id	sid	tid	token	lemma	pos
bracis-19093	1	1	text	text	NOUN
bracis-19093	1	2	classification	classification	NOUN
bracis-19093	1	3	in	in	ADP
bracis-19093	1	4	legal	legal	ADJ
bracis-19093	1	5	documents	document	NOUN
bracis-19093	1	6	extracted	extract	VERB
bracis-19093	1	7	from	from	ADP
bracis-19093	1	8	lawsuits	lawsuit	NOUN
bracis-19093	1	9	in	in	ADP
bracis-19093	1	10	brazilian	brazilian	ADJ
bracis-19093	1	11	courts	court	NOUN
bracis-19093	1	12	|	|	ADV
bracis-19093	1	13	springer	springer	NOUN
bracis-19093	1	14	nature	nature	PROPN
bracis-19093	1	15	link	link	PROPN
bracis-19093	1	16	(	(	PUNCT
bracis-19093	1	17	formerly	formerly	ADV
bracis-19093	1	18	springerlink	springerlink	NOUN
bracis-19093	1	19	)	)	PUNCT
bracis-19093	1	20	skip	skip	VERB
bracis-19093	1	21	to	to	ADP
bracis-19093	1	22	main	main	ADJ
bracis-19093	1	23	content	content	NOUN
bracis-19093	1	24	advertisement	advertisement	NOUN
bracis-19093	1	25	log	log	NOUN
bracis-19093	1	26	in	in	ADP
bracis-19093	1	27	menu	menu	NOUN
bracis-19093	1	28	find	find	VERB
bracis-19093	1	29	a	a	DET
bracis-19093	1	30	journal	journal	NOUN
bracis-19093	1	31	publish	publish	VERB
bracis-19093	1	32	with	with	ADP
bracis-19093	1	33	us	we	PRON
bracis-19093	1	34	track	track	VERB
bracis-19093	1	35	your	your	PRON
bracis-19093	1	36	research	research	NOUN
bracis-19093	1	37	search	search	NOUN
bracis-19093	1	38	cart	cart	NOUN
bracis-19093	1	39	home	home	NOUN
bracis-19093	1	40	intelligent	intelligent	ADJ
bracis-19093	1	41	systems	system	NOUN
bracis-19093	1	42	conference	conference	NOUN
bracis-19093	1	43	paper	paper	NOUN
bracis-19093	1	44	text	text	NOUN
bracis-19093	1	45	classification	classification	NOUN
bracis-19093	1	46	in	in	ADP
bracis-19093	1	47	legal	legal	ADJ
bracis-19093	1	48	documents	document	NOUN
bracis-19093	1	49	extracted	extract	VERB
bracis-19093	1	50	from	from	ADP
bracis-19093	1	51	lawsuits	lawsuit	NOUN
bracis-19093	1	52	in	in	ADP
bracis-19093	1	53	brazilian	brazilian	ADJ
bracis-19093	1	54	courts	court	NOUN
bracis-19093	1	55	conference	conference	NOUN
bracis-19093	1	56	paper	paper	NOUN
bracis-19093	1	57	first	first	ADV
bracis-19093	1	58	online	online	ADV
bracis-19093	1	59	:	:	PUNCT
bracis-19093	1	60	28	28	NUM
bracis-19093	1	61	november	november	NOUN
bracis-19093	1	62	2021	2021	NUM
bracis-19093	2	1	pp	pp	ADP
bracis-19093	2	2	586–600	586–600	NUM
bracis-19093	2	3	cite	cite	VERB
bracis-19093	2	4	this	this	DET
bracis-19093	2	5	conference	conference	NOUN
bracis-19093	2	6	paper	paper	NOUN
bracis-19093	2	7	access	access	NOUN
bracis-19093	2	8	provided	provide	VERB
bracis-19093	2	9	by	by	ADP
bracis-19093	2	10	university	university	PROPN
bracis-19093	2	11	of	of	ADP
bracis-19093	2	12	notre	notre	PROPN
bracis-19093	2	13	dame	dame	PROPN
bracis-19093	2	14	hesburgh	hesburgh	PROPN
bracis-19093	2	15	library	library	PROPN
bracis-19093	2	16	download	download	PROPN
bracis-19093	2	17	book	book	NOUN
bracis-19093	2	18	pdf	pdf	PROPN
bracis-19093	2	19	download	download	NOUN
bracis-19093	2	20	book	book	NOUN
bracis-19093	2	21	epub	epub	PROPN
bracis-19093	2	22	intelligent	intelligent	ADJ
bracis-19093	2	23	systems	system	NOUN
bracis-19093	2	24	(	(	PUNCT
bracis-19093	2	25	bracis	bracis	NOUN
bracis-19093	2	26	2021	2021	NUM
bracis-19093	2	27	)	)	PUNCT
bracis-19093	2	28	text	text	NOUN
bracis-19093	2	29	classification	classification	NOUN
bracis-19093	2	30	in	in	ADP
bracis-19093	2	31	legal	legal	ADJ
bracis-19093	2	32	documents	document	NOUN
bracis-19093	2	33	extracted	extract	VERB
bracis-19093	2	34	from	from	ADP
bracis-19093	2	35	lawsuits	lawsuit	NOUN
bracis-19093	2	36	in	in	ADP
bracis-19093	2	37	brazilian	brazilian	ADJ
bracis-19093	2	38	courts	court	NOUN
bracis-19093	2	39	download	download	VERB
bracis-19093	2	40	book	book	NOUN
bracis-19093	2	41	pdf	pdf	PROPN
bracis-19093	2	42	download	download	NOUN
bracis-19093	2	43	book	book	PROPN
bracis-19093	2	44	epub	epub	PROPN
bracis-19093	2	45	andré	andré	VERB
bracis-19093	2	46	aguiar	aguiar	PROPN
bracis-19093	2	47	  	  	SPACE
bracis-19093	2	48	orcid	orcid	NOUN
bracis-19093	2	49	:	:	PUNCT
bracis-19093	2	50	orcid.org/0000-0001-5437-094510	orcid.org/0000-0001-5437-094510	VERB
bracis-19093	2	51	,	,	PUNCT
bracis-19093	2	52	raquel	raquel	PROPN
bracis-19093	2	53	silveira	silveira	PROPN
bracis-19093	2	54	  	  	SPACE
bracis-19093	2	55	orcid	orcid	PROPN
bracis-19093	2	56	:	:	PUNCT
bracis-19093	2	57	orcid.org/0000-0001-7445-605x11	orcid.org/0000-0001-7445-605x11	PROPN
bracis-19093	2	58	,	,	PUNCT
bracis-19093	2	59	vládia	vládia	PROPN
bracis-19093	2	60	pinheiro	pinheiro	PROPN
bracis-19093	2	61	  	  	SPACE
bracis-19093	2	62	orcid	orcid	NOUN
bracis-19093	2	63	:	:	PUNCT
bracis-19093	2	64	orcid.org/0000-0002-9851-830410	orcid.org/0000-0002-9851-830410	ADV
bracis-19093	2	65	,	,	PUNCT
bracis-19093	2	66	vasco	vasco	PROPN
bracis-19093	2	67	furtado	furtado	NOUN
bracis-19093	2	68	  	  	SPACE
bracis-19093	2	69	orcid	orcid	NOUN
bracis-19093	2	70	:	:	PUNCT
bracis-19093	2	71	orcid.org/0000-0001-8721-430810	orcid.org/0000-0001-8721-430810	PROPN
bracis-19093	2	72	&	&	CCONJ
bracis-19093	2	73	…	…	PUNCT
bracis-19093	2	74	joão	joão	PROPN
bracis-19093	2	75	araújo	araújo	PROPN
bracis-19093	2	76	neto	neto	PROPN
bracis-19093	2	77	  	  	SPACE
bracis-19093	2	78	orcid	orcid	NOUN
bracis-19093	2	79	:	:	PUNCT
bracis-19093	2	80	orcid.org/0000-0002-0690-244910	orcid.org/0000-0002-0690-244910	NOUN
bracis-19093	2	81	  	  	SPACE
bracis-19093	2	82	show	show	VERB
bracis-19093	2	83	authors	author	NOUN
bracis-19093	2	84	part	part	NOUN
bracis-19093	2	85	of	of	ADP
bracis-19093	2	86	the	the	DET
bracis-19093	2	87	book	book	NOUN
bracis-19093	2	88	series	series	NOUN
bracis-19093	2	89	:	:	PUNCT
bracis-19093	2	90	lecture	lecture	NOUN
bracis-19093	2	91	notes	note	NOUN
bracis-19093	2	92	in	in	ADP
bracis-19093	2	93	computer	computer	NOUN
bracis-19093	2	94	science	science	NOUN
bracis-19093	2	95	(	(	PUNCT
bracis-19093	2	96	(	(	PUNCT
bracis-19093	2	97	lnai	lnai	ADJ
bracis-19093	2	98	,	,	PUNCT
bracis-19093	2	99	volume	volume	NOUN
bracis-19093	2	100	13074	13074	NUM
bracis-19093	2	101	)	)	PUNCT
bracis-19093	2	102	)	)	PUNCT
bracis-19093	2	103	included	include	VERB
bracis-19093	2	104	in	in	ADP
bracis-19093	2	105	the	the	DET
bracis-19093	2	106	following	follow	VERB
bracis-19093	2	107	conference	conference	NOUN
bracis-19093	2	108	series	series	NOUN
bracis-19093	2	109	:	:	PUNCT
bracis-19093	2	110	brazilian	brazilian	ADJ
bracis-19093	2	111	conference	conference	NOUN
bracis-19093	2	112	on	on	ADP
bracis-19093	2	113	intelligent	intelligent	ADJ
bracis-19093	2	114	systems	system	NOUN
bracis-19093	2	115	1412	1412	NUM
bracis-19093	2	116	accesses	access	VERB
bracis-19093	2	117	15	15	NUM
bracis-19093	2	118	citations	citation	NOUN
bracis-19093	2	119	abstract	abstract	ADJ
bracis-19093	2	120	recently	recently	ADV
bracis-19093	2	121	,	,	PUNCT
bracis-19093	2	122	brazil	brazil	PROPN
bracis-19093	2	123	’s	’s	PART
bracis-19093	2	124	national	national	PROPN
bracis-19093	2	125	council	council	PROPN
bracis-19093	2	126	of	of	ADP
bracis-19093	2	127	justice	justice	PROPN
bracis-19093	2	128	(	(	PUNCT
bracis-19093	2	129	cnj	cnj	PROPN
bracis-19093	2	130	)	)	PUNCT
bracis-19093	2	131	highlighted	highlight	VERB
bracis-19093	2	132	the	the	DET
bracis-19093	2	133	importance	importance	NOUN
bracis-19093	2	134	of	of	ADP
bracis-19093	2	135	robust	robust	ADJ
bracis-19093	2	136	solutions	solution	NOUN
bracis-19093	2	137	to	to	PART
bracis-19093	2	138	perform	perform	VERB
bracis-19093	2	139	automated	automate	VERB
bracis-19093	2	140	lawsuit	lawsuit	NOUN
bracis-19093	2	141	classification	classification	NOUN
bracis-19093	2	142	.	.	PUNCT
bracis-19093	3	1	a	a	DET
bracis-19093	3	2	correct	correct	ADJ
bracis-19093	3	3	lawsuit	lawsuit	NOUN
bracis-19093	3	4	classification	classification	NOUN
bracis-19093	3	5	substantially	substantially	ADV
bracis-19093	3	6	improves	improve	VERB
bracis-19093	3	7	the	the	DET
bracis-19093	3	8	assertiveness	assertiveness	NOUN
bracis-19093	3	9	of	of	ADP
bracis-19093	3	10	(	(	PUNCT
bracis-19093	3	11	i	i	NOUN
bracis-19093	3	12	)	)	PUNCT
bracis-19093	3	13	distribution	distribution	NOUN
bracis-19093	3	14	,	,	PUNCT
bracis-19093	3	15	(	(	PUNCT
bracis-19093	3	16	ii	ii	NOUN
bracis-19093	3	17	)	)	PUNCT
bracis-19093	3	18	organization	organization	NOUN
bracis-19093	3	19	of	of	ADP
bracis-19093	3	20	the	the	DET
bracis-19093	3	21	agenda	agenda	NOUN
bracis-19093	3	22	of	of	ADP
bracis-19093	3	23	court	court	NOUN
bracis-19093	3	24	hearing	hearing	NOUN
bracis-19093	3	25	and	and	CCONJ
bracis-19093	3	26	sessions	session	NOUN
bracis-19093	3	27	,	,	PUNCT
bracis-19093	3	28	(	(	PUNCT
bracis-19093	3	29	iii	iii	X
bracis-19093	3	30	)	)	PUNCT
bracis-19093	3	31	classification	classification	NOUN
bracis-19093	3	32	of	of	ADP
bracis-19093	3	33	urgent	urgent	ADJ
bracis-19093	3	34	measures	measure	NOUN
bracis-19093	3	35	and	and	CCONJ
bracis-19093	3	36	evidence	evidence	NOUN
bracis-19093	3	37	,	,	PUNCT
bracis-19093	3	38	(	(	PUNCT
bracis-19093	3	39	iv	iv	X
bracis-19093	3	40	)	)	PUNCT
bracis-19093	3	41	identification	identification	NOUN
bracis-19093	3	42	of	of	ADP
bracis-19093	3	43	prescription	prescription	NOUN
bracis-19093	3	44	and	and	CCONJ
bracis-19093	3	45	(	(	PUNCT
bracis-19093	3	46	v	v	NOUN
bracis-19093	3	47	)	)	PUNCT
bracis-19093	3	48	prevention	prevention	NOUN
bracis-19093	3	49	.	.	PUNCT
bracis-19093	4	1	this	this	DET
bracis-19093	4	2	paper	paper	NOUN
bracis-19093	4	3	investigates	investigate	VERB
bracis-19093	4	4	different	different	ADJ
bracis-19093	4	5	text	text	NOUN
bracis-19093	4	6	classification	classification	NOUN
bracis-19093	4	7	methods	method	NOUN
bracis-19093	4	8	and	and	CCONJ
bracis-19093	4	9	different	different	ADJ
bracis-19093	4	10	combinations	combination	NOUN
bracis-19093	4	11	of	of	ADP
bracis-19093	4	12	embeddings	embedding	NOUN
bracis-19093	4	13	,	,	PUNCT
bracis-19093	4	14	extracted	extract	VERB
bracis-19093	4	15	from	from	ADP
bracis-19093	4	16	portuguese	portuguese	ADJ
bracis-19093	4	17	language	language	NOUN
bracis-19093	4	18	models	model	NOUN
bracis-19093	4	19	,	,	PUNCT
bracis-19093	4	20	and	and	CCONJ
bracis-19093	4	21	information	information	NOUN
bracis-19093	4	22	about	about	ADP
bracis-19093	4	23	legislation	legislation	NOUN
bracis-19093	4	24	cited	cite	VERB
bracis-19093	4	25	in	in	ADP
bracis-19093	4	26	the	the	DET
bracis-19093	4	27	initial	initial	ADJ
bracis-19093	4	28	documents	document	NOUN
bracis-19093	4	29	.	.	PUNCT
bracis-19093	5	1	the	the	DET
bracis-19093	5	2	models	model	NOUN
bracis-19093	5	3	were	be	AUX
bracis-19093	5	4	trained	train	VERB
bracis-19093	5	5	with	with	ADP
bracis-19093	5	6	a	a	DET
bracis-19093	5	7	golden	golden	ADJ
bracis-19093	5	8	collection	collection	NOUN
bracis-19093	5	9	of	of	ADP
bracis-19093	5	10	16	16	NUM
bracis-19093	5	11	thousand	thousand	NUM
bracis-19093	5	12	initial	initial	ADJ
bracis-19093	5	13	petitions	petition	NOUN
bracis-19093	5	14	and	and	CCONJ
bracis-19093	5	15	indictments	indictment	NOUN
bracis-19093	5	16	from	from	ADP
bracis-19093	5	17	the	the	DET
bracis-19093	5	18	court	court	NOUN
bracis-19093	5	19	of	of	ADP
bracis-19093	5	20	justice	justice	NOUN
bracis-19093	5	21	of	of	ADP
bracis-19093	5	22	the	the	DET
bracis-19093	5	23	state	state	NOUN
bracis-19093	5	24	of	of	ADP
bracis-19093	5	25	ceará	ceará	NOUN
bracis-19093	5	26	,	,	PUNCT
bracis-19093	5	27	in	in	ADP
bracis-19093	5	28	brazil	brazil	PROPN
bracis-19093	5	29	,	,	PUNCT
bracis-19093	5	30	whose	whose	DET
bracis-19093	5	31	lawsuits	lawsuit	NOUN
bracis-19093	5	32	were	be	AUX
bracis-19093	5	33	classified	classify	VERB
bracis-19093	5	34	in	in	ADP
bracis-19093	5	35	the	the	DET
bracis-19093	5	36	five	five	NUM
bracis-19093	5	37	more	more	ADJ
bracis-19093	5	38	representative	representative	ADJ
bracis-19093	5	39	cnj	cnj	PROPN
bracis-19093	5	40	’s	’s	PART
bracis-19093	5	41	classes	class	NOUN
bracis-19093	5	42	common	common	ADJ
bracis-19093	5	43	civil	civil	ADJ
bracis-19093	5	44	procedure	procedure	NOUN
bracis-19093	5	45	,	,	PUNCT
bracis-19093	5	46	execution	execution	NOUN
bracis-19093	5	47	of	of	ADP
bracis-19093	5	48	extrajudicial	extrajudicial	ADJ
bracis-19093	5	49	title	title	NOUN
bracis-19093	5	50	,	,	PUNCT
bracis-19093	5	51	criminal	criminal	ADJ
bracis-19093	5	52	action	action	NOUN
bracis-19093	5	53	ordinary	ordinary	ADJ
bracis-19093	5	54	procedure	procedure	NOUN
bracis-19093	5	55	,	,	PUNCT
bracis-19093	5	56	special	special	ADJ
bracis-19093	5	57	civil	civil	ADJ
bracis-19093	5	58	court	court	NOUN
bracis-19093	5	59	procedure	procedure	NOUN
bracis-19093	5	60	,	,	PUNCT
bracis-19093	5	61	and	and	CCONJ
bracis-19093	5	62	tax	tax	NOUN
bracis-19093	5	63	enforcement	enforcement	NOUN
bracis-19093	5	64	.	.	PUNCT
bracis-19093	6	1	our	our	PRON
bracis-19093	6	2	best	good	ADJ
bracis-19093	6	3	result	result	NOUN
bracis-19093	6	4	was	be	AUX
bracis-19093	6	5	obtained	obtain	VERB
bracis-19093	6	6	by	by	ADP
bracis-19093	6	7	the	the	DET
bracis-19093	6	8	bert	bert	PROPN
bracis-19093	6	9	model	model	NOUN
bracis-19093	6	10	,	,	PUNCT
bracis-19093	6	11	achieving	achieve	VERB
bracis-19093	6	12	0.88	0.88	NUM
bracis-19093	6	13	of	of	ADP
bracis-19093	6	14	f1	f1	ADJ
bracis-19093	6	15	score	score	NOUN
bracis-19093	6	16	(	(	PUNCT
bracis-19093	6	17	macro	macro	NOUN
bracis-19093	6	18	)	)	PUNCT
bracis-19093	6	19	,	,	PUNCT
bracis-19093	6	20	in	in	ADP
bracis-19093	6	21	the	the	DET
bracis-19093	6	22	experiment	experiment	NOUN
bracis-19093	6	23	scenario	scenario	NOUN
bracis-19093	6	24	that	that	PRON
bracis-19093	6	25	represents	represent	VERB
bracis-19093	6	26	the	the	DET
bracis-19093	6	27	lawsuit	lawsuit	NOUN
bracis-19093	6	28	in	in	ADP
bracis-19093	6	29	an	an	DET
bracis-19093	6	30	embedding	embedding	NOUN
bracis-19093	6	31	formed	form	VERB
bracis-19093	6	32	by	by	ADP
bracis-19093	6	33	concatenating	concatenate	VERB
bracis-19093	6	34	the	the	DET
bracis-19093	6	35	texts	text	NOUN
bracis-19093	6	36	of	of	ADP
bracis-19093	6	37	all	all	DET
bracis-19093	6	38	the	the	DET
bracis-19093	6	39	petitions	petition	NOUN
bracis-19093	6	40	that	that	PRON
bracis-19093	6	41	contain	contain	VERB
bracis-19093	6	42	at	at	ADV
bracis-19093	6	43	least	least	ADV
bracis-19093	6	44	one	one	NUM
bracis-19093	6	45	citation	citation	NOUN
bracis-19093	6	46	to	to	ADP
bracis-19093	6	47	one	one	NUM
bracis-19093	6	48	legislation	legislation	NOUN
bracis-19093	6	49	.	.	PUNCT
bracis-19093	7	1	legal	legal	ADJ
bracis-19093	7	2	documents	document	NOUN
bracis-19093	7	3	have	have	VERB
bracis-19093	7	4	specific	specific	ADJ
bracis-19093	7	5	characteristics	characteristic	NOUN
bracis-19093	7	6	such	such	ADJ
bracis-19093	7	7	as	as	ADP
bracis-19093	7	8	long	long	ADJ
bracis-19093	7	9	documents	document	NOUN
bracis-19093	7	10	,	,	PUNCT
bracis-19093	7	11	specialized	specialized	ADJ
bracis-19093	7	12	vocabulary	vocabulary	NOUN
bracis-19093	7	13	,	,	PUNCT
bracis-19093	7	14	formal	formal	ADJ
bracis-19093	7	15	syntax	syntax	NOUN
bracis-19093	7	16	,	,	PUNCT
bracis-19093	7	17	semantics	semantic	NOUN
bracis-19093	7	18	based	base	VERB
bracis-19093	7	19	on	on	ADP
bracis-19093	7	20	a	a	DET
bracis-19093	7	21	broad	broad	ADJ
bracis-19093	7	22	specific	specific	ADJ
bracis-19093	7	23	domain	domain	NOUN
bracis-19093	7	24	of	of	ADP
bracis-19093	7	25	knowledge	knowledge	NOUN
bracis-19093	7	26	,	,	PUNCT
bracis-19093	7	27	and	and	CCONJ
bracis-19093	7	28	citations	citation	NOUN
bracis-19093	7	29	to	to	ADP
bracis-19093	7	30	laws	law	NOUN
bracis-19093	7	31	.	.	PUNCT
bracis-19093	8	1	our	our	PRON
bracis-19093	8	2	interpretation	interpretation	NOUN
bracis-19093	8	3	is	be	AUX
bracis-19093	8	4	that	that	SCONJ
bracis-19093	8	5	the	the	DET
bracis-19093	8	6	representation	representation	NOUN
bracis-19093	8	7	of	of	ADP
bracis-19093	8	8	the	the	DET
bracis-19093	8	9	document	document	NOUN
bracis-19093	8	10	through	through	ADP
bracis-19093	8	11	contextual	contextual	ADJ
bracis-19093	8	12	embeddings	embedding	NOUN
bracis-19093	8	13	generated	generate	VERB
bracis-19093	8	14	by	by	ADP
bracis-19093	8	15	bert	bert	PROPN
bracis-19093	8	16	,	,	PUNCT
bracis-19093	8	17	as	as	ADV
bracis-19093	8	18	well	well	ADV
bracis-19093	8	19	as	as	ADP
bracis-19093	8	20	the	the	DET
bracis-19093	8	21	architecture	architecture	NOUN
bracis-19093	8	22	of	of	ADP
bracis-19093	8	23	the	the	DET
bracis-19093	8	24	model	model	NOUN
bracis-19093	8	25	with	with	ADP
bracis-19093	8	26	bidirectional	bidirectional	ADJ
bracis-19093	8	27	contexts	contexts	NOUN
bracis-19093	8	28	,	,	PUNCT
bracis-19093	8	29	makes	make	VERB
bracis-19093	8	30	it	it	PRON
bracis-19093	8	31	possible	possible	ADJ
bracis-19093	8	32	to	to	PART
bracis-19093	8	33	capture	capture	VERB
bracis-19093	8	34	the	the	DET
bracis-19093	8	35	specific	specific	ADJ
bracis-19093	8	36	context	context	NOUN
bracis-19093	8	37	of	of	ADP
bracis-19093	8	38	the	the	DET
bracis-19093	8	39	domain	domain	NOUN
bracis-19093	8	40	of	of	ADP
bracis-19093	8	41	legal	legal	ADJ
bracis-19093	8	42	documents	document	NOUN
bracis-19093	8	43	.	.	PUNCT
bracis-19093	9	1	access	access	NOUN
bracis-19093	9	2	provided	provide	VERB
bracis-19093	9	3	by	by	ADP
bracis-19093	9	4	university	university	PROPN
bracis-19093	9	5	of	of	ADP
bracis-19093	9	6	notre	notre	PROPN
bracis-19093	9	7	dame	dame	PROPN
bracis-19093	9	8	hesburgh	hesburgh	PROPN
bracis-19093	9	9	library	library	PROPN
bracis-19093	9	10	.	.	PUNCT
bracis-19093	10	1	download	download	PROPN
bracis-19093	10	2	conference	conference	NOUN
bracis-19093	10	3	paper	paper	NOUN
bracis-19093	10	4	pdf	pdf	NOUN
bracis-19093	10	5	similar	similar	ADJ
bracis-19093	10	6	content	content	NOUN
bracis-19093	10	7	being	be	AUX
bracis-19093	10	8	viewed	view	VERB
bracis-19093	10	9	by	by	ADP
bracis-19093	10	10	others	other	NOUN
bracis-19093	10	11	using	use	VERB
bracis-19093	10	12	topic	topic	NOUN
bracis-19093	10	13	modeling	modeling	NOUN
bracis-19093	10	14	in	in	ADP
bracis-19093	10	15	classification	classification	NOUN
bracis-19093	10	16	of	of	ADP
bracis-19093	10	17	brazilian	brazilian	ADJ
bracis-19093	10	18	lawsuits	lawsuit	NOUN
bracis-19093	10	19	chapter	chapter	NOUN
bracis-19093	10	20	©	©	PROPN
bracis-19093	10	21	2022	2022	NUM
bracis-19093	10	22	evaluating	evaluate	VERB
bracis-19093	10	23	text	text	NOUN
bracis-19093	10	24	classification	classification	NOUN
bracis-19093	10	25	in	in	ADP
bracis-19093	10	26	 	 	SPACE
bracis-19093	10	27	the	the	DET
bracis-19093	10	28	 	 	SPACE
bracis-19093	10	29	legal	legal	ADJ
bracis-19093	10	30	domain	domain	NOUN
bracis-19093	10	31	using	use	VERB
bracis-19093	10	32	bert	bert	PROPN
bracis-19093	10	33	embeddings	embedding	NOUN
bracis-19093	10	34	chapter	chapter	NOUN
bracis-19093	10	35	©	©	PROPN
bracis-19093	10	36	2023	2023	NUM
bracis-19093	10	37	impact	impact	NOUN
bracis-19093	10	38	of	of	ADP
bracis-19093	10	39	text	text	NOUN
bracis-19093	10	40	specificity	specificity	NOUN
bracis-19093	10	41	and	and	CCONJ
bracis-19093	10	42	size	size	NOUN
bracis-19093	10	43	on	on	ADP
bracis-19093	10	44	word	word	NOUN
bracis-19093	10	45	embeddings	embedding	NOUN
bracis-19093	10	46	performance	performance	NOUN
bracis-19093	10	47	:	:	PUNCT
bracis-19093	10	48	an	an	DET
bracis-19093	10	49	empirical	empirical	ADJ
bracis-19093	10	50	evaluation	evaluation	NOUN
bracis-19093	10	51	in	in	ADP
bracis-19093	10	52	brazilian	brazilian	ADJ
bracis-19093	10	53	legal	legal	ADJ
bracis-19093	10	54	domain	domain	NOUN
bracis-19093	10	55	chapter	chapter	NOUN
bracis-19093	10	56	©	©	PROPN
bracis-19093	10	57	2020	2020	NUM
bracis-19093	10	58	explore	explore	VERB
bracis-19093	10	59	related	relate	VERB
bracis-19093	10	60	subjects	subject	NOUN
bracis-19093	10	61	discover	discover	VERB
bracis-19093	10	62	the	the	DET
bracis-19093	10	63	latest	late	ADJ
bracis-19093	10	64	articles	article	NOUN
bracis-19093	10	65	,	,	PUNCT
bracis-19093	10	66	books	book	NOUN
bracis-19093	10	67	and	and	CCONJ
bracis-19093	10	68	news	news	NOUN
bracis-19093	10	69	in	in	ADP
bracis-19093	10	70	related	related	ADJ
bracis-19093	10	71	subjects	subject	NOUN
bracis-19093	10	72	,	,	PUNCT
bracis-19093	10	73	suggested	suggest	VERB
bracis-19093	10	74	using	use	VERB
bracis-19093	10	75	machine	machine	NOUN
bracis-19093	10	76	learning	learning	NOUN
bracis-19093	10	77	.	.	PUNCT
bracis-19093	11	1	categorization	categorization	NOUN
bracis-19093	11	2	common	common	ADJ
bracis-19093	11	3	tort	tort	NOUN
bracis-19093	11	4	law	law	NOUN
bracis-19093	11	5	escrt	escrt	ADJ
bracis-19093	11	6	legal	legal	ADJ
bracis-19093	11	7	history	history	NOUN
bracis-19093	11	8	machine	machine	NOUN
bracis-19093	11	9	translation	translation	NOUN
bracis-19093	11	10	machine	machine	NOUN
bracis-19093	11	11	learning	learn	VERB
bracis-19093	11	12	1	1	NUM
bracis-19093	11	13	introduction	introduction	NOUN
bracis-19093	11	14	recently	recently	ADV
bracis-19093	11	15	,	,	PUNCT
bracis-19093	11	16	brazil	brazil	PROPN
bracis-19093	11	17	’s	’s	PART
bracis-19093	11	18	national	national	PROPN
bracis-19093	11	19	council	council	PROPN
bracis-19093	11	20	of	of	ADP
bracis-19093	11	21	justice	justice	PROPN
bracis-19093	11	22	(	(	PUNCT
bracis-19093	11	23	cnj	cnj	PROPN
bracis-19093	11	24	)	)	PUNCT
bracis-19093	11	25	highlighted	highlight	VERB
bracis-19093	11	26	in	in	ADP
bracis-19093	11	27	a	a	DET
bracis-19093	11	28	public	public	ADJ
bracis-19093	11	29	call	call	NOUN
bracis-19093	12	1	[	[	X
bracis-19093	12	2	1	1	X
bracis-19093	12	3	]	]	PUNCT
bracis-19093	12	4	the	the	DET
bracis-19093	12	5	need	need	NOUN
bracis-19093	12	6	for	for	ADP
bracis-19093	12	7	implementing	implement	VERB
bracis-19093	12	8	procedural	procedural	ADJ
bracis-19093	12	9	automation	automation	NOUN
bracis-19093	12	10	with	with	ADP
bracis-19093	12	11	robotization	robotization	NOUN
bracis-19093	12	12	resources	resource	NOUN
bracis-19093	12	13	and	and	CCONJ
bracis-19093	12	14	the	the	DET
bracis-19093	12	15	use	use	NOUN
bracis-19093	12	16	of	of	ADP
bracis-19093	12	17	artificial	artificial	ADJ
bracis-19093	12	18	intelligence	intelligence	NOUN
bracis-19093	12	19	(	(	PUNCT
bracis-19093	12	20	ai	ai	NOUN
bracis-19093	12	21	)	)	PUNCT
bracis-19093	12	22	techniques	technique	NOUN
bracis-19093	12	23	,	,	PUNCT
bracis-19093	12	24	such	such	ADJ
bracis-19093	12	25	as	as	ADP
bracis-19093	12	26	machine	machine	NOUN
bracis-19093	12	27	learning	learning	NOUN
bracis-19093	12	28	in	in	ADP
bracis-19093	12	29	legal	legal	ADJ
bracis-19093	12	30	proceedings	proceeding	NOUN
bracis-19093	12	31	in	in	ADP
bracis-19093	12	32	brazil	brazil	PROPN
bracis-19093	12	33	.	.	PUNCT
bracis-19093	13	1	these	these	DET
bracis-19093	13	2	applications	application	NOUN
bracis-19093	13	3	allow	allow	VERB
bracis-19093	13	4	the	the	DET
bracis-19093	13	5	replication	replication	NOUN
bracis-19093	13	6	of	of	ADP
bracis-19093	13	7	human	human	ADJ
bracis-19093	13	8	activity	activity	NOUN
bracis-19093	13	9	,	,	PUNCT
bracis-19093	13	10	in	in	ADP
bracis-19093	13	11	order	order	NOUN
bracis-19093	13	12	to	to	PART
bracis-19093	13	13	save	save	VERB
bracis-19093	13	14	human	human	ADJ
bracis-19093	13	15	resources	resource	NOUN
bracis-19093	13	16	that	that	PRON
bracis-19093	13	17	could	could	AUX
bracis-19093	13	18	be	be	AUX
bracis-19093	13	19	relocated	relocate	VERB
bracis-19093	13	20	to	to	ADP
bracis-19093	13	21	tasks	task	NOUN
bracis-19093	13	22	that	that	PRON
bracis-19093	13	23	demand	demand	VERB
bracis-19093	13	24	greater	great	ADJ
bracis-19093	13	25	creativity	creativity	NOUN
bracis-19093	13	26	and	and	CCONJ
bracis-19093	13	27	expertise	expertise	NOUN
bracis-19093	13	28	.	.	PUNCT
bracis-19093	14	1	particularly	particularly	ADV
bracis-19093	14	2	in	in	ADP
bracis-19093	14	3	the	the	DET
bracis-19093	14	4	field	field	NOUN
bracis-19093	14	5	of	of	ADP
bracis-19093	14	6	jurisdictional	jurisdictional	ADJ
bracis-19093	14	7	efficiency	efficiency	NOUN
bracis-19093	14	8	,	,	PUNCT
bracis-19093	14	9	the	the	DET
bracis-19093	14	10	cnj	cnj	NOUN
bracis-19093	14	11	calls	call	VERB
bracis-19093	14	12	the	the	DET
bracis-19093	14	13	ai	ai	ADJ
bracis-19093	14	14	community	community	NOUN
bracis-19093	14	15	in	in	ADP
bracis-19093	14	16	brazil	brazil	PROPN
bracis-19093	14	17	to	to	PART
bracis-19093	14	18	develop	develop	VERB
bracis-19093	14	19	robust	robust	ADJ
bracis-19093	14	20	solutions	solution	NOUN
bracis-19093	14	21	to	to	PART
bracis-19093	14	22	perform	perform	VERB
bracis-19093	14	23	automated	automate	VERB
bracis-19093	14	24	lawsuit	lawsuit	NOUN
bracis-19093	14	25	classification	classification	NOUN
bracis-19093	14	26	.	.	PUNCT
bracis-19093	15	1	a	a	DET
bracis-19093	15	2	correct	correct	ADJ
bracis-19093	15	3	lawsuit	lawsuit	NOUN
bracis-19093	15	4	classification	classification	NOUN
bracis-19093	15	5	substantially	substantially	ADV
bracis-19093	15	6	improves	improve	VERB
bracis-19093	15	7	the	the	DET
bracis-19093	15	8	assertiveness	assertiveness	NOUN
bracis-19093	15	9	of	of	ADP
bracis-19093	15	10	(	(	PUNCT
bracis-19093	15	11	i	i	NOUN
bracis-19093	15	12	)	)	PUNCT
bracis-19093	15	13	distribution	distribution	NOUN
bracis-19093	15	14	,	,	PUNCT
bracis-19093	15	15	(	(	PUNCT
bracis-19093	15	16	ii	ii	NOUN
bracis-19093	15	17	)	)	PUNCT
bracis-19093	15	18	organization	organization	NOUN
bracis-19093	15	19	of	of	ADP
bracis-19093	15	20	the	the	DET
bracis-19093	15	21	agenda	agenda	NOUN
bracis-19093	15	22	of	of	ADP
bracis-19093	15	23	court	court	NOUN
bracis-19093	15	24	hearing	hearing	NOUN
bracis-19093	15	25	and	and	CCONJ
bracis-19093	15	26	sessions	session	NOUN
bracis-19093	15	27	,	,	PUNCT
bracis-19093	15	28	(	(	PUNCT
bracis-19093	15	29	iii	iii	X
bracis-19093	15	30	)	)	PUNCT
bracis-19093	15	31	classification	classification	NOUN
bracis-19093	15	32	of	of	ADP
bracis-19093	15	33	urgent	urgent	ADJ
bracis-19093	15	34	measures	measure	NOUN
bracis-19093	15	35	and	and	CCONJ
bracis-19093	15	36	evidence	evidence	NOUN
bracis-19093	15	37	,	,	PUNCT
bracis-19093	15	38	(	(	PUNCT
bracis-19093	15	39	iv	iv	X
bracis-19093	15	40	)	)	PUNCT
bracis-19093	15	41	identification	identification	NOUN
bracis-19093	15	42	of	of	ADP
bracis-19093	15	43	prescription	prescription	NOUN
bracis-19093	15	44	and	and	CCONJ
bracis-19093	15	45	(	(	PUNCT
bracis-19093	15	46	v	v	NOUN
bracis-19093	15	47	)	)	PUNCT
bracis-19093	15	48	prevention	prevention	NOUN
bracis-19093	15	49	,	,	PUNCT
bracis-19093	15	50	considering	consider	VERB
bracis-19093	15	51	,	,	PUNCT
bracis-19093	15	52	also	also	ADV
bracis-19093	15	53	,	,	PUNCT
bracis-19093	15	54	issues	issue	NOUN
bracis-19093	15	55	such	such	ADJ
bracis-19093	15	56	as	as	ADP
bracis-19093	15	57	the	the	DET
bracis-19093	15	58	categorization	categorization	NOUN
bracis-19093	15	59	in	in	ADP
bracis-19093	15	60	the	the	DET
bracis-19093	15	61	cnj	cnj	NOUN
bracis-19093	15	62	’s	’s	PART
bracis-19093	15	63	unified	unify	VERB
bracis-19093	15	64	procedural	procedural	ADJ
bracis-19093	15	65	tables	table	NOUN
bracis-19093	15	66	.	.	PUNCT
bracis-19093	16	1	the	the	DET
