id	sid	tid	token	lemma	pos
bracis-33582	1	1	govbert	govbert	NOUN
bracis-33582	1	2	-	-	PUNCT
bracis-33582	1	3	br	br	NOUN
bracis-33582	1	4	:	:	PUNCT
bracis-33582	1	5	a	a	DET
bracis-33582	1	6	bert	bert	NOUN
bracis-33582	1	7	-	-	PUNCT
bracis-33582	1	8	based	base	VERB
bracis-33582	1	9	language	language	NOUN
bracis-33582	1	10	model	model	NOUN
bracis-33582	1	11	for	for	ADP
bracis-33582	1	12	 	 	SPACE
bracis-33582	1	13	brazilian	brazilian	ADJ
bracis-33582	1	14	portuguese	portuguese	ADJ
bracis-33582	1	15	governmental	governmental	ADJ
bracis-33582	1	16	data	datum	NOUN
bracis-33582	1	17	|	|	NOUN
bracis-33582	1	18	springer	springer	NOUN
bracis-33582	1	19	nature	nature	NOUN
bracis-33582	1	20	link	link	PROPN
bracis-33582	1	21	(	(	PUNCT
bracis-33582	1	22	formerly	formerly	ADV
bracis-33582	1	23	springerlink	springerlink	NOUN
bracis-33582	1	24	)	)	PUNCT
bracis-33582	1	25	skip	skip	VERB
bracis-33582	1	26	to	to	ADP
bracis-33582	1	27	main	main	ADJ
bracis-33582	1	28	content	content	NOUN
bracis-33582	1	29	advertisement	advertisement	NOUN
bracis-33582	1	30	log	log	NOUN
bracis-33582	1	31	in	in	ADP
bracis-33582	1	32	menu	menu	NOUN
bracis-33582	1	33	find	find	VERB
bracis-33582	1	34	a	a	DET
bracis-33582	1	35	journal	journal	NOUN
bracis-33582	1	36	publish	publish	VERB
bracis-33582	1	37	with	with	ADP
bracis-33582	1	38	us	we	PRON
bracis-33582	1	39	track	track	VERB
bracis-33582	1	40	your	your	PRON
bracis-33582	1	41	research	research	NOUN
bracis-33582	1	42	search	search	NOUN
bracis-33582	1	43	cart	cart	NOUN
bracis-33582	1	44	home	home	NOUN
bracis-33582	1	45	intelligent	intelligent	ADJ
bracis-33582	1	46	systems	system	NOUN
bracis-33582	1	47	conference	conference	NOUN
bracis-33582	1	48	paper	paper	NOUN
bracis-33582	1	49	govbert	govbert	NOUN
bracis-33582	1	50	-	-	PUNCT
bracis-33582	1	51	br	br	NOUN
bracis-33582	1	52	:	:	PUNCT
bracis-33582	1	53	a	a	DET
bracis-33582	1	54	bert	bert	NOUN
bracis-33582	1	55	-	-	PUNCT
bracis-33582	1	56	based	base	VERB
bracis-33582	1	57	language	language	NOUN
bracis-33582	1	58	model	model	NOUN
bracis-33582	1	59	for	for	ADP
bracis-33582	1	60	 	 	SPACE
bracis-33582	1	61	brazilian	brazilian	ADJ
bracis-33582	1	62	portuguese	portuguese	ADJ
bracis-33582	1	63	governmental	governmental	ADJ
bracis-33582	1	64	data	data	PROPN
bracis-33582	1	65	conference	conference	PROPN
bracis-33582	1	66	paper	paper	NOUN
bracis-33582	1	67	first	first	ADV
bracis-33582	1	68	online	online	ADV
bracis-33582	1	69	:	:	PUNCT
bracis-33582	1	70	30	30	NUM
bracis-33582	1	71	january	january	NOUN
bracis-33582	1	72	2025	2025	NUM
bracis-33582	1	73	pp	pp	SYM
bracis-33582	1	74	19–32	19–32	NUM
bracis-33582	1	75	cite	cite	VERB
bracis-33582	1	76	this	this	DET
bracis-33582	1	77	conference	conference	NOUN
bracis-33582	1	78	paper	paper	NOUN
bracis-33582	1	79	access	access	NOUN
bracis-33582	1	80	provided	provide	VERB
bracis-33582	1	81	by	by	ADP
bracis-33582	1	82	university	university	PROPN
bracis-33582	1	83	of	of	ADP
bracis-33582	1	84	notre	notre	PROPN
bracis-33582	1	85	dame	dame	PROPN
bracis-33582	1	86	hesburgh	hesburgh	PROPN
bracis-33582	1	87	library	library	PROPN
bracis-33582	1	88	download	download	PROPN
bracis-33582	1	89	book	book	NOUN
bracis-33582	1	90	pdf	pdf	PROPN
bracis-33582	1	91	download	download	NOUN
bracis-33582	1	92	book	book	NOUN
bracis-33582	1	93	epub	epub	PROPN
bracis-33582	1	94	intelligent	intelligent	ADJ
bracis-33582	1	95	systems	system	NOUN
bracis-33582	1	96	(	(	PUNCT
bracis-33582	1	97	bracis	bracis	NOUN
bracis-33582	1	98	2024	2024	NUM
bracis-33582	1	99	)	)	PUNCT
bracis-33582	1	100	govbert	govbert	NOUN
bracis-33582	1	101	-	-	PUNCT
bracis-33582	1	102	br	br	NOUN
bracis-33582	1	103	:	:	PUNCT
bracis-33582	1	104	a	a	DET
bracis-33582	1	105	bert	bert	NOUN
bracis-33582	1	106	-	-	PUNCT
bracis-33582	1	107	based	base	VERB
bracis-33582	1	108	language	language	NOUN
bracis-33582	1	109	model	model	NOUN
bracis-33582	1	110	for	for	ADP
bracis-33582	1	111	 	 	SPACE
bracis-33582	1	112	brazilian	brazilian	ADJ
bracis-33582	1	113	portuguese	portuguese	ADJ
bracis-33582	1	114	governmental	governmental	ADJ
bracis-33582	1	115	data	datum	NOUN
bracis-33582	1	116	download	download	NOUN
bracis-33582	1	117	book	book	NOUN
bracis-33582	1	118	pdf	pdf	PROPN
bracis-33582	1	119	download	download	NOUN
bracis-33582	1	120	book	book	PROPN
bracis-33582	1	121	epub	epub	PROPN
bracis-33582	1	122	mariana	mariana	PROPN
bracis-33582	1	123	o.	o.	PROPN
bracis-33582	1	124	silva	silva	PROPN
bracis-33582	1	125	  	  	SPACE
bracis-33582	1	126	orcid	orcid	NOUN
bracis-33582	1	127	:	:	PUNCT
bracis-33582	1	128	orcid.org/0000-0003-0110-99249	orcid.org/0000-0003-0110-99249	NOUN
bracis-33582	1	129	,	,	PUNCT
bracis-33582	1	130	gabriel	gabriel	PROPN
bracis-33582	1	131	p.	p.	PROPN
bracis-33582	1	132	oliveira	oliveira	PROPN
bracis-33582	1	133	  	  	SPACE
bracis-33582	1	134	orcid	orcid	PROPN
bracis-33582	1	135	:	:	PUNCT
bracis-33582	1	136	orcid.org/0000-0002-7210-64089	orcid.org/0000-0002-7210-64089	NOUN
bracis-33582	1	137	,	,	PUNCT
bracis-33582	1	138	lucas	lucas	PROPN
bracis-33582	1	139	g.	g.	PROPN
bracis-33582	1	140	l.	l.	PROPN
bracis-33582	1	141	costa	costa	PROPN
bracis-33582	1	142	  	  	SPACE
bracis-33582	1	143	orcid	orcid	PROPN
bracis-33582	1	144	:	:	PUNCT
bracis-33582	1	145	orcid.org/0009-0002-8898-42379	orcid.org/0009-0002-8898-42379	PROPN
bracis-33582	1	146	&	&	CCONJ
bracis-33582	1	147	…	…	PUNCT
bracis-33582	1	148	gisele	gisele	PROPN
bracis-33582	1	149	l.	l.	PROPN
bracis-33582	1	150	pappa	pappa	PROPN
bracis-33582	1	151	  	  	SPACE
bracis-33582	1	152	orcid	orcid	NOUN
bracis-33582	1	153	:	:	PUNCT
bracis-33582	1	154	orcid.org/0000-0002-0349-44949	orcid.org/0000-0002-0349-44949	NOUN
bracis-33582	1	155	  	  	SPACE
bracis-33582	1	156	show	show	VERB
bracis-33582	1	157	authors	author	NOUN
bracis-33582	1	158	part	part	NOUN
bracis-33582	1	159	of	of	ADP
bracis-33582	1	160	the	the	DET
bracis-33582	1	161	book	book	NOUN
bracis-33582	1	162	series	series	NOUN
bracis-33582	1	163	:	:	PUNCT
bracis-33582	1	164	lecture	lecture	NOUN
bracis-33582	1	165	notes	note	NOUN
bracis-33582	1	166	in	in	ADP
bracis-33582	1	167	computer	computer	NOUN
bracis-33582	1	168	science	science	NOUN
bracis-33582	1	169	(	(	PUNCT
bracis-33582	1	170	(	(	PUNCT
bracis-33582	1	171	lnai	lnai	ADJ
bracis-33582	1	172	,	,	PUNCT
bracis-33582	1	173	volume	volume	NOUN
bracis-33582	1	174	15413	15413	NUM
bracis-33582	1	175	)	)	PUNCT
bracis-33582	1	176	)	)	PUNCT
bracis-33582	1	177	included	include	VERB
bracis-33582	1	178	in	in	ADP
bracis-33582	1	179	the	the	DET
bracis-33582	1	180	following	follow	VERB
bracis-33582	1	181	conference	conference	NOUN
bracis-33582	1	182	series	series	NOUN
bracis-33582	1	183	:	:	PUNCT
bracis-33582	1	184	brazilian	brazilian	ADJ
bracis-33582	1	185	conference	conference	NOUN
bracis-33582	1	186	on	on	ADP
bracis-33582	1	187	intelligent	intelligent	ADJ
bracis-33582	1	188	systems	system	NOUN
bracis-33582	1	189	389	389	NUM
bracis-33582	1	190	accesses	access	VERB
bracis-33582	1	191	3	3	NUM
bracis-33582	1	192	citations	citation	NOUN
bracis-33582	1	193	abstract	abstract	ADJ
bracis-33582	1	194	given	give	VERB
bracis-33582	1	195	the	the	DET
bracis-33582	1	196	growing	grow	VERB
bracis-33582	1	197	interest	interest	NOUN
bracis-33582	1	198	in	in	ADP
bracis-33582	1	199	natural	natural	ADJ
bracis-33582	1	200	language	language	NOUN
bracis-33582	1	201	processing	processing	NOUN
bracis-33582	1	202	(	(	PUNCT
bracis-33582	1	203	nlp	nlp	NOUN
bracis-33582	1	204	)	)	PUNCT
bracis-33582	1	205	for	for	ADP
bracis-33582	1	206	governmental	governmental	ADJ
bracis-33582	1	207	applications	application	NOUN
bracis-33582	1	208	,	,	PUNCT
bracis-33582	1	209	particularly	particularly	ADV
bracis-33582	1	210	in	in	ADP
bracis-33582	1	211	brazil	brazil	PROPN
bracis-33582	1	212	,	,	PUNCT
bracis-33582	1	213	where	where	SCONJ
bracis-33582	1	214	vast	vast	ADJ
bracis-33582	1	215	amounts	amount	NOUN
bracis-33582	1	216	of	of	ADP
bracis-33582	1	217	governmental	governmental	ADJ
bracis-33582	1	218	data	datum	NOUN
bracis-33582	1	219	are	be	AUX
bracis-33582	1	220	processed	process	VERB
bracis-33582	1	221	daily	daily	ADV
bracis-33582	1	222	,	,	PUNCT
bracis-33582	1	223	the	the	DET
bracis-33582	1	224	need	need	NOUN
bracis-33582	1	225	for	for	ADP
bracis-33582	1	226	specialized	specialized	ADJ
bracis-33582	1	227	nlp	nlp	NOUN
bracis-33582	1	228	models	model	NOUN
bracis-33582	1	229	tailored	tailor	VERB
bracis-33582	1	230	to	to	ADP
bracis-33582	1	231	the	the	DET
bracis-33582	1	232	nuances	nuance	NOUN
bracis-33582	1	233	of	of	ADP
bracis-33582	1	234	brazilian	brazilian	ADJ
bracis-33582	1	235	portuguese	portuguese	NOUN
bracis-33582	1	236	and	and	CCONJ
bracis-33582	1	237	the	the	DET
bracis-33582	1	238	legal	legal	ADJ
bracis-33582	1	239	and	and	CCONJ
bracis-33582	1	240	administrative	administrative	ADJ
bracis-33582	1	241	domains	domain	NOUN
bracis-33582	1	242	has	have	AUX
bracis-33582	1	243	become	become	VERB
bracis-33582	1	244	increasingly	increasingly	ADV
bracis-33582	1	245	apparent	apparent	ADJ
bracis-33582	1	246	.	.	PUNCT
bracis-33582	2	1	however	however	ADV
bracis-33582	2	2	,	,	PUNCT
bracis-33582	2	3	existing	exist	VERB
bracis-33582	2	4	models	model	NOUN
bracis-33582	2	5	may	may	AUX
bracis-33582	2	6	struggle	struggle	VERB
bracis-33582	2	7	to	to	PART
bracis-33582	2	8	accurately	accurately	ADV
bracis-33582	2	9	interpret	interpret	VERB
bracis-33582	2	10	the	the	DET
bracis-33582	2	11	complexities	complexity	NOUN
bracis-33582	2	12	of	of	ADP
bracis-33582	2	13	governmental	governmental	ADJ
bracis-33582	2	14	texts	text	NOUN
bracis-33582	2	15	,	,	PUNCT
bracis-33582	2	16	often	often	ADV
bracis-33582	2	17	leading	lead	VERB
bracis-33582	2	18	to	to	ADP
bracis-33582	2	19	suboptimal	suboptimal	ADJ
bracis-33582	2	20	performance	performance	NOUN
bracis-33582	2	21	in	in	ADP
bracis-33582	2	22	document	document	NOUN
bracis-33582	2	23	classification	classification	NOUN
bracis-33582	2	24	and	and	CCONJ
bracis-33582	2	25	analysis	analysis	NOUN
bracis-33582	2	26	tasks	task	NOUN
bracis-33582	2	27	.	.	PUNCT
bracis-33582	3	1	to	to	PART
bracis-33582	3	2	address	address	VERB
bracis-33582	3	3	these	these	DET
bracis-33582	3	4	challenges	challenge	NOUN
bracis-33582	3	5	,	,	PUNCT
bracis-33582	3	6	we	we	PRON
bracis-33582	3	7	introduce	introduce	VERB
bracis-33582	3	8	govbert	govbert	NOUN
bracis-33582	3	9	-	-	PUNCT
bracis-33582	3	10	br	br	NOUN
bracis-33582	3	11	,	,	PUNCT
bracis-33582	3	12	a	a	DET
bracis-33582	3	13	pre	pre	ADJ
bracis-33582	3	14	-	-	ADJ
bracis-33582	3	15	trained	train	VERB
bracis-33582	3	16	language	language	NOUN
bracis-33582	3	17	model	model	NOUN
bracis-33582	3	18	tailored	tailor	VERB
bracis-33582	3	19	to	to	ADP
bracis-33582	3	20	the	the	DET
bracis-33582	3	21	brazilian	brazilian	ADJ
bracis-33582	3	22	governmental	governmental	ADJ
bracis-33582	3	23	context	context	NOUN
bracis-33582	3	24	,	,	PUNCT
bracis-33582	3	25	covering	cover	VERB
bracis-33582	3	26	legal	legal	ADJ
bracis-33582	3	27	and	and	CCONJ
bracis-33582	3	28	administrative	administrative	ADJ
bracis-33582	3	29	domains	domain	NOUN
bracis-33582	3	30	.	.	PUNCT
bracis-33582	4	1	leveraging	leverage	VERB
bracis-33582	4	2	insights	insight	NOUN
bracis-33582	4	3	from	from	ADP
bracis-33582	4	4	diverse	diverse	ADJ
bracis-33582	4	5	governmental	governmental	ADJ
bracis-33582	4	6	texts	text	NOUN
bracis-33582	4	7	,	,	PUNCT
bracis-33582	4	8	govbert	govbert	NOUN
bracis-33582	4	9	-	-	PUNCT
bracis-33582	4	10	br	br	NOUN
bracis-33582	4	11	addresses	address	NOUN
bracis-33582	4	12	the	the	DET
bracis-33582	4	13	challenges	challenge	NOUN
bracis-33582	4	14	of	of	ADP
bracis-33582	4	15	accurately	accurately	ADV
bracis-33582	4	16	interpreting	interpret	VERB
bracis-33582	4	17	brazilian	brazilian	ADJ
bracis-33582	4	18	portuguese	portuguese	NOUN
bracis-33582	4	19	and	and	CCONJ
bracis-33582	4	20	the	the	DET
bracis-33582	4	21	unique	unique	ADJ
bracis-33582	4	22	legal	legal	ADJ
bracis-33582	4	23	and	and	CCONJ
bracis-33582	4	24	bureaucratic	bureaucratic	ADJ
bracis-33582	4	25	terminology	terminology	NOUN
bracis-33582	4	26	prevalent	prevalent	NOUN
bracis-33582	4	27	in	in	ADP
bracis-33582	4	28	governmental	governmental	ADJ
bracis-33582	4	29	documents	document	NOUN
bracis-33582	4	30	.	.	PUNCT
bracis-33582	5	1	we	we	PRON
bracis-33582	5	2	present	present	VERB
bracis-33582	5	3	the	the	DET
bracis-33582	5	4	pre	pre	ADJ
bracis-33582	5	5	-	-	ADJ
bracis-33582	5	6	training	training	ADJ
bracis-33582	5	7	process	process	NOUN
bracis-33582	5	8	and	and	CCONJ
bracis-33582	5	9	experimental	experimental	ADJ
bracis-33582	5	10	evaluation	evaluation	NOUN
bracis-33582	5	11	of	of	ADP
bracis-33582	5	12	govbert	govbert	NOUN
bracis-33582	5	13	-	-	PUNCT
bracis-33582	5	14	br	br	NOUN
bracis-33582	5	15	,	,	PUNCT
bracis-33582	5	16	comparing	compare	VERB
bracis-33582	5	17	its	its	PRON
bracis-33582	5	18	performance	performance	NOUN
bracis-33582	5	19	against	against	ADP
bracis-33582	5	20	baseline	baseline	NOUN
bracis-33582	5	21	models	model	NOUN
bracis-33582	5	22	across	across	ADP
bracis-33582	5	23	various	various	ADJ
bracis-33582	5	24	text	text	NOUN
bracis-33582	5	25	classification	classification	NOUN
bracis-33582	5	26	tasks	task	NOUN
bracis-33582	5	27	relevant	relevant	ADJ
bracis-33582	5	28	to	to	ADP
bracis-33582	5	29	the	the	DET
bracis-33582	5	30	brazilian	brazilian	ADJ
bracis-33582	5	31	public	public	ADJ
bracis-33582	5	32	sector	sector	NOUN
bracis-33582	5	33	.	.	PUNCT
bracis-33582	6	1	our	our	PRON
bracis-33582	6	2	findings	finding	NOUN
bracis-33582	6	3	demonstrate	demonstrate	VERB
bracis-33582	6	4	that	that	SCONJ
bracis-33582	6	5	govbert	govbert	NOUN
bracis-33582	6	6	-	-	PUNCT
bracis-33582	6	7	br	br	NOUN
bracis-33582	6	8	outperforms	outperform	VERB
bracis-33582	6	9	existing	exist	VERB
bracis-33582	6	10	models	model	NOUN
bracis-33582	6	11	in	in	ADP
bracis-33582	6	12	document	document	NOUN
bracis-33582	6	13	and	and	CCONJ
bracis-33582	6	14	short	short	ADJ
bracis-33582	6	15	-	-	PUNCT
bracis-33582	6	16	text	text	NOUN
bracis-33582	6	17	classification	classification	NOUN
bracis-33582	6	18	tasks	task	NOUN
bracis-33582	6	19	,	,	PUNCT
bracis-33582	6	20	showcasing	showcase	VERB
bracis-33582	6	21	its	its	PRON
bracis-33582	6	22	efficacy	efficacy	NOUN
bracis-33582	6	23	in	in	ADP
bracis-33582	6	24	accurately	accurately	ADV
bracis-33582	6	25	analyzing	analyze	VERB
bracis-33582	6	26	governmental	governmental	ADJ
bracis-33582	6	27	text	text	NOUN
bracis-33582	6	28	data	datum	NOUN
bracis-33582	6	29	.	.	PUNCT
bracis-33582	7	1	furthermore	furthermore	ADV
bracis-33582	7	2	,	,	PUNCT
bracis-33582	7	3	our	our	PRON
bracis-33582	7	4	analysis	analysis	NOUN
bracis-33582	7	5	reveals	reveal	VERB
bracis-33582	7	6	insights	insight	NOUN
bracis-33582	7	7	into	into	ADP
bracis-33582	7	8	the	the	DET
bracis-33582	7	9	convergence	convergence	NOUN
bracis-33582	7	10	behavior	behavior	NOUN
bracis-33582	7	11	of	of	ADP
bracis-33582	7	12	govbert	govbert	NOUN
bracis-33582	7	13	-	-	PUNCT
bracis-33582	7	14	br	br	NOUN
bracis-33582	7	15	during	during	ADP
bracis-33582	7	16	fine	fine	ADV
bracis-33582	7	17	-	-	PUNCT
bracis-33582	7	18	tuning	tuning	NOUN
bracis-33582	7	19	,	,	PUNCT
bracis-33582	7	20	highlighting	highlight	VERB
bracis-33582	7	21	its	its	PRON
bracis-33582	7	22	rapid	rapid	ADJ
bracis-33582	7	23	adaptation	adaptation	NOUN
bracis-33582	7	24	to	to	ADP
bracis-33582	7	25	downstream	downstream	ADJ
bracis-33582	7	26	tasks	task	NOUN
bracis-33582	7	27	.	.	PUNCT
bracis-33582	8	1	access	access	NOUN
bracis-33582	8	2	provided	provide	VERB
bracis-33582	8	3	by	by	ADP
bracis-33582	8	4	university	university	PROPN
bracis-33582	8	5	of	of	ADP
bracis-33582	8	6	notre	notre	PROPN
bracis-33582	8	7	dame	dame	PROPN
bracis-33582	8	8	hesburgh	hesburgh	PROPN
bracis-33582	8	9	library	library	PROPN
bracis-33582	8	10	.	.	PUNCT
bracis-33582	9	1	download	download	PROPN
bracis-33582	9	2	conference	conference	NOUN
bracis-33582	9	3	paper	paper	NOUN
bracis-33582	9	4	pdf	pdf	NOUN
bracis-33582	9	5	similar	similar	ADJ
bracis-33582	9	6	content	content	NOUN
bracis-33582	9	7	being	be	AUX
bracis-33582	9	8	viewed	view	VERB
bracis-33582	9	9	by	by	ADP
bracis-33582	9	10	others	other	NOUN
bracis-33582	9	11	legalbert	legalbert	PROPN
bracis-33582	9	12	-	-	PUNCT
bracis-33582	9	13	pt	pt	NOUN
bracis-33582	9	14	:	:	PUNCT
bracis-33582	9	15	a	a	DET
bracis-33582	9	16	pretrained	pretraine	VERB
bracis-33582	9	17	language	language	NOUN
bracis-33582	9	18	model	model	NOUN
bracis-33582	9	19	for	for	ADP
bracis-33582	9	20	 	 	SPACE
bracis-33582	9	21	the	the	DET
bracis-33582	9	22	 	 	SPACE
bracis-33582	9	23	brazilian	brazilian	ADJ
bracis-33582	9	24	portuguese	portuguese	ADJ
bracis-33582	9	25	legal	legal	ADJ
bracis-33582	9	26	domain	domain	NOUN
bracis-33582	9	27	chapter	chapter	NOUN
bracis-33582	9	28	©	©	PROPN
bracis-33582	9	29	2023	2023	NUM
bracis-33582	9	30	bert	bert	NOUN
bracis-33582	9	31	self	self	NOUN
bracis-33582	9	32	-	-	PUNCT
bracis-33582	9	33	learning	learn	VERB
bracis-33582	9	34	approach	approach	NOUN
bracis-33582	9	35	with	with	ADP
bracis-33582	9	36	 	 	SPACE
bracis-33582	9	37	limited	limit	VERB
bracis-33582	9	38	labels	label	NOUN
bracis-33582	9	39	for	for	ADP
bracis-33582	9	40	 	 	SPACE
bracis-33582	9	41	document	document	NOUN
bracis-33582	9	42	classification	classification	NOUN
bracis-33582	9	43	chapter	chapter	NOUN
bracis-33582	9	44	©	©	PROPN
bracis-33582	9	45	2022	2022	NUM
bracis-33582	9	46	ulysses	ulysses	PROPN
bracis-33582	9	47	tesemõ	tesemõ	ADV
bracis-33582	9	48	:	:	PUNCT
bracis-33582	9	49	a	a	DET
bracis-33582	9	50	new	new	ADJ
bracis-33582	9	51	large	large	ADJ
bracis-33582	9	52	corpus	corpus	NOUN
bracis-33582	9	53	for	for	ADP
bracis-33582	9	54	brazilian	brazilian	ADJ
bracis-33582	9	55	legal	legal	ADJ
bracis-33582	9	56	and	and	CCONJ
bracis-33582	9	57	governmental	governmental	ADJ
bracis-33582	9	58	domain	domain	NOUN
bracis-33582	9	59	article	article	NOUN
bracis-33582	9	60	18	18	NUM
bracis-33582	9	61	july	july	PROPN
bracis-33582	9	62	2024	2024	NUM
bracis-33582	9	63	1	1	NUM
bracis-33582	9	64	introduction	introduction	NOUN
bracis-33582	9	65	in	in	ADP
bracis-33582	9	66	recent	recent	ADJ
bracis-33582	9	67	years	year	NOUN
bracis-33582	9	68	,	,	PUNCT
bracis-33582	9	69	the	the	DET
bracis-33582	9	70	application	application	NOUN
bracis-33582	9	71	of	of	ADP
bracis-33582	9	72	natural	natural	ADJ
bracis-33582	9	73	language	language	NOUN
bracis-33582	9	74	processing	processing	NOUN
bracis-33582	9	75	(	(	PUNCT
bracis-33582	9	76	nlp	nlp	NOUN
bracis-33582	9	77	)	)	PUNCT
bracis-33582	9	78	tools	tool	NOUN
bracis-33582	9	79	to	to	ADP
bracis-33582	9	80	government	government	NOUN
bracis-33582	9	81	data	datum	NOUN
bracis-33582	9	82	has	have	AUX
bracis-33582	9	83	surged	surge	VERB
bracis-33582	9	84	significantly	significantly	ADV
bracis-33582	9	85	.	.	PUNCT
bracis-33582	10	1	this	this	DET
bracis-33582	10	2	trend	trend	NOUN
bracis-33582	10	3	is	be	AUX
bracis-33582	10	4	largely	largely	ADV
bracis-33582	10	5	driven	drive	VERB
bracis-33582	10	6	by	by	ADP
bracis-33582	10	7	the	the	DET
bracis-33582	10	8	promise	promise	NOUN
bracis-33582	10	9	of	of	ADP
bracis-33582	10	10	nlp	nlp	NOUN
bracis-33582	10	11	to	to	PART
bracis-33582	10	12	enhance	enhance	VERB
bracis-33582	10	13	public	public	ADJ
bracis-33582	10	14	administration	administration	NOUN
bracis-33582	10	15	’s	’s	PART
bracis-33582	10	16	efficiency	efficiency	NOUN
bracis-33582	10	17	,	,	PUNCT
bracis-33582	10	18	transparency	transparency	NOUN
bracis-33582	10	19	,	,	PUNCT
bracis-33582	10	20	and	and	CCONJ
bracis-33582	10	21	accountability	accountability	NOUN
bracis-33582	10	22	.	.	PUNCT
bracis-33582	11	1	in	in	ADP
bracis-33582	11	2	brazil	brazil	PROPN
bracis-33582	11	3	,	,	PUNCT
bracis-33582	11	4	where	where	SCONJ
bracis-33582	11	5	a	a	DET
bracis-33582	11	6	vast	vast	ADJ
bracis-33582	11	7	volume	volume	NOUN
bracis-33582	11	8	of	of	ADP
bracis-33582	11	9	governmental	governmental	ADJ
bracis-33582	11	10	data	datum	NOUN
bracis-33582	11	11	is	be	AUX
bracis-33582	11	12	generated	generate	VERB
bracis-33582	11	13	and	and	CCONJ
bracis-33582	11	14	processed	process	VERB
bracis-33582	11	15	daily	daily	ADV
bracis-33582	11	16	[	[	X
bracis-33582	11	17	4	4	NUM
bracis-33582	11	18	]	]	PUNCT
bracis-33582	11	19	,	,	PUNCT
bracis-33582	11	20	nlp	nlp	ADJ
bracis-33582	11	21	tools	tool	NOUN
bracis-33582	11	22	can	can	AUX
bracis-33582	11	23	streamline	streamline	VERB
bracis-33582	11	24	various	various	ADJ
bracis-33582	11	25	administrative	administrative	ADJ
bracis-33582	11	26	processes	process	NOUN
bracis-33582	11	27	by	by	ADP
bracis-33582	11	28	automating	automate	VERB
bracis-33582	11	29	the	the	DET
bracis-33582	11	30	analysis	analysis	NOUN
bracis-33582	11	31	and	and	CCONJ
bracis-33582	11	32	interpretation	interpretation	NOUN
bracis-33582	11	33	of	of	ADP
bracis-33582	11	34	textual	textual	ADJ
bracis-33582	11	35	data	datum	NOUN
bracis-33582	11	36	,	,	PUNCT
bracis-33582	11	37	thereby	thereby	ADV
bracis-33582	11	38	facilitating	facilitate	VERB
bracis-33582	11	39	improved	improved	ADJ
bracis-33582	11	40	decision	decision	NOUN
bracis-33582	11	41	-	-	PUNCT
bracis-33582	11	42	making	making	NOUN
bracis-33582	11	43	[	[	X
bracis-33582	11	44	8	8	NUM
bracis-33582	11	45	,	,	PUNCT
bracis-33582	11	46	10	10	NUM
bracis-33582	11	47	,	,	PUNCT
bracis-33582	11	48	20	20	NUM
bracis-33582	11	49	]	]	PUNCT
bracis-33582	11	50	.	.	PUNCT
bracis-33582	12	1	however	however	ADV
bracis-33582	12	2	,	,	PUNCT
bracis-33582	12	3	the	the	DET
bracis-33582	12	4	effective	effective	ADJ
bracis-33582	12	5	utilization	utilization	NOUN
bracis-33582	12	6	of	of	ADP
bracis-33582	12	7	this	this	DET
bracis-33582	12	8	data	data	NOUN
bracis-33582	12	9	is	be	AUX
bracis-33582	12	10	often	often	ADV
bracis-33582	12	11	constrained	constrain	VERB
bracis-33582	12	12	by	by	ADP
bracis-33582	12	13	the	the	DET
bracis-33582	12	14	need	need	NOUN
bracis-33582	12	15	for	for	ADP
bracis-33582	12	16	specialized	specialized	ADJ
bracis-33582	12	17	nlp	nlp	NOUN
bracis-33582	12	18	models	model	NOUN
bracis-33582	12	19	capable	capable	ADJ
bracis-33582	12	20	of	of	ADP
bracis-33582	12	21	accurately	accurately	ADV
bracis-33582	12	22	interpreting	interpret	VERB
bracis-33582	12	23	the	the	DET
bracis-33582	12	24	specificities	specificity	NOUN
bracis-33582	12	25	of	of	ADP
bracis-33582	12	26	brazilian	brazilian	ADJ
bracis-33582	12	27	portuguese	portuguese	NOUN
bracis-33582	12	28	and	and	CCONJ
bracis-33582	12	29	the	the	DET
bracis-33582	12	30	unique	unique	ADJ
bracis-33582	12	31	legal	legal	ADJ
bracis-33582	12	32	and	and	CCONJ
bracis-33582	12	33	bureaucratic	bureaucratic	ADJ
bracis-33582	12	34	terminology	terminology	NOUN
bracis-33582	12	35	.	.	PUNCT
bracis-33582	13	1	existing	exist	VERB
bracis-33582	13	2	nlp	nlp	NOUN
bracis-33582	13	3	models	model	NOUN
bracis-33582	13	4	are	be	AUX
bracis-33582	13	5	predominantly	predominantly	ADV
bracis-33582	13	6	generic	generic	ADJ
bracis-33582	13	7	[	[	X
bracis-33582	13	8	19	19	NUM
bracis-33582	13	9	]	]	PUNCT
bracis-33582	13	10	,	,	PUNCT
bracis-33582	13	11	trained	train	VERB
bracis-33582	13	12	on	on	ADP
bracis-33582	13	13	datasets	dataset	NOUN
bracis-33582	13	14	that	that	PRON
bracis-33582	13	15	do	do	AUX
bracis-33582	13	16	not	not	PART
bracis-33582	13	17	adequately	adequately	ADV
bracis-33582	13	18	reflect	reflect	VERB
bracis-33582	13	19	the	the	DET
bracis-33582	13	20	particularities	particularity	NOUN
bracis-33582	13	21	of	of	ADP
bracis-33582	13	22	brazilian	brazilian	ADJ
bracis-33582	13	23	governmental	governmental	ADJ
bracis-33582	13	24	documents	document	NOUN
bracis-33582	13	25	.	.	PUNCT
bracis-33582	14	1	this	this	DET
bracis-33582	14	2	mismatch	mismatch	NOUN
bracis-33582	14	3	usually	usually	ADV
bracis-33582	14	4	leads	lead	VERB
bracis-33582	14	5	to	to	ADP
bracis-33582	14	6	suboptimal	suboptimal	ADJ
bracis-33582	14	7	performance	performance	NOUN
bracis-33582	14	8	when	when	SCONJ
bracis-33582	14	9	these	these	DET
bracis-33582	14	10	models	model	NOUN
bracis-33582	14	11	are	be	AUX
bracis-33582	14	12	applied	apply	VERB
bracis-33582	14	13	to	to	ADP
bracis-33582	14	14	the	the	DET
bracis-33582	14	15	brazilian	brazilian	ADJ
bracis-33582	14	16	public	public	ADJ
bracis-33582	14	17	sector	sector	NOUN
bracis-33582	15	1	[	[	X
bracis-33582	15	2	20	20	NUM
bracis-33582	15	3	]	]	PUNCT
bracis-33582	15	4	.	.	PUNCT
bracis-33582	16	1	in	in	ADP
bracis-33582	16	2	this	this	DET
bracis-33582	16	3	context	context	NOUN
bracis-33582	16	4	,	,	PUNCT
bracis-33582	16	5	some	some	DET
bracis-33582	16	6	efforts	effort	NOUN
bracis-33582	16	7	have	have	AUX
bracis-33582	16	8	been	be	AUX
bracis-33582	16	9	made	make	VERB
bracis-33582	16	10	to	to	PART
bracis-33582	16	11	develop	develop	VERB
bracis-33582	16	12	domain	domain	NOUN
bracis-33582	16	13	-	-	PUNCT
bracis-33582	16	14	specific	specific	ADJ
bracis-33582	16	15	models	model	NOUN
bracis-33582	16	16	focused	focus	VERB
bracis-33582	16	17	on	on	ADP
bracis-33582	16	18	tackling	tackle	VERB
bracis-33582	16	19	legal	legal	ADJ
bracis-33582	16	20	[	[	X
bracis-33582	16	21	8	8	NUM
bracis-33582	16	22	,	,	PUNCT
bracis-33582	16	23	18	18	NUM
bracis-33582	16	24	,	,	PUNCT
bracis-33582	16	25	20	20	NUM
bracis-33582	16	26	]	]	PUNCT
bracis-33582	16	27	and	and	CCONJ
bracis-33582	16	28	administrative	administrative	ADJ
bracis-33582	16	29	[	[	X
bracis-33582	16	30	10	10	NUM
bracis-33582	16	31	]	]	PUNCT
bracis-33582	16	32	tasks	task	NOUN
bracis-33582	16	33	.	.	PUNCT
bracis-33582	17	1	although	although	SCONJ
bracis-33582	17	2	these	these	DET
bracis-33582	17	3	endeavors	endeavor	NOUN
bracis-33582	17	4	represent	represent	VERB
bracis-33582	17	5	important	important	ADJ
bracis-33582	17	6	steps	step	NOUN
bracis-33582	17	7	forward	forward	ADV
bracis-33582	17	8	,	,	PUNCT
bracis-33582	17	9	they	they	PRON
bracis-33582	17	10	are	be	AUX
bracis-33582	17	11	often	often	ADV
bracis-33582	17	12	limited	limit	VERB
bracis-33582	17	13	in	in	ADP
bracis-33582	17	14	scope	scope	NOUN
bracis-33582	17	15	,	,	PUNCT
bracis-33582	17	16	addressing	address	VERB
bracis-33582	17	17	only	only	ADV
bracis-33582	17	18	specific	specific	ADJ
bracis-33582	17	19	sub	sub	NOUN
bracis-33582	17	20	-	-	NOUN
bracis-33582	17	21	contexts	contexts	NOUN
bracis-33582	17	22	of	of	ADP
bracis-33582	17	23	governmental	governmental	ADJ
bracis-33582	17	24	data	datum	NOUN
bracis-33582	17	25	.	.	PUNCT
bracis-33582	18	1	the	the	DET
bracis-33582	18	2	interdisciplinary	interdisciplinary	ADJ
bracis-33582	18	3	nature	nature	NOUN
bracis-33582	18	4	of	of	ADP
bracis-33582	18	5	governmental	governmental	ADJ
bracis-33582	18	6	documents	document	NOUN
bracis-33582	18	7	requires	require	VERB
bracis-33582	18	8	models	model	NOUN
bracis-33582	18	9	capable	capable	ADJ
bracis-33582	18	10	of	of	ADP
bracis-33582	18	11	seamlessly	seamlessly	ADV
bracis-33582	18	12	integrating	integrate	VERB
bracis-33582	18	13	insights	insight	NOUN
bracis-33582	18	14	from	from	ADP
bracis-33582	18	15	multiple	multiple	ADJ
bracis-33582	18	16	domains	domain	NOUN
bracis-33582	18	17	.	.	PUNCT
bracis-33582	19	1	legal	legal	ADJ
bracis-33582	19	2	documents	document	NOUN
bracis-33582	19	3	,	,	PUNCT
bracis-33582	19	4	for	for	ADP
bracis-33582	19	5	example	example	NOUN
bracis-33582	19	6	,	,	PUNCT
bracis-33582	19	7	frequently	frequently	ADV
bracis-33582	19	8	intersect	intersect	ADJ
bracis-33582	19	9	with	with	ADP
bracis-33582	19	10	administrative	administrative	ADJ
bracis-33582	19	11	procedures	procedure	NOUN
bracis-33582	19	12	,	,	PUNCT
bracis-33582	19	13	and	and	CCONJ
bracis-33582	19	14	understanding	understand	VERB
bracis-33582	19	15	these	these	DET
bracis-33582	19	16	interrelations	interrelation	NOUN
bracis-33582	19	17	is	be	AUX
bracis-33582	19	18	crucial	crucial	ADJ
bracis-33582	19	19	for	for	ADP
bracis-33582	19	20	effective	effective	ADJ
bracis-33582	19	21	decision	decision	NOUN
bracis-33582	19	22	-	-	PUNCT
bracis-33582	19	23	making	making	NOUN
bracis-33582	19	24	within	within	ADP
bracis-33582	19	25	public	public	ADJ
bracis-33582	19	26	administration	administration	NOUN
bracis-33582	19	27	.	.	PUNCT
bracis-33582	20	1	therefore	therefore	ADV
bracis-33582	20	2	,	,	PUNCT
bracis-33582	20	3	we	we	PRON
bracis-33582	20	4	introduce	introduce	VERB
bracis-33582	20	5	govbert	govbert	NOUN
bracis-33582	20	6	-	-	PUNCT
bracis-33582	20	7	br	br	NOUN
bracis-33582	20	8	,	,	PUNCT
bracis-33582	20	9	a	a	DET
bracis-33582	20	10	pre	pre	ADJ
bracis-33582	20	11	-	-	ADJ
bracis-33582	20	12	trained	train	VERB
bracis-33582	20	13	language	language	NOUN
bracis-33582	20	14	model	model	NOUN
bracis-33582	20	15	specifically	specifically	ADV
bracis-33582	20	16	tailored	tailor	VERB
bracis-33582	20	17	to	to	ADP
bracis-33582	20	18	the	the	DET
bracis-33582	20	19	brazilian	brazilian	ADJ
bracis-33582	20	20	governmental	governmental	ADJ
bracis-33582	20	21	context	context	NOUN
bracis-33582	20	22	.	.	PUNCT
bracis-33582	21	1	it	it	PRON
bracis-33582	21	2	integrates	integrate	VERB
bracis-33582	21	3	both	both	CCONJ
bracis-33582	21	4	administrative	administrative	ADJ
bracis-33582	21	5	and	and	CCONJ
bracis-33582	21	6	legal	legal	ADJ
bracis-33582	21	7	domains	domain	NOUN
bracis-33582	21	8	,	,	PUNCT
bracis-33582	21	9	providing	provide	VERB
bracis-33582	21	10	a	a	DET
bracis-33582	21	11	multifaceted	multifaceted	ADJ
bracis-33582	21	12	perspective	perspective	NOUN
bracis-33582	21	13	to	to	PART
bracis-33582	21	14	better	well	ADV
bracis-33582	21	15	align	align	VERB
bracis-33582	21	16	with	with	ADP
bracis-33582	21	17	the	the	DET
bracis-33582	21	18	diverse	diverse	ADJ
bracis-33582	21	19	nature	nature	NOUN
bracis-33582	21	20	of	of	ADP
bracis-33582	21	21	governmental	governmental	ADJ
bracis-33582	21	22	text	text	NOUN
bracis-33582	21	23	data	datum	NOUN
bracis-33582	21	24	.	.	PUNCT
bracis-33582	22	1	in	in	ADP
bracis-33582	22	2	this	this	DET
bracis-33582	22	3	paper	paper	NOUN
bracis-33582	22	4	,	,	PUNCT
bracis-33582	22	5	we	we	PRON
bracis-33582	22	6	present	present	VERB
bracis-33582	22	7	the	the	DET
bracis-33582	22	8	pre	pre	ADJ
bracis-33582	22	9	-	-	ADJ
bracis-33582	22	10	training	training	ADJ
bracis-33582	22	11	process	process	NOUN
bracis-33582	22	12	and	and	CCONJ
bracis-33582	22	13	the	the	DET
bracis-33582	22	14	experimental	experimental	ADJ
bracis-33582	22	15	setup	setup	NOUN
bracis-33582	22	16	of	of	ADP
bracis-33582	22	17	govbert	govbert	NOUN
bracis-33582	22	18	-	-	PUNCT
bracis-33582	22	19	br	br	NOUN
bracis-33582	22	20	.	.	PUNCT
bracis-33582	23	1	our	our	PRON
bracis-33582	23	2	evaluation	evaluation	NOUN
bracis-33582	23	3	involves	involve	VERB
bracis-33582	23	4	a	a	DET
bracis-33582	23	5	series	series	NOUN
bracis-33582	23	6	of	of	ADP
bracis-33582	23	7	text	text	NOUN
bracis-33582	23	8	classification	classification	NOUN
bracis-33582	23	9	tasks	task	NOUN
bracis-33582	23	10	relevant	relevant	ADJ
bracis-33582	23	11	to	to	ADP
bracis-33582	23	12	the	the	DET
bracis-33582	23	13	brazilian	brazilian	ADJ
bracis-33582	23	14	governmental	governmental	ADJ
bracis-33582	23	15	context	context	NOUN
bracis-33582	23	16	,	,	PUNCT
bracis-33582	23	17	comparing	compare	VERB
bracis-33582	23	18	the	the	DET
bracis-33582	23	19	performance	performance	NOUN
bracis-33582	23	20	of	of	ADP
bracis-33582	23	21	govbert	govbert	NOUN
bracis-33582	23	22	-	-	PUNCT
bracis-33582	23	23	br	br	NOUN
bracis-33582	23	24	against	against	ADP
bracis-33582	23	25	several	several	ADJ
bracis-33582	23	26	baseline	baseline	NOUN
bracis-33582	23	27	models	model	NOUN
bracis-33582	23	28	.	.	PUNCT
bracis-33582	24	1	our	our	PRON
bracis-33582	24	2	main	main	ADJ
bracis-33582	24	3	contributions	contribution	NOUN
bracis-33582	24	4	are	be	AUX
bracis-33582	24	5	summarized	summarize	VERB
bracis-33582	24	6	as	as	SCONJ
bracis-33582	24	7	follows	follow	VERB
bracis-33582	24	8	.	.	PUNCT
bracis-33582	25	1	we	we	PRON
bracis-33582	25	2	introduce	introduce	VERB
bracis-33582	25	3	a	a	DET
bracis-33582	25	4	novel	novel	ADJ
bracis-33582	25	5	pre	pre	VERB
bracis-33582	25	6	-	-	ADJ
bracis-33582	25	7	trained	train	VERB
bracis-33582	25	8	language	language	NOUN
bracis-33582	25	9	model	model	NOUN
bracis-33582	25	10	designed	design	VERB
bracis-33582	25	11	explicitly	explicitly	ADV
bracis-33582	25	12	for	for	ADP
bracis-33582	25	13	the	the	DET
bracis-33582	25	14	brazilian	brazilian	ADJ
bracis-33582	25	15	governmental	governmental	ADJ
bracis-33582	25	16	domain	domain	NOUN
bracis-33582	25	17	,	,	PUNCT
bracis-33582	25	18	incorporating	incorporate	VERB
bracis-33582	25	19	insights	insight	NOUN
bracis-33582	25	20	from	from	ADP
bracis-33582	25	21	both	both	CCONJ
bracis-33582	25	22	administrative	administrative	ADJ
bracis-33582	25	23	and	and	CCONJ
