-19061	229	21	evaluating	evaluate	VERB
bracis-19061	229	22	in	in	ADP
bracis-19061	229	23	 	 	SPACE
bracis-19061	229	24	topic	topic	NOUN
bracis-19061	229	25	model	model	NOUN
bracis-19061	229	26	,	,	PUNCT
bracis-19061	229	27	and	and	CCONJ
bracis-19061	229	28	in	in	ADP
bracis-19061	229	29	other	other	ADJ
bracis-19061	229	30	tasks	task	NOUN
bracis-19061	229	31	.	.	PUNCT
bracis-19061	230	1	regarding	regard	VERB
bracis-19061	230	2	topic	topic	NOUN
bracis-19061	230	3	model	model	NOUN
bracis-19061	230	4	experiments	experiment	NOUN
bracis-19061	230	5	,	,	PUNCT
bracis-19061	230	6	we	we	PRON
bracis-19061	230	7	intend	intend	VERB
bracis-19061	230	8	to	to	PART
bracis-19061	230	9	analyze	analyze	VERB
bracis-19061	230	10	other	other	ADJ
bracis-19061	230	11	coherence	coherence	NOUN
bracis-19061	230	12	measures	measure	NOUN
bracis-19061	230	13	,	,	PUNCT
bracis-19061	230	14	as	as	ADV
bracis-19061	230	15	well	well	ADV
bracis-19061	230	16	as	as	ADP
bracis-19061	230	17	human	human	ADJ
bracis-19061	230	18	evaluation	evaluation	NOUN
bracis-19061	230	19	.	.	PUNCT
bracis-19061	231	1	besides	besides	SCONJ
bracis-19061	231	2	that	that	PRON
bracis-19061	231	3	,	,	PUNCT
bracis-19061	231	4	we	we	PRON
bracis-19061	231	5	intend	intend	VERB
bracis-19061	231	6	to	to	PART
bracis-19061	231	7	develop	develop	VERB
bracis-19061	231	8	a	a	DET
bracis-19061	231	9	protocol	protocol	NOUN
bracis-19061	231	10	of	of	ADP
bracis-19061	231	11	annotation	annotation	NOUN
bracis-19061	231	12	for	for	ADP
bracis-19061	231	13	the	the	DET
bracis-19061	231	14	corpora	corpus	NOUN
bracis-19061	231	15	,	,	PUNCT
bracis-19061	231	16	and	and	CCONJ
bracis-19061	231	17	with	with	ADP
bracis-19061	231	18	this	this	PRON
bracis-19061	231	19	identify	identify	VERB
bracis-19061	231	20	the	the	DET
bracis-19061	231	21	topics	topic	NOUN
bracis-19061	231	22	and	and	CCONJ
bracis-19061	231	23	have	have	VERB
bracis-19061	231	24	a	a	DET
bracis-19061	231	25	more	more	ADV
bracis-19061	231	26	accurate	accurate	ADJ
bracis-19061	231	27	evaluation	evaluation	NOUN
bracis-19061	231	28	with	with	ADP
bracis-19061	231	29	supervised	supervised	ADJ
bracis-19061	231	30	measures	measure	NOUN
bracis-19061	231	31	[	[	X
bracis-19061	231	32	42	42	NUM
bracis-19061	231	33	]	]	PUNCT
bracis-19061	231	34	.	.	PUNCT
bracis-19061	232	1	notes	note	VERB
bracis-19061	232	2	1.https://twitter.com/.	1.https://twitter.com/.	NUM
bracis-19061	232	3	2.https://forms.camara.leg.br/ex/enquetes/2209381	2.https://forms.camara.leg.br/ex/enquetes/2209381	NOUN
bracis-19061	232	4	.	.	PUNCT
bracis-19061	233	1	3.https://forms.camara.leg.br/ex/enquetes/304008	3.https://forms.camara.leg.br/ex/enquetes/304008	NOUN
bracis-19061	233	2	.	.	PUNCT
bracis-19061	234	1	4.https://tfhub.dev/google/universal-sentence-encoder-multilingual-large/1	4.https://tfhub.dev/google/universal-sentence-encoder-multilingual-large/1	NOUN
bracis-19061	234	2	.	.	PUNCT
bracis-19061	235	1	5.https://www.wikipedia.org/.	5.https://www.wikipedia.org/.	NUM
bracis-19061	235	2	6.https://nlp.stanford.edu/projects/snli/.	6.https://nlp.stanford.edu/projects/snli/.	NUM
bracis-19061	235	3	7.https://www.reddit.com/.	7.https://www.reddit.com/.	NUM
bracis-19061	235	4	8.http://stackoverflow.com/.	8.http://stackoverflow.com/.	NUM
bracis-19061	235	5	9.https://help.yahoo.com/kb/answers	9.https://help.yahoo.com/kb/answer	NOUN
bracis-19061	235	6	.	.	PUNCT
bracis-19061	236	1	10.contrastive	10.contrastive	NUM
bracis-19061	236	2	learning	learning	NOUN
bracis-19061	236	3	is	be	AUX
bracis-19061	236	4	a	a	DET
bracis-19061	236	5	machine	machine	NOUN
bracis-19061	236	6	learning	learning	NOUN
bracis-19061	236	7	technique	technique	NOUN
bracis-19061	236	8	used	use	VERB
bracis-19061	236	9	to	to	PART
bracis-19061	236	10	learn	learn	VERB
bracis-19061	236	11	the	the	DET
bracis-19061	236	12	general	general	ADJ
bracis-19061	236	13	features	feature	NOUN
bracis-19061	236	14	of	of	ADP
bracis-19061	236	15	a	a	DET
bracis-19061	236	16	dataset	dataset	NOUN
bracis-19061	236	17	without	without	ADP
bracis-19061	236	18	labels	label	NOUN
bracis-19061	236	19	by	by	ADP
bracis-19061	236	20	teaching	teach	VERB
bracis-19061	236	21	the	the	DET
bracis-19061	236	22	model	model	NOUN
bracis-19061	236	23	which	which	PRON
bracis-19061	236	24	data	data	NOUN
bracis-19061	236	25	points	point	NOUN
bracis-19061	236	26	are	be	AUX
bracis-19061	236	27	similar	similar	ADJ
bracis-19061	236	28	or	or	CCONJ
bracis-19061	236	29	different	different	ADJ
bracis-19061	236	30	[	[	X
bracis-19061	236	31	20	20	NUM
bracis-19061	236	32	]	]	PUNCT
bracis-19061	236	33	.	.	PUNCT
bracis-19061	237	1	11.available	11.available	NUM
bracis-19061	237	2	at	at	ADP
bracis-19061	237	3	https://github.com/nadiafelix/bracis2021	https://github.com/nadiafelix/bracis2021	ADJ
bracis-19061	237	4	.	.	PUNCT
bracis-19061	238	1	12.https://github.com/maartengr/bertopic	12.https://github.com/maartengr/bertopic	ADJ
bracis-19061	238	2	.	.	PUNCT
bracis-19061	239	1	13.https://github.com/princeton-nlp/simcse	13.https://github.com/princeton-nlp/simcse	X
bracis-19061	239	2	.	.	PUNCT
bracis-19061	240	1	14.https://huggingface.co/.	14.https://huggingface.co/.	NUM
bracis-19061	240	2	15.to	15.to	NUM
bracis-19061	240	3	analyze	analyze	VERB
bracis-19061	240	4	the	the	DET
bracis-19061	240	5	coherence	coherence	NOUN
bracis-19061	240	6	in	in	ADP
bracis-19061	240	7	function	function	NOUN
bracis-19061	240	8	of	of	ADP
bracis-19061	240	9	topics	topic	NOUN
bracis-19061	240	10	we	we	PRON
bracis-19061	240	11	enter	enter	VERB
bracis-19061	240	12	with	with	ADP
bracis-19061	240	13	the	the	DET
bracis-19061	240	14	number	number	NOUN
bracis-19061	240	15	of	of	ADP
bracis-19061	240	16	topics	topic	NOUN
bracis-19061	240	17	.	.	PUNCT
bracis-19061	241	1	16.we	16.we	NUM
bracis-19061	241	2	report	report	VERB
bracis-19061	241	3	the	the	DET
bracis-19061	241	4	real	real	ADJ
bracis-19061	241	5	topics	topic	NOUN
bracis-19061	241	6	and	and	CCONJ
bracis-19061	241	7	respective	respective	ADJ
bracis-19061	241	8	predicted	predict	VERB
bracis-19061	241	9	topics	topic	NOUN
bracis-19061	241	10	for	for	ADP
bracis-19061	241	11	pec	pec	NOUN
bracis-19061	241	12	471/2005	471/2005	NUM
bracis-19061	241	13	and	and	CCONJ
bracis-19061	241	14	hashtag	hashtag	PROPN
bracis-19061	241	15	corpus	corpus	NOUN
bracis-19061	241	16	in	in	ADP
bracis-19061	241	17	https://github.com/nadiafelix/bracis2021	https://github.com/nadiafelix/bracis2021	PROPN
bracis-19061	241	18	.	.	PUNCT
bracis-19061	242	1	references	reference	NOUN
bracis-19061	242	2	abercrombie	abercrombie	PROPN
bracis-19061	242	3	,	,	PUNCT
bracis-19061	242	4	g.	g.	PROPN
bracis-19061	242	5	,	,	PUNCT
bracis-19061	242	6	batista	batista	PROPN
bracis-19061	242	7	-	-	PUNCT
bracis-19061	242	8	navarro	navarro	PROPN
bracis-19061	242	9	,	,	PUNCT
bracis-19061	242	10	r.	r.	PROPN
bracis-19061	242	11	:	:	PUNCT
bracis-19061	242	12	sentiment	sentiment	NOUN
bracis-19061	242	13	and	and	CCONJ
bracis-19061	242	14	position	position	NOUN
bracis-19061	242	15	-	-	PUNCT
bracis-19061	242	16	taking	take	VERB
bracis-19061	242	17	analysis	analysis	NOUN
bracis-19061	242	18	of	of	ADP
bracis-19061	242	19	parliamentary	parliamentary	ADJ
bracis-19061	242	20	debates	debate	NOUN
bracis-19061	242	21	:	:	PUNCT
bracis-19061	242	22	a	a	DET
bracis-19061	242	23	systematic	systematic	ADJ
bracis-19061	242	24	literature	literature	NOUN
bracis-19061	242	25	review	review	NOUN
bracis-19061	242	26	.	.	PUNCT
bracis-19061	243	1	j.	j.	PROPN
bracis-19061	243	2	comput	comput	PROPN
bracis-19061	243	3	.	.	PUNCT
bracis-19061	244	1	soc	soc	PROPN
bracis-19061	244	2	.	.	PUNCT
bracis-19061	245	1	sci	sci	PROPN
bracis-19061	245	2	.	.	PUNCT
bracis-19061	245	3	3(1	3(1	NUM
bracis-19061	245	4	)	)	PUNCT
bracis-19061	245	5	,	,	PUNCT
bracis-19061	245	6	245–270	245–270	NUM
bracis-19061	245	7	(	(	PUNCT
bracis-19061	245	8	2020	2020	NUM
bracis-19061	245	9	)	)	PUNCT
bracis-19061	245	10	article	article	NOUN
bracis-19061	245	11	  	  	SPACE
bracis-19061	245	12	google	google	PROPN
bracis-19061	245	13	scholar	scholar	NOUN
bracis-19061	245	14	  	  	SPACE
bracis-19061	245	15	allahyari	allahyari	ADJ
bracis-19061	245	16	,	,	PUNCT
bracis-19061	245	17	m.	m.	NOUN
bracis-19061	245	18	,	,	PUNCT
bracis-19061	245	19	et	et	PROPN
bracis-19061	245	20	al	al	PROPN
bracis-19061	245	21	.	.	PUNCT
bracis-19061	245	22	:	:	PUNCT
bracis-19061	246	1	a	a	DET
bracis-19061	246	2	brief	brief	ADJ
bracis-19061	246	3	survey	survey	NOUN
bracis-19061	246	4	of	of	ADP
bracis-19061	246	5	text	text	NOUN
bracis-19061	246	6	mining	mining	NOUN
bracis-19061	246	7	:	:	PUNCT
bracis-19061	246	8	classification	classification	NOUN
bracis-19061	246	9	,	,	PUNCT
bracis-19061	246	10	clustering	clustering	NOUN
bracis-19061	246	11	and	and	CCONJ
bracis-19061	246	12	extraction	extraction	NOUN
bracis-19061	246	13	techniques	technique	NOUN
bracis-19061	246	14	(	(	PUNCT
bracis-19061	246	15	2017	2017	NUM
bracis-19061	246	16	)	)	PUNCT
bracis-19061	246	17	google	google	PROPN
bracis-19061	246	18	scholar	scholar	NOUN
bracis-19061	246	19	  	  	SPACE
bracis-19061	246	20	andrade	andrade	PROPN
bracis-19061	246	21	,	,	PUNCT
bracis-19061	246	22	m.d.d	m.d.d	PROPN
bracis-19061	246	23	.	.	PROPN
bracis-19061	246	24	,	,	PUNCT
bracis-19061	246	25	rosa	rosa	PROPN
bracis-19061	246	26	,	,	PUNCT
bracis-19061	246	27	b.d.c	b.d.c	PROPN
bracis-19061	246	28	.	.	PROPN
bracis-19061	246	29	,	,	PUNCT
bracis-19061	246	30	pinto	pinto	NOUN
bracis-19061	246	31	,	,	PUNCT
bracis-19061	246	32	e.r.g.d.c	e.r.g.d.c	PROPN
bracis-19061	246	33	.	.	PUNCT
bracis-19061	246	34	:	:	PUNCT
bracis-19061	247	1	legal	legal	ADJ
bracis-19061	247	2	tech	tech	NOUN
bracis-19061	247	3	:	:	PUNCT
bracis-19061	247	4	analytics	analytic	NOUN
bracis-19061	247	5	,	,	PUNCT
bracis-19061	247	6	inteligência	inteligência	VERB
bracis-19061	247	7	artificial	artificial	ADJ
bracis-19061	247	8	e	e	PROPN
bracis-19061	247	9	as	as	SCONJ
bracis-19061	247	10	novas	novas	PROPN
bracis-19061	247	11	perspectivas	perspectivas	PROPN
bracis-19061	247	12	para	para	VERB
bracis-19061	247	13	a	a	DET
bracis-19061	247	14	prática	prática	NOUN
bracis-19061	247	15	da	da	PROPN
bracis-19061	247	16	advocacia	advocacia	PROPN
bracis-19061	247	17	privada	privada	PROPN
bracis-19061	247	18	.	.	PROPN
bracis-19061	248	1	revista	revista	PROPN
bracis-19061	248	2	direito	direito	PROPN
bracis-19061	248	3	gv	gv	ADP
bracis-19061	248	4	16(1	16(1	NUM
bracis-19061	248	5	)	)	PUNCT
bracis-19061	248	6	(	(	PUNCT
bracis-19061	248	7	2020	2020	NUM
bracis-19061	248	8	)	)	PUNCT
bracis-19061	248	9	google	google	NOUN
bracis-19061	248	10	scholar	scholar	NOUN
bracis-19061	248	11	  	  	SPACE
bracis-19061	248	12	angelov	angelov	NOUN
bracis-19061	248	13	,	,	PUNCT
bracis-19061	248	14	d.	d.	PROPN
bracis-19061	248	15	:	:	PUNCT
bracis-19061	248	16	top2vec	top2vec	PROPN
bracis-19061	248	17	:	:	PUNCT
bracis-19061	248	18	distributed	distribute	VERB
bracis-19061	248	19	representations	representation	NOUN
bracis-19061	248	20	of	of	ADP
bracis-19061	248	21	topics	topic	NOUN
bracis-19061	248	22	(	(	PUNCT
bracis-19061	248	23	2020	2020	NUM
bracis-19061	248	24	)	)	PUNCT
bracis-19061	248	25	.	.	PUNCT
bracis-19061	249	1	https://arxiv.org/abs/2008.09470	https://arxiv.org/abs/2008.09470	ADJ
bracis-19061	249	2	barberá	barberá	NOUN
bracis-19061	249	3	,	,	PUNCT
bracis-19061	249	4	p.	p.	PROPN
bracis-19061	249	5	,	,	PUNCT
bracis-19061	249	6	rivero	rivero	PROPN
bracis-19061	249	7	,	,	PUNCT
bracis-19061	249	8	g.	g.	PROPN
bracis-19061	249	9	:	:	PUNCT
bracis-19061	249	10	understanding	understand	VERB
bracis-19061	249	11	the	the	DET
bracis-19061	249	12	political	political	ADJ
bracis-19061	249	13	representativeness	representativeness	NOUN
bracis-19061	249	14	of	of	ADP
bracis-19061	249	15	twitter	twitter	NOUN
bracis-19061	249	16	users	user	NOUN
bracis-19061	249	17	.	.	PUNCT
bracis-19061	250	1	soc	soc	PROPN
bracis-19061	250	2	.	.	PUNCT
bracis-19061	251	1	sci	sci	PROPN
bracis-19061	251	2	.	.	PUNCT
bracis-19061	251	3	comput	comput	PROPN
bracis-19061	251	4	.	.	PUNCT
bracis-19061	252	1	rev	rev	PROPN
bracis-19061	252	2	.	.	PROPN
bracis-19061	252	3	33(6	33(6	NUM
bracis-19061	252	4	)	)	PUNCT
bracis-19061	252	5	,	,	PUNCT
bracis-19061	253	1	712–729	712–729	NUM
bracis-19061	253	2	(	(	PUNCT
bracis-19061	253	3	2015	2015	NUM
bracis-19061	253	4	)	)	PUNCT
bracis-19061	253	5	article	article	NOUN
bracis-19061	253	6	  	  	SPACE