bracis-19093	16	2	classification	classification	NOUN
bracis-19093	16	3	of	of	ADP
bracis-19093	16	4	lawsuits	lawsuit	NOUN
bracis-19093	16	5	is	be	AUX
bracis-19093	16	6	initially	initially	ADV
bracis-19093	16	7	assigned	assign	VERB
bracis-19093	16	8	by	by	ADP
bracis-19093	16	9	the	the	DET
bracis-19093	16	10	lawyers	lawyer	NOUN
bracis-19093	16	11	and	and	CCONJ
bracis-19093	16	12	attorneys	attorney	NOUN
bracis-19093	16	13	,	,	PUNCT
bracis-19093	16	14	manually	manually	ADV
bracis-19093	16	15	,	,	PUNCT
bracis-19093	16	16	and	and	CCONJ
bracis-19093	16	17	recorded	record	VERB
bracis-19093	16	18	in	in	ADP
bracis-19093	16	19	the	the	DET
bracis-19093	16	20	initial	initial	ADJ
bracis-19093	16	21	lawsuit	lawsuit	NOUN
bracis-19093	16	22	documents	document	NOUN
bracis-19093	16	23	.	.	PUNCT
bracis-19093	17	1	in	in	ADP
bracis-19093	17	2	brazilian	brazilian	ADJ
bracis-19093	17	3	justice	justice	NOUN
bracis-19093	17	4	,	,	PUNCT
bracis-19093	17	5	these	these	DET
bracis-19093	17	6	documents	document	NOUN
bracis-19093	17	7	are	be	AUX
bracis-19093	17	8	commonly	commonly	ADV
bracis-19093	17	9	classified	classify	VERB
bracis-19093	17	10	as	as	ADP
bracis-19093	17	11	initial	initial	ADJ
bracis-19093	17	12	petitions	petition	NOUN
bracis-19093	17	13	(	(	PUNCT
bracis-19093	17	14	civil	civil	ADJ
bracis-19093	17	15	lawsuits	lawsuit	NOUN
bracis-19093	17	16	)	)	PUNCT
bracis-19093	17	17	and	and	CCONJ
bracis-19093	17	18	indictment	indictment	NOUN
bracis-19093	17	19	(	(	PUNCT
bracis-19093	17	20	criminal	criminal	ADJ
bracis-19093	17	21	lawsuits	lawsuit	NOUN
bracis-19093	17	22	)	)	PUNCT
bracis-19093	17	23	.	.	PUNCT
bracis-19093	18	1	some	some	DET
bracis-19093	18	2	benefits	benefit	NOUN
bracis-19093	18	3	of	of	ADP
bracis-19093	18	4	the	the	DET
bracis-19093	18	5	classification	classification	NOUN
bracis-19093	18	6	of	of	ADP
bracis-19093	18	7	petitions	petition	NOUN
bracis-19093	18	8	and	and	CCONJ
bracis-19093	18	9	indictimens	indictimen	NOUN
bracis-19093	18	10	,	,	PUNCT
bracis-19093	18	11	highlighted	highlight	VERB
bracis-19093	18	12	by	by	ADP
bracis-19093	18	13	the	the	DET
bracis-19093	18	14	cnj	cnj	NOUN
bracis-19093	18	15	in	in	ADP
bracis-19093	18	16	[	[	X
bracis-19093	18	17	1	1	NUM
bracis-19093	18	18	]	]	PUNCT
bracis-19093	18	19	,	,	PUNCT
bracis-19093	18	20	are	be	AUX
bracis-19093	18	21	:	:	PUNCT
bracis-19093	18	22	simplifying	simplify	VERB
bracis-19093	18	23	procedures	procedure	NOUN
bracis-19093	18	24	for	for	ADP
bracis-19093	18	25	access	access	NOUN
bracis-19093	18	26	to	to	ADP
bracis-19093	18	27	justice	justice	NOUN
bracis-19093	18	28	by	by	ADP
bracis-19093	18	29	citizens	citizen	NOUN
bracis-19093	18	30	and/or	and/or	CCONJ
bracis-19093	18	31	their	their	PRON
bracis-19093	18	32	representatives	representative	NOUN
bracis-19093	18	33	,	,	PUNCT
bracis-19093	18	34	freeing	free	VERB
bracis-19093	18	35	them	they	PRON
bracis-19093	18	36	from	from	ADP
bracis-19093	18	37	carrying	carry	VERB
bracis-19093	18	38	out	out	ADP
bracis-19093	18	39	the	the	DET
bracis-19093	18	40	procedural	procedural	ADJ
bracis-19093	18	41	classification	classification	NOUN
bracis-19093	18	42	;	;	PUNCT
bracis-19093	18	43	reduce	reduce	VERB
bracis-19093	18	44	the	the	DET
bracis-19093	18	45	necessary	necessary	ADJ
bracis-19093	18	46	structure	structure	NOUN
bracis-19093	18	47	of	of	ADP
bracis-19093	18	48	human	human	ADJ
bracis-19093	18	49	resources	resource	NOUN
bracis-19093	18	50	in	in	ADP
bracis-19093	18	51	notary	notary	ADJ
bracis-19093	18	52	offices	office	NOUN
bracis-19093	18	53	and	and	CCONJ
bracis-19093	18	54	departments	department	NOUN
bracis-19093	18	55	responsible	responsible	ADJ
bracis-19093	18	56	for	for	ADP
bracis-19093	18	57	processing	process	VERB
bracis-19093	18	58	the	the	DET
bracis-19093	18	59	cases	case	NOUN
bracis-19093	18	60	,	,	PUNCT
bracis-19093	18	61	in	in	ADP
bracis-19093	18	62	the	the	DET
bracis-19093	18	63	different	different	ADJ
bracis-19093	18	64	spheres	sphere	NOUN
bracis-19093	18	65	of	of	ADP
bracis-19093	18	66	justice	justice	NOUN
bracis-19093	18	67	;	;	PUNCT
bracis-19093	18	68	drastically	drastically	ADV
bracis-19093	18	69	reduce	reduce	VERB
bracis-19093	18	70	the	the	DET
bracis-19093	18	71	need	need	NOUN
bracis-19093	18	72	for	for	ADP
bracis-19093	18	73	human	human	ADJ
bracis-19093	18	74	intervention	intervention	NOUN
bracis-19093	18	75	in	in	ADP
bracis-19093	18	76	the	the	DET
bracis-19093	18	77	distribution	distribution	NOUN
bracis-19093	18	78	and	and	CCONJ
bracis-19093	18	79	processing	processing	NOUN
bracis-19093	18	80	of	of	ADP
bracis-19093	18	81	cases	case	NOUN
bracis-19093	18	82	;	;	PUNCT
bracis-19093	18	83	provide	provide	VERB
bracis-19093	18	84	greater	great	ADJ
bracis-19093	18	85	detail	detail	NOUN
bracis-19093	18	86	in	in	ADP
bracis-19093	18	87	the	the	DET
bracis-19093	18	88	lawsuit	lawsuit	NOUN
bracis-19093	18	89	classification	classification	NOUN
bracis-19093	18	90	,	,	PUNCT
bracis-19093	18	91	resulting	result	VERB
bracis-19093	18	92	in	in	ADP
bracis-19093	18	93	better	well	ADJ
bracis-19093	18	94	organization	organization	NOUN
bracis-19093	18	95	of	of	ADP
bracis-19093	18	96	the	the	DET
bracis-19093	18	97	judgment	judgment	NOUN
bracis-19093	18	98	guidelines	guideline	NOUN
bracis-19093	18	99	and	and	CCONJ
bracis-19093	18	100	opening	open	VERB
bracis-19093	18	101	the	the	DET
bracis-19093	18	102	way	way	NOUN
bracis-19093	18	103	for	for	ADP
bracis-19093	18	104	the	the	DET
bracis-19093	18	105	development	development	NOUN
bracis-19093	18	106	of	of	ADP
bracis-19093	18	107	productivity	productivity	NOUN
bracis-19093	18	108	improvement	improvement	NOUN
bracis-19093	18	109	tools	tool	NOUN
bracis-19093	18	110	.	.	PUNCT
bracis-19093	19	1	in	in	ADP
bracis-19093	19	2	order	order	NOUN
bracis-19093	19	3	to	to	PART
bracis-19093	19	4	automate	automate	VERB
bracis-19093	19	5	this	this	DET
bracis-19093	19	6	task	task	NOUN
bracis-19093	19	7	,	,	PUNCT
bracis-19093	19	8	text	text	NOUN
bracis-19093	19	9	classification	classification	NOUN
bracis-19093	19	10	methods	method	NOUN
bracis-19093	19	11	should	should	AUX
bracis-19093	19	12	be	be	AUX
bracis-19093	19	13	developed	develop	VERB
bracis-19093	19	14	from	from	ADP
bracis-19093	19	15	language	language	NOUN
bracis-19093	19	16	models	model	NOUN
bracis-19093	19	17	[	[	X
bracis-19093	19	18	2	2	NUM
bracis-19093	19	19	,	,	PUNCT
bracis-19093	19	20	3	3	NUM
bracis-19093	19	21	]	]	PUNCT
bracis-19093	19	22	from	from	ADP
bracis-19093	19	23	the	the	DET
bracis-19093	19	24	natural	natural	ADJ
bracis-19093	19	25	language	language	NOUN
bracis-19093	19	26	processing	processing	NOUN
bracis-19093	19	27	(	(	PUNCT
bracis-19093	19	28	nlp	nlp	NOUN
bracis-19093	19	29	)	)	PUNCT
bracis-19093	19	30	area	area	NOUN
bracis-19093	19	31	and	and	CCONJ
bracis-19093	19	32	learning	learning	NOUN
bracis-19093	19	33	models	model	NOUN
bracis-19093	19	34	[	[	X
bracis-19093	19	35	4	4	NUM
bracis-19093	19	36	,	,	PUNCT
bracis-19093	19	37	5	5	NUM
bracis-19093	19	38	]	]	PUNCT
bracis-19093	19	39	from	from	ADP
bracis-19093	19	40	the	the	DET
bracis-19093	19	41	ai	ai	NOUN
bracis-19093	19	42	area	area	NOUN
bracis-19093	19	43	,	,	PUNCT
bracis-19093	19	44	and	and	CCONJ
bracis-19093	19	45	trained	train	VERB
bracis-19093	19	46	from	from	ADP
bracis-19093	19	47	a	a	DET
bracis-19093	19	48	golden	golden	ADJ
bracis-19093	19	49	collection	collection	NOUN
bracis-19093	19	50	of	of	ADP
bracis-19093	19	51	documents	document	NOUN
bracis-19093	19	52	extracted	extract	VERB
bracis-19093	19	53	from	from	ADP
bracis-19093	19	54	lawsuits	lawsuit	NOUN
bracis-19093	19	55	.	.	PUNCT
bracis-19093	20	1	text	text	NOUN
bracis-19093	20	2	classification	classification	NOUN
bracis-19093	20	3	,	,	PUNCT
bracis-19093	20	4	i.e.	i.e.	X
bracis-19093	20	5	,	,	PUNCT
bracis-19093	20	6	the	the	DET
bracis-19093	20	7	process	process	NOUN
bracis-19093	20	8	of	of	ADP
bracis-19093	20	9	assigning	assign	VERB
bracis-19093	20	10	one	one	NUM
bracis-19093	20	11	or	or	CCONJ
bracis-19093	20	12	multiple	multiple	ADJ
bracis-19093	20	13	categories	category	NOUN
bracis-19093	20	14	from	from	ADP
bracis-19093	20	15	a	a	DET
bracis-19093	20	16	set	set	NOUN
bracis-19093	20	17	of	of	ADP
bracis-19093	20	18	options	option	NOUN
bracis-19093	20	19	to	to	ADP
bracis-19093	20	20	a	a	DET
bracis-19093	20	21	document	document	NOUN
bracis-19093	21	1	[	[	X
bracis-19093	21	2	6	6	NUM
bracis-19093	21	3	]	]	PUNCT
bracis-19093	21	4	,	,	PUNCT
bracis-19093	21	5	is	be	AUX
bracis-19093	21	6	a	a	DET
bracis-19093	21	7	prominent	prominent	ADJ
bracis-19093	21	8	and	and	CCONJ
bracis-19093	21	9	well	well	ADV
bracis-19093	21	10	-	-	PUNCT
bracis-19093	21	11	researched	research	VERB
bracis-19093	21	12	task	task	NOUN
bracis-19093	21	13	in	in	ADP
bracis-19093	21	14	natural	natural	ADJ
bracis-19093	21	15	language	language	NOUN
bracis-19093	21	16	processing	processing	NOUN
bracis-19093	21	17	(	(	PUNCT
bracis-19093	21	18	nlp	nlp	NOUN
bracis-19093	21	19	)	)	PUNCT
bracis-19093	21	20	and	and	CCONJ
bracis-19093	21	21	text	text	NOUN
bracis-19093	21	22	mining	mining	NOUN
bracis-19093	21	23	.	.	PUNCT
bracis-19093	22	1	text	text	NOUN
bracis-19093	22	2	classification	classification	NOUN
bracis-19093	22	3	variants	variant	NOUN
bracis-19093	22	4	include	include	VERB
bracis-19093	22	5	simple	simple	ADJ
bracis-19093	22	6	binary	binary	ADJ
bracis-19093	22	7	classification	classification	NOUN
bracis-19093	22	8	(	(	PUNCT
bracis-19093	22	9	for	for	ADP
bracis-19093	22	10	example	example	NOUN
bracis-19093	22	11	,	,	PUNCT
bracis-19093	22	12	deciding	decide	VERB
bracis-19093	22	13	if	if	SCONJ
bracis-19093	22	14	a	a	DET
bracis-19093	22	15	document	document	NOUN
bracis-19093	22	16	is	be	AUX
bracis-19093	22	17	spam	spam	NOUN
bracis-19093	22	18	or	or	CCONJ
bracis-19093	22	19	not	not	PART
bracis-19093	22	20	spam	spam	NOUN
bracis-19093	22	21	)	)	PUNCT
bracis-19093	22	22	,	,	PUNCT
bracis-19093	22	23	multi	multi	ADJ
bracis-19093	22	24	-	-	ADJ
bracis-19093	22	25	class	class	ADJ
bracis-19093	22	26	classification	classification	NOUN
bracis-19093	22	27	(	(	PUNCT
bracis-19093	22	28	selection	selection	NOUN
bracis-19093	22	29	of	of	ADP
bracis-19093	22	30	one	one	NUM
bracis-19093	22	31	from	from	ADP
bracis-19093	22	32	a	a	DET
bracis-19093	22	33	number	number	NOUN
bracis-19093	22	34	of	of	ADP
bracis-19093	22	35	classes	class	NOUN
bracis-19093	22	36	)	)	PUNCT
bracis-19093	22	37	,	,	PUNCT
bracis-19093	22	38	and	and	CCONJ
bracis-19093	22	39	multi	multi	ADJ
bracis-19093	22	40	-	-	ADJ
bracis-19093	22	41	label	label	ADJ
bracis-19093	22	42	classification	classification	NOUN
bracis-19093	22	43	(	(	PUNCT
bracis-19093	22	44	where	where	SCONJ
bracis-19093	22	45	multiple	multiple	ADJ
bracis-19093	22	46	labels	label	NOUN
bracis-19093	22	47	can	can	AUX
bracis-19093	22	48	be	be	AUX
bracis-19093	22	49	assigned	assign	VERB
bracis-19093	22	50	to	to	ADP
bracis-19093	22	51	a	a	DET
bracis-19093	22	52	single	single	ADJ
bracis-19093	22	53	document	document	NOUN
bracis-19093	22	54	)	)	PUNCT
bracis-19093	22	55	.	.	PUNCT
bracis-19093	23	1	text	text	NOUN
bracis-19093	23	2	classification	classification	NOUN
bracis-19093	23	3	methods	method	NOUN
bracis-19093	23	4	have	have	AUX
bracis-19093	23	5	been	be	AUX
bracis-19093	23	6	successfully	successfully	ADV
bracis-19093	23	7	applied	apply	VERB
bracis-19093	23	8	to	to	ADP
bracis-19093	23	9	a	a	DET
bracis-19093	23	10	number	number	NOUN
bracis-19093	23	11	of	of	ADP
bracis-19093	23	12	nlp	nlp	ADJ
bracis-19093	23	13	tasks	task	NOUN
bracis-19093	23	14	and	and	CCONJ
bracis-19093	23	15	applications	application	NOUN
bracis-19093	23	16	ranging	range	VERB
bracis-19093	23	17	from	from	ADP
bracis-19093	23	18	plagiarism	plagiarism	NOUN
bracis-19093	23	19	[	[	X
bracis-19093	23	20	7	7	X
bracis-19093	23	21	]	]	PUNCT
bracis-19093	23	22	and	and	CCONJ
bracis-19093	23	23	pastiche	pastiche	NOUN
bracis-19093	23	24	detection	detection	NOUN
bracis-19093	23	25	[	[	X
bracis-19093	23	26	8	8	NUM
bracis-19093	23	27	]	]	PUNCT
bracis-19093	23	28	,	,	PUNCT
bracis-19093	23	29	in	in	ADP
bracis-19093	23	30	order	order	NOUN
bracis-19093	23	31	to	to	PART
bracis-19093	23	32	estimating	estimate	VERB
bracis-19093	23	33	the	the	DET
bracis-19093	23	34	period	period	NOUN
bracis-19093	23	35	in	in	ADP
bracis-19093	23	36	which	which	PRON
bracis-19093	23	37	a	a	DET
bracis-19093	23	38	text	text	NOUN
bracis-19093	23	39	was	be	AUX
bracis-19093	23	40	published	publish	VERB
bracis-19093	23	41	[	[	PUNCT
bracis-19093	23	42	9	9	NUM
bracis-19093	23	43	]	]	PUNCT
bracis-19093	23	44	,	,	PUNCT
bracis-19093	23	45	with	with	ADP
bracis-19093	23	46	commercial	commercial	ADJ
bracis-19093	23	47	or	or	CCONJ
bracis-19093	23	48	forensic	forensic	ADJ
bracis-19093	23	49	goals	goal	NOUN
bracis-19093	23	50	(	(	PUNCT
bracis-19093	23	51	e.g.	e.g.	ADV
bracis-19093	23	52	identifying	identify	VERB
bracis-19093	23	53	potential	potential	ADJ
bracis-19093	23	54	criminals	criminal	NOUN
bracis-19093	23	55	[	[	X
bracis-19093	23	56	10	10	NUM
bracis-19093	23	57	]	]	PUNCT
bracis-19093	23	58	,	,	PUNCT
bracis-19093	23	59	crimes	crime	NOUN
bracis-19093	23	60	[	[	X
bracis-19093	23	61	11	11	NUM
bracis-19093	23	62	,	,	PUNCT
bracis-19093	23	63	12	12	NUM
bracis-19093	23	64	]	]	PUNCT
bracis-19093	23	65	,	,	PUNCT
bracis-19093	23	66	or	or	CCONJ
bracis-19093	23	67	antisocial	antisocial	ADJ
bracis-19093	23	68	behavior	behavior	NOUN
bracis-19093	23	69	[	[	X
bracis-19093	23	70	13	13	NUM
bracis-19093	23	71	]	]	NUM
bracis-19093	23	72	)	)	PUNCT
bracis-19093	23	73	.	.	PUNCT
bracis-19093	24	1	however	however	ADV
bracis-19093	24	2	,	,	PUNCT
bracis-19093	24	3	in	in	ADP
bracis-19093	24	4	the	the	DET
bracis-19093	24	5	legal	legal	ADJ
bracis-19093	24	6	domain	domain	NOUN
bracis-19093	24	7	,	,	PUNCT
bracis-19093	24	8	to	to	ADP
bracis-19093	24	9	the	the	DET
bracis-19093	24	10	best	good	ADJ
bracis-19093	24	11	of	of	ADP
bracis-19093	24	12	our	our	PRON
bracis-19093	24	13	knowledge	knowledge	NOUN
bracis-19093	24	14	,	,	PUNCT
bracis-19093	24	15	is	be	AUX
bracis-19093	24	16	relatively	relatively	ADV
bracis-19093	24	17	under	under	ADV
bracis-19093	24	18	-	-	PUNCT
bracis-19093	24	19	explored	explore	VERB
bracis-19093	24	20	,	,	PUNCT
bracis-19093	24	21	mainly	mainly	ADV
bracis-19093	24	22	for	for	ADP
bracis-19093	24	23	the	the	DET
bracis-19093	24	24	brazilian	brazilian	ADJ
bracis-19093	24	25	lawsuits	lawsuit	NOUN
bracis-19093	24	26	.	.	PUNCT
bracis-19093	25	1	text	text	NOUN
bracis-19093	25	2	classification	classification	NOUN
bracis-19093	25	3	in	in	ADP
bracis-19093	25	4	the	the	DET
bracis-19093	25	5	legal	legal	ADJ
bracis-19093	25	6	domain	domain	NOUN
bracis-19093	25	7	is	be	AUX
bracis-19093	25	8	used	use	VERB
bracis-19093	25	9	in	in	ADP
bracis-19093	25	10	a	a	DET
bracis-19093	25	11	number	number	NOUN
bracis-19093	25	12	of	of	ADP
bracis-19093	25	13	different	different	ADJ
bracis-19093	25	14	applications	application	NOUN
bracis-19093	25	15	.	.	PUNCT
bracis-19093	26	1	katz	katz	PROPN
bracis-19093	26	2	et	et	PROPN
bracis-19093	26	3	al	al	PROPN
bracis-19093	26	4	.	.	PUNCT
bracis-19093	27	1	[	[	X
bracis-19093	27	2	14	14	NUM
bracis-19093	27	3	]	]	PUNCT
bracis-19093	27	4	use	use	NOUN
bracis-19093	27	5	extremely	extremely	ADV
bracis-19093	27	6	randomized	randomize	VERB
bracis-19093	27	7	trees	tree	NOUN
bracis-19093	27	8	and	and	CCONJ
bracis-19093	27	9	extensive	extensive	ADJ
bracis-19093	27	10	feature	feature	NOUN
bracis-19093	27	11	engineering	engineering	NOUN
bracis-19093	27	12	to	to	PART
bracis-19093	27	13	predict	predict	VERB
bracis-19093	27	14	if	if	SCONJ
bracis-19093	27	15	a	a	DET
bracis-19093	27	16	decision	decision	NOUN
bracis-19093	27	17	by	by	ADP
bracis-19093	27	18	the	the	DET
bracis-19093	27	19	supreme	supreme	PROPN
bracis-19093	27	20	court	court	PROPN
bracis-19093	27	21	of	of	ADP
bracis-19093	27	22	the	the	DET
bracis-19093	27	23	united	united	PROPN
bracis-19093	27	24	state	state	PROPN
bracis-19093	27	25	would	would	AUX
bracis-19093	27	26	be	be	AUX
bracis-19093	27	27	affirmed	affirm	VERB
bracis-19093	27	28	or	or	CCONJ
bracis-19093	27	29	reversed	reverse	VERB
bracis-19093	27	30	.	.	PUNCT
bracis-19093	28	1	in	in	ADP
bracis-19093	28	2	a	a	DET
bracis-19093	28	3	similar	similar	ADJ
bracis-19093	28	4	fashion	fashion	NOUN
bracis-19093	28	5	,	,	PUNCT
bracis-19093	28	6	[	[	X
bracis-19093	28	7	15	15	NUM
bracis-19093	28	8	]	]	X
bracis-19093	28	9	trained	train	VERB
bracis-19093	28	10	a	a	DET
bracis-19093	28	11	model	model	NOUN
bracis-19093	28	12	to	to	PART
bracis-19093	28	13	predict	predict	VERB
bracis-19093	28	14	,	,	PUNCT
bracis-19093	28	15	given	give	VERB
bracis-19093	28	16	the	the	DET
bracis-19093	28	17	textual	textual	ADJ
bracis-19093	28	18	content	content	NOUN
bracis-19093	28	19	of	of	ADP
bracis-19093	28	20	a	a	DET
bracis-19093	28	21	case	case	NOUN
bracis-19093	28	22	from	from	ADP
bracis-19093	28	23	the	the	DET
bracis-19093	28	24	european	european	PROPN
bracis-19093	28	25	court	court	PROPN
bracis-19093	28	26	of	of	ADP
bracis-19093	28	27	human	human	ADJ
bracis-19093	28	28	rights	right	NOUN
bracis-19093	28	29	,	,	PUNCT
bracis-19093	28	30	if	if	SCONJ
bracis-19093	28	31	there	there	PRON
bracis-19093	28	32	has	have	AUX
bracis-19093	28	33	been	be	AUX
bracis-19093	28	34	a	a	DET
bracis-19093	28	35	violation	violation	NOUN
bracis-19093	28	36	of	of	ADP
bracis-19093	28	37	human	human	ADJ
bracis-19093	28	38	rights	right	NOUN
bracis-19093	28	39	or	or	CCONJ
bracis-19093	28	40	not	not	PART
bracis-19093	28	41	.	.	PUNCT
bracis-19093	29	1	in	in	ADP
bracis-19093	29	2	[	[	X
bracis-19093	29	3	16	16	NUM
bracis-19093	29	4	]	]	PUNCT
bracis-19093	29	5	,	,	PUNCT
bracis-19093	29	6	the	the	DET
bracis-19093	29	7	authors	author	NOUN
bracis-19093	29	8	trained	train	VERB
bracis-19093	29	9	traditional	traditional	ADJ
bracis-19093	29	10	classifiers	classifier	NOUN
bracis-19093	29	11	on	on	ADP
bracis-19093	29	12	text	text	NOUN
bracis-19093	29	13	descriptions	description	NOUN
bracis-19093	29	14	of	of	ADP
bracis-19093	29	15	cases	case	NOUN
bracis-19093	29	16	from	from	ADP
bracis-19093	29	17	the	the	DET
bracis-19093	29	18	french	french	ADJ
bracis-19093	29	19	supreme	supreme	PROPN
bracis-19093	29	20	court	court	PROPN
bracis-19093	29	21	,	,	PUNCT
bracis-19093	29	22	in	in	ADP
bracis-19093	29	23	order	order	NOUN
bracis-19093	29	24	to	to	PART
bracis-19093	29	25	predict	predict	VERB
bracis-19093	29	26	with	with	ADP
bracis-19093	29	27	high	high	ADJ
bracis-19093	29	28	accuracy	accuracy	NOUN
bracis-19093	29	29	the	the	DET
bracis-19093	29	30	ruling	ruling	NOUN
bracis-19093	29	31	of	of	ADP
bracis-19093	29	32	the	the	DET
bracis-19093	29	33	french	french	ADJ
bracis-19093	29	34	supreme	supreme	PROPN
bracis-19093	29	35	court	court	PROPN
bracis-19093	29	36	(	(	PUNCT
bracis-19093	29	37	six	six	NUM
bracis-19093	29	38	classes	class	NOUN
bracis-19093	29	39	)	)	PUNCT
bracis-19093	29	40	,	,	PUNCT
bracis-19093	29	41	the	the	DET
bracis-19093	29	42	law	law	NOUN
bracis-19093	29	43	area	area	NOUN
bracis-19093	29	44	to	to	PART
bracis-19093	29	45	which	which	PRON
bracis-19093	29	46	a	a	DET
bracis-19093	29	47	case	case	NOUN
bracis-19093	29	48	belongs	belong	VERB
bracis-19093	29	49	to	to	ADP
bracis-19093	29	50	(	(	PUNCT
bracis-19093	29	51	eight	eight	NUM
bracis-19093	29	52	classes	class	NOUN
bracis-19093	29	53	)	)	PUNCT
bracis-19093	29	54	,	,	PUNCT
bracis-19093	29	55	and	and	CCONJ
bracis-19093	29	56	the	the	DET
bracis-19093	29	57	influence	influence	NOUN
bracis-19093	29	58	of	of	ADP
bracis-19093	29	59	the	the	DET
bracis-19093	29	60	time	time	NOUN
bracis-19093	29	61	period	period	NOUN
bracis-19093	29	62	in	in	ADP
bracis-19093	29	63	which	which	PRON
bracis-19093	29	64	a	a	DET
bracis-19093	29	65	ruling	ruling	NOUN
bracis-19093	29	66	was	be	AUX
bracis-19093	29	67	made	make	VERB
bracis-19093	29	68	.	.	PUNCT
bracis-19093	30	1	undavia	undavia	PROPN
bracis-19093	30	2	et	et	PROPN
bracis-19093	30	3	al	al	PROPN
bracis-19093	30	4	.	.	PUNCT
bracis-19093	31	1	[	[	X
bracis-19093	31	2	17	17	NUM
bracis-19093	31	3	]	]	PUNCT
bracis-19093	31	4	evaluated	evaluate	VERB
bracis-19093	31	5	a	a	DET
bracis-19093	31	6	series	series	NOUN
bracis-19093	31	7	of	of	ADP
bracis-19093	31	8	classifiers	classifier	NOUN
bracis-19093	31	9	trained	train	VERB
bracis-19093	31	10	on	on	ADP
bracis-19093	31	11	a	a	DET
bracis-19093	31	12	dataset	dataset	NOUN
bracis-19093	31	13	of	of	ADP
bracis-19093	31	14	cases	case	NOUN
bracis-19093	31	15	from	from	ADP
bracis-19093	31	16	the	the	DET
bracis-19093	31	17	american	american	PROPN
bracis-19093	31	18	supreme	supreme	PROPN
bracis-19093	31	19	court	court	PROPN
bracis-19093	31	20	.	.	PUNCT
bracis-19093	32	1	in	in	ADP
bracis-19093	32	2	the	the	DET
bracis-19093	32	3	brazilian	brazilian	ADJ
bracis-19093	32	4	legal	legal	ADJ
bracis-19093	32	5	domain	domain	NOUN
bracis-19093	32	6	,	,	PUNCT
bracis-19093	32	7	araújo	araújo	VERB
bracis-19093	32	8	et	et	PROPN
bracis-19093	32	9	al	al	PROPN
bracis-19093	32	10	.	.	PUNCT
bracis-19093	33	1	[	[	X
bracis-19093	33	2	18	18	NUM
bracis-19093	33	3	]	]	PUNCT
bracis-19093	33	4	present	present	VERB
bracis-19093	33	5	a	a	DET
bracis-19093	33	6	novel	novel	ADJ
bracis-19093	33	7	dataset	dataset	NOUN
bracis-19093	33	8	built	build	VERB
bracis-19093	33	9	from	from	ADP
bracis-19093	33	10	brazil	brazil	PROPN
bracis-19093	33	11	’s	’s	PART
bracis-19093	33	12	supreme	supreme	PROPN
bracis-19093	33	13	court	court	PROPN
bracis-19093	33	14	digitized	digitize	VERB
bracis-19093	33	15	legal	legal	ADJ
bracis-19093	33	16	documents	document	NOUN
bracis-19093	33	17	,	,	PUNCT
bracis-19093	33	18	containing	contain	VERB
bracis-19093	33	19	labeled	label	VERB
bracis-19093	33	20	text	text	NOUN
bracis-19093	33	21	data	datum	NOUN
bracis-19093	33	22	and	and	CCONJ
bracis-19093	33	23	supports	support	VERB
bracis-19093	33	24	two	two	NUM
bracis-19093	33	25	types	type	NOUN
bracis-19093	33	26	of	of	ADP
bracis-19093	33	27	tasks	task	NOUN
bracis-19093	33	28	:	:	PUNCT
bracis-19093	33	29	document	document	NOUN
bracis-19093	33	30	type	type	NOUN
bracis-19093	33	31	classification	classification	NOUN
bracis-19093	33	32	;	;	PUNCT
bracis-19093	33	33	and	and	CCONJ
bracis-19093	33	34	theme	theme	NOUN
bracis-19093	33	35	assignment	assignment	NOUN
bracis-19093	33	36	,	,	PUNCT
bracis-19093	33	37	a	a	DET
bracis-19093	33	38	multilabel	multilabel	NOUN
bracis-19093	33	39	problem	problem	NOUN
bracis-19093	33	40	.	.	PUNCT
bracis-19093	34	1	specifically	specifically	ADV
bracis-19093	34	2	for	for	ADP
bracis-19093	34	3	the	the	DET
bracis-19093	34	4	problem	problem	NOUN
bracis-19093	34	5	stated	state	VERB
bracis-19093	34	6	by	by	ADP
bracis-19093	34	7	the	the	DET
bracis-19093	34	8	cnj	cnj	NOUN
bracis-19093	34	9	in	in	ADP
bracis-19093	34	10	[	[	X
bracis-19093	34	11	1	1	NUM
bracis-19093	34	12	]	]	PUNCT
bracis-19093	34	13	,	,	PUNCT
bracis-19093	34	14	we	we	PRON
bracis-19093	34	15	did	do	AUX
bracis-19093	34	16	not	not	PART
bracis-19093	34	17	find	find	VERB
bracis-19093	34	18	any	any	DET
bracis-19093	34	19	work	work	NOUN
bracis-19093	34	20	that	that	PRON
bracis-19093	34	21	considered	consider	VERB
bracis-19093	34	22	initial	initial	ADJ
bracis-19093	34	23	documents	document	NOUN
bracis-19093	34	24	of	of	ADP
bracis-19093	34	25	lawsuits	lawsuit	NOUN
bracis-19093	34	26	(	(	PUNCT
bracis-19093	34	27	petitions	petition	NOUN
bracis-19093	34	28	and	and	CCONJ
bracis-19093	34	29	complaints	complaint	NOUN
bracis-19093	34	30	)	)	PUNCT
bracis-19093	34	31	,	,	PUNCT
bracis-19093	34	32	especially	especially	ADV
bracis-19093	34	33	those	those	PRON
bracis-19093	34	34	filed	file	VERB
bracis-19093	34	35	in	in	ADP
bracis-19093	34	36	lower	low	ADJ
bracis-19093	34	37	courts	court	NOUN
bracis-19093	34	38	of	of	ADP
bracis-19093	34	39	brazilian	brazilian	ADJ
bracis-19093	34	40	justice	justice	NOUN
bracis-19093	34	41	.	.	PUNCT
bracis-19093	35	1	considering	consider	VERB
bracis-19093	35	2	the	the	DET
bracis-19093	35	3	above	above	ADJ
bracis-19093	35	4	,	,	PUNCT
bracis-19093	35	5	this	this	DET
bracis-19093	35	6	paper	paper	NOUN
bracis-19093	35	7	investigates	investigate	VERB
bracis-19093	35	8	different	different	ADJ
bracis-19093	35	9	text	text	NOUN
bracis-19093	35	10	classification	classification	NOUN
bracis-19093	35	11	methods	method	NOUN
bracis-19093	35	12	and	and	CCONJ
bracis-19093	35	13	different	different	ADJ
bracis-19093	35	14	combinations	combination	NOUN
bracis-19093	35	15	of	of	ADP
bracis-19093	35	16	embeddings	embedding	NOUN
bracis-19093	35	17	extracted	extract	VERB
bracis-19093	35	18	from	from	ADP
bracis-19093	35	19	portuguese	portuguese	ADJ
bracis-19093	35	20	language	language	NOUN
bracis-19093	35	21	models	model	NOUN
bracis-19093	35	22	,	,	PUNCT
bracis-19093	35	23	like	like	ADP
bracis-19093	35	24	bertimbau	bertimbau	NOUN
bracis-19093	35	25	[	[	X
bracis-19093	35	26	19	19	NUM
bracis-19093	35	27	]	]	PUNCT
bracis-19093	35	28	,	,	PUNCT
bracis-19093	35	29	and	and	CCONJ
bracis-19093	35	30	information	information	NOUN
bracis-19093	35	31	about	about	ADP
bracis-19093	35	32	legislation	legislation	NOUN
bracis-19093	35	33	cited	cite	VERB
bracis-19093	35	34	in	in	ADP
bracis-19093	35	35	the	the	DET
bracis-19093	35	36	initial	initial	ADJ
bracis-19093	35	37	documents	document	NOUN
bracis-19093	35	38	,	,	PUNCT
bracis-19093	35	39	validated	validate	VERB
bracis-19093	35	40	by	by	ADP
bracis-19093	35	41	a	a	DET
bracis-19093	35	42	brazilian	brazilian	ADJ
bracis-19093	35	43	legal	legal	ADJ
bracis-19093	35	44	knowledge	knowledge	NOUN
bracis-19093	35	45	graph	graph	NOUN
bracis-19093	35	46	,	,	PUNCT
bracis-19093	35	47	containing	contain	VERB
bracis-19093	35	48	brazilian	brazilian	ADJ
bracis-19093	35	49	federal	federal	ADJ
bracis-19093	35	50	and	and	CCONJ
bracis-19093	35	51	regional	regional	ADJ
bracis-19093	35	52	legislation	legislation	NOUN
bracis-19093	35	53	.	.	PUNCT
bracis-19093	36	1	the	the	DET
bracis-19093	36	2	models	model	NOUN
bracis-19093	36	3	were	be	AUX
bracis-19093	36	4	trained	train	VERB
bracis-19093	36	5	with	with	ADP
bracis-19093	36	6	a	a	DET
bracis-19093	36	7	golden	golden	ADJ
bracis-19093	36	8	collection	collection	NOUN
bracis-19093	36	9	of	of	ADP
bracis-19093	36	10	16	16	NUM
bracis-19093	36	11	thousand	thousand	NUM
bracis-19093	36	12	initial	initial	ADJ
bracis-19093	36	13	petitions	petition	NOUN
bracis-19093	36	14	and	and	CCONJ
bracis-19093	36	15	indictments	indictment	NOUN
bracis-19093	36	16	from	from	ADP
bracis-19093	36	17	the	the	DET
bracis-19093	36	18	court	court	NOUN
bracis-19093	36	19	of	of	ADP
bracis-19093	36	20	justice	justice	NOUN
bracis-19093	36	21	of	of	ADP
bracis-19093	36	22	the	the	DET
bracis-19093	36	23	state	state	NOUN
bracis-19093	36	24	of	of	ADP
bracis-19093	36	25	ceará	ceará	NOUN
bracis-19093	36	26	,	,	PUNCT
bracis-19093	36	27	in	in	ADP
bracis-19093	36	28	brazil	brazil	PROPN
bracis-19093	36	29	,	,	PUNCT
bracis-19093	36	30	whose	whose	DET