bracis-33582	25	24	legal	legal	ADJ
bracis-33582	25	25	domains	domain	NOUN
bracis-33582	25	26	to	to	PART
bracis-33582	25	27	enhance	enhance	VERB
bracis-33582	25	28	its	its	PRON
bracis-33582	25	29	adaptability	adaptability	NOUN
bracis-33582	25	30	and	and	CCONJ
bracis-33582	25	31	effectiveness	effectiveness	NOUN
bracis-33582	25	32	.	.	PUNCT
bracis-33582	26	1	we	we	PRON
bracis-33582	26	2	provide	provide	VERB
bracis-33582	26	3	a	a	DET
bracis-33582	26	4	comprehensive	comprehensive	ADJ
bracis-33582	26	5	evaluation	evaluation	NOUN
bracis-33582	26	6	framework	framework	NOUN
bracis-33582	26	7	,	,	PUNCT
bracis-33582	26	8	including	include	VERB
bracis-33582	26	9	a	a	DET
bracis-33582	26	10	diverse	diverse	ADJ
bracis-33582	26	11	set	set	NOUN
bracis-33582	26	12	of	of	ADP
bracis-33582	26	13	text	text	NOUN
bracis-33582	26	14	classification	classification	NOUN
bracis-33582	26	15	tasks	task	NOUN
bracis-33582	26	16	pertinent	pertinent	ADJ
bracis-33582	26	17	to	to	ADP
bracis-33582	26	18	the	the	DET
bracis-33582	26	19	brazilian	brazilian	ADJ
bracis-33582	26	20	governmental	governmental	ADJ
bracis-33582	26	21	context	context	NOUN
bracis-33582	26	22	.	.	PUNCT
bracis-33582	27	1	this	this	PRON
bracis-33582	27	2	allows	allow	VERB
bracis-33582	27	3	for	for	ADP
bracis-33582	27	4	a	a	DET
bracis-33582	27	5	thorough	thorough	ADJ
bracis-33582	27	6	assessment	assessment	NOUN
bracis-33582	27	7	of	of	ADP
bracis-33582	27	8	govbert	govbert	NOUN
bracis-33582	27	9	-	-	PUNCT
bracis-33582	27	10	br	br	NOUN
bracis-33582	27	11	’s	’s	PART
bracis-33582	27	12	performance	performance	NOUN
bracis-33582	27	13	across	across	ADP
bracis-33582	27	14	different	different	ADJ
bracis-33582	27	15	types	type	NOUN
bracis-33582	27	16	of	of	ADP
bracis-33582	27	17	governmental	governmental	ADJ
bracis-33582	27	18	text	text	NOUN
bracis-33582	27	19	data	datum	NOUN
bracis-33582	27	20	.	.	PUNCT
bracis-33582	28	1	our	our	PRON
bracis-33582	28	2	experimental	experimental	ADJ
bracis-33582	28	3	results	result	NOUN
bracis-33582	28	4	demonstrate	demonstrate	VERB
bracis-33582	28	5	govbert	govbert	NOUN
bracis-33582	28	6	-	-	PUNCT
bracis-33582	28	7	br	br	NOUN
bracis-33582	28	8	’s	’s	PART
bracis-33582	28	9	superior	superior	ADJ
bracis-33582	28	10	or	or	CCONJ
bracis-33582	28	11	competitive	competitive	ADJ
bracis-33582	28	12	performance	performance	NOUN
bracis-33582	28	13	compared	compare	VERB
bracis-33582	28	14	to	to	ADP
bracis-33582	28	15	baseline	baseline	VERB
bracis-33582	28	16	models	model	NOUN
bracis-33582	28	17	across	across	ADP
bracis-33582	28	18	various	various	ADJ
bracis-33582	28	19	datasets	dataset	NOUN
bracis-33582	28	20	.	.	PUNCT
bracis-33582	29	1	this	this	PRON
bracis-33582	29	2	underscores	underscore	VERB
bracis-33582	29	3	its	its	PRON
bracis-33582	29	4	efficacy	efficacy	NOUN
bracis-33582	29	5	in	in	ADP
bracis-33582	29	6	accurately	accurately	ADV
bracis-33582	29	7	classifying	classify	VERB
bracis-33582	29	8	governmental	governmental	ADJ
bracis-33582	29	9	text	text	NOUN
bracis-33582	29	10	,	,	PUNCT
bracis-33582	29	11	highlighting	highlight	VERB
bracis-33582	29	12	its	its	PRON
bracis-33582	29	13	potential	potential	NOUN
bracis-33582	29	14	for	for	ADP
bracis-33582	29	15	improving	improve	VERB
bracis-33582	29	16	text	text	NOUN
bracis-33582	29	17	understanding	understanding	NOUN
bracis-33582	29	18	and	and	CCONJ
bracis-33582	29	19	decision	decision	NOUN
bracis-33582	29	20	-	-	PUNCT
bracis-33582	29	21	making	making	NOUN
bracis-33582	29	22	within	within	ADP
bracis-33582	29	23	the	the	DET
bracis-33582	29	24	brazilian	brazilian	ADJ
bracis-33582	29	25	public	public	ADJ
bracis-33582	29	26	sector	sector	NOUN
bracis-33582	29	27	.	.	PUNCT
bracis-33582	30	1	2	2	NUM
bracis-33582	30	2	related	relate	VERB
bracis-33582	30	3	work	work	NOUN
bracis-33582	30	4	using	use	VERB
bracis-33582	30	5	language	language	NOUN
bracis-33582	30	6	models	model	NOUN
bracis-33582	30	7	in	in	ADP
bracis-33582	30	8	government	government	NOUN
bracis-33582	30	9	applications	application	NOUN
bracis-33582	30	10	has	have	AUX
bracis-33582	30	11	changed	change	VERB
bracis-33582	30	12	how	how	SCONJ
bracis-33582	30	13	governments	government	NOUN
bracis-33582	30	14	interact	interact	VERB
bracis-33582	30	15	with	with	ADP
bracis-33582	30	16	citizens	citizen	NOUN
bracis-33582	30	17	and	and	CCONJ
bracis-33582	30	18	manage	manage	VERB
bracis-33582	30	19	information	information	NOUN
bracis-33582	30	20	.	.	PUNCT
bracis-33582	31	1	indeed	indeed	ADV
bracis-33582	31	2	,	,	PUNCT
bracis-33582	31	3	such	such	ADJ
bracis-33582	31	4	models	model	NOUN
bracis-33582	31	5	offer	offer	VERB
bracis-33582	31	6	advanced	advanced	ADJ
bracis-33582	31	7	capabilities	capability	NOUN
bracis-33582	31	8	in	in	ADP
bracis-33582	31	9	nlp	nlp	NOUN
bracis-33582	31	10	,	,	PUNCT
bracis-33582	31	11	enabling	enable	VERB
bracis-33582	31	12	automation	automation	NOUN
bracis-33582	31	13	in	in	ADP
bracis-33582	31	14	understanding	understand	VERB
bracis-33582	31	15	public	public	ADJ
bracis-33582	31	16	inquiries	inquiry	NOUN
bracis-33582	31	17	,	,	PUNCT
bracis-33582	31	18	analyzing	analyze	VERB
bracis-33582	31	19	policies	policy	NOUN
bracis-33582	31	20	,	,	PUNCT
bracis-33582	31	21	and	and	CCONJ
bracis-33582	31	22	other	other	ADJ
bracis-33582	31	23	applications	application	NOUN
bracis-33582	31	24	using	use	VERB
bracis-33582	31	25	open	open	ADJ
bracis-33582	31	26	government	government	NOUN
bracis-33582	31	27	data	datum	NOUN
bracis-33582	31	28	(	(	PUNCT
bracis-33582	31	29	ogd	ogd	NOUN
bracis-33582	31	30	)	)	PUNCT
bracis-33582	32	1	[	[	X
bracis-33582	32	2	7	7	NUM
bracis-33582	32	3	,	,	PUNCT
bracis-33582	32	4	14	14	NUM
bracis-33582	32	5	]	]	PUNCT
bracis-33582	32	6	.	.	PUNCT
bracis-33582	33	1	they	they	PRON
bracis-33582	33	2	can	can	AUX
bracis-33582	33	3	be	be	AUX
bracis-33582	33	4	applied	apply	VERB
bracis-33582	33	5	in	in	ADP
bracis-33582	33	6	several	several	ADJ
bracis-33582	33	7	areas	area	NOUN
bracis-33582	33	8	,	,	PUNCT
bracis-33582	33	9	including	include	VERB
bracis-33582	33	10	consulting	consult	VERB
bracis-33582	33	11	services	service	NOUN
bracis-33582	33	12	[	[	X
bracis-33582	33	13	9	9	NUM
bracis-33582	33	14	]	]	PUNCT
bracis-33582	33	15	,	,	PUNCT
bracis-33582	33	16	topic	topic	NOUN
bracis-33582	33	17	modeling	modeling	NOUN
bracis-33582	33	18	[	[	X
bracis-33582	33	19	10	10	NUM
bracis-33582	33	20	]	]	PUNCT
bracis-33582	33	21	,	,	PUNCT
bracis-33582	33	22	and	and	CCONJ
bracis-33582	33	23	sentiment	sentiment	NOUN
bracis-33582	33	24	analysis	analysis	NOUN
bracis-33582	33	25	related	relate	VERB
bracis-33582	33	26	to	to	ADP
bracis-33582	33	27	government	government	NOUN
bracis-33582	33	28	policies	policy	NOUN
bracis-33582	33	29	[	[	X
bracis-33582	33	30	23	23	NUM
bracis-33582	33	31	]	]	PUNCT
bracis-33582	33	32	.	.	PUNCT
bracis-33582	34	1	in	in	ADP
bracis-33582	34	2	addition	addition	NOUN
bracis-33582	34	3	,	,	PUNCT
bracis-33582	34	4	language	language	NOUN
bracis-33582	34	5	is	be	AUX
bracis-33582	34	6	crucial	crucial	ADJ
bracis-33582	34	7	in	in	ADP
bracis-33582	34	8	these	these	DET
bracis-33582	34	9	models	model	NOUN
bracis-33582	34	10	,	,	PUNCT
bracis-33582	34	11	as	as	SCONJ
bracis-33582	34	12	the	the	DET
bracis-33582	34	13	model	model	NOUN
bracis-33582	34	14	’s	’s	PART
bracis-33582	34	15	language	language	NOUN
bracis-33582	34	16	must	must	AUX
bracis-33582	34	17	align	align	VERB
bracis-33582	34	18	with	with	ADP
bracis-33582	34	19	the	the	DET
bracis-33582	34	20	languages	language	NOUN
bracis-33582	34	21	used	use	VERB
bracis-33582	34	22	in	in	ADP
bracis-33582	34	23	the	the	DET
bracis-33582	34	24	target	target	NOUN
bracis-33582	34	25	domain	domain	NOUN
bracis-33582	34	26	to	to	PART
bracis-33582	34	27	ensure	ensure	VERB
bracis-33582	34	28	more	more	ADV
bracis-33582	34	29	efficient	efficient	ADJ
bracis-33582	34	30	adaptation	adaptation	NOUN
bracis-33582	34	31	.	.	PUNCT
bracis-33582	35	1	therefore	therefore	ADV
bracis-33582	35	2	,	,	PUNCT
bracis-33582	35	3	recent	recent	ADJ
bracis-33582	35	4	works	work	NOUN
bracis-33582	35	5	have	have	AUX
bracis-33582	35	6	proposed	propose	VERB
bracis-33582	35	7	distinct	distinct	ADJ
bracis-33582	35	8	models	model	NOUN
bracis-33582	35	9	to	to	PART
bracis-33582	35	10	tackle	tackle	VERB
bracis-33582	35	11	government	government	NOUN
bracis-33582	35	12	-	-	PUNCT
bracis-33582	35	13	related	relate	VERB
bracis-33582	35	14	tasks	task	NOUN
bracis-33582	35	15	in	in	ADP
bracis-33582	35	16	several	several	ADJ
bracis-33582	35	17	languages	language	NOUN
bracis-33582	35	18	[	[	X
bracis-33582	35	19	1	1	NUM
bracis-33582	35	20	,	,	PUNCT
bracis-33582	35	21	3	3	NUM
bracis-33582	35	22	,	,	PUNCT
bracis-33582	35	23	11	11	NUM
bracis-33582	35	24	,	,	PUNCT
bracis-33582	35	25	15	15	NUM
bracis-33582	35	26	,	,	PUNCT
bracis-33582	35	27	22	22	NUM
bracis-33582	35	28	]	]	PUNCT
bracis-33582	35	29	.	.	PUNCT
bracis-33582	36	1	in	in	ADP
bracis-33582	36	2	the	the	DET
bracis-33582	36	3	brazilian	brazilian	ADJ
bracis-33582	36	4	context	context	NOUN
bracis-33582	36	5	,	,	PUNCT
bracis-33582	36	6	most	most	ADJ
bracis-33582	36	7	models	model	NOUN
bracis-33582	36	8	that	that	PRON
bracis-33582	36	9	address	address	VERB
bracis-33582	36	10	government	government	NOUN
bracis-33582	36	11	tasks	task	NOUN
bracis-33582	36	12	are	be	AUX
bracis-33582	36	13	built	build	VERB
bracis-33582	36	14	from	from	ADP
bracis-33582	36	15	bertimbau	bertimbau	NOUN
bracis-33582	36	16	,	,	PUNCT
bracis-33582	36	17	a	a	DET
bracis-33582	36	18	general	general	ADJ
bracis-33582	36	19	-	-	PUNCT
bracis-33582	36	20	purpose	purpose	NOUN
bracis-33582	36	21	model	model	NOUN
bracis-33582	36	22	pre	pre	VERB
bracis-33582	36	23	-	-	VERB
bracis-33582	36	24	trained	train	VERB
bracis-33582	36	25	on	on	ADP
bracis-33582	36	26	a	a	DET
bracis-33582	36	27	large	large	ADJ
bracis-33582	36	28	corpus	corpus	NOUN
bracis-33582	36	29	of	of	ADP
bracis-33582	36	30	portuguese	portuguese	ADJ
bracis-33582	36	31	texts	text	NOUN
bracis-33582	36	32	scraped	scrape	VERB
bracis-33582	36	33	from	from	ADP
bracis-33582	36	34	the	the	DET
bracis-33582	36	35	web	web	NOUN
bracis-33582	36	36	[	[	X
bracis-33582	36	37	19	19	NUM
bracis-33582	36	38	]	]	PUNCT
bracis-33582	36	39	.	.	PUNCT
bracis-33582	37	1	such	such	ADJ
bracis-33582	37	2	government	government	NOUN
bracis-33582	37	3	-	-	PUNCT
bracis-33582	37	4	related	relate	VERB
bracis-33582	37	5	models	model	NOUN
bracis-33582	37	6	can	can	AUX
bracis-33582	37	7	be	be	AUX
bracis-33582	37	8	divided	divide	VERB
bracis-33582	37	9	into	into	ADP
bracis-33582	37	10	two	two	NUM
bracis-33582	37	11	distinct	distinct	ADJ
bracis-33582	37	12	categories	category	NOUN
bracis-33582	37	13	according	accord	VERB
bracis-33582	37	14	to	to	ADP
bracis-33582	37	15	their	their	PRON
bracis-33582	37	16	purpose	purpose	NOUN
bracis-33582	37	17	:	:	PUNCT
bracis-33582	37	18	legal	legal	ADJ
bracis-33582	37	19	domain	domain	NOUN
bracis-33582	37	20	and	and	CCONJ
bracis-33582	37	21	administrative	administrative	ADJ
bracis-33582	37	22	domain	domain	NOUN
bracis-33582	37	23	models	model	NOUN
bracis-33582	37	24	.	.	PUNCT
bracis-33582	38	1	the	the	DET
bracis-33582	38	2	first	first	ADJ
bracis-33582	38	3	group	group	NOUN
bracis-33582	38	4	includes	include	VERB
bracis-33582	38	5	models	model	NOUN
bracis-33582	38	6	focusing	focus	VERB
bracis-33582	38	7	mainly	mainly	ADV
bracis-33582	38	8	on	on	ADP
bracis-33582	38	9	juridical	juridical	ADJ
bracis-33582	38	10	and	and	CCONJ
bracis-33582	38	11	legislative	legislative	ADJ
bracis-33582	38	12	tasks	task	NOUN
bracis-33582	38	13	,	,	PUNCT
bracis-33582	38	14	including	include	VERB
bracis-33582	38	15	texts	text	NOUN
bracis-33582	38	16	from	from	ADP
bracis-33582	38	17	the	the	DET
bracis-33582	38	18	brazilian	brazilian	ADJ
bracis-33582	38	19	legal	legal	ADJ
bracis-33582	38	20	system	system	NOUN
bracis-33582	38	21	into	into	ADP
bracis-33582	38	22	their	their	PRON
bracis-33582	38	23	pre	pre	ADJ
bracis-33582	38	24	-	-	ADJ
bracis-33582	38	25	training	training	ADJ
bracis-33582	38	26	phase	phase	NOUN
bracis-33582	38	27	to	to	PART
bracis-33582	38	28	handle	handle	VERB
bracis-33582	38	29	legal	legal	ADJ
bracis-33582	38	30	language	language	NOUN
bracis-33582	38	31	and	and	CCONJ
bracis-33582	38	32	concepts	concept	NOUN
bracis-33582	38	33	effectively	effectively	ADV
bracis-33582	38	34	.	.	PUNCT
bracis-33582	39	1	for	for	ADP
bracis-33582	39	2	example	example	NOUN
bracis-33582	39	3	,	,	PUNCT
bracis-33582	39	4	legalbertpt	legalbertpt	NOUN
bracis-33582	39	5	-	-	PUNCT
bracis-33582	39	6	br	br	NOUN
bracis-33582	39	7	[	[	X
bracis-33582	39	8	18	18	NUM
bracis-33582	39	9	]	]	PUNCT
bracis-33582	39	10	is	be	AUX
bracis-33582	39	11	a	a	DET
bracis-33582	39	12	model	model	NOUN
bracis-33582	39	13	for	for	ADP
bracis-33582	39	14	mining	mining	NOUN
bracis-33582	39	15	topics	topic	NOUN
bracis-33582	39	16	within	within	ADP
bracis-33582	39	17	comments	comment	NOUN
bracis-33582	39	18	on	on	ADP
bracis-33582	39	19	brazilian	brazilian	ADJ
bracis-33582	39	20	draft	draft	NOUN
bracis-33582	39	21	laws	law	NOUN
bracis-33582	39	22	.	.	PUNCT
bracis-33582	40	1	legalbert	legalbert	NOUN
bracis-33582	40	2	-	-	PUNCT
bracis-33582	40	3	pt	pt	NOUN
bracis-33582	41	1	[	[	X
bracis-33582	41	2	20	20	NUM
bracis-33582	41	3	]	]	PUNCT
bracis-33582	41	4	,	,	PUNCT
bracis-33582	41	5	jurisbert	jurisbert	PROPN
bracis-33582	42	1	[	[	X
bracis-33582	42	2	21	21	NUM
bracis-33582	42	3	]	]	PUNCT
bracis-33582	42	4	and	and	CCONJ
bracis-33582	42	5	clsjur.br	clsjur.br	PRON
bracis-33582	43	1	[	[	X
bracis-33582	43	2	12	12	NUM
bracis-33582	43	3	]	]	PUNCT
bracis-33582	43	4	use	use	NOUN
bracis-33582	43	5	texts	text	NOUN
bracis-33582	43	6	exclusively	exclusively	ADV
bracis-33582	43	7	from	from	ADP
bracis-33582	43	8	the	the	DET
bracis-33582	43	9	brazilian	brazilian	ADJ
bracis-33582	43	10	judiciary	judiciary	NOUN
bracis-33582	43	11	branch	branch	NOUN
bracis-33582	43	12	for	for	ADP
bracis-33582	43	13	tasks	task	NOUN
bracis-33582	43	14	such	such	ADJ
bracis-33582	43	15	as	as	ADP
bracis-33582	43	16	named	name	VERB
bracis-33582	43	17	entity	entity	NOUN
bracis-33582	43	18	recognition	recognition	NOUN
bracis-33582	43	19	(	(	PUNCT
bracis-33582	43	20	ner	ner	NOUN
bracis-33582	43	21	)	)	PUNCT
bracis-33582	43	22	,	,	PUNCT
bracis-33582	43	23	semantic	semantic	ADJ
bracis-33582	43	24	textual	textual	ADJ
bracis-33582	43	25	similarity	similarity	NOUN
bracis-33582	43	26	(	(	PUNCT
bracis-33582	43	27	sts	st	NOUN
bracis-33582	43	28	)	)	PUNCT
bracis-33582	43	29	,	,	PUNCT
bracis-33582	43	30	and	and	CCONJ
bracis-33582	43	31	document	document	NOUN
bracis-33582	43	32	summarization	summarization	NOUN
bracis-33582	43	33	.	.	PUNCT
bracis-33582	44	1	finally	finally	ADV
bracis-33582	44	2	,	,	PUNCT
bracis-33582	44	3	robertalexpt	robertalexpt	NOUN
bracis-33582	45	1	[	[	X
bracis-33582	45	2	8	8	NUM
bracis-33582	45	3	]	]	PUNCT
bracis-33582	45	4	uses	use	VERB
bracis-33582	45	5	a	a	DET
bracis-33582	45	6	large	large	ADJ
bracis-33582	45	7	corpus	corpus	NOUN
bracis-33582	45	8	from	from	ADP
bracis-33582	45	9	the	the	DET
bracis-33582	45	10	judiciary	judiciary	NOUN
bracis-33582	45	11	and	and	CCONJ
bracis-33582	45	12	legislative	legislative	ADJ
bracis-33582	45	13	bodies	body	NOUN
bracis-33582	45	14	over	over	ADP
bracis-33582	45	15	ner	ner	NOUN
bracis-33582	45	16	and	and	CCONJ
bracis-33582	45	17	classification	classification	NOUN
bracis-33582	45	18	tasks	task	NOUN
bracis-33582	45	19	.	.	PUNCT
bracis-33582	46	1	the	the	DET
bracis-33582	46	2	main	main	ADJ
bracis-33582	46	3	difference	difference	NOUN
bracis-33582	46	4	between	between	ADP
bracis-33582	46	5	such	such	ADJ
bracis-33582	46	6	models	model	NOUN
bracis-33582	46	7	is	be	AUX
bracis-33582	46	8	that	that	SCONJ
bracis-33582	46	9	robertalexpt	robertalexpt	PROPN
bracis-33582	46	10	’s	’s	PART
bracis-33582	46	11	corpus	corpus	NOUN
bracis-33582	46	12	contains	contain	VERB
bracis-33582	46	13	texts	text	NOUN
bracis-33582	46	14	in	in	ADP
bracis-33582	46	15	both	both	CCONJ
bracis-33582	46	16	european	european	ADJ
bracis-33582	46	17	and	and	CCONJ
bracis-33582	46	18	brazilian	brazilian	ADJ
bracis-33582	46	19	varieties	variety	NOUN
bracis-33582	46	20	of	of	ADP
bracis-33582	46	21	the	the	DET
bracis-33582	46	22	portuguese	portuguese	ADJ
bracis-33582	46	23	language	language	NOUN
bracis-33582	46	24	,	,	PUNCT
bracis-33582	46	25	whereas	whereas	SCONJ
bracis-33582	46	26	the	the	DET
bracis-33582	46	27	others	other	NOUN
bracis-33582	46	28	consider	consider	VERB
bracis-33582	46	29	only	only	ADV
bracis-33582	46	30	texts	text	NOUN
bracis-33582	46	31	in	in	ADP
bracis-33582	46	32	brazilian	brazilian	ADJ
bracis-33582	46	33	portuguese	portuguese	PROPN
bracis-33582	46	34	.	.	PUNCT
bracis-33582	47	1	on	on	ADP
bracis-33582	47	2	the	the	DET
bracis-33582	47	3	other	other	ADJ
bracis-33582	47	4	hand	hand	NOUN
bracis-33582	47	5	,	,	PUNCT
bracis-33582	47	6	administrative	administrative	ADJ
bracis-33582	47	7	domain	domain	NOUN
bracis-33582	47	8	models	model	NOUN
bracis-33582	47	9	are	be	AUX
bracis-33582	47	10	designed	design	VERB
bracis-33582	47	11	to	to	PART
bracis-33582	47	12	support	support	VERB
bracis-33582	47	13	various	various	ADJ
bracis-33582	47	14	governmental	governmental	ADJ
bracis-33582	47	15	functions	function	NOUN
bracis-33582	47	16	outside	outside	ADP
bracis-33582	47	17	the	the	DET
bracis-33582	47	18	legal	legal	ADJ
bracis-33582	47	19	sphere	sphere	NOUN
bracis-33582	47	20	,	,	PUNCT
bracis-33582	47	21	such	such	ADJ
bracis-33582	47	22	as	as	ADP
bracis-33582	47	23	managing	manage	VERB
bracis-33582	47	24	bidding	bidding	NOUN
bracis-33582	47	25	processes	process	NOUN
bracis-33582	47	26	and	and	CCONJ
bracis-33582	47	27	processing	process	VERB
bracis-33582	47	28	information	information	NOUN
bracis-33582	47	29	from	from	ADP
bracis-33582	47	30	the	the	DET
bracis-33582	47	31	official	official	ADJ
bracis-33582	47	32	gazettes	gazette	NOUN
bracis-33582	47	33	.	.	PUNCT
bracis-33582	48	1	the	the	DET
bracis-33582	48	2	development	development	NOUN
bracis-33582	48	3	of	of	ADP
bracis-33582	48	4	solutions	solution	NOUN
bracis-33582	48	5	for	for	ADP
bracis-33582	48	6	this	this	DET
bracis-33582	48	7	specific	specific	ADJ
bracis-33582	48	8	domain	domain	NOUN
bracis-33582	48	9	is	be	AUX
bracis-33582	48	10	relatively	relatively	ADV
bracis-33582	48	11	recent	recent	ADJ
bracis-33582	48	12	,	,	PUNCT
bracis-33582	48	13	with	with	ADP
bracis-33582	48	14	few	few	ADJ
bracis-33582	48	15	models	model	NOUN
bracis-33582	48	16	dedicated	dedicate	VERB
bracis-33582	48	17	exclusively	exclusively	ADV
bracis-33582	48	18	to	to	ADP
bracis-33582	48	19	this	this	DET
bracis-33582	48	20	context	context	NOUN
bracis-33582	48	21	.	.	PUNCT
bracis-33582	49	1	one	one	NUM
bracis-33582	49	2	notable	notable	ADJ
bracis-33582	49	3	example	example	NOUN
bracis-33582	49	4	is	be	AUX
bracis-33582	49	5	libert	libert	NOUN
bracis-33582	49	6	-	-	PUNCT
bracis-33582	49	7	se	se	X
bracis-33582	50	1	[	[	X
bracis-33582	50	2	10	10	NUM
bracis-33582	50	3	]	]	PUNCT
bracis-33582	50	4	,	,	PUNCT
bracis-33582	50	5	a	a	DET
bracis-33582	50	6	model	model	NOUN
bracis-33582	50	7	developed	develop	VERB
bracis-33582	50	8	using	use	VERB
bracis-33582	50	9	a	a	DET
bracis-33582	50	10	corpus	corpus	NOUN
bracis-33582	50	11	of	of	ADP
bracis-33582	50	12	brazilian	brazilian	ADJ
bracis-33582	50	13	official	official	ADJ
bracis-33582	50	14	gazette	gazette	PROPN
bracis-33582	50	15	segments	segment	NOUN
bracis-33582	50	16	and	and	CCONJ
bracis-33582	50	17	evaluated	evaluate	VERB
bracis-33582	50	18	in	in	ADP
bracis-33582	50	19	topic	topic	NOUN
bracis-33582	50	20	detection	detection	NOUN
bracis-33582	50	21	tasks	task	NOUN
bracis-33582	50	22	within	within	ADP
bracis-33582	50	23	bidding	bidding	NOUN
bracis-33582	50	24	documents	document	NOUN
bracis-33582	50	25	.	.	PUNCT
bracis-33582	51	1	in	in	ADP
bracis-33582	51	2	light	light	NOUN
bracis-33582	51	3	of	of	ADP
bracis-33582	51	4	the	the	DET
bracis-33582	51	5	aforementioned	aforementione	VERB
bracis-33582	51	6	related	related	ADJ
bracis-33582	51	7	work	work	NOUN
bracis-33582	51	8	,	,	PUNCT
bracis-33582	51	9	our	our	PRON
bracis-33582	51	10	goal	goal	NOUN
bracis-33582	51	11	is	be	AUX
bracis-33582	51	12	to	to	PART
bracis-33582	51	13	propose	propose	VERB
bracis-33582	51	14	a	a	DET
bracis-33582	51	15	model	model	NOUN
bracis-33582	51	16	that	that	PRON
bracis-33582	51	17	addresses	address	VERB
bracis-33582	51	18	the	the	DET
bracis-33582	51	19	legal	legal	ADJ
bracis-33582	51	20	and	and	CCONJ
bracis-33582	51	21	administrative	administrative	ADJ
bracis-33582	51	22	domains	domain	NOUN
bracis-33582	51	23	in	in	ADP
bracis-33582	51	24	brazilian	brazilian	ADJ
bracis-33582	51	25	portuguese	portuguese	PROPN
bracis-33582	51	26	.	.	PUNCT
bracis-33582	52	1	govbert	govbert	NOUN
bracis-33582	52	2	-	-	PUNCT
bracis-33582	52	3	br	br	NOUN
bracis-33582	52	4	bridges	bridge	NOUN
bracis-33582	52	5	the	the	DET
bracis-33582	52	6	gap	gap	NOUN
bracis-33582	52	7	between	between	ADP
bracis-33582	52	8	these	these	DET
bracis-33582	52	9	two	two	NUM
bracis-33582	52	10	domains	domain	NOUN
bracis-33582	52	11	,	,	PUNCT
bracis-33582	52	12	providing	provide	VERB
bracis-33582	52	13	a	a	DET
bracis-33582	52	14	comprehensive	comprehensive	ADJ
bracis-33582	52	15	solution	solution	NOUN
bracis-33582	52	16	for	for	ADP
bracis-33582	52	17	handling	handle	VERB
bracis-33582	52	18	diverse	diverse	ADJ
bracis-33582	52	19	governmental	governmental	ADJ
bracis-33582	52	20	text	text	NOUN
bracis-33582	52	21	data	datum	NOUN
bracis-33582	52	22	.	.	PUNCT
bracis-33582	53	1	by	by	ADP
bracis-33582	53	2	integrating	integrate	VERB
bracis-33582	53	3	insights	insight	NOUN
bracis-33582	53	4	from	from	ADP
bracis-33582	53	5	both	both	CCONJ
bracis-33582	53	6	legal	legal	ADJ
bracis-33582	53	7	and	and	CCONJ
bracis-33582	53	8	administrative	administrative	ADJ
bracis-33582	53	9	contexts	contexts	NOUN
bracis-33582	53	10	,	,	PUNCT
bracis-33582	53	11	govbert	govbert	NOUN
bracis-33582	53	12	-	-	PUNCT
bracis-33582	53	13	br	br	NOUN
bracis-33582	53	14	aims	aim	VERB
bracis-33582	53	15	to	to	PART
bracis-33582	53	16	enhance	enhance	VERB
bracis-33582	53	17	the	the	DET
bracis-33582	53	18	efficiency	efficiency	NOUN
bracis-33582	53	19	and	and	CCONJ
bracis-33582	53	20	effectiveness	effectiveness	NOUN
bracis-33582	53	21	of	of	ADP
bracis-33582	53	22	nlp	nlp	NOUN
bracis-33582	53	23	applications	application	NOUN
bracis-33582	53	24	within	within	ADP
bracis-33582	53	25	the	the	DET
bracis-33582	53	26	brazilian	brazilian	ADJ
bracis-33582	53	27	public	public	ADJ
bracis-33582	53	28	sector	sector	NOUN
bracis-33582	53	29	,	,	PUNCT
bracis-33582	53	30	ultimately	ultimately	ADV
bracis-33582	53	31	contributing	contribute	VERB
bracis-33582	53	32	to	to	ADP
bracis-33582	53	33	improved	improved	ADJ
bracis-33582	53	34	decision	decision	NOUN
bracis-33582	53	35	-	-	PUNCT
bracis-33582	53	36	making	making	NOUN
bracis-33582	53	37	.	.	PUNCT
bracis-33582	54	1	3	3	NUM
bracis-33582	54	2	govbert	govbert	NOUN
bracis-33582	54	3	-	-	PUNCT
bracis-33582	54	4	br	br	NOUN
bracis-33582	54	5	governmental	governmental	ADJ
bracis-33582	54	6	data	datum	NOUN
bracis-33582	54	7	is	be	AUX
bracis-33582	54	8	a	a	DET
bracis-33582	54	9	rich	rich	ADJ
bracis-33582	54	10	and	and	CCONJ
bracis-33582	54	11	diverse	diverse	ADJ
bracis-33582	54	12	source	source	NOUN
bracis-33582	54	13	of	of	ADP
bracis-33582	54	14	information	information	NOUN
bracis-33582	54	15	that	that	PRON
bracis-33582	54	16	contains	contain	VERB
bracis-33582	54	17	many	many	ADJ
bracis-33582	54	18	documents	document	NOUN
bracis-33582	54	19	,	,	PUNCT
bracis-33582	54	20	including	include	VERB
bracis-33582	54	21	public	public	ADJ
bracis-33582	54	22	bidding	bidding	NOUN
bracis-33582	54	23	documents	document	NOUN
bracis-33582	54	24	,	,	PUNCT
bracis-33582	54	25	legal	legal	ADJ
bracis-33582	54	26	texts	text	NOUN
bracis-33582	54	27	,	,	PUNCT
bracis-33582	54	28	legislative	legislative	ADJ
bracis-33582	54	29	bills	bill	NOUN
bracis-33582	54	30	,	,	PUNCT
bracis-33582	54	31	administrative	administrative	ADJ
bracis-33582	54	32	reports	report	NOUN
bracis-33582	54	33	,	,	PUNCT
bracis-33582	54	34	and	and	CCONJ
bracis-33582	54	35	more	more	ADJ
bracis-33582	54	36	.	.	PUNCT
bracis-33582	55	1	however	however	ADV
bracis-33582	55	2	,	,	PUNCT
bracis-33582	55	3	the	the	DET
bracis-33582	55	4	complexity	complexity	NOUN
bracis-33582	55	5	and	and	CCONJ
bracis-33582	55	6	specialized	specialized	ADJ
bracis-33582	55	7	nature	nature	NOUN
bracis-33582	55	8	of	of	ADP
bracis-33582	55	9	this	this	DET
bracis-33582	55	10	data	datum	NOUN
bracis-33582	55	11	pose	pose	VERB
bracis-33582	55	12	significant	significant	ADJ
bracis-33582	55	13	challenges	challenge	NOUN
bracis-33582	55	14	for	for	ADP
bracis-33582	55	15	generic	generic	ADJ
bracis-33582	55	16	nlp	nlp	NOUN
bracis-33582	55	17	models	model	NOUN
bracis-33582	55	18	,	,	PUNCT
bracis-33582	55	19	which	which	PRON
bracis-33582	55	20	often	often	ADV
bracis-33582	55	21	fail	fail	VERB
bracis-33582	55	22	to	to	PART
bracis-33582	55	23	capture	capture	VERB
bracis-33582	55	24	the	the	DET
bracis-33582	55	25	nuances	nuance	NOUN
bracis-33582	55	26	and	and	CCONJ
bracis-33582	55	27	specific	specific	ADJ
bracis-33582	55	28	terminology	terminology	NOUN
bracis-33582	55	29	used	use	VERB
bracis-33582	55	30	in	in	ADP
bracis-33582	55	31	governmental	governmental	ADJ
bracis-33582	55	32	texts	text	NOUN
bracis-33582	55	33	.	.	PUNCT
bracis-33582	56	1	moreover	moreover	ADV
bracis-33582	56	2	,	,	PUNCT
bracis-33582	56	3	existing	exist	VERB
bracis-33582	56	4	domain	domain	NOUN
bracis-33582	56	5	-	-	PUNCT
bracis-33582	56	6	specific	specific	ADJ
bracis-33582	56	7	models	model	NOUN
bracis-33582	56	8	tend	tend	VERB
bracis-33582	56	9	to	to	PART
bracis-33582	56	10	focus	focus	VERB
bracis-33582	56	11	on	on	ADP
bracis-33582	56	12	narrow	narrow	ADJ
bracis-33582	56	13	sub	sub	NOUN
bracis-33582	56	14	-	-	NOUN
bracis-33582	56	15	contexts	contexts	ADJ
bracis-33582	56	16	,	,	PUNCT
bracis-33582	56	17	failing	fail	VERB
bracis-33582	56	18	to	to	PART
bracis-33582	56	19	address	address	VERB
bracis-33582	56	20	the	the	DET
bracis-33582	56	21	interdisciplinary	interdisciplinary	ADJ
bracis-33582	56	22	nature	nature	NOUN
bracis-33582	56	23	inherent	inherent	ADJ
bracis-33582	56	24	in	in	ADP
bracis-33582	56	25	governmental	governmental	ADJ
bracis-33582	56	26	documents	document	NOUN
bracis-33582	56	27	comprehensively	comprehensively	ADV
bracis-33582	56	28	.	.	PUNCT
bracis-33582	57	1	to	to	PART
bracis-33582	57	2	overcome	overcome	VERB
bracis-33582	57	3	these	these	DET
bracis-33582	57	4	challenges	challenge	NOUN
bracis-33582	57	5	,	,	PUNCT
bracis-33582	57	6	we	we	PRON
bracis-33582	57	7	introduce	introduce	VERB
bracis-33582	57	8	govbert	govbert	NOUN
bracis-33582	57	9	-	-	PUNCT
bracis-33582	57	10	br	br	NOUN
bracis-33582	57	11	,	,	PUNCT
bracis-33582	57	12	a	a	DET
bracis-33582	57	13	pre	pre	ADJ
bracis-33582	57	14	-	-	ADJ
bracis-33582	57	15	trained	train	VERB
bracis-33582	57	16	language	language	NOUN
bracis-33582	57	17	model	model	NOUN
bracis-33582	57	18	specifically	specifically	ADV
bracis-33582	57	19	tailored	tailor	VERB
bracis-33582	57	20	to	to	ADP
bracis-33582	57	21	the	the	DET
bracis-33582	57	22	brazilian	brazilian	ADJ
bracis-33582	57	23	governmental	governmental	NOUN
bracis-33582	57	24	context.footnote	context.footnote	PROPN
bracis-33582	57	25	1	1	NUM
bracis-33582	57	26	it	it	PRON
bracis-33582	57	27	considers	consider	VERB
bracis-33582	57	28	both	both	CCONJ
bracis-33582	57	29	legal	legal	ADJ
bracis-33582	57	30	and	and	CCONJ
bracis-33582	57	31	administrative	administrative	ADJ
bracis-33582	57	32	domains	domain	NOUN
bracis-33582	57	33	,	,	PUNCT
bracis-33582	57	34	providing	provide	VERB
bracis-33582	57	35	a	a	DET
bracis-33582	57	36	multifaceted	multifaceted	ADJ
bracis-33582	57	37	perspective	perspective	NOUN
bracis-33582	57	38	that	that	PRON
bracis-33582	57	39	can	can	AUX
bracis-33582	57	40	better	well	ADV
bracis-33582	57	41	align	align	VERB
bracis-33582	57	42	with	with	ADP
bracis-33582	57	43	the	the	DET
bracis-33582	57	44	diverse	diverse	ADJ
bracis-33582	57	45	nature	nature	NOUN
bracis-33582	57	46	of	of	ADP
bracis-33582	57	47	governmental	governmental	ADJ
bracis-33582	57	48	text	text	NOUN
bracis-33582	57	49	data	datum	NOUN
bracis-33582	57	50	.	.	PUNCT
bracis-33582	58	1	in	in	ADP
bracis-33582	58	2	this	this	DET
bracis-33582	58	3	section	section	NOUN
bracis-33582	58	4	,	,	PUNCT
bracis-33582	58	5	we	we	PRON
bracis-33582	58	6	describe	describe	VERB
bracis-33582	58	7	the	the	DET
bracis-33582	58	8	pre	pre	ADJ
bracis-33582	58	9	-	-	ADJ
bracis-33582	58	10	trained	train	VERB
bracis-33582	58	11	model	model	NOUN
bracis-33582	58	12	used	use	VERB
bracis-33582	58	13	as	as	ADP
bracis-33582	58	14	the	the	DET
bracis-33582	58	15	foundation	foundation	NOUN
bracis-33582	58	16	for	for	ADP
bracis-33582	58	17	govbert	govbert	NOUN
bracis-33582	58	18	-	-	PUNCT
bracis-33582	58	19	br	br	NOUN
bracis-33582	58	20	(	(	PUNCT
bracis-33582	58	21	sect	sect	NOUN
bracis-33582	58	22	.	.	PUNCT
bracis-33582	58	23	 	 	SPACE
bracis-33582	58	24	3.1	3.1	NUM
bracis-33582	58	25	)	)	PUNCT
bracis-33582	58	26	and	and	CCONJ
bracis-33582	58	27	detail	detail	VERB
bracis-33582	58	28	the	the	DET
bracis-33582	58	29	methodologies	methodology	NOUN
bracis-33582	58	30	employed	employ	VERB
bracis-33582	58	31	in	in	ADP
bracis-33582	58	32	its	its	PRON
bracis-33582	58	33	development	development	NOUN
bracis-33582	58	34	(	(	PUNCT
bracis-33582	58	35	sect	sect	NOUN
bracis-33582	58	36	.	.	PUNCT
bracis-33582	58	37	 	 	SPACE
bracis-33582	58	38	3.2	3.2	NUM
bracis-33582	58	39	)	)	PUNCT
bracis-33582	58	40	.	.	PUNCT
bracis-33582	59	1	fig	fig	NOUN
bracis-33582	59	2	.	.	PUNCT
bracis-33582	60	1	1	1	X
bracis-33582	60	2	.	.	X
bracis-33582	60	3	overview	overview	NOUN
bracis-33582	60	4	of	of	ADP
bracis-33582	60	5	govbert	govbert	NOUN
bracis-33582	60	6	-	-	PUNCT
bracis-33582	60	7	br	br	NOUN
bracis-33582	60	8	pre	pre	ADJ
bracis-33582	60	9	-	-	ADJ
bracis-33582	60	10	training	training	ADJ
bracis-33582	60	11	methodology	methodology	NOUN
bracis-33582	60	12	full	full	ADJ
bracis-33582	60	13	size	size	NOUN
bracis-33582	60	14	image	image	NOUN
bracis-33582	60	15	3.1	3.1	NUM
bracis-33582	60	16	pre	pre	ADJ
bracis-33582	60	17	-	-	ADJ
bracis-33582	60	18	trained	train	VERB
bracis-33582	60	19	model	model	NOUN
bracis-33582	60	20	govbert	govbert	NOUN
bracis-33582	60	21	-	-	PUNCT
bracis-33582	60	22	br	br	NOUN
bracis-33582	60	23	is	be	AUX
bracis-33582	60	24	built	build	VERB
bracis-33582	60	25	upon	upon	SCONJ
bracis-33582	60	26	the	the	DET
bracis-33582	60	27	architecture	architecture	NOUN
bracis-33582	60	28	of	of	ADP
bracis-33582	60	29	bertimbau	bertimbau	NOUN
bracis-33582	60	30	[	[	X
bracis-33582	60	31	19	19	NUM
bracis-33582	60	32	]	]	PUNCT
bracis-33582	60	33	,	,	PUNCT
bracis-33582	60	34	the	the	DET
bracis-33582	60	35	first	first	ADJ
bracis-33582	60	36	large	large	ADJ
bracis-33582	60	37	-	-	PUNCT
bracis-33582	60	38	scale	scale	NOUN
bracis-33582	60	39	portuguese	portuguese	ADJ
bracis-33582	60	40	language	language	NOUN
bracis-33582	60	41	model	model	NOUN
bracis-33582	60	42	.	.	PUNCT
bracis-33582	61	1	bertimbau	bertimbau	PROPN
bracis-33582	61	2	,	,	PUNCT
bracis-33582	61	3	based	base	VERB
bracis-33582	61	4	on	on	ADP
bracis-33582	61	5	the	the	DET
bracis-33582	61	6	bert	bert	PROPN
bracis-33582	61	7	(	(	PUNCT
bracis-33582	61	8	bidirectional	bidirectional	ADJ
bracis-33582	61	9	encoder	encoder	NOUN
bracis-33582	61	10	representations	representation	VERB
bracis-33582	61	11	from	from	ADP
bracis-33582	61	12	transformers	transformer	NOUN
bracis-33582	61	13	)	)	PUNCT
bracis-33582	62	1	[	[	X
bracis-33582	62	2	6	6	NUM
bracis-33582	62	3	]	]	PUNCT
bracis-33582	62	4	architecture	architecture	NOUN
bracis-33582	62	5	,	,	PUNCT
bracis-33582	62	6	has	have	AUX
bracis-33582	62	7	been	be	AUX
bracis-33582	62	8	fine	fine	ADV
bracis-33582	62	9	-	-	PUNCT
bracis-33582	62	10	tuned	tune	VERB
bracis-33582	62	11	on	on	ADP
bracis-33582	62	12	various	various	ADJ
bracis-33582	62	13	tasks	task	NOUN
bracis-33582	62	14	to	to	PART
bracis-33582	62	15	enhance	enhance	VERB
bracis-33582	62	16	its	its	PRON
bracis-33582	62	17	performance	performance	NOUN
bracis-33582	62	18	in	in	ADP
bracis-33582	62	19	understanding	understand	VERB
bracis-33582	62	20	portuguese	portuguese	ADJ
bracis-33582	62	21	text	text	NOUN
bracis-33582	62	22	.	.	PUNCT
bracis-33582	63	1	govbert	govbert	NOUN
bracis-33582	63	2	-	-	PUNCT
bracis-33582	63	3	br	br	NOUN
bracis-33582	63	4	inherits	inherit	VERB
bracis-33582	63	5	this	this	DET
bracis-33582	63	6	architecture	architecture	NOUN
bracis-33582	63	7	and	and	CCONJ