bracis-19061	253	7	google	google	PROPN
bracis-19061	253	8	scholar	scholar	NOUN
bracis-19061	253	9	  	  	SPACE
bracis-19061	253	10	basu	basu	PROPN
bracis-19061	253	11	,	,	PUNCT
bracis-19061	253	12	s.	s.	PROPN
bracis-19061	253	13	,	,	PUNCT
bracis-19061	253	14	banerjee	banerjee	PROPN
bracis-19061	253	15	,	,	PUNCT
bracis-19061	253	16	a.	a.	PROPN
bracis-19061	253	17	,	,	PUNCT
bracis-19061	253	18	mooney	mooney	PROPN
bracis-19061	253	19	,	,	PUNCT
bracis-19061	253	20	r.j	r.j	PROPN
bracis-19061	253	21	.	.	PROPN
bracis-19061	253	22	:	:	PUNCT
bracis-19061	254	1	active	active	ADJ
bracis-19061	254	2	semi	semi	NOUN
bracis-19061	254	3	-	-	NOUN
bracis-19061	254	4	supervision	supervision	NOUN
bracis-19061	254	5	for	for	ADP
bracis-19061	254	6	pairwise	pairwise	NOUN
bracis-19061	254	7	constrained	constrain	VERB
bracis-19061	254	8	clustering	clustering	NOUN
bracis-19061	254	9	.	.	PUNCT
bracis-19061	255	1	in	in	ADP
bracis-19061	255	2	:	:	PUNCT
bracis-19061	255	3	proceedings	proceeding	NOUN
bracis-19061	255	4	of	of	ADP
bracis-19061	255	5	the	the	DET
bracis-19061	255	6	2004	2004	NUM
bracis-19061	255	7	siam	siam	PROPN
bracis-19061	255	8	,	,	PUNCT
bracis-19061	255	9	international	international	ADJ
bracis-19061	255	10	conference	conference	NOUN
bracis-19061	255	11	on	on	ADP
bracis-19061	255	12	data	datum	NOUN
bracis-19061	255	13	mining	mining	NOUN
bracis-19061	255	14	.	.	PUNCT
bracis-19061	256	1	society	society	NOUN
bracis-19061	256	2	for	for	ADP
bracis-19061	256	3	industrial	industrial	ADJ
bracis-19061	256	4	and	and	CCONJ
bracis-19061	256	5	applied	apply	VERB
bracis-19061	256	6	mathematics	mathematic	NOUN
bracis-19061	256	7	,	,	PUNCT
bracis-19061	256	8	april	april	PROPN
bracis-19061	256	9	2004	2004	NUM
bracis-19061	256	10	google	google	PROPN
bracis-19061	256	11	scholar	scholar	NOUN
bracis-19061	256	12	  	  	SPACE
bracis-19061	256	13	blei	blei	NOUN
bracis-19061	256	14	,	,	PUNCT
bracis-19061	256	15	d.m	d.m	PROPN
bracis-19061	256	16	.	.	PROPN
bracis-19061	256	17	,	,	PUNCT
bracis-19061	256	18	ng	ng	PROPN
bracis-19061	256	19	,	,	PUNCT
bracis-19061	256	20	a.y	a.y	PROPN
bracis-19061	256	21	.	.	PROPN
bracis-19061	256	22	,	,	PUNCT
bracis-19061	256	23	jordan	jordan	PROPN
bracis-19061	256	24	,	,	PUNCT
bracis-19061	256	25	m.i	m.i	PROPN
bracis-19061	256	26	.	.	PROPN
bracis-19061	256	27	:	:	PUNCT
bracis-19061	257	1	latent	latent	PROPN
bracis-19061	257	2	dirichlet	dirichlet	PROPN
bracis-19061	257	3	allocation	allocation	NOUN
bracis-19061	257	4	.	.	PUNCT
bracis-19061	258	1	j.	j.	PROPN
bracis-19061	258	2	mach	mach	PROPN
bracis-19061	258	3	.	.	PUNCT
bracis-19061	259	1	learn	learn	VERB
bracis-19061	259	2	.	.	PUNCT
bracis-19061	260	1	res	re	NOUN
bracis-19061	260	2	.	.	PROPN
bracis-19061	261	1	3	3	NUM
bracis-19061	261	2	,	,	PUNCT
bracis-19061	261	3	993–1022	993–1022	NUM
bracis-19061	261	4	(	(	PUNCT
bracis-19061	261	5	2003	2003	NUM
bracis-19061	261	6	)	)	PUNCT
bracis-19061	261	7	math	math	NOUN
bracis-19061	261	8	  	  	SPACE
bracis-19061	261	9	google	google	PROPN
bracis-19061	261	10	scholar	scholar	NOUN
bracis-19061	261	11	  	  	SPACE
bracis-19061	261	12	campello	campello	PROPN
bracis-19061	261	13	,	,	PUNCT
bracis-19061	261	14	r.j.g.b	r.j.g.b	PROPN
bracis-19061	261	15	.	.	PROPN
bracis-19061	261	16	,	,	PUNCT
bracis-19061	261	17	moulavi	moulavi	PROPN
bracis-19061	261	18	,	,	PUNCT
bracis-19061	261	19	d.	d.	PROPN
bracis-19061	261	20	,	,	PUNCT
bracis-19061	261	21	zimek	zimek	PROPN
bracis-19061	261	22	,	,	PUNCT
bracis-19061	261	23	a.	a.	NOUN
bracis-19061	261	24	,	,	PUNCT
bracis-19061	261	25	sander	sander	NOUN
bracis-19061	261	26	,	,	PUNCT
bracis-19061	261	27	j.	j.	PROPN
bracis-19061	261	28	:	:	PUNCT
bracis-19061	261	29	hierarchical	hierarchical	ADJ
bracis-19061	261	30	density	density	NOUN
bracis-19061	261	31	estimates	estimate	NOUN
bracis-19061	261	32	for	for	ADP
bracis-19061	261	33	data	datum	NOUN
bracis-19061	261	34	clustering	clustering	NOUN
bracis-19061	261	35	,	,	PUNCT
bracis-19061	261	36	visualization	visualization	NOUN
bracis-19061	261	37	,	,	PUNCT
bracis-19061	261	38	and	and	CCONJ
bracis-19061	261	39	outlier	outlier	NOUN
bracis-19061	261	40	detection	detection	NOUN
bracis-19061	261	41	10(1	10(1	NUM
bracis-19061	261	42	)	)	PUNCT
bracis-19061	261	43	(	(	PUNCT
bracis-19061	261	44	2015	2015	NUM
bracis-19061	261	45	)	)	PUNCT
bracis-19061	261	46	google	google	PROPN
bracis-19061	261	47	scholar	scholar	NOUN
bracis-19061	261	48	  	  	SPACE
bracis-19061	261	49	chidambaram	chidambaram	PROPN
bracis-19061	261	50	,	,	PUNCT
bracis-19061	261	51	m.	m.	NOUN
bracis-19061	261	52	,	,	PUNCT
bracis-19061	261	53	et	et	PROPN
bracis-19061	261	54	al	al	PROPN
bracis-19061	261	55	.	.	PUNCT
bracis-19061	261	56	:	:	PUNCT
bracis-19061	262	1	learning	learn	VERB
bracis-19061	262	2	cross	cross	ADJ
bracis-19061	262	3	-	-	ADJ
bracis-19061	262	4	lingual	lingual	ADJ
bracis-19061	262	5	sentence	sentence	NOUN
bracis-19061	262	6	representations	representation	NOUN
bracis-19061	262	7	via	via	ADP
bracis-19061	262	8	a	a	DET
bracis-19061	262	9	multi	multi	ADJ
bracis-19061	262	10	-	-	ADJ
bracis-19061	262	11	task	task	ADJ
bracis-19061	262	12	dual	dual	ADJ
bracis-19061	262	13	-	-	PUNCT
bracis-19061	262	14	encoder	encoder	NOUN
bracis-19061	262	15	model	model	NOUN
bracis-19061	262	16	(	(	PUNCT
bracis-19061	262	17	2019	2019	NUM
bracis-19061	262	18	)	)	PUNCT
bracis-19061	262	19	google	google	NOUN
bracis-19061	262	20	scholar	scholar	NOUN
bracis-19061	262	21	  	  	SPACE
bracis-19061	262	22	câmara	câmara	NOUN
bracis-19061	262	23	dos	do	NOUN
bracis-19061	262	24	deputados	deputado	NOUN
bracis-19061	262	25	:	:	PUNCT
bracis-19061	262	26	dados	dado	NOUN
bracis-19061	262	27	abertos	abertos	PROPN
bracis-19061	262	28	da	da	PROPN
bracis-19061	262	29	câmara	câmara	NOUN
bracis-19061	262	30	dos	do	NOUN
bracis-19061	262	31	deputados	deputado	NOUN
bracis-19061	262	32	(	(	PUNCT
bracis-19061	262	33	open	open	ADJ
bracis-19061	262	34	data	datum	NOUN
bracis-19061	262	35	of	of	ADP
bracis-19061	262	36	the	the	DET
bracis-19061	262	37	chamber	chamber	NOUN
bracis-19061	262	38	of	of	ADP
bracis-19061	262	39	deputies	deputy	NOUN
bracis-19061	262	40	,	,	PUNCT
bracis-19061	262	41	when	when	SCONJ
bracis-19061	262	42	translated	translate	VERB
bracis-19061	262	43	to	to	ADP
bracis-19061	262	44	english	english	PROPN
bracis-19061	262	45	)	)	PUNCT
bracis-19061	262	46	.	.	PUNCT
bracis-19061	263	1	https://dadosabertos.camara.leg.br	https://dadosabertos.camara.leg.br	PUNCT
bracis-19061	263	2	(	(	PUNCT
bracis-19061	263	3	2021	2021	NUM
bracis-19061	263	4	)	)	PUNCT
bracis-19061	263	5	.	.	PUNCT
bracis-19061	264	1	accessed	access	VERB
bracis-19061	264	2	8	8	NUM
bracis-19061	264	3	june	june	PROPN
bracis-19061	264	4	2021	2021	NUM
bracis-19061	264	5	câmara	câmara	NOUN
bracis-19061	264	6	dos	do	NOUN
bracis-19061	264	7	deputados	deputado	NOUN
bracis-19061	264	8	(	(	PUNCT
bracis-19061	264	9	brazilian	brazilian	ADJ
bracis-19061	264	10	chamber	chamber	NOUN
bracis-19061	264	11	of	of	ADP
bracis-19061	264	12	deputies	deputy	NOUN
bracis-19061	264	13	,	,	PUNCT
bracis-19061	264	14	when	when	SCONJ
bracis-19061	264	15	translated	translate	VERB
bracis-19061	264	16	to	to	ADP
bracis-19061	264	17	english	english	PROPN
bracis-19061	264	18	):	):	PUNCT
bracis-19061	264	19	enquetes	enquete	NOUN
bracis-19061	264	20	(	(	PUNCT
bracis-19061	264	21	polls	poll	NOUN
bracis-19061	264	22	,	,	PUNCT
bracis-19061	264	23	when	when	SCONJ
bracis-19061	264	24	translated	translate	VERB
bracis-19061	264	25	to	to	ADP
bracis-19061	264	26	english	english	PROPN
bracis-19061	264	27	)	)	PUNCT
bracis-19061	264	28	.	.	PUNCT
bracis-19061	265	1	https://www.camara.leg.br/enquetes	https://www.camara.leg.br/enquete	NOUN
bracis-19061	265	2	.	.	PUNCT
bracis-19061	265	3	accessed	access	VERB
bracis-19061	265	4	5	5	NUM
bracis-19061	265	5	may	may	NOUN
bracis-19061	265	6	2021	2021	NUM
bracis-19061	265	7	câmara	câmara	NOUN
bracis-19061	265	8	dos	do	NOUN
bracis-19061	265	9	deputados	deputado	NOUN
bracis-19061	265	10	(	(	PUNCT
bracis-19061	265	11	brazilian	brazilian	ADJ
bracis-19061	265	12	chamber	chamber	NOUN
bracis-19061	265	13	of	of	ADP
bracis-19061	265	14	deputies	deputy	NOUN
bracis-19061	265	15	,	,	PUNCT
bracis-19061	265	16	when	when	SCONJ
bracis-19061	265	17	translated	translate	VERB
bracis-19061	265	18	to	to	ADP
bracis-19061	265	19	english	english	PROPN
bracis-19061	265	20	):	):	PUNCT
bracis-19061	265	21	popular	popular	ADJ
bracis-19061	265	22	participation	participation	NOUN
bracis-19061	265	23	.	.	PUNCT
bracis-19061	266	1	https://www2.camara.leg.br/transparencia/servicos-ao-cidadao/participacao-popular	https://www2.camara.leg.br/transparencia/servicos-ao-cidadao/participacao-popular	PUNCT
bracis-19061	266	2	(	(	PUNCT
bracis-19061	266	3	2021	2021	NUM
bracis-19061	266	4	)	)	PUNCT
bracis-19061	266	5	.	.	PUNCT
bracis-19061	267	1	accessed	access	VERB
bracis-19061	267	2	5	5	NUM
bracis-19061	267	3	may	may	AUX
bracis-19061	267	4	2021	2021	NUM
bracis-19061	267	5	cong	cong	VERB
bracis-19061	267	6	,	,	PUNCT
bracis-19061	267	7	y.	y.	PROPN
bracis-19061	267	8	,	,	PUNCT
bracis-19061	267	9	chen	chen	PROPN
bracis-19061	267	10	,	,	PUNCT
bracis-19061	267	11	b.	b.	PROPN
bracis-19061	267	12	,	,	PUNCT
bracis-19061	267	13	liu	liu	PROPN
bracis-19061	267	14	,	,	PUNCT
bracis-19061	267	15	h.	h.	PROPN
bracis-19061	267	16	,	,	PUNCT
bracis-19061	267	17	zhou	zhou	PROPN
bracis-19061	267	18	,	,	PUNCT
bracis-19061	267	19	m.	m.	NOUN
bracis-19061	267	20	:	:	PUNCT
bracis-19061	267	21	deep	deep	ADJ
bracis-19061	267	22	latent	latent	NOUN
bracis-19061	267	23	dirichlet	dirichlet	PROPN
bracis-19061	267	24	allocation	allocation	NOUN
bracis-19061	267	25	with	with	ADP
bracis-19061	267	26	topic	topic	NOUN
bracis-19061	267	27	-	-	PUNCT
bracis-19061	267	28	layer	layer	NOUN
bracis-19061	267	29	-	-	PUNCT
bracis-19061	267	30	adaptive	adaptive	NOUN
bracis-19061	267	31	stochastic	stochastic	NOUN
bracis-19061	267	32	gradient	gradient	NOUN
bracis-19061	267	33	riemannian	riemannian	PROPN
bracis-19061	267	34	mcmc	mcmc	PROPN
bracis-19061	267	35	.	.	PUNCT
bracis-19061	268	1	in	in	ADP
bracis-19061	268	2	:	:	PUNCT
bracis-19061	268	3	proceedings	proceeding	NOUN
bracis-19061	268	4	of	of	ADP
bracis-19061	268	5	the	the	DET
bracis-19061	268	6	34th	34th	ADJ
bracis-19061	268	7	international	international	ADJ
bracis-19061	268	8	conference	conference	NOUN
bracis-19061	268	9	on	on	ADP
bracis-19061	268	10	ml	ml	PROPN
bracis-19061	268	11	,	,	PUNCT
bracis-19061	268	12	vol	vol	NOUN
bracis-19061	268	13	.	.	PROPN
bracis-19061	268	14	70	70	NUM
bracis-19061	268	15	,	,	PUNCT
bracis-19061	268	16	pp	pp	ADJ
bracis-19061	268	17	.	.	PUNCT
bracis-19061	269	1	864–873	864–873	NUM
bracis-19061	269	2	.	.	PUNCT
bracis-19061	269	3	icml	icml	NOUN
bracis-19061	269	4	2017	2017	NUM
bracis-19061	269	5	,	,	PUNCT
bracis-19061	269	6	jmlr.org	jmlr.org	X
bracis-19061	269	7	(	(	PUNCT
bracis-19061	269	8	2017	2017	NUM
bracis-19061	269	9	)	)	PUNCT
bracis-19061	269	10	google	google	NOUN
bracis-19061	269	11	scholar	scholar	NOUN
bracis-19061	269	12	  	  	SPACE
bracis-19061	269	13	dale	dale	PROPN
bracis-19061	269	14	,	,	PUNCT
bracis-19061	269	15	r.	r.	PROPN
bracis-19061	269	16	:	:	PUNCT
bracis-19061	269	17	law	law	NOUN
bracis-19061	269	18	and	and	CCONJ
bracis-19061	269	19	word	word	NOUN
bracis-19061	269	20	order	order	NOUN
bracis-19061	269	21	:	:	PUNCT
bracis-19061	269	22	nlp	nlp	NOUN
bracis-19061	269	23	in	in	ADP
bracis-19061	269	24	legal	legal	ADJ
bracis-19061	269	25	tech	tech	NOUN
bracis-19061	269	26	.	.	PUNCT
bracis-19061	270	1	nat	nat	PROPN
bracis-19061	270	2	.	.	PUNCT
bracis-19061	271	1	lang	lang	PROPN
bracis-19061	271	2	.	.	PUNCT
bracis-19061	272	1	eng	eng	PROPN
bracis-19061	272	2	.	.	PUNCT
bracis-19061	273	1	25(1	25(1	NUM
bracis-19061	273	2	)	)	PUNCT
bracis-19061	273	3	,	,	PUNCT
bracis-19061	273	4	211–217	211–217	NUM
bracis-19061	273	5	(	(	PUNCT
bracis-19061	273	6	2019	2019	NUM
bracis-19061	273	7	)	)	PUNCT
bracis-19061	273	8	article	article	NOUN
bracis-19061	273	9	  	  	SPACE
bracis-19061	273	10	google	google	PROPN
bracis-19061	273	11	scholar	scholar	NOUN
bracis-19061	273	12	  	  	SPACE
bracis-19061	273	13	devlin	devlin	PROPN
bracis-19061	273	14	,	,	PUNCT
bracis-19061	273	15	j.	j.	PROPN
bracis-19061	273	16	,	,	PUNCT
bracis-19061	273	17	chang	chang	PROPN
bracis-19061	273	18	,	,	PUNCT
bracis-19061	273	19	m.	m.	PROPN