bracis-19093	36	31	lawsuits	lawsuit	NOUN
bracis-19093	36	32	were	be	AUX
bracis-19093	36	33	classified	classify	VERB
bracis-19093	36	34	in	in	ADP
bracis-19093	36	35	the	the	DET
bracis-19093	36	36	five	five	NUM
bracis-19093	36	37	more	more	ADJ
bracis-19093	36	38	representative	representative	ADJ
bracis-19093	36	39	cnj	cnj	PROPN
bracis-19093	36	40	’s	’s	PART
bracis-19093	36	41	classes	class	NOUN
bracis-19093	36	42	common	common	ADJ
bracis-19093	36	43	civil	civil	ADJ
bracis-19093	36	44	procedure	procedure	NOUN
bracis-19093	36	45	,	,	PUNCT
bracis-19093	36	46	execution	execution	NOUN
bracis-19093	36	47	of	of	ADP
bracis-19093	36	48	extrajudicial	extrajudicial	ADJ
bracis-19093	36	49	title	title	NOUN
bracis-19093	36	50	,	,	PUNCT
bracis-19093	36	51	criminal	criminal	ADJ
bracis-19093	36	52	action	action	NOUN
bracis-19093	36	53	ordinary	ordinary	ADJ
bracis-19093	36	54	procedure	procedure	NOUN
bracis-19093	36	55	,	,	PUNCT
bracis-19093	36	56	special	special	ADJ
bracis-19093	36	57	civil	civil	ADJ
bracis-19093	36	58	court	court	NOUN
bracis-19093	36	59	procedure	procedure	NOUN
bracis-19093	36	60	,	,	PUNCT
bracis-19093	36	61	and	and	CCONJ
bracis-19093	36	62	tax	tax	NOUN
bracis-19093	36	63	enforcement	enforcement	NOUN
bracis-19093	36	64	.	.	PUNCT
bracis-19093	37	1	the	the	DET
bracis-19093	37	2	lawsuits	lawsuit	NOUN
bracis-19093	37	3	categorized	categorize	VERB
bracis-19093	37	4	in	in	ADP
bracis-19093	37	5	these	these	DET
bracis-19093	37	6	classes	class	NOUN
bracis-19093	37	7	represent	represent	VERB
bracis-19093	37	8	more	more	ADJ
bracis-19093	37	9	than	than	ADP
bracis-19093	37	10	80	80	NUM
bracis-19093	37	11	%	%	NOUN
bracis-19093	37	12	of	of	ADP
bracis-19093	37	13	lawsuits	lawsuit	NOUN
bracis-19093	37	14	processed	process	VERB
bracis-19093	37	15	in	in	ADP
bracis-19093	37	16	2019	2019	NUM
bracis-19093	37	17	in	in	ADP
bracis-19093	37	18	the	the	DET
bracis-19093	37	19	state	state	NOUN
bracis-19093	37	20	of	of	ADP
bracis-19093	37	21	ceará	ceará	NOUN
bracis-19093	37	22	court	court	NOUN
bracis-19093	37	23	of	of	ADP
bracis-19093	37	24	justice	justice	NOUN
bracis-19093	37	25	.	.	PUNCT
bracis-19093	38	1	in	in	ADP
bracis-19093	38	2	addition	addition	NOUN
bracis-19093	38	3	,	,	PUNCT
bracis-19093	38	4	the	the	DET
bracis-19093	38	5	golden	golden	ADJ
bracis-19093	38	6	collection	collection	NOUN
bracis-19093	38	7	contains	contain	VERB
bracis-19093	38	8	a	a	DET
bracis-19093	38	9	class	class	NOUN
bracis-19093	38	10	“	"	PUNCT
bracis-19093	38	11	others	other	NOUN
bracis-19093	38	12	”	"	PUNCT
bracis-19093	38	13	with	with	ADP
bracis-19093	38	14	a	a	DET
bracis-19093	38	15	mix	mix	NOUN
bracis-19093	38	16	of	of	ADP
bracis-19093	38	17	initial	initial	ADJ
bracis-19093	38	18	petitions	petition	NOUN
bracis-19093	38	19	and	and	CCONJ
bracis-19093	38	20	indictments	indictment	NOUN
bracis-19093	38	21	from	from	ADP
bracis-19093	38	22	several	several	ADJ
bracis-19093	38	23	classes	class	NOUN
bracis-19093	38	24	,	,	PUNCT
bracis-19093	38	25	which	which	PRON
bracis-19093	38	26	were	be	AUX
bracis-19093	38	27	selected	select	VERB
bracis-19093	38	28	to	to	PART
bracis-19093	38	29	provide	provide	VERB
bracis-19093	38	30	negative	negative	ADJ
bracis-19093	38	31	examples	example	NOUN
bracis-19093	38	32	for	for	ADP
bracis-19093	38	33	the	the	DET
bracis-19093	38	34	learning	learning	NOUN
bracis-19093	38	35	model	model	NOUN
bracis-19093	38	36	.	.	PUNCT
bracis-19093	39	1	our	our	PRON
bracis-19093	39	2	best	good	ADJ
bracis-19093	39	3	result	result	NOUN
bracis-19093	39	4	was	be	AUX
bracis-19093	39	5	obtained	obtain	VERB
bracis-19093	39	6	by	by	ADP
bracis-19093	39	7	the	the	DET
bracis-19093	39	8	bert	bert	PROPN
bracis-19093	39	9	model	model	NOUN
bracis-19093	39	10	,	,	PUNCT
bracis-19093	39	11	achieving	achieve	VERB
bracis-19093	39	12	0.88	0.88	NUM
bracis-19093	39	13	of	of	ADP
bracis-19093	39	14	f1	f1	ADJ
bracis-19093	39	15	score	score	NOUN
bracis-19093	39	16	(	(	PUNCT
bracis-19093	39	17	macro	macro	NOUN
bracis-19093	39	18	)	)	PUNCT
bracis-19093	39	19	,	,	PUNCT
bracis-19093	39	20	in	in	ADP
bracis-19093	39	21	the	the	DET
bracis-19093	39	22	experiment	experiment	NOUN
bracis-19093	39	23	scenario	scenario	NOUN
bracis-19093	39	24	that	that	PRON
bracis-19093	39	25	represents	represent	VERB
bracis-19093	39	26	the	the	DET
bracis-19093	39	27	lawsuit	lawsuit	NOUN
bracis-19093	39	28	in	in	ADP
bracis-19093	39	29	an	an	DET
bracis-19093	39	30	embedding	embedding	NOUN
bracis-19093	39	31	formed	form	VERB
bracis-19093	39	32	by	by	ADP
bracis-19093	39	33	concatenating	concatenate	VERB
bracis-19093	39	34	the	the	DET
bracis-19093	39	35	texts	text	NOUN
bracis-19093	39	36	of	of	ADP
bracis-19093	39	37	all	all	DET
bracis-19093	39	38	the	the	DET
bracis-19093	39	39	petitions	petition	NOUN
bracis-19093	39	40	that	that	PRON
bracis-19093	39	41	contain	contain	VERB
bracis-19093	39	42	at	at	ADV
bracis-19093	39	43	least	least	ADV
bracis-19093	39	44	one	one	NUM
bracis-19093	39	45	citation	citation	NOUN
bracis-19093	39	46	to	to	ADP
bracis-19093	39	47	one	one	NUM
bracis-19093	39	48	legislation	legislation	NOUN
bracis-19093	39	49	.	.	PUNCT
bracis-19093	40	1	legal	legal	ADJ
bracis-19093	40	2	documents	document	NOUN
bracis-19093	40	3	have	have	VERB
bracis-19093	40	4	specific	specific	ADJ
bracis-19093	40	5	characteristics	characteristic	NOUN
bracis-19093	40	6	such	such	ADJ
bracis-19093	40	7	as	as	ADP
bracis-19093	40	8	long	long	ADJ
bracis-19093	40	9	documents	document	NOUN
bracis-19093	40	10	,	,	PUNCT
bracis-19093	40	11	specialized	specialized	ADJ
bracis-19093	40	12	vocabulary	vocabulary	NOUN
bracis-19093	40	13	,	,	PUNCT
bracis-19093	40	14	formal	formal	ADJ
bracis-19093	40	15	syntax	syntax	NOUN
bracis-19093	40	16	,	,	PUNCT
bracis-19093	40	17	semantics	semantic	NOUN
bracis-19093	40	18	based	base	VERB
bracis-19093	40	19	on	on	ADP
bracis-19093	40	20	a	a	DET
bracis-19093	40	21	broad	broad	ADJ
bracis-19093	40	22	specific	specific	ADJ
bracis-19093	40	23	domain	domain	NOUN
bracis-19093	40	24	of	of	ADP
bracis-19093	40	25	knowledge	knowledge	NOUN
bracis-19093	40	26	,	,	PUNCT
bracis-19093	40	27	and	and	CCONJ
bracis-19093	40	28	citations	citation	NOUN
bracis-19093	40	29	to	to	ADP
bracis-19093	40	30	laws	law	NOUN
bracis-19093	40	31	.	.	PUNCT
bracis-19093	41	1	our	our	PRON
bracis-19093	41	2	interpretation	interpretation	NOUN
bracis-19093	41	3	is	be	AUX
bracis-19093	41	4	that	that	SCONJ
bracis-19093	41	5	the	the	DET
bracis-19093	41	6	representation	representation	NOUN
bracis-19093	41	7	of	of	ADP
bracis-19093	41	8	the	the	DET
bracis-19093	41	9	document	document	NOUN
bracis-19093	41	10	through	through	ADP
bracis-19093	41	11	contextual	contextual	ADJ
bracis-19093	41	12	embeddings	embedding	NOUN
bracis-19093	41	13	generated	generate	VERB
bracis-19093	41	14	by	by	ADP
bracis-19093	41	15	bert	bert	PROPN
bracis-19093	41	16	,	,	PUNCT
bracis-19093	41	17	as	as	ADV
bracis-19093	41	18	well	well	ADV
bracis-19093	41	19	as	as	ADP
bracis-19093	41	20	the	the	DET
bracis-19093	41	21	architecture	architecture	NOUN
bracis-19093	41	22	of	of	ADP
bracis-19093	41	23	the	the	DET
bracis-19093	41	24	model	model	NOUN
bracis-19093	41	25	with	with	ADP
bracis-19093	41	26	bidirectional	bidirectional	ADJ
bracis-19093	41	27	contexts	contexts	NOUN
bracis-19093	41	28	,	,	PUNCT
bracis-19093	41	29	makes	make	VERB
bracis-19093	41	30	it	it	PRON
bracis-19093	41	31	possible	possible	ADJ
bracis-19093	41	32	to	to	PART
bracis-19093	41	33	capture	capture	VERB
bracis-19093	41	34	the	the	DET
bracis-19093	41	35	specific	specific	ADJ
bracis-19093	41	36	context	context	NOUN
bracis-19093	41	37	of	of	ADP
bracis-19093	41	38	the	the	DET
bracis-19093	41	39	domain	domain	NOUN
bracis-19093	41	40	of	of	ADP
bracis-19093	41	41	legal	legal	ADJ
bracis-19093	41	42	documents	document	NOUN
bracis-19093	41	43	.	.	PUNCT
bracis-19093	42	1	we	we	PRON
bracis-19093	42	2	also	also	ADV
bracis-19093	42	3	emphasize	emphasize	VERB
bracis-19093	42	4	that	that	SCONJ
bracis-19093	42	5	by	by	ADP
bracis-19093	42	6	representing	represent	VERB
bracis-19093	42	7	a	a	DET
bracis-19093	42	8	lawsuit	lawsuit	NOUN
bracis-19093	42	9	with	with	ADP
bracis-19093	42	10	only	only	ADV
bracis-19093	42	11	the	the	DET
bracis-19093	42	12	text	text	NOUN
bracis-19093	42	13	of	of	ADP
bracis-19093	42	14	petitions	petition	NOUN
bracis-19093	42	15	that	that	PRON
bracis-19093	42	16	have	have	VERB
bracis-19093	42	17	legislation	legislation	NOUN
bracis-19093	42	18	,	,	PUNCT
bracis-19093	42	19	we	we	PRON
bracis-19093	42	20	are	be	AUX
bracis-19093	42	21	reducing	reduce	VERB
bracis-19093	42	22	the	the	DET
bracis-19093	42	23	size	size	NOUN
bracis-19093	42	24	of	of	ADP
bracis-19093	42	25	the	the	DET
bracis-19093	42	26	text	text	NOUN
bracis-19093	42	27	,	,	PUNCT
bracis-19093	42	28	but	but	CCONJ
bracis-19093	42	29	keeping	keep	VERB
bracis-19093	42	30	only	only	ADV
bracis-19093	42	31	the	the	DET
bracis-19093	42	32	excerpts	excerpt	NOUN
bracis-19093	42	33	that	that	PRON
bracis-19093	42	34	present	present	ADJ
bracis-19093	42	35	reasons	reason	NOUN
bracis-19093	42	36	for	for	ADP
bracis-19093	42	37	the	the	DET
bracis-19093	42	38	content	content	NOUN
bracis-19093	42	39	of	of	ADP
bracis-19093	42	40	the	the	DET
bracis-19093	42	41	lawsuit	lawsuit	NOUN
bracis-19093	42	42	,	,	PUNCT
bracis-19093	42	43	which	which	PRON
bracis-19093	42	44	are	be	AUX
bracis-19093	42	45	therefore	therefore	ADV
bracis-19093	42	46	relevant	relevant	ADJ
bracis-19093	42	47	for	for	ADP
bracis-19093	42	48	the	the	DET
bracis-19093	42	49	classification	classification	NOUN
bracis-19093	42	50	of	of	ADP
bracis-19093	42	51	lawsuits	lawsuit	NOUN
bracis-19093	42	52	.	.	PUNCT
bracis-19093	43	1	2	2	NUM
bracis-19093	43	2	related	relate	VERB
bracis-19093	43	3	works	work	NOUN
bracis-19093	43	4	text	text	NOUN
bracis-19093	43	5	classification	classification	NOUN
bracis-19093	43	6	methods	method	NOUN
bracis-19093	43	7	are	be	AUX
bracis-19093	43	8	investigated	investigate	VERB
bracis-19093	43	9	and	and	CCONJ
bracis-19093	43	10	applied	apply	VERB
bracis-19093	43	11	with	with	ADP
bracis-19093	43	12	commercial	commercial	ADJ
bracis-19093	43	13	or	or	CCONJ
bracis-19093	43	14	forensic	forensic	ADJ
bracis-19093	43	15	goals	goal	NOUN
bracis-19093	43	16	(	(	PUNCT
bracis-19093	43	17	e.g.	e.g.	ADV
bracis-19093	43	18	identifying	identify	VERB
bracis-19093	43	19	potential	potential	ADJ
bracis-19093	43	20	criminals	criminal	NOUN
bracis-19093	43	21	[	[	X
bracis-19093	43	22	10	10	NUM
bracis-19093	43	23	]	]	PUNCT
bracis-19093	43	24	,	,	PUNCT
bracis-19093	43	25	crimes	crime	NOUN
bracis-19093	43	26	[	[	X
bracis-19093	43	27	11	11	NUM
bracis-19093	43	28	,	,	PUNCT
bracis-19093	43	29	12	12	NUM
bracis-19093	43	30	]	]	PUNCT
bracis-19093	43	31	,	,	PUNCT
bracis-19093	43	32	or	or	CCONJ
bracis-19093	43	33	antisocial	antisocial	ADJ
bracis-19093	43	34	behavior	behavior	NOUN
bracis-19093	43	35	[	[	X
bracis-19093	43	36	13	13	NUM
bracis-19093	43	37	]	]	NUM
bracis-19093	43	38	)	)	PUNCT
bracis-19093	43	39	.	.	PUNCT
bracis-19093	44	1	however	however	ADV
bracis-19093	44	2	,	,	PUNCT
bracis-19093	44	3	in	in	ADP
bracis-19093	44	4	the	the	DET
bracis-19093	44	5	legal	legal	ADJ
bracis-19093	44	6	domain	domain	NOUN
bracis-19093	44	7	,	,	PUNCT
bracis-19093	44	8	these	these	DET
bracis-19093	44	9	methods	method	NOUN
bracis-19093	44	10	have	have	AUX
bracis-19093	44	11	been	be	AUX
bracis-19093	44	12	under	under	ADV
bracis-19093	44	13	-	-	PUNCT
bracis-19093	44	14	explored	explore	VERB
bracis-19093	44	15	,	,	PUNCT
bracis-19093	44	16	mainly	mainly	ADV
bracis-19093	44	17	in	in	ADP
bracis-19093	44	18	brazilian	brazilian	ADJ
bracis-19093	44	19	lawsuits	lawsuit	NOUN
bracis-19093	44	20	.	.	PUNCT
bracis-19093	45	1	katz	katz	PROPN
bracis-19093	45	2	et	et	PROPN
bracis-19093	45	3	al	al	PROPN
bracis-19093	45	4	.	.	PUNCT
bracis-19093	46	1	[	[	X
bracis-19093	46	2	14	14	NUM
bracis-19093	46	3	]	]	PUNCT
bracis-19093	46	4	use	use	NOUN
bracis-19093	46	5	extremely	extremely	ADV
bracis-19093	46	6	randomized	randomize	VERB
bracis-19093	46	7	trees	tree	NOUN
bracis-19093	46	8	and	and	CCONJ
bracis-19093	46	9	extensive	extensive	ADJ
bracis-19093	46	10	feature	feature	NOUN
bracis-19093	46	11	engineering	engineering	NOUN
bracis-19093	46	12	to	to	PART
bracis-19093	46	13	predict	predict	VERB
bracis-19093	46	14	if	if	SCONJ
bracis-19093	46	15	a	a	DET
bracis-19093	46	16	decision	decision	NOUN
bracis-19093	46	17	by	by	ADP
bracis-19093	46	18	the	the	DET
bracis-19093	46	19	supreme	supreme	PROPN
bracis-19093	46	20	court	court	PROPN
bracis-19093	46	21	of	of	ADP
bracis-19093	46	22	the	the	DET
bracis-19093	46	23	united	united	PROPN
bracis-19093	46	24	state	state	PROPN
bracis-19093	46	25	would	would	AUX
bracis-19093	46	26	be	be	AUX
bracis-19093	46	27	affirmed	affirm	VERB
bracis-19093	46	28	or	or	CCONJ
bracis-19093	46	29	reversed	reverse	VERB
bracis-19093	46	30	,	,	PUNCT
bracis-19093	46	31	achieving	achieve	VERB
bracis-19093	46	32	an	an	DET
bracis-19093	46	33	accuracy	accuracy	NOUN
bracis-19093	46	34	of	of	ADP
bracis-19093	46	35	69.7	69.7	NUM
bracis-19093	46	36	%	%	NOUN
bracis-19093	46	37	.	.	PUNCT
bracis-19093	47	1	aletras	aletras	PROPN
bracis-19093	47	2	et	et	PROPN
bracis-19093	47	3	al	al	PROPN
bracis-19093	47	4	.	.	PUNCT
bracis-19093	48	1	[	[	X
bracis-19093	48	2	15	15	NUM
bracis-19093	48	3	]	]	PUNCT
bracis-19093	48	4	,	,	PUNCT
bracis-19093	48	5	in	in	ADP
bracis-19093	48	6	a	a	DET
bracis-19093	48	7	similar	similar	ADJ
bracis-19093	48	8	fashion	fashion	NOUN
bracis-19093	48	9	,	,	PUNCT
bracis-19093	48	10	trained	train	VERB
bracis-19093	48	11	a	a	DET
bracis-19093	48	12	model	model	NOUN
bracis-19093	48	13	to	to	PART
bracis-19093	48	14	predict	predict	VERB
bracis-19093	48	15	,	,	PUNCT
bracis-19093	48	16	given	give	VERB
bracis-19093	48	17	the	the	DET
bracis-19093	48	18	textual	textual	ADJ
bracis-19093	48	19	content	content	NOUN
bracis-19093	48	20	of	of	ADP
bracis-19093	48	21	a	a	DET
bracis-19093	48	22	case	case	NOUN
bracis-19093	48	23	from	from	ADP
bracis-19093	48	24	the	the	DET
bracis-19093	48	25	european	european	PROPN
bracis-19093	48	26	court	court	PROPN
bracis-19093	48	27	of	of	ADP
bracis-19093	48	28	human	human	ADJ
bracis-19093	48	29	rights	right	NOUN
bracis-19093	48	30	,	,	PUNCT
bracis-19093	48	31	if	if	SCONJ
bracis-19093	48	32	there	there	PRON
bracis-19093	48	33	has	have	AUX
bracis-19093	48	34	been	be	AUX
bracis-19093	48	35	a	a	DET
bracis-19093	48	36	violation	violation	NOUN
bracis-19093	48	37	of	of	ADP
bracis-19093	48	38	human	human	ADJ
bracis-19093	48	39	rights	right	NOUN
bracis-19093	48	40	or	or	CCONJ
bracis-19093	48	41	not	not	PART
bracis-19093	48	42	.	.	PUNCT
bracis-19093	49	1	the	the	DET
bracis-19093	49	2	paper	paper	NOUN
bracis-19093	49	3	employed	employ	VERB
bracis-19093	49	4	ngrams	ngram	NOUN
bracis-19093	49	5	and	and	CCONJ
bracis-19093	49	6	topics	topic	NOUN
bracis-19093	49	7	as	as	ADP
bracis-19093	49	8	inputs	input	NOUN
bracis-19093	49	9	to	to	ADP
bracis-19093	49	10	a	a	DET
bracis-19093	49	11	svm	svm	NOUN
bracis-19093	49	12	,	,	PUNCT
bracis-19093	49	13	reaching	reach	VERB
bracis-19093	49	14	an	an	DET
bracis-19093	49	15	accuracy	accuracy	NOUN
bracis-19093	49	16	of	of	ADP
bracis-19093	49	17	79	79	NUM
bracis-19093	49	18	%	%	NOUN
bracis-19093	49	19	.	.	PUNCT
bracis-19093	50	1	sulea	sulea	NOUN
bracis-19093	50	2	et	et	PROPN
bracis-19093	50	3	al	al	PROPN
bracis-19093	50	4	.	.	PUNCT
bracis-19093	51	1	[	[	X
bracis-19093	51	2	16	16	NUM
bracis-19093	51	3	]	]	PUNCT
bracis-19093	51	4	trained	train	VERB
bracis-19093	51	5	a	a	DET
bracis-19093	51	6	linear	linear	ADJ
bracis-19093	51	7	svm	svm	NOUN
bracis-19093	51	8	on	on	ADP
bracis-19093	51	9	text	text	NOUN
bracis-19093	51	10	descriptions	description	NOUN
bracis-19093	51	11	of	of	ADP
bracis-19093	51	12	cases	case	NOUN
bracis-19093	51	13	from	from	ADP
bracis-19093	51	14	the	the	DET
bracis-19093	51	15	french	french	ADJ
bracis-19093	51	16	supreme	supreme	PROPN
bracis-19093	51	17	court	court	PROPN
bracis-19093	51	18	in	in	ADP
bracis-19093	51	19	order	order	NOUN
bracis-19093	51	20	to	to	PART
bracis-19093	51	21	predict	predict	VERB
bracis-19093	51	22	with	with	ADP
bracis-19093	51	23	high	high	ADJ
bracis-19093	51	24	accuracy	accuracy	NOUN
bracis-19093	51	25	the	the	DET
bracis-19093	51	26	ruling	ruling	NOUN
bracis-19093	51	27	of	of	ADP
bracis-19093	51	28	the	the	DET
bracis-19093	51	29	french	french	ADJ
bracis-19093	51	30	supreme	supreme	PROPN
bracis-19093	51	31	court	court	PROPN
bracis-19093	51	32	and	and	CCONJ
bracis-19093	51	33	the	the	DET
bracis-19093	51	34	law	law	NOUN
bracis-19093	51	35	area	area	NOUN
bracis-19093	51	36	to	to	PART
bracis-19093	51	37	which	which	PRON
bracis-19093	51	38	a	a	DET
bracis-19093	51	39	case	case	NOUN
bracis-19093	51	40	belongs	belong	VERB
bracis-19093	51	41	to	to	ADP
bracis-19093	51	42	.	.	PUNCT
bracis-19093	52	1	the	the	DET
bracis-19093	52	2	authors	author	NOUN
bracis-19093	52	3	also	also	ADV
bracis-19093	52	4	investigate	investigate	VERB
bracis-19093	52	5	the	the	DET
bracis-19093	52	6	influence	influence	NOUN
bracis-19093	52	7	of	of	ADP
bracis-19093	52	8	the	the	DET
bracis-19093	52	9	time	time	NOUN
bracis-19093	52	10	period	period	NOUN
bracis-19093	52	11	in	in	ADP
bracis-19093	52	12	which	which	PRON
bracis-19093	52	13	a	a	DET
bracis-19093	52	14	ruling	ruling	NOUN
bracis-19093	52	15	was	be	AUX
bracis-19093	52	16	made	make	VERB
bracis-19093	52	17	.	.	PUNCT
bracis-19093	53	1	they	they	PRON
bracis-19093	53	2	report	report	VERB
bracis-19093	53	3	results	result	NOUN
bracis-19093	53	4	of	of	ADP
bracis-19093	53	5	98	98	NUM
bracis-19093	53	6	%	%	NOUN
bracis-19093	53	7	average	average	ADJ
bracis-19093	53	8	f1	f1	NOUN
bracis-19093	53	9	score	score	NOUN
bracis-19093	53	10	in	in	ADP
bracis-19093	53	11	predicting	predict	VERB
bracis-19093	53	12	a	a	DET
bracis-19093	53	13	case	case	NOUN
bracis-19093	53	14	ruling	ruling	NOUN
bracis-19093	53	15	,	,	PUNCT
bracis-19093	53	16	96	96	NUM
bracis-19093	53	17	%	%	NOUN
bracis-19093	53	18	f1	f1	NOUN
bracis-19093	53	19	score	score	NOUN
bracis-19093	53	20	for	for	ADP
bracis-19093	53	21	predicting	predict	VERB
bracis-19093	53	22	the	the	DET
bracis-19093	53	23	law	law	NOUN
bracis-19093	53	24	area	area	NOUN
bracis-19093	53	25	of	of	ADP
bracis-19093	53	26	a	a	DET
bracis-19093	53	27	case	case	NOUN
bracis-19093	53	28	,	,	PUNCT
bracis-19093	53	29	and	and	CCONJ
bracis-19093	53	30	87.07	87.07	NUM
bracis-19093	53	31	%	%	NOUN
bracis-19093	53	32	f1	f1	NOUN
bracis-19093	53	33	score	score	NOUN
bracis-19093	53	34	on	on	ADP
bracis-19093	53	35	estimating	estimate	VERB
bracis-19093	53	36	the	the	DET
bracis-19093	53	37	date	date	NOUN
bracis-19093	53	38	of	of	ADP
bracis-19093	53	39	a	a	DET
bracis-19093	53	40	ruling	ruling	NOUN
bracis-19093	53	41	.	.	PUNCT
bracis-19093	54	1	undavia	undavia	PROPN
bracis-19093	54	2	et	et	PROPN
bracis-19093	54	3	al	al	PROPN
bracis-19093	54	4	.	.	PUNCT
bracis-19093	55	1	[	[	X
bracis-19093	55	2	17	17	NUM
bracis-19093	55	3	]	]	PUNCT
bracis-19093	55	4	proposed	propose	VERB
bracis-19093	55	5	to	to	PART
bracis-19093	55	6	classify	classify	VERB
bracis-19093	55	7	us	we	PRON
bracis-19093	55	8	supreme	supreme	PROPN
bracis-19093	55	9	court	court	PROPN
bracis-19093	55	10	documents	document	NOUN
bracis-19093	55	11	into	into	ADP
bracis-19093	55	12	fifteen	fifteen	ADJ
bracis-19093	55	13	different	different	ADJ
bracis-19093	55	14	categories	category	NOUN
bracis-19093	55	15	,	,	PUNCT
bracis-19093	55	16	comparing	compare	VERB
bracis-19093	55	17	various	various	ADJ
bracis-19093	55	18	combinations	combination	NOUN
bracis-19093	55	19	between	between	ADP
bracis-19093	55	20	feature	feature	NOUN
bracis-19093	55	21	representation	representation	NOUN
bracis-19093	55	22	and	and	CCONJ
bracis-19093	55	23	classification	classification	NOUN
bracis-19093	55	24	models	model	NOUN
bracis-19093	55	25	,	,	PUNCT
bracis-19093	55	26	with	with	ADP
bracis-19093	55	27	better	well	ADJ
bracis-19093	55	28	results	result	NOUN
bracis-19093	55	29	through	through	ADP
bracis-19093	55	30	the	the	DET
bracis-19093	55	31	application	application	NOUN
bracis-19093	55	32	of	of	ADP
bracis-19093	55	33	convolutional	convolutional	ADJ
bracis-19093	55	34	neural	neural	ADJ
bracis-19093	55	35	networks	network	NOUN
bracis-19093	55	36	(	(	PUNCT
bracis-19093	55	37	cnn	cnn	PROPN
bracis-19093	55	38	)	)	PUNCT
bracis-19093	55	39	to	to	PART
bracis-19093	55	40	word2vec	word2vec	PRON
bracis-19093	56	1	[	[	X
bracis-19093	56	2	3	3	X
bracis-19093	56	3	]	]	X
bracis-19093	56	4	representations	representation	NOUN
bracis-19093	56	5	and	and	CCONJ
bracis-19093	56	6	was	be	AUX
bracis-19093	56	7	able	able	ADJ
bracis-19093	56	8	to	to	PART
bracis-19093	56	9	achieve	achieve	VERB
bracis-19093	56	10	an	an	DET
bracis-19093	56	11	accuracy	accuracy	NOUN
bracis-19093	56	12	of	of	ADP
bracis-19093	56	13	72.4	72.4	NUM
bracis-19093	56	14	%	%	NOUN
bracis-19093	56	15	when	when	SCONJ
bracis-19093	56	16	classifying	classify	VERB
bracis-19093	56	17	the	the	DET
bracis-19093	56	18	cases	case	NOUN
bracis-19093	56	19	into	into	ADP
bracis-19093	56	20	15	15	NUM
bracis-19093	56	21	broad	broad	ADJ
bracis-19093	56	22	categories	category	NOUN
bracis-19093	56	23	and	and	CCONJ
bracis-19093	56	24	31.9	31.9	NUM
bracis-19093	56	25	%	%	NOUN
bracis-19093	56	26	when	when	SCONJ
bracis-19093	56	27	classifying	classify	VERB
bracis-19093	56	28	over	over	ADP
bracis-19093	56	29	279	279	NUM
bracis-19093	56	30	finer	fine	ADJ
bracis-19093	56	31	-	-	PUNCT
bracis-19093	56	32	grained	grain	VERB
bracis-19093	56	33	classes	class	NOUN
bracis-19093	56	34	.	.	PUNCT
bracis-19093	57	1	in	in	ADP
bracis-19093	57	2	the	the	DET
bracis-19093	57	3	brazilian	brazilian	ADJ
bracis-19093	57	4	legal	legal	ADJ
bracis-19093	57	5	domain	domain	NOUN
bracis-19093	57	6	,	,	PUNCT
bracis-19093	57	7	araújo	araújo	VERB
bracis-19093	57	8	et	et	PROPN
bracis-19093	57	9	al	al	PROPN
bracis-19093	57	10	.	.	PUNCT
bracis-19093	58	1	[	[	X
bracis-19093	58	2	18	18	NUM
bracis-19093	58	3	]	]	PUNCT
bracis-19093	58	4	present	present	VERB
bracis-19093	58	5	a	a	DET
bracis-19093	58	6	novel	novel	ADJ
bracis-19093	58	7	dataset	dataset	NOUN
bracis-19093	58	8	built	build	VERB
bracis-19093	58	9	from	from	ADP
bracis-19093	58	10	brazil	brazil	PROPN
bracis-19093	58	11	’s	’s	PART
bracis-19093	58	12	supreme	supreme	PROPN
bracis-19093	58	13	court	court	PROPN
bracis-19093	58	14	digitized	digitize	VERB
bracis-19093	58	15	legal	legal	ADJ
bracis-19093	58	16	documents	document	NOUN
bracis-19093	58	17	,	,	PUNCT
bracis-19093	58	18	containing	contain	VERB
bracis-19093	58	19	labeled	label	VERB
bracis-19093	58	20	text	text	NOUN
bracis-19093	58	21	data	datum	NOUN
bracis-19093	58	22	and	and	CCONJ
bracis-19093	58	23	supports	support	VERB
bracis-19093	58	24	two	two	NUM
bracis-19093	58	25	types	type	NOUN
bracis-19093	58	26	of	of	ADP
bracis-19093	58	27	tasks	task	NOUN
bracis-19093	58	28	:	:	PUNCT
bracis-19093	58	29	document	document	NOUN
bracis-19093	58	30	type	type	NOUN
bracis-19093	58	31	classification	classification	NOUN
bracis-19093	58	32	;	;	PUNCT
bracis-19093	58	33	and	and	CCONJ
bracis-19093	58	34	theme	theme	NOUN
bracis-19093	58	35	assignment	assignment	NOUN
bracis-19093	58	36	,	,	PUNCT
bracis-19093	58	37	a	a	DET
bracis-19093	58	38	multilabel	multilabel	NOUN
bracis-19093	58	39	problem	problem	NOUN
bracis-19093	58	40	.	.	PUNCT
bracis-19093	59	1	a	a	DET
bracis-19093	59	2	similar	similar	ADJ
bracis-19093	59	3	model	model	NOUN
bracis-19093	59	4	was	be	AUX
bracis-19093	59	5	applied	apply	VERB
bracis-19093	59	6	to	to	ADP
bracis-19093	59	7	documents	document	NOUN
bracis-19093	59	8	received	receive	VERB
bracis-19093	59	9	by	by	ADP
bracis-19093	59	10	the	the	DET
bracis-19093	59	11	supreme	supreme	PROPN
bracis-19093	59	12	court	court	PROPN
bracis-19093	59	13	in	in	ADP
bracis-19093	59	14	brazil	brazil	PROPN
bracis-19093	59	15	and	and	CCONJ
bracis-19093	59	16	reported	report	VERB
bracis-19093	59	17	in	in	ADP
bracis-19093	59	18	silva	silva	PROPN
bracis-19093	59	19	et	et	PROPN
bracis-19093	59	20	al	al	PROPN
bracis-19093	59	21	.	.	PUNCT
bracis-19093	60	1	[	[	X
bracis-19093	60	2	20	20	NUM
bracis-19093	60	3	]	]	PUNCT
bracis-19093	60	4	,	,	PUNCT
bracis-19093	60	5	which	which	PRON
bracis-19093	60	6	obtained	obtain	VERB
bracis-19093	60	7	a	a	DET
bracis-19093	60	8	classifier	classifier	NOUN
bracis-19093	60	9	using	use	VERB
bracis-19093	60	10	an	an	DET
bracis-19093	60	11	embedding	embed	VERB
bracis-19093	60	12	layer	layer	NOUN
bracis-19093	60	13	and	and	CCONJ
bracis-19093	60	14	a	a	DET
bracis-19093	60	15	cnn	cnn	NOUN
bracis-19093	60	16	applied	apply	VERB
bracis-19093	60	17	to	to	ADP
bracis-19093	60	18	a	a	DET
bracis-19093	60	19	problem	problem	NOUN
bracis-19093	60	20	involving	involve	VERB
bracis-19093	60	21	six	six	NUM
bracis-19093	60	22	classes	class	NOUN
bracis-19093	60	23	.	.	PUNCT
bracis-19093	61	1	3	3	NUM
bracis-19093	61	2	corpus	corpus	NOUN
bracis-19093	61	3	and	and	CCONJ
bracis-19093	61	4	data	datum	NOUN
bracis-19093	61	5	preparation	preparation	NOUN
bracis-19093	61	6	in	in	ADP
bracis-19093	61	7	this	this	DET
bracis-19093	61	8	section	section	NOUN
bracis-19093	61	9	,	,	PUNCT
bracis-19093	61	10	we	we	PRON
bracis-19093	61	11	describe	describe	VERB
bracis-19093	61	12	the	the	DET
bracis-19093	61	13	preparation	preparation	NOUN
bracis-19093	61	14	and	and	CCONJ
bracis-19093	61	15	structuring	structuring	NOUN
bracis-19093	61	16	of	of	ADP
bracis-19093	61	17	data	datum	NOUN
bracis-19093	61	18	used	use	VERB
bracis-19093	61	19	in	in	ADP
bracis-19093	61	20	the	the	DET
bracis-19093	61	21	experiments	experiment	NOUN
bracis-19093	61	22	that	that	PRON
bracis-19093	61	23	will	will	AUX
bracis-19093	61	24	be	be	AUX
bracis-19093	61	25	demonstrated	demonstrate	VERB
bracis-19093	61	26	in	in	ADP
bracis-19093	61	27	this	this	DET
bracis-19093	61	28	paper	paper	NOUN
bracis-19093	61	29	.	.	PUNCT
bracis-19093	62	1	initially	initially	ADV
bracis-19093	62	2	,	,	PUNCT
bracis-19093	62	3	we	we	PRON
bracis-19093	62	4	present	present	VERB
bracis-19093	62	5	the	the	DET
bracis-19093	62	6	dataset	dataset	NOUN
bracis-19093	62	7	collected	collect	VERB
bracis-19093	62	8	from	from	ADP
bracis-19093	62	9	lawsuits	lawsuit	NOUN
bracis-19093	62	10	of	of	ADP
bracis-19093	62	11	the	the	DET
bracis-19093	62	12	court	court	NOUN
bracis-19093	62	13	of	of	ADP
bracis-19093	62	14	justice	justice	NOUN
bracis-19093	62	15	of	of	ADP
bracis-19093	62	16	the	the	DET
bracis-19093	62	17	state	state	NOUN
bracis-19093	62	18	of	of	ADP
bracis-19093	62	19	ceará	ceará	NOUN
bracis-19093	62	20	,	,	PUNCT
bracis-19093	62	21	in	in	ADP
bracis-19093	62	22	brazil	brazil	PROPN
bracis-19093	62	23	.	.	PUNCT
bracis-19093	63	1	then	then	ADV
bracis-19093	63	2	,	,	PUNCT
bracis-19093	63	3	we	we	PRON
bracis-19093	63	4	presented	present	VERB
bracis-19093	63	5	the	the	DET
bracis-19093	63	6	knowledge	knowledge	NOUN