bracis-33582	63	8	extends	extend	VERB
bracis-33582	63	9	it	it	PRON
bracis-33582	63	10	to	to	PART
bracis-33582	63	11	focus	focus	VERB
bracis-33582	63	12	specifically	specifically	ADV
bracis-33582	63	13	on	on	ADP
bracis-33582	63	14	the	the	DET
bracis-33582	63	15	nuances	nuance	NOUN
bracis-33582	63	16	of	of	ADP
bracis-33582	63	17	brazilian	brazilian	ADJ
bracis-33582	63	18	governmental	governmental	ADJ
bracis-33582	63	19	and	and	CCONJ
bracis-33582	63	20	legal	legal	ADJ
bracis-33582	63	21	documents	document	NOUN
bracis-33582	63	22	.	.	PUNCT
bracis-33582	64	1	3.2	3.2	NUM
bracis-33582	64	2	pre	pre	VERB
bracis-33582	64	3	-	-	VERB
bracis-33582	64	4	training	train	VERB
bracis-33582	64	5	the	the	DET
bracis-33582	64	6	govbert	govbert	NOUN
bracis-33582	64	7	-	-	PUNCT
bracis-33582	64	8	br	br	NOUN
bracis-33582	64	9	pre	pre	ADJ
bracis-33582	64	10	-	-	ADJ
bracis-33582	64	11	training	training	ADJ
bracis-33582	64	12	process	process	NOUN
bracis-33582	64	13	involves	involve	VERB
bracis-33582	64	14	further	further	ADJ
bracis-33582	64	15	training	training	NOUN
bracis-33582	64	16	bertimbau	bertimbau	NOUN
bracis-33582	64	17	using	use	VERB
bracis-33582	64	18	two	two	NUM
bracis-33582	64	19	distinct	distinct	ADJ
bracis-33582	64	20	corpora	corpus	NOUN
bracis-33582	64	21	,	,	PUNCT
bracis-33582	64	22	each	each	PRON
bracis-33582	64	23	tailored	tailor	VERB
bracis-33582	64	24	to	to	PART
bracis-33582	64	25	capture	capture	VERB
bracis-33582	64	26	the	the	DET
bracis-33582	64	27	intricacies	intricacy	NOUN
bracis-33582	64	28	of	of	ADP
bracis-33582	64	29	governmental	governmental	ADJ
bracis-33582	64	30	and	and	CCONJ
bracis-33582	64	31	legal	legal	ADJ
bracis-33582	64	32	texts	text	NOUN
bracis-33582	64	33	in	in	ADP
bracis-33582	64	34	brazilian	brazilian	ADJ
bracis-33582	64	35	portuguese	portuguese	PROPN
bracis-33582	64	36	.	.	PUNCT
bracis-33582	65	1	we	we	PRON
bracis-33582	65	2	believe	believe	VERB
bracis-33582	65	3	such	such	DET
bracis-33582	65	4	a	a	DET
bracis-33582	65	5	multi	multi	ADJ
bracis-33582	65	6	-	-	ADJ
bracis-33582	65	7	domain	domain	ADJ
bracis-33582	65	8	approach	approach	NOUN
bracis-33582	65	9	allows	allow	VERB
bracis-33582	65	10	govbert	govbert	NOUN
bracis-33582	65	11	-	-	PUNCT
bracis-33582	65	12	br	br	NOUN
bracis-33582	65	13	to	to	PART
bracis-33582	65	14	provide	provide	VERB
bracis-33582	65	15	a	a	DET
bracis-33582	65	16	comprehensive	comprehensive	ADJ
bracis-33582	65	17	perspective	perspective	NOUN
bracis-33582	65	18	that	that	PRON
bracis-33582	65	19	captures	capture	VERB
bracis-33582	65	20	the	the	DET
bracis-33582	65	21	interplay	interplay	NOUN
bracis-33582	65	22	between	between	ADP
bracis-33582	65	23	legal	legal	ADJ
bracis-33582	65	24	and	and	CCONJ
bracis-33582	65	25	administrative	administrative	ADJ
bracis-33582	65	26	language	language	NOUN
bracis-33582	65	27	,	,	PUNCT
bracis-33582	65	28	offering	offer	VERB
bracis-33582	65	29	a	a	DET
bracis-33582	65	30	powerful	powerful	ADJ
bracis-33582	65	31	resource	resource	NOUN
bracis-33582	65	32	for	for	ADP
bracis-33582	65	33	interpreting	interpret	VERB
bracis-33582	65	34	brazilian	brazilian	ADJ
bracis-33582	65	35	governmental	governmental	ADJ
bracis-33582	65	36	documents	document	NOUN
bracis-33582	65	37	.	.	PUNCT
bracis-33582	66	1	figure	figure	NOUN
bracis-33582	66	2	 	 	SPACE
bracis-33582	66	3	1	1	NUM
bracis-33582	66	4	shows	show	VERB
bracis-33582	66	5	the	the	DET
bracis-33582	66	6	overview	overview	NOUN
bracis-33582	66	7	of	of	ADP
bracis-33582	66	8	the	the	DET
bracis-33582	66	9	govbert	govbert	NOUN
bracis-33582	66	10	-	-	PUNCT
bracis-33582	66	11	br	br	NOUN
bracis-33582	66	12	pre	pre	ADJ
bracis-33582	66	13	-	-	ADJ
bracis-33582	66	14	training	training	ADJ
bracis-33582	66	15	methodology	methodology	NOUN
bracis-33582	66	16	,	,	PUNCT
bracis-33582	66	17	which	which	PRON
bracis-33582	66	18	involves	involve	VERB
bracis-33582	66	19	a	a	DET
bracis-33582	66	20	two	two	NUM
bracis-33582	66	21	-	-	PUNCT
bracis-33582	66	22	phase	phase	NOUN
bracis-33582	66	23	approach	approach	NOUN
bracis-33582	66	24	.	.	PUNCT
bracis-33582	67	1	initially	initially	ADV
bracis-33582	67	2	,	,	PUNCT
bracis-33582	67	3	the	the	DET
bracis-33582	67	4	model	model	NOUN
bracis-33582	67	5	is	be	AUX
bracis-33582	67	6	pre	pre	ADJ
bracis-33582	67	7	-	-	VERB
bracis-33582	67	8	trained	trained	ADJ
bracis-33582	67	9	using	use	VERB
bracis-33582	67	10	data	datum	NOUN
bracis-33582	67	11	from	from	ADP
bracis-33582	67	12	the	the	DET
bracis-33582	67	13	administrative	administrative	ADJ
bracis-33582	67	14	domain	domain	NOUN
bracis-33582	67	15	to	to	PART
bracis-33582	67	16	equip	equip	VERB
bracis-33582	67	17	the	the	DET
bracis-33582	67	18	model	model	NOUN
bracis-33582	67	19	with	with	ADP
bracis-33582	67	20	an	an	DET
bracis-33582	67	21	understanding	understanding	NOUN
bracis-33582	67	22	of	of	ADP
bracis-33582	67	23	bureaucratic	bureaucratic	ADJ
bracis-33582	67	24	terminology	terminology	NOUN
bracis-33582	67	25	and	and	CCONJ
bracis-33582	67	26	administrative	administrative	ADJ
bracis-33582	67	27	procedures	procedure	NOUN
bracis-33582	67	28	commonly	commonly	ADV
bracis-33582	67	29	found	find	VERB
bracis-33582	67	30	in	in	ADP
bracis-33582	67	31	governmental	governmental	ADJ
bracis-33582	67	32	texts	text	NOUN
bracis-33582	67	33	.	.	PUNCT
bracis-33582	68	1	next	next	ADV
bracis-33582	68	2	,	,	PUNCT
bracis-33582	68	3	the	the	DET
bracis-33582	68	4	model	model	NOUN
bracis-33582	68	5	undergoes	undergo	VERB
bracis-33582	68	6	further	far	ADV
bracis-33582	68	7	pre	pre	VERB
bracis-33582	68	8	-	-	NOUN
bracis-33582	68	9	training	training	NOUN
bracis-33582	68	10	using	use	VERB
bracis-33582	68	11	a	a	DET
bracis-33582	68	12	dataset	dataset	NOUN
bracis-33582	68	13	comprised	comprise	VERB
bracis-33582	68	14	of	of	ADP
bracis-33582	68	15	legal	legal	ADJ
bracis-33582	68	16	documents	document	NOUN
bracis-33582	68	17	related	relate	VERB
bracis-33582	68	18	to	to	ADP
bracis-33582	68	19	extraordinary	extraordinary	ADJ
bracis-33582	68	20	appeals	appeal	NOUN
bracis-33582	68	21	received	receive	VERB
bracis-33582	68	22	by	by	ADP
bracis-33582	68	23	the	the	DET
bracis-33582	68	24	brazilian	brazilian	ADJ
bracis-33582	68	25	supreme	supreme	PROPN
bracis-33582	68	26	court	court	PROPN
bracis-33582	68	27	(	(	PUNCT
bracis-33582	68	28	stf	stf	PROPN
bracis-33582	68	29	)	)	PUNCT
bracis-33582	68	30	.	.	PUNCT
bracis-33582	69	1	table	table	NOUN
bracis-33582	69	2	1	1	NUM
bracis-33582	69	3	.	.	X
bracis-33582	70	1	overview	overview	NOUN
bracis-33582	70	2	of	of	ADP
bracis-33582	70	3	the	the	DET
bracis-33582	70	4	baseline	baseline	NOUN
bracis-33582	70	5	modelsfull	modelsfull	NOUN
bracis-33582	70	6	size	size	NOUN
bracis-33582	70	7	table	table	NOUN
bracis-33582	70	8	administrative	administrative	ADJ
bracis-33582	70	9	data	datum	NOUN
bracis-33582	70	10	.	.	PUNCT
bracis-33582	71	1	the	the	DET
bracis-33582	71	2	initial	initial	ADJ
bracis-33582	71	3	pre	pre	ADJ
bracis-33582	71	4	-	-	ADJ
bracis-33582	71	5	training	training	ADJ
bracis-33582	71	6	corpus	corpus	NOUN
bracis-33582	71	7	includes	include	VERB
bracis-33582	71	8	public	public	ADJ
bracis-33582	71	9	bidding	bidding	NOUN
bracis-33582	71	10	documents	document	NOUN
bracis-33582	71	11	and	and	CCONJ
bracis-33582	71	12	segments	segment	NOUN
bracis-33582	71	13	from	from	ADP
bracis-33582	71	14	the	the	DET
bracis-33582	71	15	official	official	ADJ
bracis-33582	71	16	gazette	gazette	NOUN
bracis-33582	71	17	,	,	PUNCT
bracis-33582	71	18	which	which	PRON
bracis-33582	71	19	contain	contain	VERB
bracis-33582	71	20	summarized	summarize	VERB
bracis-33582	71	21	texts	text	NOUN
bracis-33582	71	22	published	publish	VERB
bracis-33582	71	23	to	to	PART
bracis-33582	71	24	provide	provide	VERB
bracis-33582	71	25	information	information	NOUN
bracis-33582	71	26	regarding	regard	VERB
bracis-33582	71	27	the	the	DET
bracis-33582	71	28	bidding	bidding	NOUN
bracis-33582	71	29	process	process	NOUN
bracis-33582	71	30	[	[	X
bracis-33582	71	31	5	5	NUM
bracis-33582	71	32	]	]	PUNCT
bracis-33582	71	33	.	.	PUNCT
bracis-33582	72	1	it	it	PRON
bracis-33582	72	2	comprises	comprise	VERB
bracis-33582	72	3	1,578,107	1,578,107	NUM
bracis-33582	72	4	sentences	sentence	NOUN
bracis-33582	72	5	and	and	CCONJ
bracis-33582	72	6	encompasses	encompass	VERB
bracis-33582	72	7	various	various	ADJ
bracis-33582	72	8	document	document	NOUN
bracis-33582	72	9	types	type	NOUN
bracis-33582	72	10	and	and	CCONJ
bracis-33582	72	11	administrative	administrative	ADJ
bracis-33582	72	12	data	datum	NOUN
bracis-33582	72	13	,	,	PUNCT
bracis-33582	72	14	including	include	VERB
bracis-33582	72	15	announcements	announcement	NOUN
bracis-33582	72	16	,	,	PUNCT
bracis-33582	72	17	notices	notice	NOUN
bracis-33582	72	18	,	,	PUNCT
bracis-33582	72	19	and	and	CCONJ
bracis-33582	72	20	bidding	bidding	NOUN
bracis-33582	72	21	terms	term	NOUN
bracis-33582	72	22	.	.	PUNCT
bracis-33582	73	1	legal	legal	ADJ
bracis-33582	73	2	data	datum	NOUN
bracis-33582	73	3	.	.	PUNCT
bracis-33582	74	1	the	the	DET
bracis-33582	74	2	second	second	ADJ
bracis-33582	74	3	pre	pre	ADJ
bracis-33582	74	4	-	-	ADJ
bracis-33582	74	5	training	training	ADJ
bracis-33582	74	6	corpus	corpus	NOUN
bracis-33582	74	7	includes	include	VERB
bracis-33582	74	8	legal	legal	ADJ
bracis-33582	74	9	documents	document	NOUN
bracis-33582	74	10	related	relate	VERB
bracis-33582	74	11	to	to	ADP
bracis-33582	74	12	extraordinary	extraordinary	ADJ
bracis-33582	74	13	appeals	appeal	NOUN
bracis-33582	74	14	received	receive	VERB
bracis-33582	74	15	by	by	ADP
bracis-33582	74	16	the	the	DET
bracis-33582	74	17	stf	stf	PROPN
bracis-33582	74	18	.	.	PUNCT
bracis-33582	75	1	it	it	PRON
bracis-33582	75	2	contains	contain	VERB
bracis-33582	75	3	a	a	DET
bracis-33582	75	4	subset	subset	NOUN
bracis-33582	75	5	of	of	ADP
bracis-33582	75	6	1,760,862	1,760,862	NUM
bracis-33582	75	7	pages	page	NOUN
bracis-33582	75	8	sourced	source	VERB
bracis-33582	75	9	from	from	ADP
bracis-33582	75	10	the	the	DET
bracis-33582	75	11	victor	victor	NOUN
bracis-33582	75	12	dataset	dataset	NOUN
bracis-33582	75	13	[	[	PUNCT
bracis-33582	75	14	13	13	NUM
bracis-33582	75	15	]	]	PUNCT
bracis-33582	75	16	.	.	PUNCT
bracis-33582	76	1	task	task	NOUN
bracis-33582	76	2	.	.	PUNCT
bracis-33582	77	1	the	the	DET
bracis-33582	77	2	pre	pre	ADJ
bracis-33582	77	3	-	-	ADJ
bracis-33582	77	4	training	training	ADJ
bracis-33582	77	5	task	task	NOUN
bracis-33582	77	6	employed	employ	VERB
bracis-33582	77	7	for	for	ADP
bracis-33582	77	8	govbert	govbert	NOUN
bracis-33582	77	9	-	-	PUNCT
bracis-33582	77	10	br	br	NOUN
bracis-33582	77	11	is	be	AUX
bracis-33582	77	12	the	the	DET
bracis-33582	77	13	masked	masked	ADJ
bracis-33582	77	14	language	language	NOUN
bracis-33582	77	15	model	model	NOUN
bracis-33582	77	16	(	(	PUNCT
bracis-33582	77	17	mlm	mlm	PROPN
bracis-33582	77	18	)	)	PUNCT
bracis-33582	77	19	task	task	NOUN
bracis-33582	77	20	.	.	PUNCT
bracis-33582	78	1	in	in	ADP
bracis-33582	78	2	this	this	DET
bracis-33582	78	3	task	task	NOUN
bracis-33582	78	4	,	,	PUNCT
bracis-33582	78	5	a	a	DET
bracis-33582	78	6	percentage	percentage	NOUN
bracis-33582	78	7	of	of	ADP
bracis-33582	78	8	words	word	NOUN
bracis-33582	78	9	in	in	ADP
bracis-33582	78	10	a	a	DET
bracis-33582	78	11	sequence	sequence	NOUN
bracis-33582	78	12	(	(	PUNCT
bracis-33582	78	13	15	15	NUM
bracis-33582	78	14	%	%	NOUN
bracis-33582	78	15	)	)	PUNCT
bracis-33582	78	16	are	be	AUX
bracis-33582	78	17	masked	mask	VERB
bracis-33582	78	18	,	,	PUNCT
bracis-33582	78	19	and	and	CCONJ
bracis-33582	78	20	the	the	DET
bracis-33582	78	21	model	model	NOUN
bracis-33582	78	22	is	be	AUX
bracis-33582	78	23	trained	train	VERB
bracis-33582	78	24	to	to	PART
bracis-33582	78	25	predict	predict	VERB
bracis-33582	78	26	these	these	DET
bracis-33582	78	27	masked	mask	VERB
bracis-33582	78	28	tokens	token	NOUN
bracis-33582	78	29	based	base	VERB
bracis-33582	78	30	on	on	ADP
bracis-33582	78	31	the	the	DET
bracis-33582	78	32	surrounding	surround	VERB
bracis-33582	78	33	context	context	NOUN
bracis-33582	78	34	.	.	PUNCT
bracis-33582	79	1	this	this	DET
bracis-33582	79	2	method	method	NOUN
bracis-33582	79	3	enables	enable	VERB
bracis-33582	79	4	the	the	DET
bracis-33582	79	5	model	model	NOUN
bracis-33582	79	6	to	to	PART
bracis-33582	79	7	learn	learn	VERB
bracis-33582	79	8	contextual	contextual	ADJ
bracis-33582	79	9	relationships	relationship	NOUN
bracis-33582	79	10	and	and	CCONJ
bracis-33582	79	11	develop	develop	VERB
bracis-33582	79	12	a	a	DET
bracis-33582	79	13	deep	deep	ADJ
bracis-33582	79	14	understanding	understanding	NOUN
bracis-33582	79	15	of	of	ADP
bracis-33582	79	16	the	the	DET
bracis-33582	79	17	language	language	NOUN
bracis-33582	79	18	patterns	pattern	NOUN
bracis-33582	79	19	specific	specific	ADJ
bracis-33582	79	20	to	to	ADP
bracis-33582	79	21	the	the	DET
bracis-33582	79	22	domain	domain	NOUN
bracis-33582	79	23	.	.	PUNCT
bracis-33582	80	1	setup	setup	NOUN
bracis-33582	80	2	.	.	PUNCT
bracis-33582	81	1	each	each	DET
bracis-33582	81	2	pre	pre	ADJ
bracis-33582	81	3	-	-	ADJ
bracis-33582	81	4	training	training	ADJ
bracis-33582	81	5	session	session	NOUN
bracis-33582	81	6	is	be	AUX
bracis-33582	81	7	limited	limit	VERB
bracis-33582	81	8	to	to	ADP
bracis-33582	81	9	10	10	NUM
bracis-33582	81	10	epochs	epoch	NOUN
bracis-33582	81	11	,	,	PUNCT
bracis-33582	81	12	with	with	ADP
bracis-33582	81	13	checkpoints	checkpoint	NOUN
bracis-33582	81	14	saved	save	VERB
bracis-33582	81	15	at	at	ADP
bracis-33582	81	16	the	the	DET
bracis-33582	81	17	end	end	NOUN
bracis-33582	81	18	of	of	ADP
bracis-33582	81	19	each	each	DET
bracis-33582	81	20	epoch	epoch	NOUN
bracis-33582	81	21	.	.	PUNCT
bracis-33582	82	1	we	we	PRON
bracis-33582	82	2	use	use	VERB
bracis-33582	82	3	a	a	DET
bracis-33582	82	4	batch	batch	NOUN
bracis-33582	82	5	size	size	NOUN
bracis-33582	82	6	of	of	ADP
bracis-33582	82	7	64	64	NUM
bracis-33582	82	8	sequences	sequence	NOUN
bracis-33582	82	9	,	,	PUNCT
bracis-33582	82	10	each	each	PRON
bracis-33582	82	11	containing	contain	VERB
bracis-33582	82	12	a	a	DET
bracis-33582	82	13	maximum	maximum	NOUN
bracis-33582	82	14	of	of	ADP
bracis-33582	82	15	300	300	NUM
bracis-33582	82	16	tokens	token	NOUN
bracis-33582	82	17	.	.	PUNCT
bracis-33582	83	1	both	both	DET
bracis-33582	83	2	pre	pre	ADJ
bracis-33582	83	3	-	-	ADJ
bracis-33582	83	4	training	training	ADJ
bracis-33582	83	5	steps	step	NOUN
bracis-33582	83	6	involved	involve	VERB
bracis-33582	83	7	over	over	ADP
bracis-33582	83	8	245,000	245,000	NUM
bracis-33582	83	9	steps	step	NOUN
bracis-33582	83	10	,	,	PUNCT
bracis-33582	83	11	ensuring	ensure	VERB
bracis-33582	83	12	thorough	thorough	ADJ
bracis-33582	83	13	exposure	exposure	NOUN
bracis-33582	83	14	to	to	ADP
bracis-33582	83	15	the	the	DET
bracis-33582	83	16	diverse	diverse	ADJ
bracis-33582	83	17	dataset	dataset	NOUN
bracis-33582	83	18	.	.	PUNCT
bracis-33582	84	1	4	4	NUM
bracis-33582	84	2	experimental	experimental	ADJ
bracis-33582	84	3	design	design	NOUN
bracis-33582	84	4	to	to	PART
bracis-33582	84	5	evaluate	evaluate	VERB
bracis-33582	84	6	the	the	DET
bracis-33582	84	7	effectiveness	effectiveness	NOUN
bracis-33582	84	8	of	of	ADP
bracis-33582	84	9	the	the	DET
bracis-33582	84	10	pre	pre	ADJ
bracis-33582	84	11	-	-	ADJ
bracis-33582	84	12	trained	train	VERB
bracis-33582	84	13	govbert	govbert	NOUN
bracis-33582	84	14	-	-	PUNCT
bracis-33582	84	15	br	br	NOUN
bracis-33582	84	16	language	language	NOUN
bracis-33582	84	17	model	model	NOUN
bracis-33582	84	18	,	,	PUNCT
bracis-33582	84	19	we	we	PRON
bracis-33582	84	20	conduct	conduct	VERB
bracis-33582	84	21	a	a	DET
bracis-33582	84	22	series	series	NOUN
bracis-33582	84	23	of	of	ADP
bracis-33582	84	24	experiments	experiment	NOUN
bracis-33582	84	25	across	across	ADP
bracis-33582	84	26	various	various	ADJ
bracis-33582	84	27	text	text	NOUN
bracis-33582	84	28	classification	classification	NOUN
bracis-33582	84	29	tasks	task	NOUN
bracis-33582	84	30	relevant	relevant	ADJ
bracis-33582	84	31	to	to	ADP
bracis-33582	84	32	the	the	DET
bracis-33582	84	33	brazilian	brazilian	ADJ
bracis-33582	84	34	governmental	governmental	ADJ
bracis-33582	84	35	context	context	NOUN
bracis-33582	84	36	.	.	PUNCT
bracis-33582	85	1	these	these	DET
bracis-33582	85	2	experiments	experiment	NOUN
bracis-33582	85	3	aim	aim	VERB
bracis-33582	85	4	to	to	PART
bracis-33582	85	5	assess	assess	VERB
bracis-33582	85	6	govbert	govbert	NOUN
bracis-33582	85	7	-	-	PUNCT
bracis-33582	85	8	br	br	NOUN
bracis-33582	85	9	’s	’s	PART
bracis-33582	85	10	performance	performance	NOUN
bracis-33582	85	11	compared	compare	VERB
bracis-33582	85	12	to	to	ADP
bracis-33582	85	13	baseline	baseline	NOUN
bracis-33582	85	14	models	model	NOUN
bracis-33582	85	15	and	and	CCONJ
bracis-33582	85	16	existing	exist	VERB
bracis-33582	85	17	nlp	nlp	NOUN
bracis-33582	85	18	approaches	approach	NOUN
bracis-33582	85	19	,	,	PUNCT
bracis-33582	85	20	demonstrating	demonstrate	VERB
bracis-33582	85	21	its	its	PRON
bracis-33582	85	22	ability	ability	NOUN
bracis-33582	85	23	to	to	PART
bracis-33582	85	24	analyze	analyze	VERB
bracis-33582	85	25	and	and	CCONJ
bracis-33582	85	26	interpret	interpret	VERB
bracis-33582	85	27	governmental	governmental	ADJ
bracis-33582	85	28	documents	document	NOUN
bracis-33582	85	29	accurately	accurately	ADV
bracis-33582	85	30	.	.	PUNCT
bracis-33582	86	1	in	in	ADP
bracis-33582	86	2	this	this	DET
bracis-33582	86	3	section	section	NOUN
bracis-33582	86	4	,	,	PUNCT
bracis-33582	86	5	we	we	PRON
bracis-33582	86	6	describe	describe	VERB
bracis-33582	86	7	the	the	DET
bracis-33582	86	8	baselines	baseline	NOUN
bracis-33582	86	9	considered	consider	VERB
bracis-33582	86	10	(	(	PUNCT
bracis-33582	86	11	sect	sect	NOUN
bracis-33582	86	12	.	.	PUNCT
bracis-33582	86	13	 	 	SPACE
bracis-33582	86	14	4.1	4.1	NUM
bracis-33582	86	15	)	)	PUNCT
bracis-33582	86	16	,	,	PUNCT
bracis-33582	86	17	the	the	DET
bracis-33582	86	18	downstream	downstream	ADJ
bracis-33582	86	19	tasks	task	NOUN
bracis-33582	86	20	(	(	PUNCT
bracis-33582	86	21	sect	sect	NOUN
bracis-33582	86	22	.	.	PUNCT
bracis-33582	86	23	 	 	SPACE
bracis-33582	86	24	4.2	4.2	NUM
bracis-33582	86	25	)	)	PUNCT
bracis-33582	86	26	and	and	CCONJ
bracis-33582	86	27	datasets	dataset	NOUN
bracis-33582	86	28	(	(	PUNCT
bracis-33582	86	29	sect	sect	NOUN
bracis-33582	86	30	.	.	PUNCT
bracis-33582	86	31	 	 	SPACE
bracis-33582	86	32	4.3	4.3	NUM
bracis-33582	86	33	)	)	PUNCT
bracis-33582	86	34	,	,	PUNCT
bracis-33582	86	35	and	and	CCONJ
bracis-33582	86	36	the	the	DET
bracis-33582	86	37	evaluation	evaluation	NOUN
bracis-33582	86	38	metrics	metric	NOUN
bracis-33582	86	39	used	use	VERB
bracis-33582	86	40	(	(	PUNCT
bracis-33582	86	41	sect	sect	NOUN
bracis-33582	86	42	.	.	PUNCT
bracis-33582	86	43	 	 	SPACE
bracis-33582	86	44	4.4	4.4	NUM
bracis-33582	86	45	)	)	PUNCT
bracis-33582	86	46	.	.	PUNCT
bracis-33582	87	1	4.1	4.1	NUM
bracis-33582	87	2	baselines	baseline	NOUN
bracis-33582	87	3	our	our	PRON
bracis-33582	87	4	main	main	ADJ
bracis-33582	87	5	objective	objective	NOUN
bracis-33582	87	6	is	be	AUX
bracis-33582	87	7	to	to	PART
bracis-33582	87	8	assess	assess	VERB
bracis-33582	87	9	whether	whether	SCONJ
bracis-33582	87	10	integrating	integrate	VERB
bracis-33582	87	11	legal	legal	ADJ
bracis-33582	87	12	and	and	CCONJ
bracis-33582	87	13	administrative	administrative	ADJ
bracis-33582	87	14	pre	pre	ADJ
bracis-33582	87	15	-	-	ADJ
bracis-33582	87	16	training	training	ADJ
bracis-33582	87	17	data	datum	NOUN
bracis-33582	87	18	into	into	ADP
bracis-33582	87	19	govbert	govbert	NOUN
bracis-33582	87	20	-	-	PUNCT
bracis-33582	87	21	br	br	NOUN
bracis-33582	87	22	leads	lead	VERB
bracis-33582	87	23	to	to	ADP
bracis-33582	87	24	better	well	ADJ
bracis-33582	87	25	performance	performance	NOUN
bracis-33582	87	26	on	on	ADP
bracis-33582	87	27	governmental	governmental	ADJ
bracis-33582	87	28	text	text	NOUN
bracis-33582	87	29	classification	classification	NOUN
bracis-33582	87	30	tasks	task	NOUN
bracis-33582	87	31	.	.	PUNCT
bracis-33582	88	1	therefore	therefore	ADV
bracis-33582	88	2	,	,	PUNCT
bracis-33582	88	3	we	we	PRON
bracis-33582	88	4	compare	compare	VERB
bracis-33582	88	5	our	our	PRON
bracis-33582	88	6	model	model	NOUN
bracis-33582	88	7	against	against	ADP
bracis-33582	88	8	several	several	ADJ
bracis-33582	88	9	baseline	baseline	NOUN
bracis-33582	88	10	models	model	NOUN
bracis-33582	88	11	,	,	PUNCT
bracis-33582	88	12	including	include	VERB
bracis-33582	88	13	general	general	ADJ
bracis-33582	88	14	-	-	PUNCT
bracis-33582	88	15	purpose	purpose	NOUN
bracis-33582	88	16	and	and	CCONJ
bracis-33582	88	17	domain	domain	NOUN
bracis-33582	88	18	-	-	PUNCT
bracis-33582	88	19	specific	specific	ADJ
bracis-33582	88	20	models	model	NOUN
bracis-33582	88	21	(	(	PUNCT
bracis-33582	88	22	table	table	NOUN
bracis-33582	88	23	 	 	SPACE
bracis-33582	88	24	1	1	NUM
bracis-33582	88	25	)	)	PUNCT
bracis-33582	88	26	.	.	PUNCT
bracis-33582	89	1	regarding	regard	VERB
bracis-33582	89	2	the	the	DET
bracis-33582	89	3	general	general	ADJ
bracis-33582	89	4	domain	domain	NOUN
bracis-33582	89	5	,	,	PUNCT
bracis-33582	89	6	we	we	PRON
bracis-33582	89	7	consider	consider	VERB
bracis-33582	89	8	the	the	DET
bracis-33582	89	9	bertimbau	bertimbau	NOUN
bracis-33582	89	10	-	-	PUNCT
bracis-33582	89	11	base	base	NOUN
bracis-33582	89	12	model	model	NOUN
bracis-33582	89	13	,	,	PUNCT
bracis-33582	89	14	a	a	DET
bracis-33582	89	15	widely	widely	ADV
bracis-33582	89	16	used	use	VERB
bracis-33582	89	17	general	general	ADJ
bracis-33582	89	18	-	-	PUNCT
bracis-33582	89	19	purpose	purpose	NOUN
bracis-33582	89	20	language	language	NOUN
bracis-33582	89	21	model	model	NOUN
bracis-33582	89	22	pre	pre	VERB
bracis-33582	89	23	-	-	VERB
bracis-33582	89	24	trained	train	VERB
bracis-33582	89	25	on	on	ADP
bracis-33582	89	26	a	a	DET
bracis-33582	89	27	large	large	ADJ
bracis-33582	89	28	-	-	PUNCT
bracis-33582	89	29	scale	scale	NOUN
bracis-33582	89	30	portuguese	portuguese	ADJ
bracis-33582	89	31	corpus	corpus	NOUN
bracis-33582	89	32	and	and	CCONJ
bracis-33582	89	33	used	use	VERB
bracis-33582	89	34	as	as	ADP
bracis-33582	89	35	the	the	DET
bracis-33582	89	36	basis	basis	NOUN
bracis-33582	89	37	for	for	ADP
bracis-33582	89	38	the	the	DET
bracis-33582	89	39	govbert	govbert	NOUN
bracis-33582	89	40	-	-	PUNCT
bracis-33582	89	41	br	br	NOUN
bracis-33582	89	42	model	model	NOUN
bracis-33582	89	43	.	.	PUNCT
bracis-33582	90	1	in	in	ADP
bracis-33582	90	2	addition	addition	NOUN
bracis-33582	90	3	to	to	ADP
bracis-33582	90	4	bertimbau	bertimbau	NOUN
bracis-33582	90	5	,	,	PUNCT
bracis-33582	90	6	we	we	PRON
bracis-33582	90	7	include	include	VERB
bracis-33582	90	8	domain	domain	NOUN
bracis-33582	90	9	-	-	PUNCT
bracis-33582	90	10	specific	specific	ADJ
bracis-33582	90	11	models	model	NOUN
bracis-33582	90	12	trained	train	VERB
bracis-33582	90	13	on	on	ADP
bracis-33582	90	14	legal	legal	ADJ
bracis-33582	90	15	and	and	CCONJ
bracis-33582	90	16	administrative	administrative	ADJ
bracis-33582	90	17	data	datum	NOUN
bracis-33582	90	18	separately	separately	ADV
bracis-33582	90	19	.	.	PUNCT
bracis-33582	91	1	for	for	ADP
bracis-33582	91	2	the	the	DET
bracis-33582	91	3	legal	legal	ADJ
bracis-33582	91	4	domain	domain	NOUN
bracis-33582	91	5	,	,	PUNCT
bracis-33582	91	6	we	we	PRON
bracis-33582	91	7	consider	consider	VERB
bracis-33582	91	8	the	the	DET
bracis-33582	91	9	legalbert	legalbert	NOUN
bracis-33582	91	10	-	-	PUNCT
bracis-33582	91	11	pt	pt	NOUN
bracis-33582	91	12	model	model	NOUN
bracis-33582	91	13	[	[	X
bracis-33582	91	14	20	20	NUM
bracis-33582	91	15	]	]	PUNCT
bracis-33582	91	16	,	,	PUNCT
bracis-33582	91	17	which	which	PRON
bracis-33582	91	18	is	be	AUX
bracis-33582	91	19	also	also	ADV
bracis-33582	91	20	built	build	VERB
bracis-33582	91	21	upon	upon	SCONJ
bracis-33582	91	22	bertimbau	bertimbau	NOUN
bracis-33582	91	23	and	and	CCONJ
bracis-33582	91	24	pre	pre	VERB
bracis-33582	91	25	-	-	VERB
bracis-33582	91	26	trained	train	VERB
bracis-33582	91	27	on	on	ADP
bracis-33582	91	28	a	a	DET
bracis-33582	91	29	vast	vast	ADJ
bracis-33582	91	30	corpus	corpus	NOUN
bracis-33582	91	31	of	of	ADP
bracis-33582	91	32	legal	legal	ADJ
bracis-33582	91	33	documents	document	NOUN
bracis-33582	91	34	,	,	PUNCT
bracis-33582	91	35	enabling	enable	VERB
bracis-33582	91	36	it	it	PRON
bracis-33582	91	37	to	to	PART
bracis-33582	91	38	capture	capture	VERB
bracis-33582	91	39	the	the	DET
bracis-33582	91	40	nuances	nuance	NOUN
bracis-33582	91	41	of	of	ADP
bracis-33582	91	42	legal	legal	ADJ
bracis-33582	91	43	language	language	NOUN
bracis-33582	91	44	and	and	CCONJ
bracis-33582	91	45	terminology	terminology	NOUN
bracis-33582	91	46	.	.	PUNCT
bracis-33582	92	1	as	as	SCONJ
bracis-33582	92	2	govbert	govbert	NOUN
bracis-33582	92	3	-	-	PUNCT
bracis-33582	92	4	br	br	NOUN
bracis-33582	92	5	builds	build	VERB
bracis-33582	92	6	upon	upon	SCONJ
bracis-33582	92	7	bertimbau	bertimbau	NOUN
bracis-33582	92	8	,	,	PUNCT
bracis-33582	92	9	comparing	compare	VERB
bracis-33582	92	10	both	both	DET
bracis-33582	92	11	models	model	NOUN
bracis-33582	92	12	allows	allow	VERB
bracis-33582	92	13	us	we	PRON
bracis-33582	92	14	to	to	PART
bracis-33582	92	15	evaluate	evaluate	VERB
bracis-33582	92	16	the	the	DET
bracis-33582	92	17	impact	impact	NOUN
bracis-33582	92	18	of	of	ADP
bracis-33582	92	19	additional	additional	ADJ
bracis-33582	92	20	pre	pre	NOUN
bracis-33582	92	21	-	-	NOUN
bracis-33582	92	22	training	training	NOUN
bracis-33582	92	23	on	on	ADP
bracis-33582	92	24	legal	legal	ADJ
bracis-33582	92	25	and	and	CCONJ
bracis-33582	92	26	administrative	administrative	ADJ
bracis-33582	92	27	texts	text	NOUN
bracis-33582	92	28	.	.	PUNCT
bracis-33582	93	1	for	for	ADP
bracis-33582	93	2	the	the	DET
bracis-33582	93	3	administrative	administrative	ADJ
bracis-33582	93	4	domain	domain	NOUN
bracis-33582	93	5	,	,	PUNCT
bracis-33582	93	6	we	we	PRON
bracis-33582	93	7	consider	consider	VERB
bracis-33582	93	8	libert	libert	NOUN
bracis-33582	93	9	-	-	PUNCT
bracis-33582	93	10	se	se	X
bracis-33582	94	1	[	[	X
bracis-33582	94	2	10	10	NUM
bracis-33582	94	3	]	]	PUNCT
bracis-33582	94	4	,	,	PUNCT
bracis-33582	94	5	a	a	DET
bracis-33582	94	6	pre	pre	ADJ
bracis-33582	94	7	-	-	ADJ
bracis-33582	94	8	trained	train	VERB
bracis-33582	94	9	language	language	NOUN
bracis-33582	94	10	model	model	NOUN
bracis-33582	94	11	tailored	tailor	VERB
bracis-33582	94	12	for	for	ADP
bracis-33582	94	13	the	the	DET
bracis-33582	94	14	public	public	ADJ
bracis-33582	94	15	bidding	bidding	NOUN
bracis-33582	94	16	context	context	NOUN
bracis-33582	94	17	.	.	PUNCT
bracis-33582	95	1	libert	libert	NOUN
bracis-33582	95	2	-	-	PUNCT
bracis-33582	95	3	se	se	PROPN
bracis-33582	95	4	is	be	AUX
bracis-33582	95	5	built	build	VERB
bracis-33582	95	6	upon	upon	SCONJ
bracis-33582	95	7	bertimbau	bertimbau	NOUN
bracis-33582	95	8	using	use	VERB
bracis-33582	95	9	the	the	DET
bracis-33582	95	10	mlm	mlm	PROPN
bracis-33582	95	11	task	task	NOUN
bracis-33582	95	12	and	and	CCONJ
bracis-33582	95	13	a	a	DET
bracis-33582	95	14	dataset	dataset	NOUN
bracis-33582	95	15	of	of	ADP
bracis-33582	95	16	300,000	300,000	NUM
bracis-33582	95	17	official	official	ADJ
bracis-33582	95	18	gazette	gazette	NOUN
bracis-33582	95	19	segments	segment	NOUN
bracis-33582	95	20	sourced	source	VERB
bracis-33582	95	21	from	from	ADP
bracis-33582	95	22	various	various	ADJ
bracis-33582	95	23	municipalities	municipality	NOUN
bracis-33582	95	24	in	in	ADP
bracis-33582	95	25	minas	minas	PROPN
bracis-33582	95	26	gerais	gerais	PROPN
bracis-33582	95	27	,	,	PUNCT
bracis-33582	95	28	as	as	SCONJ
bracis-33582	95	29	previously	previously	ADV
bracis-33582	95	30	extracted	extract	VERB
bracis-33582	95	31	in	in	ADP
bracis-33582	95	32	[	[	X
bracis-33582	95	33	5	5	NUM
bracis-33582	95	34	]	]	PUNCT
bracis-33582	95	35	.	.	PUNCT
bracis-33582	96	1	as	as	SCONJ
bracis-33582	96	2	it	it	PRON
bracis-33582	96	3	focuses	focus	VERB
bracis-33582	96	4	on	on	ADP
bracis-33582	96	5	administrative	administrative	ADJ
bracis-33582	96	6	language	language	NOUN
bracis-33582	96	7	and	and	CCONJ
bracis-33582	96	8	procedures	procedure	NOUN
bracis-33582	96	9	,	,	PUNCT
bracis-33582	96	10	such	such	DET
bracis-33582	96	11	a	a	DET
bracis-33582	96	12	model	model	NOUN
bracis-33582	96	13	is	be	AUX
bracis-33582	96	14	a	a	DET
bracis-33582	96	15	relevant	relevant	ADJ
bracis-33582	96	16	benchmark	benchmark	NOUN
bracis-33582	96	17	for	for	ADP
bracis-33582	96	18	evaluating	evaluate	VERB
bracis-33582	96	19	govbert	govbert	NOUN
bracis-33582	96	20	-	-	PUNCT
bracis-33582	96	21	br	br	NOUN
bracis-33582	96	22	’s	’s	PART
bracis-33582	96	23	performance	performance	NOUN
bracis-33582	96	24	in	in	ADP
bracis-33582	96	25	administrative	administrative	ADJ
bracis-33582	96	26	tasks	task	NOUN
bracis-33582	96	27	.	.	PUNCT
bracis-33582	97	1	4.2	4.2	NUM
bracis-33582	97	2	downstream	downstream	ADJ
bracis-33582	97	3	tasks	task	NOUN
bracis-33582	97	4	as	as	ADP
bracis-33582	97	5	downstream	downstream	ADJ
bracis-33582	97	6	tasks	task	NOUN
bracis-33582	97	7	,	,	PUNCT
bracis-33582	97	8	we	we	PRON
bracis-33582	97	9	focus	focus	VERB
bracis-33582	97	10	on	on	ADP
bracis-33582	97	11	two	two	NUM
bracis-33582	97	12	distinct	distinct	ADJ
bracis-33582	97	13	text	text	NOUN
bracis-33582	97	14	classification	classification	NOUN
bracis-33582	97	15	tasks	task	NOUN
bracis-33582	97	16	within	within	ADP
bracis-33582	97	17	the	the	DET
bracis-33582	97	18	governmental	governmental	ADJ
bracis-33582	97	19	domain	domain	NOUN
bracis-33582	97	20	:	:	PUNCT
bracis-33582	97	21	document	document	NOUN
bracis-33582	97	22	classification	classification	NOUN
bracis-33582	97	23	and	and	CCONJ
bracis-33582	97	24	short	short	ADJ
bracis-33582	97	25	text	text	NOUN
bracis-33582	97	26	classification	classification	NOUN
bracis-33582	97	27	.	.	PUNCT
bracis-33582	98	1	document	document	NOUN
bracis-33582	98	2	classification	classification	NOUN
bracis-33582	98	3	.	.	PUNCT
bracis-33582	99	1	this	this	DET
bracis-33582	99	2	task	task	NOUN
bracis-33582	99	3	involves	involve	VERB
bracis-33582	99	4	categorizing	categorize	VERB
bracis-33582	99	5	documents	document	NOUN
bracis-33582	99	6	,	,	PUNCT
bracis-33582	99	7	such	such	ADJ
bracis-33582	99	8	as	as	ADP
bracis-33582	99	9	legal	legal	ADJ
bracis-33582	99	10	texts	text	NOUN
bracis-33582	99	11	,	,	PUNCT
bracis-33582	99	12	legislative	legislative	ADJ
bracis-33582	99	13	bills	bill	NOUN
bracis-33582	99	14	,	,	PUNCT
bracis-33582	99	15	administrative	administrative	ADJ
bracis-33582	99	16	reports	report	NOUN
bracis-33582	99	17	,	,	PUNCT
bracis-33582	99	18	and	and	CCONJ
bracis-33582	99	19	public	public	ADJ
bracis-33582	99	20	bidding	bidding	NOUN
bracis-33582	99	21	documents	document	NOUN
bracis-33582	99	22	,	,	PUNCT
bracis-33582	99	23	into	into	ADP
bracis-33582	99	24	predefined	predefine	VERB
bracis-33582	99	25	classes	class	NOUN
bracis-33582	99	26	.	.	PUNCT
bracis-33582	100	1	document	document	NOUN
bracis-33582	100	2	classification	classification	NOUN
bracis-33582	100	3	provides	provide	VERB
bracis-33582	100	4	a	a	DET
bracis-33582	100	5	high	high	ADJ
bracis-33582	100	6	-	-	PUNCT
bracis-33582	100	7	level	level	NOUN
bracis-33582	100	8	understanding	understanding	NOUN
bracis-33582	100	9	of	of	ADP
bracis-33582	100	10	the	the	DET
bracis-33582	100	11	content	content	NOUN
bracis-33582	100	12	and	and	CCONJ
bracis-33582	100	13	purpose	purpose	NOUN
bracis-33582	100	14	of	of	ADP
bracis-33582	100	15	each	each	DET
bracis-33582	100	16	document	document	NOUN
bracis-33582	100	17	,	,	PUNCT
bracis-33582	100	18	facilitating	facilitate	VERB
bracis-33582	100	19	efficient	efficient	ADJ
bracis-33582	100	20	document	document	NOUN
bracis-33582	100	21	retrieval	retrieval	NOUN
bracis-33582	100	22	and	and	CCONJ
bracis-33582	100	23	organization	organization	NOUN
bracis-33582	100	24	within	within	ADP
bracis-33582	100	25	governmental	governmental	ADJ
bracis-33582	100	26	systems	system	NOUN
bracis-33582	100	27	.	.	PUNCT
bracis-33582	101	1	short	short	ADJ
bracis-33582	101	2	text	text	NOUN
bracis-33582	101	3	classification	classification	NOUN
bracis-33582	101	4	.	.	PUNCT
bracis-33582	102	1	unlike	unlike	ADP
bracis-33582	102	2	document	document	NOUN
bracis-33582	102	3	classification	classification	NOUN
bracis-33582	102	4	,	,	PUNCT
bracis-33582	102	5	this	this	DET
bracis-33582	102	6	task	task	NOUN
bracis-33582	102	7	focuses	focus	VERB
bracis-33582	102	8	on	on	ADP
bracis-33582	102	9	classifying	classify	VERB
bracis-33582	102	10	shorter	short	ADJ
bracis-33582	102	11	text	text	NOUN
bracis-33582	102	12	segments	segment	NOUN
bracis-33582	102	13	,	,	PUNCT
bracis-33582	102	14	such	such	ADJ
bracis-33582	102	15	as	as	ADP
bracis-33582	102	16	item	item	NOUN