bracis-19061	273	20	,	,	PUNCT
bracis-19061	273	21	lee	lee	PROPN
bracis-19061	273	22	,	,	PUNCT
bracis-19061	273	23	k.	k.	PROPN
bracis-19061	273	24	,	,	PUNCT
bracis-19061	273	25	toutanova	toutanova	PROPN
bracis-19061	273	26	,	,	PUNCT
bracis-19061	273	27	k.	k.	PROPN
bracis-19061	273	28	:	:	PUNCT
bracis-19061	274	1	bert	bert	PROPN
bracis-19061	274	2	:	:	PUNCT
bracis-19061	274	3	pre	pre	ADJ
bracis-19061	274	4	-	-	NOUN
bracis-19061	274	5	training	training	NOUN
bracis-19061	274	6	of	of	ADP
bracis-19061	274	7	deep	deep	ADJ
bracis-19061	274	8	bidirectional	bidirectional	ADJ
bracis-19061	274	9	transformers	transformer	NOUN
bracis-19061	274	10	for	for	ADP
bracis-19061	274	11	language	language	NOUN
bracis-19061	274	12	understanding	understanding	NOUN
bracis-19061	274	13	.	.	PUNCT
bracis-19061	275	1	in	in	ADP
bracis-19061	275	2	:	:	PUNCT
bracis-19061	275	3	proceedings	proceeding	NOUN
bracis-19061	275	4	of	of	ADP
bracis-19061	275	5	the	the	DET
bracis-19061	275	6	2019	2019	NUM
bracis-19061	275	7	conference	conference	NOUN
bracis-19061	275	8	of	of	ADP
bracis-19061	275	9	the	the	DET
bracis-19061	275	10	north	north	ADJ
bracis-19061	275	11	american	american	ADJ
bracis-19061	275	12	chapter	chapter	NOUN
bracis-19061	275	13	of	of	ADP
bracis-19061	275	14	the	the	DET
bracis-19061	275	15	association	association	NOUN
bracis-19061	275	16	for	for	ADP
bracis-19061	275	17	comp	comp	PROPN
bracis-19061	275	18	.	.	PUNCT
bracis-19061	276	1	linguistics	linguistic	NOUN
bracis-19061	276	2	:	:	PUNCT
bracis-19061	276	3	human	human	ADJ
bracis-19061	276	4	language	language	NOUN
bracis-19061	276	5	tech	tech	NOUN
bracis-19061	276	6	,	,	PUNCT
bracis-19061	276	7	pp	pp	ADV
bracis-19061	276	8	.	.	PUNCT
bracis-19061	277	1	4171–4186	4171–4186	NUM
bracis-19061	277	2	.	.	PUNCT
bracis-19061	278	1	minnesota	minnesota	PROPN
bracis-19061	278	2	,	,	PUNCT
bracis-19061	278	3	june	june	PROPN
bracis-19061	278	4	2019	2019	NUM
bracis-19061	278	5	google	google	PROPN
bracis-19061	278	6	scholar	scholar	NOUN
bracis-19061	278	7	  	  	SPACE
bracis-19061	278	8	dieng	dieng	NOUN
bracis-19061	278	9	,	,	PUNCT
bracis-19061	278	10	a.b	a.b	PROPN
bracis-19061	278	11	.	.	PROPN
bracis-19061	278	12	,	,	PUNCT
bracis-19061	278	13	ruiz	ruiz	NOUN
bracis-19061	278	14	,	,	PUNCT
bracis-19061	278	15	f.j.r	f.j.r	NOUN
bracis-19061	278	16	.	.	PROPN
bracis-19061	278	17	,	,	PUNCT
bracis-19061	278	18	blei	blei	NOUN
bracis-19061	278	19	,	,	PUNCT
bracis-19061	278	20	d.m	d.m	PROPN
bracis-19061	278	21	.	.	PUNCT
bracis-19061	278	22	:	:	PUNCT
bracis-19061	279	1	topic	topic	NOUN
bracis-19061	279	2	modeling	modeling	NOUN
bracis-19061	279	3	in	in	ADP
bracis-19061	279	4	embedding	embed	VERB
bracis-19061	279	5	spaces	space	NOUN
bracis-19061	279	6	.	.	PUNCT
bracis-19061	280	1	transactions	transaction	NOUN
bracis-19061	280	2	of	of	ADP
bracis-19061	280	3	the	the	DET
bracis-19061	280	4	association	association	NOUN
bracis-19061	280	5	for	for	ADP
bracis-19061	280	6	computational	computational	ADJ
bracis-19061	280	7	linguistics	linguistic	NOUN
bracis-19061	280	8	8	8	NUM
bracis-19061	280	9	,	,	PUNCT
bracis-19061	280	10	439–453	439–453	NUM
bracis-19061	280	11	(	(	PUNCT
bracis-19061	280	12	2020	2020	NUM
bracis-19061	280	13	)	)	PUNCT
bracis-19061	280	14	article	article	NOUN
bracis-19061	280	15	  	  	SPACE
bracis-19061	280	16	google	google	PROPN
bracis-19061	280	17	scholar	scholar	NOUN
bracis-19061	280	18	  	  	SPACE
bracis-19061	280	19	evangelopoulos	evangelopoulo	NOUN
bracis-19061	280	20	,	,	PUNCT
bracis-19061	280	21	n.	n.	NOUN
bracis-19061	280	22	,	,	PUNCT
bracis-19061	280	23	visinescu	visinescu	PROPN
bracis-19061	280	24	,	,	PUNCT
bracis-19061	280	25	l.	l.	PROPN
bracis-19061	280	26	:	:	PUNCT
bracis-19061	280	27	text	text	NOUN
bracis-19061	280	28	-	-	PUNCT
bracis-19061	280	29	mining	mining	NOUN
bracis-19061	280	30	the	the	DET
bracis-19061	280	31	voice	voice	NOUN
bracis-19061	280	32	of	of	ADP
bracis-19061	280	33	the	the	DET
bracis-19061	280	34	people	people	NOUN
bracis-19061	280	35	.	.	PUNCT
bracis-19061	281	1	commun	commun	PROPN
bracis-19061	281	2	.	.	PUNCT
bracis-19061	282	1	acm	acm	PROPN
bracis-19061	282	2	55(2	55(2	NUM
bracis-19061	282	3	)	)	PUNCT
bracis-19061	282	4	,	,	PUNCT
bracis-19061	282	5	62–69	62–69	NUM
bracis-19061	282	6	(	(	PUNCT
bracis-19061	282	7	2012	2012	NUM
bracis-19061	282	8	)	)	PUNCT
bracis-19061	282	9	article	article	NOUN
bracis-19061	282	10	  	  	SPACE
bracis-19061	282	11	google	google	PROPN
bracis-19061	282	12	scholar	scholar	NOUN
bracis-19061	282	13	  	  	SPACE
bracis-19061	282	14	gandomi	gandomi	NOUN
bracis-19061	282	15	,	,	PUNCT
bracis-19061	282	16	a.	a.	NOUN
bracis-19061	282	17	,	,	PUNCT
bracis-19061	282	18	haider	haider	PROPN
bracis-19061	282	19	,	,	PUNCT
bracis-19061	282	20	m.	m.	NOUN
bracis-19061	282	21	:	:	PUNCT
bracis-19061	282	22	beyond	beyond	ADP
bracis-19061	282	23	the	the	DET
bracis-19061	282	24	hype	hype	NOUN
bracis-19061	282	25	:	:	PUNCT
bracis-19061	282	26	big	big	ADJ
bracis-19061	282	27	data	datum	NOUN
bracis-19061	282	28	concepts	concept	NOUN
bracis-19061	282	29	,	,	PUNCT
bracis-19061	282	30	methods	method	NOUN
bracis-19061	282	31	,	,	PUNCT
bracis-19061	282	32	and	and	CCONJ
bracis-19061	282	33	analytics	analytic	NOUN
bracis-19061	282	34	.	.	PUNCT
bracis-19061	283	1	int	int	NOUN
bracis-19061	283	2	.	.	PUNCT
bracis-19061	284	1	j.	j.	PROPN
bracis-19061	284	2	inf	inf	PROPN
bracis-19061	284	3	.	.	PUNCT
bracis-19061	284	4	manage	manage	VERB
bracis-19061	284	5	.	.	PUNCT
bracis-19061	285	1	35(2	35(2	NUM
bracis-19061	285	2	)	)	PUNCT
bracis-19061	285	3	,	,	PUNCT
bracis-19061	285	4	137–144	137–144	NUM
bracis-19061	285	5	(	(	PUNCT
bracis-19061	285	6	2015	2015	NUM
bracis-19061	285	7	)	)	PUNCT
bracis-19061	285	8	article	article	NOUN
bracis-19061	285	9	  	  	SPACE
bracis-19061	285	10	google	google	PROPN
bracis-19061	285	11	scholar	scholar	NOUN
bracis-19061	285	12	  	  	SPACE
bracis-19061	285	13	gao	gao	PROPN
bracis-19061	285	14	,	,	PUNCT
bracis-19061	285	15	t.	t.	PROPN
bracis-19061	285	16	,	,	PUNCT
bracis-19061	285	17	yao	yao	PROPN
bracis-19061	285	18	,	,	PUNCT
bracis-19061	285	19	x.	x.	PROPN
bracis-19061	285	20	,	,	PUNCT
bracis-19061	285	21	chen	chen	PROPN
bracis-19061	285	22	,	,	PUNCT
bracis-19061	285	23	d.	d.	PROPN
bracis-19061	285	24	:	:	PUNCT
bracis-19061	286	1	simcse	simcse	NOUN
bracis-19061	286	2	:	:	PUNCT
bracis-19061	286	3	simple	simple	ADJ
bracis-19061	286	4	contrastive	contrastive	ADJ
bracis-19061	286	5	learning	learning	NOUN
bracis-19061	286	6	of	of	ADP
bracis-19061	286	7	sentence	sentence	NOUN
bracis-19061	286	8	embeddings	embedding	NOUN
bracis-19061	286	9	.	.	PUNCT
bracis-19061	287	1	https://arxiv.org/abs/2104.08821	https://arxiv.org/abs/2104.08821	NOUN
bracis-19061	287	2	(	(	PUNCT
bracis-19061	287	3	2021	2021	NUM
bracis-19061	287	4	)	)	PUNCT
bracis-19061	287	5	.	.	PUNCT
bracis-19061	288	1	accessed	access	VERB
bracis-19061	288	2	5	5	NUM
bracis-19061	288	3	may	may	PROPN
bracis-19061	288	4	2021	2021	NUM
bracis-19061	288	5	giorgi	giorgi	NOUN
bracis-19061	288	6	,	,	PUNCT
bracis-19061	288	7	j.	j.	PROPN
bracis-19061	288	8	,	,	PUNCT
bracis-19061	288	9	nitski	nitski	PROPN
bracis-19061	288	10	,	,	PUNCT
bracis-19061	288	11	o.	o.	PROPN
bracis-19061	288	12	,	,	PUNCT
bracis-19061	288	13	wang	wang	PROPN
bracis-19061	288	14	,	,	PUNCT
bracis-19061	288	15	b.	b.	PROPN
bracis-19061	288	16	,	,	PUNCT
bracis-19061	288	17	bader	bader	PROPN
bracis-19061	288	18	,	,	PUNCT
bracis-19061	288	19	g.	g.	NOUN
bracis-19061	288	20	:	:	PUNCT
bracis-19061	288	21	declutr	declutr	NOUN
bracis-19061	288	22	:	:	PUNCT
bracis-19061	288	23	deep	deep	ADJ
bracis-19061	288	24	contrastive	contrastive	ADJ
bracis-19061	288	25	learning	learning	NOUN
bracis-19061	288	26	for	for	ADP
bracis-19061	288	27	unsupervised	unsupervised	ADJ
bracis-19061	288	28	textual	textual	ADJ
bracis-19061	288	29	representations	representation	NOUN
bracis-19061	288	30	(	(	PUNCT
bracis-19061	288	31	2021	2021	NUM
bracis-19061	288	32	)	)	PUNCT
bracis-19061	288	33	google	google	NOUN
bracis-19061	288	34	scholar	scholar	NOUN
bracis-19061	288	35	  	  	SPACE
bracis-19061	288	36	grootendorst	grootendorst	PROPN
bracis-19061	288	37	,	,	PUNCT
bracis-19061	288	38	m.	m.	NOUN
bracis-19061	288	39	:	:	PUNCT
bracis-19061	289	1	bertopic	bertopic	NOUN
bracis-19061	289	2	:	:	PUNCT
bracis-19061	289	3	leveraging	leverage	VERB
bracis-19061	289	4	bert	bert	NOUN
bracis-19061	289	5	and	and	CCONJ
bracis-19061	289	6	c	c	NOUN
bracis-19061	289	7	-	-	PUNCT
bracis-19061	289	8	tf	tf	NUM
bracis-19061	289	9	-	-	PUNCT
bracis-19061	289	10	idf	idf	PROPN
bracis-19061	289	11	to	to	PART
bracis-19061	289	12	create	create	VERB
bracis-19061	289	13	easily	easily	ADV
bracis-19061	289	14	interpretable	interpretable	ADJ
bracis-19061	289	15	topics	topic	NOUN
bracis-19061	289	16	.	.	PUNCT
bracis-19061	290	1	https://doi.org/10.5281/zenodo.4381785	https://doi.org/10.5281/zenodo.4381785	ADV
bracis-19061	290	2	,	,	PUNCT
bracis-19061	290	3	note	note	NOUN
bracis-19061	290	4	=	=	SYM
bracis-19061	290	5	accessed	access	VERB
bracis-19061	290	6	5	5	NUM
bracis-19061	290	7	may	may	PROPN
bracis-19061	290	8	2021	2021	NUM
bracis-19061	290	9	harris	harris	PROPN
bracis-19061	290	10	,	,	PUNCT
bracis-19061	290	11	z.	z.	PROPN
bracis-19061	290	12	:	:	PUNCT
bracis-19061	290	13	word	word	NOUN
bracis-19061	290	14	10(2–3	10(2–3	PROPN
bracis-19061	290	15	)	)	PUNCT
bracis-19061	290	16	,	,	PUNCT
bracis-19061	290	17	146–162	146–162	NUM
bracis-19061	290	18	(	(	PUNCT
bracis-19061	290	19	1954	1954	NUM
bracis-19061	290	20	)	)	PUNCT
bracis-19061	290	21	google	google	PROPN
bracis-19061	290	22	scholar	scholar	NOUN
bracis-19061	290	23	  	  	SPACE
bracis-19061	290	24	hofmann	hofmann	PROPN
bracis-19061	290	25	,	,	PUNCT
bracis-19061	290	26	t.	t.	PROPN
bracis-19061	290	27	:	:	PUNCT
bracis-19061	290	28	probabilistic	probabilistic	ADJ
bracis-19061	290	29	latent	latent	ADJ
bracis-19061	290	30	semantic	semantic	ADJ
bracis-19061	290	31	indexing	indexing	NOUN
bracis-19061	290	32	.	.	PUNCT
bracis-19061	291	1	in	in	ADP
bracis-19061	291	2	:	:	PUNCT
bracis-19061	291	3	proceedings	proceeding	NOUN
bracis-19061	291	4	of	of	ADP
bracis-19061	291	5	the	the	DET
bracis-19061	291	6	22nd	22nd	ADJ
bracis-19061	291	7	annual	annual	ADJ
bracis-19061	291	8	international	international	PROPN
bracis-19061	291	9	acm	acm	PROPN
bracis-19061	291	10	sigir	sigir	PROPN
bracis-19061	291	11	conference	conference	PROPN
bracis-19061	291	12	on	on	ADP
bracis-19061	291	13	research	research	NOUN
bracis-19061	291	14	and	and	CCONJ
bracis-19061	291	15	development	development	NOUN
bracis-19061	291	16	in	in	ADP
bracis-19061	291	17	information	information	NOUN
bracis-19061	291	18	retrieval	retrieval	NOUN
bracis-19061	291	19	.	.	PUNCT
bracis-19061	292	1	sigir	sigir	PROPN
bracis-19061	292	2	1999	1999	NUM
bracis-19061	292	3	,	,	PUNCT
bracis-19061	292	4	pp	pp	ADP
bracis-19061	292	5	.	.	PUNCT
bracis-19061	293	1	50–57	50–57	NUM
bracis-19061	293	2	.	.	PUNCT
bracis-19061	294	1	association	association	NOUN
bracis-19061	294	2	for	for	ADP
bracis-19061	294	3	computing	compute	VERB
bracis-19061	294	4	machinery	machinery	NOUN
bracis-19061	294	5	,	,	PUNCT
bracis-19061	294	6	new	new	PROPN
bracis-19061	294	7	york	york	PROPN
bracis-19061	294	8	,	,	PUNCT
bracis-19061	294	9	ny	ny	PROPN
bracis-19061	294	10	,	,	PUNCT
bracis-19061	294	11	usa	usa	PROPN
bracis-19061	294	12	(	(	PUNCT
bracis-19061	294	13	1999	1999	NUM
bracis-19061	294	14	)	)	PUNCT
bracis-19061	294	15	google	google	PROPN
bracis-19061	294	16	scholar	scholar	NOUN
bracis-19061	294	17	  	  	SPACE
bracis-19061	294	18	mahyoub	mahyoub	NOUN
bracis-19061	294	19	,	,	PUNCT
bracis-19061	294	20	m.	m.	NOUN
bracis-19061	294	21	,	,	PUNCT
bracis-19061	294	22	hind	hind	NOUN
bracis-19061	294	23	,	,	PUNCT
bracis-19061	294	24	j.	j.	PROPN
bracis-19061	294	25	,	,	PUNCT
bracis-19061	294	26	woods	woods	PROPN
bracis-19061	294	27	,	,	PUNCT
bracis-19061	294	28	d.	d.	PROPN
bracis-19061	294	29	,	,	PUNCT
bracis-19061	294	30	wong	wong	PROPN
bracis-19061	294	31	,	,	PUNCT
bracis-19061	294	32	c.	c.	PROPN
bracis-19061	294	33	,	,	PUNCT
bracis-19061	294	34	hussain	hussain	PROPN
bracis-19061	294	35	,	,	PUNCT
bracis-19061	294	36	a.	a.	NOUN
bracis-19061	294	37	,	,	PUNCT
bracis-19061	294	38	aljumeily	aljumeily	PROPN
bracis-19061	294	39	,	,	PUNCT
bracis-19061	294	40	d.	d.	NOUN
bracis-19061	294	41	:	:	PUNCT