bracis-19093	63	7	graph	graph	NOUN
bracis-19093	63	8	of	of	ADP
bracis-19093	63	9	federal	federal	ADJ
bracis-19093	63	10	and	and	CCONJ
bracis-19093	63	11	regional	regional	ADJ
bracis-19093	63	12	legislations	legislation	NOUN
bracis-19093	63	13	,	,	PUNCT
bracis-19093	63	14	the	the	DET
bracis-19093	63	15	named	name	VERB
bracis-19093	63	16	entity	entity	NOUN
bracis-19093	63	17	recognition	recognition	NOUN
bracis-19093	63	18	(	(	PUNCT
bracis-19093	63	19	ner	ner	NOUN
bracis-19093	63	20	)	)	PUNCT
bracis-19093	63	21	of	of	ADP
bracis-19093	63	22	these	these	DET
bracis-19093	63	23	legislations	legislation	NOUN
bracis-19093	63	24	and	and	CCONJ
bracis-19093	63	25	the	the	DET
bracis-19093	63	26	validation	validation	NOUN
bracis-19093	63	27	process	process	NOUN
bracis-19093	63	28	of	of	ADP
bracis-19093	63	29	legislations	legislation	NOUN
bracis-19093	63	30	recognized	recognize	VERB
bracis-19093	63	31	in	in	ADP
bracis-19093	63	32	the	the	DET
bracis-19093	63	33	legal	legal	ADJ
bracis-19093	63	34	documents	document	NOUN
bracis-19093	63	35	.	.	PUNCT
bracis-19093	64	1	3.1	3.1	NUM
bracis-19093	64	2	corpus	corpus	NOUN
bracis-19093	64	3	and	and	CCONJ
bracis-19093	64	4	golden	golden	ADJ
bracis-19093	64	5	collection	collection	NOUN
bracis-19093	64	6	data	datum	NOUN
bracis-19093	64	7	processing	processing	NOUN
bracis-19093	64	8	was	be	AUX
bracis-19093	64	9	divided	divide	VERB
bracis-19093	64	10	into	into	ADP
bracis-19093	64	11	phases	phase	NOUN
bracis-19093	64	12	,	,	PUNCT
bracis-19093	64	13	consisting	consist	VERB
bracis-19093	64	14	of	of	ADP
bracis-19093	64	15	:	:	PUNCT
bracis-19093	64	16	(	(	PUNCT
bracis-19093	64	17	i	i	NOUN
bracis-19093	64	18	)	)	PUNCT
bracis-19093	64	19	data	datum	NOUN
bracis-19093	64	20	cleaning	cleaning	NOUN
bracis-19093	64	21	phase	phase	NOUN
bracis-19093	64	22	,	,	PUNCT
bracis-19093	64	23	and	and	CCONJ
bracis-19093	64	24	(	(	PUNCT
bracis-19093	64	25	ii	ii	NOUN
bracis-19093	64	26	)	)	PUNCT
bracis-19093	64	27	data	datum	NOUN
bracis-19093	64	28	extraction	extraction	NOUN
bracis-19093	64	29	phase	phase	NOUN
bracis-19093	64	30	.	.	PUNCT
bracis-19093	65	1	at	at	ADP
bracis-19093	65	2	the	the	DET
bracis-19093	65	3	end	end	NOUN
bracis-19093	65	4	of	of	ADP
bracis-19093	65	5	the	the	DET
bracis-19093	65	6	data	datum	NOUN
bracis-19093	65	7	cleaning	cleaning	NOUN
bracis-19093	65	8	and	and	CCONJ
bracis-19093	65	9	extraction	extraction	NOUN
bracis-19093	65	10	phases	phase	NOUN
bracis-19093	65	11	,	,	PUNCT
bracis-19093	65	12	a	a	DET
bracis-19093	65	13	sample	sample	NOUN
bracis-19093	65	14	was	be	AUX
bracis-19093	65	15	produced	produce	VERB
bracis-19093	65	16	with	with	ADP
bracis-19093	65	17	the	the	DET
bracis-19093	65	18	lawsuits	lawsuit	NOUN
bracis-19093	65	19	completed	complete	VERB
bracis-19093	65	20	in	in	ADP
bracis-19093	65	21	2019	2019	NUM
bracis-19093	65	22	.	.	PUNCT
bracis-19093	66	1	during	during	ADP
bracis-19093	66	2	the	the	DET
bracis-19093	66	3	data	datum	NOUN
bracis-19093	66	4	cleaning	cleaning	NOUN
bracis-19093	66	5	phase	phase	NOUN
bracis-19093	66	6	,	,	PUNCT
bracis-19093	66	7	corrupt	corrupt	ADJ
bracis-19093	66	8	and	and	CCONJ
bracis-19093	66	9	inaccurate	inaccurate	ADJ
bracis-19093	66	10	records	record	NOUN
bracis-19093	66	11	were	be	AUX
bracis-19093	66	12	detected	detect	VERB
bracis-19093	66	13	in	in	ADP
bracis-19093	66	14	their	their	PRON
bracis-19093	66	15	metadata	metadata	NOUN
bracis-19093	66	16	,	,	PUNCT
bracis-19093	66	17	where	where	SCONJ
bracis-19093	66	18	an	an	DET
bracis-19093	66	19	action	action	NOUN
bracis-19093	66	20	to	to	PART
bracis-19093	66	21	correct	correct	VERB
bracis-19093	66	22	or	or	CCONJ
bracis-19093	66	23	remove	remove	VERB
bracis-19093	66	24	these	these	DET
bracis-19093	66	25	records	record	NOUN
bracis-19093	66	26	was	be	AUX
bracis-19093	66	27	taken	take	VERB
bracis-19093	66	28	.	.	PUNCT
bracis-19093	67	1	in	in	ADP
bracis-19093	67	2	the	the	DET
bracis-19093	67	3	metadata	metadata	NOUN
bracis-19093	67	4	we	we	PRON
bracis-19093	67	5	can	can	AUX
bracis-19093	67	6	obtain	obtain	VERB
bracis-19093	67	7	the	the	DET
bracis-19093	67	8	information	information	NOUN
bracis-19093	67	9	of	of	ADP
bracis-19093	67	10	document	document	NOUN
bracis-19093	67	11	date	date	NOUN
bracis-19093	67	12	,	,	PUNCT
bracis-19093	67	13	document	document	NOUN
bracis-19093	67	14	type	type	NOUN
bracis-19093	67	15	,	,	PUNCT
bracis-19093	67	16	lawsuit	lawsuit	NOUN
bracis-19093	67	17	number	number	NOUN
bracis-19093	67	18	and	and	CCONJ
bracis-19093	67	19	lawsuit	lawsuit	NOUN
bracis-19093	67	20	page	page	NOUN
bracis-19093	67	21	.	.	PUNCT
bracis-19093	68	1	these	these	DET
bracis-19093	68	2	data	datum	NOUN
bracis-19093	68	3	were	be	AUX
bracis-19093	68	4	relevant	relevant	ADJ
bracis-19093	68	5	to	to	PART
bracis-19093	68	6	organize	organize	VERB
bracis-19093	68	7	the	the	DET
bracis-19093	68	8	data	data	NOUN
bracis-19093	68	9	extraction	extraction	NOUN
bracis-19093	68	10	phase	phase	NOUN
bracis-19093	68	11	.	.	PUNCT
bracis-19093	69	1	in	in	ADP
bracis-19093	69	2	the	the	DET
bracis-19093	69	3	data	data	NOUN
bracis-19093	69	4	extraction	extraction	NOUN
bracis-19093	69	5	phase	phase	NOUN
bracis-19093	69	6	,	,	PUNCT
bracis-19093	69	7	amazon	amazon	NOUN
bracis-19093	69	8	’s	’s	PART
bracis-19093	69	9	optical	optical	ADJ
bracis-19093	69	10	character	character	NOUN
bracis-19093	69	11	recognition	recognition	NOUN
bracis-19093	69	12	(	(	PUNCT
bracis-19093	69	13	ocr	ocr	PROPN
bracis-19093	69	14	)	)	PUNCT
bracis-19093	69	15	service	service	NOUN
bracis-19093	69	16	was	be	AUX
bracis-19093	69	17	used	use	VERB
bracis-19093	69	18	,	,	PUNCT
bracis-19093	69	19	which	which	PRON
bracis-19093	69	20	refers	refer	VERB
bracis-19093	69	21	to	to	ADP
bracis-19093	69	22	the	the	DET
bracis-19093	69	23	branch	branch	NOUN
bracis-19093	69	24	of	of	ADP
bracis-19093	69	25	computer	computer	NOUN
bracis-19093	69	26	science	science	NOUN
bracis-19093	69	27	that	that	PRON
bracis-19093	69	28	allows	allow	VERB
bracis-19093	69	29	the	the	DET
bracis-19093	69	30	translation	translation	NOUN
bracis-19093	69	31	of	of	ADP
bracis-19093	69	32	an	an	DET
bracis-19093	69	33	optically	optically	ADV
bracis-19093	69	34	digitized	digitize	VERB
bracis-19093	69	35	image	image	NOUN
bracis-19093	69	36	of	of	ADP
bracis-19093	69	37	a	a	DET
bracis-19093	69	38	printed	print	VERB
bracis-19093	69	39	or	or	CCONJ
bracis-19093	69	40	written	write	VERB
bracis-19093	69	41	text	text	NOUN
bracis-19093	69	42	into	into	ADP
bracis-19093	69	43	manageable	manageable	ADJ
bracis-19093	69	44	and	and	CCONJ
bracis-19093	69	45	editable	editable	ADJ
bracis-19093	69	46	text	text	NOUN
bracis-19093	69	47	.	.	PUNCT
bracis-19093	70	1	we	we	PRON
bracis-19093	70	2	identified	identify	VERB
bracis-19093	70	3	some	some	DET
bracis-19093	70	4	errors	error	NOUN
bracis-19093	70	5	after	after	ADP
bracis-19093	70	6	the	the	DET
bracis-19093	70	7	data	data	NOUN
bracis-19093	70	8	extraction	extraction	NOUN
bracis-19093	70	9	phase	phase	NOUN
bracis-19093	70	10	,	,	PUNCT
bracis-19093	70	11	such	such	ADJ
bracis-19093	70	12	as	as	ADP
bracis-19093	70	13	:	:	PUNCT
bracis-19093	70	14	special	special	ADJ
bracis-19093	70	15	characters	character	NOUN
bracis-19093	70	16	and	and	CCONJ
bracis-19093	70	17	additional	additional	ADJ
bracis-19093	70	18	spacing	spacing	NOUN
bracis-19093	70	19	.	.	PUNCT
bracis-19093	71	1	with	with	ADP
bracis-19093	71	2	this	this	PRON
bracis-19093	71	3	,	,	PUNCT
bracis-19093	71	4	we	we	PRON
bracis-19093	71	5	carry	carry	VERB
bracis-19093	71	6	out	out	ADP
bracis-19093	71	7	a	a	DET
bracis-19093	71	8	data	data	NOUN
bracis-19093	71	9	cleaning	cleaning	NOUN
bracis-19093	71	10	process	process	NOUN
bracis-19093	71	11	to	to	PART
bracis-19093	71	12	minimize	minimize	VERB
bracis-19093	71	13	these	these	DET
bracis-19093	71	14	errors	error	NOUN
bracis-19093	71	15	.	.	PUNCT
bracis-19093	72	1	finally	finally	ADV
bracis-19093	72	2	,	,	PUNCT
bracis-19093	72	3	7,103	7,103	NUM
bracis-19093	72	4	lawsuits	lawsuit	NOUN
bracis-19093	72	5	were	be	AUX
bracis-19093	72	6	selected	select	VERB
bracis-19093	72	7	,	,	PUNCT
bracis-19093	72	8	of	of	ADP
bracis-19093	72	9	which	which	PRON
bracis-19093	72	10	16,668	16,668	NUM
bracis-19093	72	11	petitions	petition	NOUN
bracis-19093	72	12	were	be	AUX
bracis-19093	72	13	used	use	VERB
bracis-19093	72	14	to	to	PART
bracis-19093	72	15	build	build	VERB
bracis-19093	72	16	the	the	DET
bracis-19093	72	17	dataset	dataset	NOUN
bracis-19093	72	18	,	,	PUNCT
bracis-19093	72	19	distributed	distribute	VERB
bracis-19093	72	20	in	in	ADP
bracis-19093	72	21	6	6	NUM
bracis-19093	72	22	selected	select	VERB
bracis-19093	72	23	classes	class	NOUN
bracis-19093	72	24	,	,	PUNCT
bracis-19093	72	25	which	which	PRON
bracis-19093	72	26	were	be	AUX
bracis-19093	72	27	defined	define	VERB
bracis-19093	72	28	by	by	ADP
bracis-19093	72	29	experts	expert	NOUN
bracis-19093	72	30	of	of	ADP
bracis-19093	72	31	the	the	DET
bracis-19093	72	32	court	court	NOUN
bracis-19093	72	33	of	of	ADP
bracis-19093	72	34	justice	justice	NOUN
bracis-19093	72	35	of	of	ADP
bracis-19093	72	36	the	the	DET
bracis-19093	72	37	state	state	NOUN
bracis-19093	72	38	of	of	ADP
bracis-19093	72	39	ceará	ceará	NOUN
bracis-19093	72	40	,	,	PUNCT
bracis-19093	72	41	in	in	ADP
bracis-19093	72	42	brazil	brazil	PROPN
bracis-19093	72	43	.	.	PUNCT
bracis-19093	73	1	these	these	DET
bracis-19093	73	2	classes	class	NOUN
bracis-19093	73	3	express	express	VERB
bracis-19093	73	4	the	the	DET
bracis-19093	73	5	type	type	NOUN
bracis-19093	73	6	of	of	ADP
bracis-19093	73	7	lawsuits	lawsuit	NOUN
bracis-19093	73	8	and	and	CCONJ
bracis-19093	73	9	were	be	AUX
bracis-19093	73	10	defined	define	VERB
bracis-19093	73	11	by	by	ADP
bracis-19093	73	12	the	the	DET
bracis-19093	73	13	national	national	PROPN
bracis-19093	73	14	council	council	PROPN
bracis-19093	73	15	of	of	ADP
bracis-19093	73	16	justice	justice	PROPN
bracis-19093	73	17	of	of	ADP
bracis-19093	73	18	brazilfootnote	brazilfootnote	NOUN
bracis-19093	73	19	1	1	NUM
bracis-19093	73	20	.	.	NOUN
bracis-19093	73	21	3.2	3.2	NUM
bracis-19093	73	22	integration	integration	NOUN
bracis-19093	73	23	with	with	ADP
bracis-19093	73	24	the	the	DET
bracis-19093	73	25	brazilian	brazilian	ADJ
bracis-19093	73	26	legal	legal	ADJ
bracis-19093	73	27	knowledge	knowledge	NOUN
bracis-19093	73	28	graph	graph	VERB
bracis-19093	73	29	a	a	DET
bracis-19093	73	30	characteristic	characteristic	NOUN
bracis-19093	73	31	of	of	ADP
bracis-19093	73	32	legal	legal	ADJ
bracis-19093	73	33	documents	document	NOUN
bracis-19093	73	34	is	be	AUX
bracis-19093	73	35	that	that	SCONJ
bracis-19093	73	36	they	they	PRON
bracis-19093	73	37	present	present	VERB
bracis-19093	73	38	citations	citation	NOUN
bracis-19093	73	39	to	to	ADP
bracis-19093	73	40	legislation	legislation	NOUN
bracis-19093	73	41	,	,	PUNCT
bracis-19093	73	42	which	which	PRON
bracis-19093	73	43	are	be	AUX
bracis-19093	73	44	used	use	VERB
bracis-19093	73	45	to	to	PART
bracis-19093	73	46	argue	argue	VERB
bracis-19093	73	47	and	and	CCONJ
bracis-19093	73	48	present	present	VERB
bracis-19093	73	49	legal	legal	ADJ
bracis-19093	73	50	theories	theory	NOUN
bracis-19093	73	51	and	and	CCONJ
bracis-19093	73	52	arguments	argument	NOUN
bracis-19093	73	53	about	about	ADP
bracis-19093	73	54	the	the	DET
bracis-19093	73	55	legal	legal	ADJ
bracis-19093	73	56	themes	theme	NOUN
bracis-19093	73	57	supporting	support	VERB
bracis-19093	73	58	the	the	DET
bracis-19093	73	59	lawsuit	lawsuit	NOUN
bracis-19093	73	60	.	.	PUNCT
bracis-19093	74	1	considering	consider	VERB
bracis-19093	74	2	that	that	SCONJ
bracis-19093	74	3	legislation	legislation	NOUN
bracis-19093	74	4	can	can	AUX
bracis-19093	74	5	be	be	AUX
bracis-19093	74	6	important	important	ADJ
bracis-19093	74	7	for	for	ADP
bracis-19093	74	8	classifying	classify	VERB
bracis-19093	74	9	lawsuits	lawsuit	NOUN
bracis-19093	74	10	,	,	PUNCT
bracis-19093	74	11	we	we	PRON
bracis-19093	74	12	use	use	VERB
bracis-19093	74	13	a	a	DET
bracis-19093	74	14	named	name	VERB
bracis-19093	74	15	entity	entity	NOUN
bracis-19093	74	16	recognizer	recognizer	NOUN
bracis-19093	74	17	(	(	PUNCT
bracis-19093	74	18	ner	ner	NOUN
bracis-19093	74	19	)	)	PUNCT
bracis-19093	74	20	to	to	PART
bracis-19093	74	21	identify	identify	VERB
bracis-19093	74	22	legislation	legislation	NOUN
bracis-19093	74	23	in	in	ADP
bracis-19093	74	24	the	the	DET
bracis-19093	74	25	text	text	NOUN
bracis-19093	74	26	of	of	ADP
bracis-19093	74	27	the	the	DET
bracis-19093	74	28	lawsuits	lawsuit	NOUN
bracis-19093	74	29	.	.	PUNCT
bracis-19093	75	1	more	more	ADV
bracis-19093	75	2	specifically	specifically	ADV
bracis-19093	75	3	,	,	PUNCT
bracis-19093	75	4	we	we	PRON
bracis-19093	75	5	use	use	VERB
bracis-19093	75	6	a	a	DET
bracis-19093	75	7	nerfootnote	nerfootnote	NOUN
bracis-19093	75	8	2	2	NUM
bracis-19093	75	9	,	,	PUNCT
bracis-19093	75	10	structured	structure	VERB
bracis-19093	75	11	in	in	ADP
bracis-19093	75	12	the	the	DET
bracis-19093	75	13	conditional	conditional	ADJ
bracis-19093	75	14	random	random	ADJ
bracis-19093	75	15	field	field	NOUN
bracis-19093	75	16	model	model	NOUN
bracis-19093	75	17	(	(	PUNCT
bracis-19093	75	18	crf	crf	NOUN
bracis-19093	75	19	)	)	PUNCT
bracis-19093	75	20	classifier	classifier	NOUN
bracis-19093	75	21	of	of	ADP
bracis-19093	75	22	the	the	DET
bracis-19093	75	23	stanford	stanford	PROPN
bracis-19093	75	24	javanlp	javanlp	PROPN
bracis-19093	75	25	apifootnote	apifootnote	VERB
bracis-19093	75	26	3	3	NUM
bracis-19093	75	27	and	and	CCONJ
bracis-19093	75	28	trained	train	VERB
bracis-19093	75	29	with	with	ADP
bracis-19093	75	30	the	the	DET
bracis-19093	75	31	lener	lener	NOUN
bracis-19093	75	32	-	-	PUNCT
bracis-19093	75	33	br	br	NOUN
bracis-19093	75	34	dataset	dataset	NOUN
bracis-19093	75	35	[	[	X
bracis-19093	75	36	21	21	NUM
bracis-19093	75	37	]	]	X
bracis-19093	75	38	(	(	PUNCT
bracis-19093	75	39	a	a	DET
bracis-19093	75	40	dataset	dataset	NOUN
bracis-19093	75	41	for	for	ADP
bracis-19093	75	42	named	name	VERB
bracis-19093	75	43	entity	entity	NOUN
bracis-19093	75	44	recognition	recognition	NOUN
bracis-19093	75	45	in	in	ADP
bracis-19093	75	46	brazilian	brazilian	ADJ
bracis-19093	75	47	legal	legal	ADJ
bracis-19093	75	48	text	text	NOUN
bracis-19093	75	49	)	)	PUNCT
bracis-19093	75	50	.	.	PUNCT
bracis-19093	76	1	additionally	additionally	ADV
bracis-19093	76	2	,	,	PUNCT
bracis-19093	76	3	a	a	DET
bracis-19093	76	4	knowledge	knowledge	NOUN
bracis-19093	76	5	graph	graph	NOUN
bracis-19093	76	6	was	be	AUX
bracis-19093	76	7	built	build	VERB
bracis-19093	76	8	with	with	ADP
bracis-19093	76	9	federal	federal	ADJ
bracis-19093	76	10	and	and	CCONJ
bracis-19093	76	11	regional	regional	ADJ
bracis-19093	76	12	legislation	legislation	NOUN
bracis-19093	76	13	of	of	ADP
bracis-19093	76	14	the	the	DET
bracis-19093	76	15	state	state	NOUN
bracis-19093	76	16	of	of	ADP
bracis-19093	76	17	ceará	ceará	NOUN
bracis-19093	76	18	,	,	PUNCT
bracis-19093	76	19	in	in	ADP
bracis-19093	76	20	brazil	brazil	PROPN
bracis-19093	76	21	.	.	PUNCT
bracis-19093	77	1	the	the	DET
bracis-19093	77	2	laws	law	NOUN
bracis-19093	77	3	were	be	AUX
bracis-19093	77	4	taken	take	VERB
bracis-19093	77	5	from	from	ADP
bracis-19093	77	6	the	the	DET
bracis-19093	77	7	federal	federal	ADJ
bracis-19093	77	8	government	government	NOUN
bracis-19093	77	9	legislation	legislation	NOUN
bracis-19093	77	10	portalfootnote	portalfootnote	NOUN
bracis-19093	77	11	4	4	NUM
bracis-19093	77	12	,	,	PUNCT
bracis-19093	77	13	legislative	legislative	ADJ
bracis-19093	77	14	and	and	CCONJ
bracis-19093	77	15	legal	legal	ADJ
bracis-19093	77	16	information	information	NOUN
bracis-19093	77	17	networkfootnote	networkfootnote	NOUN
bracis-19093	77	18	5	5	NUM
bracis-19093	77	19	and	and	CCONJ
bracis-19093	77	20	from	from	ADP
bracis-19093	77	21	the	the	DET
bracis-19093	77	22	legislative	legislative	ADJ
bracis-19093	77	23	assembly	assembly	NOUN
bracis-19093	77	24	of	of	ADP
bracis-19093	77	25	cearáfootnote	cearáfootnote	ADJ
bracis-19093	77	26	6	6	NUM
bracis-19093	77	27	.	.	PUNCT
bracis-19093	77	28	table	table	NOUN
bracis-19093	77	29	1	1	NUM
bracis-19093	77	30	demonstrates	demonstrate	VERB
bracis-19093	77	31	the	the	DET
bracis-19093	77	32	legislation	legislation	NOUN
bracis-19093	77	33	types	type	NOUN
bracis-19093	77	34	,	,	PUNCT
bracis-19093	77	35	year	year	NOUN
bracis-19093	77	36	of	of	ADP
bracis-19093	77	37	creation	creation	NOUN
bracis-19093	77	38	and	and	CCONJ
bracis-19093	77	39	quantity	quantity	NOUN
bracis-19093	77	40	of	of	ADP
bracis-19093	77	41	legislation	legislation	NOUN
bracis-19093	77	42	in	in	ADP
bracis-19093	77	43	the	the	DET
bracis-19093	77	44	actual	actual	ADJ
bracis-19093	77	45	brazilian	brazilian	ADJ
bracis-19093	77	46	legal	legal	ADJ
bracis-19093	77	47	knowledge	knowledge	NOUN
bracis-19093	77	48	graph	graph	NOUN
bracis-19093	77	49	.	.	PUNCT
bracis-19093	77	50	table	table	NOUN
bracis-19093	77	51	1	1	NUM
bracis-19093	77	52	.	.	PUNCT
bracis-19093	78	1	statistics	statistic	NOUN
bracis-19093	78	2	and	and	CCONJ
bracis-19093	78	3	information	information	NOUN
bracis-19093	78	4	about	about	ADP
bracis-19093	78	5	the	the	DET
bracis-19093	78	6	brazilian	brazilian	ADJ
bracis-19093	78	7	legal	legal	ADJ
bracis-19093	78	8	knowledge	knowledge	NOUN
bracis-19093	78	9	graph.full	graph.full	NOUN
bracis-19093	78	10	size	size	NOUN
bracis-19093	78	11	table	table	NOUN
bracis-19093	78	12	the	the	DET
bracis-19093	78	13	legislations	legislation	NOUN
bracis-19093	78	14	extracted	extract	VERB
bracis-19093	78	15	from	from	ADP
bracis-19093	78	16	the	the	DET
bracis-19093	78	17	texts	text	NOUN
bracis-19093	78	18	of	of	ADP
bracis-19093	78	19	the	the	DET
bracis-19093	78	20	lawsuits	lawsuit	NOUN
bracis-19093	78	21	by	by	ADP
bracis-19093	78	22	ner	ner	NOUN
bracis-19093	78	23	were	be	AUX
bracis-19093	78	24	validated	validate	VERB
bracis-19093	78	25	in	in	ADP
bracis-19093	78	26	the	the	DET
bracis-19093	78	27	knowledge	knowledge	NOUN
bracis-19093	78	28	graph	graph	NOUN
bracis-19093	78	29	of	of	ADP
bracis-19093	78	30	legislation	legislation	NOUN
bracis-19093	78	31	,	,	PUNCT
bracis-19093	78	32	so	so	SCONJ
bracis-19093	78	33	that	that	SCONJ
bracis-19093	78	34	we	we	PRON
bracis-19093	78	35	consider	consider	VERB
bracis-19093	78	36	only	only	ADV
bracis-19093	78	37	those	those	PRON
bracis-19093	78	38	present	present	ADJ
bracis-19093	78	39	in	in	ADP
bracis-19093	78	40	the	the	DET
bracis-19093	78	41	knowledge	knowledge	NOUN
bracis-19093	78	42	base	base	NOUN
bracis-19093	78	43	as	as	ADP
bracis-19093	78	44	an	an	DET
bracis-19093	78	45	entity	entity	NOUN
bracis-19093	78	46	“	"	PUNCT
bracis-19093	78	47	legislation	legislation	NOUN
bracis-19093	78	48	”	"	PUNCT
bracis-19093	78	49	.	.	PUNCT
bracis-19093	79	1	from	from	ADP
bracis-19093	79	2	the	the	DET
bracis-19093	79	3	identification	identification	NOUN
bracis-19093	79	4	and	and	CCONJ
bracis-19093	79	5	validation	validation	NOUN
bracis-19093	79	6	of	of	ADP
bracis-19093	79	7	the	the	DET
bracis-19093	79	8	“	"	PUNCT
bracis-19093	79	9	legislation	legislation	NOUN
bracis-19093	79	10	”	"	PUNCT
bracis-19093	79	11	entities	entity	NOUN
bracis-19093	79	12	in	in	ADP
bracis-19093	79	13	the	the	DET
bracis-19093	79	14	text	text	NOUN
bracis-19093	79	15	of	of	ADP
bracis-19093	79	16	the	the	DET
bracis-19093	79	17	lawsuits	lawsuit	NOUN
bracis-19093	79	18	,	,	PUNCT
bracis-19093	79	19	the	the	DET
bracis-19093	79	20	lawsuits	lawsuit	NOUN
bracis-19093	79	21	that	that	PRON
bracis-19093	79	22	have	have	VERB
bracis-19093	79	23	at	at	ADV
bracis-19093	79	24	least	least	ADV
bracis-19093	79	25	one	one	NUM
bracis-19093	79	26	citation	citation	NOUN
bracis-19093	79	27	to	to	ADP
bracis-19093	79	28	the	the	DET
bracis-19093	79	29	legislation	legislation	NOUN
bracis-19093	79	30	were	be	AUX
bracis-19093	79	31	selected	select	VERB
bracis-19093	79	32	,	,	PUNCT
bracis-19093	79	33	totaling	total	VERB
bracis-19093	79	34	6,283	6,283	NUM
bracis-19093	79	35	lawsuits	lawsuit	NOUN
bracis-19093	79	36	,	,	PUNCT
bracis-19093	79	37	with	with	ADP
bracis-19093	79	38	11,131	11,131	NUM
bracis-19093	79	39	petitions	petition	NOUN
bracis-19093	79	40	in	in	ADP
bracis-19093	79	41	all	all	ADV
bracis-19093	79	42	.	.	PUNCT
bracis-19093	80	1	in	in	ADP
bracis-19093	80	2	table	table	NOUN
bracis-19093	80	3	2	2	NUM
bracis-19093	80	4	we	we	PRON
bracis-19093	80	5	can	can	AUX
bracis-19093	80	6	see	see	VERB
bracis-19093	80	7	the	the	DET
bracis-19093	80	8	name	name	NOUN
bracis-19093	80	9	of	of	ADP
bracis-19093	80	10	the	the	DET
bracis-19093	80	11	lawsuit	lawsuit	NOUN
bracis-19093	80	12	classes	class	NOUN
bracis-19093	80	13	of	of	ADP
bracis-19093	80	14	the	the	DET
bracis-19093	80	15	dataset	dataset	NOUN
bracis-19093	80	16	and	and	CCONJ
bracis-19093	80	17	the	the	DET
bracis-19093	80	18	number	number	NOUN
bracis-19093	80	19	of	of	ADP
bracis-19093	80	20	the	the	DET
bracis-19093	80	21	national	national	PROPN
bracis-19093	80	22	council	council	PROPN
bracis-19093	80	23	of	of	ADP
bracis-19093	80	24	justice	justice	PROPN
bracis-19093	80	25	of	of	ADP
bracis-19093	80	26	brazil	brazil	PROPN
bracis-19093	80	27	(	(	PUNCT
bracis-19093	80	28	informed	inform	VERB
bracis-19093	80	29	in	in	ADP
bracis-19093	80	30	parentheses	parenthesis	NOUN
bracis-19093	80	31	in	in	ADP
bracis-19093	80	32	the	the	DET
bracis-19093	80	33	class	class	NOUN
bracis-19093	80	34	column	column	NOUN
bracis-19093	80	35	)	)	PUNCT
bracis-19093	80	36	,	,	PUNCT
bracis-19093	80	37	and	and	CCONJ
bracis-19093	80	38	the	the	DET
bracis-19093	80	39	distribution	distribution	NOUN
bracis-19093	80	40	of	of	ADP
bracis-19093	80	41	dataset	dataset	ADJ
bracis-19093	80	42	lawsuits	lawsuit	NOUN
bracis-19093	80	43	in	in	ADP
bracis-19093	80	44	the	the	DET
bracis-19093	80	45	6	6	NUM
bracis-19093	80	46	classes	class	NOUN
bracis-19093	80	47	mentioned	mention	VERB
bracis-19093	80	48	in	in	ADP
bracis-19093	80	49	sect	sect	NOUN
bracis-19093	80	50	.	.	PUNCT
bracis-19093	80	51	 	 	SPACE
bracis-19093	81	1	3.1	3.1	NUM
bracis-19093	81	2	.	.	PUNCT
bracis-19093	81	3	table	table	NOUN
bracis-19093	81	4	2	2	NUM
bracis-19093	81	5	.	.	PUNCT
bracis-19093	81	6	distribution	distribution	NOUN
bracis-19093	81	7	of	of	ADP
bracis-19093	81	8	lawsuits	lawsuit	NOUN
bracis-19093	81	9	in	in	ADP
bracis-19093	81	10	legal	legal	ADJ
bracis-19093	81	11	classes.full	classes.full	NOUN
bracis-19093	81	12	size	size	NOUN
bracis-19093	81	13	table	table	NOUN
bracis-19093	81	14	we	we	PRON
bracis-19093	81	15	investigate	investigate	VERB
bracis-19093	81	16	the	the	DET
bracis-19093	81	17	legislation	legislation	NOUN
bracis-19093	81	18	cited	cite	VERB
bracis-19093	81	19	in	in	ADP
bracis-19093	81	20	the	the	DET
bracis-19093	81	21	lawsuits	lawsuit	NOUN
bracis-19093	81	22	for	for	ADP
bracis-19093	81	23	each	each	DET
bracis-19093	81	24	class	class	NOUN
bracis-19093	81	25	individually	individually	ADV
bracis-19093	81	26	.	.	PUNCT
bracis-19093	82	1	table	table	NOUN
bracis-19093	82	2	3	3	NUM
bracis-19093	82	3	shows	show	VERB
bracis-19093	82	4	the	the	DET
bracis-19093	82	5	amount	amount	NOUN
bracis-19093	82	6	of	of	ADP
bracis-19093	82	7	different	different	ADJ
bracis-19093	82	8	legislations	legislation	NOUN
bracis-19093	82	9	mentioned	mention	VERB
bracis-19093	82	10	and	and	CCONJ
bracis-19093	82	11	in	in	ADP
bracis-19093	82	12	how	how	SCONJ
bracis-19093	82	13	many	many	ADJ
bracis-19093	82	14	classes	class	NOUN
bracis-19093	82	15	these	these	DET
bracis-19093	82	16	legislations	legislation	NOUN
bracis-19093	82	17	occur	occur	VERB
bracis-19093	82	18	.	.	PUNCT
bracis-19093	83	1	table	table	NOUN
bracis-19093	83	2	3	3	NUM
bracis-19093	83	3	.	.	X
bracis-19093	83	4	number	number	NOUN
bracis-19093	83	5	of	of	ADP
bracis-19093	83	6	classes	class	NOUN
bracis-19093	83	7	and	and	CCONJ
bracis-19093	83	8	the	the	DET
bracis-19093	83	9	amount	amount	NOUN
bracis-19093	83	10	of	of	ADP
bracis-19093	83	11	legislation	legislation	NOUN
bracis-19093	83	12	mentioned	mention	VERB
bracis-19093	83	13	differently.full	differently.full	ADJ
bracis-19093	83	14	size	size	NOUN
bracis-19093	83	15	table	table	NOUN
bracis-19093	83	16	in	in	ADP
bracis-19093	83	17	the	the	DET
bracis-19093	83	18	text	text	NOUN
bracis-19093	83	19	of	of	ADP
bracis-19093	83	20	the	the	DET
bracis-19093	83	21	lawsuits	lawsuit	NOUN
bracis-19093	83	22	’	’	PART
bracis-19093	83	23	petitions	petition	NOUN
bracis-19093	83	24	,	,	PUNCT
bracis-19093	83	25	were	be	AUX
bracis-19093	83	26	identified	identify	VERB
bracis-19093	83	27	110,044	110,044	NUM
bracis-19093	83	28	citations	citation	NOUN
bracis-19093	83	29	to	to	ADP
bracis-19093	83	30	brazilian	brazilian	ADJ
bracis-19093	83	31	legislation	legislation	NOUN
bracis-19093	83	32	.	.	PUNCT
bracis-19093	84	1	according	accord	VERB
bracis-19093	84	2	to	to	ADP
bracis-19093	84	3	table	table	NOUN
bracis-19093	84	4	3	3	NUM
bracis-19093	84	5	,	,	PUNCT
bracis-19093	84	6	these	these	DET
bracis-19093	84	7	citations	citation	NOUN
bracis-19093	84	8	represent	represent	VERB
bracis-19093	84	9	895	895	NUM
bracis-19093	84	10	different	different	ADJ
bracis-19093	84	11	brazilian	brazilian	ADJ
bracis-19093	84	12	laws	law	NOUN
bracis-19093	84	13	and	and	CCONJ
bracis-19093	84	14	legal	legal	ADJ
bracis-19093	84	15	norms	norm	NOUN
bracis-19093	84	16	.	.	PUNCT
bracis-19093	85	1	we	we	PRON
bracis-19093	85	2	verified	verify	VERB
bracis-19093	85	3	that	that	SCONJ
bracis-19093	85	4	only	only	ADV
bracis-19093	85	5	1.2	1.2	NUM
bracis-19093	85	6	%	%	NOUN
bracis-19093	85	7	(	(	PUNCT
bracis-19093	85	8	10	10	NUM
bracis-19093	85	9	legislations	legislation	NOUN
bracis-19093	85	10	)	)	PUNCT
bracis-19093	85	11	of	of	ADP
bracis-19093	85	12	these	these	DET
bracis-19093	85	13	legislations	legislation	NOUN
bracis-19093	85	14	are	be	AUX
bracis-19093	85	15	mentioned	mention	VERB
bracis-19093	85	16	in	in	ADP
bracis-19093	85	17	lawsuits	lawsuit	NOUN
bracis-19093	85	18	of	of	ADP
bracis-19093	85	19	all	all	DET
bracis-19093	85	20	classes	class	NOUN
bracis-19093	85	21	,	,	PUNCT
bracis-19093	85	22	being	be	AUX
bracis-19093	85	23	characterized	characterize	VERB
bracis-19093	85	24	as	as	ADP
bracis-19093	85	25	more	more	ADJ
bracis-19093	85	26	generic	generic	ADJ
bracis-19093	85	27	legislations	legislation	NOUN
bracis-19093	85	28	that	that	PRON
bracis-19093	85	29	do	do	AUX
bracis-19093	85	30	not	not	PART
bracis-19093	85	31	distinguish	distinguish	VERB
bracis-19093	85	32	the	the	DET
bracis-19093	85	33	class	class	NOUN
bracis-19093	85	34	of	of	ADP
bracis-19093	85	35	lawsuit	lawsuit	NOUN
bracis-19093	85	36	,	,	PUNCT
bracis-19093	85	37	such	such	ADJ
bracis-19093	85	38	as	as	ADP
bracis-19093	85	39	the	the	DET
bracis-19093	85	40	brazilian	brazilian	ADJ
bracis-19093	85	41	civil	civil	ADJ
bracis-19093	85	42	code	code	NOUN
bracis-19093	85	43	(	(	PUNCT
bracis-19093	85	44	law	law	NOUN
bracis-19093	85	45	10.406	10.406	NUM
bracis-19093	85	46	,	,	PUNCT