bracis-33582	102	17	descriptions	description	NOUN
bracis-33582	102	18	,	,	PUNCT
bracis-33582	102	19	summaries	summary	NOUN
bracis-33582	102	20	,	,	PUNCT
bracis-33582	102	21	or	or	CCONJ
bracis-33582	102	22	motions	motion	NOUN
bracis-33582	102	23	.	.	PUNCT
bracis-33582	103	1	short	short	ADJ
bracis-33582	103	2	text	text	NOUN
bracis-33582	103	3	classification	classification	NOUN
bracis-33582	103	4	is	be	AUX
bracis-33582	103	5	particularly	particularly	ADV
bracis-33582	103	6	useful	useful	ADJ
bracis-33582	103	7	for	for	ADP
bracis-33582	103	8	extracting	extract	VERB
bracis-33582	103	9	relevant	relevant	ADJ
bracis-33582	103	10	information	information	NOUN
bracis-33582	103	11	from	from	ADP
bracis-33582	103	12	large	large	ADJ
bracis-33582	103	13	volumes	volume	NOUN
bracis-33582	103	14	of	of	ADP
bracis-33582	103	15	textual	textual	ADJ
bracis-33582	103	16	data	datum	NOUN
bracis-33582	103	17	,	,	PUNCT
bracis-33582	103	18	enabling	enable	VERB
bracis-33582	103	19	quick	quick	ADJ
bracis-33582	103	20	decision	decision	NOUN
bracis-33582	103	21	-	-	PUNCT
bracis-33582	103	22	making	making	NOUN
bracis-33582	103	23	and	and	CCONJ
bracis-33582	103	24	analysis	analysis	NOUN
bracis-33582	103	25	in	in	ADP
bracis-33582	103	26	governmental	governmental	ADJ
bracis-33582	103	27	processes	process	NOUN
bracis-33582	103	28	.	.	PUNCT
bracis-33582	104	1	table	table	NOUN
bracis-33582	104	2	2	2	NUM
bracis-33582	104	3	.	.	PUNCT
bracis-33582	105	1	datasets	dataset	NOUN
bracis-33582	105	2	used	use	VERB
bracis-33582	105	3	for	for	ADP
bracis-33582	105	4	the	the	DET
bracis-33582	105	5	downstream	downstream	ADJ
bracis-33582	105	6	tasksfull	tasksfull	NOUN
bracis-33582	105	7	size	size	NOUN
bracis-33582	105	8	table	table	NOUN
bracis-33582	105	9	4.3	4.3	NUM
bracis-33582	105	10	datasets	dataset	NOUN
bracis-33582	105	11	for	for	ADP
bracis-33582	105	12	each	each	DET
bracis-33582	105	13	domain	domain	NOUN
bracis-33582	105	14	,	,	PUNCT
bracis-33582	105	15	three	three	NUM
bracis-33582	105	16	datasets	dataset	NOUN
bracis-33582	105	17	are	be	AUX
bracis-33582	105	18	selected	select	VERB
bracis-33582	105	19	to	to	PART
bracis-33582	105	20	evaluate	evaluate	VERB
bracis-33582	105	21	the	the	DET
bracis-33582	105	22	performance	performance	NOUN
bracis-33582	105	23	of	of	ADP
bracis-33582	105	24	govbert	govbert	NOUN
bracis-33582	105	25	-	-	PUNCT
bracis-33582	105	26	br	br	NOUN
bracis-33582	105	27	and	and	CCONJ
bracis-33582	105	28	the	the	DET
bracis-33582	105	29	baseline	baseline	NOUN
bracis-33582	105	30	models	model	NOUN
bracis-33582	105	31	.	.	PUNCT
bracis-33582	106	1	table	table	NOUN
bracis-33582	106	2	 	 	SPACE
bracis-33582	106	3	2	2	NUM
bracis-33582	106	4	summarizes	summarize	NOUN
bracis-33582	106	5	each	each	DET
bracis-33582	106	6	dataset	dataset	NOUN
bracis-33582	106	7	’s	’s	PART
bracis-33582	106	8	key	key	ADJ
bracis-33582	106	9	characteristics	characteristic	NOUN
bracis-33582	106	10	,	,	PUNCT
bracis-33582	106	11	further	far	ADV
bracis-33582	106	12	described	describe	VERB
bracis-33582	106	13	as	as	ADP
bracis-33582	106	14	follows	follow	VERB
bracis-33582	106	15	.	.	PUNCT
bracis-33582	107	1	lipset	lipset	VERB
bracis-33582	108	1	[	[	X
bracis-33582	108	2	17	17	NUM
bracis-33582	108	3	]	]	PUNCT
bracis-33582	108	4	.	.	PUNCT
bracis-33582	109	1	contains	contain	VERB
bracis-33582	109	2	9,761	9,761	NUM
bracis-33582	109	3	labeled	label	VERB
bracis-33582	109	4	public	public	ADJ
bracis-33582	109	5	bidding	bidding	NOUN
bracis-33582	109	6	documents	document	NOUN
bracis-33582	109	7	from	from	ADP
bracis-33582	109	8	minas	minas	PROPN
bracis-33582	109	9	gerais	gerais	PROPN
bracis-33582	109	10	,	,	PUNCT
bracis-33582	109	11	brazil	brazil	PROPN
bracis-33582	109	12	.	.	PUNCT
bracis-33582	110	1	such	such	ADJ
bracis-33582	110	2	documents	document	NOUN
bracis-33582	110	3	are	be	AUX
bracis-33582	110	4	classified	classify	VERB
bracis-33582	110	5	into	into	ADP
bracis-33582	110	6	12	12	NUM
bracis-33582	110	7	classes	class	NOUN
bracis-33582	110	8	:	:	PUNCT
bracis-33582	110	9	ata	ata	PROPN
bracis-33582	110	10	registro	registro	PROPN
bracis-33582	110	11	preços	preços	PROPN
bracis-33582	110	12	(	(	PUNCT
bracis-33582	110	13	price	price	NOUN
bracis-33582	110	14	registration	registration	NOUN
bracis-33582	110	15	)	)	PUNCT
bracis-33582	110	16	,	,	PUNCT
bracis-33582	110	17	ata	ata	PROPN
bracis-33582	110	18	dispensa	dispensa	PROPN
bracis-33582	110	19	(	(	PUNCT
bracis-33582	110	20	minutes	minute	NOUN
bracis-33582	110	21	of	of	ADP
bracis-33582	110	22	waiver	waiver	NOUN
bracis-33582	110	23	)	)	PUNCT
bracis-33582	110	24	,	,	PUNCT
bracis-33582	110	25	ata	ata	PROPN
bracis-33582	110	26	pregão	pregão	PROPN
bracis-33582	110	27	presencial	presencial	NOUN
bracis-33582	110	28	(	(	PUNCT
bracis-33582	110	29	face	face	NOUN
bracis-33582	110	30	-	-	PUNCT
bracis-33582	110	31	to	to	ADP
bracis-33582	110	32	-	-	PUNCT
bracis-33582	110	33	face	face	NOUN
bracis-33582	110	34	auction	auction	NOUN
bracis-33582	110	35	)	)	PUNCT
bracis-33582	110	36	,	,	PUNCT
bracis-33582	110	37	outras	outras	X
bracis-33582	110	38	atas	atas	X
bracis-33582	110	39	(	(	PUNCT
bracis-33582	110	40	other	other	ADJ
bracis-33582	110	41	minutes	minute	NOUN
bracis-33582	110	42	)	)	PUNCT
bracis-33582	110	43	,	,	PUNCT
bracis-33582	110	44	edital	edital	ADJ
bracis-33582	110	45	(	(	PUNCT
bracis-33582	110	46	public	public	ADJ
bracis-33582	110	47	notice	notice	NOUN
bracis-33582	110	48	)	)	PUNCT
bracis-33582	110	49	,	,	PUNCT
bracis-33582	110	50	contrato	contrato	NOUN
bracis-33582	110	51	(	(	PUNCT
bracis-33582	110	52	contract	contract	NOUN
bracis-33582	110	53	)	)	PUNCT
bracis-33582	110	54	,	,	PUNCT
bracis-33582	110	55	aditamento	aditamento	NOUN
bracis-33582	110	56	(	(	PUNCT
bracis-33582	110	57	amendment	amendment	NOUN
bracis-33582	110	58	)	)	PUNCT
bracis-33582	110	59	,	,	PUNCT
bracis-33582	110	60	aviso	aviso	PROPN
bracis-33582	110	61	(	(	PUNCT
bracis-33582	110	62	notice	notice	NOUN
bracis-33582	110	63	)	)	PUNCT
bracis-33582	110	64	,	,	PUNCT
bracis-33582	110	65	ratificação	ratificação	X
bracis-33582	110	66	(	(	PUNCT
bracis-33582	110	67	ratification	ratification	NOUN
bracis-33582	110	68	)	)	PUNCT
bracis-33582	110	69	,	,	PUNCT
bracis-33582	110	70	errata	erratum	NOUN
bracis-33582	110	71	(	(	PUNCT
bracis-33582	110	72	erratum	erratum	PROPN
bracis-33582	110	73	)	)	PUNCT
bracis-33582	110	74	,	,	PUNCT
bracis-33582	110	75	homologação	homologação	PROPN
bracis-33582	110	76	(	(	PUNCT
bracis-33582	110	77	homologation	homologation	NOUN
bracis-33582	110	78	)	)	PUNCT
bracis-33582	110	79	,	,	PUNCT
bracis-33582	110	80	and	and	CCONJ
bracis-33582	110	81	outros	outros	INTJ
bracis-33582	110	82	(	(	PUNCT
bracis-33582	110	83	others	other	NOUN
bracis-33582	110	84	)	)	PUNCT
bracis-33582	110	85	.	.	PUNCT
bracis-33582	111	1	napex	napex	ADJ
bracis-33582	111	2	.	.	PUNCT
bracis-33582	112	1	contains	contain	VERB
bracis-33582	112	2	583,174	583,174	NUM
bracis-33582	112	3	labeled	label	VERB
bracis-33582	112	4	public	public	ADJ
bracis-33582	112	5	expenditure	expenditure	NOUN
bracis-33582	112	6	items	item	NOUN
bracis-33582	112	7	from	from	ADP
bracis-33582	112	8	minas	minas	PROPN
bracis-33582	112	9	gerais	gerais	PROPN
bracis-33582	112	10	,	,	PUNCT
bracis-33582	112	11	brazil.footnote	brazil.footnote	PROPN
bracis-33582	112	12	2	2	NUM
bracis-33582	112	13	each	each	DET
bracis-33582	112	14	item	item	NOUN
bracis-33582	112	15	presents	present	VERB
bracis-33582	112	16	a	a	DET
bracis-33582	112	17	short	short	ADJ
bracis-33582	112	18	text	text	NOUN
bracis-33582	112	19	description	description	NOUN
bracis-33582	112	20	and	and	CCONJ
bracis-33582	112	21	is	be	AUX
bracis-33582	112	22	classified	classify	VERB
bracis-33582	112	23	into	into	ADP
bracis-33582	112	24	five	five	NUM
bracis-33582	112	25	expenditure	expenditure	NOUN
bracis-33582	112	26	nature	nature	NOUN
bracis-33582	112	27	classes	class	NOUN
bracis-33582	112	28	:	:	PUNCT
bracis-33582	112	29	obras	obras	PROPN
bracis-33582	112	30	(	(	PUNCT
bracis-33582	112	31	construction	construction	NOUN
bracis-33582	112	32	)	)	PUNCT
bracis-33582	112	33	,	,	PUNCT
bracis-33582	112	34	serviços	serviços	PROPN
bracis-33582	112	35	(	(	PUNCT
bracis-33582	112	36	services	services	PROPN
bracis-33582	112	37	)	)	PUNCT
bracis-33582	112	38	,	,	PUNCT
bracis-33582	112	39	material	material	NOUN
bracis-33582	112	40	de	de	X
bracis-33582	112	41	consumo	consumo	X
bracis-33582	112	42	(	(	PUNCT
bracis-33582	112	43	consumables	consumable	NOUN
bracis-33582	112	44	)	)	PUNCT
bracis-33582	112	45	,	,	PUNCT
bracis-33582	112	46	material	material	NOUN
bracis-33582	112	47	permanente	permanente	NOUN
bracis-33582	112	48	(	(	PUNCT
bracis-33582	112	49	permanent	permanent	ADJ
bracis-33582	112	50	materials	material	NOUN
bracis-33582	112	51	)	)	PUNCT
bracis-33582	112	52	,	,	PUNCT
bracis-33582	112	53	and	and	CCONJ
bracis-33582	112	54	locação	locação	NOUN
bracis-33582	112	55	(	(	PUNCT
bracis-33582	112	56	rent	rent	NOUN
bracis-33582	112	57	)	)	PUNCT
bracis-33582	112	58	.	.	PUNCT
bracis-33582	113	1	prodserv	prodserv	NOUN
bracis-33582	113	2	.	.	PUNCT
bracis-33582	114	1	represents	represent	VERB
bracis-33582	114	2	the	the	DET
bracis-33582	114	3	same	same	ADJ
bracis-33582	114	4	public	public	ADJ
bracis-33582	114	5	expenditure	expenditure	NOUN
bracis-33582	114	6	items	item	NOUN
bracis-33582	114	7	as	as	ADP
bracis-33582	114	8	napex	napex	ADJ
bracis-33582	114	9	,	,	PUNCT
bracis-33582	114	10	but	but	CCONJ
bracis-33582	114	11	in	in	ADP
bracis-33582	114	12	this	this	DET
bracis-33582	114	13	dataset	dataset	NOUN
bracis-33582	114	14	,	,	PUNCT
bracis-33582	114	15	each	each	DET
bracis-33582	114	16	item	item	NOUN
bracis-33582	114	17	description	description	NOUN
bracis-33582	114	18	is	be	AUX
bracis-33582	114	19	further	far	ADV
bracis-33582	114	20	classified	classify	VERB
bracis-33582	114	21	as	as	ADP
bracis-33582	114	22	either	either	PRON
bracis-33582	114	23	products	product	NOUN
bracis-33582	114	24	or	or	CCONJ
bracis-33582	114	25	services	service	NOUN
bracis-33582	114	26	.	.	PUNCT
bracis-33582	115	1	svic	svic	PROPN
bracis-33582	116	1	[	[	X
bracis-33582	116	2	13	13	NUM
bracis-33582	116	3	]	]	PUNCT
bracis-33582	116	4	.	.	PUNCT
bracis-33582	117	1	it	it	PRON
bracis-33582	117	2	is	be	AUX
bracis-33582	117	3	a	a	DET
bracis-33582	117	4	subset	subset	NOUN
bracis-33582	117	5	of	of	ADP
bracis-33582	117	6	the	the	DET
bracis-33582	117	7	victor	victor	NOUN
bracis-33582	117	8	dataset	dataset	PROPN
bracis-33582	117	9	,	,	PUNCT
bracis-33582	117	10	containing	contain	VERB
bracis-33582	117	11	94,267	94,267	NUM
bracis-33582	117	12	legal	legal	ADJ
bracis-33582	117	13	documents	document	NOUN
bracis-33582	117	14	with	with	ADP
bracis-33582	117	15	339,478	339,478	NUM
bracis-33582	117	16	labeled	label	VERB
bracis-33582	117	17	pages	page	NOUN
bracis-33582	117	18	.	.	PUNCT
bracis-33582	118	1	instances	instance	NOUN
bracis-33582	118	2	are	be	AUX
bracis-33582	118	3	labeled	label	VERB
bracis-33582	118	4	as	as	ADP
bracis-33582	118	5	acórdão	acórdão	ADJ
bracis-33582	118	6	(	(	PUNCT
bracis-33582	118	7	lower	low	ADJ
bracis-33582	118	8	court	court	NOUN
bracis-33582	118	9	decisions	decision	NOUN
bracis-33582	118	10	under	under	ADP
bracis-33582	118	11	review	review	NOUN
bracis-33582	118	12	)	)	PUNCT
bracis-33582	118	13	,	,	PUNCT
bracis-33582	118	14	recurso	recurso	PROPN
bracis-33582	118	15	extraordinário	extraordinário	NOUN
bracis-33582	118	16	(	(	PUNCT
bracis-33582	118	17	appeal	appeal	VERB
bracis-33582	118	18	petitions	petition	NOUN
bracis-33582	118	19	)	)	PUNCT
bracis-33582	118	20	,	,	PUNCT
bracis-33582	118	21	agravo	agravo	VERB
bracis-33582	118	22	de	de	PROPN
bracis-33582	118	23	recurso	recurso	PROPN
bracis-33582	118	24	extraordinário	extraordinário	NOUN
bracis-33582	118	25	(	(	PUNCT
bracis-33582	118	26	motions	motion	NOUN
bracis-33582	118	27	against	against	ADP
bracis-33582	118	28	the	the	DET
bracis-33582	118	29	appeal	appeal	NOUN
bracis-33582	118	30	petition	petition	NOUN
bracis-33582	118	31	)	)	PUNCT
bracis-33582	118	32	,	,	PUNCT
bracis-33582	118	33	sentença	sentença	NOUN
bracis-33582	118	34	(	(	PUNCT
bracis-33582	118	35	judgments	judgment	NOUN
bracis-33582	118	36	)	)	PUNCT
bracis-33582	118	37	,	,	PUNCT
bracis-33582	118	38	despacho	despacho	PROPN
bracis-33582	118	39	(	(	PUNCT
bracis-33582	118	40	court	court	NOUN
bracis-33582	118	41	orders	order	NOUN
bracis-33582	118	42	)	)	PUNCT
bracis-33582	118	43	,	,	PUNCT
bracis-33582	118	44	and	and	CCONJ
bracis-33582	118	45	others	other	NOUN
bracis-33582	118	46	.	.	PUNCT
bracis-33582	119	1	motions	motion	NOUN
bracis-33582	119	2	 	 	SPACE
bracis-33582	120	1	[	[	X
bracis-33582	120	2	16	16	NUM
bracis-33582	120	3	]	]	PUNCT
bracis-33582	120	4	.	.	PUNCT
bracis-33582	121	1	contains	contain	VERB
bracis-33582	121	2	6,449	6,449	NUM
bracis-33582	121	3	legal	legal	ADJ
bracis-33582	121	4	proceedings	proceeding	NOUN
bracis-33582	121	5	,	,	PUNCT
bracis-33582	121	6	each	each	PRON
bracis-33582	121	7	with	with	ADP
bracis-33582	121	8	an	an	DET
bracis-33582	121	9	individual	individual	ADJ
bracis-33582	121	10	and	and	CCONJ
bracis-33582	121	11	variable	variable	ADJ
bracis-33582	121	12	number	number	NOUN
bracis-33582	121	13	of	of	ADP
bracis-33582	121	14	motions	motion	NOUN
bracis-33582	121	15	,	,	PUNCT
bracis-33582	121	16	labeled	label	VERB
bracis-33582	121	17	by	by	ADP
bracis-33582	121	18	lawyers	lawyer	NOUN
bracis-33582	121	19	.	.	PUNCT
bracis-33582	122	1	legal	legal	ADJ
bracis-33582	122	2	proceedings	proceeding	NOUN
bracis-33582	122	3	refer	refer	VERB
bracis-33582	122	4	to	to	ADP
bracis-33582	122	5	formal	formal	ADJ
bracis-33582	122	6	legal	legal	ADJ
bracis-33582	122	7	actions	action	NOUN
bracis-33582	122	8	or	or	CCONJ
bracis-33582	122	9	cases	case	NOUN
bracis-33582	122	10	brought	bring	VERB
bracis-33582	122	11	before	before	ADP
bracis-33582	122	12	a	a	DET
bracis-33582	122	13	court	court	NOUN
bracis-33582	122	14	of	of	ADP
bracis-33582	122	15	law	law	NOUN
bracis-33582	122	16	.	.	PUNCT
bracis-33582	123	1	motions	motion	NOUN
bracis-33582	123	2	,	,	PUNCT
bracis-33582	123	3	in	in	ADP
bracis-33582	123	4	turn	turn	NOUN
bracis-33582	123	5	,	,	PUNCT
bracis-33582	123	6	are	be	AUX
bracis-33582	123	7	formal	formal	ADJ
bracis-33582	123	8	requests	request	NOUN
bracis-33582	123	9	made	make	VERB
bracis-33582	123	10	to	to	ADP
bracis-33582	123	11	a	a	DET
bracis-33582	123	12	judge	judge	NOUN
bracis-33582	123	13	during	during	ADP
bracis-33582	123	14	legal	legal	ADJ
bracis-33582	123	15	proceedings	proceeding	NOUN
bracis-33582	123	16	,	,	PUNCT
bracis-33582	123	17	typically	typically	ADV
bracis-33582	123	18	seeking	seek	VERB
bracis-33582	123	19	a	a	DET
bracis-33582	123	20	decision	decision	NOUN
bracis-33582	123	21	or	or	CCONJ
bracis-33582	123	22	ruling	ruling	NOUN
bracis-33582	123	23	on	on	ADP
bracis-33582	123	24	a	a	DET
bracis-33582	123	25	specific	specific	ADJ
bracis-33582	123	26	aspect	aspect	NOUN
bracis-33582	123	27	of	of	ADP
bracis-33582	123	28	the	the	DET
bracis-33582	123	29	case	case	NOUN
bracis-33582	123	30	.	.	PUNCT
bracis-33582	124	1	instances	instance	NOUN
bracis-33582	124	2	in	in	ADP
bracis-33582	124	3	this	this	DET
bracis-33582	124	4	dataset	dataset	NOUN
bracis-33582	124	5	are	be	AUX
bracis-33582	124	6	labeled	label	VERB
bracis-33582	124	7	as	as	ADP
bracis-33582	124	8	arquivado	arquivado	NOUN
bracis-33582	124	9	(	(	PUNCT
bracis-33582	124	10	archived	archive	VERB
bracis-33582	124	11	)	)	PUNCT
bracis-33582	124	12	,	,	PUNCT
bracis-33582	124	13	ativo	ativo	PROPN
bracis-33582	124	14	(	(	PUNCT
bracis-33582	124	15	active	active	ADJ
bracis-33582	124	16	)	)	PUNCT
bracis-33582	124	17	,	,	PUNCT
bracis-33582	124	18	or	or	CCONJ
bracis-33582	124	19	suspenso	suspenso	PROPN
bracis-33582	124	20	(	(	PUNCT
bracis-33582	124	21	suspended	suspend	VERB
bracis-33582	124	22	)	)	PUNCT
bracis-33582	124	23	,	,	PUNCT
bracis-33582	124	24	indicating	indicate	VERB
bracis-33582	124	25	the	the	DET
bracis-33582	124	26	status	status	NOUN
bracis-33582	124	27	of	of	ADP
bracis-33582	124	28	the	the	DET
bracis-33582	124	29	legal	legal	ADJ
bracis-33582	124	30	proceedings	proceeding	NOUN
bracis-33582	124	31	.	.	PUNCT
bracis-33582	125	1	rriop	rriop	NOUN
bracis-33582	125	2	 	 	SPACE
bracis-33582	126	1	[	[	X
bracis-33582	126	2	2	2	NUM
bracis-33582	126	3	]	]	PUNCT
bracis-33582	126	4	.	.	PUNCT
bracis-33582	127	1	contains	contain	VERB
bracis-33582	127	2	rhetorical	rhetorical	ADJ
bracis-33582	127	3	annotations	annotation	NOUN
bracis-33582	127	4	within	within	ADP
bracis-33582	127	5	the	the	DET
bracis-33582	127	6	legal	legal	ADJ
bracis-33582	127	7	domain	domain	NOUN
bracis-33582	127	8	,	,	PUNCT
bracis-33582	127	9	focusing	focus	VERB
bracis-33582	127	10	on	on	ADP
bracis-33582	127	11	sentences	sentence	NOUN
bracis-33582	127	12	extracted	extract	VERB
bracis-33582	127	13	from	from	ADP
bracis-33582	127	14	judicial	judicial	ADJ
bracis-33582	127	15	sentences	sentence	NOUN
bracis-33582	127	16	from	from	ADP
bracis-33582	127	17	the	the	DET
bracis-33582	127	18	court	court	NOUN
bracis-33582	127	19	of	of	ADP
bracis-33582	127	20	justice	justice	NOUN
bracis-33582	127	21	of	of	ADP
bracis-33582	127	22	mato	mato	PROPN
bracis-33582	127	23	grosso	grosso	PROPN
bracis-33582	127	24	do	do	VERB
bracis-33582	127	25	sul	sul	PROPN
bracis-33582	127	26	(	(	PUNCT
bracis-33582	127	27	tjms	tjms	NOUN
bracis-33582	127	28	)	)	PUNCT
bracis-33582	127	29	,	,	PUNCT
bracis-33582	127	30	brazil	brazil	PROPN
bracis-33582	127	31	.	.	PUNCT
bracis-33582	128	1	it	it	PRON
bracis-33582	128	2	comprises	comprise	VERB
bracis-33582	128	3	10,784	10,784	NUM
bracis-33582	128	4	petitions	petition	NOUN
bracis-33582	128	5	from	from	ADP
bracis-33582	128	6	70	70	NUM
bracis-33582	128	7	civil	civil	ADJ
bracis-33582	128	8	lawsuits	lawsuit	NOUN
bracis-33582	128	9	filed	file	VERB
bracis-33582	128	10	in	in	ADP
bracis-33582	128	11	tjms	tjms	NOUN
bracis-33582	128	12	court	court	NOUN
bracis-33582	128	13	and	and	CCONJ
bracis-33582	128	14	was	be	AUX
bracis-33582	128	15	manually	manually	ADV
bracis-33582	128	16	labeled	label	VERB
bracis-33582	128	17	with	with	ADP
bracis-33582	128	18	rhetorical	rhetorical	ADJ
bracis-33582	128	19	roles	role	NOUN
bracis-33582	128	20	specifically	specifically	ADV
bracis-33582	128	21	tailored	tailor	VERB
bracis-33582	128	22	for	for	ADP
bracis-33582	128	23	petitions	petition	NOUN
bracis-33582	128	24	.	.	PUNCT
bracis-33582	129	1	instances	instance	NOUN
bracis-33582	129	2	in	in	ADP
bracis-33582	129	3	this	this	DET
bracis-33582	129	4	dataset	dataset	NOUN
bracis-33582	129	5	are	be	AUX
bracis-33582	129	6	labeled	label	VERB
bracis-33582	129	7	as	as	ADP
bracis-33582	129	8	identificação	identificação	ADJ
bracis-33582	129	9	das	das	PROPN
bracis-33582	129	10	partes	parte	NOUN
bracis-33582	129	11	(	(	PUNCT
bracis-33582	129	12	identification	identification	NOUN
bracis-33582	129	13	)	)	PUNCT
bracis-33582	129	14	,	,	PUNCT
bracis-33582	129	15	fatos	fatos	PROPN
bracis-33582	129	16	(	(	PUNCT
bracis-33582	129	17	facts	fact	NOUN
bracis-33582	129	18	)	)	PUNCT
bracis-33582	129	19	,	,	PUNCT
bracis-33582	129	20	argumentos	argumentos	X
bracis-33582	129	21	(	(	PUNCT
bracis-33582	129	22	arguments	argument	NOUN
bracis-33582	129	23	)	)	PUNCT
bracis-33582	129	24	,	,	PUNCT
bracis-33582	129	25	fundamentação	fundamentação	ADJ
bracis-33582	129	26	legal	legal	ADJ
bracis-33582	129	27	(	(	PUNCT
bracis-33582	129	28	legal	legal	ADJ
bracis-33582	129	29	basis	basis	NOUN
bracis-33582	129	30	)	)	PUNCT
bracis-33582	129	31	,	,	PUNCT
bracis-33582	129	32	jurisprudência	jurisprudência	NOUN
bracis-33582	129	33	(	(	PUNCT
bracis-33582	129	34	precedents	precedents	PROPN
bracis-33582	129	35	)	)	PUNCT
bracis-33582	129	36	,	,	PUNCT
bracis-33582	129	37	pedidos	pedido	NOUN
bracis-33582	129	38	(	(	PUNCT
bracis-33582	129	39	requests	request	NOUN
bracis-33582	129	40	)	)	PUNCT
bracis-33582	129	41	,	,	PUNCT
bracis-33582	129	42	valor	valor	NOUN
bracis-33582	129	43	da	da	PROPN
bracis-33582	129	44	causa	causa	X
bracis-33582	129	45	(	(	PUNCT
bracis-33582	129	46	remedy	remedy	NOUN
bracis-33582	129	47	)	)	PUNCT
bracis-33582	129	48	,	,	PUNCT
bracis-33582	129	49	and	and	CCONJ
bracis-33582	129	50	others	other	NOUN
bracis-33582	129	51	.	.	PUNCT
bracis-33582	130	1	4.4	4.4	NUM
bracis-33582	130	2	evaluation	evaluation	NOUN
bracis-33582	130	3	setup	setup	NOUN
bracis-33582	130	4	in	in	ADP
bracis-33582	130	5	our	our	PRON
bracis-33582	130	6	experimental	experimental	ADJ
bracis-33582	130	7	setup	setup	NOUN
bracis-33582	130	8	,	,	PUNCT
bracis-33582	130	9	each	each	DET
bracis-33582	130	10	dataset	dataset	NOUN
bracis-33582	130	11	is	be	AUX
bracis-33582	130	12	partitioned	partition	VERB
bracis-33582	130	13	into	into	ADP
bracis-33582	130	14	distinct	distinct	ADJ
bracis-33582	130	15	subsets	subset	NOUN
bracis-33582	130	16	for	for	ADP
bracis-33582	130	17	training	training	NOUN
bracis-33582	130	18	,	,	PUNCT
bracis-33582	130	19	validation	validation	NOUN
bracis-33582	130	20	,	,	PUNCT
bracis-33582	130	21	and	and	CCONJ
bracis-33582	130	22	testing	testing	NOUN
bracis-33582	130	23	,	,	PUNCT
bracis-33582	130	24	maintaining	maintain	VERB
bracis-33582	130	25	the	the	DET
bracis-33582	130	26	distribution	distribution	NOUN
bracis-33582	130	27	of	of	ADP
bracis-33582	130	28	label	label	NOUN
bracis-33582	130	29	values	value	NOUN
bracis-33582	130	30	across	across	ADP
bracis-33582	130	31	partitions	partition	NOUN
bracis-33582	130	32	.	.	PUNCT
bracis-33582	131	1	given	give	VERB
bracis-33582	131	2	that	that	SCONJ
bracis-33582	131	3	all	all	DET
bracis-33582	131	4	datasets	dataset	NOUN
bracis-33582	131	5	exhibit	exhibit	VERB
bracis-33582	131	6	class	class	NOUN
bracis-33582	131	7	imbalance	imbalance	NOUN
bracis-33582	131	8	,	,	PUNCT
bracis-33582	131	9	we	we	PRON
bracis-33582	131	10	perform	perform	VERB
bracis-33582	131	11	the	the	DET
bracis-33582	131	12	split	split	NOUN
bracis-33582	131	13	in	in	ADP
bracis-33582	131	14	a	a	DET
bracis-33582	131	15	stratified	stratified	ADJ
bracis-33582	131	16	manner	manner	NOUN
bracis-33582	131	17	by	by	ADP
bracis-33582	131	18	class	class	NOUN
bracis-33582	131	19	.	.	PUNCT
bracis-33582	132	1	this	this	PRON
bracis-33582	132	2	stratified	stratify	VERB
bracis-33582	132	3	partitioning	partition	VERB
bracis-33582	132	4	scheme	scheme	NOUN
bracis-33582	132	5	allocates	allocate	NOUN
bracis-33582	132	6	70	70	NUM
bracis-33582	132	7	%	%	NOUN
bracis-33582	132	8	of	of	ADP
bracis-33582	132	9	the	the	DET
bracis-33582	132	10	data	datum	NOUN
bracis-33582	132	11	to	to	ADP
bracis-33582	132	12	training	training	NOUN
bracis-33582	132	13	,	,	PUNCT
bracis-33582	132	14	20	20	NUM
bracis-33582	132	15	%	%	NOUN
bracis-33582	132	16	to	to	ADP
bracis-33582	132	17	validation	validation	NOUN
bracis-33582	132	18	,	,	PUNCT
bracis-33582	132	19	and	and	CCONJ
bracis-33582	132	20	the	the	DET
bracis-33582	132	21	remaining	remain	VERB
bracis-33582	132	22	10	10	NUM
bracis-33582	132	23	%	%	NOUN
bracis-33582	132	24	to	to	ADP
bracis-33582	132	25	testing	testing	NOUN
bracis-33582	132	26	.	.	PUNCT
bracis-33582	133	1	however	however	ADV
bracis-33582	133	2	,	,	PUNCT
bracis-33582	133	3	it	it	PRON
bracis-33582	133	4	is	be	AUX
bracis-33582	133	5	important	important	ADJ
bracis-33582	133	6	to	to	PART
bracis-33582	133	7	note	note	VERB
bracis-33582	133	8	that	that	SCONJ
bracis-33582	133	9	we	we	PRON
bracis-33582	133	10	do	do	AUX
bracis-33582	133	11	not	not	PART
bracis-33582	133	12	use	use	VERB
bracis-33582	133	13	cross	cross	ADJ
bracis-33582	133	14	-	-	NOUN
bracis-33582	133	15	validation	validation	NOUN
bracis-33582	133	16	in	in	ADP
bracis-33582	133	17	this	this	DET
bracis-33582	133	18	study	study	NOUN
bracis-33582	133	19	,	,	PUNCT
bracis-33582	133	20	which	which	PRON
bracis-33582	133	21	may	may	AUX
bracis-33582	133	22	introduce	introduce	VERB
bracis-33582	133	23	bias	bias	NOUN
bracis-33582	133	24	into	into	ADP
bracis-33582	133	25	the	the	DET
bracis-33582	133	26	results	result	NOUN
bracis-33582	133	27	as	as	SCONJ
bracis-33582	133	28	the	the	DET
bracis-33582	133	29	model	model	NOUN
bracis-33582	133	30	’s	’s	PART
bracis-33582	133	31	performance	performance	NOUN
bracis-33582	133	32	is	be	AUX
bracis-33582	133	33	evaluated	evaluate	VERB
bracis-33582	133	34	on	on	ADP
bracis-33582	133	35	a	a	DET
bracis-33582	133	36	single	single	ADJ
bracis-33582	133	37	split	split	NOUN
bracis-33582	133	38	rather	rather	ADV
bracis-33582	133	39	than	than	ADP
bracis-33582	133	40	multiple	multiple	ADJ
bracis-33582	133	41	folds	fold	NOUN
bracis-33582	133	42	.	.	PUNCT
bracis-33582	134	1	this	this	DET
bracis-33582	134	2	choice	choice	NOUN
bracis-33582	134	3	limits	limit	VERB
bracis-33582	134	4	the	the	DET
bracis-33582	134	5	ability	ability	NOUN
bracis-33582	134	6	to	to	PART
bracis-33582	134	7	generalize	generalize	VERB
bracis-33582	134	8	the	the	DET
bracis-33582	134	9	findings	finding	NOUN
bracis-33582	134	10	across	across	ADP
bracis-33582	134	11	different	different	ADJ
bracis-33582	134	12	data	datum	NOUN
bracis-33582	134	13	partitions	partition	NOUN
bracis-33582	134	14	.	.	PUNCT
bracis-33582	135	1	table	table	NOUN
bracis-33582	135	2	3	3	NUM
bracis-33582	135	3	.	.	PUNCT
bracis-33582	136	1	performance	performance	NOUN
bracis-33582	136	2	comparison	comparison	NOUN
bracis-33582	136	3	on	on	ADP
bracis-33582	136	4	document	document	NOUN
bracis-33582	136	5	and	and	CCONJ
bracis-33582	136	6	short	short	ADJ
bracis-33582	136	7	text	text	NOUN
bracis-33582	136	8	classification	classification	NOUN
bracis-33582	136	9	tasks	task	NOUN
bracis-33582	136	10	in	in	ADP
bracis-33582	136	11	the	the	DET
bracis-33582	136	12	administrative	administrative	ADJ
bracis-33582	136	13	domain	domain	NOUN
bracis-33582	136	14	.	.	PUNCT
bracis-33582	137	1	f1	f1	ADJ
bracis-33582	137	2	-	-	PUNCT
bracis-33582	137	3	macro	macro	NOUN
bracis-33582	137	4	scores	score	NOUN
bracis-33582	137	5	are	be	AUX
bracis-33582	137	6	reported	report	VERB
bracis-33582	137	7	with	with	ADP
bracis-33582	137	8	standard	standard	ADJ
bracis-33582	137	9	deviationsfull	deviationsfull	ADJ
bracis-33582	137	10	size	size	NOUN
bracis-33582	137	11	table	table	NOUN
bracis-33582	137	12	moreover	moreover	ADV
bracis-33582	137	13	,	,	PUNCT
bracis-33582	137	14	the	the	DET
bracis-33582	137	15	class	class	NOUN
bracis-33582	137	16	imbalance	imbalance	NOUN
bracis-33582	137	17	present	present	ADJ
bracis-33582	137	18	across	across	ADP
bracis-33582	137	19	all	all	DET
bracis-33582	137	20	datasets	dataset	NOUN
bracis-33582	137	21	poses	pose	VERB
bracis-33582	137	22	a	a	DET
bracis-33582	137	23	challenge	challenge	NOUN
bracis-33582	137	24	.	.	PUNCT
bracis-33582	138	1	while	while	SCONJ
bracis-33582	138	2	we	we	PRON
bracis-33582	138	3	refrain	refrain	VERB
bracis-33582	138	4	from	from	ADP
bracis-33582	138	5	using	use	VERB
bracis-33582	138	6	oversampling	oversample	VERB
bracis-33582	138	7	or	or	CCONJ
bracis-33582	138	8	undersampling	undersampling	ADJ
bracis-33582	138	9	techniques	technique	NOUN
bracis-33582	138	10	to	to	PART
bracis-33582	138	11	reflect	reflect	VERB
bracis-33582	138	12	real	real	ADJ
bracis-33582	138	13	-	-	PUNCT
bracis-33582	138	14	world	world	NOUN
bracis-33582	138	15	scenarios	scenario	NOUN
bracis-33582	138	16	,	,	PUNCT
bracis-33582	138	17	balancing	balance	VERB
bracis-33582	138	18	techniques	technique	NOUN
bracis-33582	138	19	could	could	AUX
bracis-33582	138	20	be	be	AUX
bracis-33582	138	21	applied	apply	VERB
bracis-33582	138	22	during	during	ADP
bracis-33582	138	23	training	training	NOUN
bracis-33582	138	24	without	without	ADP
bracis-33582	138	25	compromising	compromise	VERB
bracis-33582	138	26	the	the	DET
bracis-33582	138	27	integrity	integrity	NOUN
bracis-33582	138	28	of	of	ADP
bracis-33582	138	29	the	the	DET
bracis-33582	138	30	imbalanced	imbalanced	ADJ
bracis-33582	138	31	test	test	NOUN
bracis-33582	138	32	scenario	scenario	NOUN
bracis-33582	138	33	.	.	PUNCT
bracis-33582	139	1	such	such	ADJ
bracis-33582	139	2	techniques	technique	NOUN
bracis-33582	139	3	might	might	AUX
bracis-33582	139	4	help	help	VERB
bracis-33582	139	5	mitigate	mitigate	VERB
bracis-33582	139	6	the	the	DET
bracis-33582	139	7	impact	impact	NOUN
bracis-33582	139	8	of	of	ADP
bracis-33582	139	9	class	class	NOUN
bracis-33582	139	10	imbalance	imbalance	NOUN
bracis-33582	139	11	on	on	ADP
bracis-33582	139	12	model	model	NOUN
bracis-33582	139	13	performance	performance	NOUN
bracis-33582	139	14	,	,	PUNCT
bracis-33582	139	15	leading	lead	VERB
bracis-33582	139	16	to	to	ADP
bracis-33582	139	17	more	more	ADV
bracis-33582	139	18	reliable	reliable	ADJ
bracis-33582	139	19	and	and	CCONJ
bracis-33582	139	20	interpretable	interpretable	ADJ
bracis-33582	139	21	outcomes	outcome	NOUN
bracis-33582	139	22	.	.	PUNCT
bracis-33582	140	1	we	we	PRON
bracis-33582	140	2	leave	leave	VERB
bracis-33582	140	3	the	the	DET
bracis-33582	140	4	exploration	exploration	NOUN
bracis-33582	140	5	of	of	ADP
bracis-33582	140	6	these	these	DET
bracis-33582	140	7	balancing	balance	VERB
bracis-33582	140	8	strategies	strategy	NOUN
bracis-33582	140	9	for	for	ADP
bracis-33582	140	10	future	future	ADJ
bracis-33582	140	11	work	work	NOUN
bracis-33582	140	12	,	,	PUNCT
bracis-33582	140	13	as	as	SCONJ
bracis-33582	140	14	it	it	PRON
bracis-33582	140	15	could	could	AUX
bracis-33582	140	16	further	far	ADV
bracis-33582	140	17	enhance	enhance	VERB
bracis-33582	140	18	the	the	DET
bracis-33582	140	19	robustness	robustness	NOUN
bracis-33582	140	20	of	of	ADP
bracis-33582	140	21	the	the	DET
bracis-33582	140	22	models	model	NOUN
bracis-33582	140	23	in	in	ADP
bracis-33582	140	24	handling	handle	VERB
bracis-33582	140	25	skewed	skewed	ADJ
bracis-33582	140	26	data	data	NOUN
bracis-33582	140	27	distributions	distribution	NOUN
bracis-33582	140	28	.	.	PUNCT
bracis-33582	141	1	all	all	PRON
bracis-33582	141	2	evaluated	evaluated	ADJ
bracis-33582	141	3	language	language	NOUN
bracis-33582	141	4	models	model	NOUN
bracis-33582	141	5	are	be	AUX
bracis-33582	141	6	trained	train	VERB
bracis-33582	141	7	for	for	ADP
bracis-33582	141	8	a	a	DET
bracis-33582	141	9	fixed	fix	VERB
bracis-33582	141	10	number	number	NOUN
bracis-33582	141	11	of	of	ADP
bracis-33582	141	12	five	five	NUM
bracis-33582	141	13	epochs	epoch	NOUN
bracis-33582	141	14	without	without	ADP
bracis-33582	141	15	extensive	extensive	ADJ
bracis-33582	141	16	hyperparameter	hyperparameter	NOUN
bracis-33582	141	17	search	search	NOUN
bracis-33582	141	18	.	.	PUNCT
bracis-33582	142	1	models	model	NOUN
bracis-33582	142	2	are	be	AUX
bracis-33582	142	3	trained	train	VERB
bracis-33582	142	4	until	until	SCONJ
bracis-33582	142	5	convergence	convergence	NOUN
bracis-33582	142	6	on	on	ADP
bracis-33582	142	7	the	the	DET
bracis-33582	142	8	validation	validation	NOUN
bracis-33582	142	9	set	set	VERB
bracis-33582	142	10	loss	loss	NOUN
bracis-33582	142	11	is	be	AUX
bracis-33582	142	12	achieved	achieve	VERB
bracis-33582	142	13	,	,	PUNCT
bracis-33582	142	14	ensuring	ensure	VERB
bracis-33582	142	15	stable	stable	ADJ
bracis-33582	142	16	performance	performance	NOUN
bracis-33582	142	17	.	.	PUNCT
bracis-33582	143	1	following	follow	VERB
bracis-33582	143	2	convergence	convergence	NOUN
bracis-33582	143	3	,	,	PUNCT
bracis-33582	143	4	or	or	CCONJ
bracis-33582	143	5	at	at	ADP
bracis-33582	143	6	the	the	DET
bracis-33582	143	7	last	last	ADJ
bracis-33582	143	8	epoch	epoch	NOUN
bracis-33582	143	9	,	,	PUNCT
bracis-33582	143	10	model	model	NOUN
bracis-33582	143	11	performance	performance	NOUN
bracis-33582	143	12	is	be	AUX
bracis-33582	143	13	evaluated	evaluate	VERB
bracis-33582	143	14	using	use	VERB
bracis-33582	143	15	the	the	DET
bracis-33582	143	16	f1	f1	NOUN
bracis-33582	143	17	-	-	PUNCT
bracis-33582	143	18	macro	macro	NOUN
bracis-33582	143	19	metric	metric	NOUN
bracis-33582	143	20	.	.	PUNCT
bracis-33582	144	1	to	to	PART
bracis-33582	144	2	ensure	ensure	VERB
bracis-33582	144	3	the	the	DET
bracis-33582	144	4	robustness	robustness	NOUN
bracis-33582	144	5	of	of	ADP
bracis-33582	144	6	our	our	PRON
bracis-33582	144	7	evaluations	evaluation	NOUN
bracis-33582	144	8	,	,	PUNCT
bracis-33582	144	9	we	we	PRON
bracis-33582	144	10	conduct	conduct	VERB
bracis-33582	144	11	five	five	NUM
bracis-33582	144	12	experiments	experiment	NOUN
bracis-33582	144	13	for	for	ADP
bracis-33582	144	14	each	each	DET
bracis-33582	144	15	model	model	NOUN
bracis-33582	144	16	,	,	PUNCT
bracis-33582	144	17	varying	vary	VERB
bracis-33582	144	18	the	the	DET
bracis-33582	144	19	random	random	ADJ
bracis-33582	144	20	seeds	seed	NOUN
bracis-33582	144	21	.	.	PUNCT
bracis-33582	145	1	next	next	ADV
bracis-33582	145	2	,	,	PUNCT
bracis-33582	145	3	the	the	DET
bracis-33582	145	4	results	result	NOUN
bracis-33582	145	5	are	be	AUX