bracis-19061	294	42	hierarchical	hierarchical	ADJ
bracis-19061	294	43	text	text	NOUN
bracis-19061	294	44	clustering	clustering	NOUN
bracis-19061	294	45	and	and	CCONJ
bracis-19061	294	46	categorisation	categorisation	NOUN
bracis-19061	294	47	using	use	VERB
bracis-19061	294	48	a	a	DET
bracis-19061	294	49	semi	semi	ADJ
bracis-19061	294	50	-	-	ADJ
bracis-19061	294	51	supervised	supervised	ADJ
bracis-19061	294	52	framework	framework	NOUN
bracis-19061	294	53	.	.	PUNCT
bracis-19061	295	1	in	in	ADP
bracis-19061	295	2	:	:	PUNCT
bracis-19061	295	3	2019	2019	NUM
bracis-19061	295	4	12th	12th	ADJ
bracis-19061	295	5	international	international	ADJ
bracis-19061	295	6	conference	conference	NOUN
bracis-19061	295	7	on	on	ADP
bracis-19061	295	8	developments	development	NOUN
bracis-19061	295	9	in	in	ADP
bracis-19061	295	10	esystems	esystem	NOUN
bracis-19061	295	11	engineering	engineer	VERB
bracis-19061	295	12	(	(	PUNCT
bracis-19061	295	13	dese	dese	NOUN
bracis-19061	295	14	)	)	PUNCT
bracis-19061	295	15	.	.	PUNCT
bracis-19061	296	1	ieee	ieee	PROPN
bracis-19061	296	2	,	,	PUNCT
bracis-19061	296	3	october	october	PROPN
bracis-19061	296	4	2019	2019	NUM
bracis-19061	296	5	google	google	PROPN
bracis-19061	296	6	scholar	scholar	NOUN
bracis-19061	296	7	  	  	SPACE
bracis-19061	296	8	mikolov	mikolov	NOUN
bracis-19061	296	9	,	,	PUNCT
bracis-19061	296	10	t.	t.	PROPN
bracis-19061	296	11	,	,	PUNCT
bracis-19061	296	12	chen	chen	PROPN
bracis-19061	296	13	,	,	PUNCT
bracis-19061	296	14	k.	k.	PROPN
bracis-19061	296	15	,	,	PUNCT
bracis-19061	296	16	corrado	corrado	PROPN
bracis-19061	296	17	,	,	PUNCT
bracis-19061	296	18	g.	g.	PROPN
bracis-19061	296	19	,	,	PUNCT
bracis-19061	296	20	dean	dean	PROPN
bracis-19061	296	21	,	,	PUNCT
bracis-19061	296	22	j.	j.	PROPN
bracis-19061	296	23	:	:	PUNCT
bracis-19061	296	24	efficient	efficient	ADJ
bracis-19061	296	25	estimation	estimation	NOUN
bracis-19061	296	26	of	of	ADP
bracis-19061	296	27	word	word	NOUN
bracis-19061	296	28	representations	representation	NOUN
bracis-19061	296	29	in	in	ADP
bracis-19061	296	30	vector	vector	NOUN
bracis-19061	296	31	space	space	NOUN
bracis-19061	296	32	(	(	PUNCT
bracis-19061	296	33	2013	2013	NUM
bracis-19061	296	34	)	)	PUNCT
bracis-19061	296	35	google	google	PROPN
bracis-19061	296	36	scholar	scholar	NOUN
bracis-19061	296	37	  	  	SPACE
bracis-19061	296	38	moody	moody	NOUN
bracis-19061	296	39	,	,	PUNCT
bracis-19061	296	40	c.e	c.e	PROPN
bracis-19061	296	41	.	.	PROPN
bracis-19061	296	42	:	:	PUNCT
bracis-19061	297	1	mixing	mix	VERB
bracis-19061	297	2	dirichlet	dirichlet	NOUN
bracis-19061	297	3	topic	topic	NOUN
bracis-19061	297	4	models	model	NOUN
bracis-19061	297	5	and	and	CCONJ
bracis-19061	297	6	word	word	NOUN
bracis-19061	297	7	embeddings	embedding	NOUN
bracis-19061	297	8	to	to	PART
bracis-19061	297	9	make	make	VERB
bracis-19061	297	10	lda2vec	lda2vec	NOUN
bracis-19061	297	11	(	(	PUNCT
bracis-19061	297	12	2016	2016	NUM
bracis-19061	297	13	)	)	PUNCT
bracis-19061	297	14	google	google	PROPN
bracis-19061	297	15	scholar	scholar	NOUN
bracis-19061	297	16	  	  	SPACE
bracis-19061	297	17	nay	nay	PROPN
bracis-19061	297	18	,	,	PUNCT
bracis-19061	297	19	j.j	j.j	PROPN
bracis-19061	297	20	.	.	PROPN
bracis-19061	297	21	:	:	PUNCT
bracis-19061	297	22	predicting	predict	VERB
bracis-19061	297	23	and	and	CCONJ
bracis-19061	297	24	understanding	understand	VERB
bracis-19061	297	25	law	law	NOUN
bracis-19061	297	26	-	-	PUNCT
bracis-19061	297	27	making	making	NOUN
bracis-19061	297	28	with	with	ADP
bracis-19061	297	29	word	word	NOUN
bracis-19061	297	30	vectors	vector	NOUN
bracis-19061	297	31	and	and	CCONJ
bracis-19061	297	32	an	an	DET
bracis-19061	297	33	ensemble	ensemble	ADJ
bracis-19061	297	34	model	model	NOUN
bracis-19061	297	35	.	.	PUNCT
bracis-19061	298	1	plos	plos	PROPN
bracis-19061	298	2	one	one	NUM
bracis-19061	298	3	12(5	12(5	NUM
bracis-19061	298	4	)	)	PUNCT
bracis-19061	298	5	,	,	PUNCT
bracis-19061	298	6	e0176999	e0176999	X
bracis-19061	298	7	(	(	PUNCT
bracis-19061	298	8	2017	2017	NUM
bracis-19061	298	9	)	)	PUNCT
bracis-19061	298	10	google	google	PROPN
bracis-19061	298	11	scholar	scholar	NOUN
bracis-19061	298	12	  	  	SPACE
bracis-19061	298	13	nebu	nebu	PROPN
bracis-19061	298	14	,	,	PUNCT
bracis-19061	298	15	c.m	c.m	PROPN
bracis-19061	298	16	.	.	PROPN
bracis-19061	298	17	,	,	PUNCT
bracis-19061	298	18	joseph	joseph	PROPN
bracis-19061	298	19	,	,	PUNCT
bracis-19061	298	20	s.	s.	PROPN
bracis-19061	298	21	:	:	PUNCT
bracis-19061	298	22	semi	semi	ADJ
bracis-19061	298	23	-	-	ADJ
bracis-19061	298	24	supervised	supervised	ADJ
bracis-19061	298	25	clustering	clustering	NOUN
bracis-19061	298	26	with	with	ADP
bracis-19061	298	27	soft	soft	ADJ
bracis-19061	298	28	labels	label	NOUN
bracis-19061	298	29	.	.	PUNCT
bracis-19061	299	1	in	in	ADP
bracis-19061	299	2	:	:	PUNCT
bracis-19061	299	3	2015	2015	NUM
bracis-19061	299	4	international	international	ADJ
bracis-19061	299	5	conference	conference	NOUN
bracis-19061	299	6	on	on	ADP
bracis-19061	299	7	control	control	NOUN
bracis-19061	299	8	communication	communication	NOUN
bracis-19061	299	9	&	&	CCONJ
bracis-19061	299	10	computing	computing	PROPN
bracis-19061	299	11	india	india	PROPN
bracis-19061	299	12	(	(	PUNCT
bracis-19061	299	13	iccc	iccc	PROPN
bracis-19061	299	14	)	)	PUNCT
bracis-19061	299	15	.	.	PUNCT
bracis-19061	300	1	ieee	ieee	PROPN
bracis-19061	300	2	,	,	PUNCT
bracis-19061	300	3	november	november	PROPN
bracis-19061	300	4	2015	2015	NUM
bracis-19061	300	5	google	google	PROPN
bracis-19061	300	6	scholar	scholar	NOUN
bracis-19061	300	7	  	  	SPACE
bracis-19061	300	8	papadimitriou	papadimitriou	NOUN
bracis-19061	300	9	,	,	PUNCT
bracis-19061	300	10	c.	c.	NOUN
bracis-19061	300	11	,	,	PUNCT
bracis-19061	300	12	raghavan	raghavan	PROPN
bracis-19061	300	13	,	,	PUNCT
bracis-19061	300	14	p.	p.	PROPN
bracis-19061	300	15	,	,	PUNCT
bracis-19061	300	16	tamaki	tamaki	PROPN
bracis-19061	300	17	,	,	PUNCT
bracis-19061	300	18	h.	h.	PROPN
bracis-19061	300	19	,	,	PUNCT
bracis-19061	300	20	vempala	vempala	PROPN
bracis-19061	300	21	,	,	PUNCT
bracis-19061	300	22	s.	s.	PROPN
bracis-19061	300	23	:	:	PUNCT
bracis-19061	300	24	latent	latent	PROPN
bracis-19061	300	25	semantic	semantic	ADJ
bracis-19061	300	26	indexing	indexing	NOUN
bracis-19061	300	27	:	:	PUNCT
bracis-19061	300	28	a	a	DET
bracis-19061	300	29	probabilistic	probabilistic	ADJ
bracis-19061	300	30	analysis	analysis	NOUN
bracis-19061	300	31	.	.	PUNCT
bracis-19061	301	1	j.	j.	PROPN
bracis-19061	301	2	comput	comput	PROPN
bracis-19061	301	3	.	.	PUNCT
bracis-19061	302	1	syst	syst	PROPN
bracis-19061	302	2	.	.	PUNCT
bracis-19061	303	1	sci	sci	PROPN
bracis-19061	303	2	.	.	PUNCT
bracis-19061	303	3	61(2	61(2	NUM
bracis-19061	303	4	)	)	PUNCT
bracis-19061	303	5	,	,	PUNCT
bracis-19061	303	6	217–235	217–235	NUM
bracis-19061	303	7	(	(	PUNCT
bracis-19061	303	8	2000	2000	NUM
bracis-19061	303	9	)	)	PUNCT
bracis-19061	303	10	article	article	NOUN
bracis-19061	303	11	  	  	SPACE
bracis-19061	303	12	mathscinet	mathscinet	NOUN
bracis-19061	303	13	  	  	SPACE
bracis-19061	303	14	google	google	PROPN
bracis-19061	303	15	scholar	scholar	NOUN
bracis-19061	303	16	  	  	SPACE
bracis-19061	303	17	parmelee	parmelee	NOUN
bracis-19061	303	18	,	,	PUNCT
bracis-19061	303	19	j.h	j.h	PROPN
bracis-19061	303	20	.	.	PROPN
bracis-19061	303	21	,	,	PUNCT
bracis-19061	303	22	bichard	bichard	NOUN
bracis-19061	303	23	,	,	PUNCT
bracis-19061	303	24	s.l	s.l	PROPN
bracis-19061	303	25	.	.	PROPN
bracis-19061	303	26	:	:	PUNCT
bracis-19061	304	1	politics	politic	NOUN
bracis-19061	304	2	and	and	CCONJ
bracis-19061	304	3	the	the	DET
bracis-19061	304	4	twitter	twitter	NOUN
bracis-19061	304	5	revolution	revolution	NOUN
bracis-19061	304	6	:	:	PUNCT
bracis-19061	304	7	how	how	SCONJ
bracis-19061	304	8	tweets	tweet	NOUN
bracis-19061	304	9	influence	influence	VERB
bracis-19061	304	10	the	the	DET
bracis-19061	304	11	relationship	relationship	NOUN
bracis-19061	304	12	between	between	ADP
bracis-19061	304	13	political	political	ADJ
bracis-19061	304	14	leaders	leader	NOUN
bracis-19061	304	15	and	and	CCONJ
bracis-19061	304	16	the	the	DET
bracis-19061	304	17	public	public	NOUN
bracis-19061	304	18	.	.	PUNCT
bracis-19061	305	1	lexington	lexington	PROPN
bracis-19061	305	2	books	book	NOUN
bracis-19061	305	3	,	,	PUNCT
bracis-19061	305	4	lanham	lanham	PROPN
bracis-19061	305	5	(	(	PUNCT
bracis-19061	305	6	2011	2011	NUM
bracis-19061	305	7	)	)	PUNCT
bracis-19061	305	8	google	google	PROPN
bracis-19061	305	9	scholar	scholar	NOUN
bracis-19061	305	10	  	  	SPACE
bracis-19061	305	11	pavan	pavan	PROPN
bracis-19061	305	12	,	,	PUNCT
bracis-19061	305	13	j.n.s	j.n.s	PROPN
bracis-19061	305	14	.	.	PROPN
bracis-19061	305	15	,	,	PUNCT
bracis-19061	305	16	pinochet	pinochet	PROPN
bracis-19061	305	17	,	,	PUNCT
bracis-19061	305	18	l.h.c	l.h.c	PROPN
bracis-19061	305	19	.	.	PROPN
bracis-19061	305	20	,	,	PUNCT
bracis-19061	305	21	de	de	X
bracis-19061	305	22	brelàz	brelàz	X
bracis-19061	305	23	,	,	PUNCT
bracis-19061	305	24	g.	g.	PROPN
bracis-19061	305	25	,	,	PUNCT
bracis-19061	305	26	dos	do	VERB
bracis-19061	305	27	santos	santos	PROPN
bracis-19061	305	28	júnior	júnior	PROPN
bracis-19061	305	29	,	,	PUNCT
bracis-19061	305	30	d.l	d.l	PROPN
bracis-19061	305	31	.	.	PROPN
bracis-19061	305	32	,	,	PUNCT
bracis-19061	305	33	ribeiro	ribeiro	PROPN
bracis-19061	305	34	,	,	PUNCT
bracis-19061	305	35	d.m.n.m	d.m.n.m	PROPN
bracis-19061	305	36	.	.	PUNCT
bracis-19061	305	37	:	:	PUNCT
bracis-19061	306	1	study	study	NOUN
bracis-19061	306	2	of	of	ADP
bracis-19061	306	3	citizen	citizen	NOUN
bracis-19061	306	4	engagement	engagement	NOUN
bracis-19061	306	5	in	in	ADP
bracis-19061	306	6	the	the	DET
bracis-19061	306	7	participation	participation	NOUN
bracis-19061	306	8	of	of	ADP
bracis-19061	306	9	elective	elective	ADJ
bracis-19061	306	10	mandate	mandate	NOUN
bracis-19061	306	11	actions	action	NOUN
bracis-19061	306	12	in	in	ADP
bracis-19061	306	13	the	the	DET
bracis-19061	306	14	brazilian	brazilian	ADJ
bracis-19061	306	15	legislature	legislature	NOUN
bracis-19061	306	16	:	:	PUNCT
bracis-19061	306	17	analysis	analysis	NOUN
bracis-19061	306	18	of	of	ADP
bracis-19061	306	19	the	the	DET
bracis-19061	306	20	use	use	NOUN
bracis-19061	306	21	of	of	ADP
bracis-19061	306	22	political	political	ADJ
bracis-19061	306	23	techs	tech	NOUN
bracis-19061	306	24	.	.	PUNCT
bracis-19061	307	1	cadernos	cadernos	PROPN
bracis-19061	307	2	ebape.br	ebape.br	PROPN
bracis-19061	307	3	18(3	18(3	NUM
bracis-19061	307	4	)	)	PUNCT
bracis-19061	307	5	,	,	PUNCT
bracis-19061	308	1	525–542	525–542	NUM
bracis-19061	308	2	,	,	PUNCT
bracis-19061	308	3	september	september	PROPN
bracis-19061	308	4	2020	2020	NUM
bracis-19061	308	5	google	google	PROPN
bracis-19061	308	6	scholar	scholar	NOUN
bracis-19061	308	7	  	  	SPACE
bracis-19061	308	8	pennington	pennington	PROPN
bracis-19061	308	9	,	,	PUNCT
bracis-19061	308	10	j.	j.	PROPN
bracis-19061	308	11	,	,	PUNCT
bracis-19061	308	12	socher	socher	PROPN
bracis-19061	308	13	,	,	PUNCT
bracis-19061	308	14	r.	r.	PROPN
bracis-19061	308	15	,	,	PUNCT
bracis-19061	308	16	manning	manning	NOUN
bracis-19061	308	17	,	,	PUNCT
bracis-19061	308	18	c.	c.	NOUN
bracis-19061	308	19	:	:	PUNCT
bracis-19061	308	20	glove	glove	NOUN
bracis-19061	308	21	:	:	PUNCT
bracis-19061	308	22	global	global	ADJ
bracis-19061	308	23	vectors	vector	NOUN
bracis-19061	308	24	for	for	ADP
bracis-19061	308	25	word	word	NOUN
bracis-19061	308	26	representation	representation	NOUN
bracis-19061	308	27	.	.	PUNCT
bracis-19061	309	1	in	in	ADP
bracis-19061	309	2	:	:	PUNCT
bracis-19061	309	3	proceedings	proceeding	NOUN
bracis-19061	309	4	of	of	ADP
bracis-19061	309	5	the	the	DET
bracis-19061	309	6	2014	2014	NUM
bracis-19061	309	7	conference	conference	NOUN
bracis-19061	309	8	on	on	ADP
bracis-19061	309	9	empirical	empirical	ADJ
bracis-19061	309	10	methods	method	NOUN
bracis-19061	309	11	in	in	ADP
bracis-19061	309	12	natural	natural	ADJ
bracis-19061	309	13	language	language	NOUN
bracis-19061	309	14	processing	processing	NOUN
bracis-19061	309	15	(	(	PUNCT
bracis-19061	309	16	emnlp	emnlp	ADJ
bracis-19061	309	17	)	)	PUNCT
bracis-19061	309	18	,	,	PUNCT
bracis-19061	309	19	pp	pp	PROPN
bracis-19061	309	20	.	.	PUNCT
bracis-19061	309	21	1532–1543	1532–1543	NUM
bracis-19061	309	22	.	.	PUNCT
bracis-19061	309	23	association	association	NOUN