bracis-19093	85	47	of	of	ADP
bracis-19093	85	48	january	january	PROPN
bracis-19093	85	49	,	,	PUNCT
bracis-19093	85	50	01/10/2002	01/10/2002	NUM
bracis-19093	85	51	)	)	PUNCT
bracis-19093	85	52	,	,	PUNCT
bracis-19093	85	53	brazilian	brazilian	ADJ
bracis-19093	85	54	criminal	criminal	ADJ
bracis-19093	85	55	code	code	NOUN
bracis-19093	85	56	(	(	PUNCT
bracis-19093	85	57	decree	decree	NOUN
bracis-19093	85	58	-	-	PUNCT
bracis-19093	85	59	law	law	NOUN
bracis-19093	85	60	2,848	2,848	NUM
bracis-19093	85	61	,	,	PUNCT
bracis-19093	85	62	of	of	ADP
bracis-19093	85	63	07/12/1940	07/12/1940	NOUN
bracis-19093	85	64	)	)	PUNCT
bracis-19093	85	65	,	,	PUNCT
bracis-19093	85	66	code	code	NOUN
bracis-19093	85	67	of	of	ADP
bracis-19093	85	68	civil	civil	ADJ
bracis-19093	85	69	procedure	procedure	NOUN
bracis-19093	85	70	(	(	PUNCT
bracis-19093	85	71	law	law	NOUN
bracis-19093	85	72	13.105	13.105	NUM
bracis-19093	85	73	,	,	PUNCT
bracis-19093	85	74	of	of	ADP
bracis-19093	85	75	03/16/2015	03/16/2015	NUM
bracis-19093	85	76	)	)	PUNCT
bracis-19093	85	77	and	and	CCONJ
bracis-19093	85	78	national	national	ADJ
bracis-19093	85	79	tax	tax	PROPN
bracis-19093	85	80	code	code	NOUN
bracis-19093	85	81	(	(	PUNCT
bracis-19093	85	82	law	law	NOUN
bracis-19093	85	83	5.172	5.172	NUM
bracis-19093	85	84	,	,	PUNCT
bracis-19093	85	85	of	of	ADP
bracis-19093	85	86	10/25/1966	10/25/1966	NUM
bracis-19093	85	87	)	)	PUNCT
bracis-19093	85	88	.	.	PUNCT
bracis-19093	86	1	while	while	SCONJ
bracis-19093	86	2	,	,	PUNCT
bracis-19093	86	3	71.84	71.84	NUM
bracis-19093	86	4	%	%	NOUN
bracis-19093	86	5	(	(	PUNCT
bracis-19093	86	6	643	643	NUM
bracis-19093	86	7	legislations	legislation	NOUN
bracis-19093	86	8	)	)	PUNCT
bracis-19093	86	9	are	be	AUX
bracis-19093	86	10	cited	cite	VERB
bracis-19093	86	11	in	in	ADP
bracis-19093	86	12	lawsuits	lawsuit	NOUN
bracis-19093	86	13	of	of	ADP
bracis-19093	86	14	a	a	DET
bracis-19093	86	15	single	single	ADJ
bracis-19093	86	16	class	class	NOUN
bracis-19093	86	17	,	,	PUNCT
bracis-19093	86	18	which	which	PRON
bracis-19093	86	19	can	can	AUX
bracis-19093	86	20	be	be	AUX
bracis-19093	86	21	considered	consider	VERB
bracis-19093	86	22	legislations	legislation	NOUN
bracis-19093	86	23	that	that	PRON
bracis-19093	86	24	characterize	characterize	VERB
bracis-19093	86	25	the	the	DET
bracis-19093	86	26	theme	theme	NOUN
bracis-19093	86	27	and	and	CCONJ
bracis-19093	86	28	,	,	PUNCT
bracis-19093	86	29	consequently	consequently	ADV
bracis-19093	86	30	,	,	PUNCT
bracis-19093	86	31	the	the	DET
bracis-19093	86	32	class	class	NOUN
bracis-19093	86	33	of	of	ADP
bracis-19093	86	34	the	the	DET
bracis-19093	86	35	lawsuit	lawsuit	NOUN
bracis-19093	86	36	.	.	PUNCT
bracis-19093	87	1	as	as	ADP
bracis-19093	87	2	,	,	PUNCT
bracis-19093	87	3	for	for	ADP
bracis-19093	87	4	example	example	NOUN
bracis-19093	87	5	,	,	PUNCT
bracis-19093	87	6	law	law	NOUN
bracis-19093	87	7	970	970	NUM
bracis-19093	87	8	,	,	PUNCT
bracis-19093	87	9	of	of	ADP
bracis-19093	87	10	12/16/1949	12/16/1949	NUM
bracis-19093	87	11	,	,	PUNCT
bracis-19093	87	12	which	which	PRON
bracis-19093	87	13	provides	provide	VERB
bracis-19093	87	14	for	for	ADP
bracis-19093	87	15	the	the	DET
bracis-19093	87	16	attributions	attribution	NOUN
bracis-19093	87	17	,	,	PUNCT
bracis-19093	87	18	organization	organization	NOUN
bracis-19093	87	19	and	and	CCONJ
bracis-19093	87	20	functioning	functioning	NOUN
bracis-19093	87	21	of	of	ADP
bracis-19093	87	22	the	the	DET
bracis-19093	87	23	national	national	ADJ
bracis-19093	87	24	economy	economy	PROPN
bracis-19093	87	25	council	council	PROPN
bracis-19093	87	26	,	,	PUNCT
bracis-19093	87	27	is	be	AUX
bracis-19093	87	28	mentioned	mention	VERB
bracis-19093	87	29	only	only	ADV
bracis-19093	87	30	in	in	ADP
bracis-19093	87	31	the	the	DET
bracis-19093	87	32	lawsuits	lawsuit	NOUN
bracis-19093	87	33	of	of	ADP
bracis-19093	87	34	the	the	DET
bracis-19093	87	35	“	"	PUNCT
bracis-19093	87	36	common	common	ADJ
bracis-19093	87	37	civil	civil	ADJ
bracis-19093	87	38	procedure	procedure	NOUN
bracis-19093	87	39	”	"	PUNCT
bracis-19093	87	40	class	class	NOUN
bracis-19093	87	41	.	.	PUNCT
bracis-19093	87	42	table	table	NOUN
bracis-19093	87	43	4	4	NUM
bracis-19093	87	44	shows	show	VERB
bracis-19093	87	45	the	the	DET
bracis-19093	87	46	total	total	NOUN
bracis-19093	87	47	of	of	ADP
bracis-19093	87	48	citations	citation	NOUN
bracis-19093	87	49	of	of	ADP
bracis-19093	87	50	legislation	legislation	NOUN
bracis-19093	87	51	,	,	PUNCT
bracis-19093	87	52	the	the	DET
bracis-19093	87	53	total	total	NOUN
bracis-19093	87	54	of	of	ADP
bracis-19093	87	55	distinct	distinct	ADJ
bracis-19093	87	56	legislations	legislation	NOUN
bracis-19093	87	57	that	that	PRON
bracis-19093	87	58	occur	occur	VERB
bracis-19093	87	59	in	in	ADP
bracis-19093	87	60	citations	citation	NOUN
bracis-19093	87	61	and	and	CCONJ
bracis-19093	87	62	the	the	DET
bracis-19093	87	63	total	total	NOUN
bracis-19093	87	64	of	of	ADP
bracis-19093	87	65	distinct	distinct	ADJ
bracis-19093	87	66	legislations	legislation	NOUN
bracis-19093	87	67	that	that	PRON
bracis-19093	87	68	occur	occur	VERB
bracis-19093	87	69	by	by	ADP
bracis-19093	87	70	legal	legal	ADJ
bracis-19093	87	71	class	class	NOUN
bracis-19093	87	72	.	.	PUNCT
bracis-19093	88	1	we	we	PRON
bracis-19093	88	2	analyzed	analyze	VERB
bracis-19093	88	3	the	the	DET
bracis-19093	88	4	amount	amount	NOUN
bracis-19093	88	5	of	of	ADP
bracis-19093	88	6	different	different	ADJ
bracis-19093	88	7	legislation	legislation	NOUN
bracis-19093	88	8	mentioned	mention	VERB
bracis-19093	88	9	in	in	ADP
bracis-19093	88	10	each	each	PRON
bracis-19093	88	11	of	of	ADP
bracis-19093	88	12	the	the	DET
bracis-19093	88	13	classes	class	NOUN
bracis-19093	88	14	of	of	ADP
bracis-19093	88	15	lawsuits	lawsuit	NOUN
bracis-19093	88	16	and	and	CCONJ
bracis-19093	88	17	verified	verify	VERB
bracis-19093	88	18	that	that	SCONJ
bracis-19093	88	19	there	there	PRON
bracis-19093	88	20	are	be	VERB
bracis-19093	88	21	laws	law	NOUN
bracis-19093	88	22	that	that	PRON
bracis-19093	88	23	occur	occur	VERB
bracis-19093	88	24	only	only	ADV
bracis-19093	88	25	in	in	ADP
bracis-19093	88	26	each	each	DET
bracis-19093	88	27	class	class	NOUN
bracis-19093	88	28	.	.	PUNCT
bracis-19093	89	1	for	for	ADP
bracis-19093	89	2	example	example	NOUN
bracis-19093	89	3	,	,	PUNCT
bracis-19093	89	4	the	the	DET
bracis-19093	89	5	59,720	59,720	NUM
bracis-19093	89	6	citations	citation	NOUN
bracis-19093	89	7	to	to	ADP
bracis-19093	89	8	the	the	DET
bracis-19093	89	9	legislation	legislation	NOUN
bracis-19093	89	10	present	present	ADJ
bracis-19093	89	11	in	in	ADP
bracis-19093	89	12	the	the	DET
bracis-19093	89	13	lawsuits	lawsuit	NOUN
bracis-19093	89	14	of	of	ADP
bracis-19093	89	15	the	the	DET
bracis-19093	89	16	“	"	PUNCT
bracis-19093	89	17	common	common	ADJ
bracis-19093	89	18	civil	civil	ADJ
bracis-19093	89	19	procedure	procedure	NOUN
bracis-19093	89	20	”	"	PUNCT
bracis-19093	89	21	class	class	NOUN
bracis-19093	89	22	correspond	correspond	NOUN
bracis-19093	89	23	to	to	ADP
bracis-19093	89	24	536	536	NUM
bracis-19093	89	25	different	different	ADJ
bracis-19093	89	26	legislations	legislation	NOUN
bracis-19093	89	27	.	.	PUNCT
bracis-19093	90	1	in	in	ADP
bracis-19093	90	2	cases	case	NOUN
bracis-19093	90	3	of	of	ADP
bracis-19093	90	4	this	this	DET
bracis-19093	90	5	class	class	NOUN
bracis-19093	90	6	,	,	PUNCT
bracis-19093	90	7	law	law	NOUN
bracis-19093	90	8	8,078	8,078	NUM
bracis-19093	90	9	,	,	PUNCT
bracis-19093	90	10	of	of	ADP
bracis-19093	90	11	09/11/1990	09/11/1990	NUM
bracis-19093	90	12	,	,	PUNCT
bracis-19093	90	13	for	for	ADP
bracis-19093	90	14	example	example	NOUN
bracis-19093	90	15	,	,	PUNCT
bracis-19093	90	16	is	be	AUX
bracis-19093	90	17	cited	cite	VERB
bracis-19093	90	18	8,560	8,560	NUM
bracis-19093	90	19	times	time	NOUN
bracis-19093	90	20	.	.	PUNCT
bracis-19093	91	1	we	we	PRON
bracis-19093	91	2	emphasize	emphasize	VERB
bracis-19093	91	3	that	that	SCONJ
bracis-19093	91	4	,	,	PUNCT
bracis-19093	91	5	of	of	ADP
bracis-19093	91	6	the	the	DET
bracis-19093	91	7	536	536	NUM
bracis-19093	91	8	distinct	distinct	ADJ
bracis-19093	91	9	legislations	legislation	NOUN
bracis-19093	91	10	cited	cite	VERB
bracis-19093	91	11	in	in	ADP
bracis-19093	91	12	this	this	DET
bracis-19093	91	13	class	class	NOUN
bracis-19093	91	14	,	,	PUNCT
bracis-19093	91	15	329	329	NUM
bracis-19093	91	16	legislations	legislation	NOUN
bracis-19093	91	17	are	be	AUX
bracis-19093	91	18	cited	cite	VERB
bracis-19093	91	19	only	only	ADV
bracis-19093	91	20	in	in	ADP
bracis-19093	91	21	this	this	DET
bracis-19093	91	22	class	class	NOUN
bracis-19093	91	23	.	.	PUNCT
bracis-19093	92	1	likewise	likewise	ADV
bracis-19093	92	2	,	,	PUNCT
bracis-19093	92	3	for	for	ADP
bracis-19093	92	4	the	the	DET
bracis-19093	92	5	“	"	PUNCT
bracis-19093	92	6	criminal	criminal	ADJ
bracis-19093	92	7	action	action	NOUN
bracis-19093	92	8	ordinary	ordinary	ADJ
bracis-19093	92	9	procedure	procedure	NOUN
bracis-19093	92	10	”	"	PUNCT
bracis-19093	92	11	class	class	NOUN
bracis-19093	92	12	,	,	PUNCT
bracis-19093	92	13	the	the	DET
bracis-19093	92	14	12,610	12,610	NUM
bracis-19093	92	15	citations	citation	NOUN
bracis-19093	92	16	that	that	PRON
bracis-19093	92	17	occur	occur	VERB
bracis-19093	92	18	in	in	ADP
bracis-19093	92	19	this	this	DET
bracis-19093	92	20	class	class	NOUN
bracis-19093	92	21	correspond	correspond	NOUN
bracis-19093	92	22	to	to	ADP
bracis-19093	92	23	125	125	NUM
bracis-19093	92	24	different	different	ADJ
bracis-19093	92	25	legislations	legislation	NOUN
bracis-19093	92	26	.	.	PUNCT
bracis-19093	93	1	for	for	ADP
bracis-19093	93	2	example	example	NOUN
bracis-19093	93	3	,	,	PUNCT
bracis-19093	93	4	law	law	NOUN
bracis-19093	93	5	11,343	11,343	NUM
bracis-19093	93	6	,	,	PUNCT
bracis-19093	93	7	of	of	ADP
bracis-19093	93	8	23/08/2006	23/08/2006	NUM
bracis-19093	93	9	,	,	PUNCT
bracis-19093	93	10	is	be	AUX
bracis-19093	93	11	cited	cite	VERB
bracis-19093	93	12	1,910	1,910	NUM
bracis-19093	93	13	times	time	NOUN
bracis-19093	93	14	in	in	ADP
bracis-19093	93	15	lawsuits	lawsuit	NOUN
bracis-19093	93	16	of	of	ADP
bracis-19093	93	17	this	this	DET
bracis-19093	93	18	class	class	NOUN
bracis-19093	93	19	.	.	PUNCT
bracis-19093	94	1	we	we	PRON
bracis-19093	94	2	highlight	highlight	VERB
bracis-19093	94	3	that	that	SCONJ
bracis-19093	94	4	43	43	NUM
bracis-19093	94	5	different	different	ADJ
bracis-19093	94	6	legislations	legislation	NOUN
bracis-19093	94	7	are	be	AUX
bracis-19093	94	8	mentioned	mention	VERB
bracis-19093	94	9	only	only	ADV
bracis-19093	94	10	in	in	ADP
bracis-19093	94	11	this	this	DET
bracis-19093	94	12	class	class	NOUN
bracis-19093	94	13	.	.	PUNCT
bracis-19093	95	1	table	table	NOUN
bracis-19093	95	2	4	4	NUM
bracis-19093	95	3	.	.	PUNCT
bracis-19093	96	1	distribution	distribution	NOUN
bracis-19093	96	2	of	of	ADP
bracis-19093	96	3	citations	citation	NOUN
bracis-19093	96	4	of	of	ADP
bracis-19093	96	5	legislation	legislation	NOUN
bracis-19093	96	6	in	in	ADP
bracis-19093	96	7	total	total	ADJ
bracis-19093	96	8	numbers	number	NOUN
bracis-19093	96	9	and	and	CCONJ
bracis-19093	96	10	distinctly	distinctly	ADV
bracis-19093	96	11	by	by	ADP
bracis-19093	96	12	legal	legal	ADJ
bracis-19093	96	13	class.full	class.full	NUM
bracis-19093	96	14	size	size	NOUN
bracis-19093	96	15	table	table	NOUN
bracis-19093	96	16	to	to	PART
bracis-19093	96	17	complement	complement	VERB
bracis-19093	96	18	the	the	DET
bracis-19093	96	19	interpretation	interpretation	NOUN
bracis-19093	96	20	of	of	ADP
bracis-19093	96	21	citations	citation	NOUN
bracis-19093	96	22	in	in	ADP
bracis-19093	96	23	the	the	DET
bracis-19093	96	24	lawsuits	lawsuit	NOUN
bracis-19093	96	25	,	,	PUNCT
bracis-19093	96	26	we	we	PRON
bracis-19093	96	27	created	create	VERB
bracis-19093	96	28	a	a	DET
bracis-19093	96	29	graph	graph	NOUN
bracis-19093	96	30	(	(	PUNCT
bracis-19093	96	31	shown	show	VERB
bracis-19093	96	32	in	in	ADP
bracis-19093	96	33	fig	fig	NOUN
bracis-19093	96	34	.	.	PUNCT
bracis-19093	96	35	 	 	SPACE
bracis-19093	96	36	1	1	X
bracis-19093	96	37	)	)	PUNCT
bracis-19093	96	38	that	that	PRON
bracis-19093	96	39	shows	show	VERB
bracis-19093	96	40	the	the	DET
bracis-19093	96	41	relationship	relationship	NOUN
bracis-19093	96	42	of	of	ADP
bracis-19093	96	43	the	the	DET
bracis-19093	96	44	most	most	ADV
bracis-19093	96	45	frequent	frequent	ADJ
bracis-19093	96	46	legislations	legislation	NOUN
bracis-19093	96	47	with	with	ADP
bracis-19093	96	48	the	the	DET
bracis-19093	96	49	lawsuits	lawsuit	NOUN
bracis-19093	96	50	in	in	ADP
bracis-19093	96	51	which	which	PRON
bracis-19093	96	52	these	these	DET
bracis-19093	96	53	legislations	legislation	NOUN
bracis-19093	96	54	are	be	AUX
bracis-19093	96	55	cited	cite	VERB
bracis-19093	96	56	.	.	PUNCT
bracis-19093	97	1	the	the	DET
bracis-19093	97	2	nodes	node	NOUN
bracis-19093	97	3	of	of	ADP
bracis-19093	97	4	this	this	DET
bracis-19093	97	5	graph	graph	NOUN
bracis-19093	97	6	represent	represent	VERB
bracis-19093	97	7	a	a	DET
bracis-19093	97	8	law	law	NOUN
bracis-19093	97	9	or	or	CCONJ
bracis-19093	97	10	a	a	DET
bracis-19093	97	11	lawsuit	lawsuit	NOUN
bracis-19093	97	12	and	and	CCONJ
bracis-19093	97	13	the	the	DET
bracis-19093	97	14	edges	edge	NOUN
bracis-19093	97	15	represent	represent	VERB
bracis-19093	97	16	the	the	DET
bracis-19093	97	17	citation	citation	NOUN
bracis-19093	97	18	of	of	ADP
bracis-19093	97	19	the	the	DET
bracis-19093	97	20	law	law	NOUN
bracis-19093	97	21	in	in	ADP
bracis-19093	97	22	the	the	DET
bracis-19093	97	23	lawsuit	lawsuit	NOUN
bracis-19093	97	24	.	.	PUNCT
bracis-19093	98	1	we	we	PRON
bracis-19093	98	2	reinforce	reinforce	VERB
bracis-19093	98	3	that	that	SCONJ
bracis-19093	98	4	some	some	DET
bracis-19093	98	5	legislations	legislation	NOUN
bracis-19093	98	6	are	be	AUX
bracis-19093	98	7	cited	cite	VERB
bracis-19093	98	8	in	in	ADP
bracis-19093	98	9	many	many	ADJ
bracis-19093	98	10	lawsuits	lawsuit	NOUN
bracis-19093	98	11	,	,	PUNCT
bracis-19093	98	12	while	while	SCONJ
bracis-19093	98	13	other	other	ADJ
bracis-19093	98	14	legislations	legislation	NOUN
bracis-19093	98	15	are	be	AUX
bracis-19093	98	16	cited	cite	VERB
bracis-19093	98	17	in	in	ADP
bracis-19093	98	18	few	few	ADJ
bracis-19093	98	19	lawsuits	lawsuit	NOUN
bracis-19093	98	20	,	,	PUNCT
bracis-19093	98	21	which	which	PRON
bracis-19093	98	22	suggests	suggest	VERB
bracis-19093	98	23	that	that	SCONJ
bracis-19093	98	24	the	the	DET
bracis-19093	98	25	legislations	legislation	NOUN
bracis-19093	98	26	cited	cite	VERB
bracis-19093	98	27	in	in	ADP
bracis-19093	98	28	petitions	petition	NOUN
bracis-19093	98	29	can	can	AUX
bracis-19093	98	30	help	help	VERB
bracis-19093	98	31	in	in	ADP
bracis-19093	98	32	the	the	DET
bracis-19093	98	33	identification	identification	NOUN
bracis-19093	98	34	of	of	ADP
bracis-19093	98	35	the	the	DET
bracis-19093	98	36	class	class	NOUN
bracis-19093	98	37	of	of	ADP
bracis-19093	98	38	lawsuits	lawsuit	NOUN
bracis-19093	98	39	.	.	PUNCT
bracis-19093	99	1	fig	fig	NOUN
bracis-19093	99	2	.	.	PUNCT
bracis-19093	100	1	1	1	X
bracis-19093	100	2	.	.	X
bracis-19093	100	3	graph	graph	NOUN
bracis-19093	100	4	with	with	ADP
bracis-19093	100	5	nodes	node	NOUN
bracis-19093	100	6	being	be	AUX
bracis-19093	100	7	legislations	legislation	NOUN
bracis-19093	100	8	or	or	CCONJ
bracis-19093	100	9	lawsuits	lawsuit	NOUN
bracis-19093	100	10	and	and	CCONJ
bracis-19093	100	11	edges	edge	NOUN
bracis-19093	100	12	being	be	AUX
bracis-19093	100	13	a	a	DET
bracis-19093	100	14	lawsuit	lawsuit	NOUN
bracis-19093	100	15	that	that	PRON
bracis-19093	100	16	cites	cite	VERB
bracis-19093	100	17	legislation	legislation	NOUN
bracis-19093	100	18	.	.	PUNCT
bracis-19093	101	1	full	full	ADJ
bracis-19093	101	2	size	size	NOUN
bracis-19093	101	3	image	image	NOUN
bracis-19093	101	4	4	4	NUM
bracis-19093	101	5	lawsuit	lawsuit	NOUN
bracis-19093	101	6	classification	classification	NOUN
bracis-19093	101	7	in	in	ADP
bracis-19093	101	8	this	this	DET
bracis-19093	101	9	section	section	NOUN
bracis-19093	101	10	,	,	PUNCT
bracis-19093	101	11	initially	initially	ADV
bracis-19093	101	12	,	,	PUNCT
bracis-19093	101	13	we	we	PRON
bracis-19093	101	14	define	define	VERB
bracis-19093	101	15	the	the	DET
bracis-19093	101	16	scenarios	scenario	NOUN
bracis-19093	101	17	and	and	CCONJ
bracis-19093	101	18	algorithms	algorithm	NOUN
bracis-19093	101	19	used	use	VERB
bracis-19093	101	20	in	in	ADP
bracis-19093	101	21	the	the	DET
bracis-19093	101	22	experiments	experiment	NOUN
bracis-19093	101	23	for	for	ADP
bracis-19093	101	24	classifying	classify	VERB
bracis-19093	101	25	lawsuits	lawsuit	NOUN
bracis-19093	101	26	.	.	PUNCT
bracis-19093	102	1	then	then	ADV
bracis-19093	102	2	,	,	PUNCT
bracis-19093	102	3	we	we	PRON
bracis-19093	102	4	present	present	VERB
bracis-19093	102	5	and	and	CCONJ
bracis-19093	102	6	discuss	discuss	VERB
bracis-19093	102	7	the	the	DET
bracis-19093	102	8	results	result	NOUN
bracis-19093	102	9	achieved	achieve	VERB
bracis-19093	102	10	.	.	PUNCT
bracis-19093	103	1	4.1	4.1	NUM
bracis-19093	103	2	experiment	experiment	NOUN
bracis-19093	103	3	scenarios	scenario	NOUN
bracis-19093	103	4	lawsuits	lawsuit	NOUN
bracis-19093	103	5	classification	classification	NOUN
bracis-19093	103	6	experiments	experiment	NOUN
bracis-19093	103	7	were	be	AUX
bracis-19093	103	8	conducted	conduct	VERB
bracis-19093	103	9	in	in	ADP
bracis-19093	103	10	different	different	ADJ
bracis-19093	103	11	scenarios	scenario	NOUN
bracis-19093	103	12	.	.	PUNCT
bracis-19093	104	1	in	in	ADP
bracis-19093	104	2	each	each	DET
bracis-19093	104	3	scenario	scenario	NOUN
bracis-19093	104	4	,	,	PUNCT
bracis-19093	104	5	we	we	PRON
bracis-19093	104	6	choose	choose	VERB
bracis-19093	104	7	different	different	ADJ
bracis-19093	104	8	features	feature	NOUN
bracis-19093	104	9	to	to	PART
bracis-19093	104	10	represent	represent	VERB
bracis-19093	104	11	a	a	DET
bracis-19093	104	12	lawsuit	lawsuit	NOUN
bracis-19093	104	13	.	.	PUNCT
bracis-19093	105	1	below	below	ADP
bracis-19093	105	2	we	we	PRON
bracis-19093	105	3	present	present	VERB
bracis-19093	105	4	each	each	DET
bracis-19093	105	5	scenario	scenario	NOUN
bracis-19093	105	6	used	use	VERB
bracis-19093	105	7	in	in	ADP
bracis-19093	105	8	the	the	DET
bracis-19093	105	9	experiments	experiment	NOUN
bracis-19093	105	10	.	.	PUNCT
bracis-19093	106	1	embeddings	embedding	NOUN
bracis-19093	106	2	of	of	ADP
bracis-19093	106	3	the	the	DET
bracis-19093	106	4	lawsuit	lawsuit	NOUN
bracis-19093	106	5	/	/	SYM
bracis-19093	106	6	case	case	NOUN
bracis-19093	106	7	text	text	NOUN
bracis-19093	106	8	(	(	PUNCT
bracis-19093	106	9	s1	s1	NOUN
bracis-19093	106	10	)	)	PUNCT
bracis-19093	106	11	.	.	PUNCT
bracis-19093	107	1	each	each	DET
bracis-19093	107	2	lawsuit	lawsuit	NOUN
bracis-19093	107	3	is	be	AUX
bracis-19093	107	4	made	make	VERB
bracis-19093	107	5	up	up	ADP
bracis-19093	107	6	of	of	ADP
bracis-19093	107	7	a	a	DET
bracis-19093	107	8	set	set	NOUN
bracis-19093	107	9	of	of	ADP
bracis-19093	107	10	petition	petition	NOUN
bracis-19093	107	11	-	-	PUNCT
bracis-19093	107	12	type	type	NOUN
bracis-19093	107	13	text	text	NOUN
bracis-19093	107	14	documents	document	NOUN
bracis-19093	107	15	.	.	PUNCT
bracis-19093	108	1	we	we	PRON
bracis-19093	108	2	define	define	VERB
bracis-19093	108	3	that	that	SCONJ
bracis-19093	108	4	the	the	DET
bracis-19093	108	5	text	text	NOUN
bracis-19093	108	6	of	of	ADP
bracis-19093	108	7	a	a	DET
bracis-19093	108	8	lawsuit	lawsuit	NOUN
bracis-19093	108	9	corresponds	correspond	VERB
bracis-19093	108	10	to	to	ADP
bracis-19093	108	11	the	the	DET
bracis-19093	108	12	concatenation	concatenation	NOUN
bracis-19093	108	13	of	of	ADP
bracis-19093	108	14	the	the	DET
bracis-19093	108	15	texts	text	NOUN
bracis-19093	108	16	of	of	ADP
bracis-19093	108	17	all	all	DET
bracis-19093	108	18	the	the	DET
bracis-19093	108	19	petitions	petition	NOUN
bracis-19093	108	20	that	that	PRON
bracis-19093	108	21	comprise	comprise	VERB
bracis-19093	108	22	it	it	PRON
bracis-19093	108	23	.	.	PUNCT
bracis-19093	109	1	in	in	ADP
bracis-19093	109	2	this	this	DET
bracis-19093	109	3	scenario	scenario	NOUN
bracis-19093	109	4	,	,	PUNCT
bracis-19093	109	5	the	the	DET
bracis-19093	109	6	lawsuit	lawsuit	NOUN
bracis-19093	109	7	is	be	AUX
bracis-19093	109	8	represented	represent	VERB
bracis-19093	109	9	by	by	ADP
bracis-19093	109	10	the	the	DET
bracis-19093	109	11	embedding	embedding	NOUN
bracis-19093	109	12	of	of	ADP
bracis-19093	109	13	the	the	DET
bracis-19093	109	14	lawsuit	lawsuit	NOUN
bracis-19093	109	15	text	text	NOUN
bracis-19093	109	16	,	,	PUNCT
bracis-19093	109	17	generated	generate	VERB
bracis-19093	109	18	from	from	ADP
bracis-19093	109	19	the	the	DET
bracis-19093	109	20	pre	pre	ADJ
bracis-19093	109	21	-	-	ADJ
bracis-19093	109	22	trained	train	VERB
bracis-19093	109	23	model	model	NOUN
bracis-19093	109	24	bertimbau	bertimbau	NOUN
bracis-19093	109	25	[	[	X
bracis-19093	109	26	19	19	NUM
bracis-19093	109	27	]	]	PUNCT
bracis-19093	109	28	(	(	PUNCT
bracis-19093	109	29	a	a	DET
bracis-19093	109	30	pre	pre	ADJ
bracis-19093	109	31	-	-	ADJ
bracis-19093	109	32	trained	train	VERB
bracis-19093	109	33	model	model	NOUN
bracis-19093	109	34	bert	bert	PROPN
bracis-19093	109	35	for	for	ADP
bracis-19093	109	36	brazilian	brazilian	ADJ
bracis-19093	109	37	portuguese	portuguese	NOUN
bracis-19093	109	38	)	)	PUNCT
bracis-19093	109	39	.	.	PUNCT
bracis-19093	110	1	embeddings	embedding	NOUN
bracis-19093	110	2	of	of	ADP
bracis-19093	110	3	the	the	DET
bracis-19093	110	4	lawsuit	lawsuit	NOUN
bracis-19093	110	5	/	/	SYM
bracis-19093	110	6	case	case	NOUN
bracis-19093	110	7	text	text	NOUN
bracis-19093	110	8	with	with	ADP
bracis-19093	110	9	citation	citation	NOUN
bracis-19093	110	10	(	(	PUNCT
bracis-19093	110	11	s2	s2	PROPN
bracis-19093	110	12	)	)	PUNCT
bracis-19093	110	13	.	.	PUNCT
bracis-19093	111	1	we	we	PRON
bracis-19093	111	2	assume	assume	VERB
bracis-19093	111	3	that	that	SCONJ
bracis-19093	111	4	petitions	petition	NOUN
bracis-19093	111	5	that	that	PRON
bracis-19093	111	6	have	have	VERB
bracis-19093	111	7	citations	citation	NOUN
bracis-19093	111	8	to	to	ADP
bracis-19093	111	9	the	the	DET
bracis-19093	111	10	legislation	legislation	NOUN
bracis-19093	111	11	are	be	AUX
bracis-19093	111	12	more	more	ADV
bracis-19093	111	13	relevant	relevant	ADJ
bracis-19093	111	14	to	to	ADP
bracis-19093	111	15	the	the	DET
bracis-19093	111	16	lawsuit	lawsuit	NOUN
bracis-19093	111	17	.	.	PUNCT
bracis-19093	112	1	in	in	ADP
bracis-19093	112	2	this	this	DET
bracis-19093	112	3	way	way	NOUN
bracis-19093	112	4	,	,	PUNCT
bracis-19093	112	5	for	for	ADP
bracis-19093	112	6	each	each	DET
bracis-19093	112	7	petition	petition	NOUN
bracis-19093	112	8	in	in	ADP
bracis-19093	112	9	a	a	DET
bracis-19093	112	10	lawsuit	lawsuit	NOUN
bracis-19093	112	11	,	,	PUNCT
bracis-19093	112	12	we	we	PRON
bracis-19093	112	13	verify	verify	VERB
bracis-19093	112	14	if	if	SCONJ
bracis-19093	112	15	it	it	PRON
bracis-19093	112	16	contains	contain	VERB
bracis-19093	112	17	a	a	DET
bracis-19093	112	18	citation	citation	NOUN
bracis-19093	112	19	for	for	ADP
bracis-19093	112	20	brazilian	brazilian	ADJ
bracis-19093	112	21	legislation	legislation	NOUN
bracis-19093	112	22	(	(	PUNCT
bracis-19093	112	23	according	accord	VERB
bracis-19093	112	24	to	to	ADP
bracis-19093	112	25	the	the	DET
bracis-19093	112	26	procedure	procedure	NOUN
bracis-19093	112	27	described	describe	VERB
bracis-19093	112	28	in	in	ADP
bracis-19093	112	29	sect	sect	NOUN
bracis-19093	112	30	.	.	PUNCT
bracis-19093	112	31	 	 	SPACE
bracis-19093	112	32	3.2	3.2	NUM
bracis-19093	112	33	)	)	PUNCT
bracis-19093	112	34	.	.	PUNCT
bracis-19093	113	1	then	then	ADV
bracis-19093	113	2	,	,	PUNCT
bracis-19093	113	3	a	a	DET
bracis-19093	113	4	text	text	NOUN
bracis-19093	113	5	is	be	AUX
bracis-19093	113	6	formed	form	VERB
bracis-19093	113	7	by	by	ADP
bracis-19093	113	8	concatenating	concatenate	VERB
bracis-19093	113	9	the	the	DET
bracis-19093	113	10	texts	text	NOUN
bracis-19093	113	11	of	of	ADP
bracis-19093	113	12	all	all	DET
bracis-19093	113	13	the	the	DET
bracis-19093	113	14	petitions	petition	NOUN
bracis-19093	113	15	that	that	PRON
bracis-19093	113	16	contain	contain	VERB
bracis-19093	113	17	at	at	ADV
bracis-19093	113	18	least	least	ADV
bracis-19093	113	19	one	one	NUM
bracis-19093	113	20	citation	citation	NOUN
bracis-19093	113	21	to	to	ADP
bracis-19093	113	22	one	one	NUM
bracis-19093	113	23	legislation	legislation	NOUN
bracis-19093	113	24	.	.	PUNCT
bracis-19093	114	1	in	in	ADP
bracis-19093	114	2	this	this	DET
bracis-19093	114	3	scenario	scenario	NOUN
bracis-19093	114	4	,	,	PUNCT
bracis-19093	114	5	the	the	DET
bracis-19093	114	6	lawsuit	lawsuit	NOUN
bracis-19093	114	7	is	be	AUX
bracis-19093	114	8	represented	represent	VERB
bracis-19093	114	9	by	by	ADP
bracis-19093	114	10	the	the	DET
bracis-19093	114	11	embedding	embedding	NOUN
bracis-19093	114	12	of	of	ADP
bracis-19093	114	13	this	this	DET
bracis-19093	114	14	text	text	NOUN
bracis-19093	114	15	,	,	PUNCT
bracis-19093	114	16	generated	generate	VERB
bracis-19093	114	17	from	from	ADP
bracis-19093	114	18	the	the	DET
bracis-19093	114	19	pre	pre	ADJ
bracis-19093	114	20	-	-	ADJ
bracis-19093	114	21	trained	train	VERB
bracis-19093	114	22	bertimbau	bertimbau	NOUN
bracis-19093	114	23	model	model	NOUN
bracis-19093	114	24	[	[	X
bracis-19093	114	25	19	19	NUM
bracis-19093	114	26	]	]	PUNCT
bracis-19093	114	27	.	.	PUNCT
bracis-19093	115	1	embeddings	embedding	NOUN
bracis-19093	115	2	of	of	ADP
bracis-19093	115	3	the	the	DET
bracis-19093	115	4	cited	cite	VERB
bracis-19093	115	5	laws	law	NOUN
bracis-19093	115	6	(	(	PUNCT
bracis-19093	115	7	s3	s3	PROPN
bracis-19093	115	8	)	)	PUNCT
bracis-19093	115	9	.	.	PUNCT
bracis-19093	116	1	we	we	PRON
bracis-19093	116	2	assume	assume	VERB
bracis-19093	116	3	that	that	SCONJ
bracis-19093	116	4	in	in	ADP
bracis-19093	116	5	the	the	DET
bracis-19093	116	6	case	case	NOUN
bracis-19093	116	7	of	of	ADP
bracis-19093	116	8	legal	legal	ADJ
bracis-19093	116	9	documents	document	NOUN
bracis-19093	116	10	,	,	PUNCT
bracis-19093	116	11	legislations	legislation	NOUN
bracis-19093	116	12	are	be	AUX
bracis-19093	116	13	cited	cite	VERB
bracis-19093	116	14	to	to	PART
bracis-19093	116	15	represent	represent	VERB
bracis-19093	116	16	and	and	CCONJ
bracis-19093	116	17	substantiate	substantiate	VERB
bracis-19093	116	18	the	the	DET
bracis-19093	116	19	subject	subject	NOUN
bracis-19093	116	20	of	of	ADP
bracis-19093	116	21	the	the	DET
bracis-19093	116	22	document	document	NOUN
bracis-19093	116	23	,	,	PUNCT
bracis-19093	116	24	therefore	therefore	ADV
bracis-19093	116	25	,	,	PUNCT
bracis-19093	116	26	the	the	DET
bracis-19093	116	27	content	content	NOUN
bracis-19093	116	28	of	of	ADP
bracis-19093	116	29	these	these	DET
bracis-19093	116	30	legislations	legislation	NOUN
bracis-19093	116	31	is	be	AUX