bracis-33582	145	6	averaged	average	VERB
bracis-33582	145	7	to	to	PART
bracis-33582	145	8	produce	produce	VERB
bracis-33582	145	9	a	a	DET
bracis-33582	145	10	more	more	ADV
bracis-33582	145	11	reliable	reliable	ADJ
bracis-33582	145	12	estimation	estimation	NOUN
bracis-33582	145	13	of	of	ADP
bracis-33582	145	14	model	model	NOUN
bracis-33582	145	15	performance	performance	NOUN
bracis-33582	145	16	.	.	PUNCT
bracis-33582	146	1	5	5	NUM
bracis-33582	146	2	experimental	experimental	ADJ
bracis-33582	146	3	results	result	NOUN
bracis-33582	146	4	in	in	ADP
bracis-33582	146	5	this	this	DET
bracis-33582	146	6	section	section	NOUN
bracis-33582	146	7	,	,	PUNCT
bracis-33582	146	8	we	we	PRON
bracis-33582	146	9	present	present	VERB
bracis-33582	146	10	the	the	DET
bracis-33582	146	11	experimental	experimental	ADJ
bracis-33582	146	12	results	result	NOUN
bracis-33582	146	13	obtained	obtain	VERB
bracis-33582	146	14	from	from	ADP
bracis-33582	146	15	evaluating	evaluate	VERB
bracis-33582	146	16	govbert	govbert	NOUN
bracis-33582	146	17	-	-	PUNCT
bracis-33582	146	18	br	br	NOUN
bracis-33582	146	19	across	across	ADP
bracis-33582	146	20	various	various	ADJ
bracis-33582	146	21	text	text	NOUN
bracis-33582	146	22	classification	classification	NOUN
bracis-33582	146	23	tasks	task	NOUN
bracis-33582	146	24	relevant	relevant	ADJ
bracis-33582	146	25	to	to	ADP
bracis-33582	146	26	the	the	DET
bracis-33582	146	27	brazilian	brazilian	ADJ
bracis-33582	146	28	governmental	governmental	ADJ
bracis-33582	146	29	domain	domain	NOUN
bracis-33582	146	30	.	.	PUNCT
bracis-33582	147	1	we	we	PRON
bracis-33582	147	2	analyze	analyze	VERB
bracis-33582	147	3	govbert	govbert	NOUN
bracis-33582	147	4	-	-	PUNCT
bracis-33582	147	5	br	br	NOUN
bracis-33582	147	6	’s	’s	PART
bracis-33582	147	7	performance	performance	NOUN
bracis-33582	147	8	in	in	ADP
bracis-33582	147	9	terms	term	NOUN
bracis-33582	147	10	of	of	ADP
bracis-33582	147	11	overall	overall	ADJ
bracis-33582	147	12	effectiveness	effectiveness	NOUN
bracis-33582	147	13	(	(	PUNCT
bracis-33582	147	14	sect	sect	NOUN
bracis-33582	147	15	.	.	PUNCT
bracis-33582	147	16	 	 	SPACE
bracis-33582	147	17	5.1	5.1	NUM
bracis-33582	147	18	)	)	PUNCT
bracis-33582	147	19	,	,	PUNCT
bracis-33582	147	20	the	the	DET
bracis-33582	147	21	impact	impact	NOUN
bracis-33582	147	22	of	of	ADP
bracis-33582	147	23	multi	multi	ADJ
bracis-33582	147	24	-	-	ADJ
bracis-33582	147	25	domain	domain	ADJ
bracis-33582	147	26	pre	pre	NOUN
bracis-33582	147	27	-	-	NOUN
bracis-33582	147	28	training	training	ADJ
bracis-33582	147	29	(	(	PUNCT
bracis-33582	147	30	sect	sect	NOUN
bracis-33582	147	31	.	.	PUNCT
bracis-33582	147	32	 	 	SPACE
bracis-33582	147	33	5.2	5.2	NUM
bracis-33582	147	34	)	)	PUNCT
bracis-33582	147	35	,	,	PUNCT
bracis-33582	147	36	and	and	CCONJ
bracis-33582	147	37	its	its	PRON
bracis-33582	147	38	convergence	convergence	NOUN
bracis-33582	147	39	across	across	ADP
bracis-33582	147	40	different	different	ADJ
bracis-33582	147	41	governmental	governmental	ADJ
bracis-33582	147	42	domains	domain	NOUN
bracis-33582	147	43	(	(	PUNCT
bracis-33582	147	44	sect	sect	NOUN
bracis-33582	147	45	.	.	PUNCT
bracis-33582	147	46	 	 	SPACE
bracis-33582	147	47	5.3	5.3	NUM
bracis-33582	147	48	)	)	PUNCT
bracis-33582	147	49	.	.	PUNCT
bracis-33582	148	1	table	table	NOUN
bracis-33582	148	2	4	4	NUM
bracis-33582	148	3	.	.	PUNCT
bracis-33582	149	1	performance	performance	NOUN
bracis-33582	149	2	comparison	comparison	NOUN
bracis-33582	149	3	on	on	ADP
bracis-33582	149	4	document	document	NOUN
bracis-33582	149	5	and	and	CCONJ
bracis-33582	149	6	short	short	ADJ
bracis-33582	149	7	text	text	NOUN
bracis-33582	149	8	classification	classification	NOUN
bracis-33582	149	9	tasks	task	NOUN
bracis-33582	149	10	in	in	ADP
bracis-33582	149	11	the	the	DET
bracis-33582	149	12	legal	legal	ADJ
bracis-33582	149	13	domain	domain	NOUN
bracis-33582	149	14	.	.	PUNCT
bracis-33582	150	1	f1	f1	ADJ
bracis-33582	150	2	-	-	PUNCT
bracis-33582	150	3	macro	macro	NOUN
bracis-33582	150	4	scores	score	NOUN
bracis-33582	150	5	are	be	AUX
bracis-33582	150	6	reported	report	VERB
bracis-33582	150	7	with	with	ADP
bracis-33582	150	8	standard	standard	ADJ
bracis-33582	150	9	deviationsfull	deviationsfull	ADJ
bracis-33582	150	10	size	size	NOUN
bracis-33582	150	11	table	table	NOUN
bracis-33582	150	12	5.1	5.1	NUM
bracis-33582	150	13	overall	overall	ADJ
bracis-33582	150	14	performance	performance	NOUN
bracis-33582	150	15	we	we	PRON
bracis-33582	150	16	first	first	ADV
bracis-33582	150	17	assess	assess	VERB
bracis-33582	150	18	how	how	SCONJ
bracis-33582	150	19	govbert	govbert	NOUN
bracis-33582	150	20	-	-	PUNCT
bracis-33582	150	21	br	br	NOUN
bracis-33582	150	22	’s	’s	PART
bracis-33582	150	23	performance	performance	NOUN
bracis-33582	150	24	compares	compare	VERB
bracis-33582	150	25	to	to	ADP
bracis-33582	150	26	other	other	ADJ
bracis-33582	150	27	state	state	NOUN
bracis-33582	150	28	-	-	PUNCT
bracis-33582	150	29	of	of	ADP
bracis-33582	150	30	-	-	PUNCT
bracis-33582	150	31	the	the	DET
bracis-33582	150	32	-	-	PUNCT
bracis-33582	150	33	art	art	NOUN
bracis-33582	150	34	nlp	nlp	NOUN
bracis-33582	150	35	models	model	NOUN
bracis-33582	150	36	.	.	PUNCT
bracis-33582	151	1	tables	table	NOUN
bracis-33582	151	2	 	 	SPACE
bracis-33582	151	3	3	3	NUM
bracis-33582	151	4	and	and	CCONJ
bracis-33582	151	5	4	4	NUM
bracis-33582	151	6	present	present	VERB
bracis-33582	151	7	the	the	DET
bracis-33582	151	8	results	result	NOUN
bracis-33582	151	9	of	of	ADP
bracis-33582	151	10	document	document	NOUN
bracis-33582	151	11	and	and	CCONJ
bracis-33582	151	12	short	short	ADJ
bracis-33582	151	13	text	text	NOUN
bracis-33582	151	14	classification	classification	NOUN
bracis-33582	151	15	tasks	task	NOUN
bracis-33582	151	16	in	in	ADP
bracis-33582	151	17	the	the	DET
bracis-33582	151	18	administrative	administrative	ADJ
bracis-33582	151	19	and	and	CCONJ
bracis-33582	151	20	legal	legal	ADJ
bracis-33582	151	21	domains	domain	NOUN
bracis-33582	151	22	,	,	PUNCT
bracis-33582	151	23	respectively	respectively	ADV
bracis-33582	151	24	.	.	PUNCT
bracis-33582	152	1	the	the	DET
bracis-33582	152	2	statistical	statistical	ADJ
bracis-33582	152	3	significance	significance	NOUN
bracis-33582	152	4	is	be	AUX
bracis-33582	152	5	reported	report	VERB
bracis-33582	152	6	using	use	VERB
bracis-33582	152	7	the	the	DET
bracis-33582	152	8	wilcoxon	wilcoxon	ADJ
bracis-33582	152	9	rank	rank	NOUN
bracis-33582	152	10	-	-	PUNCT
bracis-33582	152	11	sum	sum	NOUN
bracis-33582	152	12	test	test	NOUN
bracis-33582	152	13	to	to	PART
bracis-33582	152	14	compare	compare	VERB
bracis-33582	152	15	the	the	DET
bracis-33582	152	16	distributions	distribution	NOUN
bracis-33582	152	17	of	of	ADP
bracis-33582	152	18	f1	f1	NOUN
bracis-33582	152	19	-	-	PUNCT
bracis-33582	152	20	macro	macro	NOUN
bracis-33582	152	21	scores	score	NOUN
bracis-33582	152	22	.	.	PUNCT
bracis-33582	153	1	in	in	ADP
bracis-33582	153	2	document	document	NOUN
bracis-33582	153	3	classification	classification	NOUN
bracis-33582	153	4	,	,	PUNCT
bracis-33582	153	5	govbert	govbert	NOUN
bracis-33582	153	6	-	-	PUNCT
bracis-33582	153	7	br	br	NOUN
bracis-33582	153	8	achieves	achieve	VERB
bracis-33582	153	9	the	the	DET
bracis-33582	153	10	highest	high	ADJ
bracis-33582	153	11	f1	f1	NOUN
bracis-33582	153	12	-	-	PUNCT
bracis-33582	153	13	macro	macro	NOUN
bracis-33582	153	14	on	on	ADP
bracis-33582	153	15	the	the	DET
bracis-33582	153	16	lipset	lipset	NOUN
bracis-33582	153	17	dataset	dataset	NOUN
bracis-33582	153	18	,	,	PUNCT
bracis-33582	153	19	with	with	ADP
bracis-33582	153	20	an	an	DET
bracis-33582	153	21	average	average	ADJ
bracis-33582	153	22	score	score	NOUN
bracis-33582	153	23	of	of	ADP
bracis-33582	153	24	0.948	0.948	NUM
bracis-33582	153	25	,	,	PUNCT
bracis-33582	153	26	outperforming	outperform	VERB
bracis-33582	153	27	significantly	significantly	ADV
bracis-33582	153	28	the	the	DET
bracis-33582	153	29	general	general	ADJ
bracis-33582	153	30	-	-	PUNCT
bracis-33582	153	31	purpose	purpose	NOUN
bracis-33582	153	32	bertimbau	bertimbau	NOUN
bracis-33582	153	33	(	(	PUNCT
bracis-33582	153	34	\(w=25\	\(w=25\	NUM
bracis-33582	153	35	)	)	PUNCT
bracis-33582	153	36	,	,	PUNCT
bracis-33582	153	37	\(p<0.05\	\(p<0.05\	NOUN
bracis-33582	153	38	)	)	PUNCT
bracis-33582	153	39	)	)	PUNCT
bracis-33582	153	40	and	and	CCONJ
bracis-33582	153	41	the	the	DET
bracis-33582	153	42	domain	domain	NOUN
bracis-33582	153	43	-	-	PUNCT
bracis-33582	153	44	specific	specific	ADJ
bracis-33582	153	45	libert	libert	NOUN
bracis-33582	153	46	-	-	PUNCT
bracis-33582	153	47	se	se	NOUN
bracis-33582	153	48	models	model	NOUN
bracis-33582	153	49	(	(	PUNCT
bracis-33582	153	50	\(w=22\	\(w=22\	NOUN
bracis-33582	153	51	)	)	PUNCT
bracis-33582	153	52	,	,	PUNCT
bracis-33582	153	53	\(p\le	\(p\le	PROPN
bracis-33582	153	54	0.05\	0.05\	NUM
bracis-33582	153	55	)	)	PUNCT
bracis-33582	153	56	)	)	PUNCT
bracis-33582	153	57	.	.	PUNCT
bracis-33582	154	1	however	however	ADV
bracis-33582	154	2	,	,	PUNCT
bracis-33582	154	3	regarding	regard	VERB
bracis-33582	154	4	legalbert	legalbert	NOUN
bracis-33582	154	5	-	-	PUNCT
bracis-33582	154	6	pt	pt	NOUN
bracis-33582	154	7	,	,	PUNCT
bracis-33582	154	8	the	the	DET
bracis-33582	154	9	difference	difference	NOUN
bracis-33582	154	10	in	in	ADP
bracis-33582	154	11	performance	performance	NOUN
bracis-33582	154	12	is	be	AUX
bracis-33582	154	13	not	not	PART
bracis-33582	154	14	statistically	statistically	ADV
bracis-33582	154	15	significant	significant	ADJ
bracis-33582	154	16	(	(	PUNCT
bracis-33582	154	17	\(w=15\	\(w=15\	NOUN
bracis-33582	154	18	)	)	PUNCT
bracis-33582	154	19	,	,	PUNCT
bracis-33582	154	20	\(p>0.05\	\(p>0.05\	NOUN
bracis-33582	154	21	)	)	PUNCT
bracis-33582	154	22	)	)	PUNCT
bracis-33582	154	23	.	.	PUNCT
bracis-33582	155	1	similarly	similarly	ADV
bracis-33582	155	2	,	,	PUNCT
bracis-33582	155	3	in	in	ADP
bracis-33582	155	4	the	the	DET
bracis-33582	155	5	svic	svic	ADJ
bracis-33582	155	6	dataset	dataset	NOUN
bracis-33582	155	7	,	,	PUNCT
bracis-33582	155	8	govbert	govbert	NOUN
bracis-33582	155	9	-	-	PUNCT
bracis-33582	155	10	br	br	NOUN
bracis-33582	155	11	achieves	achieve	VERB
bracis-33582	155	12	an	an	DET
bracis-33582	155	13	f1	f1	ADJ
bracis-33582	155	14	-	-	PUNCT
bracis-33582	155	15	macro	macro	NOUN
bracis-33582	155	16	score	score	NOUN
bracis-33582	155	17	of	of	ADP
bracis-33582	155	18	0.794	0.794	NUM
bracis-33582	155	19	,	,	PUNCT
bracis-33582	155	20	demonstrating	demonstrate	VERB
bracis-33582	155	21	its	its	PRON
bracis-33582	155	22	competitive	competitive	ADJ
bracis-33582	155	23	performance	performance	NOUN
bracis-33582	155	24	.	.	PUNCT
bracis-33582	156	1	it	it	PRON
bracis-33582	156	2	significantly	significantly	ADV
bracis-33582	156	3	outperforms	outperform	VERB
bracis-33582	156	4	libert	libert	NOUN
bracis-33582	156	5	-	-	PUNCT
bracis-33582	156	6	se	se	X
bracis-33582	156	7	(	(	PUNCT
bracis-33582	156	8	\(w=23\	\(w=23\	NOUN
bracis-33582	156	9	)	)	PUNCT
bracis-33582	156	10	,	,	PUNCT
bracis-33582	156	11	\(p<0.05\	\(p<0.05\	NOUN
bracis-33582	156	12	)	)	PUNCT
bracis-33582	156	13	)	)	PUNCT
bracis-33582	156	14	,	,	PUNCT
bracis-33582	156	15	but	but	CCONJ
bracis-33582	156	16	the	the	DET
bracis-33582	156	17	difference	difference	NOUN
bracis-33582	156	18	in	in	ADP
bracis-33582	156	19	performance	performance	NOUN
bracis-33582	156	20	compared	compare	VERB
bracis-33582	156	21	to	to	ADP
bracis-33582	156	22	bertimbau	bertimbau	NOUN
bracis-33582	156	23	(	(	PUNCT
bracis-33582	156	24	\(w=21\	\(w=21\	NOUN
bracis-33582	156	25	)	)	PUNCT
bracis-33582	156	26	,	,	PUNCT
bracis-33582	156	27	\(p>0.05\	\(p>0.05\	NOUN
bracis-33582	156	28	)	)	PUNCT
bracis-33582	156	29	)	)	PUNCT
bracis-33582	156	30	and	and	CCONJ
bracis-33582	156	31	legalbert	legalbert	NOUN
bracis-33582	156	32	-	-	PUNCT
bracis-33582	156	33	pt	pt	INTJ
bracis-33582	156	34	(	(	PUNCT
bracis-33582	156	35	\(w=20\	\(w=20\	NOUN
bracis-33582	156	36	)	)	PUNCT
bracis-33582	156	37	,	,	PUNCT
bracis-33582	156	38	\(p>0.05\	\(p>0.05\	NOUN
bracis-33582	156	39	)	)	PUNCT
bracis-33582	156	40	)	)	PUNCT
bracis-33582	156	41	is	be	AUX
bracis-33582	156	42	not	not	PART
bracis-33582	156	43	statistically	statistically	ADV
bracis-33582	156	44	significant	significant	ADJ
bracis-33582	156	45	.	.	PUNCT
bracis-33582	157	1	these	these	DET
bracis-33582	157	2	results	result	NOUN
bracis-33582	157	3	demonstrate	demonstrate	VERB
bracis-33582	157	4	that	that	SCONJ
bracis-33582	157	5	pre	pre	NOUN
bracis-33582	157	6	-	-	NOUN
bracis-33582	157	7	training	training	NOUN
bracis-33582	157	8	on	on	ADP
bracis-33582	157	9	both	both	CCONJ
bracis-33582	157	10	legal	legal	ADJ
bracis-33582	157	11	and	and	CCONJ
bracis-33582	157	12	administrative	administrative	ADJ
bracis-33582	157	13	data	datum	NOUN
bracis-33582	157	14	provides	provide	VERB
bracis-33582	157	15	govbert	govbert	NOUN
bracis-33582	157	16	-	-	PUNCT
bracis-33582	157	17	br	br	NOUN
bracis-33582	157	18	with	with	ADP
bracis-33582	157	19	a	a	DET
bracis-33582	157	20	solid	solid	ADJ
bracis-33582	157	21	understanding	understanding	NOUN
bracis-33582	157	22	of	of	ADP
bracis-33582	157	23	the	the	DET
bracis-33582	157	24	nuances	nuance	NOUN
bracis-33582	157	25	of	of	ADP
bracis-33582	157	26	brazilian	brazilian	ADJ
bracis-33582	157	27	governmental	governmental	ADJ
bracis-33582	157	28	text	text	NOUN
bracis-33582	157	29	,	,	PUNCT
bracis-33582	157	30	enabling	enable	VERB
bracis-33582	157	31	it	it	PRON
bracis-33582	157	32	to	to	PART
bracis-33582	157	33	perform	perform	VERB
bracis-33582	157	34	well	well	ADV
bracis-33582	157	35	across	across	ADP
bracis-33582	157	36	diverse	diverse	ADJ
bracis-33582	157	37	datasets	dataset	NOUN
bracis-33582	157	38	and	and	CCONJ
bracis-33582	157	39	domains	domain	NOUN
bracis-33582	157	40	.	.	PUNCT
bracis-33582	158	1	regarding	regard	VERB
bracis-33582	158	2	short	short	ADJ
bracis-33582	158	3	text	text	NOUN
bracis-33582	158	4	classification	classification	NOUN
bracis-33582	158	5	,	,	PUNCT
bracis-33582	158	6	govbert	govbert	NOUN
bracis-33582	158	7	-	-	PUNCT
bracis-33582	158	8	br	br	NOUN
bracis-33582	158	9	shows	show	VERB
bracis-33582	158	10	competitive	competitive	ADJ
bracis-33582	158	11	performance	performance	NOUN
bracis-33582	158	12	across	across	ADP
bracis-33582	158	13	all	all	DET
bracis-33582	158	14	datasets	dataset	NOUN
bracis-33582	158	15	.	.	PUNCT
bracis-33582	159	1	it	it	PRON
bracis-33582	159	2	achieves	achieve	VERB
bracis-33582	159	3	the	the	DET
bracis-33582	159	4	highest	high	ADJ
bracis-33582	159	5	f1	f1	ADJ
bracis-33582	159	6	-	-	PUNCT
bracis-33582	159	7	macro	macro	NOUN
bracis-33582	159	8	score	score	NOUN
bracis-33582	159	9	on	on	ADP
bracis-33582	159	10	the	the	DET
bracis-33582	159	11	napex	napex	ADJ
bracis-33582	159	12	dataset	dataset	NOUN
bracis-33582	159	13	,	,	PUNCT
bracis-33582	159	14	tying	tie	VERB
bracis-33582	159	15	with	with	ADP
bracis-33582	159	16	bertimbau	bertimbau	NOUN
bracis-33582	159	17	at	at	ADP
bracis-33582	159	18	0.839	0.839	NUM
bracis-33582	159	19	,	,	PUNCT
bracis-33582	159	20	and	and	CCONJ
bracis-33582	159	21	performs	perform	VERB
bracis-33582	159	22	competitively	competitively	ADV
bracis-33582	159	23	on	on	ADP
bracis-33582	159	24	the	the	DET
bracis-33582	159	25	motions	motion	NOUN
bracis-33582	159	26	and	and	CCONJ
bracis-33582	159	27	rriop	rriop	NOUN
bracis-33582	159	28	datasets	dataset	NOUN
bracis-33582	159	29	,	,	PUNCT
bracis-33582	159	30	indicating	indicate	VERB
bracis-33582	159	31	its	its	PRON
bracis-33582	159	32	robustness	robustness	NOUN
bracis-33582	159	33	in	in	ADP
bracis-33582	159	34	handling	handle	VERB
bracis-33582	159	35	varied	varied	ADJ
bracis-33582	159	36	short	short	ADJ
bracis-33582	159	37	-	-	PUNCT
bracis-33582	159	38	text	text	NOUN
bracis-33582	159	39	data	datum	NOUN
bracis-33582	159	40	within	within	ADP
bracis-33582	159	41	governmental	governmental	ADJ
bracis-33582	159	42	contexts	contexts	NOUN
bracis-33582	159	43	.	.	PUNCT
bracis-33582	160	1	although	although	SCONJ
bracis-33582	160	2	legalbert	legalbert	NOUN
bracis-33582	160	3	-	-	PUNCT
bracis-33582	160	4	pt	pt	NOUN
bracis-33582	160	5	slightly	slightly	ADV
bracis-33582	160	6	outperforms	outperform	VERB
bracis-33582	160	7	govbert	govbert	NOUN
bracis-33582	160	8	-	-	PUNCT
bracis-33582	160	9	br	br	NOUN
bracis-33582	160	10	on	on	ADP
bracis-33582	160	11	the	the	DET
bracis-33582	160	12	rriop	rriop	NOUN
bracis-33582	160	13	dataset	dataset	NOUN
bracis-33582	160	14	,	,	PUNCT
bracis-33582	160	15	govbert	govbert	NOUN
bracis-33582	160	16	-	-	PUNCT
bracis-33582	160	17	br	br	NOUN
bracis-33582	160	18	’s	’s	PART
bracis-33582	160	19	balanced	balanced	ADJ
bracis-33582	160	20	performance	performance	NOUN
bracis-33582	160	21	across	across	ADP
bracis-33582	160	22	all	all	DET
bracis-33582	160	23	datasets	dataset	NOUN
bracis-33582	160	24	highlights	highlight	VERB
bracis-33582	160	25	its	its	PRON
bracis-33582	160	26	versatility	versatility	NOUN
bracis-33582	160	27	.	.	PUNCT
bracis-33582	161	1	finally	finally	ADV
bracis-33582	161	2	,	,	PUNCT
bracis-33582	161	3	our	our	PRON
bracis-33582	161	4	results	result	NOUN
bracis-33582	161	5	reveal	reveal	VERB
bracis-33582	161	6	no	no	DET
bracis-33582	161	7	statistical	statistical	ADJ
bracis-33582	161	8	difference	difference	NOUN
bracis-33582	161	9	between	between	ADP
bracis-33582	161	10	all	all	DET
bracis-33582	161	11	models	model	NOUN
bracis-33582	161	12	in	in	ADP
bracis-33582	161	13	the	the	DET
bracis-33582	161	14	prodserv	prodserv	NOUN
bracis-33582	161	15	dataset	dataset	VERB
bracis-33582	161	16	.	.	PUNCT
bracis-33582	162	1	overall	overall	ADJ
bracis-33582	162	2	,	,	PUNCT
bracis-33582	162	3	govbert	govbert	NOUN
bracis-33582	162	4	-	-	PUNCT
bracis-33582	162	5	br	br	NOUN
bracis-33582	162	6	demonstrates	demonstrate	VERB
bracis-33582	162	7	superior	superior	ADJ
bracis-33582	162	8	or	or	CCONJ
bracis-33582	162	9	competitive	competitive	ADJ
bracis-33582	162	10	performance	performance	NOUN
bracis-33582	162	11	compared	compare	VERB
bracis-33582	162	12	to	to	ADP
bracis-33582	162	13	baseline	baseline	VERB
bracis-33582	162	14	models	model	NOUN
bracis-33582	162	15	across	across	ADP
bracis-33582	162	16	multiple	multiple	ADJ
bracis-33582	162	17	datasets	dataset	NOUN
bracis-33582	162	18	,	,	PUNCT
bracis-33582	162	19	underscoring	underscore	VERB
bracis-33582	162	20	its	its	PRON
bracis-33582	162	21	efficacy	efficacy	NOUN
bracis-33582	162	22	in	in	ADP
bracis-33582	162	23	accurately	accurately	ADV
bracis-33582	162	24	classifying	classify	VERB
bracis-33582	162	25	both	both	DET
bracis-33582	162	26	document	document	NOUN
bracis-33582	162	27	-	-	PUNCT
bracis-33582	162	28	level	level	NOUN
bracis-33582	162	29	and	and	CCONJ
bracis-33582	162	30	short	short	ADJ
bracis-33582	162	31	-	-	PUNCT
bracis-33582	162	32	text	text	NOUN
bracis-33582	162	33	data	datum	NOUN
bracis-33582	162	34	within	within	ADP
bracis-33582	162	35	the	the	DET
bracis-33582	162	36	governmental	governmental	ADJ
bracis-33582	162	37	domain	domain	NOUN
bracis-33582	162	38	.	.	PUNCT
bracis-33582	163	1	its	its	PRON
bracis-33582	163	2	robust	robust	ADJ
bracis-33582	163	3	performance	performance	NOUN
bracis-33582	163	4	highlights	highlight	VERB
bracis-33582	163	5	its	its	PRON
bracis-33582	163	6	versatility	versatility	NOUN
bracis-33582	163	7	and	and	CCONJ
bracis-33582	163	8	effectiveness	effectiveness	NOUN
bracis-33582	163	9	in	in	ADP
bracis-33582	163	10	handling	handle	VERB
bracis-33582	163	11	various	various	ADJ
bracis-33582	163	12	types	type	NOUN
bracis-33582	163	13	of	of	ADP
bracis-33582	163	14	textual	textual	ADJ
bracis-33582	163	15	governmental	governmental	ADJ
bracis-33582	163	16	data	datum	NOUN
bracis-33582	163	17	.	.	PUNCT
bracis-33582	164	1	fig	fig	NOUN
bracis-33582	164	2	.	.	PUNCT
bracis-33582	165	1	2	2	X
bracis-33582	165	2	.	.	X
bracis-33582	165	3	distribution	distribution	NOUN
bracis-33582	165	4	of	of	ADP
bracis-33582	165	5	f1	f1	NOUN
bracis-33582	165	6	-	-	PUNCT
bracis-33582	165	7	macro	macro	NOUN
bracis-33582	165	8	scores	score	NOUN
bracis-33582	165	9	on	on	ADP
bracis-33582	165	10	single	single	ADJ
bracis-33582	165	11	domains	domain	NOUN
bracis-33582	165	12	(	(	PUNCT
bracis-33582	165	13	libert	libert	NOUN
bracis-33582	165	14	-	-	PUNCT
bracis-33582	165	15	se	se	PROPN
bracis-33582	165	16	and	and	CCONJ
bracis-33582	165	17	legalbert	legalbert	NOUN
bracis-33582	165	18	-	-	PUNCT
bracis-33582	165	19	pt	pt	NOUN
bracis-33582	165	20	)	)	PUNCT
bracis-33582	165	21	and	and	CCONJ
bracis-33582	165	22	multi	multi	NOUN
bracis-33582	165	23	-	-	NOUN
bracis-33582	165	24	domains	domain	NOUN
bracis-33582	165	25	(	(	PUNCT
bracis-33582	165	26	govbert	govbert	NOUN
bracis-33582	165	27	-	-	PUNCT
bracis-33582	165	28	br	br	NOUN
bracis-33582	165	29	)	)	PUNCT
bracis-33582	165	30	across	across	ADP
bracis-33582	165	31	administrative	administrative	ADJ
bracis-33582	165	32	and	and	CCONJ
bracis-33582	165	33	legal	legal	ADJ
bracis-33582	165	34	text	text	NOUN
bracis-33582	165	35	classification	classification	NOUN
bracis-33582	165	36	tasks	task	NOUN
bracis-33582	165	37	.	.	PUNCT
bracis-33582	166	1	(	(	PUNCT
bracis-33582	166	2	a	a	X
bracis-33582	166	3	)	)	PUNCT
bracis-33582	166	4	administrative	administrative	ADJ
bracis-33582	166	5	and	and	CCONJ
bracis-33582	166	6	(	(	PUNCT
bracis-33582	166	7	b	b	NOUN
bracis-33582	166	8	)	)	PUNCT
bracis-33582	166	9	legal	legal	ADJ
bracis-33582	166	10	domains	domain	NOUN
bracis-33582	166	11	.	.	PUNCT
bracis-33582	167	1	the	the	DET
bracis-33582	167	2	horizontal	horizontal	ADJ
bracis-33582	167	3	dashed	dash	VERB
bracis-33582	167	4	line	line	NOUN
bracis-33582	167	5	represents	represent	VERB
bracis-33582	167	6	the	the	DET
bracis-33582	167	7	mean	mean	ADJ
bracis-33582	167	8	f1	f1	NOUN
bracis-33582	167	9	-	-	PUNCT
bracis-33582	167	10	macro	macro	NOUN
bracis-33582	167	11	score	score	NOUN
bracis-33582	167	12	for	for	ADP
bracis-33582	167	13	each	each	DET
bracis-33582	167	14	dataset	dataset	VERB
bracis-33582	167	15	full	full	ADJ
bracis-33582	167	16	size	size	NOUN
bracis-33582	167	17	image	image	NOUN
bracis-33582	167	18	5.2	5.2	NUM
bracis-33582	167	19	multi	multi	ADJ
bracis-33582	167	20	-	-	ADJ
bracis-33582	167	21	domain	domain	ADJ
bracis-33582	167	22	pre	pre	NOUN
bracis-33582	167	23	-	-	NOUN
bracis-33582	167	24	training	training	NOUN
bracis-33582	167	25	to	to	PART
bracis-33582	167	26	assess	assess	VERB
bracis-33582	167	27	the	the	DET
bracis-33582	167	28	impact	impact	NOUN
bracis-33582	167	29	of	of	ADP
bracis-33582	167	30	incorporating	incorporate	VERB
bracis-33582	167	31	both	both	CCONJ
bracis-33582	167	32	administrative	administrative	ADJ
bracis-33582	167	33	and	and	CCONJ
bracis-33582	167	34	legal	legal	ADJ
bracis-33582	167	35	domain	domain	NOUN
bracis-33582	167	36	pre	pre	ADJ
bracis-33582	167	37	-	-	ADJ
bracis-33582	167	38	training	training	ADJ
bracis-33582	167	39	data	datum	NOUN
bracis-33582	167	40	,	,	PUNCT
bracis-33582	167	41	we	we	PRON
bracis-33582	167	42	compare	compare	VERB
bracis-33582	167	43	govbert	govbert	NOUN
bracis-33582	167	44	-	-	PUNCT
bracis-33582	167	45	br	br	NOUN
bracis-33582	167	46	’s	’s	PART
bracis-33582	167	47	performance	performance	NOUN
bracis-33582	167	48	to	to	AUX
bracis-33582	167	49	models	model	NOUN
bracis-33582	167	50	pre	pre	ADJ
bracis-33582	167	51	-	-	VERB
bracis-33582	167	52	trained	train	VERB
bracis-33582	167	53	on	on	ADP
bracis-33582	167	54	single	single	ADJ
bracis-33582	167	55	domains	domain	NOUN
bracis-33582	167	56	.	.	PUNCT
bracis-33582	168	1	figure	figure	NOUN
bracis-33582	168	2	 	 	SPACE
bracis-33582	168	3	2	2	NUM
bracis-33582	168	4	shows	show	VERB
bracis-33582	168	5	the	the	DET
bracis-33582	168	6	distribution	distribution	NOUN
bracis-33582	168	7	of	of	ADP
bracis-33582	168	8	f1	f1	NOUN
bracis-33582	168	9	-	-	PUNCT
bracis-33582	168	10	macro	macro	NOUN
bracis-33582	168	11	scores	score	NOUN
bracis-33582	168	12	for	for	ADP
bracis-33582	168	13	models	model	NOUN
bracis-33582	168	14	pre	pre	VERB
bracis-33582	168	15	-	-	VERB
bracis-33582	168	16	trained	train	VERB
bracis-33582	168	17	on	on	ADP
bracis-33582	168	18	a	a	DET
bracis-33582	168	19	single	single	ADJ
bracis-33582	168	20	domain	domain	NOUN
bracis-33582	168	21	only	only	ADV
bracis-33582	168	22	(	(	PUNCT
bracis-33582	168	23	libert	libert	NOUN
bracis-33582	168	24	-	-	PUNCT
bracis-33582	168	25	se	se	PROPN
bracis-33582	168	26	and	and	CCONJ
bracis-33582	168	27	legalbert	legalbert	NOUN
bracis-33582	168	28	-	-	PUNCT
bracis-33582	168	29	pt	pt	NOUN
bracis-33582	168	30	)	)	PUNCT
bracis-33582	168	31	and	and	CCONJ
bracis-33582	168	32	multi	multi	NOUN
bracis-33582	168	33	-	-	NOUN
bracis-33582	168	34	domains	domain	NOUN
bracis-33582	168	35	(	(	PUNCT
bracis-33582	168	36	govbert	govbert	NOUN
bracis-33582	168	37	-	-	PUNCT
bracis-33582	168	38	br	br	NOUN
bracis-33582	168	39	)	)	PUNCT
bracis-33582	168	40	,	,	PUNCT
bracis-33582	168	41	for	for	ADP
bracis-33582	168	42	text	text	NOUN
bracis-33582	168	43	classification	classification	NOUN
bracis-33582	168	44	tasks	task	NOUN
bracis-33582	168	45	in	in	ADP
bracis-33582	168	46	(	(	PUNCT
bracis-33582	168	47	a	a	PRON
bracis-33582	168	48	)	)	PUNCT
bracis-33582	168	49	administrative	administrative	ADJ
bracis-33582	168	50	and	and	CCONJ
bracis-33582	168	51	(	(	PUNCT
bracis-33582	168	52	b	b	NOUN
bracis-33582	168	53	)	)	PUNCT
bracis-33582	168	54	legal	legal	ADJ
bracis-33582	168	55	domains	domain	NOUN
bracis-33582	168	56	.	.	PUNCT
bracis-33582	169	1	the	the	DET
bracis-33582	169	2	horizontal	horizontal	ADJ
bracis-33582	169	3	dashed	dash	VERB
bracis-33582	169	4	line	line	NOUN
bracis-33582	169	5	represents	represent	VERB
bracis-33582	169	6	the	the	DET
bracis-33582	169	7	mean	mean	ADJ
bracis-33582	169	8	f1	f1	NOUN
bracis-33582	169	9	-	-	PUNCT
bracis-33582	169	10	macro	macro	NOUN
bracis-33582	169	11	score	score	NOUN
bracis-33582	169	12	for	for	ADP
bracis-33582	169	13	each	each	DET
bracis-33582	169	14	dataset	dataset	NOUN
bracis-33582	169	15	.	.	PUNCT
bracis-33582	170	1	in	in	ADP
bracis-33582	170	2	the	the	DET
bracis-33582	170	3	administrative	administrative	ADJ
bracis-33582	170	4	domain	domain	NOUN
bracis-33582	170	5	(	(	PUNCT
bracis-33582	170	6	fig	fig	NOUN
bracis-33582	170	7	.	.	PUNCT
bracis-33582	170	8	 	 	SPACE
bracis-33582	170	9	2a	2a	NUM
bracis-33582	170	10	)	)	PUNCT
bracis-33582	170	11	,	,	PUNCT
bracis-33582	170	12	for	for	ADP
bracis-33582	170	13	most	most	ADJ
bracis-33582	170	14	datasets	dataset	NOUN
bracis-33582	170	15	,	,	PUNCT
bracis-33582	170	16	govbert	govbert	NOUN
bracis-33582	170	17	-	-	PUNCT
bracis-33582	170	18	br	br	NOUN
bracis-33582	170	19	achieves	achieve	VERB
bracis-33582	170	20	a	a	DET
bracis-33582	170	21	high	high	ADJ
bracis-33582	170	22	mean	mean	NOUN
bracis-33582	170	23	f1	f1	NOUN
bracis-33582	170	24	-	-	PUNCT
bracis-33582	170	25	macro	macro	NOUN
bracis-33582	170	26	score	score	NOUN
bracis-33582	170	27	compared	compare	VERB
bracis-33582	170	28	to	to	ADP
bracis-33582	170	29	the	the	DET
bracis-33582	170	30	single	single	ADJ
bracis-33582	170	31	-	-	PUNCT
bracis-33582	170	32	domain	domain	NOUN
bracis-33582	170	33	libert	libert	NOUN
bracis-33582	170	34	-	-	PUNCT
bracis-33582	170	35	se	se	PROPN
bracis-33582	170	36	model	model	NOUN
bracis-33582	170	37	.	.	PUNCT
bracis-33582	171	1	the	the	DET
bracis-33582	171	2	exception	exception	NOUN
bracis-33582	171	3	is	be	AUX
bracis-33582	171	4	the	the	DET
bracis-33582	171	5	prodserv	prodserv	NOUN
bracis-33582	171	6	dataset	dataset	NOUN
bracis-33582	171	7	,	,	PUNCT
bracis-33582	171	8	where	where	SCONJ
bracis-33582	171	9	the	the	DET
bracis-33582	171	10	performance	performance	NOUN
bracis-33582	171	11	difference	difference	NOUN
bracis-33582	171	12	between	between	ADP
bracis-33582	171	13	govbert	govbert	NOUN
bracis-33582	171	14	-	-	PUNCT
bracis-33582	171	15	br	br	NOUN
bracis-33582	171	16	and	and	CCONJ
bracis-33582	171	17	libert	libert	NOUN
bracis-33582	171	18	-	-	PUNCT
bracis-33582	171	19	se	se	PROPN
bracis-33582	171	20	is	be	AUX
bracis-33582	171	21	minimal	minimal	ADJ
bracis-33582	171	22	,	,	PUNCT
bracis-33582	171	23	indicating	indicate	VERB
bracis-33582	171	24	that	that	SCONJ
bracis-33582	171	25	the	the	DET
bracis-33582	171	26	benefit	benefit	NOUN
bracis-33582	171	27	of	of	ADP
bracis-33582	171	28	multi	multi	ADJ
bracis-33582	171	29	-	-	ADJ
bracis-33582	171	30	domain	domain	ADJ
bracis-33582	171	31	pre	pre	NOUN
bracis-33582	171	32	-	-	NOUN
bracis-33582	171	33	training	training	NOUN
bracis-33582	171	34	may	may	AUX
bracis-33582	171	35	vary	vary	VERB
bracis-33582	171	36	depending	depend	VERB
bracis-33582	171	37	on	on	ADP
bracis-33582	171	38	the	the	DET
bracis-33582	171	39	dataset	dataset	NOUN
bracis-33582	171	40	.	.	PUNCT
bracis-33582	172	1	this	this	PRON
bracis-33582	172	2	suggests	suggest	VERB
bracis-33582	172	3	that	that	SCONJ
bracis-33582	172	4	while	while	SCONJ
bracis-33582	172	5	multi	multi	ADJ
bracis-33582	172	6	-	-	ADJ
bracis-33582	172	7	domain	domain	ADJ
bracis-33582	172	8	pre	pre	NOUN
bracis-33582	172	9	-	-	NOUN
bracis-33582	172	10	training	training	NOUN
bracis-33582	172	11	generally	generally	ADV
bracis-33582	172	12	enhances	enhance	VERB
bracis-33582	172	13	performance	performance	NOUN
bracis-33582	172	14	,	,	PUNCT
bracis-33582	172	15	its	its	PRON
bracis-33582	172	16	impact	impact	NOUN
bracis-33582	172	17	can	can	AUX
bracis-33582	172	18	be	be	AUX
bracis-33582	172	19	less	less	ADV
bracis-33582	172	20	pronounced	pronounce	VERB
bracis-33582	172	21	in	in	ADP
bracis-33582	172	22	certain	certain	ADJ
bracis-33582	172	23	administrative	administrative	ADJ
bracis-33582	172	24	contexts	contexts	NOUN
bracis-33582	172	25	.	.	PUNCT
bracis-33582	173	1	similarly	similarly	ADV
bracis-33582	173	2	,	,	PUNCT
bracis-33582	173	3	in	in	ADP
bracis-33582	173	4	the	the	DET
bracis-33582	173	5	legal	legal	ADJ
bracis-33582	173	6	domain	domain	NOUN
bracis-33582	173	7	(	(	PUNCT
bracis-33582	173	8	fig	fig	NOUN
bracis-33582	173	9	.	.	PUNCT
bracis-33582	173	10	 	 	SPACE
bracis-33582	173	11	2b	2b	NOUN
bracis-33582	173	12	)	)	PUNCT
bracis-33582	173	13	,	,	PUNCT
bracis-33582	173	14	govbert	govbert	NOUN
bracis-33582	173	15	-	-	PUNCT
bracis-33582	173	16	br	br	NOUN
bracis-33582	173	17	outperforms	outperform	VERB
bracis-33582	173	18	the	the	DET
bracis-33582	173	19	single	single	ADJ
bracis-33582	173	20	-	-	PUNCT
bracis-33582	173	21	domain	domain	NOUN
bracis-33582	173	22	legalbert	legalbert	NOUN
bracis-33582	173	23	-	-	PUNCT
bracis-33582	173	24	pt	pt	NOUN
bracis-33582	173	25	model	model	NOUN
bracis-33582	173	26	across	across	ADP
bracis-33582	173	27	most	most	ADJ
bracis-33582	173	28	datasets	dataset	NOUN
bracis-33582	173	29	,	,	PUNCT
bracis-33582	173	30	except	except	SCONJ
bracis-33582	173	31	for	for	ADP
bracis-33582	173	32	the	the	DET
bracis-33582	173	33	rriop	rriop	NOUN
bracis-33582	173	34	.	.	PUNCT
bracis-33582	174	1	in	in	ADP
bracis-33582	174	2	this	this	DET
bracis-33582	174	3	particular	particular	ADJ
bracis-33582	174	4	dataset	dataset	NOUN
bracis-33582	174	5	,	,	PUNCT
bracis-33582	174	6	legalbert	legalbert	NOUN
bracis-33582	174	7	-	-	PUNCT
bracis-33582	174	8	pt	pt	NOUN
bracis-33582	174	9	shows	show	VERB
bracis-33582	174	10	a	a	DET
bracis-33582	174	11	slight	slight	ADJ
bracis-33582	174	12	edge	edge	NOUN
bracis-33582	174	13	,	,	PUNCT
bracis-33582	174	14	possibly	possibly	ADV
bracis-33582	174	15	due	due	ADP
bracis-33582	174	16	to	to	ADP
bracis-33582	174	17	its	its	PRON
bracis-33582	174	18	specialized	specialized	ADJ
bracis-33582	174	19	training	training	NOUN
bracis-33582	174	20	in	in	ADP
bracis-33582	174	21	legal	legal	ADJ
bracis-33582	174	22	texts	text	NOUN
bracis-33582	174	23	,	,	PUNCT
bracis-33582	174	24	which	which	PRON
bracis-33582	174	25	are	be	AUX
bracis-33582	174	26	more	more	ADV
bracis-33582	174	27	aligned	aligned	ADJ
bracis-33582	174	28	with	with	ADP
bracis-33582	174	29	the	the	DET
bracis-33582	174	30	content	content	NOUN
bracis-33582	174	31	of	of	ADP
bracis-33582	174	32	rriop	rriop	NOUN
bracis-33582	174	33	.	.	PUNCT
bracis-33582	175	1	however	however	ADV
bracis-33582	175	2	,	,	PUNCT
bracis-33582	175	3	the	the	DET
bracis-33582	175	4	difference	difference	NOUN
bracis-33582	175	5	in	in	ADP
bracis-33582	175	6	performance	performance	NOUN
bracis-33582	175	7	is	be	AUX
bracis-33582	175	8	not	not	PART
bracis-33582	175	9	statistically	statistically	ADV
bracis-33582	175	10	significant	significant	ADJ
bracis-33582	175	11	,	,	PUNCT
bracis-33582	175	12	indicating	indicate	VERB
bracis-33582	175	13	that	that	SCONJ
bracis-33582	175	14	govbert	govbert	NOUN
bracis-33582	175	15	-	-	PUNCT
bracis-33582	175	16	br	br	NOUN
bracis-33582	175	17	’s	’s	PART
bracis-33582	175	18	inclusion	inclusion	NOUN