bracis-19061	309	24	for	for	ADP
bracis-19061	309	25	computational	computational	ADJ
bracis-19061	309	26	linguistics	linguistic	NOUN
bracis-19061	309	27	,	,	PUNCT
bracis-19061	309	28	doha	doha	PROPN
bracis-19061	309	29	,	,	PUNCT
bracis-19061	309	30	qatar	qatar	PROPN
bracis-19061	309	31	,	,	PUNCT
bracis-19061	309	32	october	october	PROPN
bracis-19061	309	33	2014	2014	NUM
bracis-19061	309	34	google	google	PROPN
bracis-19061	309	35	scholar	scholar	NOUN
bracis-19061	309	36	  	  	SPACE
bracis-19061	309	37	reimers	reimer	NOUN
bracis-19061	309	38	,	,	PUNCT
bracis-19061	309	39	n.	n.	NOUN
bracis-19061	309	40	,	,	PUNCT
bracis-19061	309	41	gurevych	gurevych	NOUN
bracis-19061	309	42	,	,	PUNCT
bracis-19061	309	43	i.	i.	NOUN
bracis-19061	309	44	:	:	PUNCT
bracis-19061	309	45	sentence	sentence	NOUN
bracis-19061	309	46	-	-	PUNCT
bracis-19061	309	47	bert	bert	PROPN
bracis-19061	309	48	:	:	PUNCT
bracis-19061	309	49	sentence	sentence	NOUN
bracis-19061	309	50	embeddings	embedding	NOUN
bracis-19061	309	51	using	use	VERB
bracis-19061	309	52	siamese	siamese	ADJ
bracis-19061	309	53	bert	bert	NOUN
bracis-19061	309	54	-	-	PUNCT
bracis-19061	309	55	networks	network	NOUN
bracis-19061	309	56	.	.	PUNCT
bracis-19061	310	1	in	in	ADP
bracis-19061	310	2	:	:	PUNCT
bracis-19061	310	3	proceedings	proceeding	NOUN
bracis-19061	310	4	of	of	ADP
bracis-19061	310	5	the	the	DET
bracis-19061	310	6	2019	2019	NUM
bracis-19061	310	7	conference	conference	NOUN
bracis-19061	310	8	on	on	ADP
bracis-19061	310	9	empirical	empirical	ADJ
bracis-19061	310	10	methods	method	NOUN
bracis-19061	310	11	in	in	ADP
bracis-19061	310	12	nlp	nlp	NOUN
bracis-19061	310	13	and	and	CCONJ
bracis-19061	310	14	the	the	DET
bracis-19061	310	15	9th	9th	ADJ
bracis-19061	310	16	international	international	ADJ
bracis-19061	310	17	joint	joint	ADJ
bracis-19061	310	18	conference	conference	NOUN
bracis-19061	310	19	on	on	ADP
bracis-19061	310	20	nlp	nlp	NOUN
bracis-19061	310	21	(	(	PUNCT
bracis-19061	310	22	emnlp	emnlp	NOUN
bracis-19061	310	23	-	-	PUNCT
bracis-19061	310	24	ijcnlp	ijcnlp	NOUN
bracis-19061	310	25	)	)	PUNCT
bracis-19061	310	26	,	,	PUNCT
bracis-19061	310	27	pp	pp	ADJ
bracis-19061	310	28	.	.	PUNCT
bracis-19061	310	29	3982–3992	3982–3992	NUM
bracis-19061	310	30	.	.	PUNCT
bracis-19061	311	1	acl	acl	PROPN
bracis-19061	311	2	,	,	PUNCT
bracis-19061	311	3	hong	hong	PROPN
bracis-19061	311	4	kong	kong	PROPN
bracis-19061	311	5	,	,	PUNCT
bracis-19061	311	6	china	china	PROPN
bracis-19061	311	7	,	,	PUNCT
bracis-19061	311	8	november	november	PROPN
bracis-19061	311	9	2019	2019	NUM
bracis-19061	311	10	google	google	PROPN
bracis-19061	311	11	scholar	scholar	NOUN
bracis-19061	311	12	  	  	SPACE
bracis-19061	311	13	reimers	reimer	NOUN
bracis-19061	311	14	,	,	PUNCT
bracis-19061	311	15	n.	n.	NOUN
bracis-19061	311	16	,	,	PUNCT
bracis-19061	311	17	gurevych	gurevych	NOUN
bracis-19061	311	18	,	,	PUNCT
bracis-19061	311	19	i.	i.	NOUN
bracis-19061	311	20	:	:	PUNCT
bracis-19061	311	21	making	make	VERB
bracis-19061	311	22	monolingual	monolingual	ADJ
bracis-19061	311	23	sentence	sentence	NOUN
bracis-19061	311	24	embeddings	embedding	NOUN
bracis-19061	311	25	multilingual	multilingual	ADJ
bracis-19061	311	26	using	use	VERB
bracis-19061	311	27	knowledge	knowledge	NOUN
bracis-19061	311	28	distillation	distillation	NOUN
bracis-19061	311	29	.	.	PUNCT
bracis-19061	312	1	in	in	ADP
bracis-19061	312	2	:	:	PUNCT
bracis-19061	312	3	proceedings	proceeding	NOUN
bracis-19061	312	4	of	of	ADP
bracis-19061	312	5	the	the	DET
bracis-19061	312	6	2020	2020	NUM
bracis-19061	312	7	conference	conference	NOUN
bracis-19061	312	8	on	on	ADP
bracis-19061	312	9	empirical	empirical	ADJ
bracis-19061	312	10	methods	method	NOUN
bracis-19061	312	11	in	in	ADP
bracis-19061	312	12	nlp	nlp	NOUN
bracis-19061	312	13	.	.	PUNCT
bracis-19061	313	1	acl	acl	PROPN
bracis-19061	313	2	,	,	PUNCT
bracis-19061	313	3	november	november	PROPN
bracis-19061	313	4	2020	2020	NUM
bracis-19061	313	5	google	google	PROPN
bracis-19061	313	6	scholar	scholar	NOUN
bracis-19061	313	7	  	  	SPACE
bracis-19061	313	8	röder	röder	NOUN
bracis-19061	313	9	,	,	PUNCT
bracis-19061	313	10	m.	m.	NOUN
bracis-19061	313	11	,	,	PUNCT
bracis-19061	313	12	both	both	PRON
bracis-19061	313	13	,	,	PUNCT
bracis-19061	313	14	a.	a.	NOUN
bracis-19061	313	15	,	,	PUNCT
bracis-19061	313	16	hinneburg	hinneburg	PROPN
bracis-19061	313	17	,	,	PUNCT
bracis-19061	313	18	a.	a.	NOUN
bracis-19061	313	19	:	:	PUNCT
bracis-19061	313	20	exploring	explore	VERB
bracis-19061	313	21	the	the	DET
bracis-19061	313	22	space	space	NOUN
bracis-19061	313	23	of	of	ADP
bracis-19061	313	24	topic	topic	NOUN
bracis-19061	313	25	coherence	coherence	NOUN
bracis-19061	313	26	measures	measure	NOUN
bracis-19061	313	27	.	.	PUNCT
bracis-19061	314	1	in	in	ADP
bracis-19061	314	2	:	:	PUNCT
bracis-19061	314	3	proceedings	proceeding	NOUN
bracis-19061	314	4	of	of	ADP
bracis-19061	314	5	the	the	DET
bracis-19061	314	6	8a	8a	PROPN
bracis-19061	314	7	acm	acm	PROPN
bracis-19061	314	8	international	international	PROPN
bracis-19061	314	9	conference	conference	NOUN
bracis-19061	314	10	on	on	ADP
bracis-19061	314	11	web	web	NOUN
bracis-19061	314	12	search	search	NOUN
bracis-19061	314	13	and	and	CCONJ
bracis-19061	314	14	data	datum	NOUN
bracis-19061	314	15	mining	mining	NOUN
bracis-19061	314	16	,	,	PUNCT
bracis-19061	314	17	pp	pp	ADJ
bracis-19061	314	18	.	.	PUNCT
bracis-19061	315	1	399–408	399–408	NUM
bracis-19061	315	2	.	.	PUNCT
bracis-19061	315	3	wsdm	wsdm	VERB
bracis-19061	315	4	2015	2015	NUM
bracis-19061	315	5	,	,	PUNCT
bracis-19061	315	6	new	new	PROPN
bracis-19061	315	7	york	york	PROPN
bracis-19061	315	8	,	,	PUNCT
bracis-19061	315	9	ny	ny	PROPN
bracis-19061	315	10	,	,	PUNCT
bracis-19061	315	11	usa	usa	PROPN
bracis-19061	315	12	(	(	PUNCT
bracis-19061	315	13	2015	2015	NUM
bracis-19061	315	14	)	)	PUNCT
bracis-19061	315	15	google	google	NOUN
bracis-19061	315	16	scholar	scholar	NOUN
bracis-19061	315	17	  	  	SPACE
bracis-19061	315	18	sammut	sammut	NOUN
bracis-19061	315	19	,	,	PUNCT
bracis-19061	315	20	c.	c.	PROPN
bracis-19061	315	21	,	,	PUNCT
bracis-19061	315	22	webb	webb	PROPN
bracis-19061	315	23	,	,	PUNCT
bracis-19061	315	24	g.i	g.i	PROPN
bracis-19061	315	25	.	.	PUNCT
bracis-19061	315	26	(	(	PUNCT
bracis-19061	315	27	eds	ed	NOUN
bracis-19061	315	28	.	.	PROPN
bracis-19061	315	29	):	):	PUNCT
bracis-19061	315	30	tf	tf	PROPN
bracis-19061	315	31	-	-	PUNCT
bracis-19061	315	32	idf	idf	PROPN
bracis-19061	315	33	,	,	PUNCT
bracis-19061	315	34	pp	pp	X
bracis-19061	315	35	.	.	PUNCT
bracis-19061	316	1	986–987	986–987	NUM
bracis-19061	316	2	.	.	PUNCT
bracis-19061	317	1	springer	springer	NOUN
bracis-19061	317	2	,	,	PUNCT
bracis-19061	317	3	us	us	PROPN
bracis-19061	317	4	,	,	PUNCT
bracis-19061	317	5	boston	boston	PROPN
bracis-19061	317	6	,	,	PUNCT
bracis-19061	317	7	ma	ma	PROPN
bracis-19061	317	8	(	(	PUNCT
bracis-19061	317	9	2010	2010	NUM
bracis-19061	317	10	)	)	PUNCT
bracis-19061	317	11	google	google	PROPN
bracis-19061	317	12	scholar	scholar	NOUN
bracis-19061	317	13	  	  	SPACE
bracis-19061	317	14	souza	souza	PROPN
bracis-19061	317	15	,	,	PUNCT
bracis-19061	317	16	f.	f.	PROPN
bracis-19061	317	17	,	,	PUNCT
bracis-19061	317	18	nogueira	nogueira	PROPN
bracis-19061	317	19	,	,	PUNCT
bracis-19061	317	20	r.	r.	PROPN
bracis-19061	317	21	,	,	PUNCT
bracis-19061	317	22	lotufo	lotufo	PROPN
bracis-19061	317	23	,	,	PUNCT
bracis-19061	317	24	r.	r.	PROPN
bracis-19061	317	25	:	:	PUNCT
bracis-19061	317	26	bertimbau	bertimbau	PROPN
bracis-19061	317	27	:	:	PUNCT
bracis-19061	317	28	pretrained	pretraine	VERB
bracis-19061	317	29	bert	bert	NOUN
bracis-19061	317	30	models	model	NOUN
bracis-19061	317	31	for	for	ADP
bracis-19061	317	32	brazilian	brazilian	ADJ
bracis-19061	317	33	portuguese	portuguese	NOUN
bracis-19061	317	34	.	.	PUNCT
bracis-19061	318	1	in	in	ADP
bracis-19061	318	2	:	:	PUNCT
bracis-19061	318	3	9th	9th	ADJ
bracis-19061	318	4	brazilian	brazilian	ADJ
bracis-19061	318	5	conference	conference	NOUN
bracis-19061	318	6	on	on	ADP
bracis-19061	318	7	intelligent	intelligent	ADJ
bracis-19061	318	8	systems	system	NOUN
bracis-19061	318	9	,	,	PUNCT
bracis-19061	318	10	bracis	bracis	PROPN
bracis-19061	318	11	,	,	PUNCT
bracis-19061	318	12	rio	rio	PROPN
bracis-19061	318	13	grande	grande	PROPN
bracis-19061	318	14	do	do	VERB
bracis-19061	318	15	sul	sul	PROPN
bracis-19061	318	16	,	,	PUNCT
bracis-19061	318	17	brazil	brazil	PROPN
bracis-19061	318	18	,	,	PUNCT
bracis-19061	318	19	20–23	20–23	NUM
bracis-19061	318	20	october	october	NOUN
bracis-19061	318	21	2020	2020	NUM
bracis-19061	318	22	.	.	PUNCT
bracis-19061	319	1	(	(	PUNCT
bracis-19061	319	2	to	to	PART
bracis-19061	319	3	appear	appear	VERB
bracis-19061	319	4	)	)	PUNCT
bracis-19061	319	5	google	google	PROPN
bracis-19061	319	6	scholar	scholar	NOUN
bracis-19061	319	7	  	  	SPACE
bracis-19061	319	8	stevens	stevens	PROPN
bracis-19061	319	9	,	,	PUNCT
bracis-19061	319	10	k.	k.	PROPN
bracis-19061	319	11	,	,	PUNCT
bracis-19061	319	12	kegelmeyer	kegelmeyer	PROPN
bracis-19061	319	13	,	,	PUNCT
bracis-19061	319	14	p.	p.	PROPN
bracis-19061	319	15	,	,	PUNCT
bracis-19061	319	16	andrzejewski	andrzejewski	VERB
bracis-19061	319	17	,	,	PUNCT
bracis-19061	319	18	d.	d.	PROPN
bracis-19061	319	19	,	,	PUNCT
bracis-19061	319	20	buttler	buttler	NOUN
bracis-19061	319	21	,	,	PUNCT
bracis-19061	319	22	d.	d.	PROPN
bracis-19061	319	23	:	:	PUNCT
bracis-19061	319	24	exploring	explore	VERB
bracis-19061	319	25	topic	topic	NOUN
bracis-19061	319	26	coherence	coherence	NOUN
bracis-19061	319	27	over	over	ADP
bracis-19061	319	28	many	many	ADJ
bracis-19061	319	29	models	model	NOUN
bracis-19061	319	30	and	and	CCONJ
bracis-19061	319	31	many	many	ADJ
bracis-19061	319	32	topics	topic	NOUN
bracis-19061	319	33	.	.	PUNCT
bracis-19061	320	1	in	in	ADP
bracis-19061	320	2	:	:	PUNCT
bracis-19061	320	3	proceedings	proceeding	NOUN
bracis-19061	320	4	of	of	ADP
bracis-19061	320	5	the	the	DET
bracis-19061	320	6	2012	2012	NUM
bracis-19061	320	7	joint	joint	ADJ
bracis-19061	320	8	conference	conference	NOUN
bracis-19061	320	9	on	on	ADP
bracis-19061	320	10	empirical	empirical	ADJ
bracis-19061	320	11	methods	method	NOUN
bracis-19061	320	12	in	in	ADP
bracis-19061	320	13	natural	natural	ADJ
bracis-19061	320	14	language	language	NOUN
bracis-19061	320	15	processing	processing	NOUN
bracis-19061	320	16	and	and	CCONJ
bracis-19061	320	17	computational	computational	ADJ
bracis-19061	320	18	natural	natural	ADJ
bracis-19061	320	19	language	language	NOUN
bracis-19061	320	20	learning	learning	NOUN
bracis-19061	320	21	,	,	PUNCT
bracis-19061	320	22	pp	pp	ADP
bracis-19061	320	23	.	.	PUNCT
bracis-19061	321	1	952–961	952–961	NUM
bracis-19061	321	2	.	.	PUNCT
bracis-19061	321	3	association	association	NOUN
bracis-19061	321	4	for	for	ADP
bracis-19061	321	5	computational	computational	ADJ
bracis-19061	321	6	linguistics	linguistic	NOUN
bracis-19061	321	7	,	,	PUNCT
bracis-19061	321	8	jeju	jeju	PROPN
bracis-19061	321	9	island	island	PROPN
bracis-19061	321	10	,	,	PUNCT
bracis-19061	321	11	korea	korea	PROPN
bracis-19061	321	12	,	,	PUNCT
bracis-19061	321	13	july	july	PROPN
bracis-19061	321	14	2012	2012	NUM
bracis-19061	321	15	google	google	PROPN
bracis-19061	321	16	scholar	scholar	NOUN
bracis-19061	321	17	  	  	SPACE
bracis-19061	321	18	sugathadasa	sugathadasa	NOUN
bracis-19061	321	19	,	,	PUNCT
bracis-19061	321	20	k.	k.	PROPN
bracis-19061	321	21	,	,	PUNCT
bracis-19061	321	22	et	et	PROPN
bracis-19061	321	23	al	al	PROPN
bracis-19061	321	24	.	.	PUNCT
bracis-19061	321	25	:	:	PUNCT
bracis-19061	322	1	legal	legal	ADJ
bracis-19061	322	2	document	document	NOUN
bracis-19061	322	3	retrieval	retrieval	NOUN
bracis-19061	322	4	using	use	VERB
bracis-19061	322	5	document	document	NOUN
bracis-19061	322	6	vector	vector	NOUN
bracis-19061	322	7	embeddings	embedding	NOUN
bracis-19061	322	8	and	and	CCONJ
bracis-19061	322	9	deep	deep	ADJ
bracis-19061	322	10	learning	learning	NOUN
bracis-19061	322	11	.	.	PUNCT
bracis-19061	323	1	in	in	ADP
bracis-19061	323	2	:	:	PUNCT
bracis-19061	323	3	arai	arai	PROPN
bracis-19061	323	4	,	,	PUNCT
bracis-19061	323	5	kohei	kohei	PROPN
bracis-19061	323	6	,	,	PUNCT
bracis-19061	323	7	kapoor	kapoor	PROPN
bracis-19061	323	8	,	,	PUNCT
bracis-19061	323	9	supriya	supriya	PROPN
bracis-19061	323	10	,	,	PUNCT
bracis-19061	323	11	bhatia	bhatia	PROPN