bracis-19093	116	32	relevant	relevant	ADJ
bracis-19093	116	33	to	to	PART
bracis-19093	116	34	define	define	VERB
bracis-19093	116	35	the	the	DET
bracis-19093	116	36	class	class	NOUN
bracis-19093	116	37	of	of	ADP
bracis-19093	116	38	a	a	DET
bracis-19093	116	39	lawsuit	lawsuit	NOUN
bracis-19093	116	40	.	.	PUNCT
bracis-19093	117	1	in	in	ADP
bracis-19093	117	2	this	this	DET
bracis-19093	117	3	context	context	NOUN
bracis-19093	117	4	,	,	PUNCT
bracis-19093	117	5	a	a	DET
bracis-19093	117	6	text	text	NOUN
bracis-19093	117	7	is	be	AUX
bracis-19093	117	8	formed	form	VERB
bracis-19093	117	9	by	by	ADP
bracis-19093	117	10	the	the	DET
bracis-19093	117	11	concatenation	concatenation	NOUN
bracis-19093	117	12	of	of	ADP
bracis-19093	117	13	the	the	DET
bracis-19093	117	14	legislation	legislation	NOUN
bracis-19093	117	15	cited	cite	VERB
bracis-19093	117	16	in	in	ADP
bracis-19093	117	17	the	the	DET
bracis-19093	117	18	petitions	petition	NOUN
bracis-19093	117	19	of	of	ADP
bracis-19093	117	20	a	a	DET
bracis-19093	117	21	lawsuit	lawsuit	NOUN
bracis-19093	117	22	.	.	PUNCT
bracis-19093	118	1	in	in	ADP
bracis-19093	118	2	this	this	DET
bracis-19093	118	3	scenario	scenario	NOUN
bracis-19093	118	4	,	,	PUNCT
bracis-19093	118	5	the	the	DET
bracis-19093	118	6	lawsuit	lawsuit	NOUN
bracis-19093	118	7	is	be	AUX
bracis-19093	118	8	represented	represent	VERB
bracis-19093	118	9	by	by	ADP
bracis-19093	118	10	the	the	DET
bracis-19093	118	11	embedding	embedding	NOUN
bracis-19093	118	12	of	of	ADP
bracis-19093	118	13	the	the	DET
bracis-19093	118	14	text	text	NOUN
bracis-19093	118	15	of	of	ADP
bracis-19093	118	16	the	the	DET
bracis-19093	118	17	summary	summary	NOUN
bracis-19093	118	18	of	of	ADP
bracis-19093	118	19	the	the	DET
bracis-19093	118	20	cited	cite	VERB
bracis-19093	118	21	legislations	legislation	NOUN
bracis-19093	118	22	(	(	PUNCT
bracis-19093	118	23	these	these	DET
bracis-19093	118	24	summaries	summary	NOUN
bracis-19093	118	25	were	be	AUX
bracis-19093	118	26	retrieved	retrieve	VERB
bracis-19093	118	27	from	from	ADP
bracis-19093	118	28	brazilian	brazilian	ADJ
bracis-19093	118	29	legal	legal	ADJ
bracis-19093	118	30	knowledge	knowledge	NOUN
bracis-19093	118	31	graph	graph	NOUN
bracis-19093	118	32	)	)	PUNCT
bracis-19093	118	33	,	,	PUNCT
bracis-19093	118	34	generated	generate	VERB
bracis-19093	118	35	from	from	ADP
bracis-19093	118	36	the	the	DET
bracis-19093	118	37	pre	pre	ADJ
bracis-19093	118	38	-	-	ADJ
bracis-19093	118	39	trained	train	VERB
bracis-19093	118	40	model	model	NOUN
bracis-19093	118	41	bertimbau	bertimbau	NOUN
bracis-19093	118	42	[	[	X
bracis-19093	118	43	19	19	NUM
bracis-19093	118	44	]	]	PUNCT
bracis-19093	118	45	.	.	PUNCT
bracis-19093	119	1	embeddings	embedding	NOUN
bracis-19093	119	2	of	of	ADP
bracis-19093	119	3	the	the	DET
bracis-19093	119	4	lawsuit	lawsuit	NOUN
bracis-19093	119	5	/	/	SYM
bracis-19093	119	6	case	case	NOUN
bracis-19093	119	7	text	text	NOUN
bracis-19093	119	8	with	with	ADP
bracis-19093	119	9	citation	citation	NOUN
bracis-19093	119	10	and	and	CCONJ
bracis-19093	119	11	cited	cite	VERB
bracis-19093	119	12	laws	law	NOUN
bracis-19093	119	13	(	(	PUNCT
bracis-19093	119	14	s4	s4	PROPN
bracis-19093	119	15	)	)	PUNCT
bracis-19093	119	16	.	.	PUNCT
bracis-19093	120	1	we	we	PRON
bracis-19093	120	2	assume	assume	VERB
bracis-19093	120	3	that	that	SCONJ
bracis-19093	120	4	the	the	DET
bracis-19093	120	5	laws	law	NOUN
bracis-19093	120	6	cited	cite	VERB
bracis-19093	120	7	are	be	AUX
bracis-19093	120	8	as	as	ADV
bracis-19093	120	9	important	important	ADJ
bracis-19093	120	10	as	as	ADP
bracis-19093	120	11	the	the	DET
bracis-19093	120	12	text	text	NOUN
bracis-19093	120	13	of	of	ADP
bracis-19093	120	14	the	the	DET
bracis-19093	120	15	lawsuit	lawsuit	NOUN
bracis-19093	120	16	.	.	PUNCT
bracis-19093	121	1	in	in	ADP
bracis-19093	121	2	this	this	DET
bracis-19093	121	3	scenario	scenario	NOUN
bracis-19093	121	4	,	,	PUNCT
bracis-19093	121	5	a	a	DET
bracis-19093	121	6	text	text	NOUN
bracis-19093	121	7	is	be	AUX
bracis-19093	121	8	formed	form	VERB
bracis-19093	121	9	by	by	ADP
bracis-19093	121	10	the	the	DET
bracis-19093	121	11	concatenation	concatenation	NOUN
bracis-19093	121	12	of	of	ADP
bracis-19093	121	13	the	the	DET
bracis-19093	121	14	texts	text	NOUN
bracis-19093	121	15	of	of	ADP
bracis-19093	121	16	all	all	DET
bracis-19093	121	17	the	the	DET
bracis-19093	121	18	petitions	petition	NOUN
bracis-19093	121	19	that	that	PRON
bracis-19093	121	20	contain	contain	VERB
bracis-19093	121	21	at	at	ADV
bracis-19093	121	22	least	least	ADV
bracis-19093	121	23	one	one	NUM
bracis-19093	121	24	citation	citation	NOUN
bracis-19093	121	25	to	to	ADP
bracis-19093	121	26	the	the	DET
bracis-19093	121	27	legislation	legislation	NOUN
bracis-19093	121	28	and	and	CCONJ
bracis-19093	121	29	the	the	DET
bracis-19093	121	30	texts	text	NOUN
bracis-19093	121	31	of	of	ADP
bracis-19093	121	32	the	the	DET
bracis-19093	121	33	summary	summary	NOUN
bracis-19093	121	34	of	of	ADP
bracis-19093	121	35	the	the	DET
bracis-19093	121	36	cited	cite	VERB
bracis-19093	121	37	legislations	legislation	NOUN
bracis-19093	121	38	.	.	PUNCT
bracis-19093	122	1	the	the	DET
bracis-19093	122	2	embedding	embedding	NOUN
bracis-19093	122	3	of	of	ADP
bracis-19093	122	4	this	this	DET
bracis-19093	122	5	text	text	NOUN
bracis-19093	122	6	,	,	PUNCT
bracis-19093	122	7	generated	generate	VERB
bracis-19093	122	8	from	from	ADP
bracis-19093	122	9	the	the	DET
bracis-19093	122	10	pre	pre	ADJ
bracis-19093	122	11	-	-	ADJ
bracis-19093	122	12	trained	train	VERB
bracis-19093	122	13	model	model	NOUN
bracis-19093	122	14	bertimbau	bertimbau	NOUN
bracis-19093	122	15	[	[	X
bracis-19093	122	16	19	19	NUM
bracis-19093	122	17	]	]	PUNCT
bracis-19093	122	18	,	,	PUNCT
bracis-19093	122	19	is	be	AUX
bracis-19093	122	20	used	use	VERB
bracis-19093	122	21	to	to	PART
bracis-19093	122	22	represent	represent	VERB
bracis-19093	122	23	the	the	DET
bracis-19093	122	24	lawsuit	lawsuit	NOUN
bracis-19093	122	25	.	.	PUNCT
bracis-19093	123	1	embeddings	embedding	NOUN
bracis-19093	123	2	of	of	ADP
bracis-19093	123	3	the	the	DET
bracis-19093	123	4	lawsuit	lawsuit	NOUN
bracis-19093	123	5	/	/	SYM
bracis-19093	123	6	case	case	NOUN
bracis-19093	123	7	text	text	NOUN
bracis-19093	123	8	with	with	ADP
bracis-19093	123	9	citation	citation	NOUN
bracis-19093	123	10	and	and	CCONJ
bracis-19093	123	11	embeddings	embedding	NOUN
bracis-19093	123	12	of	of	ADP
bracis-19093	123	13	cited	cite	VERB
bracis-19093	123	14	laws	law	NOUN
bracis-19093	123	15	(	(	PUNCT
bracis-19093	123	16	s5	s5	NOUN
bracis-19093	123	17	)	)	PUNCT
bracis-19093	123	18	.	.	PUNCT
bracis-19093	124	1	in	in	ADP
bracis-19093	124	2	this	this	DET
bracis-19093	124	3	scenario	scenario	NOUN
bracis-19093	124	4	,	,	PUNCT
bracis-19093	124	5	a	a	DET
bracis-19093	124	6	lawsuit	lawsuit	NOUN
bracis-19093	124	7	is	be	AUX
bracis-19093	124	8	represented	represent	VERB
bracis-19093	124	9	by	by	ADP
bracis-19093	124	10	two	two	NUM
bracis-19093	124	11	embeddings	embedding	NOUN
bracis-19093	124	12	:	:	PUNCT
bracis-19093	124	13	(	(	PUNCT
bracis-19093	124	14	i	i	NOUN
bracis-19093	124	15	)	)	PUNCT
bracis-19093	124	16	embedding	embed	VERB
bracis-19093	124	17	of	of	ADP
bracis-19093	124	18	the	the	DET
bracis-19093	124	19	lawsuit	lawsuit	NOUN
bracis-19093	124	20	text	text	NOUN
bracis-19093	124	21	,	,	PUNCT
bracis-19093	124	22	generated	generate	VERB
bracis-19093	124	23	according	accord	VERB
bracis-19093	124	24	to	to	ADP
bracis-19093	124	25	s2	s2	PROPN
bracis-19093	124	26	,	,	PUNCT
bracis-19093	124	27	and	and	CCONJ
bracis-19093	124	28	(	(	PUNCT
bracis-19093	124	29	ii	ii	NOUN
bracis-19093	124	30	)	)	PUNCT
bracis-19093	124	31	embedding	embed	VERB
bracis-19093	124	32	of	of	ADP
bracis-19093	124	33	the	the	DET
bracis-19093	124	34	summary	summary	NOUN
bracis-19093	124	35	of	of	ADP
bracis-19093	124	36	the	the	DET
bracis-19093	124	37	cited	cite	VERB
bracis-19093	124	38	legislations	legislation	NOUN
bracis-19093	124	39	,	,	PUNCT
bracis-19093	124	40	generated	generate	VERB
bracis-19093	124	41	according	accord	VERB
bracis-19093	124	42	to	to	ADP
bracis-19093	124	43	s3	s3	PROPN
bracis-19093	124	44	.	.	PUNCT
bracis-19093	125	1	tf	tf	PROPN
bracis-19093	125	2	-	-	PUNCT
bracis-19093	125	3	idflaw	idflaw	NOUN
bracis-19093	125	4	(	(	PUNCT
bracis-19093	125	5	s6	s6	PROPN
bracis-19093	125	6	)	)	PUNCT
bracis-19093	125	7	.	.	PUNCT
bracis-19093	126	1	we	we	PRON
bracis-19093	126	2	assume	assume	VERB
bracis-19093	126	3	that	that	SCONJ
bracis-19093	126	4	the	the	DET
bracis-19093	126	5	relevance	relevance	NOUN
bracis-19093	126	6	of	of	ADP
bracis-19093	126	7	cited	cite	VERB
bracis-19093	126	8	legislations	legislation	NOUN
bracis-19093	126	9	in	in	ADP
bracis-19093	126	10	lawsuit	lawsuit	NOUN
bracis-19093	126	11	texts	text	NOUN
bracis-19093	126	12	is	be	AUX
bracis-19093	126	13	an	an	DET
bracis-19093	126	14	important	important	ADJ
bracis-19093	126	15	information	information	NOUN
bracis-19093	126	16	for	for	ADP
bracis-19093	126	17	the	the	DET
bracis-19093	126	18	learning	learning	NOUN
bracis-19093	126	19	model	model	NOUN
bracis-19093	126	20	:	:	PUNCT
bracis-19093	126	21	legislation	legislation	NOUN
bracis-19093	126	22	cited	cite	VERB
bracis-19093	126	23	only	only	ADV
bracis-19093	126	24	in	in	ADP
bracis-19093	126	25	lawsuits	lawsuit	NOUN
bracis-19093	126	26	of	of	ADP
bracis-19093	126	27	the	the	DET
bracis-19093	126	28	same	same	ADJ
bracis-19093	126	29	class	class	NOUN
bracis-19093	126	30	should	should	AUX
bracis-19093	126	31	be	be	AUX
bracis-19093	126	32	considered	consider	VERB
bracis-19093	126	33	more	more	ADV
bracis-19093	126	34	important	important	ADJ
bracis-19093	126	35	than	than	ADP
bracis-19093	126	36	legislation	legislation	NOUN
bracis-19093	126	37	cited	cite	VERB
bracis-19093	126	38	in	in	ADP
bracis-19093	126	39	lawsuits	lawsuit	NOUN
bracis-19093	126	40	of	of	ADP
bracis-19093	126	41	several	several	ADJ
bracis-19093	126	42	classes	class	NOUN
bracis-19093	126	43	.	.	PUNCT
bracis-19093	127	1	based	base	VERB
bracis-19093	127	2	on	on	ADP
bracis-19093	127	3	this	this	PRON
bracis-19093	127	4	,	,	PUNCT
bracis-19093	127	5	we	we	PRON
bracis-19093	127	6	define	define	VERB
bracis-19093	127	7	a	a	DET
bracis-19093	127	8	feature	feature	NOUN
bracis-19093	127	9	named	name	VERB
bracis-19093	127	10	tf	tf	NOUN
bracis-19093	127	11	-	-	PUNCT
bracis-19093	127	12	idflaw	idflaw	NOUN
bracis-19093	127	13	,	,	PUNCT
bracis-19093	127	14	a	a	DET
bracis-19093	127	15	variant	variant	NOUN
bracis-19093	127	16	of	of	ADP
bracis-19093	127	17	tf	tf	PROPN
bracis-19093	127	18	-	-	PUNCT
bracis-19093	127	19	idf	idf	PROPN
bracis-19093	127	20	(	(	PUNCT
bracis-19093	127	21	term	term	NOUN
bracis-19093	127	22	frequency	frequency	NOUN
bracis-19093	127	23	inverse	inverse	NOUN
bracis-19093	127	24	document	document	NOUN
bracis-19093	127	25	frequency	frequency	NOUN
bracis-19093	127	26	)	)	PUNCT
bracis-19093	127	27	,	,	PUNCT
bracis-19093	127	28	which	which	PRON
bracis-19093	127	29	aims	aim	VERB
bracis-19093	127	30	to	to	PART
bracis-19093	127	31	measure	measure	VERB
bracis-19093	127	32	the	the	DET
bracis-19093	127	33	relevance	relevance	NOUN
bracis-19093	127	34	of	of	ADP
bracis-19093	127	35	legislation	legislation	NOUN
bracis-19093	127	36	for	for	ADP
bracis-19093	127	37	a	a	DET
bracis-19093	127	38	lawsuit	lawsuit	NOUN
bracis-19093	127	39	,	,	PUNCT
bracis-19093	127	40	according	accord	VERB
bracis-19093	127	41	to	to	ADP
bracis-19093	127	42	the	the	DET
bracis-19093	127	43	frequency	frequency	NOUN
bracis-19093	127	44	of	of	ADP
bracis-19093	127	45	citations	citation	NOUN
bracis-19093	127	46	of	of	ADP
bracis-19093	127	47	legislation	legislation	NOUN
bracis-19093	127	48	in	in	ADP
bracis-19093	127	49	the	the	DET
bracis-19093	127	50	lawsuit	lawsuit	NOUN
bracis-19093	127	51	and	and	CCONJ
bracis-19093	127	52	in	in	ADP
bracis-19093	127	53	other	other	ADJ
bracis-19093	127	54	lawsuits	lawsuit	NOUN
bracis-19093	127	55	in	in	ADP
bracis-19093	127	56	the	the	DET
bracis-19093	127	57	corpus	corpus	NOUN
bracis-19093	127	58	.	.	PUNCT
bracis-19093	128	1	tf	tf	X
bracis-19093	128	2	-	-	PUNCT
bracis-19093	128	3	idflaw(l	idflaw(l	PROPN
bracis-19093	128	4	,	,	PUNCT
bracis-19093	128	5	d	d	NOUN
bracis-19093	128	6	)	)	PUNCT
bracis-19093	128	7	is	be	AUX
bracis-19093	128	8	calculated	calculate	VERB
bracis-19093	128	9	according	accord	VERB
bracis-19093	128	10	to	to	ADP
bracis-19093	128	11	eq	eq	PROPN
bracis-19093	128	12	.	.	PUNCT
bracis-19093	128	13	 	 	SPACE
bracis-19093	128	14	(	(	PUNCT
bracis-19093	128	15	1	1	X
bracis-19093	128	16	)	)	PUNCT
bracis-19093	128	17	below	below	ADV
bracis-19093	128	18	:	:	PUNCT
bracis-19093	128	19	$	$	SYM
bracis-19093	128	20	$	$	SYM
bracis-19093	128	21	tf	tf	NUM
bracis-19093	128	22	idf_{law	idf_{law	PROPN
bracis-19093	128	23	}	}	PUNCT
bracis-19093	128	24	\left	\left	PROPN
bracis-19093	128	25	(	(	PUNCT
bracis-19093	128	26	{	{	PUNCT
bracis-19093	128	27	l	l	NOUN
bracis-19093	128	28	,	,	PUNCT
bracis-19093	128	29	d	d	NOUN
bracis-19093	128	30	}	}	PUNCT
bracis-19093	128	31	\right	\right	PROPN
bracis-19093	128	32	)	)	PUNCT
bracis-19093	128	33	=	=	SYM
bracis-19093	129	1	\frac{{f_{l	\frac{{f_{l	ADJ
bracis-19093	129	2	,	,	PUNCT
bracis-19093	129	3	d	d	NOUN
bracis-19093	129	4	}	}	PUNCT
bracis-19093	129	5	}	}	PUNCT
bracis-19093	129	6	}	}	PUNCT
bracis-19093	129	7	{	{	PUNCT
bracis-19093	129	8	{	{	PUNCT
bracis-19093	129	9	\sigma	\sigma	PROPN
bracis-19093	129	10	_	_	PRON
bracis-19093	129	11	{	{	PUNCT
bracis-19093	129	12	l	l	NOUN
bracis-19093	129	13	\in	\in	PROPN
bracis-19093	129	14	d	d	PROPN
bracis-19093	129	15	}	}	PUNCT
bracis-19093	129	16	f_{l	f_{l	ADJ
bracis-19093	129	17	,	,	PUNCT
bracis-19093	129	18	d	d	NOUN
bracis-19093	129	19	}	}	PUNCT
bracis-19093	129	20	}	}	PUNCT
bracis-19093	129	21	}	}	PUNCT
bracis-19093	129	22	\times	\times	ADP
bracis-19093	129	23	log\frac{n}{{\left|	log\frac{n}{{\left|	NOUN
bracis-19093	129	24	{	{	PUNCT
bracis-19093	129	25	\left\	\left\	PROPN
bracis-19093	129	26	{	{	PUNCT
bracis-19093	129	27	{	{	PUNCT
bracis-19093	129	28	d	d	PROPN
bracis-19093	129	29	\in	\in	PROPN
bracis-19093	129	30	d	d	NOUN
bracis-19093	129	31	:	:	PUNCT
bracis-19093	129	32	l	l	NOUN
bracis-19093	129	33	\in	\in	PROPN
bracis-19093	129	34	d	d	PROPN
bracis-19093	129	35	}	}	PUNCT
bracis-19093	129	36	\right\	\right\	ADJ
bracis-19093	129	37	}	}	PUNCT
bracis-19093	129	38	}	}	PUNCT
bracis-19093	129	39	\right|	\right|	NOUN
bracis-19093	129	40	}	}	PUNCT
bracis-19093	129	41	}	}	PUNCT
bracis-19093	129	42	$	$	SYM
bracis-19093	129	43	$	$	NUM
bracis-19093	129	44	(	(	PUNCT
bracis-19093	129	45	1	1	NUM
bracis-19093	129	46	)	)	PUNCT
bracis-19093	129	47	where	where	SCONJ
bracis-19093	129	48	fl	fl	PROPN
bracis-19093	129	49	,	,	PUNCT
bracis-19093	129	50	d	d	PROPN
bracis-19093	129	51	,	,	PUNCT
bracis-19093	129	52	the	the	DET
bracis-19093	129	53	frequency	frequency	NOUN
bracis-19093	129	54	of	of	ADP
bracis-19093	129	55	citation	citation	NOUN
bracis-19093	129	56	of	of	ADP
bracis-19093	129	57	the	the	DET
bracis-19093	129	58	law	law	NOUN
bracis-19093	129	59	l	l	NOUN
bracis-19093	129	60	in	in	ADP
bracis-19093	129	61	the	the	DET
bracis-19093	129	62	lawsuit	lawsuit	NOUN
bracis-19093	129	63	d	d	NOUN
bracis-19093	129	64	,	,	PUNCT
bracis-19093	129	65	is	be	AUX
bracis-19093	129	66	divided	divide	VERB
bracis-19093	129	67	by	by	ADP
bracis-19093	129	68	the	the	DET
bracis-19093	129	69	total	total	ADJ
bracis-19093	129	70	number	number	NOUN
bracis-19093	129	71	of	of	ADP
bracis-19093	129	72	citations	citation	NOUN
bracis-19093	129	73	to	to	ADP
bracis-19093	129	74	the	the	DET
bracis-19093	129	75	law	law	NOUN
bracis-19093	129	76	in	in	ADP
bracis-19093	129	77	the	the	DET
bracis-19093	129	78	lawsuit	lawsuit	NOUN
bracis-19093	129	79	.	.	PUNCT
bracis-19093	130	1	d.	d.	PROPN
bracis-19093	130	2	then	then	ADV
bracis-19093	130	3	,	,	PUNCT
bracis-19093	130	4	the	the	DET
bracis-19093	130	5	number	number	NOUN
bracis-19093	130	6	of	of	ADP
bracis-19093	130	7	lawsuits	lawsuit	NOUN
bracis-19093	130	8	n	n	CCONJ
bracis-19093	130	9	in	in	ADP
bracis-19093	130	10	the	the	DET
bracis-19093	130	11	corpus	corpus	NOUN
bracis-19093	130	12	d	d	NOUN
bracis-19093	130	13	is	be	AUX
bracis-19093	130	14	divided	divide	VERB
bracis-19093	130	15	by	by	ADP
bracis-19093	130	16	the	the	DET
bracis-19093	130	17	total	total	ADJ
bracis-19093	130	18	frequency	frequency	NOUN
bracis-19093	130	19	of	of	ADP
bracis-19093	130	20	the	the	DET
bracis-19093	130	21	law	law	NOUN
bracis-19093	130	22	l	l	NOUN
bracis-19093	130	23	in	in	ADP
bracis-19093	130	24	all	all	DET
bracis-19093	130	25	lawsuits	lawsuit	NOUN
bracis-19093	130	26	of	of	ADP
bracis-19093	130	27	the	the	DET
bracis-19093	130	28	corpus	corpus	NOUN
bracis-19093	130	29	.	.	PUNCT
bracis-19093	131	1	in	in	ADP
bracis-19093	131	2	this	this	DET
bracis-19093	131	3	scenario	scenario	NOUN
bracis-19093	131	4	,	,	PUNCT
bracis-19093	131	5	we	we	PRON
bracis-19093	131	6	represent	represent	VERB
bracis-19093	131	7	a	a	DET
bracis-19093	131	8	lawsuit	lawsuit	NOUN
bracis-19093	131	9	as	as	ADP
bracis-19093	131	10	a	a	DET
bracis-19093	131	11	bag	bag	NOUN
bracis-19093	131	12	-	-	PUNCT
bracis-19093	131	13	of	of	ADP
bracis-19093	131	14	-	-	PUNCT
bracis-19093	131	15	words	word	NOUN
bracis-19093	131	16	with	with	ADP
bracis-19093	131	17	tf	tf	PROPN
bracis-19093	131	18	-	-	PUNCT
bracis-19093	131	19	idflaw	idflaw	NOUN
bracis-19093	131	20	features	feature	NOUN
bracis-19093	131	21	.	.	PUNCT
bracis-19093	132	1	in	in	ADP
bracis-19093	132	2	other	other	ADJ
bracis-19093	132	3	words	word	NOUN
bracis-19093	132	4	,	,	PUNCT
bracis-19093	132	5	given	give	VERB
bracis-19093	132	6	a	a	DET
bracis-19093	132	7	vocabulary	vocabulary	ADJ
bracis-19093	132	8	v	v	ADP
bracis-19093	132	9	 	 	SPACE
bracis-19093	132	10	=	=	NOUN
bracis-19093	132	11	 	 	SPACE
bracis-19093	132	12	{	{	PUNCT
bracis-19093	132	13	cl1	cl1	PROPN
bracis-19093	132	14	,	,	PUNCT
bracis-19093	132	15	cl2	cl2	NOUN
bracis-19093	132	16	,	,	PUNCT
bracis-19093	132	17	…	…	NUM
bracis-19093	132	18	,	,	PUNCT
bracis-19093	132	19	clv	clv	PROPN
bracis-19093	132	20	}	}	PUNCT
bracis-19093	132	21	formed	form	VERB
bracis-19093	132	22	by	by	ADP
bracis-19093	132	23	the	the	DET
bracis-19093	132	24	laws	law	NOUN
bracis-19093	132	25	mentioned	mention	VERB
bracis-19093	132	26	in	in	ADP
bracis-19093	132	27	the	the	DET
bracis-19093	132	28	n	n	ADJ
bracis-19093	132	29	lawsuits	lawsuit	NOUN
bracis-19093	132	30	of	of	ADP
bracis-19093	132	31	the	the	DET
bracis-19093	132	32	train	train	NOUN
bracis-19093	132	33	set	set	NOUN
bracis-19093	132	34	,	,	PUNCT
bracis-19093	132	35	we	we	PRON
bracis-19093	132	36	represent	represent	VERB
bracis-19093	132	37	each	each	DET
bracis-19093	132	38	lawsuit	lawsuit	NOUN
bracis-19093	132	39	di	di	NOUN
bracis-19093	132	40	as	as	ADP
bracis-19093	132	41	a	a	DET
bracis-19093	132	42	length-|v|	length-|v|	PROPN
bracis-19093	132	43	vector	vector	NOUN
bracis-19093	132	44	l(di	l(di	PROPN
bracis-19093	132	45	)	)	PUNCT
bracis-19093	132	46	,	,	PUNCT
bracis-19093	132	47	where	where	SCONJ
bracis-19093	132	48	l(di)j	l(di)j	NOUN
bracis-19093	132	49	 	 	SPACE
bracis-19093	132	50	=	=	ADJ
bracis-19093	132	51	 	 	SPACE
bracis-19093	132	52	tf	tf	NOUN
bracis-19093	132	53	-	-	PUNCT
bracis-19093	132	54	idflaw	idflaw	NOUN
bracis-19093	132	55	(	(	PUNCT
bracis-19093	132	56	clj	clj	NOUN
bracis-19093	132	57	,	,	PUNCT
bracis-19093	132	58	di	di	NOUN
bracis-19093	132	59	)	)	PUNCT
bracis-19093	132	60	,	,	PUNCT
bracis-19093	132	61	with	with	ADP
bracis-19093	132	62	j	j	PROPN
bracis-19093	132	63	 	 	SPACE
bracis-19093	132	64	=	=	NOUN
bracis-19093	132	65	 	 	SPACE
bracis-19093	132	66	0	0	NUM
bracis-19093	132	67	to	to	ADP
bracis-19093	132	68	|v|–1	|v|–1	NOUN
bracis-19093	132	69	and	and	CCONJ
bracis-19093	132	70	\({cl}_{j}\in	\({cl}_{j}\in	NOUN
bracis-19093	132	71	v\	v\	NOUN
bracis-19093	132	72	)	)	PUNCT
bracis-19093	132	73	.	.	PUNCT
bracis-19093	133	1	embeddings	embedding	NOUN
bracis-19093	133	2	of	of	ADP
bracis-19093	133	3	the	the	DET
bracis-19093	133	4	lawsuit	lawsuit	NOUN
bracis-19093	133	5	/	/	SYM
bracis-19093	133	6	case	case	NOUN
bracis-19093	133	7	text	text	NOUN
bracis-19093	133	8	with	with	ADP
bracis-19093	133	9	citation	citation	NOUN
bracis-19093	133	10	and	and	CCONJ
bracis-19093	133	11	tf	tf	NOUN
bracis-19093	133	12	-	-	PUNCT
bracis-19093	133	13	idflaw	idflaw	NOUN
bracis-19093	133	14	(	(	PUNCT
bracis-19093	133	15	s7	s7	PROPN
bracis-19093	133	16	)	)	PUNCT
bracis-19093	133	17	.	.	PUNCT
bracis-19093	134	1	in	in	ADP
bracis-19093	134	2	this	this	DET
bracis-19093	134	3	scenario	scenario	NOUN
bracis-19093	134	4	,	,	PUNCT
bracis-19093	134	5	a	a	DET
bracis-19093	134	6	lawsuit	lawsuit	NOUN
bracis-19093	134	7	is	be	AUX
bracis-19093	134	8	represented	represent	VERB
bracis-19093	134	9	by	by	ADP
bracis-19093	134	10	:	:	PUNCT
bracis-19093	134	11	(	(	PUNCT
bracis-19093	134	12	i	i	NOUN
bracis-19093	134	13	)	)	PUNCT
bracis-19093	134	14	embedding	embed	VERB
bracis-19093	134	15	of	of	ADP
bracis-19093	134	16	the	the	DET
bracis-19093	134	17	lawsuit	lawsuit	NOUN
bracis-19093	134	18	text	text	NOUN
bracis-19093	134	19	with	with	ADP
bracis-19093	134	20	citation	citation	NOUN
bracis-19093	134	21	,	,	PUNCT
bracis-19093	134	22	generated	generate	VERB
bracis-19093	134	23	according	accord	VERB
bracis-19093	134	24	to	to	ADP
bracis-19093	134	25	s2	s2	PROPN
bracis-19093	134	26	,	,	PUNCT
bracis-19093	134	27	and	and	CCONJ
bracis-19093	134	28	(	(	PUNCT
bracis-19093	134	29	ii	ii	NOUN
bracis-19093	134	30	)	)	PUNCT
bracis-19093	134	31	bag	bag	NOUN
bracis-19093	134	32	-	-	PUNCT
bracis-19093	134	33	of	of	ADP
bracis-19093	134	34	-	-	PUNCT
bracis-19093	134	35	words	word	NOUN
bracis-19093	134	36	with	with	ADP
bracis-19093	134	37	tf	tf	PROPN
bracis-19093	134	38	-	-	PUNCT
bracis-19093	134	39	idflaw	idflaw	NOUN
bracis-19093	134	40	features	feature	NOUN
bracis-19093	134	41	,	,	PUNCT
bracis-19093	134	42	generated	generate	VERB
bracis-19093	134	43	according	accord	VERB
bracis-19093	134	44	to	to	ADP
bracis-19093	134	45	s6	s6	PROPN
bracis-19093	134	46	.	.	PUNCT
bracis-19093	135	1	embeddings	embedding	NOUN
bracis-19093	135	2	of	of	ADP
bracis-19093	135	3	the	the	DET
bracis-19093	135	4	cited	cite	VERB
bracis-19093	135	5	laws	law	NOUN
bracis-19093	135	6	and	and	CCONJ
bracis-19093	135	7	tf	tf	NOUN
bracis-19093	135	8	-	-	PUNCT
bracis-19093	135	9	idflaw	idflaw	NOUN
bracis-19093	135	10	(	(	PUNCT
bracis-19093	135	11	s8	s8	PROPN
bracis-19093	135	12	)	)	PUNCT
bracis-19093	135	13	.	.	PUNCT
bracis-19093	136	1	in	in	ADP
bracis-19093	136	2	this	this	DET
bracis-19093	136	3	scenario	scenario	NOUN
bracis-19093	136	4	,	,	PUNCT
bracis-19093	136	5	a	a	DET
bracis-19093	136	6	lawsuit	lawsuit	NOUN
bracis-19093	136	7	is	be	AUX
bracis-19093	136	8	represented	represent	VERB
bracis-19093	136	9	by	by	ADP
bracis-19093	136	10	:	:	PUNCT
bracis-19093	136	11	(	(	PUNCT
bracis-19093	136	12	i	i	NOUN
bracis-19093	136	13	)	)	PUNCT
bracis-19093	136	14	embedding	embed	VERB
bracis-19093	136	15	of	of	ADP
bracis-19093	136	16	the	the	DET
bracis-19093	136	17	menus	menu	NOUN
bracis-19093	136	18	of	of	ADP
bracis-19093	136	19	the	the	DET
bracis-19093	136	20	aforementioned	aforementioned	ADJ
bracis-19093	136	21	laws	law	NOUN
bracis-19093	136	22	,	,	PUNCT
bracis-19093	136	23	generated	generate	VERB
bracis-19093	136	24	according	accord	VERB
bracis-19093	136	25	to	to	ADP
bracis-19093	136	26	s3	s3	PROPN
bracis-19093	136	27	,	,	PUNCT
bracis-19093	136	28	and	and	CCONJ
bracis-19093	136	29	(	(	PUNCT
bracis-19093	136	30	ii	ii	NOUN
bracis-19093	136	31	)	)	PUNCT
bracis-19093	136	32	bag	bag	NOUN
bracis-19093	136	33	-	-	PUNCT
bracis-19093	136	34	of	of	ADP
bracis-19093	136	35	-	-	PUNCT
bracis-19093	136	36	words	word	NOUN
bracis-19093	136	37	with	with	ADP
bracis-19093	136	38	tf	tf	PROPN
bracis-19093	136	39	-	-	PUNCT
bracis-19093	136	40	idflaw	idflaw	NOUN
bracis-19093	136	41	features	feature	NOUN
bracis-19093	136	42	,	,	PUNCT
bracis-19093	136	43	generated	generate	VERB
bracis-19093	136	44	according	accord	VERB
bracis-19093	136	45	to	to	ADP
bracis-19093	136	46	s6	s6	PROPN
bracis-19093	136	47	.	.	PUNCT
bracis-19093	137	1	embeddings	embedding	NOUN
bracis-19093	137	2	of	of	ADP
bracis-19093	137	3	the	the	DET
bracis-19093	137	4	lawsuit	lawsuit	NOUN
bracis-19093	137	5	/	/	SYM
bracis-19093	137	6	case	case	NOUN
bracis-19093	137	7	text	text	NOUN
bracis-19093	137	8	with	with	ADP
bracis-19093	137	9	citation	citation	NOUN
bracis-19093	137	10	and	and	CCONJ
bracis-19093	137	11	cited	cite	VERB
bracis-19093	137	12	laws	law	NOUN
bracis-19093	137	13	and	and	CCONJ
bracis-19093	137	14	tf	tf	NOUN
bracis-19093	137	15	-	-	PUNCT
bracis-19093	137	16	idflaw	idflaw	NOUN
bracis-19093	137	17	(	(	PUNCT
bracis-19093	137	18	s9	s9	NOUN
bracis-19093	137	19	)	)	PUNCT
bracis-19093	137	20	.	.	PUNCT
bracis-19093	138	1	in	in	ADP
bracis-19093	138	2	this	this	DET
bracis-19093	138	3	scenario	scenario	NOUN
bracis-19093	138	4	,	,	PUNCT
bracis-19093	138	5	a	a	DET
bracis-19093	138	6	lawsuit	lawsuit	NOUN
bracis-19093	138	7	is	be	AUX
bracis-19093	138	8	represented	represent	VERB
bracis-19093	138	9	by	by	ADP
bracis-19093	138	10	:	:	PUNCT
bracis-19093	138	11	(	(	PUNCT
bracis-19093	138	12	i	i	NOUN
bracis-19093	138	13	)	)	PUNCT
bracis-19093	138	14	embedding	embed	VERB
bracis-19093	138	15	of	of	ADP
bracis-19093	138	16	the	the	DET
bracis-19093	138	17	lawsuit	lawsuit	NOUN
bracis-19093	138	18	text	text	NOUN
bracis-19093	138	19	and	and	CCONJ
bracis-19093	138	20	the	the	DET
bracis-19093	138	21	summary	summary	NOUN
bracis-19093	138	22	of	of	ADP
bracis-19093	138	23	the	the	DET
bracis-19093	138	24	cited	cite	VERB
bracis-19093	138	25	laws	law	NOUN
bracis-19093	138	26	,	,	PUNCT
bracis-19093	138	27	generated	generate	VERB
bracis-19093	138	28	according	accord	VERB
bracis-19093	138	29	to	to	ADP
bracis-19093	138	30	s4	s4	PROPN
bracis-19093	138	31	,	,	PUNCT
bracis-19093	138	32	and	and	CCONJ
bracis-19093	138	33	(	(	PUNCT
bracis-19093	138	34	ii	ii	NOUN
bracis-19093	138	35	)	)	PUNCT
bracis-19093	138	36	bag	bag	NOUN
bracis-19093	138	37	-	-	PUNCT
bracis-19093	138	38	of	of	ADP
bracis-19093	138	39	-	-	PUNCT
bracis-19093	138	40	words	word	NOUN
bracis-19093	138	41	with	with	ADP
bracis-19093	138	42	tf	tf	PROPN
bracis-19093	138	43	-	-	PUNCT
bracis-19093	138	44	idflaw	idflaw	NOUN
bracis-19093	138	45	features	feature	NOUN
bracis-19093	138	46	,	,	PUNCT
bracis-19093	138	47	generated	generate	VERB
bracis-19093	138	48	according	accord	VERB
bracis-19093	138	49	to	to	ADP
bracis-19093	138	50	s6	s6	PROPN
bracis-19093	138	51	.	.	PUNCT
bracis-19093	139	1	embeddings	embedding	NOUN
bracis-19093	139	2	of	of	ADP
bracis-19093	139	3	the	the	DET
bracis-19093	139	4	lawsuit	lawsuit	NOUN
bracis-19093	139	5	/	/	SYM
bracis-19093	139	6	case	case	NOUN
bracis-19093	139	7	text	text	NOUN
bracis-19093	139	8	with	with	ADP