bracis-33582	175	19	of	of	ADP
bracis-33582	175	20	administrative	administrative	ADJ
bracis-33582	175	21	domain	domain	NOUN
bracis-33582	175	22	data	datum	NOUN
bracis-33582	175	23	does	do	AUX
bracis-33582	175	24	not	not	PART
bracis-33582	175	25	detract	detract	VERB
bracis-33582	175	26	from	from	ADP
bracis-33582	175	27	its	its	PRON
bracis-33582	175	28	legal	legal	ADJ
bracis-33582	175	29	domain	domain	NOUN
bracis-33582	175	30	capabilities	capability	NOUN
bracis-33582	175	31	.	.	PUNCT
bracis-33582	176	1	overall	overall	ADV
bracis-33582	176	2	,	,	PUNCT
bracis-33582	176	3	the	the	DET
bracis-33582	176	4	results	result	NOUN
bracis-33582	176	5	highlight	highlight	VERB
bracis-33582	176	6	the	the	DET
bracis-33582	176	7	advantages	advantage	NOUN
bracis-33582	176	8	of	of	ADP
bracis-33582	176	9	multi	multi	ADJ
bracis-33582	176	10	-	-	ADJ
bracis-33582	176	11	domain	domain	ADJ
bracis-33582	176	12	pre	pre	NOUN
bracis-33582	176	13	-	-	NOUN
bracis-33582	176	14	training	training	NOUN
bracis-33582	176	15	.	.	PUNCT
bracis-33582	177	1	govbert	govbert	NOUN
bracis-33582	177	2	-	-	PUNCT
bracis-33582	177	3	br	br	NOUN
bracis-33582	177	4	’s	’s	PART
bracis-33582	177	5	consistent	consistent	ADJ
bracis-33582	177	6	performance	performance	NOUN
bracis-33582	177	7	across	across	ADP
bracis-33582	177	8	various	various	ADJ
bracis-33582	177	9	datasets	dataset	NOUN
bracis-33582	177	10	,	,	PUNCT
bracis-33582	177	11	covering	cover	VERB
bracis-33582	177	12	both	both	CCONJ
bracis-33582	177	13	administrative	administrative	ADJ
bracis-33582	177	14	and	and	CCONJ
bracis-33582	177	15	legal	legal	ADJ
bracis-33582	177	16	texts	text	NOUN
bracis-33582	177	17	,	,	PUNCT
bracis-33582	177	18	demonstrates	demonstrate	VERB
bracis-33582	177	19	the	the	DET
bracis-33582	177	20	robustness	robustness	NOUN
bracis-33582	177	21	and	and	CCONJ
bracis-33582	177	22	versatility	versatility	NOUN
bracis-33582	177	23	of	of	ADP
bracis-33582	177	24	multi	multi	ADJ
bracis-33582	177	25	-	-	ADJ
bracis-33582	177	26	domain	domain	ADJ
bracis-33582	177	27	pre	pre	NOUN
bracis-33582	177	28	-	-	NOUN
bracis-33582	177	29	training	training	NOUN
bracis-33582	177	30	.	.	PUNCT
bracis-33582	178	1	this	this	DET
bracis-33582	178	2	approach	approach	NOUN
bracis-33582	178	3	leverages	leverage	VERB
bracis-33582	178	4	a	a	DET
bracis-33582	178	5	broader	broad	ADJ
bracis-33582	178	6	contextual	contextual	ADJ
bracis-33582	178	7	understanding	understanding	NOUN
bracis-33582	178	8	,	,	PUNCT
bracis-33582	178	9	making	make	VERB
bracis-33582	178	10	the	the	DET
bracis-33582	178	11	model	model	NOUN
bracis-33582	178	12	more	more	ADV
bracis-33582	178	13	adaptable	adaptable	ADJ
bracis-33582	178	14	to	to	ADP
bracis-33582	178	15	different	different	ADJ
bracis-33582	178	16	types	type	NOUN
bracis-33582	178	17	of	of	ADP
bracis-33582	178	18	text	text	NOUN
bracis-33582	178	19	classification	classification	NOUN
bracis-33582	178	20	tasks	task	NOUN
bracis-33582	178	21	within	within	ADP
bracis-33582	178	22	governmental	governmental	ADJ
bracis-33582	178	23	contexts	contexts	NOUN
bracis-33582	178	24	.	.	PUNCT
bracis-33582	179	1	this	this	DET
bracis-33582	179	2	versatility	versatility	NOUN
bracis-33582	179	3	underscores	underscore	VERB
bracis-33582	179	4	the	the	DET
bracis-33582	179	5	potential	potential	NOUN
bracis-33582	179	6	of	of	ADP
bracis-33582	179	7	govbert	govbert	NOUN
bracis-33582	179	8	-	-	PUNCT
bracis-33582	179	9	br	br	NOUN
bracis-33582	179	10	as	as	ADP
bracis-33582	179	11	a	a	DET
bracis-33582	179	12	valuable	valuable	ADJ
bracis-33582	179	13	resource	resource	NOUN
bracis-33582	179	14	for	for	ADP
bracis-33582	179	15	interpreting	interpret	VERB
bracis-33582	179	16	diverse	diverse	ADJ
bracis-33582	179	17	governmental	governmental	ADJ
bracis-33582	179	18	documents	document	NOUN
bracis-33582	179	19	,	,	PUNCT
bracis-33582	179	20	ultimately	ultimately	ADV
bracis-33582	179	21	supporting	support	VERB
bracis-33582	179	22	more	more	ADV
bracis-33582	179	23	efficient	efficient	ADJ
bracis-33582	179	24	and	and	CCONJ
bracis-33582	179	25	accurate	accurate	ADJ
bracis-33582	179	26	information	information	NOUN
bracis-33582	179	27	processing	processing	NOUN
bracis-33582	179	28	in	in	ADP
bracis-33582	179	29	governmental	governmental	ADJ
bracis-33582	179	30	operations	operation	NOUN
bracis-33582	179	31	.	.	PUNCT
bracis-33582	180	1	fig	fig	NOUN
bracis-33582	180	2	.	.	PUNCT
bracis-33582	181	1	3	3	X
bracis-33582	181	2	.	.	X
bracis-33582	181	3	convergence	convergence	NOUN
bracis-33582	181	4	analysis	analysis	NOUN
bracis-33582	181	5	.	.	PUNCT
bracis-33582	182	1	(	(	PUNCT
bracis-33582	182	2	a	a	X
bracis-33582	182	3	)	)	PUNCT
bracis-33582	182	4	average	average	ADJ
bracis-33582	182	5	performance	performance	NOUN
bracis-33582	182	6	,	,	PUNCT
bracis-33582	182	7	in	in	ADP
bracis-33582	182	8	terms	term	NOUN
bracis-33582	182	9	of	of	ADP
bracis-33582	182	10	f1	f1	NOUN
bracis-33582	182	11	-	-	PUNCT
bracis-33582	182	12	macro	macro	NOUN
bracis-33582	182	13	,	,	PUNCT
bracis-33582	182	14	of	of	ADP
bracis-33582	182	15	each	each	DET
bracis-33582	182	16	model	model	NOUN
bracis-33582	182	17	across	across	ADP
bracis-33582	182	18	all	all	DET
bracis-33582	182	19	datasets	dataset	NOUN
bracis-33582	182	20	,	,	PUNCT
bracis-33582	182	21	highlighting	highlight	VERB
bracis-33582	182	22	convergence	convergence	NOUN
bracis-33582	182	23	over	over	ADP
bracis-33582	182	24	training	training	NOUN
bracis-33582	182	25	epochs	epoch	NOUN
bracis-33582	182	26	.	.	PUNCT
bracis-33582	183	1	(	(	PUNCT
bracis-33582	183	2	b	b	X
bracis-33582	183	3	)	)	PUNCT
bracis-33582	183	4	regression	regression	NOUN
bracis-33582	183	5	lines	line	NOUN
bracis-33582	183	6	of	of	ADP
bracis-33582	183	7	the	the	DET
bracis-33582	183	8	average	average	ADJ
bracis-33582	183	9	performance	performance	NOUN
bracis-33582	183	10	trajectory	trajectory	NOUN
bracis-33582	183	11	during	during	ADP
bracis-33582	183	12	fine	fine	ADJ
bracis-33582	183	13	-	-	PUNCT
bracis-33582	183	14	tuning	tune	VERB
bracis-33582	183	15	sessions	session	NOUN
bracis-33582	183	16	full	full	ADJ
bracis-33582	183	17	size	size	NOUN
bracis-33582	183	18	image	image	NOUN
bracis-33582	183	19	5.3	5.3	NUM
bracis-33582	183	20	convergence	convergence	NOUN
bracis-33582	183	21	analysis	analysis	NOUN
bracis-33582	183	22	to	to	PART
bracis-33582	183	23	further	far	ADV
bracis-33582	183	24	evaluate	evaluate	VERB
bracis-33582	183	25	the	the	DET
bracis-33582	183	26	models	model	NOUN
bracis-33582	183	27	’	’	PART
bracis-33582	183	28	performance	performance	NOUN
bracis-33582	183	29	and	and	CCONJ
bracis-33582	183	30	stability	stability	NOUN
bracis-33582	183	31	,	,	PUNCT
bracis-33582	183	32	we	we	PRON
bracis-33582	183	33	analyzed	analyze	VERB
bracis-33582	183	34	the	the	DET
bracis-33582	183	35	f1	f1	NOUN
bracis-33582	183	36	-	-	PUNCT
bracis-33582	183	37	macro	macro	NOUN
bracis-33582	183	38	scores	score	NOUN
bracis-33582	183	39	across	across	ADP
bracis-33582	183	40	epochs	epoch	NOUN
bracis-33582	183	41	during	during	ADP
bracis-33582	183	42	fine	fine	ADV
bracis-33582	183	43	-	-	PUNCT
bracis-33582	183	44	tuning	tuning	NOUN
bracis-33582	183	45	on	on	ADP
bracis-33582	183	46	all	all	DET
bracis-33582	183	47	downstream	downstream	ADJ
bracis-33582	183	48	tasks	task	NOUN
bracis-33582	183	49	.	.	PUNCT
bracis-33582	184	1	figure	figure	NOUN
bracis-33582	184	2	 	 	SPACE
bracis-33582	184	3	3a	3a	PROPN
bracis-33582	184	4	presents	present	VERB
bracis-33582	184	5	the	the	DET
bracis-33582	184	6	average	average	ADJ
bracis-33582	184	7	performance	performance	NOUN
bracis-33582	184	8	,	,	PUNCT
bracis-33582	184	9	in	in	ADP
bracis-33582	184	10	terms	term	NOUN
bracis-33582	184	11	of	of	ADP
bracis-33582	184	12	f1	f1	NOUN
bracis-33582	184	13	-	-	PUNCT
bracis-33582	184	14	macro	macro	NOUN
bracis-33582	184	15	,	,	PUNCT
bracis-33582	184	16	of	of	ADP
bracis-33582	184	17	each	each	DET
bracis-33582	184	18	model	model	NOUN
bracis-33582	184	19	across	across	ADP
bracis-33582	184	20	the	the	DET
bracis-33582	184	21	six	six	NUM
bracis-33582	184	22	datasets	dataset	NOUN
bracis-33582	184	23	,	,	PUNCT
bracis-33582	184	24	highlighting	highlight	VERB
bracis-33582	184	25	how	how	SCONJ
bracis-33582	184	26	each	each	DET
bracis-33582	184	27	model	model	NOUN
bracis-33582	184	28	converges	converge	VERB
bracis-33582	184	29	over	over	ADP
bracis-33582	184	30	time	time	NOUN
bracis-33582	184	31	.	.	PUNCT
bracis-33582	185	1	figure	figure	NOUN
bracis-33582	185	2	 	 	SPACE
bracis-33582	185	3	3b	3b	PROPN
bracis-33582	185	4	shows	show	VERB
bracis-33582	185	5	the	the	DET
bracis-33582	185	6	regression	regression	NOUN
bracis-33582	185	7	lines	line	NOUN
bracis-33582	185	8	for	for	ADP
bracis-33582	185	9	the	the	DET
bracis-33582	185	10	average	average	ADJ
bracis-33582	185	11	performance	performance	NOUN
bracis-33582	185	12	of	of	ADP
bracis-33582	185	13	each	each	DET
bracis-33582	185	14	model	model	NOUN
bracis-33582	185	15	across	across	ADP
bracis-33582	185	16	all	all	DET
bracis-33582	185	17	datasets	dataset	NOUN
bracis-33582	185	18	during	during	ADP
bracis-33582	185	19	fine	fine	ADJ
bracis-33582	185	20	-	-	PUNCT
bracis-33582	185	21	tuning	tune	VERB
bracis-33582	185	22	sessions	session	NOUN
bracis-33582	185	23	.	.	PUNCT
bracis-33582	186	1	the	the	DET
bracis-33582	186	2	linear	linear	PROPN
bracis-33582	186	3	regression	regression	NOUN
bracis-33582	186	4	lines	line	NOUN
bracis-33582	186	5	provide	provide	VERB
bracis-33582	186	6	insights	insight	NOUN
bracis-33582	186	7	into	into	ADP
bracis-33582	186	8	the	the	DET
bracis-33582	186	9	overall	overall	ADJ
bracis-33582	186	10	performance	performance	NOUN
bracis-33582	186	11	improvement	improvement	NOUN
bracis-33582	186	12	or	or	CCONJ
bracis-33582	186	13	degradation	degradation	NOUN
bracis-33582	186	14	trend	trend	NOUN
bracis-33582	186	15	throughout	throughout	ADP
bracis-33582	186	16	the	the	DET
bracis-33582	186	17	fine	fine	ADV
bracis-33582	186	18	-	-	PUNCT
bracis-33582	186	19	tuning	tune	VERB
bracis-33582	186	20	process	process	NOUN
bracis-33582	186	21	over	over	ADP
bracis-33582	186	22	epochs	epoch	NOUN
bracis-33582	186	23	.	.	PUNCT
bracis-33582	187	1	in	in	ADP
bracis-33582	187	2	fig	fig	NOUN
bracis-33582	187	3	.	.	PUNCT
bracis-33582	187	4	 	 	SPACE
bracis-33582	187	5	3a	3a	NUM
bracis-33582	187	6	,	,	PUNCT
bracis-33582	187	7	we	we	PRON
bracis-33582	187	8	observe	observe	VERB
bracis-33582	187	9	that	that	SCONJ
bracis-33582	187	10	bertimbau	bertimbau	NOUN
bracis-33582	187	11	initially	initially	ADV
bracis-33582	187	12	exhibits	exhibit	VERB
bracis-33582	187	13	lower	low	ADJ
bracis-33582	187	14	average	average	ADJ
bracis-33582	187	15	performance	performance	NOUN
bracis-33582	187	16	than	than	ADP
bracis-33582	187	17	the	the	DET
bracis-33582	187	18	domain	domain	NOUN
bracis-33582	187	19	-	-	PUNCT
bracis-33582	187	20	specific	specific	ADJ
bracis-33582	187	21	models	model	NOUN
bracis-33582	187	22	,	,	PUNCT
bracis-33582	187	23	indicating	indicate	VERB
bracis-33582	187	24	a	a	DET
bracis-33582	187	25	slower	slow	ADJ
bracis-33582	187	26	convergence	convergence	NOUN
bracis-33582	187	27	rate	rate	NOUN
bracis-33582	187	28	in	in	ADP
bracis-33582	187	29	the	the	DET
bracis-33582	187	30	early	early	ADJ
bracis-33582	187	31	epochs	epoch	NOUN
bracis-33582	187	32	.	.	PUNCT
bracis-33582	188	1	such	such	DET
bracis-33582	188	2	a	a	DET
bracis-33582	188	3	result	result	NOUN
bracis-33582	188	4	is	be	AUX
bracis-33582	188	5	expected	expect	VERB
bracis-33582	188	6	as	as	SCONJ
bracis-33582	188	7	the	the	DET
bracis-33582	188	8	model	model	NOUN
bracis-33582	188	9	undergoes	undergo	VERB
bracis-33582	188	10	significant	significant	ADJ
bracis-33582	188	11	adjustments	adjustment	NOUN
bracis-33582	188	12	in	in	ADP
bracis-33582	188	13	the	the	DET
bracis-33582	188	14	initial	initial	ADJ
bracis-33582	188	15	epochs	epoch	NOUN
bracis-33582	188	16	,	,	PUNCT
bracis-33582	188	17	transitioning	transition	VERB
bracis-33582	188	18	from	from	ADP
bracis-33582	188	19	broad	broad	ADJ
bracis-33582	188	20	pre	pre	NOUN
bracis-33582	188	21	-	-	NOUN
bracis-33582	188	22	training	training	NOUN
bracis-33582	188	23	to	to	ADP
bracis-33582	188	24	more	more	ADJ
bracis-33582	188	25	specialized	specialized	ADJ
bracis-33582	188	26	tasks	task	NOUN
bracis-33582	188	27	.	.	PUNCT
bracis-33582	189	1	as	as	ADP
bracis-33582	189	2	training	training	NOUN
bracis-33582	189	3	progresses	progress	NOUN
bracis-33582	189	4	,	,	PUNCT
bracis-33582	189	5	bertimbau	bertimbau	NOUN
bracis-33582	189	6	’s	’s	PART
bracis-33582	189	7	performance	performance	NOUN
bracis-33582	189	8	steadily	steadily	ADV
bracis-33582	189	9	increases	increase	VERB
bracis-33582	189	10	,	,	PUNCT
bracis-33582	189	11	eventually	eventually	ADV
bracis-33582	189	12	reaching	reach	VERB
bracis-33582	189	13	comparable	comparable	ADJ
bracis-33582	189	14	levels	level	NOUN
bracis-33582	189	15	to	to	ADP
bracis-33582	189	16	the	the	DET
bracis-33582	189	17	domain	domain	NOUN
bracis-33582	189	18	-	-	PUNCT
bracis-33582	189	19	specific	specific	ADJ
bracis-33582	189	20	models	model	NOUN
bracis-33582	189	21	,	,	PUNCT
bracis-33582	189	22	albeit	albeit	SCONJ
bracis-33582	189	23	with	with	ADP
bracis-33582	189	24	a	a	DET
bracis-33582	189	25	slower	slow	ADJ
bracis-33582	189	26	rate	rate	NOUN
bracis-33582	189	27	of	of	ADP
bracis-33582	189	28	improvement	improvement	NOUN
bracis-33582	189	29	.	.	PUNCT
bracis-33582	190	1	this	this	PRON
bracis-33582	190	2	suggests	suggest	VERB
bracis-33582	190	3	that	that	SCONJ
bracis-33582	190	4	bertimbau	bertimbau	NOUN
bracis-33582	190	5	may	may	AUX
bracis-33582	190	6	need	need	VERB
bracis-33582	190	7	more	more	ADJ
bracis-33582	190	8	epochs	epoch	NOUN
bracis-33582	190	9	to	to	PART
bracis-33582	190	10	achieve	achieve	VERB
bracis-33582	190	11	full	full	ADJ
bracis-33582	190	12	adaptation	adaptation	NOUN
bracis-33582	190	13	.	.	PUNCT
bracis-33582	191	1	overall	overall	ADV
bracis-33582	191	2	,	,	PUNCT
bracis-33582	191	3	all	all	DET
bracis-33582	191	4	domain	domain	NOUN
bracis-33582	191	5	-	-	PUNCT
bracis-33582	191	6	specific	specific	ADJ
bracis-33582	191	7	models	model	NOUN
bracis-33582	191	8	demonstrate	demonstrate	VERB
bracis-33582	191	9	rapid	rapid	ADJ
bracis-33582	191	10	convergence	convergence	NOUN
bracis-33582	191	11	compared	compare	VERB
bracis-33582	191	12	to	to	ADP
bracis-33582	191	13	the	the	DET
bracis-33582	191	14	bertimbau	bertimbau	NOUN
bracis-33582	191	15	baseline	baseline	NOUN
bracis-33582	191	16	,	,	PUNCT
bracis-33582	191	17	with	with	ADP
bracis-33582	191	18	govbert	govbert	NOUN
bracis-33582	191	19	-	-	PUNCT
bracis-33582	191	20	br	br	NOUN
bracis-33582	191	21	notably	notably	ADV
bracis-33582	191	22	achieving	achieve	VERB
bracis-33582	191	23	the	the	DET
bracis-33582	191	24	highest	high	ADJ
bracis-33582	191	25	f1	f1	ADJ
bracis-33582	191	26	-	-	PUNCT
bracis-33582	191	27	macro	macro	NOUN
bracis-33582	191	28	scores	score	NOUN
bracis-33582	191	29	early	early	ADV
bracis-33582	191	30	in	in	ADP
bracis-33582	191	31	the	the	DET
bracis-33582	191	32	training	training	NOUN
bracis-33582	191	33	process	process	NOUN
bracis-33582	191	34	.	.	PUNCT
bracis-33582	192	1	libert	libert	NOUN
bracis-33582	192	2	-	-	PUNCT
bracis-33582	192	3	se	se	PROPN
bracis-33582	192	4	and	and	CCONJ
bracis-33582	192	5	legalbert	legalbert	PROPN
bracis-33582	192	6	-	-	PUNCT
bracis-33582	192	7	pt	pt	NOUN
bracis-33582	192	8	also	also	ADV
bracis-33582	192	9	converge	converge	VERB
bracis-33582	192	10	quickly	quickly	ADV
bracis-33582	192	11	,	,	PUNCT
bracis-33582	192	12	demonstrating	demonstrate	VERB
bracis-33582	192	13	the	the	DET
bracis-33582	192	14	effectiveness	effectiveness	NOUN
bracis-33582	192	15	of	of	ADP
bracis-33582	192	16	domain	domain	NOUN
bracis-33582	192	17	-	-	PUNCT
bracis-33582	192	18	specific	specific	ADJ
bracis-33582	192	19	pre	pre	NOUN
bracis-33582	192	20	-	-	NOUN
bracis-33582	192	21	training	training	NOUN
bracis-33582	192	22	.	.	PUNCT
bracis-33582	193	1	this	this	PRON
bracis-33582	193	2	allows	allow	VERB
bracis-33582	193	3	the	the	DET
bracis-33582	193	4	models	model	NOUN
bracis-33582	193	5	to	to	PART
bracis-33582	193	6	quickly	quickly	ADV
bracis-33582	193	7	adjust	adjust	VERB
bracis-33582	193	8	to	to	ADP
bracis-33582	193	9	the	the	DET
bracis-33582	193	10	nuances	nuance	NOUN
bracis-33582	193	11	of	of	ADP
bracis-33582	193	12	the	the	DET
bracis-33582	193	13	target	target	NOUN
bracis-33582	193	14	tasks	task	NOUN
bracis-33582	193	15	and	and	CCONJ
bracis-33582	193	16	achieve	achieve	VERB
bracis-33582	193	17	high	high	ADJ
bracis-33582	193	18	-	-	PUNCT
bracis-33582	193	19	performance	performance	NOUN
bracis-33582	193	20	levels	level	NOUN
bracis-33582	193	21	early	early	ADV
bracis-33582	193	22	in	in	ADP
bracis-33582	193	23	the	the	DET
bracis-33582	193	24	training	training	NOUN
bracis-33582	193	25	process	process	NOUN
bracis-33582	193	26	.	.	PUNCT
bracis-33582	194	1	however	however	ADV
bracis-33582	194	2	,	,	PUNCT
bracis-33582	194	3	govbert	govbert	NOUN
bracis-33582	194	4	-	-	PUNCT
bracis-33582	194	5	br	br	NOUN
bracis-33582	194	6	consistently	consistently	ADV
bracis-33582	194	7	maintains	maintain	VERB
bracis-33582	194	8	a	a	DET
bracis-33582	194	9	higher	high	ADJ
bracis-33582	194	10	f1	f1	NOUN
bracis-33582	194	11	-	-	PUNCT
bracis-33582	194	12	macro	macro	NOUN
bracis-33582	194	13	score	score	NOUN
bracis-33582	194	14	,	,	PUNCT
bracis-33582	194	15	suggesting	suggest	VERB
bracis-33582	194	16	that	that	SCONJ
bracis-33582	194	17	multi	multi	ADJ
bracis-33582	194	18	-	-	ADJ
bracis-33582	194	19	domain	domain	ADJ
bracis-33582	194	20	pre	pre	NOUN
bracis-33582	194	21	-	-	NOUN
bracis-33582	194	22	training	training	NOUN
bracis-33582	194	23	provides	provide	VERB
bracis-33582	194	24	a	a	DET
bracis-33582	194	25	significant	significant	ADJ
bracis-33582	194	26	advantage	advantage	NOUN
bracis-33582	194	27	across	across	ADP
bracis-33582	194	28	various	various	ADJ
bracis-33582	194	29	governmental	governmental	ADJ
bracis-33582	194	30	text	text	NOUN
bracis-33582	194	31	classification	classification	NOUN
bracis-33582	194	32	tasks	task	NOUN
bracis-33582	194	33	.	.	PUNCT
bracis-33582	195	1	figure	figure	NOUN
bracis-33582	195	2	 	 	SPACE
bracis-33582	195	3	3b	3b	NOUN
bracis-33582	195	4	corroborates	corroborate	VERB
bracis-33582	195	5	these	these	DET
bracis-33582	195	6	observations	observation	NOUN
bracis-33582	195	7	,	,	PUNCT
bracis-33582	195	8	providing	provide	VERB
bracis-33582	195	9	a	a	DET
bracis-33582	195	10	straightforward	straightforward	ADJ
bracis-33582	195	11	visual	visual	ADJ
bracis-33582	195	12	representation	representation	NOUN
bracis-33582	195	13	of	of	ADP
bracis-33582	195	14	the	the	DET
bracis-33582	195	15	trajectory	trajectory	NOUN
bracis-33582	195	16	of	of	ADP
bracis-33582	195	17	performance	performance	NOUN
bracis-33582	195	18	improvement	improvement	NOUN
bracis-33582	195	19	over	over	ADP
bracis-33582	195	20	epochs	epoch	NOUN
bracis-33582	195	21	.	.	PUNCT
bracis-33582	196	1	the	the	DET
bracis-33582	196	2	steeper	steep	ADJ
bracis-33582	196	3	the	the	DET
bracis-33582	196	4	slope	slope	NOUN
bracis-33582	196	5	of	of	ADP
bracis-33582	196	6	the	the	DET
bracis-33582	196	7	line	line	NOUN
bracis-33582	196	8	,	,	PUNCT
bracis-33582	196	9	the	the	PRON
bracis-33582	196	10	faster	fast	ADV
bracis-33582	196	11	the	the	DET
bracis-33582	196	12	model	model	NOUN
bracis-33582	196	13	’s	’s	PART
bracis-33582	196	14	performance	performance	NOUN
bracis-33582	196	15	improves	improve	VERB
bracis-33582	196	16	during	during	ADP
bracis-33582	196	17	fine	fine	ADV
bracis-33582	196	18	-	-	PUNCT
bracis-33582	196	19	tuning	tuning	NOUN
bracis-33582	196	20	.	.	PUNCT
bracis-33582	197	1	conversely	conversely	ADV
bracis-33582	197	2	,	,	PUNCT
bracis-33582	197	3	a	a	DET
bracis-33582	197	4	shallower	shallower	NOUN
bracis-33582	197	5	slope	slope	NOUN
bracis-33582	197	6	indicates	indicate	VERB
bracis-33582	197	7	a	a	DET
bracis-33582	197	8	slower	slow	ADJ
bracis-33582	197	9	rate	rate	NOUN
bracis-33582	197	10	of	of	ADP
bracis-33582	197	11	improvement	improvement	NOUN
bracis-33582	197	12	.	.	PUNCT
bracis-33582	198	1	although	although	SCONJ
bracis-33582	198	2	bertimbau	bertimbau	NOUN
bracis-33582	198	3	shows	show	VERB
bracis-33582	198	4	the	the	DET
bracis-33582	198	5	steepest	steep	ADJ
bracis-33582	198	6	slope	slope	NOUN
bracis-33582	198	7	among	among	ADP
bracis-33582	198	8	the	the	DET
bracis-33582	198	9	models	model	NOUN
bracis-33582	198	10	,	,	PUNCT
bracis-33582	198	11	indicating	indicate	VERB
bracis-33582	198	12	relatively	relatively	ADV
bracis-33582	198	13	rapid	rapid	ADJ
bracis-33582	198	14	improvement	improvement	NOUN
bracis-33582	198	15	,	,	PUNCT
bracis-33582	198	16	it	it	PRON
bracis-33582	198	17	starts	start	VERB
bracis-33582	198	18	from	from	ADP
bracis-33582	198	19	a	a	DET
bracis-33582	198	20	lower	low	ADJ
bracis-33582	198	21	performance	performance	NOUN
bracis-33582	198	22	level	level	NOUN
bracis-33582	198	23	compared	compare	VERB
bracis-33582	198	24	to	to	ADP
bracis-33582	198	25	the	the	DET
bracis-33582	198	26	domain	domain	NOUN
bracis-33582	198	27	-	-	PUNCT
bracis-33582	198	28	specific	specific	ADJ
bracis-33582	198	29	models	model	NOUN
bracis-33582	198	30	.	.	PUNCT
bracis-33582	199	1	conversely	conversely	ADV
bracis-33582	199	2	,	,	PUNCT
bracis-33582	199	3	govbert	govbert	NOUN
bracis-33582	199	4	-	-	PUNCT
bracis-33582	199	5	br	br	NOUN
bracis-33582	199	6	,	,	PUNCT
bracis-33582	199	7	libert	libert	NOUN
bracis-33582	199	8	-	-	PUNCT
bracis-33582	199	9	se	se	X
bracis-33582	199	10	,	,	PUNCT
bracis-33582	199	11	and	and	CCONJ
bracis-33582	199	12	legalbert	legalbert	NOUN
bracis-33582	199	13	-	-	PUNCT
bracis-33582	199	14	pt	pt	NOUN
bracis-33582	199	15	,	,	PUNCT
bracis-33582	199	16	while	while	SCONJ
bracis-33582	199	17	exhibiting	exhibit	VERB
bracis-33582	199	18	slightly	slightly	ADV
bracis-33582	199	19	gentler	gentle	ADJ
bracis-33582	199	20	slopes	slope	NOUN
bracis-33582	199	21	,	,	PUNCT
bracis-33582	199	22	start	start	VERB
bracis-33582	199	23	from	from	ADP
bracis-33582	199	24	higher	high	ADJ
bracis-33582	199	25	initial	initial	ADJ
bracis-33582	199	26	performance	performance	NOUN
bracis-33582	199	27	levels	level	NOUN
bracis-33582	199	28	,	,	PUNCT
bracis-33582	199	29	reflecting	reflect	VERB
bracis-33582	199	30	the	the	DET
bracis-33582	199	31	benefits	benefit	NOUN
bracis-33582	199	32	of	of	ADP
bracis-33582	199	33	domain	domain	NOUN
bracis-33582	199	34	-	-	PUNCT
bracis-33582	199	35	specific	specific	ADJ
bracis-33582	199	36	pre	pre	NOUN
bracis-33582	199	37	-	-	NOUN
bracis-33582	199	38	training	training	NOUN
bracis-33582	199	39	.	.	PUNCT
bracis-33582	200	1	6	6	NUM
bracis-33582	200	2	conclusions	conclusion	NOUN
bracis-33582	200	3	and	and	CCONJ
bracis-33582	200	4	 	 	SPACE
bracis-33582	200	5	future	future	ADJ
bracis-33582	200	6	work	work	NOUN
bracis-33582	200	7	this	this	DET
bracis-33582	200	8	paper	paper	NOUN
bracis-33582	200	9	introduces	introduce	VERB
bracis-33582	200	10	govbert	govbert	NOUN
bracis-33582	200	11	-	-	PUNCT
bracis-33582	200	12	br	br	NOUN
bracis-33582	200	13	,	,	PUNCT
bracis-33582	200	14	a	a	DET
bracis-33582	200	15	specialized	specialized	ADJ
bracis-33582	200	16	pre	pre	ADJ
bracis-33582	200	17	-	-	ADJ
bracis-33582	200	18	trained	train	VERB
bracis-33582	200	19	language	language	NOUN
bracis-33582	200	20	model	model	NOUN
bracis-33582	200	21	tailored	tailor	VERB
bracis-33582	200	22	explicitly	explicitly	ADV
bracis-33582	200	23	for	for	ADP
bracis-33582	200	24	the	the	DET
bracis-33582	200	25	brazilian	brazilian	ADJ
bracis-33582	200	26	governmental	governmental	ADJ
bracis-33582	200	27	context	context	NOUN
bracis-33582	200	28	,	,	PUNCT
bracis-33582	200	29	encompassing	encompass	VERB
bracis-33582	200	30	legal	legal	ADJ
bracis-33582	200	31	and	and	CCONJ
bracis-33582	200	32	administrative	administrative	ADJ
bracis-33582	200	33	domains	domain	NOUN
bracis-33582	200	34	.	.	PUNCT
bracis-33582	201	1	through	through	ADP
bracis-33582	201	2	pre	pre	ADJ
bracis-33582	201	3	-	-	NOUN
bracis-33582	201	4	training	training	NOUN
bracis-33582	201	5	on	on	ADP
bracis-33582	201	6	diverse	diverse	ADJ
bracis-33582	201	7	governmental	governmental	ADJ
bracis-33582	201	8	texts	text	NOUN
bracis-33582	201	9	,	,	PUNCT
bracis-33582	201	10	govbert	govbert	NOUN
bracis-33582	201	11	-	-	PUNCT
bracis-33582	201	12	br	br	NOUN
bracis-33582	201	13	effectively	effectively	ADV
bracis-33582	201	14	addresses	address	VERB
bracis-33582	201	15	the	the	DET
bracis-33582	201	16	challenges	challenge	NOUN
bracis-33582	201	17	of	of	ADP
bracis-33582	201	18	interpreting	interpret	VERB
bracis-33582	201	19	brazilian	brazilian	ADJ
bracis-33582	201	20	portuguese	portuguese	ADJ
bracis-33582	201	21	and	and	CCONJ
bracis-33582	201	22	governmental	governmental	ADJ
bracis-33582	201	23	documents	document	NOUN
bracis-33582	201	24	’	'	PUNCT
bracis-33582	201	25	intricate	intricate	ADJ
bracis-33582	201	26	legal	legal	ADJ
bracis-33582	201	27	bureaucratic	bureaucratic	ADJ
bracis-33582	201	28	terminology	terminology	NOUN
bracis-33582	201	29	.	.	PUNCT
bracis-33582	202	1	our	our	PRON
bracis-33582	202	2	experimental	experimental	ADJ
bracis-33582	202	3	evaluation	evaluation	NOUN
bracis-33582	202	4	demonstrates	demonstrate	VERB
bracis-33582	202	5	govbert	govbert	NOUN
bracis-33582	202	6	-	-	PUNCT
bracis-33582	202	7	br	br	NOUN
bracis-33582	202	8	’s	’s	PART
bracis-33582	202	9	superior	superior	ADJ
bracis-33582	202	10	performance	performance	NOUN
bracis-33582	202	11	compared	compare	VERB
bracis-33582	202	12	to	to	ADP
bracis-33582	202	13	existing	exist	VERB
bracis-33582	202	14	models	model	NOUN
bracis-33582	202	15	across	across	ADP
bracis-33582	202	16	various	various	ADJ
bracis-33582	202	17	document	document	NOUN
bracis-33582	202	18	and	and	CCONJ
bracis-33582	202	19	short	short	ADJ
bracis-33582	202	20	-	-	PUNCT
bracis-33582	202	21	text	text	NOUN
bracis-33582	202	22	classification	classification	NOUN
bracis-33582	202	23	tasks	task	NOUN
bracis-33582	202	24	relevant	relevant	ADJ
bracis-33582	202	25	to	to	ADP
bracis-33582	202	26	the	the	DET
bracis-33582	202	27	brazilian	brazilian	ADJ
bracis-33582	202	28	public	public	ADJ
bracis-33582	202	29	sector	sector	NOUN
bracis-33582	202	30	,	,	PUNCT
bracis-33582	202	31	highlighting	highlight	VERB
bracis-33582	202	32	its	its	PRON
bracis-33582	202	33	efficacy	efficacy	NOUN
bracis-33582	202	34	in	in	ADP
bracis-33582	202	35	accurately	accurately	ADV
bracis-33582	202	36	analyzing	analyze	VERB
bracis-33582	202	37	governmental	governmental	ADJ
bracis-33582	202	38	text	text	NOUN
bracis-33582	202	39	data	datum	NOUN
bracis-33582	202	40	.	.	PUNCT
bracis-33582	203	1	moreover	moreover	ADV
bracis-33582	203	2	,	,	PUNCT
bracis-33582	203	3	our	our	PRON
bracis-33582	203	4	analysis	analysis	NOUN
bracis-33582	203	5	of	of	ADP
bracis-33582	203	6	govbert	govbert	NOUN
bracis-33582	203	7	-	-	PUNCT
bracis-33582	203	8	br	br	NOUN
bracis-33582	203	9	’s	’s	PART
bracis-33582	203	10	convergence	convergence	NOUN
bracis-33582	203	11	behavior	behavior	NOUN
bracis-33582	203	12	during	during	ADP
bracis-33582	203	13	fine	fine	ADV
bracis-33582	203	14	-	-	PUNCT
bracis-33582	203	15	tuning	tuning	NOUN
bracis-33582	203	16	reveals	reveal	VERB
bracis-33582	203	17	its	its	PRON
bracis-33582	203	18	rapid	rapid	ADJ
bracis-33582	203	19	adaptation	adaptation	NOUN
bracis-33582	203	20	to	to	ADP
bracis-33582	203	21	downstream	downstream	ADJ
bracis-33582	203	22	tasks	task	NOUN
bracis-33582	203	23	,	,	PUNCT
bracis-33582	203	24	highlighting	highlight	VERB
bracis-33582	203	25	its	its	PRON
bracis-33582	203	26	versatility	versatility	NOUN
bracis-33582	203	27	and	and	CCONJ
bracis-33582	203	28	effectiveness	effectiveness	NOUN
bracis-33582	203	29	in	in	ADP
bracis-33582	203	30	handling	handle	VERB
bracis-33582	203	31	diverse	diverse	ADJ
bracis-33582	203	32	text	text	NOUN
bracis-33582	203	33	classification	classification	NOUN
bracis-33582	203	34	challenges	challenge	NOUN
bracis-33582	203	35	within	within	ADP
bracis-33582	203	36	governmental	governmental	ADJ
bracis-33582	203	37	contexts	contexts	NOUN
bracis-33582	203	38	.	.	PUNCT
bracis-33582	204	1	by	by	ADP
bracis-33582	204	2	offering	offer	VERB
bracis-33582	204	3	a	a	DET
bracis-33582	204	4	comprehensive	comprehensive	ADJ
bracis-33582	204	5	solution	solution	NOUN
bracis-33582	204	6	for	for	ADP
bracis-33582	204	7	processing	process	VERB
bracis-33582	204	8	governmental	governmental	ADJ
bracis-33582	204	9	text	text	NOUN
bracis-33582	204	10	data	datum	NOUN
bracis-33582	204	11	,	,	PUNCT
bracis-33582	204	12	govbert	govbert	NOUN
bracis-33582	204	13	-	-	PUNCT
bracis-33582	204	14	br	br	NOUN
bracis-33582	204	15	significantly	significantly	ADV
bracis-33582	204	16	improves	improve	VERB
bracis-33582	204	17	the	the	DET
bracis-33582	204	18	efficiency	efficiency	NOUN
bracis-33582	204	19	and	and	CCONJ
bracis-33582	204	20	effectiveness	effectiveness	NOUN
bracis-33582	204	21	of	of	ADP
bracis-33582	204	22	nlp	nlp	NOUN
bracis-33582	204	23	applications	application	NOUN
bracis-33582	204	24	within	within	ADP
bracis-33582	204	25	the	the	DET
bracis-33582	204	26	brazilian	brazilian	ADJ
bracis-33582	204	27	public	public	ADJ
bracis-33582	204	28	sector	sector	NOUN
bracis-33582	204	29	,	,	PUNCT
bracis-33582	204	30	directly	directly	ADV
bracis-33582	204	31	contributing	contribute	VERB
bracis-33582	204	32	to	to	ADP
bracis-33582	204	33	more	more	ADV
bracis-33582	204	34	informed	informed	ADJ
bracis-33582	204	35	decision	decision	NOUN
bracis-33582	204	36	-	-	PUNCT
bracis-33582	204	37	making	make	VERB
bracis-33582	204	38	and	and	CCONJ
bracis-33582	204	39	governance	governance	NOUN
bracis-33582	204	40	processes	process	NOUN
bracis-33582	204	41	.	.	PUNCT
bracis-33582	205	1	in	in	ADP
bracis-33582	205	2	summary	summary	NOUN
bracis-33582	205	3	,	,	PUNCT
bracis-33582	205	4	govbert	govbert	NOUN
bracis-33582	205	5	-	-	PUNCT
bracis-33582	205	6	br	br	NOUN
bracis-33582	205	7	represents	represent	VERB
bracis-33582	205	8	a	a	DET
bracis-33582	205	9	significant	significant	ADJ
bracis-33582	205	10	advancement	advancement	NOUN
bracis-33582	205	11	in	in	ADP
bracis-33582	205	12	applying	apply	VERB
bracis-33582	205	13	natural	natural	ADJ
bracis-33582	205	14	language	language	NOUN
bracis-33582	205	15	processing	processing	NOUN
bracis-33582	205	16	to	to	ADP
bracis-33582	205	17	the	the	DET
bracis-33582	205	18	brazilian	brazilian	ADJ
bracis-33582	205	19	governmental	governmental	ADJ
bracis-33582	205	20	context	context	NOUN
bracis-33582	205	21	.	.	PUNCT
bracis-33582	206	1	our	our	PRON
bracis-33582	206	2	model	model	NOUN
bracis-33582	206	3	bridges	bridge	NOUN
bracis-33582	206	4	the	the	DET
bracis-33582	206	5	gap	gap	NOUN
bracis-33582	206	6	left	leave	VERB
bracis-33582	206	7	by	by	ADP
bracis-33582	206	8	more	more	ADJ
bracis-33582	206	9	generic	generic	ADJ
bracis-33582	206	10	models	model	NOUN
bracis-33582	206	11	by	by	ADP
bracis-33582	206	12	addressing	address	VERB
bracis-33582	206	13	the	the	DET
bracis-33582	206	14	specific	specific	ADJ
bracis-33582	206	15	linguistic	linguistic	ADJ
bracis-33582	206	16	and	and	CCONJ
bracis-33582	206	17	terminological	terminological	ADJ
bracis-33582	206	18	nuances	nuance	NOUN
bracis-33582	206	19	of	of	ADP
bracis-33582	206	20	brazilian	brazilian	ADJ
bracis-33582	206	21	portuguese	portuguese	NOUN
bracis-33582	206	22	and	and	CCONJ
bracis-33582	206	23	the	the	DET
bracis-33582	206	24	distinct	distinct	ADJ
bracis-33582	206	25	domains	domain	NOUN
bracis-33582	206	26	of	of	ADP
bracis-33582	206	27	legal	legal	ADJ
bracis-33582	206	28	and	and	CCONJ
bracis-33582	206	29	administrative	administrative	ADJ
bracis-33582	206	30	documents	document	NOUN
bracis-33582	206	31	.	.	PUNCT
bracis-33582	207	1	our	our	PRON
bracis-33582	207	2	comprehensive	comprehensive	ADJ
bracis-33582	207	3	pre	pre	ADJ
bracis-33582	207	4	-	-	ADJ
bracis-33582	207	5	training	training	ADJ
bracis-33582	207	6	approach	approach	NOUN
bracis-33582	207	7	,	,	PUNCT
bracis-33582	207	8	incorporating	incorporate	VERB
bracis-33582	207	9	diverse	diverse	ADJ
bracis-33582	207	10	governmental	governmental	ADJ
bracis-33582	207	11	texts	text	NOUN
bracis-33582	207	12	,	,	PUNCT
bracis-33582	207	13	ensures	ensure	VERB
bracis-33582	207	14	that	that	SCONJ
bracis-33582	207	15	govbert	govbert	NOUN
bracis-33582	207	16	-	-	PUNCT
bracis-33582	207	17	br	br	NOUN
bracis-33582	207	18	can	can	AUX
bracis-33582	207	19	handle	handle	VERB
bracis-33582	207	20	the	the	DET
bracis-33582	207	21	complexities	complexity	NOUN
bracis-33582	207	22	inherent	inherent	ADJ
bracis-33582	207	23	in	in	ADP
bracis-33582	207	24	public	public	ADJ
bracis-33582	207	25	administration	administration	NOUN