bracis-19061	323	12	,	,	PUNCT
bracis-19061	323	13	rahul	rahul	PROPN
bracis-19061	323	14	(	(	PUNCT
bracis-19061	323	15	eds	ed	NOUN
bracis-19061	323	16	.	.	PUNCT
bracis-19061	323	17	)	)	PUNCT
bracis-19061	323	18	sai	sai	PROPN
bracis-19061	323	19	2018	2018	NUM
bracis-19061	323	20	.	.	PUNCT
bracis-19061	324	1	aisc	aisc	PROPN
bracis-19061	324	2	,	,	PUNCT
bracis-19061	324	3	vol	vol	NOUN
bracis-19061	324	4	.	.	PROPN
bracis-19061	324	5	857	857	NUM
bracis-19061	324	6	,	,	PUNCT
bracis-19061	324	7	pp	pp	ADJ
bracis-19061	324	8	.	.	PUNCT
bracis-19061	325	1	160–175	160–175	NUM
bracis-19061	325	2	.	.	PUNCT
bracis-19061	325	3	springer	springer	NOUN
bracis-19061	325	4	,	,	PUNCT
bracis-19061	325	5	cham	cham	PROPN
bracis-19061	325	6	(	(	PUNCT
bracis-19061	325	7	2019	2019	NUM
bracis-19061	325	8	)	)	PUNCT
bracis-19061	325	9	.	.	PUNCT
bracis-19061	326	1	https://doi.org/10.1007/978-3-030-01177-2_12	https://doi.org/10.1007/978-3-030-01177-2_12	PROPN
bracis-19061	326	2	chapter	chapter	NOUN
bracis-19061	326	3	  	  	SPACE
bracis-19061	326	4	google	google	PROPN
bracis-19061	326	5	scholar	scholar	NOUN
bracis-19061	326	6	  	  	SPACE
bracis-19061	326	7	thaiprayoon	thaiprayoon	NOUN
bracis-19061	326	8	,	,	PUNCT
bracis-19061	326	9	s.	s.	PROPN
bracis-19061	326	10	,	,	PUNCT
bracis-19061	326	11	unger	unger	PROPN
bracis-19061	326	12	,	,	PUNCT
bracis-19061	326	13	h.	h.	PROPN
bracis-19061	326	14	,	,	PUNCT
bracis-19061	326	15	kubek	kubek	PROPN
bracis-19061	326	16	,	,	PUNCT
bracis-19061	326	17	m.	m.	NOUN
bracis-19061	326	18	:	:	PUNCT
bracis-19061	326	19	graph	graph	NOUN
bracis-19061	326	20	and	and	CCONJ
bracis-19061	326	21	centroid	centroid	NOUN
bracis-19061	326	22	-	-	PUNCT
bracis-19061	326	23	based	base	VERB
bracis-19061	326	24	word	word	NOUN
bracis-19061	326	25	clustering	cluster	VERB
bracis-19061	326	26	.	.	PUNCT
bracis-19061	327	1	in	in	ADP
bracis-19061	327	2	:	:	PUNCT
bracis-19061	327	3	proceedings	proceeding	NOUN
bracis-19061	327	4	of	of	ADP
bracis-19061	327	5	the	the	DET
bracis-19061	327	6	4th	4th	ADJ
bracis-19061	327	7	international	international	ADJ
bracis-19061	327	8	conference	conference	NOUN
bracis-19061	327	9	on	on	ADP
bracis-19061	327	10	nlp	nlp	NOUN
bracis-19061	327	11	and	and	CCONJ
bracis-19061	327	12	information	information	NOUN
bracis-19061	327	13	retrieval	retrieval	NOUN
bracis-19061	327	14	.	.	PUNCT
bracis-19061	328	1	acm	acm	PROPN
bracis-19061	328	2	,	,	PUNCT
bracis-19061	328	3	december	december	PROPN
bracis-19061	328	4	2020	2020	NUM
bracis-19061	328	5	.	.	PUNCT
bracis-19061	329	1	https://doi.org/10.1145/3443279.3443290	https://doi.org/10.1145/3443279.3443290	PROPN
bracis-19061	329	2	united	united	PROPN
bracis-19061	329	3	nations	nations	PROPN
bracis-19061	329	4	:	:	PUNCT
bracis-19061	329	5	inclusion	inclusion	NOUN
bracis-19061	329	6	and	and	CCONJ
bracis-19061	329	7	more	more	ADJ
bracis-19061	329	8	public	public	ADJ
bracis-19061	329	9	participation	participation	NOUN
bracis-19061	329	10	,	,	PUNCT
bracis-19061	329	11	will	will	AUX
bracis-19061	329	12	help	help	VERB
bracis-19061	329	13	forge	forge	VERB
bracis-19061	329	14	better	well	ADJ
bracis-19061	329	15	government	government	NOUN
bracis-19061	329	16	policies	policy	NOUN
bracis-19061	329	17	:	:	PUNCT
bracis-19061	329	18	guterres	guterre	NOUN
bracis-19061	329	19	.	.	PUNCT
bracis-19061	330	1	https://news.un.org/en/story/2020/09/1073742	https://news.un.org/en/story/2020/09/1073742	PROPN
bracis-19061	330	2	,	,	PUNCT
bracis-19061	330	3	september	september	PROPN
bracis-19061	330	4	2020	2020	NUM
bracis-19061	330	5	.	.	PUNCT
bracis-19061	331	1	accessed	access	VERB
bracis-19061	331	2	5	5	NUM
bracis-19061	331	3	may	may	PROPN
bracis-19061	331	4	2021	2021	NUM
bracis-19061	331	5	vinh	vinh	PROPN
bracis-19061	331	6	,	,	PUNCT
bracis-19061	331	7	n.x	n.x	PROPN
bracis-19061	331	8	.	.	PROPN
bracis-19061	331	9	,	,	PUNCT
bracis-19061	331	10	epps	epps	PROPN
bracis-19061	331	11	,	,	PUNCT
bracis-19061	331	12	j.	j.	PROPN
bracis-19061	331	13	,	,	PUNCT
bracis-19061	331	14	bailey	bailey	PROPN
bracis-19061	331	15	,	,	PUNCT
bracis-19061	331	16	j.	j.	PROPN
bracis-19061	331	17	:	:	PUNCT
bracis-19061	331	18	information	information	NOUN
bracis-19061	331	19	theoretic	theoretic	NOUN
bracis-19061	331	20	measures	measure	NOUN
bracis-19061	331	21	for	for	ADP
bracis-19061	331	22	clusterings	clustering	NOUN
bracis-19061	331	23	comparison	comparison	NOUN
bracis-19061	331	24	:	:	PUNCT
bracis-19061	331	25	is	be	AUX
bracis-19061	331	26	a	a	DET
bracis-19061	331	27	correction	correction	NOUN
bracis-19061	331	28	for	for	ADP
bracis-19061	331	29	chance	chance	NOUN
bracis-19061	331	30	necessary	necessary	ADJ
bracis-19061	331	31	?	?	PUNCT
bracis-19061	332	1	in	in	ADP
bracis-19061	332	2	:	:	PUNCT
bracis-19061	332	3	proceedings	proceeding	NOUN
bracis-19061	332	4	of	of	ADP
bracis-19061	332	5	the	the	DET
bracis-19061	332	6	26th	26th	ADJ
bracis-19061	332	7	annual	annual	ADJ
bracis-19061	332	8	international	international	ADJ
bracis-19061	332	9	conference	conference	NOUN
bracis-19061	332	10	on	on	ADP
bracis-19061	332	11	machine	machine	NOUN
bracis-19061	332	12	learning	learning	NOUN
bracis-19061	332	13	,	,	PUNCT
bracis-19061	332	14	pp	pp	ADJ
bracis-19061	332	15	.	.	PUNCT
bracis-19061	332	16	1073–1080	1073–1080	NUM
bracis-19061	332	17	.	.	PUNCT
bracis-19061	332	18	icml	icml	PROPN
bracis-19061	332	19	2009	2009	NUM
bracis-19061	332	20	.	.	PUNCT
bracis-19061	333	1	association	association	NOUN
bracis-19061	333	2	for	for	ADP
bracis-19061	333	3	computing	compute	VERB
bracis-19061	333	4	machinery	machinery	NOUN
bracis-19061	333	5	,	,	PUNCT
bracis-19061	333	6	new	new	PROPN
bracis-19061	333	7	york	york	PROPN
bracis-19061	333	8	,	,	PUNCT
bracis-19061	333	9	ny	ny	PROPN
bracis-19061	333	10	,	,	PUNCT
bracis-19061	333	11	usa	usa	PROPN
bracis-19061	333	12	(	(	PUNCT
bracis-19061	333	13	2009	2009	NUM
bracis-19061	333	14	)	)	PUNCT
bracis-19061	333	15	google	google	NOUN
bracis-19061	333	16	scholar	scholar	NOUN
bracis-19061	333	17	  	  	SPACE
bracis-19061	333	18	wallach	wallach	PROPN
bracis-19061	333	19	,	,	PUNCT
bracis-19061	333	20	h.	h.	PROPN
bracis-19061	333	21	,	,	PUNCT
bracis-19061	333	22	murray	murray	PROPN
bracis-19061	333	23	,	,	PUNCT
bracis-19061	333	24	i.	i.	PROPN
bracis-19061	333	25	,	,	PUNCT
bracis-19061	333	26	salakhutdinov	salakhutdinov	PROPN
bracis-19061	333	27	,	,	PUNCT
bracis-19061	333	28	r.	r.	PROPN
bracis-19061	333	29	,	,	PUNCT
bracis-19061	333	30	mimno	mimno	PROPN
bracis-19061	333	31	,	,	PUNCT
bracis-19061	333	32	d.	d.	NOUN
bracis-19061	333	33	:	:	PUNCT
bracis-19061	333	34	evaluation	evaluation	NOUN
bracis-19061	333	35	methods	method	NOUN
bracis-19061	333	36	for	for	ADP
bracis-19061	333	37	topic	topic	NOUN
bracis-19061	333	38	models	model	NOUN
bracis-19061	333	39	.	.	PUNCT
bracis-19061	334	1	in	in	ADP
bracis-19061	334	2	:	:	PUNCT
bracis-19061	334	3	proceedings	proceeding	NOUN
bracis-19061	334	4	of	of	ADP
bracis-19061	334	5	the	the	DET
bracis-19061	334	6	26th	26th	ADJ
bracis-19061	334	7	annual	annual	ADJ
bracis-19061	334	8	international	international	ADJ
bracis-19061	334	9	conference	conference	NOUN
bracis-19061	334	10	on	on	ADP
bracis-19061	334	11	ml	ml	PROPN
bracis-19061	334	12	(	(	PUNCT
bracis-19061	334	13	icml	icml	NOUN
bracis-19061	334	14	2009	2009	NUM
bracis-19061	334	15	)	)	PUNCT
bracis-19061	334	16	,	,	PUNCT
bracis-19061	334	17	pp	pp	ADP
bracis-19061	334	18	.	.	PUNCT
bracis-19061	335	1	1105–1112	1105–1112	NUM
bracis-19061	335	2	.	.	PUNCT
bracis-19061	335	3	acm	acm	PROPN
bracis-19061	335	4	(	(	PUNCT
bracis-19061	335	5	2009	2009	NUM
bracis-19061	335	6	)	)	PUNCT
bracis-19061	335	7	google	google	PROPN
bracis-19061	335	8	scholar	scholar	NOUN
bracis-19061	335	9	  	  	SPACE
bracis-19061	335	10	wang	wang	PROPN
bracis-19061	335	11	,	,	PUNCT
bracis-19061	335	12	k.	k.	PROPN
bracis-19061	335	13	,	,	PUNCT
bracis-19061	335	14	reimers	reimer	NOUN
bracis-19061	335	15	,	,	PUNCT
bracis-19061	335	16	n.	n.	NOUN
bracis-19061	335	17	,	,	PUNCT
bracis-19061	335	18	gurevych	gurevych	NOUN
bracis-19061	335	19	,	,	PUNCT
bracis-19061	335	20	i.	i.	NOUN
bracis-19061	335	21	:	:	PUNCT
bracis-19061	335	22	tsdae	tsdae	NOUN
bracis-19061	335	23	:	:	PUNCT
bracis-19061	335	24	using	use	VERB
bracis-19061	335	25	transformer	transformer	NOUN
bracis-19061	335	26	-	-	PUNCT
bracis-19061	335	27	based	base	VERB
bracis-19061	335	28	sequential	sequential	ADJ
bracis-19061	335	29	denoising	denoise	VERB
bracis-19061	335	30	auto	auto	NOUN
bracis-19061	335	31	-	-	PUNCT
bracis-19061	335	32	encoder	encoder	NOUN
bracis-19061	335	33	for	for	ADP
bracis-19061	335	34	unsupervised	unsupervised	ADJ
bracis-19061	335	35	sentence	sentence	NOUN
bracis-19061	335	36	embedding	embed	VERB
bracis-19061	335	37	learning	learning	NOUN
bracis-19061	335	38	(	(	PUNCT
bracis-19061	335	39	2021	2021	NUM
bracis-19061	335	40	)	)	PUNCT
bracis-19061	335	41	google	google	NOUN
bracis-19061	335	42	scholar	scholar	NOUN
bracis-19061	335	43	  	  	SPACE
bracis-19061	335	44	willett	willett	NOUN
bracis-19061	335	45	,	,	PUNCT
bracis-19061	335	46	p.	p.	NOUN
bracis-19061	335	47	:	:	PUNCT
bracis-19061	335	48	recent	recent	ADJ
bracis-19061	335	49	trends	trend	NOUN
bracis-19061	335	50	in	in	ADP
bracis-19061	335	51	hierarchic	hierarchic	ADJ
bracis-19061	335	52	document	document	NOUN
bracis-19061	335	53	clustering	cluster	VERB
bracis-19061	335	54	:	:	PUNCT
bracis-19061	335	55	a	a	DET
bracis-19061	335	56	critical	critical	ADJ
bracis-19061	335	57	review	review	NOUN
bracis-19061	335	58	.	.	PUNCT
bracis-19061	336	1	inf	inf	PROPN
bracis-19061	336	2	.	.	PROPN
bracis-19061	336	3	process	process	NOUN
bracis-19061	336	4	.	.	PUNCT
bracis-19061	337	1	manage	manage	VERB
bracis-19061	337	2	.	.	PUNCT
bracis-19061	338	1	24(5	24(5	NUM
bracis-19061	338	2	)	)	PUNCT
bracis-19061	338	3	,	,	PUNCT
bracis-19061	339	1	577–597	577–597	NUM
bracis-19061	339	2	(	(	PUNCT
bracis-19061	339	3	1988	1988	NUM
bracis-19061	339	4	)	)	PUNCT
bracis-19061	339	5	article	article	NOUN
bracis-19061	339	6	  	  	SPACE
bracis-19061	339	7	google	google	PROPN
bracis-19061	339	8	scholar	scholar	NOUN
bracis-19061	339	9	  	  	SPACE
bracis-19061	339	10	williams	williams	PROPN
bracis-19061	339	11	,	,	PUNCT
bracis-19061	339	12	a.	a.	PROPN
bracis-19061	339	13	,	,	PUNCT
bracis-19061	339	14	nangia	nangia	PROPN
bracis-19061	339	15	,	,	PUNCT
bracis-19061	339	16	n.	n.	NOUN
bracis-19061	339	17	,	,	PUNCT
bracis-19061	339	18	bowman	bowman	PROPN
bracis-19061	339	19	,	,	PUNCT
bracis-19061	339	20	s.	s.	PROPN
bracis-19061	339	21	:	:	PUNCT
bracis-19061	339	22	a	a	DET
bracis-19061	339	23	broad	broad	ADJ
bracis-19061	339	24	-	-	PUNCT
bracis-19061	339	25	coverage	coverage	NOUN
bracis-19061	339	26	challenge	challenge	NOUN
bracis-19061	339	27	corpus	corpus	NOUN
bracis-19061	339	28	for	for	ADP
bracis-19061	339	29	sentence	sentence	NOUN
bracis-19061	339	30	understanding	understanding	NOUN
bracis-19061	339	31	through	through	ADP
bracis-19061	339	32	inference	inference	NOUN
bracis-19061	339	33	.	.	PUNCT
bracis-19061	340	1	in	in	ADP
bracis-19061	340	2	:	:	PUNCT
bracis-19061	340	3	proceedings	proceeding	NOUN
bracis-19061	340	4	of	of	ADP
bracis-19061	340	5	the	the	DET
bracis-19061	340	6	2018	2018	NUM
bracis-19061	340	7	conference	conference	NOUN
bracis-19061	340	8	of	of	ADP
bracis-19061	340	9	the	the	DET
bracis-19061	340	10	north	north	ADJ
bracis-19061	340	11	american	american	ADJ
bracis-19061	340	12	chapter	chapter	NOUN
bracis-19061	340	13	of	of	ADP
bracis-19061	340	14	the	the	DET
bracis-19061	340	15	association	association	NOUN
bracis-19061	340	16	for	for	ADP
bracis-19061	340	17	computational	computational	ADJ
bracis-19061	340	18	linguistics	linguistic	NOUN
bracis-19061	340	19	:	:	PUNCT
bracis-19061	340	20	human	human	ADJ
bracis-19061	340	21	language	language	NOUN
bracis-19061	340	22	technologies	technology	NOUN
bracis-19061	340	23	,	,	PUNCT
bracis-19061	340	24	vol	vol	NOUN
bracis-19061	340	25	.	.	PROPN
bracis-19061	340	26	1	1	NUM
bracis-19061	340	27	,	,	PUNCT
bracis-19061	340	28	pp	pp	ADJ
bracis-19061	340	29	.	.	PUNCT
bracis-19061	340	30	1112–1122	1112–1122	NUM
bracis-19061	340	31	.	.	PUNCT
bracis-19061	340	32	association	association	NOUN
bracis-19061	340	33	for	for	ADP
bracis-19061	340	34	computational	computational	ADJ
bracis-19061	340	35	linguistics	linguistic	NOUN
bracis-19061	340	36	,	,	PUNCT
bracis-19061	340	37	new	new	PROPN