bracis-19093	139	9	citation	citation	NOUN
bracis-19093	139	10	,	,	PUNCT
bracis-19093	139	11	embeddings	embedding	NOUN
bracis-19093	139	12	of	of	ADP
bracis-19093	139	13	cited	cite	VERB
bracis-19093	139	14	laws	law	NOUN
bracis-19093	139	15	and	and	CCONJ
bracis-19093	139	16	tf	tf	NOUN
bracis-19093	139	17	-	-	PUNCT
bracis-19093	139	18	idflaw	idflaw	NOUN
bracis-19093	139	19	(	(	PUNCT
bracis-19093	139	20	s10	s10	PROPN
bracis-19093	139	21	)	)	PUNCT
bracis-19093	139	22	.	.	PUNCT
bracis-19093	140	1	in	in	ADP
bracis-19093	140	2	this	this	DET
bracis-19093	140	3	scenario	scenario	NOUN
bracis-19093	140	4	,	,	PUNCT
bracis-19093	140	5	a	a	DET
bracis-19093	140	6	lawsuit	lawsuit	NOUN
bracis-19093	140	7	is	be	AUX
bracis-19093	140	8	represented	represent	VERB
bracis-19093	140	9	by	by	ADP
bracis-19093	140	10	:	:	PUNCT
bracis-19093	140	11	(	(	PUNCT
bracis-19093	140	12	i	i	NOUN
bracis-19093	140	13	)	)	PUNCT
bracis-19093	140	14	embedding	embed	VERB
bracis-19093	140	15	of	of	ADP
bracis-19093	140	16	the	the	DET
bracis-19093	140	17	lawsuit	lawsuit	NOUN
bracis-19093	140	18	text	text	NOUN
bracis-19093	140	19	,	,	PUNCT
bracis-19093	140	20	generated	generate	VERB
bracis-19093	140	21	according	accord	VERB
bracis-19093	140	22	to	to	ADP
bracis-19093	140	23	s2	s2	PROPN
bracis-19093	140	24	,	,	PUNCT
bracis-19093	140	25	(	(	PUNCT
bracis-19093	140	26	ii	ii	NOUN
bracis-19093	140	27	)	)	PUNCT
bracis-19093	140	28	embeddings	embedding	NOUN
bracis-19093	140	29	of	of	ADP
bracis-19093	140	30	the	the	DET
bracis-19093	140	31	summary	summary	NOUN
bracis-19093	140	32	of	of	ADP
bracis-19093	140	33	the	the	DET
bracis-19093	140	34	cited	cite	VERB
bracis-19093	140	35	laws	law	NOUN
bracis-19093	140	36	,	,	PUNCT
bracis-19093	140	37	generated	generate	VERB
bracis-19093	140	38	according	accord	VERB
bracis-19093	140	39	to	to	ADP
bracis-19093	140	40	s3	s3	PROPN
bracis-19093	140	41	,	,	PUNCT
bracis-19093	140	42	and	and	CCONJ
bracis-19093	140	43	(	(	PUNCT
bracis-19093	140	44	iii	iii	NOUN
bracis-19093	140	45	)	)	PUNCT
bracis-19093	140	46	bag	bag	NOUN
bracis-19093	140	47	-	-	PUNCT
bracis-19093	140	48	of	of	ADP
bracis-19093	140	49	-	-	PUNCT
bracis-19093	140	50	words	word	NOUN
bracis-19093	140	51	with	with	ADP
bracis-19093	140	52	tf	tf	PROPN
bracis-19093	140	53	-	-	PUNCT
bracis-19093	140	54	idflaw	idflaw	NOUN
bracis-19093	140	55	features	feature	NOUN
bracis-19093	140	56	,	,	PUNCT
bracis-19093	140	57	generated	generate	VERB
bracis-19093	140	58	according	accord	VERB
bracis-19093	140	59	to	to	ADP
bracis-19093	140	60	s6	s6	PROPN
bracis-19093	140	61	.	.	PUNCT
bracis-19093	141	1	embeddings	embedding	NOUN
bracis-19093	141	2	of	of	ADP
bracis-19093	141	3	the	the	DET
bracis-19093	141	4	lawsuit	lawsuit	NOUN
bracis-19093	141	5	/	/	SYM
bracis-19093	141	6	case	case	NOUN
bracis-19093	141	7	text	text	NOUN
bracis-19093	141	8	and	and	CCONJ
bracis-19093	141	9	topics	topic	NOUN
bracis-19093	141	10	(	(	PUNCT
bracis-19093	141	11	s11	s11	NOUN
bracis-19093	141	12	)	)	PUNCT
bracis-19093	141	13	.	.	PUNCT
bracis-19093	142	1	given	give	VERB
bracis-19093	142	2	a	a	DET
bracis-19093	142	3	set	set	NOUN
bracis-19093	142	4	of	of	ADP
bracis-19093	142	5	text	text	NOUN
bracis-19093	142	6	documents	document	NOUN
bracis-19093	142	7	,	,	PUNCT
bracis-19093	142	8	a	a	DET
bracis-19093	142	9	topic	topic	NOUN
bracis-19093	142	10	model	model	NOUN
bracis-19093	142	11	is	be	AUX
bracis-19093	142	12	applied	apply	VERB
bracis-19093	142	13	to	to	PART
bracis-19093	142	14	find	find	VERB
bracis-19093	142	15	out	out	ADP
bracis-19093	142	16	interpretable	interpretable	ADJ
bracis-19093	142	17	semantic	semantic	ADJ
bracis-19093	142	18	concepts	concept	NOUN
bracis-19093	142	19	,	,	PUNCT
bracis-19093	142	20	or	or	CCONJ
bracis-19093	142	21	topics	topic	NOUN
bracis-19093	142	22	,	,	PUNCT
bracis-19093	142	23	present	present	ADJ
bracis-19093	142	24	in	in	ADP
bracis-19093	142	25	documents	document	NOUN
bracis-19093	142	26	.	.	PUNCT
bracis-19093	143	1	we	we	PRON
bracis-19093	143	2	assume	assume	VERB
bracis-19093	143	3	that	that	SCONJ
bracis-19093	143	4	the	the	DET
bracis-19093	143	5	topics	topic	NOUN
bracis-19093	143	6	can	can	AUX
bracis-19093	143	7	suggest	suggest	VERB
bracis-19093	143	8	the	the	DET
bracis-19093	143	9	main	main	ADJ
bracis-19093	143	10	theme	theme	NOUN
bracis-19093	143	11	of	of	ADP
bracis-19093	143	12	the	the	DET
bracis-19093	143	13	document	document	NOUN
bracis-19093	143	14	,	,	PUNCT
bracis-19093	143	15	making	make	VERB
bracis-19093	143	16	it	it	PRON
bracis-19093	143	17	possible	possible	ADJ
bracis-19093	143	18	,	,	PUNCT
bracis-19093	143	19	therefore	therefore	ADV
bracis-19093	143	20	,	,	PUNCT
bracis-19093	143	21	to	to	PART
bracis-19093	143	22	help	help	VERB
bracis-19093	143	23	in	in	ADP
bracis-19093	143	24	inferring	infer	VERB
bracis-19093	143	25	the	the	DET
bracis-19093	143	26	class	class	NOUN
bracis-19093	143	27	of	of	ADP
bracis-19093	143	28	lawsuits	lawsuit	NOUN
bracis-19093	143	29	.	.	PUNCT
bracis-19093	144	1	we	we	PRON
bracis-19093	144	2	choose	choose	VERB
bracis-19093	144	3	latent	latent	PROPN
bracis-19093	144	4	dirichlet	dirichlet	PROPN
bracis-19093	144	5	allocation	allocation	NOUN
bracis-19093	144	6	(	(	PUNCT
bracis-19093	144	7	lda	lda	PROPN
bracis-19093	144	8	)	)	PUNCT
bracis-19093	145	1	[	[	X
bracis-19093	145	2	22	22	NUM
bracis-19093	145	3	]	]	PUNCT
bracis-19093	145	4	as	as	ADP
bracis-19093	145	5	the	the	DET
bracis-19093	145	6	method	method	NOUN
bracis-19093	145	7	for	for	ADP
bracis-19093	145	8	topic	topic	NOUN
bracis-19093	145	9	generation	generation	NOUN
bracis-19093	145	10	of	of	ADP
bracis-19093	145	11	the	the	DET
bracis-19093	145	12	lawsuits	lawsuit	NOUN
bracis-19093	145	13	.	.	PUNCT
bracis-19093	146	1	lda	lda	PROPN
bracis-19093	146	2	is	be	AUX
bracis-19093	146	3	a	a	DET
bracis-19093	146	4	probabilistic	probabilistic	ADJ
bracis-19093	146	5	model	model	NOUN
bracis-19093	146	6	generator	generator	NOUN
bracis-19093	146	7	of	of	ADP
bracis-19093	146	8	a	a	DET
bracis-19093	146	9	corpus	corpus	NOUN
bracis-19093	146	10	,	,	PUNCT
bracis-19093	146	11	where	where	SCONJ
bracis-19093	146	12	each	each	DET
bracis-19093	146	13	document	document	NOUN
bracis-19093	146	14	is	be	AUX
bracis-19093	146	15	represented	represent	VERB
bracis-19093	146	16	as	as	ADP
bracis-19093	146	17	a	a	DET
bracis-19093	146	18	mixture	mixture	NOUN
bracis-19093	146	19	of	of	ADP
bracis-19093	146	20	latent	latent	ADJ
bracis-19093	146	21	topics	topic	NOUN
bracis-19093	146	22	.	.	PUNCT
bracis-19093	147	1	each	each	DET
bracis-19093	147	2	topic	topic	NOUN
bracis-19093	147	3	is	be	AUX
bracis-19093	147	4	,	,	PUNCT
bracis-19093	147	5	in	in	ADP
bracis-19093	147	6	turn	turn	NOUN
bracis-19093	147	7	,	,	PUNCT
bracis-19093	147	8	a	a	DET
bracis-19093	147	9	distribution	distribution	NOUN
bracis-19093	147	10	of	of	ADP
bracis-19093	147	11	words	word	NOUN
bracis-19093	147	12	.	.	PUNCT
bracis-19093	148	1	in	in	ADP
bracis-19093	148	2	this	this	DET
bracis-19093	148	3	way	way	NOUN
bracis-19093	148	4	,	,	PUNCT
bracis-19093	148	5	we	we	PRON
bracis-19093	148	6	run	run	VERB
bracis-19093	148	7	lda	lda	PROPN
bracis-19093	148	8	on	on	ADP
bracis-19093	148	9	corpus	corpus	PROPN
bracis-19093	148	10	d	d	NOUN
bracis-19093	148	11	to	to	PART
bracis-19093	148	12	find	find	VERB
bracis-19093	148	13	6	6	NUM
bracis-19093	148	14	topics	topic	NOUN
bracis-19093	148	15	(	(	PUNCT
bracis-19093	148	16	we	we	PRON
bracis-19093	148	17	set	set	VERB
bracis-19093	148	18	the	the	DET
bracis-19093	148	19	number	number	NOUN
bracis-19093	148	20	of	of	ADP
bracis-19093	148	21	topics	topic	NOUN
bracis-19093	148	22	as	as	ADP
bracis-19093	148	23	the	the	DET
bracis-19093	148	24	same	same	ADJ
bracis-19093	148	25	number	number	NOUN
bracis-19093	148	26	of	of	ADP
bracis-19093	148	27	classes	class	NOUN
bracis-19093	148	28	)	)	PUNCT
bracis-19093	148	29	.	.	PUNCT
bracis-19093	149	1	to	to	ADP
bracis-19093	149	2	each	each	DET
bracis-19093	149	3	document	document	NOUN
bracis-19093	149	4	,	,	PUNCT
bracis-19093	149	5	we	we	PRON
bracis-19093	149	6	choose	choose	VERB
bracis-19093	149	7	the	the	DET
bracis-19093	149	8	most	most	ADV
bracis-19093	149	9	likely	likely	ADJ
bracis-19093	149	10	topic	topic	NOUN
bracis-19093	149	11	for	for	ADP
bracis-19093	149	12	each	each	DET
bracis-19093	149	13	lawsuit	lawsuit	NOUN
bracis-19093	149	14	and	and	CCONJ
bracis-19093	149	15	the	the	DET
bracis-19093	149	16	top-10	top-10	DET
bracis-19093	149	17	words	word	NOUN
bracis-19093	149	18	more	more	ADV
bracis-19093	149	19	representative	representative	NOUN
bracis-19093	149	20	to	to	ADP
bracis-19093	149	21	the	the	DET
bracis-19093	149	22	lawsuit	lawsuit	NOUN
bracis-19093	149	23	’s	’s	PART
bracis-19093	149	24	topic	topic	NOUN
bracis-19093	149	25	.	.	PUNCT
bracis-19093	150	1	in	in	ADP
bracis-19093	150	2	this	this	DET
bracis-19093	150	3	scenario	scenario	NOUN
bracis-19093	150	4	,	,	PUNCT
bracis-19093	150	5	each	each	DET
bracis-19093	150	6	lawsuit	lawsuit	NOUN
bracis-19093	150	7	is	be	AUX
bracis-19093	150	8	represented	represent	VERB
bracis-19093	150	9	by	by	ADP
bracis-19093	150	10	:	:	PUNCT
bracis-19093	150	11	(	(	PUNCT
bracis-19093	150	12	i	i	NOUN
bracis-19093	150	13	)	)	PUNCT
bracis-19093	150	14	embedding	embed	VERB
bracis-19093	150	15	of	of	ADP
bracis-19093	150	16	the	the	DET
bracis-19093	150	17	lawsuit	lawsuit	NOUN
bracis-19093	150	18	text	text	NOUN
bracis-19093	150	19	,	,	PUNCT
bracis-19093	150	20	generated	generate	VERB
bracis-19093	150	21	according	accord	VERB
bracis-19093	150	22	to	to	ADP
bracis-19093	150	23	s1	s1	NOUN
bracis-19093	150	24	,	,	PUNCT
bracis-19093	150	25	and	and	CCONJ
bracis-19093	150	26	(	(	PUNCT
bracis-19093	150	27	ii	ii	NOUN
bracis-19093	150	28	)	)	PUNCT
bracis-19093	150	29	bag	bag	NOUN
bracis-19093	150	30	-	-	PUNCT
bracis-19093	150	31	of	of	ADP
bracis-19093	150	32	-	-	PUNCT
bracis-19093	150	33	words	word	NOUN
bracis-19093	150	34	with	with	ADP
bracis-19093	150	35	the	the	DET
bracis-19093	150	36	word	word	NOUN
bracis-19093	150	37	distribution	distribution	NOUN
bracis-19093	150	38	of	of	ADP
bracis-19093	150	39	the	the	DET
bracis-19093	150	40	topics	topic	NOUN
bracis-19093	150	41	.	.	PUNCT
bracis-19093	151	1	4.2	4.2	NUM
bracis-19093	151	2	models	model	NOUN
bracis-19093	151	3	we	we	PRON
bracis-19093	151	4	train	train	VERB
bracis-19093	151	5	four	four	NUM
bracis-19093	151	6	models	model	NOUN
bracis-19093	151	7	on	on	ADP
bracis-19093	151	8	split	split	NOUN
bracis-19093	151	9	-	-	PUNCT
bracis-19093	151	10	of	of	ADP
bracis-19093	151	11	-	-	PUNCT
bracis-19093	151	12	the	the	DET
bracis-19093	151	13	-	-	PUNCT
bracis-19093	151	14	data	data	NOUN
bracis-19093	151	15	training	training	NOUN
bracis-19093	151	16	in	in	ADP
bracis-19093	151	17	the	the	DET
bracis-19093	151	18	scenarios	scenario	NOUN
bracis-19093	151	19	presented	present	VERB
bracis-19093	151	20	in	in	ADP
bracis-19093	151	21	sect	sect	NOUN
bracis-19093	151	22	.	.	PUNCT
bracis-19093	151	23	 	 	SPACE
bracis-19093	151	24	4.1	4.1	NUM
bracis-19093	151	25	:	:	PUNCT
bracis-19093	151	26	(	(	PUNCT
bracis-19093	151	27	i	i	NOUN
bracis-19093	151	28	)	)	PUNCT
bracis-19093	151	29	random	random	ADJ
bracis-19093	151	30	forest	forest	NOUN
bracis-19093	152	1	[	[	X
bracis-19093	152	2	23	23	NUM
bracis-19093	152	3	]	]	PUNCT
bracis-19093	152	4	,	,	PUNCT
bracis-19093	152	5	(	(	PUNCT
bracis-19093	152	6	ii	ii	NOUN
bracis-19093	152	7	)	)	PUNCT
bracis-19093	152	8	support	support	NOUN
bracis-19093	152	9	vector	vector	NOUN
bracis-19093	152	10	machine	machine	NOUN
bracis-19093	152	11	(	(	PUNCT
bracis-19093	152	12	svm	svm	PROPN
bracis-19093	152	13	)	)	PUNCT
bracis-19093	152	14	[	[	X
bracis-19093	152	15	24	24	NUM
bracis-19093	152	16	]	]	PUNCT
bracis-19093	152	17	,	,	PUNCT
bracis-19093	152	18	(	(	PUNCT
bracis-19093	152	19	iii	iii	NOUN
bracis-19093	152	20	)	)	PUNCT
bracis-19093	152	21	extreme	extreme	ADJ
bracis-19093	152	22	gradient	gradient	NOUN
bracis-19093	152	23	boosting	boost	VERB
bracis-19093	152	24	(	(	PUNCT
bracis-19093	152	25	xgboost	xgboost	ADV
bracis-19093	152	26	)	)	PUNCT
bracis-19093	153	1	[	[	X
bracis-19093	153	2	25	25	NUM
bracis-19093	153	3	]	]	PUNCT
bracis-19093	153	4	,	,	PUNCT
bracis-19093	153	5	and	and	CCONJ
bracis-19093	153	6	(	(	PUNCT
bracis-19093	153	7	iv	iv	X
bracis-19093	153	8	)	)	PUNCT
bracis-19093	153	9	bidirectional	bidirectional	ADJ
bracis-19093	153	10	encoder	encoder	NOUN
bracis-19093	153	11	representations	representation	VERB
bracis-19093	153	12	from	from	ADP
bracis-19093	153	13	transformers	transformer	NOUN
bracis-19093	153	14	(	(	PUNCT
bracis-19093	153	15	bert)footnote	bert)footnote	PROPN
bracis-19093	153	16	7	7	NUM
bracis-19093	154	1	[	[	X
bracis-19093	154	2	2	2	NUM
bracis-19093	154	3	]	]	PUNCT
bracis-19093	154	4	.	.	PUNCT
bracis-19093	155	1	we	we	PRON
bracis-19093	155	2	train	train	VERB
bracis-19093	155	3	each	each	DET
bracis-19093	155	4	model	model	NOUN
bracis-19093	155	5	as	as	ADP
bracis-19093	155	6	a	a	DET
bracis-19093	155	7	multiclass	multiclass	ADJ
bracis-19093	155	8	classification	classification	NOUN
bracis-19093	155	9	task	task	NOUN
bracis-19093	155	10	,	,	PUNCT
bracis-19093	155	11	using	use	VERB
bracis-19093	155	12	the	the	DET
bracis-19093	155	13	following	follow	VERB
bracis-19093	155	14	parameters	parameter	NOUN
bracis-19093	155	15	(	(	PUNCT
bracis-19093	155	16	obtained	obtain	VERB
bracis-19093	155	17	from	from	ADP
bracis-19093	155	18	an	an	DET
bracis-19093	155	19	empirical	empirical	ADJ
bracis-19093	155	20	evaluation	evaluation	NOUN
bracis-19093	155	21	):	):	PUNCT
bracis-19093	155	22	random	random	ADJ
bracis-19093	155	23	forest	forest	NOUN
bracis-19093	155	24	.	.	PUNCT
bracis-19093	156	1	we	we	PRON
bracis-19093	156	2	applied	apply	VERB
bracis-19093	156	3	the	the	DET
bracis-19093	156	4	random	random	ADJ
bracis-19093	156	5	forest	forest	NOUN
bracis-19093	156	6	algorithm	algorithm	NOUN
bracis-19093	156	7	using	use	VERB
bracis-19093	156	8	scikit	scikit	NOUN
bracis-19093	156	9	-	-	PUNCT
bracis-19093	156	10	learn	learn	VERB
bracis-19093	156	11	’s	’s	PART
bracis-19093	156	12	random	random	ADJ
bracis-19093	156	13	forest	forest	NOUN
bracis-19093	156	14	classifier	classifier	NOUN
bracis-19093	156	15	packagefootnote	packagefootnote	PROPN
bracis-19093	156	16	8	8	NUM
bracis-19093	156	17	.	.	PUNCT
bracis-19093	157	1	we	we	PRON
bracis-19093	157	2	trained	train	VERB
bracis-19093	157	3	1,000	1,000	NUM
bracis-19093	157	4	trees	tree	NOUN
bracis-19093	157	5	with	with	ADP
bracis-19093	157	6	a	a	DET
bracis-19093	157	7	maximum	maximum	NOUN
bracis-19093	157	8	of	of	ADP
bracis-19093	157	9	200	200	NUM
bracis-19093	157	10	features	feature	NOUN
bracis-19093	157	11	to	to	PART
bracis-19093	157	12	consider	consider	VERB
bracis-19093	157	13	when	when	SCONJ
bracis-19093	157	14	looking	look	VERB
bracis-19093	157	15	for	for	ADP
bracis-19093	157	16	the	the	DET
bracis-19093	157	17	best	good	ADJ
bracis-19093	157	18	split	split	NOUN
bracis-19093	157	19	.	.	PUNCT
bracis-19093	158	1	support	support	NOUN
bracis-19093	158	2	vector	vector	NOUN
bracis-19093	158	3	machine	machine	NOUN
bracis-19093	158	4	(	(	PUNCT
bracis-19093	158	5	svm	svm	PROPN
bracis-19093	158	6	)	)	PUNCT
bracis-19093	158	7	.	.	PUNCT
bracis-19093	159	1	we	we	PRON
bracis-19093	159	2	applied	apply	VERB
bracis-19093	159	3	the	the	DET
bracis-19093	159	4	svm	svm	ADJ
bracis-19093	159	5	algorithm	algorithm	NOUN
bracis-19093	159	6	using	use	VERB
bracis-19093	159	7	scikit	scikit	NOUN
bracis-19093	159	8	-	-	PUNCT
bracis-19093	159	9	learn	learn	VERB
bracis-19093	159	10	’s	’s	PART
bracis-19093	159	11	svm	svm	ADJ
bracis-19093	159	12	packagefootnote	packagefootnote	NOUN
bracis-19093	159	13	9	9	NUM
bracis-19093	159	14	with	with	ADP
bracis-19093	159	15	default	default	NOUN
bracis-19093	159	16	parameters	parameter	NOUN
bracis-19093	159	17	.	.	PUNCT
bracis-19093	160	1	extreme	extreme	ADJ
bracis-19093	160	2	gradient	gradient	NOUN
bracis-19093	160	3	boosting	boost	VERB
bracis-19093	160	4	(	(	PUNCT
bracis-19093	160	5	xgboost	xgboost	ADV
bracis-19093	160	6	)	)	PUNCT
bracis-19093	160	7	.	.	PUNCT
bracis-19093	161	1	we	we	PRON
bracis-19093	161	2	applied	apply	VERB
bracis-19093	161	3	the	the	DET
bracis-19093	161	4	xgboost	xgboost	PROPN
bracis-19093	161	5	algorithm	algorithm	NOUN
bracis-19093	161	6	using	use	VERB
bracis-19093	161	7	xgboost	xgboost	PROPN
bracis-19093	161	8	classifier	classifier	PROPN
bracis-19093	161	9	packagefootnote	packagefootnote	PROPN
bracis-19093	161	10	10	10	NUM
bracis-19093	161	11	.	.	PUNCT
bracis-19093	162	1	we	we	PRON
bracis-19093	162	2	trained	train	VERB
bracis-19093	162	3	1,000	1,000	NUM
bracis-19093	162	4	trees	tree	NOUN
bracis-19093	162	5	with	with	ADP
bracis-19093	162	6	a	a	DET
bracis-19093	162	7	maximum	maximum	ADJ
bracis-19093	162	8	depth	depth	NOUN
bracis-19093	162	9	of	of	ADP
bracis-19093	162	10	4	4	NUM
bracis-19093	162	11	and	and	CCONJ
bracis-19093	162	12	a	a	DET
bracis-19093	162	13	learning	learning	NOUN
bracis-19093	162	14	rate	rate	NOUN
bracis-19093	162	15	of	of	ADP
bracis-19093	162	16	0.1	0.1	NUM
bracis-19093	162	17	.	.	PUNCT
bracis-19093	163	1	bidirectional	bidirectional	ADJ
bracis-19093	163	2	encoder	encoder	NOUN
bracis-19093	163	3	representations	representation	VERB
bracis-19093	163	4	from	from	ADP
bracis-19093	163	5	transformers	transformer	NOUN
bracis-19093	163	6	(	(	PUNCT
bracis-19093	163	7	bert	bert	PROPN
bracis-19093	163	8	)	)	PUNCT
bracis-19093	163	9	.	.	PUNCT
bracis-19093	164	1	we	we	PRON
bracis-19093	164	2	used	use	VERB
bracis-19093	164	3	the	the	DET
bracis-19093	164	4	fine	fine	ADV
bracis-19093	164	5	-	-	PUNCT
bracis-19093	164	6	tuning	tuning	NOUN
bracis-19093	164	7	-	-	PUNCT
bracis-19093	164	8	based	base	VERB
bracis-19093	164	9	approach	approach	NOUN
bracis-19093	164	10	with	with	ADP
bracis-19093	164	11	the	the	DET
bracis-19093	164	12	pre	pre	ADJ
bracis-19093	164	13	-	-	ADJ
bracis-19093	164	14	trained	train	VERB
bracis-19093	164	15	model	model	NOUN
bracis-19093	164	16	bertimbau	bertimbau	NOUN
bracis-19093	164	17	[	[	X
bracis-19093	164	18	19	19	NUM
bracis-19093	164	19	]	]	PUNCT
bracis-19093	164	20	,	,	PUNCT
bracis-19093	164	21	4	4	NUM
bracis-19093	164	22	epochs	epoch	NOUN
bracis-19093	164	23	and	and	CCONJ
bracis-19093	164	24	batch	batch	VERB
bracis-19093	164	25	size	size	NOUN
bracis-19093	164	26	of	of	ADP
bracis-19093	164	27	4	4	NUM
bracis-19093	164	28	samples	sample	NOUN
bracis-19093	164	29	for	for	ADP
bracis-19093	164	30	the	the	DET
bracis-19093	164	31	classification	classification	NOUN
bracis-19093	164	32	task	task	NOUN
bracis-19093	164	33	.	.	PUNCT
bracis-19093	165	1	for	for	ADP
bracis-19093	165	2	the	the	DET
bracis-19093	165	3	optimizer	optimizer	NOUN
bracis-19093	165	4	,	,	PUNCT
bracis-19093	165	5	we	we	PRON
bracis-19093	165	6	used	use	VERB
bracis-19093	165	7	the	the	DET
bracis-19093	165	8	adam	adam	PROPN
bracis-19093	165	9	optimizer	optimizer	NOUN
bracis-19093	165	10	with	with	ADP
bracis-19093	165	11	a	a	DET
bracis-19093	165	12	learning	learn	VERB
bracis-19093	165	13	rate	rate	NOUN
bracis-19093	165	14	of	of	ADP
bracis-19093	165	15	1e	1e	PROPN
bracis-19093	165	16	 	 	SPACE
bracis-19093	165	17	−	−	NUM
bracis-19093	165	18	 	 	SPACE
bracis-19093	165	19	5	5	NUM
bracis-19093	165	20	.	.	X
bracis-19093	165	21	4.3	4.3	NUM
bracis-19093	165	22	results	result	NOUN
bracis-19093	165	23	and	and	CCONJ
bracis-19093	165	24	discussion	discussion	NOUN
bracis-19093	165	25	to	to	PART
bracis-19093	165	26	carry	carry	VERB
bracis-19093	165	27	out	out	ADP
bracis-19093	165	28	the	the	DET
bracis-19093	165	29	experiments	experiment	NOUN
bracis-19093	165	30	in	in	ADP
bracis-19093	165	31	the	the	DET
bracis-19093	165	32	scenarios	scenario	NOUN
bracis-19093	165	33	and	and	CCONJ
bracis-19093	165	34	models	model	NOUN
bracis-19093	165	35	described	describe	VERB
bracis-19093	165	36	in	in	ADP
bracis-19093	165	37	sects	sect	NOUN
bracis-19093	165	38	.	.	PUNCT
bracis-19093	165	39	 	 	SPACE
bracis-19093	165	40	4.1	4.1	NUM
bracis-19093	165	41	and	and	CCONJ
bracis-19093	165	42	4.2	4.2	NUM
bracis-19093	165	43	,	,	PUNCT
bracis-19093	165	44	we	we	PRON
bracis-19093	165	45	divided	divide	VERB
bracis-19093	165	46	the	the	DET
bracis-19093	165	47	dataset	dataset	NOUN
bracis-19093	165	48	into	into	ADP
bracis-19093	165	49	85	85	NUM
bracis-19093	165	50	%	%	NOUN
bracis-19093	165	51	for	for	ADP
bracis-19093	165	52	the	the	DET
bracis-19093	165	53	train	train	NOUN
bracis-19093	165	54	set	set	NOUN
bracis-19093	165	55	and	and	CCONJ
bracis-19093	165	56	15	15	NUM
bracis-19093	165	57	%	%	NOUN
bracis-19093	165	58	for	for	ADP
bracis-19093	165	59	the	the	DET
bracis-19093	165	60	test	test	NOUN
bracis-19093	165	61	set	set	VERB
bracis-19093	165	62	.	.	PUNCT
bracis-19093	166	1	table	table	NOUN
bracis-19093	166	2	5	5	NUM
bracis-19093	166	3	shows	show	VERB
bracis-19093	166	4	the	the	DET
bracis-19093	166	5	performance	performance	NOUN
bracis-19093	166	6	of	of	ADP
bracis-19093	166	7	the	the	DET
bracis-19093	166	8	models	model	NOUN
bracis-19093	166	9	in	in	ADP
bracis-19093	166	10	each	each	DET
bracis-19093	166	11	experiment	experiment	NOUN
bracis-19093	166	12	scenario	scenario	NOUN
bracis-19093	166	13	,	,	PUNCT
bracis-19093	166	14	in	in	ADP
bracis-19093	166	15	terms	term	NOUN
bracis-19093	166	16	of	of	ADP
bracis-19093	166	17	f1	f1	ADJ
bracis-19093	166	18	score	score	NOUN
bracis-19093	166	19	(	(	PUNCT
bracis-19093	166	20	macro	macro	NOUN
bracis-19093	166	21	)	)	PUNCT
bracis-19093	166	22	for	for	ADP
bracis-19093	166	23	the	the	DET
bracis-19093	166	24	test	test	NOUN
bracis-19093	166	25	set	set	VERB
bracis-19093	166	26	.	.	PUNCT
bracis-19093	167	1	table	table	NOUN
bracis-19093	167	2	5	5	NUM
bracis-19093	167	3	.	.	PUNCT
bracis-19093	167	4	results	result	NOUN
bracis-19093	167	5	in	in	ADP
bracis-19093	167	6	terms	term	NOUN
bracis-19093	167	7	of	of	ADP
bracis-19093	167	8	f1	f1	ADJ
bracis-19093	167	9	score	score	NOUN
bracis-19093	167	10	macro	macro	NOUN
bracis-19093	167	11	for	for	ADP
bracis-19093	167	12	lawsuit	lawsuit	NOUN
bracis-19093	167	13	classification	classification	NOUN
bracis-19093	167	14	in	in	ADP
bracis-19093	167	15	different	different	ADJ
bracis-19093	167	16	scenarios	scenario	NOUN
bracis-19093	167	17	and	and	CCONJ
bracis-19093	167	18	models.full	models.full	NOUN
bracis-19093	167	19	size	size	NOUN
bracis-19093	167	20	table	table	NOUN
bracis-19093	167	21	based	base	VERB
bracis-19093	167	22	on	on	ADP
bracis-19093	167	23	the	the	DET
bracis-19093	167	24	kruskal	kruskal	PROPN
bracis-19093	167	25	-	-	PUNCT
bracis-19093	167	26	wallis	wallis	PROPN
bracis-19093	167	27	statistical	statistical	ADJ
bracis-19093	167	28	test	test	NOUN
bracis-19093	167	29	,	,	PUNCT
bracis-19093	167	30	we	we	PRON
bracis-19093	167	31	are	be	AUX
bracis-19093	167	32	able	able	ADJ
bracis-19093	167	33	to	to	PART
bracis-19093	167	34	claim	claim	VERB
bracis-19093	167	35	that	that	SCONJ
bracis-19093	167	36	the	the	DET
bracis-19093	167	37	results	result	NOUN
bracis-19093	167	38	are	be	AUX
bracis-19093	167	39	statistically	statistically	ADV
bracis-19093	167	40	significant	significant	ADJ
bracis-19093	167	41	at	at	ADP
bracis-19093	167	42	a	a	DET
bracis-19093	167	43	99	99	NUM
bracis-19093	167	44	%	%	NOUN
bracis-19093	167	45	confidence	confidence	NOUN
bracis-19093	167	46	level	level	NOUN
bracis-19093	167	47	,	,	PUNCT
bracis-19093	167	48	with	with	ADP
bracis-19093	167	49	p	p	NOUN
bracis-19093	167	50	-	-	PUNCT
bracis-19093	167	51	value	value	NOUN
bracis-19093	167	52	equal	equal	ADJ
bracis-19093	167	53	to	to	ADP
bracis-19093	167	54	0.0008	0.0008	NUM
bracis-19093	167	55	.	.	PUNCT
bracis-19093	168	1	the	the	DET
bracis-19093	168	2	bert	bert	PROPN
bracis-19093	168	3	model	model	PROPN
bracis-19093	168	4	outperforms	outperform	VERB
bracis-19093	168	5	the	the	DET
bracis-19093	168	6	other	other	ADJ
bracis-19093	168	7	models	model	NOUN
bracis-19093	168	8	in	in	ADP
bracis-19093	168	9	all	all	DET
bracis-19093	168	10	scenarios	scenario	NOUN
bracis-19093	168	11	,	,	PUNCT
bracis-19093	168	12	achieving	achieve	VERB
bracis-19093	168	13	the	the	DET
bracis-19093	168	14	best	good	ADJ
bracis-19093	168	15	result	result	NOUN
bracis-19093	168	16	of	of	ADP
bracis-19093	168	17	0.88	0.88	NUM
bracis-19093	168	18	of	of	ADP
bracis-19093	168	19	f1	f1	ADJ
bracis-19093	168	20	score	score	NOUN
bracis-19093	168	21	(	(	PUNCT
bracis-19093	168	22	macro	macro	NOUN
bracis-19093	168	23	)	)	PUNCT
bracis-19093	168	24	in	in	ADP
bracis-19093	168	25	the	the	DET
bracis-19093	168	26	experiment	experiment	NOUN
bracis-19093	168	27	scenario	scenario	NOUN
bracis-19093	168	28	that	that	PRON
bracis-19093	168	29	represents	represent	VERB
bracis-19093	168	30	the	the	DET
bracis-19093	168	31	lawsuit	lawsuit	NOUN
bracis-19093	168	32	from	from	ADP
bracis-19093	168	33	the	the	DET
bracis-19093	168	34	petition	petition	NOUN
bracis-19093	168	35	texts	text	NOUN
bracis-19093	168	36	that	that	PRON
bracis-19093	168	37	have	have	VERB
bracis-19093	168	38	citation	citation	NOUN
bracis-19093	168	39	.	.	PUNCT
bracis-19093	169	1	legal	legal	ADJ
bracis-19093	169	2	documents	document	NOUN
bracis-19093	169	3	have	have	VERB
bracis-19093	169	4	specific	specific	ADJ
bracis-19093	169	5	characteristics	characteristic	NOUN
bracis-19093	169	6	such	such	ADJ
bracis-19093	169	7	as	as	ADP
bracis-19093	169	8	long	long	ADJ
bracis-19093	169	9	documents	document	NOUN
bracis-19093	169	10	,	,	PUNCT
bracis-19093	169	11	specialized	specialized	ADJ
bracis-19093	169	12	vocabulary	vocabulary	NOUN
bracis-19093	169	13	,	,	PUNCT
bracis-19093	169	14	formal	formal	ADJ
bracis-19093	169	15	syntax	syntax	NOUN
bracis-19093	169	16	,	,	PUNCT
bracis-19093	169	17	semantics	semantic	NOUN
bracis-19093	169	18	based	base	VERB
bracis-19093	169	19	on	on	ADP
bracis-19093	169	20	a	a	DET
bracis-19093	169	21	broad	broad	ADJ
bracis-19093	169	22	specific	specific	ADJ
bracis-19093	169	23	domain	domain	NOUN
bracis-19093	169	24	of	of	ADP
bracis-19093	169	25	knowledge	knowledge	NOUN
bracis-19093	169	26	,	,	PUNCT
bracis-19093	169	27	and	and	CCONJ
bracis-19093	169	28	citations	citation	NOUN
bracis-19093	169	29	to	to	ADP
bracis-19093	169	30	laws	law	NOUN
bracis-19093	169	31	.	.	PUNCT
bracis-19093	170	1	our	our	PRON
bracis-19093	170	2	interpretation	interpretation	NOUN
bracis-19093	170	3	is	be	AUX
bracis-19093	170	4	that	that	SCONJ
bracis-19093	170	5	the	the	DET
bracis-19093	170	6	representation	representation	NOUN
bracis-19093	170	7	of	of	ADP
bracis-19093	170	8	the	the	DET
bracis-19093	170	9	document	document	NOUN
bracis-19093	170	10	through	through	ADP
bracis-19093	170	11	contextual	contextual	ADJ
bracis-19093	170	12	embeddings	embedding	NOUN
bracis-19093	170	13	generated	generate	VERB
bracis-19093	170	14	by	by	ADP
bracis-19093	170	15	bert	bert	PROPN
bracis-19093	170	16	,	,	PUNCT
bracis-19093	170	17	as	as	ADV
bracis-19093	170	18	well	well	ADV
bracis-19093	170	19	as	as	ADP
bracis-19093	170	20	the	the	DET