bracis-33582	207	26	tasks	task	NOUN
bracis-33582	207	27	more	more	ADV
bracis-33582	207	28	effectively	effectively	ADV
bracis-33582	207	29	than	than	ADP
bracis-33582	207	30	previously	previously	ADV
bracis-33582	207	31	available	available	ADJ
bracis-33582	207	32	models	model	NOUN
bracis-33582	207	33	.	.	PUNCT
bracis-33582	208	1	looking	look	VERB
bracis-33582	208	2	ahead	ahead	ADV
bracis-33582	208	3	,	,	PUNCT
bracis-33582	208	4	future	future	ADJ
bracis-33582	208	5	research	research	NOUN
bracis-33582	208	6	could	could	AUX
bracis-33582	208	7	explore	explore	VERB
bracis-33582	208	8	the	the	DET
bracis-33582	208	9	potential	potential	ADJ
bracis-33582	208	10	extensions	extension	NOUN
bracis-33582	208	11	and	and	CCONJ
bracis-33582	208	12	applications	application	NOUN
bracis-33582	208	13	of	of	ADP
bracis-33582	208	14	govbert	govbert	NOUN
bracis-33582	208	15	-	-	PUNCT
bracis-33582	208	16	br	br	NOUN
bracis-33582	208	17	in	in	ADP
bracis-33582	208	18	other	other	ADJ
bracis-33582	208	19	domains	domain	NOUN
bracis-33582	208	20	within	within	ADP
bracis-33582	208	21	the	the	DET
bracis-33582	208	22	brazilian	brazilian	ADJ
bracis-33582	208	23	governmental	governmental	ADJ
bracis-33582	208	24	landscape	landscape	NOUN
bracis-33582	208	25	.	.	PUNCT
bracis-33582	209	1	moreover	moreover	ADV
bracis-33582	209	2	,	,	PUNCT
bracis-33582	209	3	ongoing	ongoing	ADJ
bracis-33582	209	4	efforts	effort	NOUN
bracis-33582	209	5	to	to	PART
bracis-33582	209	6	refine	refine	VERB
bracis-33582	209	7	and	and	CCONJ
bracis-33582	209	8	optimize	optimize	VERB
bracis-33582	209	9	govbert	govbert	NOUN
bracis-33582	209	10	-	-	PUNCT
bracis-33582	209	11	br	br	NOUN
bracis-33582	209	12	’s	’s	PART
bracis-33582	209	13	performance	performance	NOUN
bracis-33582	209	14	could	could	AUX
bracis-33582	209	15	further	far	ADV
bracis-33582	209	16	enhance	enhance	VERB
bracis-33582	209	17	its	its	PRON
bracis-33582	209	18	utility	utility	NOUN
bracis-33582	209	19	and	and	CCONJ
bracis-33582	209	20	impact	impact	NOUN
bracis-33582	209	21	in	in	ADP
bracis-33582	209	22	real	real	ADJ
bracis-33582	209	23	-	-	PUNCT
bracis-33582	209	24	world	world	NOUN
bracis-33582	209	25	governmental	governmental	ADJ
bracis-33582	209	26	applications	application	NOUN
bracis-33582	209	27	.	.	PUNCT
bracis-33582	210	1	finally	finally	ADV
bracis-33582	210	2	,	,	PUNCT
bracis-33582	210	3	exploring	explore	VERB
bracis-33582	210	4	ways	way	NOUN
bracis-33582	210	5	to	to	PART
bracis-33582	210	6	integrate	integrate	VERB
bracis-33582	210	7	govbert	govbert	NOUN
bracis-33582	210	8	-	-	PUNCT
bracis-33582	210	9	br	br	NOUN
bracis-33582	210	10	with	with	ADP
bracis-33582	210	11	other	other	ADJ
bracis-33582	210	12	existing	exist	VERB
bracis-33582	210	13	nlp	nlp	NOUN
bracis-33582	210	14	models	model	NOUN
bracis-33582	210	15	or	or	CCONJ
bracis-33582	210	16	frameworks	framework	NOUN
bracis-33582	210	17	could	could	AUX
bracis-33582	210	18	lead	lead	VERB
bracis-33582	210	19	to	to	ADP
bracis-33582	210	20	synergistic	synergistic	ADJ
bracis-33582	210	21	effects	effect	NOUN
bracis-33582	210	22	,	,	PUNCT
bracis-33582	210	23	potentially	potentially	ADV
bracis-33582	210	24	improving	improve	VERB
bracis-33582	210	25	its	its	PRON
bracis-33582	210	26	overall	overall	ADJ
bracis-33582	210	27	performance	performance	NOUN
bracis-33582	210	28	and	and	CCONJ
bracis-33582	210	29	expanding	expand	VERB
bracis-33582	210	30	its	its	PRON
bracis-33582	210	31	capabilities	capability	NOUN
bracis-33582	210	32	in	in	ADP
bracis-33582	210	33	addressing	address	VERB
bracis-33582	210	34	complex	complex	ADJ
bracis-33582	210	35	governmental	governmental	ADJ
bracis-33582	210	36	challenges	challenge	NOUN
bracis-33582	210	37	.	.	PUNCT
bracis-33582	211	1	notes	note	VERB
bracis-33582	211	2	1.available	1.available	NUM
bracis-33582	211	3	at	at	ADP
bracis-33582	211	4	https://huggingface.co/dccmpmgfinalisticas/govbert-br	https://huggingface.co/dccmpmgfinalisticas/govbert-br	PROPN
bracis-33582	211	5	.	.	PUNCT
bracis-33582	212	1	2.https://dadosabertos.tce.mg.gov.br/.	2.https://dadosabertos.tce.mg.gov.br/.	NUM
bracis-33582	212	2	references	reference	NOUN
bracis-33582	212	3	al	al	PROPN
bracis-33582	212	4	-	-	PUNCT
bracis-33582	212	5	qurishi	qurishi	NOUN
bracis-33582	212	6	,	,	PUNCT
bracis-33582	212	7	m.	m.	NOUN
bracis-33582	212	8	,	,	PUNCT
bracis-33582	212	9	alqaseemi	alqaseemi	PROPN
bracis-33582	212	10	,	,	PUNCT
bracis-33582	212	11	s.	s.	PROPN
bracis-33582	212	12	,	,	PUNCT
bracis-33582	212	13	souissi	souissi	PROPN
bracis-33582	212	14	,	,	PUNCT
bracis-33582	212	15	r.	r.	PROPN
bracis-33582	212	16	:	:	PUNCT
bracis-33582	212	17	aralegal	aralegal	ADJ
bracis-33582	212	18	-	-	PUNCT
bracis-33582	212	19	bert	bert	PROPN
bracis-33582	212	20	:	:	PUNCT
bracis-33582	212	21	a	a	DET
bracis-33582	212	22	pretrained	pretraine	VERB
bracis-33582	212	23	language	language	NOUN
bracis-33582	212	24	model	model	NOUN
bracis-33582	212	25	for	for	ADP
bracis-33582	212	26	arabic	arabic	ADJ
bracis-33582	212	27	legal	legal	ADJ
bracis-33582	212	28	text	text	NOUN
bracis-33582	212	29	.	.	PUNCT
bracis-33582	213	1	in	in	ADP
bracis-33582	213	2	:	:	PUNCT
bracis-33582	213	3	nllp@emnlp	nllp@emnlp	ADP
bracis-33582	213	4	,	,	PUNCT
bracis-33582	213	5	pp	pp	ADJ
bracis-33582	213	6	.	.	PUNCT
bracis-33582	214	1	338–344	338–344	NUM
bracis-33582	214	2	.	.	PUNCT
bracis-33582	214	3	association	association	NOUN
bracis-33582	214	4	for	for	ADP
bracis-33582	214	5	computational	computational	ADJ
bracis-33582	214	6	linguistics	linguistic	NOUN
bracis-33582	214	7	(	(	PUNCT
bracis-33582	214	8	2022	2022	NUM
bracis-33582	214	9	)	)	PUNCT
bracis-33582	214	10	google	google	NOUN
bracis-33582	214	11	scholar	scholar	NOUN
bracis-33582	214	12	  	  	SPACE
bracis-33582	214	13	aragy	aragy	NOUN
bracis-33582	214	14	,	,	PUNCT
bracis-33582	214	15	r.	r.	PROPN
bracis-33582	214	16	,	,	PUNCT
bracis-33582	214	17	fernandes	fernandes	PROPN
bracis-33582	214	18	,	,	PUNCT
bracis-33582	214	19	e.r	e.r	PROPN
bracis-33582	214	20	.	.	PROPN
bracis-33582	214	21	,	,	PUNCT
bracis-33582	214	22	caceres	caceres	PROPN
bracis-33582	214	23	,	,	PUNCT
bracis-33582	214	24	e.n	e.n	PROPN
bracis-33582	214	25	.	.	PROPN
bracis-33582	214	26	:	:	PUNCT
bracis-33582	214	27	rhetorical	rhetorical	ADJ
bracis-33582	214	28	role	role	NOUN
bracis-33582	214	29	identification	identification	NOUN
bracis-33582	214	30	for	for	ADP
bracis-33582	214	31	portuguese	portuguese	ADJ
bracis-33582	214	32	legal	legal	ADJ
bracis-33582	214	33	documents	document	NOUN
bracis-33582	214	34	.	.	PUNCT
bracis-33582	215	1	in	in	ADP
bracis-33582	215	2	:	:	PUNCT
bracis-33582	215	3	britto	britto	PROPN
bracis-33582	215	4	,	,	PUNCT
bracis-33582	215	5	a.	a.	PROPN
bracis-33582	215	6	,	,	PUNCT
bracis-33582	215	7	valdivia	valdivia	PROPN
bracis-33582	215	8	delgado	delgado	PROPN
bracis-33582	215	9	,	,	PUNCT
bracis-33582	215	10	k.	k.	PROPN
bracis-33582	215	11	(	(	PUNCT
bracis-33582	215	12	eds	eds	PROPN
bracis-33582	215	13	.	.	PUNCT
bracis-33582	215	14	)	)	PUNCT
bracis-33582	215	15	bracis	bracis	PROPN
bracis-33582	215	16	2021	2021	NUM
bracis-33582	215	17	.	.	PUNCT
bracis-33582	216	1	lncs	lncs	PROPN
bracis-33582	216	2	(	(	PUNCT
bracis-33582	216	3	lnai	lnai	ADJ
bracis-33582	216	4	)	)	PUNCT
bracis-33582	216	5	,	,	PUNCT
bracis-33582	216	6	vol	vol	NOUN
bracis-33582	216	7	.	.	PROPN
bracis-33582	216	8	13074	13074	NUM
bracis-33582	216	9	,	,	PUNCT
bracis-33582	216	10	pp	pp	X
bracis-33582	216	11	.	.	PUNCT
bracis-33582	217	1	557–571	557–571	NUM
bracis-33582	217	2	.	.	PUNCT
bracis-33582	217	3	springer	springer	NOUN
bracis-33582	217	4	,	,	PUNCT
bracis-33582	217	5	cham	cham	PROPN
bracis-33582	217	6	(	(	PUNCT
bracis-33582	217	7	2021	2021	NUM
bracis-33582	217	8	)	)	PUNCT
bracis-33582	217	9	.	.	PUNCT
bracis-33582	218	1	https://doi.org/10.1007/978-3-030-91699-2_38	https://doi.org/10.1007/978-3-030-91699-2_38	PROPN
bracis-33582	218	2	chapter	chapter	NOUN
bracis-33582	218	3	  	  	SPACE
bracis-33582	218	4	google	google	PROPN
bracis-33582	218	5	scholar	scholar	NOUN
bracis-33582	218	6	  	  	SPACE
bracis-33582	218	7	bogdanovic	bogdanovic	ADJ
bracis-33582	218	8	,	,	PUNCT
bracis-33582	218	9	m.	m.	NOUN
bracis-33582	218	10	,	,	PUNCT
bracis-33582	218	11	kocic	kocic	PROPN
bracis-33582	218	12	,	,	PUNCT
bracis-33582	218	13	j.	j.	PROPN
bracis-33582	218	14	,	,	PUNCT
bracis-33582	218	15	stoimenov	stoimenov	PROPN
bracis-33582	218	16	,	,	PUNCT
bracis-33582	218	17	l.	l.	PROPN
bracis-33582	218	18	:	:	PUNCT
bracis-33582	218	19	srberta	srberta	PROPN
bracis-33582	218	20	a	a	DET
bracis-33582	218	21	transformer	transformer	NOUN
bracis-33582	218	22	language	language	NOUN
bracis-33582	218	23	model	model	NOUN
bracis-33582	218	24	for	for	ADP
bracis-33582	218	25	serbian	serbian	ADJ
bracis-33582	218	26	cyrillic	cyrillic	ADJ
bracis-33582	218	27	legal	legal	ADJ
bracis-33582	218	28	texts	text	NOUN
bracis-33582	218	29	.	.	PUNCT
bracis-33582	219	1	information	information	NOUN
bracis-33582	219	2	15(2	15(2	NUM
bracis-33582	219	3	)	)	PUNCT
bracis-33582	219	4	,	,	PUNCT
bracis-33582	219	5	74	74	NUM
bracis-33582	219	6	(	(	PUNCT
bracis-33582	219	7	2024	2024	NUM
bracis-33582	219	8	)	)	PUNCT
bracis-33582	219	9	article	article	NOUN
bracis-33582	219	10	  	  	SPACE
bracis-33582	219	11	google	google	PROPN
bracis-33582	219	12	scholar	scholar	NOUN
bracis-33582	219	13	  	  	SPACE
bracis-33582	219	14	brandão	brandão	NOUN
bracis-33582	219	15	,	,	PUNCT
bracis-33582	220	1	m.a	m.a	PROPN
bracis-33582	220	2	.	.	PROPN
bracis-33582	220	3	,	,	PUNCT
bracis-33582	220	4	et	et	PROPN
bracis-33582	220	5	 	 	SPACE
bracis-33582	220	6	al	al	PROPN
bracis-33582	220	7	.	.	PROPN
bracis-33582	220	8	:	:	PUNCT
bracis-33582	221	1	plus	plus	CCONJ
bracis-33582	221	2	:	:	PUNCT
bracis-33582	221	3	a	a	DET
bracis-33582	221	4	semi	semi	ADJ
bracis-33582	221	5	-	-	ADJ
bracis-33582	221	6	automated	automated	ADJ
bracis-33582	221	7	pipeline	pipeline	NOUN
bracis-33582	221	8	for	for	ADP
bracis-33582	221	9	fraud	fraud	NOUN
bracis-33582	221	10	detection	detection	NOUN
bracis-33582	221	11	in	in	ADP
bracis-33582	221	12	public	public	ADJ
bracis-33582	221	13	bids	bid	NOUN
bracis-33582	221	14	.	.	PUNCT
bracis-33582	222	1	digit	digit	PROPN
bracis-33582	222	2	.	.	PUNCT
bracis-33582	223	1	gov	gov	PROPN
bracis-33582	223	2	.	.	PROPN
bracis-33582	223	3	res	res	PROPN
bracis-33582	223	4	.	.	PROPN
bracis-33582	223	5	pract	pract	PROPN
bracis-33582	223	6	.	.	PUNCT
bracis-33582	224	1	5(1	5(1	NUM
bracis-33582	224	2	)	)	PUNCT
bracis-33582	224	3	,	,	PUNCT
bracis-33582	224	4	5:1–5:16	5:1–5:16	NUM
bracis-33582	224	5	(	(	PUNCT
bracis-33582	224	6	2024	2024	NUM
bracis-33582	224	7	)	)	PUNCT
bracis-33582	224	8	.	.	PUNCT
bracis-33582	225	1	https://doi.org/10.1145/3616396	https://doi.org/10.1145/3616396	PROPN
bracis-33582	225	2	constantino	constantino	PROPN
bracis-33582	225	3	,	,	PUNCT
bracis-33582	225	4	k.	k.	PROPN
bracis-33582	225	5	,	,	PUNCT
bracis-33582	225	6	et	et	PROPN
bracis-33582	225	7	 	 	SPACE
bracis-33582	225	8	al	al	PROPN
bracis-33582	225	9	.	.	PROPN
bracis-33582	225	10	:	:	PUNCT
bracis-33582	226	1	segmentação	segmentação	PROPN
bracis-33582	226	2	e	e	PROPN
bracis-33582	226	3	classificação	classificação	PROPN
bracis-33582	226	4	semântica	semântica	PROPN
bracis-33582	226	5	de	de	PROPN
bracis-33582	226	6	trechos	trechos	PROPN
bracis-33582	226	7	de	de	PROPN
bracis-33582	226	8	diários	diários	PROPN
bracis-33582	226	9	oficiais	oficiais	PROPN
bracis-33582	226	10	usando	usando	PROPN
bracis-33582	226	11	aprendizado	aprendizado	PROPN
bracis-33582	226	12	ativo	ativo	PROPN
bracis-33582	226	13	.	.	PUNCT
bracis-33582	227	1	in	in	ADP
bracis-33582	227	2	:	:	PUNCT
bracis-33582	227	3	sbbd	sbbd	NOUN
bracis-33582	227	4	,	,	PUNCT
bracis-33582	227	5	pp	pp	ADJ
bracis-33582	227	6	.	.	PUNCT
bracis-33582	228	1	304–316	304–316	NUM
bracis-33582	228	2	.	.	PUNCT
bracis-33582	229	1	sbc	sbc	NOUN
bracis-33582	229	2	(	(	PUNCT
bracis-33582	229	3	2022).https://doi.org/10.5753	2022).https://doi.org/10.5753	NUM
bracis-33582	229	4	/	/	SYM
bracis-33582	229	5	sbbd.2022.224656	sbbd.2022.224656	NOUN
bracis-33582	229	6	devlin	devlin	NOUN
bracis-33582	229	7	,	,	PUNCT
bracis-33582	229	8	j.	j.	PROPN
bracis-33582	229	9	,	,	PUNCT
bracis-33582	229	10	chang	chang	PROPN
bracis-33582	229	11	,	,	PUNCT
bracis-33582	229	12	m.	m.	PROPN
bracis-33582	229	13	,	,	PUNCT
bracis-33582	229	14	lee	lee	PROPN
bracis-33582	229	15	,	,	PUNCT
bracis-33582	229	16	k.	k.	PROPN
bracis-33582	229	17	,	,	PUNCT
bracis-33582	229	18	toutanova	toutanova	PROPN
bracis-33582	229	19	,	,	PUNCT
bracis-33582	229	20	k.	k.	PROPN
bracis-33582	229	21	:	:	PUNCT
bracis-33582	229	22	bert	bert	PROPN
bracis-33582	229	23	:	:	PUNCT
bracis-33582	229	24	pre	pre	ADJ
bracis-33582	229	25	-	-	NOUN
bracis-33582	229	26	training	training	NOUN
bracis-33582	229	27	of	of	ADP
bracis-33582	229	28	deep	deep	ADJ
bracis-33582	229	29	bidirectional	bidirectional	ADJ
bracis-33582	229	30	transformers	transformer	NOUN
bracis-33582	229	31	for	for	ADP
bracis-33582	229	32	language	language	NOUN
bracis-33582	229	33	understanding	understanding	NOUN
bracis-33582	229	34	.	.	PUNCT
bracis-33582	230	1	in	in	ADP
bracis-33582	230	2	:	:	PUNCT
bracis-33582	230	3	naacl	naacl	PROPN
bracis-33582	230	4	-	-	PUNCT
bracis-33582	230	5	hlt	hlt	PROPN
bracis-33582	230	6	,	,	PUNCT
bracis-33582	230	7	pp	pp	X
bracis-33582	230	8	.	.	PUNCT
bracis-33582	231	1	4171–4186	4171–4186	NUM
bracis-33582	231	2	.	.	PUNCT
bracis-33582	232	1	association	association	NOUN
bracis-33582	232	2	for	for	ADP
bracis-33582	232	3	computational	computational	ADJ
bracis-33582	232	4	linguistics	linguistic	NOUN
bracis-33582	232	5	(	(	PUNCT
bracis-33582	232	6	2019).https://doi.org/10.18653	2019).https://doi.org/10.18653	NUM
bracis-33582	232	7	/	/	SYM
bracis-33582	232	8	v1	v1	NOUN
bracis-33582	232	9	/	/	SYM
bracis-33582	232	10	n19	n19	NOUN
bracis-33582	232	11	-	-	PUNCT
bracis-33582	232	12	1423	1423	NUM
bracis-33582	232	13	gao	gao	PROPN
bracis-33582	232	14	,	,	PUNCT
bracis-33582	232	15	s.	s.	PROPN
bracis-33582	232	16	,	,	PUNCT
bracis-33582	232	17	gao	gao	PROPN
bracis-33582	232	18	,	,	PUNCT
bracis-33582	232	19	l.	l.	PROPN
bracis-33582	232	20	,	,	PUNCT
bracis-33582	232	21	li	li	PROPN
bracis-33582	232	22	,	,	PUNCT
bracis-33582	232	23	q.	q.	PROPN
bracis-33582	232	24	,	,	PUNCT
bracis-33582	232	25	xu	xu	PROPN
bracis-33582	232	26	,	,	PUNCT
bracis-33582	232	27	j.	j.	PROPN
bracis-33582	232	28	:	:	PUNCT
bracis-33582	232	29	application	application	NOUN
bracis-33582	232	30	of	of	ADP
bracis-33582	232	31	large	large	ADJ
bracis-33582	232	32	language	language	NOUN
bracis-33582	232	33	model	model	NOUN
bracis-33582	232	34	in	in	ADP
bracis-33582	232	35	intelligent	intelligent	ADJ
bracis-33582	232	36	q	q	NOUN
bracis-33582	232	37	&	&	CCONJ
bracis-33582	232	38	a	a	PRON
bracis-33582	232	39	of	of	ADP
bracis-33582	232	40	digital	digital	ADJ
bracis-33582	232	41	government	government	NOUN
bracis-33582	232	42	.	.	PUNCT
bracis-33582	233	1	in	in	ADP
bracis-33582	233	2	:	:	PUNCT
bracis-33582	233	3	cncit	cncit	ADJ
bracis-33582	233	4	,	,	PUNCT
bracis-33582	233	5	pp	pp	ADJ
bracis-33582	233	6	.	.	PUNCT
bracis-33582	233	7	24–27	24–27	NUM
bracis-33582	233	8	.	.	X
bracis-33582	233	9	acm	acm	PROPN
bracis-33582	233	10	(	(	PUNCT
bracis-33582	233	11	2023	2023	NUM
bracis-33582	233	12	)	)	PUNCT
bracis-33582	233	13	google	google	NOUN
bracis-33582	233	14	scholar	scholar	NOUN
bracis-33582	233	15	  	  	SPACE
bracis-33582	233	16	garcia	garcia	PROPN
bracis-33582	233	17	,	,	PUNCT
bracis-33582	233	18	e.a.s	e.a.s	PROPN
bracis-33582	233	19	.	.	PROPN
bracis-33582	233	20	,	,	PUNCT
bracis-33582	233	21	et	et	PROPN
bracis-33582	233	22	al	al	PROPN
bracis-33582	233	23	.	.	PUNCT
bracis-33582	233	24	:	:	PUNCT
bracis-33582	234	1	robertalexpt	robertalexpt	NOUN
bracis-33582	234	2	:	:	PUNCT
bracis-33582	234	3	a	a	DET
bracis-33582	234	4	legal	legal	ADJ
bracis-33582	234	5	roberta	roberta	PROPN
bracis-33582	234	6	model	model	NOUN
bracis-33582	234	7	pretrained	pretraine	VERB
bracis-33582	234	8	with	with	ADP
bracis-33582	234	9	deduplication	deduplication	NOUN
bracis-33582	234	10	for	for	ADP
bracis-33582	234	11	portuguese	portuguese	PROPN
bracis-33582	234	12	.	.	PUNCT
bracis-33582	235	1	in	in	ADP
bracis-33582	235	2	:	:	PUNCT
bracis-33582	235	3	propor	propor	ADJ
bracis-33582	235	4	,	,	PUNCT
bracis-33582	235	5	pp	pp	ADJ
bracis-33582	235	6	.	.	PUNCT
bracis-33582	236	1	374–383	374–383	NUM
bracis-33582	236	2	.	.	PUNCT
bracis-33582	237	1	acl	acl	PROPN
bracis-33582	237	2	(	(	PUNCT
bracis-33582	237	3	2024	2024	NUM
bracis-33582	237	4	)	)	PUNCT
bracis-33582	237	5	google	google	PROPN
bracis-33582	237	6	scholar	scholar	NOUN
bracis-33582	237	7	  	  	SPACE
bracis-33582	237	8	han	han	PROPN
bracis-33582	237	9	,	,	PUNCT
bracis-33582	237	10	j.	j.	PROPN
bracis-33582	237	11	,	,	PUNCT
bracis-33582	237	12	lu	lu	PROPN
bracis-33582	237	13	,	,	PUNCT
bracis-33582	237	14	j.	j.	PROPN
bracis-33582	237	15	,	,	PUNCT
bracis-33582	237	16	xu	xu	PROPN
bracis-33582	237	17	,	,	PUNCT
bracis-33582	237	18	y.	y.	PROPN
bracis-33582	237	19	,	,	PUNCT
bracis-33582	237	20	you	you	PRON
bracis-33582	237	21	,	,	PUNCT
bracis-33582	237	22	j.	j.	PROPN
bracis-33582	237	23	,	,	PUNCT
bracis-33582	237	24	wu	wu	PROPN
bracis-33582	237	25	,	,	PUNCT
bracis-33582	237	26	b.	b.	PROPN
bracis-33582	237	27	:	:	PUNCT
bracis-33582	238	1	intelligent	intelligent	ADJ
bracis-33582	238	2	practices	practice	NOUN
bracis-33582	238	3	of	of	ADP
bracis-33582	238	4	large	large	ADJ
bracis-33582	238	5	language	language	NOUN
bracis-33582	238	6	models	model	NOUN
bracis-33582	238	7	in	in	ADP
bracis-33582	238	8	digital	digital	ADJ
bracis-33582	238	9	government	government	NOUN
bracis-33582	238	10	services	service	NOUN
bracis-33582	238	11	.	.	PUNCT
bracis-33582	239	1	ieee	ieee	NOUN
bracis-33582	239	2	access	access	NOUN
bracis-33582	239	3	12	12	NUM
bracis-33582	239	4	,	,	PUNCT
bracis-33582	239	5	8633–8640	8633–8640	NUM
bracis-33582	239	6	(	(	PUNCT
bracis-33582	239	7	2024	2024	NUM
bracis-33582	239	8	)	)	PUNCT
bracis-33582	239	9	article	article	NOUN
bracis-33582	239	10	  	  	SPACE
bracis-33582	239	11	math	math	NOUN
bracis-33582	239	12	  	  	SPACE
bracis-33582	239	13	google	google	PROPN
bracis-33582	239	14	scholar	scholar	NOUN
bracis-33582	239	15	  	  	SPACE
bracis-33582	239	16	hott	hott	NOUN
bracis-33582	239	17	,	,	PUNCT
bracis-33582	239	18	h.r	h.r	PROPN
bracis-33582	239	19	.	.	PROPN
bracis-33582	239	20	,	,	PUNCT
bracis-33582	239	21	silva	silva	PROPN
bracis-33582	239	22	,	,	PUNCT
bracis-33582	239	23	m.o	m.o	PROPN
bracis-33582	239	24	.	.	PROPN
bracis-33582	239	25	,	,	PUNCT
bracis-33582	239	26	oliveira	oliveira	PROPN
bracis-33582	239	27	,	,	PUNCT
bracis-33582	239	28	g.p	g.p	PROPN
bracis-33582	239	29	.	.	PROPN
bracis-33582	239	30	,	,	PUNCT
bracis-33582	239	31	brandão	brandão	PROPN
bracis-33582	239	32	,	,	PUNCT
bracis-33582	239	33	m.a	m.a	PROPN
bracis-33582	239	34	.	.	PROPN
bracis-33582	239	35	,	,	PUNCT
bracis-33582	239	36	lacerda	lacerda	PROPN
bracis-33582	239	37	,	,	PUNCT
bracis-33582	239	38	a.	a.	PROPN
bracis-33582	239	39	,	,	PUNCT
bracis-33582	239	40	pappa	pappa	NOUN
bracis-33582	239	41	,	,	PUNCT
bracis-33582	239	42	g.l	g.l	PROPN
bracis-33582	239	43	.	.	PROPN
bracis-33582	239	44	:	:	PUNCT
bracis-33582	239	45	evaluating	evaluate	VERB
bracis-33582	239	46	contextualized	contextualized	ADJ
bracis-33582	239	47	embeddings	embedding	NOUN
bracis-33582	239	48	for	for	ADP
bracis-33582	239	49	topic	topic	NOUN
bracis-33582	239	50	modeling	modeling	NOUN
bracis-33582	239	51	in	in	ADP
bracis-33582	239	52	public	public	ADJ
bracis-33582	239	53	bidding	bidding	NOUN
bracis-33582	239	54	domain	domain	NOUN
bracis-33582	239	55	.	.	PUNCT
bracis-33582	240	1	in	in	ADP
bracis-33582	240	2	:	:	PUNCT
bracis-33582	240	3	bracis	bracis	PROPN
bracis-33582	240	4	.	.	PUNCT
bracis-33582	241	1	lncs	lncs	PROPN
bracis-33582	241	2	,	,	PUNCT
bracis-33582	241	3	vol	vol	NOUN
bracis-33582	241	4	.	.	PROPN
bracis-33582	241	5	14197	14197	NUM
bracis-33582	241	6	,	,	PUNCT
bracis-33582	241	7	pp	pp	ADV
bracis-33582	241	8	.	.	PUNCT
bracis-33582	242	1	410–426	410–426	NUM
bracis-33582	242	2	.	.	PUNCT
bracis-33582	242	3	springer	springer	NOUN
bracis-33582	242	4	,	,	PUNCT
bracis-33582	242	5	cham	cham	PROPN
bracis-33582	242	6	(	(	PUNCT
bracis-33582	242	7	2023	2023	NUM
bracis-33582	242	8	)	)	PUNCT
bracis-33582	242	9	.	.	PUNCT
bracis-33582	243	1	https://doi.org/10.1007/978-3-031-45392-2_27	https://doi.org/10.1007/978-3-031-45392-2_27	PROPN
bracis-33582	243	2	licari	licari	PROPN
bracis-33582	243	3	,	,	PUNCT
bracis-33582	243	4	d.	d.	PROPN
bracis-33582	243	5	,	,	PUNCT
bracis-33582	243	6	comandé	comandé	PROPN
bracis-33582	243	7	,	,	PUNCT
bracis-33582	243	8	g.	g.	NOUN
bracis-33582	243	9	:	:	PUNCT
bracis-33582	243	10	italian	italian	ADJ
bracis-33582	243	11	-	-	PUNCT
bracis-33582	243	12	legal	legal	ADJ
bracis-33582	243	13	-	-	PUNCT
bracis-33582	243	14	bert	bert	NOUN
bracis-33582	243	15	models	model	NOUN
bracis-33582	243	16	for	for	ADP
bracis-33582	243	17	improving	improve	VERB
bracis-33582	243	18	natural	natural	ADJ
bracis-33582	243	19	language	language	NOUN
bracis-33582	243	20	processing	processing	NOUN
bracis-33582	243	21	tasks	task	NOUN
bracis-33582	243	22	in	in	ADP
bracis-33582	243	23	the	the	DET
bracis-33582	243	24	italian	italian	ADJ
bracis-33582	243	25	legal	legal	ADJ
bracis-33582	243	26	domain	domain	NOUN
bracis-33582	243	27	.	.	PUNCT
bracis-33582	244	1	comput	comput	NOUN
bracis-33582	244	2	.	.	PUNCT
bracis-33582	245	1	law	law	NOUN
bracis-33582	245	2	secur	secur	NOUN
bracis-33582	245	3	.	.	PUNCT
bracis-33582	246	1	rev	rev	PROPN
bracis-33582	246	2	.	.	PROPN
bracis-33582	246	3	52	52	NUM
bracis-33582	246	4	,	,	PUNCT
bracis-33582	246	5	105908	105908	NUM
bracis-33582	246	6	(	(	PUNCT
bracis-33582	246	7	2024	2024	NUM
bracis-33582	246	8	)	)	PUNCT
bracis-33582	246	9	article	article	NOUN
bracis-33582	246	10	  	  	SPACE
bracis-33582	246	11	math	math	NOUN
bracis-33582	246	12	  	  	SPACE
bracis-33582	246	13	google	google	PROPN
bracis-33582	246	14	scholar	scholar	NOUN
bracis-33582	246	15	  	  	SPACE
bracis-33582	246	16	lins	lin	NOUN
bracis-33582	246	17	,	,	PUNCT
bracis-33582	246	18	a.a	a.a	PROPN
bracis-33582	246	19	.	.	PROPN
bracis-33582	246	20	,	,	PUNCT
bracis-33582	246	21	carvalho	carvalho	PROPN
bracis-33582	246	22	,	,	PUNCT
bracis-33582	246	23	c.s	c.s	PROPN
bracis-33582	246	24	.	.	PROPN
bracis-33582	246	25	,	,	PUNCT
bracis-33582	246	26	das	das	PROPN
bracis-33582	246	27	chagas	chagas	PROPN
bracis-33582	246	28	jucá	jucá	PROPN
bracis-33582	246	29	 	 	SPACE
bracis-33582	246	30	bomfim	bomfim	NOUN
bracis-33582	246	31	,	,	PUNCT
bracis-33582	246	32	f.	f.	PROPN
bracis-33582	246	33	,	,	PUNCT
bracis-33582	246	34	de	de	NOUN
bracis-33582	246	35	 	 	SPACE
bracis-33582	246	36	carvalho	carvalho	NOUN
bracis-33582	246	37	 	 	SPACE
bracis-33582	246	38	bentes	bente	NOUN
bracis-33582	246	39	,	,	PUNCT
bracis-33582	246	40	d.	d.	PROPN
bracis-33582	246	41	,	,	PUNCT
bracis-33582	246	42	pinheiro	pinheiro	PROPN
bracis-33582	246	43	,	,	PUNCT
bracis-33582	246	44	v.	v.	ADV
bracis-33582	246	45	:	:	PUNCT
bracis-33582	246	46	clsjur.br	clsjur.br	X
bracis-33582	246	47	a	a	DET
bracis-33582	246	48	model	model	NOUN
bracis-33582	246	49	for	for	ADP
bracis-33582	246	50	abstractive	abstractive	ADJ
bracis-33582	246	51	summarization	summarization	NOUN
bracis-33582	246	52	of	of	ADP
bracis-33582	246	53	legal	legal	ADJ
bracis-33582	246	54	documents	document	NOUN
bracis-33582	246	55	in	in	ADP
bracis-33582	246	56	portuguese	portuguese	ADJ
bracis-33582	246	57	language	language	NOUN
bracis-33582	246	58	based	base	VERB
bracis-33582	246	59	on	on	ADP
bracis-33582	246	60	contrastive	contrastive	ADJ
bracis-33582	246	61	learning	learning	NOUN
bracis-33582	246	62	.	.	PUNCT
bracis-33582	247	1	in	in	ADP
bracis-33582	247	2	:	:	PUNCT
bracis-33582	247	3	propor	propor	ADJ
bracis-33582	247	4	,	,	PUNCT
bracis-33582	247	5	pp	pp	ADJ
bracis-33582	247	6	.	.	PUNCT
bracis-33582	248	1	321–331	321–331	NUM
bracis-33582	248	2	.	.	PUNCT
bracis-33582	249	1	acl	acl	PROPN
bracis-33582	249	2	(	(	PUNCT
bracis-33582	249	3	2024	2024	NUM
bracis-33582	249	4	)	)	PUNCT
bracis-33582	249	5	google	google	NOUN
bracis-33582	249	6	scholar	scholar	NOUN
bracis-33582	249	7	  	  	SPACE
bracis-33582	249	8	luz	luz	PROPN
bracis-33582	249	9	de	de	PROPN
bracis-33582	249	10	araujo	araujo	PROPN
bracis-33582	249	11	,	,	PUNCT
bracis-33582	249	12	p.h	p.h	PROPN
bracis-33582	249	13	.	.	PROPN
bracis-33582	249	14	,	,	PUNCT
bracis-33582	249	15	de	de	PROPN
bracis-33582	249	16	 	 	SPACE
bracis-33582	249	17	campos	campos	PROPN
bracis-33582	249	18	,	,	PUNCT
bracis-33582	249	19	t.e	t.e	PROPN
bracis-33582	249	20	.	.	PROPN
bracis-33582	249	21	,	,	PUNCT
bracis-33582	249	22	braz	braz	PROPN
bracis-33582	249	23	,	,	PUNCT
bracis-33582	249	24	f.a	f.a	PROPN
bracis-33582	249	25	.	.	PROPN
bracis-33582	249	26	,	,	PUNCT
bracis-33582	249	27	da	da	PROPN
bracis-33582	249	28	 	 	SPACE
bracis-33582	249	29	silva	silva	PROPN
bracis-33582	249	30	,	,	PUNCT
bracis-33582	249	31	n.c	n.c	PROPN
bracis-33582	249	32	.	.	PROPN
bracis-33582	249	33	:	:	PUNCT
bracis-33582	249	34	victor	victor	NOUN
bracis-33582	249	35	:	:	PUNCT
bracis-33582	249	36	a	a	DET
bracis-33582	249	37	dataset	dataset	NOUN
bracis-33582	249	38	for	for	ADP
bracis-33582	249	39	brazilian	brazilian	ADJ
bracis-33582	249	40	legal	legal	ADJ
bracis-33582	249	41	documents	document	NOUN
bracis-33582	249	42	classification	classification	NOUN
bracis-33582	249	43	.	.	PUNCT
bracis-33582	250	1	in	in	ADP
bracis-33582	250	2	:	:	PUNCT
bracis-33582	250	3	lrec	lrec	PROPN
bracis-33582	250	4	,	,	PUNCT
bracis-33582	250	5	pp	pp	ADV
bracis-33582	250	6	.	.	PUNCT
bracis-33582	250	7	1449–1458	1449–1458	NUM
bracis-33582	250	8	.	.	PUNCT
bracis-33582	251	1	elra	elra	ADV
bracis-33582	251	2	(	(	PUNCT
bracis-33582	251	3	2020	2020	NUM
bracis-33582	251	4	)	)	PUNCT
bracis-33582	251	5	google	google	NOUN
bracis-33582	251	6	scholar	scholar	NOUN
bracis-33582	251	7	  	  	SPACE
bracis-33582	251	8	mamalis	mamali	NOUN
bracis-33582	251	9	,	,	PUNCT
bracis-33582	251	10	m.e	m.e	PROPN
bracis-33582	251	11	.	.	PROPN
bracis-33582	251	12	,	,	PUNCT
bracis-33582	251	13	kalampokis	kalampokis	PROPN
bracis-33582	251	14	,	,	PUNCT
bracis-33582	251	15	e.	e.	PROPN
bracis-33582	251	16	,	,	PUNCT
bracis-33582	251	17	karamanou	karamanou	PROPN
bracis-33582	251	18	,	,	PUNCT
bracis-33582	251	19	a.	a.	NOUN
bracis-33582	251	20	,	,	PUNCT
bracis-33582	251	21	brimos	brimos	PROPN
bracis-33582	251	22	,	,	PUNCT
bracis-33582	251	23	p.	p.	NOUN
bracis-33582	251	24	,	,	PUNCT
bracis-33582	251	25	tarabanis	tarabanis	PROPN
bracis-33582	251	26	,	,	PUNCT
bracis-33582	251	27	k.a	k.a	PROPN
bracis-33582	251	28	.	.	PROPN
bracis-33582	251	29	:	:	PUNCT
bracis-33582	251	30	can	can	AUX
bracis-33582	251	31	large	large	ADJ
bracis-33582	251	32	language	language	NOUN
bracis-33582	251	33	models	model	NOUN
bracis-33582	251	34	revolutionalize	revolutionalize	VERB
bracis-33582	251	35	open	open	ADJ
bracis-33582	251	36	government	government	NOUN
bracis-33582	251	37	data	datum	NOUN
bracis-33582	251	38	portals	portal	NOUN
bracis-33582	251	39	?	?	PUNCT
bracis-33582	252	1	a	a	DET
bracis-33582	252	2	case	case	NOUN
bracis-33582	252	3	of	of	ADP
bracis-33582	252	4	using	use	VERB
bracis-33582	252	5	chatgpt	chatgpt	NOUN
bracis-33582	252	6	in	in	ADP
bracis-33582	252	7	statistics.gov.scot	statistics.gov.scot	PROPN
bracis-33582	252	8	.	.	PUNCT
bracis-33582	253	1	in	in	ADP
bracis-33582	253	2	:	:	PUNCT
bracis-33582	253	3	pci	pci	ADJ
bracis-33582	253	4	,	,	PUNCT
bracis-33582	253	5	pp	pp	ADJ
bracis-33582	253	6	.	.	PUNCT
bracis-33582	254	1	53–59	53–59	NUM
bracis-33582	254	2	.	.	PUNCT
bracis-33582	254	3	acm	acm	PROPN
bracis-33582	254	4	(	(	PUNCT
bracis-33582	254	5	2023	2023	NUM
bracis-33582	254	6	)	)	PUNCT
bracis-33582	254	7	google	google	PROPN
bracis-33582	254	8	scholar	scholar	NOUN
bracis-33582	254	9	  	  	SPACE
bracis-33582	254	10	miyazaki	miyazaki	PROPN
bracis-33582	254	11	,	,	PUNCT
bracis-33582	254	12	k.	k.	PROPN
bracis-33582	254	13	,	,	PUNCT
bracis-33582	254	14	yamada	yamada	PROPN
bracis-33582	254	15	,	,	PUNCT
bracis-33582	254	16	h.	h.	PROPN
bracis-33582	254	17	,	,	PUNCT
bracis-33582	254	18	tokunaga	tokunaga	NOUN
bracis-33582	254	19	,	,	PUNCT
bracis-33582	254	20	t.	t.	PROPN
bracis-33582	254	21	:	:	PUNCT
bracis-33582	254	22	cross	cross	ADJ
bracis-33582	254	23	-	-	ADJ
bracis-33582	254	24	domain	domain	ADJ
bracis-33582	254	25	analysis	analysis	NOUN
bracis-33582	254	26	on	on	ADP
bracis-33582	254	27	japanese	japanese	ADJ
bracis-33582	254	28	legal	legal	ADJ
bracis-33582	254	29	pretrained	pretraine	VERB
bracis-33582	254	30	language	language	NOUN
bracis-33582	254	31	models	model	NOUN
bracis-33582	254	32	.	.	PUNCT
bracis-33582	255	1	in	in	ADP
bracis-33582	255	2	:	:	PUNCT
bracis-33582	255	3	aacl	aacl	PROPN
bracis-33582	255	4	/	/	SYM
bracis-33582	255	5	ijcnlp	ijcnlp	PROPN
bracis-33582	255	6	(	(	PUNCT
bracis-33582	255	7	findings	finding	NOUN
bracis-33582	255	8	)	)	PUNCT
bracis-33582	255	9	,	,	PUNCT
bracis-33582	255	10	pp	pp	ADJ
bracis-33582	255	11	.	.	PUNCT
bracis-33582	256	1	274–281	274–281	NUM
bracis-33582	256	2	.	.	PUNCT
bracis-33582	256	3	association	association	NOUN
bracis-33582	256	4	for	for	ADP
bracis-33582	256	5	computational	computational	ADJ
bracis-33582	256	6	linguistics	linguistic	NOUN
bracis-33582	256	7	(	(	PUNCT
bracis-33582	256	8	2022	2022	NUM
bracis-33582	256	9	)	)	PUNCT
bracis-33582	256	10	google	google	PROPN
bracis-33582	256	11	scholar	scholar	NOUN
bracis-33582	256	12	  	  	SPACE
bracis-33582	256	13	polo	polo	NOUN
bracis-33582	256	14	,	,	PUNCT
bracis-33582	256	15	f.m	f.m	PROPN
bracis-33582	256	16	.	.	PROPN
bracis-33582	256	17	,	,	PUNCT
bracis-33582	256	18	ciochetti	ciochetti	NOUN
bracis-33582	256	19	,	,	PUNCT
bracis-33582	256	20	i.	i.	NOUN
bracis-33582	256	21	,	,	PUNCT
bracis-33582	256	22	bertolo	bertolo	PROPN
bracis-33582	256	23	,	,	PUNCT
bracis-33582	256	24	e.	e.	PROPN
bracis-33582	256	25	:	:	PUNCT
bracis-33582	256	26	predicting	predict	VERB
bracis-33582	256	27	legal	legal	ADJ
bracis-33582	256	28	proceedings	proceeding	NOUN
bracis-33582	256	29	status	status	NOUN
bracis-33582	256	30	:	:	PUNCT
bracis-33582	256	31	approaches	approach	NOUN
bracis-33582	256	32	based	base	VERB
bracis-33582	256	33	on	on	ADP
bracis-33582	256	34	sequential	sequential	ADJ
bracis-33582	256	35	text	text	NOUN
bracis-33582	256	36	data	datum	NOUN
bracis-33582	256	37	.	.	PUNCT
bracis-33582	257	1	in	in	ADP
bracis-33582	257	2	:	:	PUNCT
bracis-33582	257	3	icail	icail	NOUN
bracis-33582	257	4	,	,	PUNCT
bracis-33582	257	5	pp	pp	ADJ
bracis-33582	257	6	.	.	PUNCT
bracis-33582	258	1	264–265	264–265	NUM
bracis-33582	258	2	.	.	PUNCT
bracis-33582	258	3	acm	acm	PROPN
bracis-33582	258	4	(	(	PUNCT
bracis-33582	258	5	2021	2021	NUM
bracis-33582	258	6	)	)	PUNCT
bracis-33582	258	7	.	.	PUNCT
bracis-33582	259	1	https://doi.org/10.1145/3462757.3466138	https://doi.org/10.1145/3462757.3466138	PROPN
bracis-33582	259	2	silva	silva	PROPN
bracis-33582	259	3	,	,	PUNCT
bracis-33582	259	4	m.o	m.o	PROPN
bracis-33582	259	5	.	.	PROPN
bracis-33582	259	6	,	,	PUNCT
bracis-33582	259	7	et	et	PROPN
bracis-33582	259	8	 	 	SPACE
bracis-33582	259	9	al	al	PROPN
bracis-33582	259	10	.	.	PROPN
bracis-33582	259	11	:	:	PUNCT
bracis-33582	260	1	lipset	lipset	VERB
bracis-33582	260	2	:	:	PUNCT
bracis-33582	260	3	um	um	INTJ
bracis-33582	260	4	conjunto	conjunto	PROPN
bracis-33582	260	5	de	de	X
bracis-33582	260	6	dados	dados	X
bracis-33582	260	7	com	com	NOUN
bracis-33582	260	8	documentos	documentos	PROPN
bracis-33582	260	9	rotulados	rotulado	NOUN
bracis-33582	260	10	de	de	PROPN
bracis-33582	260	11	licitações	licitações	PROPN
bracis-33582	260	12	públicas	públicas	PROPN
bracis-33582	260	13	.	.	PUNCT
bracis-33582	261	1	in	in	ADP
bracis-33582	261	2	:	:	PUNCT
bracis-33582	261	3	dsw	dsw	NOUN
bracis-33582	261	4	,	,	PUNCT
bracis-33582	261	5	pp	pp	ADJ
bracis-33582	261	6	.	.	PUNCT
bracis-33582	262	1	13–24	13–24	NUM
bracis-33582	262	2	.	.	PUNCT
bracis-33582	263	1	sbc	sbc	NOUN
bracis-33582	263	2	(	(	PUNCT
bracis-33582	263	3	2022	2022	NUM
bracis-33582	263	4	)	)	PUNCT
bracis-33582	263	5	.	.	PUNCT
bracis-33582	264	1	https://doi.org/10.5753/dsw.2022.224925	https://doi.org/10.5753/dsw.2022.224925	ADJ
bracis-33582	264	2	silva	silva	NOUN
bracis-33582	264	3	,	,	PUNCT
bracis-33582	264	4	n.f.f	n.f.f	PROPN
bracis-33582	264	5	.	.	PROPN
bracis-33582	264	6	,	,	PUNCT
bracis-33582	264	7	et	et	PROPN
bracis-33582	264	8	al	al	PROPN
bracis-33582	264	9	.	.	PROPN
bracis-33582	264	10	:	:	PUNCT
bracis-33582	264	11	evaluating	evaluate	VERB