bracis-19061	340	38	orleans	orleans	PROPN
bracis-19061	340	39	,	,	PUNCT
bracis-19061	340	40	louisiana	louisiana	PROPN
bracis-19061	340	41	,	,	PUNCT
bracis-19061	340	42	june	june	PROPN
bracis-19061	340	43	2018	2018	NUM
bracis-19061	340	44	google	google	PROPN
bracis-19061	340	45	scholar	scholar	NOUN
bracis-19061	340	46	  	  	SPACE
bracis-19061	340	47	world	world	NOUN
bracis-19061	340	48	economic	economic	ADJ
bracis-19061	340	49	forum	forum	PROPN
bracis-19061	340	50	:	:	PUNCT
bracis-19061	340	51	how	how	SCONJ
bracis-19061	340	52	much	much	ADJ
bracis-19061	340	53	data	datum	NOUN
bracis-19061	340	54	is	be	AUX
bracis-19061	340	55	generated	generate	VERB
bracis-19061	340	56	each	each	DET
bracis-19061	340	57	day	day	NOUN
bracis-19061	340	58	?	?	PUNCT
bracis-19061	341	1	https://www.weforum.org/agenda/2019/04/how-much-data-is-generated-each-day-cf4bddf29f/	https://www.weforum.org/agenda/2019/04/how-much-data-is-generated-each-day-cf4bddf29f/	PUNCT
bracis-19061	342	1	(	(	PUNCT
bracis-19061	342	2	2019	2019	NUM
bracis-19061	342	3	)	)	PUNCT
bracis-19061	342	4	.	.	PUNCT
bracis-19061	343	1	accessed	access	VERB
bracis-19061	343	2	5	5	NUM
bracis-19061	343	3	may	may	PROPN
bracis-19061	343	4	2021	2021	NUM
bracis-19061	343	5	yang	yang	PROPN
bracis-19061	343	6	,	,	PUNCT
bracis-19061	343	7	y.	y.	PROPN
bracis-19061	343	8	,	,	PUNCT
bracis-19061	343	9	et	et	PROPN
bracis-19061	343	10	al	al	PROPN
bracis-19061	343	11	.	.	PUNCT
bracis-19061	343	12	:	:	PUNCT
bracis-19061	344	1	multilingual	multilingual	ADJ
bracis-19061	344	2	universal	universal	ADJ
bracis-19061	344	3	sentence	sentence	NOUN
bracis-19061	344	4	encoder	encoder	NOUN
bracis-19061	344	5	for	for	ADP
bracis-19061	344	6	semantic	semantic	ADJ
bracis-19061	344	7	retrieval	retrieval	NOUN
bracis-19061	344	8	(	(	PUNCT
bracis-19061	344	9	2019	2019	NUM
bracis-19061	344	10	)	)	PUNCT
bracis-19061	344	11	google	google	NOUN
bracis-19061	344	12	scholar	scholar	NOUN
bracis-19061	344	13	  	  	SPACE
bracis-19061	344	14	download	download	NOUN
bracis-19061	344	15	references	reference	NOUN
bracis-19061	344	16	author	author	NOUN
bracis-19061	344	17	information	information	NOUN
bracis-19061	344	18	authors	author	NOUN
bracis-19061	344	19	and	and	CCONJ
bracis-19061	344	20	affiliations	affiliation	NOUN
bracis-19061	344	21	institute	institute	PROPN
bracis-19061	344	22	of	of	ADP
bracis-19061	344	23	mathematics	mathematics	PROPN
bracis-19061	344	24	and	and	CCONJ
bracis-19061	344	25	computer	computer	NOUN
bracis-19061	344	26	science	science	NOUN
bracis-19061	344	27	,	,	PUNCT
bracis-19061	344	28	university	university	PROPN
bracis-19061	344	29	of	of	ADP
bracis-19061	344	30	são	são	PROPN
bracis-19061	344	31	paulo	paulo	PROPN
bracis-19061	344	32	,	,	PUNCT
bracis-19061	344	33	são	são	PROPN
bracis-19061	344	34	carlos	carlos	PROPN
bracis-19061	344	35	,	,	PUNCT
bracis-19061	344	36	sp	sp	PROPN
bracis-19061	344	37	,	,	PUNCT
bracis-19061	344	38	13566	13566	NUM
bracis-19061	344	39	-	-	SYM
bracis-19061	344	40	590	590	NUM
bracis-19061	344	41	,	,	PUNCT
bracis-19061	344	42	brazil	brazil	PROPN
bracis-19061	344	43	nádia	nádia	PROPN
bracis-19061	344	44	f.	f.	PROPN
bracis-19061	344	45	f.	f.	PROPN
bracis-19061	344	46	da	da	PROPN
bracis-19061	344	47	silva	silva	PROPN
bracis-19061	344	48	,	,	PUNCT
bracis-19061	344	49	 	 	SPACE
bracis-19061	344	50	marília	marília	PROPN
bracis-19061	344	51	costa	costa	PROPN
bracis-19061	344	52	r.	r.	PROPN
bracis-19061	344	53	silva	silva	PROPN
bracis-19061	344	54	,	,	PUNCT
bracis-19061	344	55	 	 	SPACE
bracis-19061	344	56	fabíola	fabíola	PROPN
bracis-19061	344	57	s.	s.	PROPN
bracis-19061	344	58	f.	f.	PROPN
bracis-19061	344	59	pereira	pereira	PROPN
bracis-19061	344	60	,	,	PUNCT
bracis-19061	344	61	 	 	SPACE
bracis-19061	344	62	joão	joão	PROPN
bracis-19061	344	63	pedro	pedro	PROPN
bracis-19061	344	64	m.	m.	PROPN
bracis-19061	344	65	tarrega	tarrega	PROPN
bracis-19061	344	66	 	 	SPACE
bracis-19061	344	67	&	&	CCONJ
bracis-19061	344	68	 	 	SPACE
bracis-19061	345	1	joão	joão	PROPN
bracis-19061	345	2	vitor	vitor	PROPN
bracis-19061	345	3	p.	p.	PROPN
bracis-19061	345	4	beinotti	beinotti	PROPN
bracis-19061	345	5	institute	institute	PROPN
bracis-19061	345	6	of	of	ADP
bracis-19061	345	7	informatics	informatics	PROPN
bracis-19061	345	8	,	,	PUNCT
bracis-19061	345	9	federal	federal	ADJ
bracis-19061	345	10	university	university	PROPN
bracis-19061	345	11	of	of	ADP
bracis-19061	345	12	goiás	goiás	NOUN
bracis-19061	345	13	,	,	PUNCT
bracis-19061	345	14	goiânia	goiânia	PROPN
bracis-19061	345	15	,	,	PUNCT
bracis-19061	345	16	go	go	VERB
bracis-19061	345	17	,	,	PUNCT
bracis-19061	345	18	brazil	brazil	PROPN
bracis-19061	345	19	nádia	nádia	PROPN
bracis-19061	345	20	f.	f.	PROPN
bracis-19061	345	21	f.	f.	PROPN
bracis-19061	345	22	da	da	PROPN
bracis-19061	345	23	silva	silva	PROPN
bracis-19061	345	24	federal	federal	PROPN
bracis-19061	345	25	university	university	PROPN
bracis-19061	345	26	of	of	ADP
bracis-19061	345	27	uberlândia	uberlândia	PROPN
bracis-19061	345	28	,	,	PUNCT
bracis-19061	345	29	uberlândia	uberlândia	PROPN
bracis-19061	345	30	,	,	PUNCT
bracis-19061	345	31	brazil	brazil	PROPN
bracis-19061	345	32	fabíola	fabíola	PROPN
bracis-19061	345	33	s.	s.	PROPN
bracis-19061	345	34	f.	f.	PROPN
bracis-19061	345	35	pereira	pereira	PROPN
bracis-19061	345	36	câmara	câmara	PROPN
bracis-19061	345	37	dos	dos	PROPN
bracis-19061	345	38	deputados	deputado	NOUN
bracis-19061	345	39	palácio	palácio	PROPN
bracis-19061	345	40	do	do	AUX
bracis-19061	345	41	congresso	congresso	NOUN
bracis-19061	345	42	nacional	nacional	ADJ
bracis-19061	345	43	praça	praça	PROPN
bracis-19061	345	44	dos	dos	PROPN
bracis-19061	345	45	três	três	PROPN
bracis-19061	345	46	poderes	podere	NOUN
bracis-19061	345	47	brasília	brasília	PROPN
bracis-19061	345	48	,	,	PUNCT
bracis-19061	345	49	brasília	brasília	PROPN
bracis-19061	345	50	,	,	PUNCT
bracis-19061	345	51	df	df	PROPN
bracis-19061	345	52	,	,	PUNCT
bracis-19061	345	53	brazil	brazil	PROPN
bracis-19061	345	54	márcio	márcio	PROPN
bracis-19061	345	55	fonseca	fonseca	PROPN
bracis-19061	345	56	,	,	PUNCT
bracis-19061	345	57	 	 	SPACE
bracis-19061	345	58	francisco	francisco	PROPN
bracis-19061	345	59	edmundo	edmundo	PROPN
bracis-19061	345	60	de	de	X
bracis-19061	345	61	andrade	andrade	PROPN
bracis-19061	345	62	 	 	SPACE
bracis-19061	345	63	&	&	CCONJ
bracis-19061	345	64	 	 	SPACE
bracis-19061	345	65	andré	andré	VERB
bracis-19061	345	66	c.	c.	PROPN
bracis-19061	345	67	p.	p.	PROPN
bracis-19061	345	68	de	de	PROPN
bracis-19061	345	69	l.	l.	PROPN
bracis-19061	345	70	f.	f.	PROPN
bracis-19061	345	71	de	de	PROPN
bracis-19061	345	72	carvalho	carvalho	PROPN
bracis-19061	345	73	authors	author	NOUN
bracis-19061	345	74	nádia	nádia	PROPN
bracis-19061	345	75	f.	f.	PROPN
bracis-19061	345	76	f.	f.	PROPN
bracis-19061	345	77	da	da	PROPN
bracis-19061	345	78	silvaview	silvaview	PROPN
bracis-19061	345	79	author	author	NOUN
bracis-19061	345	80	publications	publication	NOUN
bracis-19061	345	81	search	search	NOUN
bracis-19061	345	82	author	author	NOUN
bracis-19061	345	83	on	on	ADP
bracis-19061	345	84	:	:	PUNCT
bracis-19061	345	85	pubmed	pubmed	PROPN
bracis-19061	345	86	 	 	SPACE
bracis-19061	345	87	google	google	PROPN
bracis-19061	345	88	scholar	scholar	NOUN
bracis-19061	345	89	marília	marília	PROPN
bracis-19061	345	90	costa	costa	PROPN
bracis-19061	345	91	r.	r.	PROPN
bracis-19061	345	92	silvaview	silvaview	PROPN
bracis-19061	345	93	author	author	NOUN
bracis-19061	345	94	publications	publication	NOUN
bracis-19061	345	95	search	search	NOUN
bracis-19061	345	96	author	author	NOUN
bracis-19061	345	97	on	on	ADP
bracis-19061	345	98	:	:	PUNCT
bracis-19061	345	99	pubmed	pubmed	PROPN
bracis-19061	345	100	 	 	SPACE
bracis-19061	345	101	google	google	PROPN
bracis-19061	345	102	scholar	scholar	NOUN
bracis-19061	345	103	fabíola	fabíola	PROPN
bracis-19061	345	104	s.	s.	PROPN
bracis-19061	345	105	f.	f.	PROPN
bracis-19061	345	106	pereiraview	pereiraview	PROPN
bracis-19061	345	107	author	author	NOUN
bracis-19061	345	108	publications	publication	VERB
bracis-19061	345	109	search	search	NOUN
bracis-19061	345	110	author	author	NOUN
bracis-19061	345	111	on	on	ADP
bracis-19061	345	112	:	:	PUNCT
bracis-19061	345	113	pubmed	pubmed	PROPN
bracis-19061	345	114	 	 	SPACE
bracis-19061	345	115	google	google	PROPN
bracis-19061	345	116	scholar	scholar	NOUN
bracis-19061	345	117	joão	joão	PROPN
bracis-19061	345	118	pedro	pedro	PROPN
bracis-19061	345	119	m.	m.	PROPN
bracis-19061	345	120	tarregaview	tarregaview	PROPN
bracis-19061	345	121	author	author	NOUN
bracis-19061	345	122	publications	publication	VERB
bracis-19061	345	123	search	search	NOUN
bracis-19061	345	124	author	author	NOUN
bracis-19061	345	125	on	on	ADP
bracis-19061	345	126	:	:	PUNCT
bracis-19061	345	127	pubmed	pubmed	PROPN
bracis-19061	345	128	 	 	SPACE
bracis-19061	345	129	google	google	PROPN
bracis-19061	345	130	scholar	scholar	PROPN
bracis-19061	345	131	joão	joão	PROPN
bracis-19061	345	132	vitor	vitor	PROPN
bracis-19061	345	133	p.	p.	PROPN
bracis-19061	345	134	beinottiview	beinottiview	PROPN
bracis-19061	345	135	author	author	NOUN
bracis-19061	345	136	publications	publication	NOUN
bracis-19061	345	137	search	search	NOUN
bracis-19061	345	138	author	author	NOUN
bracis-19061	345	139	on	on	ADP
bracis-19061	345	140	:	:	PUNCT
bracis-19061	345	141	pubmed	pubmed	PROPN
bracis-19061	345	142	 	 	SPACE
bracis-19061	345	143	google	google	PROPN
bracis-19061	345	144	scholar	scholar	PROPN
bracis-19061	345	145	márcio	márcio	PROPN
bracis-19061	345	146	fonsecaview	fonsecaview	PROPN
bracis-19061	345	147	author	author	NOUN
bracis-19061	345	148	publications	publication	NOUN
bracis-19061	345	149	search	search	NOUN
bracis-19061	345	150	author	author	NOUN
bracis-19061	345	151	on	on	ADP
bracis-19061	345	152	:	:	PUNCT
bracis-19061	345	153	pubmed	pubmed	PROPN
bracis-19061	345	154	 	 	SPACE
bracis-19061	345	155	google	google	PROPN
bracis-19061	345	156	scholar	scholar	PROPN
bracis-19061	345	157	francisco	francisco	PROPN
bracis-19061	345	158	edmundo	edmundo	PROPN
bracis-19061	345	159	de	de	PROPN
bracis-19061	345	160	andradeview	andradeview	PROPN
bracis-19061	345	161	author	author	NOUN
bracis-19061	345	162	publications	publication	NOUN
bracis-19061	345	163	search	search	NOUN
bracis-19061	345	164	author	author	NOUN
bracis-19061	345	165	on	on	ADP
bracis-19061	345	166	:	:	PUNCT
bracis-19061	345	167	pubmed	pubmed	PROPN
bracis-19061	345	168	 	 	SPACE
bracis-19061	345	169	google	google	PROPN
bracis-19061	345	170	scholar	scholar	NOUN
bracis-19061	345	171	andré	andré	PROPN
bracis-19061	345	172	c.	c.	PROPN
bracis-19061	345	173	p.	p.	PROPN
bracis-19061	345	174	de	de	PROPN
bracis-19061	345	175	l.	l.	PROPN
bracis-19061	345	176	f.	f.	PROPN
bracis-19061	345	177	de	de	PROPN
bracis-19061	345	178	carvalhoview	carvalhoview	PROPN
bracis-19061	345	179	author	author	NOUN
bracis-19061	345	180	publications	publication	NOUN
bracis-19061	345	181	search	search	NOUN
bracis-19061	345	182	author	author	NOUN
bracis-19061	345	183	on	on	ADP
bracis-19061	345	184	:	:	PUNCT
bracis-19061	345	185	pubmed	pubmed	PROPN
bracis-19061	345	186	 	 	SPACE
bracis-19061	345	187	google	google	PROPN
bracis-19061	345	188	scholar	scholar	NOUN
bracis-19061	345	189	corresponding	correspond	VERB
bracis-19061	345	190	author	author	NOUN
bracis-19061	345	191	correspondence	correspondence	NOUN
bracis-19061	345	192	to	to	ADP
bracis-19061	345	193	nádia	nádia	PROPN
bracis-19061	345	194	f.	f.	PROPN
bracis-19061	345	195	f.	f.	PROPN
bracis-19061	345	196	da	da	PROPN
bracis-19061	345	197	silva	silva	PROPN
bracis-19061	345	198	.	.	PUNCT
bracis-19061	346	1	editor	editor	NOUN
bracis-19061	346	2	information	information	NOUN
bracis-19061	346	3	editors	editor	NOUN
bracis-19061	346	4	and	and	CCONJ
bracis-19061	346	5	affiliations	affiliation	NOUN
bracis-19061	346	6	universidade	universidade	PROPN
bracis-19061	346	7	federal	federal	PROPN
bracis-19061	346	8	de	de	X
bracis-19061	346	9	sergipe	sergipe	PROPN
bracis-19061	346	10	,	,	PUNCT
bracis-19061	346	11	são	são	NOUN
bracis-19061	346	12	cristóvão	cristóvão	PROPN
bracis-19061	346	13	,	,	PUNCT
bracis-19061	346	14	brazil	brazil	PROPN
bracis-19061	346	15	andré	andré	PROPN
bracis-19061	346	16	britto	britto	PROPN
bracis-19061	346	17	universidade	universidade	PROPN
bracis-19061	346	18	de	de	PROPN
bracis-19061	346	19	são	são	PROPN
bracis-19061	346	20	paulo	paulo	PROPN
bracis-19061	346	21	,	,	PUNCT
bracis-19061	346	22	são	são	PROPN
bracis-19061	346	23	paulo	paulo	PROPN
bracis-19061	346	24	,	,	PUNCT
bracis-19061	346	25	brazil	brazil	PROPN
bracis-19061	346	26	karina	karina	PROPN
bracis-19061	346	27	valdivia	valdivia	PROPN
bracis-19061	346	28	delgado	delgado	VERB
bracis-19061	346	29	rights	right	NOUN
bracis-19061	346	30	and	and	CCONJ
bracis-19061	346	31	permissions	permission	NOUN
bracis-19061	346	32	reprints	reprint	NOUN
bracis-19061	346	33	and	and	CCONJ
bracis-19061	346	34	permissions	permission	VERB
bracis-19061	346	35	copyright	copyright	NOUN
bracis-19061	346	36	information	information	NOUN
bracis-19061	346	37	©	©	PROPN
bracis-19061	346	38	2021	2021	NUM
bracis-19061	346	39	springer	springer	NOUN
bracis-19061	346	40	nature	nature	NOUN
bracis-19061	346	41	switzerland	switzerland	PROPN
bracis-19061	346	42	ag	ag	PROPN
bracis-19061	346	43	about	about	ADP
bracis-19061	346	44	this	this	DET
bracis-19061	346	45	paper	paper	NOUN
bracis-19061	346	46	cite	cite	VERB
bracis-19061	346	47	this	this	DET
bracis-19061	346	48	paper	paper	NOUN
bracis-19061	346	49	silva	silva	NOUN
bracis-19061	346	50	,	,	PUNCT
bracis-19061	346	51	n.f.f.d	n.f.f.d	PROPN
bracis-19061	346	52	.	.	PROPN
bracis-19061	346	53	et	et	PROPN
bracis-19061	346	54	al	al	PROPN
bracis-19061	346	55	.	.	PROPN
bracis-19061	347	1	(	(	PUNCT
bracis-19061	347	2	2021	2021	NUM
bracis-19061	347	3	)	)	PUNCT
bracis-19061	347	4	.	.	PUNCT
bracis-19061	348	1	evaluating	evaluate	VERB
bracis-19061	348	2	topic	topic	NOUN
bracis-19061	348	3	models	model	NOUN
bracis-19061	348	4	in	in	ADP
bracis-19061	348	5	portuguese	portuguese	ADJ
bracis-19061	348	6	political	political	ADJ
bracis-19061	348	7	comments	comment	NOUN
bracis-19061	348	8	about	about	ADP
bracis-19061	348	9	bills	bill	NOUN
bracis-19061	348	10	from	from	ADP
bracis-19061	348	11	brazil	brazil	PROPN
bracis-19061	348	12	’s	’s	PART
bracis-19061	348	13	chamber	chamber	NOUN
bracis-19061	348	14	of	of	ADP
bracis-19061	348	15	deputies	deputy	NOUN
bracis-19061	348	16	.	.	PUNCT
bracis-19061	349	1	in	in	ADP
bracis-19061	349	2	:	:	PUNCT
bracis-19061	349	3	britto	britto	PROPN
bracis-19061	349	4	,	,	PUNCT
bracis-19061	349	5	a.	a.	PROPN
bracis-19061	349	6	,	,	PUNCT
bracis-19061	349	7	valdivia	valdivia	PROPN
bracis-19061	349	8	delgado	delgado	PROPN
bracis-19061	349	9	,	,	PUNCT
bracis-19061	349	10	k.	k.	PROPN
bracis-19061	349	11	(	(	PUNCT
bracis-19061	349	12	eds	eds	PROPN
bracis-19061	349	13	)	)	PUNCT
bracis-19061	349	14	intelligent	intelligent	ADJ
bracis-19061	349	15	systems	system	NOUN
bracis-19061	349	16	.	.	PUNCT
bracis-19061	350	1	bracis	bracis	PROPN
bracis-19061	350	2	2021	2021	NUM
bracis-19061	350	3	.	.	PUNCT
bracis-19061	351	1	lecture	lecture	NOUN
bracis-19061	351	2	notes	note	NOUN
bracis-19061	351	3	in	in	ADP
bracis-19061	351	4	computer	computer	NOUN
bracis-19061	351	5	science	science	NOUN
bracis-19061	351	6	(	(	PUNCT
bracis-19061	351	7	)	)	PUNCT
bracis-19061	351	8	,	,	PUNCT
bracis-19061	351	9	vol	vol	NOUN
bracis-19061	351	10	13074	13074	NUM
bracis-19061	351	11	.	.	PUNCT
bracis-19061	352	1	springer	springer	NOUN
bracis-19061	352	2	,	,	PUNCT
bracis-19061	352	3	cham	cham	PROPN
bracis-19061	352	4	.	.	PUNCT
bracis-19061	353	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-19061	353	2	download	download	PROPN
bracis-19061	353	3	citation	citation	NOUN
bracis-19061	353	4	.ris	.ris	PUNCT
bracis-19061	353	5	.enw	.enw	PROPN
bracis-19061	353	6	.bib	.bib	PUNCT
bracis-19061	354	1	doi	doi	PROPN
bracis-19061	354	2	:	:	PUNCT
bracis-19061	354	3	https://doi.org/10.1007/978-3-030-91699-2_8	https://doi.org/10.1007/978-3-030-91699-2_8	NUM
bracis-19061	354	4	published	publish	VERB
bracis-19061	354	5	:	:	PUNCT
bracis-19061	354	6	28	28	NUM
bracis-19061	354	7	november	november	PROPN
bracis-19061	354	8	2021	2021	NUM
bracis-19061	354	9	publisher	publisher	NOUN
bracis-19061	354	10	name	name	NOUN
bracis-19061	354	11	:	:	PUNCT
bracis-19061	354	12	springer	springer	NOUN
bracis-19061	354	13	,	,	PUNCT
bracis-19061	354	14	cham	cham	PROPN
bracis-19061	354	15	print	print	PROPN
bracis-19061	354	16	isbn	isbn	PROPN
bracis-19061	354	17	:	:	PUNCT
bracis-19061	354	18	978	978	NUM
bracis-19061	354	19	-	-	SYM
bracis-19061	354	20	3	3	NUM
bracis-19061	354	21	-	-	PUNCT
bracis-19061	354	22	030	030	NUM
bracis-19061	354	23	-	-	PUNCT
bracis-19061	354	24	91698	91698	NUM
bracis-19061	354	25	-	-	SYM
bracis-19061	354	26	5	5	NUM
bracis-19061	354	27	online	online	ADJ
bracis-19061	354	28	isbn	isbn	NOUN
bracis-19061	354	29	:	:	PUNCT
bracis-19061	354	30	978	978	NUM
bracis-19061	354	31	-	-	SYM
bracis-19061	354	32	3	3	NUM
bracis-19061	354	33	-	-	PUNCT
bracis-19061	354	34	030	030	NUM
bracis-19061	354	35	-	-	PUNCT
bracis-19061	354	36	91699	91699	NUM
bracis-19061	354	37	-	-	SYM
bracis-19061	354	38	2	2	NUM
bracis-19061	354	39	ebook	ebook	NOUN
bracis-19061	354	40	packages	package	NOUN
bracis-19061	354	41	:	:	PUNCT
bracis-19061	354	42	computer	computer	NOUN
bracis-19061	354	43	sciencecomputer	sciencecomputer	NOUN
bracis-19061	354	44	science	science	NOUN
bracis-19061	354	45	(	(	PUNCT
bracis-19061	354	46	r0	r0	NOUN
bracis-19061	354	47	)	)	PUNCT
bracis-19061	354	48	share	share	VERB
bracis-19061	354	49	this	this	DET
bracis-19061	354	50	paper	paper	NOUN
bracis-19061	354	51	anyone	anyone	PRON
bracis-19061	355	1	you	you	PRON
bracis-19061	355	2	share	share	VERB
bracis-19061	355	3	the	the	DET
bracis-19061	355	4	following	follow	VERB
bracis-19061	355	5	link	link	NOUN
bracis-19061	355	6	with	with	ADP
bracis-19061	355	7	will	will	AUX
bracis-19061	355	8	be	be	AUX
bracis-19061	355	9	able	able	ADJ
bracis-19061	355	10	to	to	PART
bracis-19061	355	11	read	read	VERB
bracis-19061	355	12	this	this	DET
bracis-19061	355	13	content	content	NOUN
bracis-19061	355	14	:	:	PUNCT
bracis-19061	355	15	get	get	VERB
bracis-19061	355	16	shareable	shareable	ADJ
bracis-19061	355	17	linksorry	linksorry	NOUN
bracis-19061	355	18	,	,	PUNCT
bracis-19061	355	19	a	a	DET
bracis-19061	355	20	shareable	shareable	ADJ
bracis-19061	355	21	link	link	NOUN
bracis-19061	355	22	is	be	AUX
bracis-19061	355	23	not	not	PART
bracis-19061	355	24	currently	currently	ADV
bracis-19061	355	25	available	available	ADJ
bracis-19061	355	26	for	for	ADP
bracis-19061	355	27	this	this	DET
bracis-19061	355	28	article	article	NOUN
bracis-19061	355	29	.	.	PUNCT
bracis-19061	356	1	copy	copy	VERB
bracis-19061	356	2	shareable	shareable	ADJ
bracis-19061	356	3	link	link	NOUN
bracis-19061	356	4	to	to	PART
bracis-19061	356	5	clipboard	clipboard	NOUN
bracis-19061	356	6	provided	provide	VERB
bracis-19061	356	7	by	by	ADP
bracis-19061	356	8	the	the	DET
bracis-19061	356	9	springer	springer	NOUN
bracis-19061	356	10	nature	nature	PROPN
bracis-19061	356	11	sharedit	sharedit	PROPN
bracis-19061	356	12	content	content	NOUN
bracis-19061	356	13	-	-	PUNCT
bracis-19061	356	14	sharing	share	VERB
bracis-19061	356	15	initiative	initiative	NOUN
bracis-19061	356	16	keywords	keyword	NOUN
bracis-19061	356	17	topic	topic	NOUN
bracis-19061	356	18	models	model	NOUN
bracis-19061	356	19	language	language	NOUN
bracis-19061	356	20	models	model	NOUN
bracis-19061	356	21	natural	natural	ADJ
bracis-19061	356	22	language	language	NOUN
bracis-19061	356	23	processing	processing	NOUN
bracis-19061	356	24	sentence	sentence	NOUN
bracis-19061	356	25	embeddings	embedding	NOUN
bracis-19061	356	26	publish	publish	VERB
bracis-19061	356	27	with	with	ADP
bracis-19061	356	28	us	us	PROPN
bracis-19061	356	29	policies	policy	NOUN
bracis-19061	356	30	and	and	CCONJ
bracis-19061	356	31	ethics	ethic	NOUN
bracis-19061	356	32	search	search	NOUN
bracis-19061	356	33	search	search	NOUN
bracis-19061	356	34	by	by	ADP
bracis-19061	356	35	keyword	keyword	NOUN
bracis-19061	356	36	or	or	CCONJ
bracis-19061	356	37	author	author	NOUN
bracis-19061	356	38	search	search	NOUN
bracis-19061	356	39	navigation	navigation	NOUN
bracis-19061	356	40	find	find	VERB
bracis-19061	356	41	a	a	DET
bracis-19061	356	42	journal	journal	NOUN
bracis-19061	356	43	publish	publish	VERB
bracis-19061	356	44	with	with	ADP
bracis-19061	356	45	us	we	PRON
bracis-19061	356	46	track	track	VERB
bracis-19061	356	47	your	your	PRON
bracis-19061	356	48	research	research	NOUN
bracis-19061	356	49	discover	discover	VERB
bracis-19061	356	50	content	content	NOUN
bracis-19061	356	51	journals	journal	NOUN
bracis-19061	356	52	a	a	DET
bracis-19061	356	53	-	-	PUNCT
bracis-19061	356	54	z	z	NOUN
bracis-19061	356	55	books	book	NOUN
bracis-19061	356	56	a	a	DET
bracis-19061	356	57	-	-	PUNCT
bracis-19061	356	58	z	z	NOUN
bracis-19061	356	59	publish	publish	NOUN
bracis-19061	356	60	with	with	ADP
bracis-19061	356	61	us	us	PROPN
bracis-19061	356	62	journal	journal	PROPN
bracis-19061	356	63	finder	finder	PROPN
bracis-19061	356	64	publish	publish	VERB
bracis-19061	356	65	your	your	PRON
bracis-19061	356	66	research	research	NOUN
bracis-19061	356	67	language	language	NOUN
bracis-19061	356	68	editing	edit	VERB
bracis-19061	356	69	open	open	ADJ
bracis-19061	356	70	access	access	NOUN
bracis-19061	356	71	publishing	publishing	NOUN
bracis-19061	356	72	products	product	NOUN
bracis-19061	356	73	and	and	CCONJ
bracis-19061	356	74	services	service	NOUN
bracis-19061	356	75	our	our	PRON
bracis-19061	356	76	products	product	NOUN
bracis-19061	356	77	librarians	librarian	VERB
bracis-19061	356	78	societies	society	NOUN
bracis-19061	356	79	partners	partner	NOUN
bracis-19061	356	80	and	and	CCONJ
bracis-19061	356	81	advertisers	advertiser	NOUN
bracis-19061	356	82	our	our	PRON
bracis-19061	356	83	brands	brand	NOUN
bracis-19061	356	84	springer	springer	NOUN
bracis-19061	356	85	nature	nature	PROPN
bracis-19061	356	86	portfolio	portfolio	PROPN
bracis-19061	356	87	bmc	bmc	PROPN
bracis-19061	356	88	palgrave	palgrave	PROPN
bracis-19061	356	89	macmillan	macmillan	PROPN
bracis-19061	356	90	apress	apress	PROPN
bracis-19061	356	91	discover	discover	VERB
bracis-19061	356	92	your	your	PRON
bracis-19061	356	93	privacy	privacy	NOUN
bracis-19061	356	94	choices	choice	NOUN
bracis-19061	356	95	/	/	SYM
bracis-19061	356	96	manage	manage	NOUN
bracis-19061	356	97	cookies	cookie	NOUN
bracis-19061	356	98	your	your	PRON
bracis-19061	356	99	us	us	PROPN
bracis-19061	357	1	state	state	NOUN
bracis-19061	357	2	privacy	privacy	NOUN
bracis-19061	357	3	rights	right	NOUN
bracis-19061	357	4	accessibility	accessibility	NOUN
bracis-19061	357	5	statement	statement	NOUN
bracis-19061	357	6	terms	term	NOUN
bracis-19061	357	7	and	and	CCONJ
bracis-19061	357	8	conditions	condition	NOUN
bracis-19061	357	9	privacy	privacy	NOUN
bracis-19061	357	10	policy	policy	NOUN
bracis-19061	357	11	help	help	NOUN
bracis-19061	357	12	and	and	CCONJ
bracis-19061	357	13	support	support	VERB
bracis-19061	357	14	legal	legal	ADJ
bracis-19061	357	15	notice	notice	NOUN
bracis-19061	357	16	cancel	cancel	VERB
bracis-19061	357	17	contracts	contract	NOUN
bracis-19061	357	18	here	here	ADV
bracis-19061	357	19	129.74.145.123	129.74.145.123	NUM
bracis-19061	357	20	hesburgh	hesburgh	PROPN
bracis-19061	357	21	library	library	PROPN
bracis-19061	357	22	er	er	INTJ
bracis-19061	357	23	unit	unit	NOUN
bracis-19061	357	24	(	(	PUNCT
bracis-19061	357	25	3005732405	3005732405	NUM
bracis-19061	357	26	)	)	PUNCT
bracis-19061	357	27	northeast	northeast	ADJ
bracis-19061	357	28	research	research	NOUN
bracis-19061	357	29	libraries	library	NOUN
bracis-19061	357	30	(	(	PUNCT
bracis-19061	357	31	nerl	nerl	PROPN
bracis-19061	357	32	)	)	PUNCT
bracis-19061	357	33	(	(	PUNCT
bracis-19061	357	34	8200828607	8200828607	NUM
bracis-19061	357	35	)	)	PUNCT
bracis-19061	357	36	nerl	nerl	VERB
bracis-19061	357	37	ta	ta	X
bracis-19061	357	38	account	account	NOUN
bracis-19061	357	39	(	(	PUNCT
bracis-19061	357	40	3006206169	3006206169	NUM
bracis-19061	357	41	)	)	PUNCT
bracis-19061	357	42	university	university	NOUN
bracis-19061	357	43	of	of	ADP
bracis-19061	357	44	notre	notre	PROPN
bracis-19061	357	45	dame	dame	PROPN
bracis-19061	357	46	hesburgh	hesburgh	PROPN
bracis-19061	357	47	library	library	NOUN
bracis-19061	357	48	(	(	PUNCT
bracis-19061	357	49	3000184373	3000184373	NUM
bracis-19061	357	50	)	)	PUNCT
bracis-19061	358	1	©	©	ADP
bracis-19061	358	2	2025	2025	NUM
bracis-19061	358	3	springer	springer	NOUN
bracis-19061	358	4	nature	nature	NOUN