bracis-33582	264	12	topic	topic	NOUN
bracis-33582	264	13	models	model	NOUN
bracis-33582	264	14	in	in	ADP
bracis-33582	264	15	portuguese	portuguese	ADJ
bracis-33582	264	16	political	political	ADJ
bracis-33582	264	17	comments	comment	NOUN
bracis-33582	264	18	about	about	ADP
bracis-33582	264	19	bills	bill	NOUN
bracis-33582	264	20	from	from	ADP
bracis-33582	264	21	brazil	brazil	PROPN
bracis-33582	264	22	’s	’s	PART
bracis-33582	264	23	chamber	chamber	NOUN
bracis-33582	264	24	of	of	ADP
bracis-33582	264	25	deputies	deputy	NOUN
bracis-33582	264	26	.	.	PUNCT
bracis-33582	265	1	in	in	ADP
bracis-33582	265	2	:	:	PUNCT
bracis-33582	265	3	britto	britto	PROPN
bracis-33582	265	4	,	,	PUNCT
bracis-33582	265	5	a.	a.	PROPN
bracis-33582	265	6	,	,	PUNCT
bracis-33582	265	7	valdivia	valdivia	PROPN
bracis-33582	265	8	delgado	delgado	PROPN
bracis-33582	265	9	,	,	PUNCT
bracis-33582	265	10	k.	k.	PROPN
bracis-33582	265	11	(	(	PUNCT
bracis-33582	265	12	eds	eds	PROPN
bracis-33582	265	13	.	.	PUNCT
bracis-33582	265	14	)	)	PUNCT
bracis-33582	265	15	bracis	bracis	PROPN
bracis-33582	265	16	2021	2021	NUM
bracis-33582	265	17	.	.	PUNCT
bracis-33582	266	1	lncs	lncs	PROPN
bracis-33582	266	2	(	(	PUNCT
bracis-33582	266	3	lnai	lnai	ADJ
bracis-33582	266	4	)	)	PUNCT
bracis-33582	266	5	,	,	PUNCT
bracis-33582	266	6	vol	vol	NOUN
bracis-33582	266	7	.	.	PROPN
bracis-33582	266	8	13074	13074	NUM
bracis-33582	266	9	,	,	PUNCT
bracis-33582	266	10	pp	pp	X
bracis-33582	266	11	.	.	PUNCT
bracis-33582	267	1	104–120	104–120	NUM
bracis-33582	267	2	.	.	PUNCT
bracis-33582	267	3	springer	springer	NOUN
bracis-33582	267	4	,	,	PUNCT
bracis-33582	267	5	cham	cham	PROPN
bracis-33582	267	6	(	(	PUNCT
bracis-33582	267	7	2021	2021	NUM
bracis-33582	267	8	)	)	PUNCT
bracis-33582	267	9	.	.	PUNCT
bracis-33582	268	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-33582	268	2	chapter	chapter	NOUN
bracis-33582	268	3	  	  	SPACE
bracis-33582	268	4	math	math	NOUN
bracis-33582	268	5	  	  	SPACE
bracis-33582	268	6	google	google	PROPN
bracis-33582	268	7	scholar	scholar	NOUN
bracis-33582	268	8	  	  	SPACE
bracis-33582	268	9	souza	souza	PROPN
bracis-33582	268	10	,	,	PUNCT
bracis-33582	268	11	f.	f.	PROPN
bracis-33582	268	12	,	,	PUNCT
bracis-33582	268	13	nogueira	nogueira	PROPN
bracis-33582	268	14	,	,	PUNCT
bracis-33582	268	15	r.	r.	PROPN
bracis-33582	268	16	,	,	PUNCT
bracis-33582	268	17	lotufo	lotufo	PROPN
bracis-33582	268	18	,	,	PUNCT
bracis-33582	268	19	r.	r.	PROPN
bracis-33582	268	20	:	:	PUNCT
bracis-33582	268	21	bertimbau	bertimbau	PROPN
bracis-33582	268	22	:	:	PUNCT
bracis-33582	268	23	pretrained	pretraine	VERB
bracis-33582	268	24	bert	bert	NOUN
bracis-33582	268	25	models	model	NOUN
bracis-33582	268	26	for	for	ADP
bracis-33582	268	27	brazilian	brazilian	ADJ
bracis-33582	268	28	portuguese	portuguese	NOUN
bracis-33582	268	29	.	.	PUNCT
bracis-33582	269	1	in	in	ADP
bracis-33582	269	2	:	:	PUNCT
bracis-33582	269	3	cerri	cerri	PROPN
bracis-33582	269	4	,	,	PUNCT
bracis-33582	269	5	r.	r.	PROPN
bracis-33582	269	6	,	,	PUNCT
bracis-33582	269	7	prati	prati	PROPN
bracis-33582	269	8	,	,	PUNCT
bracis-33582	269	9	r.c	r.c	PROPN
bracis-33582	269	10	.	.	PROPN
bracis-33582	269	11	(	(	PUNCT
bracis-33582	269	12	eds	ed	NOUN
bracis-33582	269	13	.	.	PUNCT
bracis-33582	269	14	)	)	PUNCT
bracis-33582	269	15	bracis	bracis	PROPN
bracis-33582	269	16	2020	2020	NUM
bracis-33582	269	17	.	.	PUNCT
bracis-33582	270	1	lncs	lncs	PROPN
bracis-33582	270	2	(	(	PUNCT
bracis-33582	270	3	lnai	lnai	ADJ
bracis-33582	270	4	)	)	PUNCT
bracis-33582	270	5	,	,	PUNCT
bracis-33582	270	6	vol	vol	NOUN
bracis-33582	270	7	.	.	PUNCT
bracis-33582	270	8	12319	12319	NUM
bracis-33582	270	9	,	,	PUNCT
bracis-33582	270	10	pp	pp	ADP
bracis-33582	270	11	.	.	PUNCT
bracis-33582	271	1	403–417	403–417	NUM
bracis-33582	271	2	.	.	PUNCT
bracis-33582	271	3	springer	springer	NOUN
bracis-33582	271	4	,	,	PUNCT
bracis-33582	271	5	cham	cham	PROPN
bracis-33582	271	6	(	(	PUNCT
bracis-33582	271	7	2020	2020	NUM
bracis-33582	271	8	)	)	PUNCT
bracis-33582	271	9	.	.	PUNCT
bracis-33582	272	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-33582	272	2	chapter	chapter	NOUN
bracis-33582	272	3	  	  	SPACE
bracis-33582	272	4	google	google	PROPN
bracis-33582	272	5	scholar	scholar	NOUN
bracis-33582	272	6	  	  	SPACE
bracis-33582	272	7	de	de	PROPN
bracis-33582	272	8	 	 	SPACE
bracis-33582	272	9	v.	v.	PROPN
bracis-33582	272	10	 	 	SPACE
bracis-33582	272	11	silveira	silveira	PROPN
bracis-33582	272	12	,	,	PUNCT
bracis-33582	272	13	r.	r.	PROPN
bracis-33582	272	14	,	,	PUNCT
bracis-33582	272	15	ponte	ponte	NOUN
bracis-33582	272	16	,	,	PUNCT
bracis-33582	272	17	c.	c.	PROPN
bracis-33582	272	18	,	,	PUNCT
bracis-33582	272	19	almeida	almeida	PROPN
bracis-33582	272	20	,	,	PUNCT
bracis-33582	272	21	v.	v.	PROPN
bracis-33582	272	22	,	,	PUNCT
bracis-33582	272	23	pinheiro	pinheiro	PROPN
bracis-33582	272	24	,	,	PUNCT
bracis-33582	272	25	v.	v.	PROPN
bracis-33582	272	26	,	,	PUNCT
bracis-33582	272	27	furtado	furtado	NOUN
bracis-33582	272	28	,	,	PUNCT
bracis-33582	272	29	v.	v.	ADJ
bracis-33582	272	30	:	:	PUNCT
bracis-33582	272	31	legalbert	legalbert	NOUN
bracis-33582	272	32	-	-	PUNCT
bracis-33582	272	33	pt	pt	NOUN
bracis-33582	272	34	:	:	PUNCT
bracis-33582	272	35	a	a	DET
bracis-33582	272	36	pretrained	pretraine	VERB
bracis-33582	272	37	language	language	NOUN
bracis-33582	272	38	model	model	NOUN
bracis-33582	272	39	for	for	ADP
bracis-33582	272	40	the	the	DET
bracis-33582	272	41	brazilian	brazilian	ADJ
bracis-33582	272	42	portuguese	portuguese	ADJ
bracis-33582	272	43	legal	legal	ADJ
bracis-33582	272	44	domain	domain	NOUN
bracis-33582	272	45	.	.	PUNCT
bracis-33582	273	1	in	in	ADP
bracis-33582	273	2	:	:	PUNCT
bracis-33582	273	3	bracis	bracis	PROPN
bracis-33582	273	4	.	.	PUNCT
bracis-33582	274	1	lncs	lncs	PROPN
bracis-33582	274	2	,	,	PUNCT
bracis-33582	274	3	vol	vol	NOUN
bracis-33582	274	4	.	.	PROPN
bracis-33582	274	5	14197	14197	NUM
bracis-33582	274	6	,	,	PUNCT
bracis-33582	274	7	pp	pp	ADP
bracis-33582	274	8	.	.	PUNCT
bracis-33582	275	1	268–282	268–282	NUM
bracis-33582	275	2	.	.	PUNCT
bracis-33582	275	3	springer	springer	NOUN
bracis-33582	275	4	,	,	PUNCT
bracis-33582	275	5	cham	cham	PROPN
bracis-33582	275	6	(	(	PUNCT
bracis-33582	275	7	2023	2023	NUM
bracis-33582	275	8	)	)	PUNCT
bracis-33582	275	9	.	.	PUNCT
bracis-33582	276	1	https://doi.org/10.1007/978-3-031-45392-2_18	https://doi.org/10.1007/978-3-031-45392-2_18	ADJ
bracis-33582	276	2	viegas	viegas	NOUN
bracis-33582	276	3	,	,	PUNCT
bracis-33582	276	4	c.f.o	c.f.o	NOUN
bracis-33582	276	5	.	.	PROPN
bracis-33582	276	6	,	,	PUNCT
bracis-33582	276	7	costa	costa	PROPN
bracis-33582	276	8	,	,	PUNCT
bracis-33582	276	9	b.c	b.c	PROPN
bracis-33582	276	10	.	.	PROPN
bracis-33582	276	11	,	,	PUNCT
bracis-33582	276	12	ishii	ishii	PROPN
bracis-33582	276	13	,	,	PUNCT
bracis-33582	276	14	r.p	r.p	PROPN
bracis-33582	276	15	.	.	PROPN
bracis-33582	276	16	:	:	PUNCT
bracis-33582	277	1	jurisbert	jurisbert	PROPN
bracis-33582	277	2	:	:	PUNCT
bracis-33582	277	3	a	a	DET
bracis-33582	277	4	new	new	ADJ
bracis-33582	277	5	approach	approach	NOUN
bracis-33582	277	6	that	that	PRON
bracis-33582	277	7	converts	convert	VERB
bracis-33582	277	8	a	a	DET
bracis-33582	277	9	classification	classification	NOUN
bracis-33582	277	10	corpus	corpus	NOUN
bracis-33582	277	11	into	into	ADP
bracis-33582	277	12	an	an	DET
bracis-33582	277	13	sts	st	NOUN
bracis-33582	277	14	one	one	NUM
bracis-33582	277	15	.	.	PUNCT
bracis-33582	278	1	in	in	ADP
bracis-33582	278	2	:	:	PUNCT
bracis-33582	278	3	iccsa	iccsa	ADJ
bracis-33582	278	4	.	.	PUNCT
bracis-33582	279	1	lncs	lncs	PROPN
bracis-33582	279	2	,	,	PUNCT
bracis-33582	279	3	vol	vol	NOUN
bracis-33582	279	4	.	.	PUNCT
bracis-33582	279	5	13956	13956	NUM
bracis-33582	279	6	,	,	PUNCT
bracis-33582	279	7	pp	pp	ADP
bracis-33582	279	8	.	.	PUNCT
bracis-33582	280	1	349–365	349–365	NUM
bracis-33582	280	2	.	.	PUNCT
bracis-33582	280	3	springer	springer	NOUN
bracis-33582	280	4	,	,	PUNCT
bracis-33582	280	5	cham	cham	PROPN
bracis-33582	280	6	(	(	PUNCT
bracis-33582	280	7	2023	2023	NUM
bracis-33582	280	8	)	)	PUNCT
bracis-33582	280	9	google	google	PROPN
bracis-33582	280	10	scholar	scholar	NOUN
bracis-33582	280	11	  	  	SPACE
bracis-33582	280	12	xiao	xiao	PROPN
bracis-33582	280	13	,	,	PUNCT
bracis-33582	280	14	c.	c.	PROPN
bracis-33582	280	15	,	,	PUNCT
bracis-33582	280	16	hu	hu	PROPN
bracis-33582	280	17	,	,	PUNCT
bracis-33582	280	18	x.	x.	PROPN
bracis-33582	280	19	,	,	PUNCT
bracis-33582	280	20	liu	liu	PROPN
bracis-33582	280	21	,	,	PUNCT
bracis-33582	280	22	z.	z.	PROPN
bracis-33582	280	23	,	,	PUNCT
bracis-33582	280	24	tu	tu	PROPN
bracis-33582	280	25	,	,	PUNCT
bracis-33582	280	26	c.	c.	PROPN
bracis-33582	280	27	,	,	PUNCT
bracis-33582	280	28	sun	sun	NOUN
bracis-33582	280	29	,	,	PUNCT
bracis-33582	280	30	m.	m.	NOUN
bracis-33582	280	31	:	:	PUNCT
bracis-33582	280	32	lawformer	lawformer	ADV
bracis-33582	280	33	:	:	PUNCT
bracis-33582	280	34	a	a	DET
bracis-33582	280	35	pre	pre	ADJ
bracis-33582	280	36	-	-	ADJ
bracis-33582	280	37	trained	train	VERB
bracis-33582	280	38	language	language	NOUN
bracis-33582	280	39	model	model	NOUN
bracis-33582	280	40	for	for	ADP
bracis-33582	280	41	chinese	chinese	ADJ
bracis-33582	280	42	legal	legal	ADJ
bracis-33582	280	43	long	long	ADJ
bracis-33582	280	44	documents	document	NOUN
bracis-33582	280	45	.	.	PUNCT
bracis-33582	281	1	ai	ai	VERB
bracis-33582	281	2	open	open	ADJ
bracis-33582	281	3	2	2	NUM
bracis-33582	281	4	,	,	PUNCT
bracis-33582	281	5	79–84	79–84	NOUN
bracis-33582	281	6	(	(	PUNCT
bracis-33582	281	7	2021	2021	NUM
bracis-33582	281	8	)	)	PUNCT
bracis-33582	281	9	article	article	NOUN
bracis-33582	281	10	  	  	SPACE
bracis-33582	281	11	math	math	NOUN
bracis-33582	281	12	  	  	SPACE
bracis-33582	281	13	google	google	PROPN
bracis-33582	281	14	scholar	scholar	NOUN
bracis-33582	281	15	  	  	SPACE
bracis-33582	281	16	yulita	yulita	PROPN
bracis-33582	281	17	,	,	PUNCT
bracis-33582	281	18	i.n	i.n	PROPN
bracis-33582	281	19	.	.	PROPN
bracis-33582	281	20	,	,	PUNCT
bracis-33582	281	21	wijaya	wijaya	PROPN
bracis-33582	281	22	,	,	PUNCT
bracis-33582	281	23	v.	v.	PROPN
bracis-33582	281	24	,	,	PUNCT
bracis-33582	281	25	rosadi	rosadi	NOUN
bracis-33582	281	26	,	,	PUNCT
bracis-33582	281	27	r.	r.	PROPN
bracis-33582	281	28	,	,	PUNCT
bracis-33582	281	29	sarathan	sarathan	NOUN
bracis-33582	281	30	,	,	PUNCT
bracis-33582	281	31	i.	i.	PROPN
bracis-33582	281	32	,	,	PUNCT
bracis-33582	281	33	djuyandi	djuyandi	PROPN
bracis-33582	281	34	,	,	PUNCT
bracis-33582	281	35	y.	y.	PROPN
bracis-33582	281	36	,	,	PUNCT
bracis-33582	281	37	prabuwono	prabuwono	PROPN
bracis-33582	281	38	,	,	PUNCT
bracis-33582	281	39	a.s	a.s	PROPN
bracis-33582	281	40	.	.	PROPN
bracis-33582	281	41	:	:	PUNCT
bracis-33582	282	1	analysis	analysis	NOUN
bracis-33582	282	2	of	of	ADP
bracis-33582	282	3	government	government	NOUN
bracis-33582	282	4	policy	policy	NOUN
bracis-33582	282	5	sentiment	sentiment	NOUN
bracis-33582	282	6	regarding	regard	VERB
bracis-33582	282	7	vacation	vacation	NOUN
bracis-33582	282	8	during	during	ADP
bracis-33582	282	9	the	the	DET
bracis-33582	282	10	covid-19	covid-19	PROPN
bracis-33582	282	11	pandemic	pandemic	NOUN
bracis-33582	282	12	using	use	VERB
bracis-33582	282	13	the	the	DET
bracis-33582	282	14	bidirectional	bidirectional	ADJ
bracis-33582	282	15	encoder	encoder	NOUN
bracis-33582	282	16	representation	representation	NOUN
bracis-33582	282	17	from	from	ADP
bracis-33582	282	18	transformers	transformer	NOUN
bracis-33582	282	19	(	(	PUNCT
bracis-33582	282	20	bert	bert	PROPN
bracis-33582	282	21	)	)	PUNCT
bracis-33582	282	22	.	.	PUNCT
bracis-33582	283	1	data	datum	NOUN
bracis-33582	283	2	8(3	8(3	NUM
bracis-33582	283	3	)	)	PUNCT
bracis-33582	283	4	,	,	PUNCT
bracis-33582	283	5	46	46	NUM
bracis-33582	283	6	(	(	PUNCT
bracis-33582	283	7	2023	2023	NUM
bracis-33582	283	8	)	)	PUNCT
bracis-33582	283	9	article	article	NOUN
bracis-33582	283	10	  	  	SPACE
bracis-33582	283	11	google	google	PROPN
bracis-33582	283	12	scholar	scholar	NOUN
bracis-33582	283	13	  	  	SPACE
bracis-33582	283	14	download	download	NOUN
bracis-33582	283	15	references	reference	NOUN
bracis-33582	283	16	acknowledgments	acknowledgment	NOUN
bracis-33582	283	17	this	this	DET
bracis-33582	283	18	work	work	NOUN
bracis-33582	283	19	was	be	AUX
bracis-33582	283	20	funded	fund	VERB
bracis-33582	283	21	by	by	ADP
bracis-33582	283	22	the	the	DET
bracis-33582	283	23	prosecution	prosecution	NOUN
bracis-33582	283	24	service	service	NOUN
bracis-33582	283	25	of	of	ADP
bracis-33582	283	26	state	state	NOUN
bracis-33582	283	27	of	of	ADP
bracis-33582	283	28	minas	minas	PROPN
bracis-33582	283	29	gerais	gerais	PROPN
bracis-33582	283	30	(	(	PUNCT
bracis-33582	283	31	in	in	ADP
bracis-33582	283	32	portuguese	portuguese	PROPN
bracis-33582	283	33	,	,	PUNCT
bracis-33582	283	34	ministério	ministério	ADJ
bracis-33582	283	35	público	público	NOUN
bracis-33582	283	36	do	do	AUX
bracis-33582	283	37	estado	estado	PROPN
bracis-33582	283	38	de	de	PROPN
bracis-33582	283	39	minas	minas	PROPN
bracis-33582	283	40	gerais	gerais	PROPN
bracis-33582	283	41	,	,	PUNCT
bracis-33582	283	42	or	or	CCONJ
bracis-33582	283	43	simply	simply	ADV
bracis-33582	283	44	mpmg	mpmg	ADJ
bracis-33582	283	45	)	)	PUNCT
bracis-33582	283	46	through	through	ADP
bracis-33582	283	47	its	its	PRON
bracis-33582	283	48	analytical	analytical	ADJ
bracis-33582	283	49	capabilities	capability	NOUN
bracis-33582	283	50	project	project	NOUN
bracis-33582	283	51	and	and	CCONJ
bracis-33582	283	52	by	by	ADP
bracis-33582	283	53	cnpq	cnpq	NOUN
bracis-33582	283	54	,	,	PUNCT
bracis-33582	283	55	capes	cape	NOUN
bracis-33582	283	56	,	,	PUNCT
bracis-33582	283	57	fapemig	fapemig	PROPN
bracis-33582	283	58	and	and	CCONJ
bracis-33582	283	59	the	the	DET
bracis-33582	283	60	partnership	partnership	NOUN
bracis-33582	283	61	project	project	NOUN
bracis-33582	283	62	between	between	ADP
bracis-33582	283	63	amazon	amazon	PROPN
bracis-33582	283	64	web	web	NOUN
bracis-33582	283	65	services	service	NOUN
bracis-33582	283	66	(	(	PUNCT
bracis-33582	283	67	aws	aw	NOUN
bracis-33582	283	68	)	)	PUNCT
bracis-33582	283	69	and	and	CCONJ
bracis-33582	283	70	cnpq	cnpq	NOUN
bracis-33582	283	71	.	.	PUNCT
bracis-33582	284	1	author	author	NOUN
bracis-33582	284	2	information	information	NOUN
bracis-33582	284	3	authors	author	NOUN
bracis-33582	284	4	and	and	CCONJ
bracis-33582	284	5	affiliations	affiliation	NOUN
bracis-33582	284	6	universidade	universidade	PROPN
bracis-33582	284	7	federal	federal	PROPN
bracis-33582	284	8	de	de	PROPN
bracis-33582	284	9	minas	minas	PROPN
bracis-33582	284	10	gerais	gerais	PROPN
bracis-33582	284	11	(	(	PUNCT
bracis-33582	284	12	ufmg	ufmg	PROPN
bracis-33582	284	13	)	)	PUNCT
bracis-33582	284	14	,	,	PUNCT
bracis-33582	284	15	belo	belo	PROPN
bracis-33582	284	16	horizonte	horizonte	PROPN
bracis-33582	284	17	,	,	PUNCT
bracis-33582	284	18	mg	mg	PROPN
bracis-33582	284	19	,	,	PUNCT
bracis-33582	284	20	brazil	brazil	PROPN
bracis-33582	284	21	mariana	mariana	PROPN
bracis-33582	284	22	o.	o.	PROPN
bracis-33582	284	23	silva	silva	PROPN
bracis-33582	284	24	,	,	PUNCT
bracis-33582	284	25	 	 	SPACE
bracis-33582	284	26	gabriel	gabriel	PROPN
bracis-33582	284	27	p.	p.	PROPN
bracis-33582	284	28	oliveira	oliveira	PROPN
bracis-33582	284	29	,	,	PUNCT
bracis-33582	284	30	 	 	SPACE
bracis-33582	284	31	lucas	lucas	PROPN
bracis-33582	284	32	g.	g.	PROPN
bracis-33582	284	33	l.	l.	PROPN
bracis-33582	284	34	costa	costa	PROPN
bracis-33582	284	35	 	 	SPACE
bracis-33582	284	36	&	&	CCONJ
bracis-33582	284	37	 	 	SPACE
bracis-33582	284	38	gisele	gisele	PROPN
bracis-33582	284	39	l.	l.	PROPN
bracis-33582	284	40	pappa	pappa	PROPN
bracis-33582	284	41	authors	author	NOUN
bracis-33582	284	42	mariana	mariana	PROPN
bracis-33582	284	43	o.	o.	PROPN
bracis-33582	284	44	silvaview	silvaview	PROPN
bracis-33582	284	45	author	author	NOUN
bracis-33582	284	46	publications	publication	NOUN
bracis-33582	284	47	search	search	NOUN
bracis-33582	284	48	author	author	NOUN
bracis-33582	284	49	on	on	ADP
bracis-33582	284	50	:	:	PUNCT
bracis-33582	284	51	pubmed	pubmed	PROPN
bracis-33582	284	52	 	 	SPACE
bracis-33582	284	53	google	google	PROPN
bracis-33582	284	54	scholar	scholar	NOUN
bracis-33582	284	55	gabriel	gabriel	PROPN
bracis-33582	284	56	p.	p.	PROPN
bracis-33582	284	57	oliveiraview	oliveiraview	PROPN
bracis-33582	284	58	author	author	NOUN
bracis-33582	284	59	publications	publication	NOUN
bracis-33582	284	60	search	search	NOUN
bracis-33582	284	61	author	author	NOUN
bracis-33582	284	62	on	on	ADP
bracis-33582	284	63	:	:	PUNCT
bracis-33582	284	64	pubmed	pubmed	PROPN
bracis-33582	284	65	 	 	SPACE
bracis-33582	284	66	google	google	PROPN
bracis-33582	284	67	scholar	scholar	NOUN
bracis-33582	284	68	lucas	lucas	PROPN
bracis-33582	284	69	g.	g.	PROPN
bracis-33582	284	70	l.	l.	PROPN
bracis-33582	284	71	costaview	costaview	PROPN
bracis-33582	284	72	author	author	NOUN
bracis-33582	284	73	publications	publication	NOUN
bracis-33582	284	74	search	search	NOUN
bracis-33582	284	75	author	author	NOUN
bracis-33582	284	76	on	on	ADP
bracis-33582	284	77	:	:	PUNCT
bracis-33582	284	78	pubmed	pubmed	PROPN
bracis-33582	284	79	 	 	SPACE
bracis-33582	284	80	google	google	PROPN
bracis-33582	284	81	scholar	scholar	NOUN
bracis-33582	284	82	gisele	gisele	PROPN
bracis-33582	284	83	l.	l.	PROPN
bracis-33582	284	84	pappaview	pappaview	PROPN
bracis-33582	284	85	author	author	NOUN
bracis-33582	284	86	publications	publication	VERB
bracis-33582	284	87	search	search	NOUN
bracis-33582	284	88	author	author	NOUN
bracis-33582	284	89	on	on	ADP
bracis-33582	284	90	:	:	PUNCT
bracis-33582	284	91	pubmed	pubmed	PROPN
bracis-33582	284	92	 	 	SPACE
bracis-33582	284	93	google	google	PROPN
bracis-33582	284	94	scholar	scholar	NOUN
bracis-33582	284	95	corresponding	correspond	VERB
bracis-33582	284	96	author	author	NOUN
bracis-33582	284	97	correspondence	correspondence	NOUN
bracis-33582	284	98	to	to	ADP
bracis-33582	284	99	gisele	gisele	PROPN
bracis-33582	284	100	l.	l.	PROPN
bracis-33582	284	101	pappa	pappa	PROPN
bracis-33582	284	102	.	.	PUNCT
bracis-33582	285	1	editor	editor	NOUN
bracis-33582	285	2	information	information	NOUN
bracis-33582	285	3	editors	editor	NOUN
bracis-33582	285	4	and	and	CCONJ
bracis-33582	285	5	affiliations	affiliation	NOUN
bracis-33582	285	6	universidade	universidade	VERB
bracis-33582	285	7	federal	federal	PROPN
bracis-33582	285	8	fluminense	fluminense	PROPN
bracis-33582	285	9	,	,	PUNCT
bracis-33582	285	10	niterói	niterói	PROPN
bracis-33582	285	11	,	,	PUNCT
bracis-33582	285	12	brazil	brazil	PROPN
bracis-33582	285	13	aline	aline	PROPN
bracis-33582	285	14	paes	paes	PROPN
bracis-33582	285	15	instituto	instituto	PROPN
bracis-33582	285	16	tecnológico	tecnológico	PROPN
bracis-33582	285	17	de	de	PROPN
bracis-33582	285	18	aeronáutica	aeronáutica	PROPN
bracis-33582	285	19	,	,	PUNCT
bracis-33582	285	20	são	são	PROPN
bracis-33582	285	21	josé	josé	PROPN
bracis-33582	285	22	dos	dos	PROPN
bracis-33582	285	23	campos	campos	PROPN
bracis-33582	285	24	,	,	PUNCT
bracis-33582	285	25	brazil	brazil	PROPN
bracis-33582	285	26	filipe	filipe	PROPN
bracis-33582	285	27	a.	a.	PROPN
bracis-33582	285	28	n.	n.	PROPN
bracis-33582	285	29	verri	verri	PROPN
bracis-33582	285	30	rights	right	NOUN
bracis-33582	285	31	and	and	CCONJ
bracis-33582	285	32	permissions	permission	NOUN
bracis-33582	285	33	reprints	reprint	NOUN
bracis-33582	285	34	and	and	CCONJ
bracis-33582	285	35	permissions	permission	VERB
bracis-33582	285	36	copyright	copyright	NOUN
bracis-33582	285	37	information	information	NOUN
bracis-33582	285	38	©	©	ADP
bracis-33582	285	39	2025	2025	NUM
bracis-33582	285	40	the	the	DET
bracis-33582	285	41	author(s	author(s	NOUN
bracis-33582	285	42	)	)	PUNCT
bracis-33582	285	43	,	,	PUNCT
bracis-33582	285	44	under	under	ADP
bracis-33582	285	45	exclusive	exclusive	ADJ
bracis-33582	285	46	license	license	NOUN
bracis-33582	285	47	to	to	ADP
bracis-33582	285	48	springer	springer	NOUN
bracis-33582	285	49	nature	nature	PROPN
bracis-33582	285	50	switzerland	switzerland	PROPN
bracis-33582	285	51	ag	ag	PROPN
bracis-33582	285	52	about	about	ADP
bracis-33582	285	53	this	this	DET
bracis-33582	285	54	paper	paper	NOUN
bracis-33582	285	55	cite	cite	VERB
bracis-33582	285	56	this	this	DET
bracis-33582	285	57	paper	paper	NOUN
bracis-33582	285	58	silva	silva	NOUN
bracis-33582	285	59	,	,	PUNCT
bracis-33582	285	60	m.o	m.o	PROPN
bracis-33582	285	61	.	.	PROPN
bracis-33582	285	62	,	,	PUNCT
bracis-33582	285	63	oliveira	oliveira	PROPN
bracis-33582	285	64	,	,	PUNCT
bracis-33582	285	65	g.p	g.p	PROPN
bracis-33582	285	66	.	.	PROPN
bracis-33582	285	67	,	,	PUNCT
bracis-33582	285	68	costa	costa	PROPN
bracis-33582	285	69	,	,	PUNCT
bracis-33582	285	70	l.g.l	l.g.l	NOUN
bracis-33582	285	71	.	.	PUNCT
bracis-33582	285	72	,	,	PUNCT
bracis-33582	285	73	pappa	pappa	PROPN
bracis-33582	285	74	,	,	PUNCT
bracis-33582	285	75	g.l	g.l	PROPN
bracis-33582	285	76	.	.	PROPN
bracis-33582	285	77	(	(	PUNCT
bracis-33582	285	78	2025	2025	NUM
bracis-33582	285	79	)	)	PUNCT
bracis-33582	285	80	.	.	PUNCT
bracis-33582	286	1	govbert	govbert	NOUN
bracis-33582	286	2	-	-	PUNCT
bracis-33582	286	3	br	br	NOUN
bracis-33582	286	4	:	:	PUNCT
bracis-33582	286	5	a	a	DET
bracis-33582	286	6	bert	bert	NOUN
bracis-33582	286	7	-	-	PUNCT
bracis-33582	286	8	based	base	VERB
bracis-33582	286	9	language	language	NOUN
bracis-33582	286	10	model	model	NOUN
bracis-33582	286	11	for	for	ADP
bracis-33582	286	12	 	 	SPACE
bracis-33582	286	13	brazilian	brazilian	ADJ
bracis-33582	286	14	portuguese	portuguese	ADJ
bracis-33582	286	15	governmental	governmental	ADJ
bracis-33582	286	16	data	datum	NOUN
bracis-33582	286	17	.	.	PUNCT
bracis-33582	287	1	in	in	ADP
bracis-33582	287	2	:	:	PUNCT
bracis-33582	287	3	paes	paes	PROPN
bracis-33582	287	4	,	,	PUNCT
bracis-33582	287	5	a.	a.	PROPN
bracis-33582	287	6	,	,	PUNCT
bracis-33582	287	7	verri	verri	NOUN
bracis-33582	287	8	,	,	PUNCT
bracis-33582	287	9	f.a.n	f.a.n	ADJ
bracis-33582	287	10	.	.	PUNCT
bracis-33582	287	11	(	(	PUNCT
bracis-33582	287	12	eds	ed	NOUN
bracis-33582	287	13	)	)	PUNCT
bracis-33582	287	14	intelligent	intelligent	ADJ
bracis-33582	287	15	systems	system	NOUN
bracis-33582	287	16	.	.	PUNCT
bracis-33582	287	17	bracis	bracis	PROPN
bracis-33582	287	18	2024	2024	NUM
bracis-33582	287	19	.	.	PUNCT
bracis-33582	288	1	lecture	lecture	NOUN
bracis-33582	288	2	notes	note	NOUN
bracis-33582	288	3	in	in	ADP
bracis-33582	288	4	computer	computer	NOUN
bracis-33582	288	5	science	science	NOUN
bracis-33582	288	6	(	(	PUNCT
bracis-33582	288	7	)	)	PUNCT
bracis-33582	288	8	,	,	PUNCT
bracis-33582	288	9	vol	vol	NOUN
bracis-33582	288	10	15413	15413	NUM
bracis-33582	288	11	.	.	PUNCT
bracis-33582	289	1	springer	springer	NOUN
bracis-33582	289	2	,	,	PUNCT
bracis-33582	289	3	cham	cham	PROPN
bracis-33582	289	4	.	.	PUNCT
bracis-33582	290	1	https://doi.org/10.1007/978-3-031-79032-4_2	https://doi.org/10.1007/978-3-031-79032-4_2	PROPN
bracis-33582	290	2	download	download	PROPN
bracis-33582	290	3	citation	citation	NOUN
bracis-33582	290	4	.ris	.ris	PUNCT
bracis-33582	290	5	.enw	.enw	PROPN
bracis-33582	290	6	.bib	.bib	PUNCT
bracis-33582	291	1	doi	doi	PROPN
bracis-33582	291	2	:	:	PUNCT
bracis-33582	291	3	https://doi.org/10.1007/978-3-031-79032-4_2	https://doi.org/10.1007/978-3-031-79032-4_2	PUNCT
bracis-33582	291	4	published	publish	VERB
bracis-33582	291	5	:	:	PUNCT
bracis-33582	291	6	30	30	NUM
bracis-33582	291	7	january	january	PROPN
bracis-33582	291	8	2025	2025	NUM
bracis-33582	291	9	publisher	publisher	NOUN
bracis-33582	291	10	name	name	NOUN
bracis-33582	291	11	:	:	PUNCT
bracis-33582	291	12	springer	springer	NOUN
bracis-33582	291	13	,	,	PUNCT
bracis-33582	291	14	cham	cham	PROPN
bracis-33582	291	15	print	print	PROPN
bracis-33582	291	16	isbn	isbn	PROPN
bracis-33582	291	17	:	:	PUNCT
bracis-33582	291	18	978	978	NUM
bracis-33582	291	19	-	-	SYM
bracis-33582	291	20	3	3	NUM
bracis-33582	291	21	-	-	PUNCT
bracis-33582	291	22	031	031	NUM
bracis-33582	291	23	-	-	PUNCT
bracis-33582	291	24	79031	79031	NUM
bracis-33582	291	25	-	-	SYM
bracis-33582	291	26	7	7	NUM
bracis-33582	291	27	online	online	ADJ
bracis-33582	291	28	isbn	isbn	NOUN
bracis-33582	291	29	:	:	PUNCT
bracis-33582	291	30	978	978	NUM
bracis-33582	291	31	-	-	SYM
bracis-33582	291	32	3	3	NUM
bracis-33582	291	33	-	-	PUNCT
bracis-33582	291	34	031	031	NUM
bracis-33582	291	35	-	-	PUNCT
bracis-33582	291	36	79032	79032	NUM
bracis-33582	291	37	-	-	SYM
bracis-33582	291	38	4	4	NUM
bracis-33582	291	39	ebook	ebook	NOUN
bracis-33582	291	40	packages	package	NOUN
bracis-33582	291	41	:	:	PUNCT
bracis-33582	291	42	computer	computer	NOUN
bracis-33582	291	43	sciencecomputer	sciencecomputer	NOUN
bracis-33582	291	44	science	science	NOUN
bracis-33582	291	45	(	(	PUNCT
bracis-33582	291	46	r0	r0	NOUN
bracis-33582	291	47	)	)	PUNCT
bracis-33582	291	48	share	share	VERB
bracis-33582	291	49	this	this	DET
bracis-33582	291	50	paper	paper	NOUN
bracis-33582	291	51	anyone	anyone	PRON
bracis-33582	291	52	you	you	PRON
bracis-33582	291	53	share	share	VERB
bracis-33582	291	54	the	the	DET
bracis-33582	291	55	following	follow	VERB
bracis-33582	291	56	link	link	NOUN
bracis-33582	291	57	with	with	ADP
bracis-33582	291	58	will	will	AUX
bracis-33582	291	59	be	be	AUX
bracis-33582	291	60	able	able	ADJ
bracis-33582	291	61	to	to	PART
bracis-33582	291	62	read	read	VERB
bracis-33582	291	63	this	this	DET
bracis-33582	291	64	content	content	NOUN
bracis-33582	291	65	:	:	PUNCT
bracis-33582	291	66	get	get	VERB
bracis-33582	291	67	shareable	shareable	ADJ
bracis-33582	291	68	linksorry	linksorry	NOUN
bracis-33582	291	69	,	,	PUNCT
bracis-33582	291	70	a	a	DET
bracis-33582	291	71	shareable	shareable	ADJ
bracis-33582	291	72	link	link	NOUN
bracis-33582	291	73	is	be	AUX
bracis-33582	291	74	not	not	PART
bracis-33582	291	75	currently	currently	ADV
bracis-33582	291	76	available	available	ADJ
bracis-33582	291	77	for	for	ADP
bracis-33582	291	78	this	this	DET
bracis-33582	291	79	article	article	NOUN
bracis-33582	291	80	.	.	PUNCT
bracis-33582	292	1	copy	copy	VERB
bracis-33582	292	2	shareable	shareable	ADJ
bracis-33582	292	3	link	link	NOUN
bracis-33582	292	4	to	to	PART
bracis-33582	292	5	clipboard	clipboard	NOUN
bracis-33582	292	6	provided	provide	VERB
bracis-33582	292	7	by	by	ADP
bracis-33582	292	8	the	the	DET
bracis-33582	292	9	springer	springer	NOUN
bracis-33582	292	10	nature	nature	PROPN
bracis-33582	292	11	sharedit	sharedit	PROPN
bracis-33582	292	12	content	content	NOUN
bracis-33582	292	13	-	-	PUNCT
bracis-33582	292	14	sharing	share	VERB
bracis-33582	292	15	initiative	initiative	NOUN
bracis-33582	292	16	keywords	keyword	NOUN
bracis-33582	292	17	natural	natural	ADJ
bracis-33582	292	18	language	language	NOUN
bracis-33582	292	19	processing	process	VERB
bracis-33582	292	20	brazilian	brazilian	ADJ
bracis-33582	292	21	governmental	governmental	ADJ
bracis-33582	292	22	data	datum	NOUN
bracis-33582	292	23	legal	legal	ADJ
bracis-33582	292	24	texts	text	NOUN
bracis-33582	292	25	bert	bert	NOUN
bracis-33582	292	26	language	language	NOUN
bracis-33582	292	27	models	model	NOUN
bracis-33582	292	28	publish	publish	VERB
bracis-33582	292	29	with	with	ADP
bracis-33582	292	30	us	us	PROPN
bracis-33582	292	31	policies	policy	NOUN
bracis-33582	292	32	and	and	CCONJ
bracis-33582	292	33	ethics	ethic	NOUN
bracis-33582	292	34	profiles	profile	NOUN
bracis-33582	292	35	mariana	mariana	PROPN
bracis-33582	292	36	o.	o.	PROPN
bracis-33582	292	37	silva	silva	PROPN
bracis-33582	292	38	view	view	PROPN
bracis-33582	292	39	author	author	NOUN
bracis-33582	292	40	profile	profile	PROPN
bracis-33582	292	41	gisele	gisele	PROPN
bracis-33582	292	42	l.	l.	PROPN
bracis-33582	292	43	pappa	pappa	PROPN
bracis-33582	292	44	view	view	PROPN
bracis-33582	292	45	author	author	NOUN
bracis-33582	292	46	profile	profile	NOUN
bracis-33582	292	47	search	search	NOUN
bracis-33582	292	48	search	search	NOUN
bracis-33582	292	49	by	by	ADP
bracis-33582	292	50	keyword	keyword	NOUN
bracis-33582	292	51	or	or	CCONJ
bracis-33582	292	52	author	author	NOUN
bracis-33582	292	53	search	search	NOUN
bracis-33582	292	54	navigation	navigation	NOUN
bracis-33582	292	55	find	find	VERB
bracis-33582	292	56	a	a	DET
bracis-33582	292	57	journal	journal	NOUN
bracis-33582	292	58	publish	publish	VERB
bracis-33582	292	59	with	with	ADP
bracis-33582	292	60	us	we	PRON
bracis-33582	292	61	track	track	VERB
bracis-33582	292	62	your	your	PRON
bracis-33582	292	63	research	research	NOUN
bracis-33582	292	64	discover	discover	VERB
bracis-33582	292	65	content	content	NOUN
bracis-33582	292	66	journals	journal	NOUN
bracis-33582	292	67	a	a	DET
bracis-33582	292	68	-	-	PUNCT
bracis-33582	292	69	z	z	NOUN
bracis-33582	292	70	books	book	NOUN
bracis-33582	292	71	a	a	DET
bracis-33582	292	72	-	-	PUNCT
bracis-33582	292	73	z	z	NOUN
bracis-33582	292	74	publish	publish	NOUN
bracis-33582	292	75	with	with	ADP
bracis-33582	292	76	us	us	PROPN
bracis-33582	292	77	journal	journal	PROPN
bracis-33582	292	78	finder	finder	PROPN
bracis-33582	292	79	publish	publish	VERB
bracis-33582	292	80	your	your	PRON
bracis-33582	292	81	research	research	NOUN
bracis-33582	292	82	language	language	NOUN
bracis-33582	292	83	editing	edit	VERB
bracis-33582	292	84	open	open	ADJ
bracis-33582	292	85	access	access	NOUN
bracis-33582	292	86	publishing	publishing	NOUN
bracis-33582	292	87	products	product	NOUN
bracis-33582	292	88	and	and	CCONJ
bracis-33582	292	89	services	service	NOUN
bracis-33582	292	90	our	our	PRON
bracis-33582	292	91	products	product	NOUN
bracis-33582	292	92	librarians	librarian	VERB
bracis-33582	292	93	societies	society	NOUN
bracis-33582	292	94	partners	partner	NOUN
bracis-33582	292	95	and	and	CCONJ
bracis-33582	292	96	advertisers	advertiser	NOUN
bracis-33582	292	97	our	our	PRON
bracis-33582	292	98	brands	brand	NOUN
bracis-33582	292	99	springer	springer	NOUN
bracis-33582	292	100	nature	nature	PROPN
bracis-33582	292	101	portfolio	portfolio	PROPN
bracis-33582	292	102	bmc	bmc	PROPN
bracis-33582	292	103	palgrave	palgrave	PROPN
bracis-33582	292	104	macmillan	macmillan	PROPN
bracis-33582	292	105	apress	apress	PROPN
bracis-33582	292	106	discover	discover	VERB
bracis-33582	292	107	your	your	PRON
bracis-33582	292	108	privacy	privacy	NOUN
bracis-33582	292	109	choices	choice	NOUN
bracis-33582	292	110	/	/	SYM
bracis-33582	292	111	manage	manage	NOUN
bracis-33582	292	112	cookies	cookie	NOUN
bracis-33582	292	113	your	your	PRON
bracis-33582	292	114	us	us	PROPN
bracis-33582	293	1	state	state	NOUN
bracis-33582	293	2	privacy	privacy	NOUN
bracis-33582	293	3	rights	right	NOUN
bracis-33582	293	4	accessibility	accessibility	NOUN
bracis-33582	293	5	statement	statement	NOUN
bracis-33582	293	6	terms	term	NOUN
bracis-33582	293	7	and	and	CCONJ
bracis-33582	293	8	conditions	condition	NOUN
bracis-33582	293	9	privacy	privacy	NOUN
bracis-33582	293	10	policy	policy	NOUN
bracis-33582	293	11	help	help	NOUN
bracis-33582	293	12	and	and	CCONJ
bracis-33582	293	13	support	support	VERB
bracis-33582	293	14	legal	legal	ADJ
bracis-33582	293	15	notice	notice	NOUN
bracis-33582	293	16	cancel	cancel	VERB
bracis-33582	293	17	contracts	contract	NOUN
bracis-33582	293	18	here	here	ADV
bracis-33582	293	19	129.74.145.123	129.74.145.123	NUM
bracis-33582	293	20	hesburgh	hesburgh	PROPN
bracis-33582	293	21	library	library	PROPN
bracis-33582	293	22	er	er	INTJ
bracis-33582	293	23	unit	unit	NOUN
bracis-33582	293	24	(	(	PUNCT
bracis-33582	293	25	3005732405	3005732405	NUM
bracis-33582	293	26	)	)	PUNCT
bracis-33582	293	27	northeast	northeast	ADJ
bracis-33582	293	28	research	research	NOUN
bracis-33582	293	29	libraries	library	NOUN
bracis-33582	293	30	(	(	PUNCT
bracis-33582	293	31	nerl	nerl	PROPN
bracis-33582	293	32	)	)	PUNCT
bracis-33582	293	33	(	(	PUNCT
bracis-33582	293	34	8200828607	8200828607	NUM
bracis-33582	293	35	)	)	PUNCT
bracis-33582	293	36	nerl	nerl	VERB
bracis-33582	293	37	ta	ta	X
bracis-33582	293	38	account	account	NOUN
bracis-33582	293	39	(	(	PUNCT
bracis-33582	293	40	3006206169	3006206169	NUM
bracis-33582	293	41	)	)	PUNCT
bracis-33582	293	42	university	university	NOUN
bracis-33582	293	43	of	of	ADP
bracis-33582	293	44	notre	notre	PROPN
bracis-33582	293	45	dame	dame	PROPN
bracis-33582	293	46	hesburgh	hesburgh	PROPN
bracis-33582	293	47	library	library	NOUN
bracis-33582	293	48	(	(	PUNCT
bracis-33582	293	49	3000184373	3000184373	NUM
bracis-33582	293	50	)	)	PUNCT
bracis-33582	294	1	©	©	ADP
bracis-33582	294	2	2025	2025	NUM
bracis-33582	294	3	springer	springer	NOUN
bracis-33582	294	4	nature	nature	NOUN