bracis-19093	170	21	architecture	architecture	NOUN
bracis-19093	170	22	of	of	ADP
bracis-19093	170	23	the	the	DET
bracis-19093	170	24	model	model	NOUN
bracis-19093	170	25	with	with	ADP
bracis-19093	170	26	bidirectional	bidirectional	ADJ
bracis-19093	170	27	contexts	contexts	NOUN
bracis-19093	170	28	,	,	PUNCT
bracis-19093	170	29	makes	make	VERB
bracis-19093	170	30	it	it	PRON
bracis-19093	170	31	possible	possible	ADJ
bracis-19093	170	32	to	to	PART
bracis-19093	170	33	capture	capture	VERB
bracis-19093	170	34	the	the	DET
bracis-19093	170	35	specific	specific	ADJ
bracis-19093	170	36	context	context	NOUN
bracis-19093	170	37	of	of	ADP
bracis-19093	170	38	the	the	DET
bracis-19093	170	39	domain	domain	NOUN
bracis-19093	170	40	of	of	ADP
bracis-19093	170	41	legal	legal	ADJ
bracis-19093	170	42	documents	document	NOUN
bracis-19093	170	43	.	.	PUNCT
bracis-19093	171	1	we	we	PRON
bracis-19093	171	2	also	also	ADV
bracis-19093	171	3	emphasize	emphasize	VERB
bracis-19093	171	4	that	that	SCONJ
bracis-19093	171	5	by	by	ADP
bracis-19093	171	6	representing	represent	VERB
bracis-19093	171	7	a	a	DET
bracis-19093	171	8	lawsuit	lawsuit	NOUN
bracis-19093	171	9	with	with	ADP
bracis-19093	171	10	only	only	ADV
bracis-19093	171	11	the	the	DET
bracis-19093	171	12	text	text	NOUN
bracis-19093	171	13	of	of	ADP
bracis-19093	171	14	petitions	petition	NOUN
bracis-19093	171	15	that	that	PRON
bracis-19093	171	16	have	have	VERB
bracis-19093	171	17	legislation	legislation	NOUN
bracis-19093	171	18	citation	citation	NOUN
bracis-19093	171	19	,	,	PUNCT
bracis-19093	171	20	we	we	PRON
bracis-19093	171	21	are	be	AUX
bracis-19093	171	22	reducing	reduce	VERB
bracis-19093	171	23	the	the	DET
bracis-19093	171	24	size	size	NOUN
bracis-19093	171	25	of	of	ADP
bracis-19093	171	26	the	the	DET
bracis-19093	171	27	text	text	NOUN
bracis-19093	171	28	,	,	PUNCT
bracis-19093	171	29	but	but	CCONJ
bracis-19093	171	30	keeping	keep	VERB
bracis-19093	171	31	only	only	ADV
bracis-19093	171	32	the	the	DET
bracis-19093	171	33	excerpts	excerpt	NOUN
bracis-19093	171	34	that	that	PRON
bracis-19093	171	35	present	present	ADJ
bracis-19093	171	36	reasons	reason	NOUN
bracis-19093	171	37	for	for	ADP
bracis-19093	171	38	the	the	DET
bracis-19093	171	39	content	content	NOUN
bracis-19093	171	40	of	of	ADP
bracis-19093	171	41	the	the	DET
bracis-19093	171	42	lawsuit	lawsuit	NOUN
bracis-19093	171	43	,	,	PUNCT
bracis-19093	171	44	which	which	PRON
bracis-19093	171	45	are	be	AUX
bracis-19093	171	46	therefore	therefore	ADV
bracis-19093	171	47	relevant	relevant	ADJ
bracis-19093	171	48	for	for	ADP
bracis-19093	171	49	the	the	DET
bracis-19093	171	50	classification	classification	NOUN
bracis-19093	171	51	of	of	ADP
bracis-19093	171	52	lawsuits	lawsuit	NOUN
bracis-19093	171	53	.	.	PUNCT
bracis-19093	172	1	the	the	DET
bracis-19093	172	2	second	second	ADJ
bracis-19093	172	3	best	good	ADJ
bracis-19093	172	4	model	model	NOUN
bracis-19093	172	5	is	be	AUX
bracis-19093	172	6	xgboost	xgboost	ADJ
bracis-19093	172	7	in	in	ADP
bracis-19093	172	8	s7	s7	NOUN
bracis-19093	172	9	,	,	PUNCT
bracis-19093	172	10	s9	s9	NOUN
bracis-19093	172	11	and	and	CCONJ
bracis-19093	172	12	s10	s10	NOUN
bracis-19093	172	13	scenarios	scenario	NOUN
bracis-19093	172	14	.	.	PUNCT
bracis-19093	173	1	these	these	DET
bracis-19093	173	2	scenarios	scenario	NOUN
bracis-19093	173	3	use	use	VERB
bracis-19093	173	4	the	the	DET
bracis-19093	173	5	feature	feature	NOUN
bracis-19093	173	6	tf	tf	NOUN
bracis-19093	173	7	 	 	SPACE
bracis-19093	173	8	×	×	NOUN
bracis-19093	173	9	 	 	SPACE
bracis-19093	173	10	idflaw	idflaw	NOUN
bracis-19093	173	11	,	,	PUNCT
bracis-19093	173	12	in	in	ADP
bracis-19093	173	13	addition	addition	NOUN
bracis-19093	173	14	to	to	ADP
bracis-19093	173	15	the	the	DET
bracis-19093	173	16	embeddings	embedding	NOUN
bracis-19093	173	17	of	of	ADP
bracis-19093	173	18	the	the	DET
bracis-19093	173	19	texts	text	NOUN
bracis-19093	173	20	of	of	ADP
bracis-19093	173	21	the	the	DET
bracis-19093	173	22	petitions	petition	NOUN
bracis-19093	173	23	with	with	ADP
bracis-19093	173	24	legislation	legislation	NOUN
bracis-19093	173	25	(	(	PUNCT
bracis-19093	173	26	in	in	ADP
bracis-19093	173	27	s7	s7	NOUN
bracis-19093	173	28	,	,	PUNCT
bracis-19093	173	29	s9	s9	NOUN
bracis-19093	173	30	and	and	CCONJ
bracis-19093	173	31	s10	s10	NOUN
bracis-19093	173	32	)	)	PUNCT
bracis-19093	173	33	and	and	CCONJ
bracis-19093	173	34	the	the	DET
bracis-19093	173	35	summary	summary	NOUN
bracis-19093	173	36	of	of	ADP
bracis-19093	173	37	the	the	DET
bracis-19093	173	38	cited	cite	VERB
bracis-19093	173	39	legislation	legislation	NOUN
bracis-19093	173	40	(	(	PUNCT
bracis-19093	173	41	in	in	ADP
bracis-19093	173	42	s9	s9	NOUN
bracis-19093	173	43	and	and	CCONJ
bracis-19093	173	44	s10	s10	NOUN
bracis-19093	173	45	)	)	PUNCT
bracis-19093	173	46	.	.	PUNCT
bracis-19093	174	1	the	the	DET
bracis-19093	174	2	characterization	characterization	NOUN
bracis-19093	174	3	of	of	ADP
bracis-19093	174	4	the	the	DET
bracis-19093	174	5	lawsuit	lawsuit	NOUN
bracis-19093	174	6	with	with	ADP
bracis-19093	174	7	the	the	DET
bracis-19093	174	8	petitions	petition	NOUN
bracis-19093	174	9	that	that	PRON
bracis-19093	174	10	have	have	VERB
bracis-19093	174	11	citations	citation	NOUN
bracis-19093	174	12	is	be	AUX
bracis-19093	174	13	complemented	complement	VERB
bracis-19093	174	14	by	by	ADP
bracis-19093	174	15	the	the	DET
bracis-19093	174	16	relevance	relevance	NOUN
bracis-19093	174	17	of	of	ADP
bracis-19093	174	18	the	the	DET
bracis-19093	174	19	legislation	legislation	NOUN
bracis-19093	174	20	for	for	ADP
bracis-19093	174	21	the	the	DET
bracis-19093	174	22	lawsuits	lawsuit	NOUN
bracis-19093	174	23	,	,	PUNCT
bracis-19093	174	24	through	through	ADP
bracis-19093	174	25	the	the	DET
bracis-19093	174	26	feature	feature	NOUN
bracis-19093	174	27	tf	tf	NOUN
bracis-19093	174	28	 	 	SPACE
bracis-19093	174	29	×	×	NOUN
bracis-19093	174	30	 	 	SPACE
bracis-19093	174	31	idflaw	idflaw	NOUN
bracis-19093	174	32	.	.	PUNCT
bracis-19093	175	1	this	this	PRON
bracis-19093	175	2	suggests	suggest	VERB
bracis-19093	175	3	that	that	SCONJ
bracis-19093	175	4	the	the	DET
bracis-19093	175	5	legislation	legislation	NOUN
bracis-19093	175	6	cited	cite	VERB
bracis-19093	175	7	informs	inform	VERB
bracis-19093	175	8	about	about	ADP
bracis-19093	175	9	the	the	DET
bracis-19093	175	10	class	class	NOUN
bracis-19093	175	11	,	,	PUNCT
bracis-19093	175	12	helping	help	VERB
bracis-19093	175	13	to	to	PART
bracis-19093	175	14	classify	classify	VERB
bracis-19093	175	15	the	the	DET
bracis-19093	175	16	lawsuits	lawsuit	NOUN
bracis-19093	175	17	.	.	PUNCT
bracis-19093	176	1	finally	finally	ADV
bracis-19093	176	2	,	,	PUNCT
bracis-19093	176	3	in	in	ADP
bracis-19093	176	4	order	order	NOUN
bracis-19093	176	5	to	to	PART
bracis-19093	176	6	evaluate	evaluate	VERB
bracis-19093	176	7	the	the	DET
bracis-19093	176	8	results	result	NOUN
bracis-19093	176	9	in	in	ADP
bracis-19093	176	10	a	a	DET
bracis-19093	176	11	cross	cross	ADJ
bracis-19093	176	12	-	-	ADJ
bracis-19093	176	13	validation	validation	ADJ
bracis-19093	176	14	approach	approach	NOUN
bracis-19093	176	15	,	,	PUNCT
bracis-19093	176	16	we	we	PRON
bracis-19093	176	17	employ	employ	VERB
bracis-19093	176	18	a	a	DET
bracis-19093	176	19	stratified	stratified	ADJ
bracis-19093	176	20	5	5	NUM
bracis-19093	176	21	-	-	ADJ
bracis-19093	176	22	fold	fold	ADJ
bracis-19093	176	23	cross	cross	ADJ
bracis-19093	176	24	-	-	ADJ
bracis-19093	176	25	validation	validation	ADJ
bracis-19093	176	26	setup	setup	NOUN
bracis-19093	176	27	for	for	ADP
bracis-19093	176	28	the	the	DET
bracis-19093	176	29	best	good	ADJ
bracis-19093	176	30	result	result	NOUN
bracis-19093	176	31	experiment	experiment	NOUN
bracis-19093	176	32	(	(	PUNCT
bracis-19093	176	33	model	model	NOUN
bracis-19093	176	34	bert	bert	PROPN
bracis-19093	176	35	with	with	ADP
bracis-19093	176	36	scenario	scenario	NOUN
bracis-19093	176	37	s2	s2	PROPN
bracis-19093	176	38	)	)	PUNCT
bracis-19093	176	39	and	and	CCONJ
bracis-19093	176	40	obtained	obtain	VERB
bracis-19093	176	41	the	the	DET
bracis-19093	176	42	f1	f1	PROPN
bracis-19093	176	43	macro	macro	ADJ
bracis-19093	176	44	score	score	NOUN
bracis-19093	176	45	of	of	ADP
bracis-19093	176	46	0.88	0.88	NUM
bracis-19093	176	47	(	(	PUNCT
bracis-19093	176	48	the	the	DET
bracis-19093	176	49	same	same	ADJ
bracis-19093	176	50	result	result	NOUN
bracis-19093	176	51	for	for	SCONJ
bracis-19093	176	52	the	the	DET
bracis-19093	176	53	dataset	dataset	NOUN
bracis-19093	176	54	divided	divide	VERB
bracis-19093	176	55	into	into	ADP
bracis-19093	176	56	85	85	NUM
bracis-19093	176	57	%	%	NOUN
bracis-19093	176	58	for	for	ADP
bracis-19093	176	59	training	training	NOUN
bracis-19093	176	60	and	and	CCONJ
bracis-19093	176	61	15	15	NUM
bracis-19093	176	62	%	%	NOUN
bracis-19093	176	63	for	for	ADP
bracis-19093	176	64	testing	testing	NOUN
bracis-19093	176	65	)	)	PUNCT
bracis-19093	176	66	.	.	PUNCT
bracis-19093	177	1	figure	figure	NOUN
bracis-19093	177	2	 	 	SPACE
bracis-19093	177	3	2	2	NUM
bracis-19093	177	4	shows	show	VERB
bracis-19093	177	5	the	the	DET
bracis-19093	177	6	confusion	confusion	NOUN
bracis-19093	177	7	matrix	matrix	NOUN
bracis-19093	177	8	for	for	ADP
bracis-19093	177	9	the	the	DET
bracis-19093	177	10	best	good	ADJ
bracis-19093	177	11	result	result	NOUN
bracis-19093	177	12	achieved	achieve	VERB
bracis-19093	177	13	in	in	ADP
bracis-19093	177	14	the	the	DET
bracis-19093	177	15	experiments	experiment	NOUN
bracis-19093	177	16	,	,	PUNCT
bracis-19093	177	17	a	a	DET
bracis-19093	177	18	scenario	scenario	NOUN
bracis-19093	177	19	with	with	ADP
bracis-19093	177	20	the	the	DET
bracis-19093	177	21	representation	representation	NOUN
bracis-19093	177	22	of	of	ADP
bracis-19093	177	23	text	text	NOUN
bracis-19093	177	24	embeddings	embedding	NOUN
bracis-19093	177	25	of	of	ADP
bracis-19093	177	26	the	the	DET
bracis-19093	177	27	petitions	petition	NOUN
bracis-19093	177	28	of	of	ADP
bracis-19093	177	29	the	the	DET
bracis-19093	177	30	lawsuits	lawsuit	NOUN
bracis-19093	177	31	that	that	PRON
bracis-19093	177	32	have	have	VERB
bracis-19093	177	33	citations	citation	NOUN
bracis-19093	177	34	with	with	ADP
bracis-19093	177	35	the	the	DET
bracis-19093	177	36	model	model	NOUN
bracis-19093	177	37	trained	train	VERB
bracis-19093	177	38	with	with	ADP
bracis-19093	177	39	bert	bert	PROPN
bracis-19093	177	40	.	.	PUNCT
bracis-19093	178	1	we	we	PRON
bracis-19093	178	2	observe	observe	VERB
bracis-19093	178	3	some	some	DET
bracis-19093	178	4	patterns	pattern	NOUN
bracis-19093	178	5	which	which	PRON
bracis-19093	178	6	may	may	AUX
bracis-19093	178	7	help	help	VERB
bracis-19093	178	8	us	we	PRON
bracis-19093	178	9	understand	understand	VERB
bracis-19093	178	10	these	these	DET
bracis-19093	178	11	results	result	NOUN
bracis-19093	178	12	.	.	PUNCT
bracis-19093	179	1	the	the	DET
bracis-19093	179	2	confusion	confusion	NOUN
bracis-19093	179	3	matrix	matrix	NOUN
bracis-19093	179	4	shows	show	VERB
bracis-19093	179	5	us	we	PRON
bracis-19093	179	6	that	that	SCONJ
bracis-19093	179	7	the	the	DET
bracis-19093	179	8	lawsuits	lawsuit	NOUN
bracis-19093	179	9	of	of	ADP
bracis-19093	179	10	the	the	DET
bracis-19093	179	11	“	"	PUNCT
bracis-19093	179	12	tax	tax	NOUN
bracis-19093	179	13	enforcement	enforcement	NOUN
bracis-19093	179	14	”	"	PUNCT
bracis-19093	179	15	class	class	NOUN
bracis-19093	179	16	have	have	VERB
bracis-19093	179	17	the	the	DET
bracis-19093	179	18	best	good	ADJ
bracis-19093	179	19	results	result	NOUN
bracis-19093	179	20	,	,	PUNCT
bracis-19093	179	21	with	with	ADP
bracis-19093	179	22	a	a	DET
bracis-19093	179	23	recall	recall	NOUN
bracis-19093	179	24	close	close	ADV
bracis-19093	179	25	to	to	ADP
bracis-19093	179	26	1.0	1.0	NUM
bracis-19093	179	27	,	,	PUNCT
bracis-19093	179	28	while	while	SCONJ
bracis-19093	179	29	the	the	DET
bracis-19093	179	30	lawsuits	lawsuit	NOUN
bracis-19093	179	31	of	of	ADP
bracis-19093	179	32	the	the	DET
bracis-19093	179	33	“	"	PUNCT
bracis-19093	179	34	others	other	NOUN
bracis-19093	179	35	”	"	PUNCT
bracis-19093	179	36	class	class	NOUN
bracis-19093	179	37	are	be	AUX
bracis-19093	179	38	the	the	DET
bracis-19093	179	39	most	most	ADV
bracis-19093	179	40	difficult	difficult	ADJ
bracis-19093	179	41	to	to	PART
bracis-19093	179	42	predict	predict	VERB
bracis-19093	179	43	,	,	PUNCT
bracis-19093	179	44	with	with	ADP
bracis-19093	179	45	a	a	DET
bracis-19093	179	46	recall	recall	NOUN
bracis-19093	179	47	close	close	ADV
bracis-19093	179	48	to	to	ADP
bracis-19093	179	49	0.71	0.71	NUM
bracis-19093	179	50	.	.	PUNCT
bracis-19093	180	1	lawsuits	lawsuit	NOUN
bracis-19093	180	2	of	of	ADP
bracis-19093	180	3	class	class	NOUN
bracis-19093	180	4	“	"	PUNCT
bracis-19093	180	5	others	other	NOUN
bracis-19093	180	6	”	"	PUNCT
bracis-19093	180	7	correspond	correspond	NOUN
bracis-19093	180	8	to	to	ADP
bracis-19093	180	9	lawsuits	lawsuit	NOUN
bracis-19093	180	10	of	of	ADP
bracis-19093	180	11	mixed	mixed	ADJ
bracis-19093	180	12	classes	class	NOUN
bracis-19093	180	13	grouped	group	VERB
bracis-19093	180	14	into	into	ADP
bracis-19093	180	15	a	a	DET
bracis-19093	180	16	single	single	ADJ
bracis-19093	180	17	class	class	NOUN
bracis-19093	180	18	,	,	PUNCT
bracis-19093	180	19	thus	thus	ADV
bracis-19093	180	20	making	make	VERB
bracis-19093	180	21	it	it	PRON
bracis-19093	180	22	difficult	difficult	ADJ
bracis-19093	180	23	to	to	PART
bracis-19093	180	24	classify	classify	VERB
bracis-19093	180	25	these	these	DET
bracis-19093	180	26	lawsuits	lawsuit	NOUN
bracis-19093	180	27	.	.	PUNCT
bracis-19093	181	1	the	the	DET
bracis-19093	181	2	second	second	ADJ
bracis-19093	181	3	most	most	ADV
bracis-19093	181	4	difficult	difficult	ADJ
bracis-19093	181	5	class	class	NOUN
bracis-19093	181	6	to	to	PART
bracis-19093	181	7	predict	predict	VERB
bracis-19093	181	8	is	be	AUX
bracis-19093	181	9	the	the	DET
bracis-19093	181	10	“	"	PUNCT
bracis-19093	181	11	execution	execution	NOUN
bracis-19093	181	12	of	of	ADP
bracis-19093	181	13	extrajudicial	extrajudicial	ADJ
bracis-19093	181	14	title	title	NOUN
bracis-19093	181	15	”	"	PUNCT
bracis-19093	181	16	class	class	NOUN
bracis-19093	181	17	.	.	PUNCT
bracis-19093	182	1	this	this	DET
bracis-19093	182	2	class	class	NOUN
bracis-19093	182	3	contains	contain	VERB
bracis-19093	182	4	the	the	DET
bracis-19093	182	5	smallest	small	ADJ
bracis-19093	182	6	number	number	NOUN
bracis-19093	182	7	of	of	ADP
bracis-19093	182	8	samples	sample	NOUN
bracis-19093	182	9	in	in	ADP
bracis-19093	182	10	the	the	DET
bracis-19093	182	11	dataset	dataset	NOUN
bracis-19093	182	12	.	.	PUNCT
bracis-19093	183	1	fig	fig	NOUN
bracis-19093	183	2	.	.	PUNCT
bracis-19093	184	1	2	2	X
bracis-19093	184	2	.	.	X
bracis-19093	184	3	confusion	confusion	NOUN
bracis-19093	184	4	matrix	matrix	NOUN
bracis-19093	184	5	for	for	ADP
bracis-19093	184	6	the	the	DET
bracis-19093	184	7	lawsuit	lawsuit	NOUN
bracis-19093	184	8	classification	classification	NOUN
bracis-19093	184	9	in	in	ADP
bracis-19093	184	10	the	the	DET
bracis-19093	184	11	best	good	ADJ
bracis-19093	184	12	-	-	PUNCT
bracis-19093	184	13	case	case	NOUN
bracis-19093	184	14	scenario	scenario	NOUN
bracis-19093	184	15	and	and	CCONJ
bracis-19093	184	16	model	model	NOUN
bracis-19093	184	17	(	(	PUNCT
bracis-19093	184	18	model	model	NOUN
bracis-19093	184	19	bert	bert	PROPN
bracis-19093	184	20	with	with	ADP
bracis-19093	184	21	scenario	scenario	NOUN
bracis-19093	184	22	s2	s2	PROPN
bracis-19093	184	23	)	)	PUNCT
bracis-19093	184	24	.	.	PUNCT
bracis-19093	185	1	full	full	ADJ
bracis-19093	185	2	size	size	NOUN
bracis-19093	185	3	image	image	NOUN
bracis-19093	185	4	table	table	NOUN
bracis-19093	185	5	6	6	NUM
bracis-19093	185	6	presents	present	VERB
bracis-19093	185	7	the	the	DET
bracis-19093	185	8	f1	f1	NOUN
bracis-19093	185	9	score	score	NOUN
bracis-19093	185	10	results	result	NOUN
bracis-19093	185	11	of	of	ADP
bracis-19093	185	12	the	the	DET
bracis-19093	185	13	bert	bert	PROPN
bracis-19093	185	14	model	model	NOUN
bracis-19093	185	15	trained	train	VERB
bracis-19093	185	16	with	with	ADP
bracis-19093	185	17	the	the	DET
bracis-19093	185	18	texts	text	NOUN
bracis-19093	185	19	of	of	ADP
bracis-19093	185	20	the	the	DET
bracis-19093	185	21	petitions	petition	NOUN
bracis-19093	185	22	of	of	ADP
bracis-19093	185	23	the	the	DET
bracis-19093	185	24	lawsuits	lawsuit	NOUN
bracis-19093	185	25	without	without	ADP
bracis-19093	185	26	(	(	PUNCT
bracis-19093	185	27	s1	s1	NOUN
bracis-19093	185	28	)	)	PUNCT
bracis-19093	185	29	and	and	CCONJ
bracis-19093	185	30	with	with	ADP
bracis-19093	185	31	(	(	PUNCT
bracis-19093	185	32	s2	s2	PROPN
bracis-19093	185	33	)	)	PUNCT
bracis-19093	185	34	citation	citation	NOUN
bracis-19093	185	35	to	to	ADP
bracis-19093	185	36	the	the	DET
bracis-19093	185	37	legislation	legislation	NOUN
bracis-19093	185	38	,	,	PUNCT
bracis-19093	185	39	for	for	ADP
bracis-19093	185	40	each	each	DET
bracis-19093	185	41	class	class	NOUN
bracis-19093	185	42	.	.	PUNCT
bracis-19093	186	1	table	table	NOUN
bracis-19093	186	2	6	6	NUM
bracis-19093	186	3	.	.	PUNCT
bracis-19093	187	1	results	result	NOUN
bracis-19093	187	2	in	in	ADP
bracis-19093	187	3	terms	term	NOUN
bracis-19093	187	4	of	of	ADP
bracis-19093	187	5	f1	f1	ADJ
bracis-19093	187	6	score	score	NOUN
bracis-19093	187	7	for	for	ADP
bracis-19093	187	8	bert	bert	PROPN
bracis-19093	187	9	model	model	NOUN
bracis-19093	187	10	in	in	ADP
bracis-19093	187	11	s1	s1	PROPN
bracis-19093	187	12	and	and	CCONJ
bracis-19093	187	13	s2	s2	PROPN
bracis-19093	187	14	experiments	experiment	NOUN
bracis-19093	187	15	scenario	scenario	NOUN
bracis-19093	187	16	,	,	PUNCT
bracis-19093	187	17	considering	consider	VERB
bracis-19093	187	18	the	the	DET
bracis-19093	187	19	text	text	NOUN
bracis-19093	187	20	of	of	ADP
bracis-19093	187	21	the	the	DET
bracis-19093	187	22	lawsuits	lawsuit	NOUN
bracis-19093	187	23	with	with	ADP
bracis-19093	187	24	and	and	CCONJ
bracis-19093	187	25	without	without	ADP
bracis-19093	187	26	citations	citation	NOUN
bracis-19093	187	27	to	to	ADP
bracis-19093	187	28	legislation	legislation	NOUN
bracis-19093	187	29	,	,	PUNCT
bracis-19093	187	30	respectively.full	respectively.full	NOUN
bracis-19093	187	31	size	size	NOUN
bracis-19093	187	32	table	table	NOUN
bracis-19093	187	33	the	the	DET
bracis-19093	187	34	classes	class	NOUN
bracis-19093	187	35	’	'	PUNCT
bracis-19093	187	36	f1	f1	PROPN
bracis-19093	187	37	scores	score	NOUN
bracis-19093	187	38	show	show	VERB
bracis-19093	187	39	variability	variability	NOUN
bracis-19093	187	40	from	from	ADP
bracis-19093	187	41	0.78	0.78	NUM
bracis-19093	187	42	to	to	ADP
bracis-19093	187	43	1.00	1.00	NUM
bracis-19093	187	44	in	in	ADP
bracis-19093	187	45	both	both	DET
bracis-19093	187	46	scenarios	scenario	NOUN
bracis-19093	187	47	.	.	PUNCT
bracis-19093	188	1	s2	s2	NOUN
bracis-19093	188	2	scenario	scenario	NOUN
bracis-19093	188	3	presents	present	VERB
bracis-19093	188	4	better	well	ADJ
bracis-19093	188	5	f1	f1	NOUN
bracis-19093	188	6	score	score	NOUN
bracis-19093	188	7	results	result	NOUN
bracis-19093	188	8	for	for	ADP
bracis-19093	188	9	the	the	DET
bracis-19093	188	10	“	"	PUNCT
bracis-19093	188	11	execution	execution	NOUN
bracis-19093	188	12	of	of	ADP
bracis-19093	188	13	extrajudicial	extrajudicial	ADJ
bracis-19093	188	14	title	title	NOUN
bracis-19093	188	15	”	"	PUNCT
bracis-19093	188	16	and	and	CCONJ
bracis-19093	188	17	“	"	PUNCT
bracis-19093	188	18	tax	tax	NOUN
bracis-19093	188	19	enforcement	enforcement	NOUN
bracis-19093	188	20	”	"	PUNCT
bracis-19093	188	21	classes	class	NOUN
bracis-19093	188	22	,	,	PUNCT
bracis-19093	188	23	with	with	ADP
bracis-19093	188	24	an	an	DET
bracis-19093	188	25	increase	increase	NOUN
bracis-19093	188	26	of	of	ADP
bracis-19093	188	27	3.6	3.6	NUM
bracis-19093	188	28	%	%	NOUN
bracis-19093	188	29	and	and	CCONJ
bracis-19093	188	30	2.0	2.0	NUM
bracis-19093	188	31	%	%	NOUN
bracis-19093	188	32	,	,	PUNCT
bracis-19093	188	33	respectively	respectively	ADV
bracis-19093	188	34	.	.	PUNCT
bracis-19093	189	1	whereas	whereas	SCONJ
bracis-19093	189	2	the	the	DET
bracis-19093	189	3	s1	s1	PROPN
bracis-19093	189	4	scenario	scenario	NOUN
bracis-19093	189	5	has	have	VERB
bracis-19093	189	6	better	well	ADJ
bracis-19093	189	7	results	result	NOUN
bracis-19093	189	8	for	for	ADP
bracis-19093	189	9	the	the	DET
bracis-19093	189	10	“	"	PUNCT
bracis-19093	189	11	special	special	ADJ
bracis-19093	189	12	civil	civil	ADJ
bracis-19093	189	13	court	court	NOUN
bracis-19093	189	14	procedure	procedure	NOUN
bracis-19093	189	15	”	"	PUNCT
bracis-19093	189	16	and	and	CCONJ
bracis-19093	189	17	“	"	PUNCT
bracis-19093	189	18	criminal	criminal	ADJ
bracis-19093	189	19	action	action	NOUN
bracis-19093	189	20	ordinary	ordinary	ADJ
bracis-19093	189	21	procedure	procedure	NOUN
bracis-19093	189	22	”	"	PUNCT
bracis-19093	189	23	classes	class	NOUN
bracis-19093	189	24	,	,	PUNCT
bracis-19093	189	25	with	with	ADP
bracis-19093	189	26	an	an	DET
bracis-19093	189	27	increase	increase	NOUN
bracis-19093	189	28	of	of	ADP
bracis-19093	189	29	2.4	2.4	NUM
bracis-19093	189	30	%	%	NOUN
bracis-19093	189	31	and	and	CCONJ
bracis-19093	189	32	1.5	1.5	NUM
bracis-19093	189	33	%	%	NOUN
bracis-19093	189	34	,	,	PUNCT
bracis-19093	189	35	respectively	respectively	ADV
bracis-19093	189	36	.	.	PUNCT
bracis-19093	190	1	in	in	ADP
bracis-19093	190	2	the	the	DET
bracis-19093	190	3	other	other	ADJ
bracis-19093	190	4	classes	class	NOUN
bracis-19093	190	5	,	,	PUNCT
bracis-19093	190	6	“	"	PUNCT
bracis-19093	190	7	common	common	ADJ
bracis-19093	190	8	civil	civil	ADJ
bracis-19093	190	9	procedure	procedure	NOUN
bracis-19093	190	10	”	"	PUNCT
bracis-19093	190	11	and	and	CCONJ
bracis-19093	190	12	“	"	PUNCT
bracis-19093	190	13	others	other	NOUN
bracis-19093	190	14	”	"	PUNCT
bracis-19093	190	15	,	,	PUNCT
bracis-19093	190	16	the	the	DET
bracis-19093	190	17	f1	f1	ADJ
bracis-19093	190	18	score	score	NOUN
bracis-19093	190	19	values	value	NOUN
bracis-19093	190	20	are	be	AUX
bracis-19093	190	21	the	the	DET
bracis-19093	190	22	same	same	ADJ
bracis-19093	190	23	for	for	ADP
bracis-19093	190	24	both	both	DET
bracis-19093	190	25	scenarios	scenario	NOUN
bracis-19093	190	26	.	.	PUNCT
bracis-19093	191	1	5	5	NUM
bracis-19093	191	2	conclusions	conclusion	NOUN
bracis-19093	191	3	in	in	ADP
bracis-19093	191	4	this	this	DET
bracis-19093	191	5	paper	paper	NOUN
bracis-19093	191	6	we	we	PRON
bracis-19093	191	7	investigate	investigate	VERB
bracis-19093	191	8	the	the	DET
bracis-19093	191	9	application	application	NOUN
bracis-19093	191	10	of	of	ADP
bracis-19093	191	11	different	different	ADJ
bracis-19093	191	12	models	model	NOUN
bracis-19093	191	13	and	and	CCONJ
bracis-19093	191	14	scenarios	scenario	NOUN
bracis-19093	191	15	for	for	ADP
bracis-19093	191	16	classifying	classify	VERB
bracis-19093	191	17	legal	legal	ADJ
bracis-19093	191	18	texts	text	NOUN
bracis-19093	191	19	using	use	VERB
bracis-19093	191	20	a	a	DET
bracis-19093	191	21	dataset	dataset	NOUN
bracis-19093	191	22	of	of	ADP
bracis-19093	191	23	lawsuits	lawsuit	NOUN
bracis-19093	191	24	from	from	ADP
bracis-19093	191	25	the	the	DET
bracis-19093	191	26	court	court	NOUN
bracis-19093	191	27	of	of	ADP
bracis-19093	191	28	justice	justice	NOUN
bracis-19093	191	29	of	of	ADP
bracis-19093	191	30	the	the	DET
bracis-19093	191	31	state	state	NOUN
bracis-19093	191	32	of	of	ADP
bracis-19093	191	33	ceará	ceará	NOUN
bracis-19093	191	34	,	,	PUNCT
bracis-19093	191	35	in	in	ADP
bracis-19093	191	36	brazil	brazil	PROPN
bracis-19093	191	37	.	.	PUNCT
bracis-19093	192	1	the	the	DET
bracis-19093	192	2	best	good	ADJ
bracis-19093	192	3	results	result	NOUN
bracis-19093	192	4	are	be	AUX
bracis-19093	192	5	achieved	achieve	VERB
bracis-19093	192	6	by	by	ADP
bracis-19093	192	7	the	the	DET
bracis-19093	192	8	bert	bert	PROPN
bracis-19093	192	9	model	model	NOUN
bracis-19093	192	10	(	(	PUNCT
bracis-19093	192	11	using	use	VERB
bracis-19093	192	12	the	the	DET
bracis-19093	192	13	pre	pre	ADJ
bracis-19093	192	14	-	-	ADJ
bracis-19093	192	15	trained	train	VERB
bracis-19093	192	16	bertimbau	bertimbau	NOUN
bracis-19093	192	17	model	model	NOUN
bracis-19093	192	18	[	[	X
bracis-19093	192	19	19	19	NUM
bracis-19093	192	20	]	]	PUNCT
bracis-19093	192	21	)	)	PUNCT
bracis-19093	192	22	in	in	ADP
bracis-19093	192	23	the	the	DET
bracis-19093	192	24	scenario	scenario	NOUN
bracis-19093	192	25	in	in	ADP
bracis-19093	192	26	which	which	PRON
bracis-19093	192	27	the	the	DET
bracis-19093	192	28	lawsuit	lawsuit	NOUN
bracis-19093	192	29	is	be	AUX
bracis-19093	192	30	represented	represent	VERB
bracis-19093	192	31	by	by	ADP
bracis-19093	192	32	the	the	DET
bracis-19093	192	33	text	text	NOUN
bracis-19093	192	34	of	of	ADP
bracis-19093	192	35	the	the	DET
bracis-19093	192	36	petitions	petition	NOUN
bracis-19093	192	37	that	that	PRON
bracis-19093	192	38	have	have	VERB
bracis-19093	192	39	citations	citation	NOUN
bracis-19093	192	40	to	to	ADP
bracis-19093	192	41	brazilian	brazilian	ADJ
bracis-19093	192	42	legislation	legislation	NOUN
bracis-19093	192	43	.	.	PUNCT
bracis-19093	193	1	the	the	DET
bracis-19093	193	2	legal	legal	ADJ
bracis-19093	193	3	text	text	NOUN
bracis-19093	193	4	has	have	VERB
bracis-19093	193	5	specific	specific	ADJ
bracis-19093	193	6	characteristics	characteristic	NOUN
bracis-19093	193	7	,	,	PUNCT
bracis-19093	193	8	in	in	ADP
bracis-19093	193	9	this	this	DET
bracis-19093	193	10	way	way	NOUN
bracis-19093	193	11	,	,	PUNCT
bracis-19093	193	12	we	we	PRON
bracis-19093	193	13	represent	represent	VERB
bracis-19093	193	14	the	the	DET
bracis-19093	193	15	text	text	NOUN
bracis-19093	193	16	contextually	contextually	ADV
bracis-19093	193	17	from	from	ADP
bracis-19093	193	18	the	the	DET
bracis-19093	193	19	bertimbau	bertimbau	NOUN
bracis-19093	193	20	(	(	PUNCT
bracis-19093	193	21	pre	pre	ADJ
bracis-19093	193	22	-	-	ADJ
bracis-19093	193	23	trained	train	VERB
bracis-19093	193	24	model	model	NOUN
bracis-19093	193	25	for	for	ADP
bracis-19093	193	26	brazilian	brazilian	ADJ
bracis-19093	193	27	portuguese	portuguese	PROPN
bracis-19093	193	28	)	)	PUNCT
bracis-19093	193	29	and	and	CCONJ
bracis-19093	193	30	provide	provide	VERB
bracis-19093	193	31	only	only	ADV
bracis-19093	193	32	the	the	DET
bracis-19093	193	33	petitions	petition	NOUN
bracis-19093	193	34	of	of	ADP
bracis-19093	193	35	the	the	DET
bracis-19093	193	36	lawsuit	lawsuit	NOUN
bracis-19093	193	37	that	that	PRON
bracis-19093	193	38	mention	mention	VERB
bracis-19093	193	39	a	a	DET
bracis-19093	193	40	brazilian	brazilian	ADJ
bracis-19093	193	41	law	law	NOUN
bracis-19093	193	42	.	.	PUNCT
bracis-19093	194	1	we	we	PRON
bracis-19093	194	2	argue	argue	VERB
bracis-19093	194	3	that	that	SCONJ
bracis-19093	194	4	the	the	DET
bracis-19093	194	5	contextual	contextual	ADJ
bracis-19093	194	6	representation	representation	NOUN
bracis-19093	194	7	of	of	ADP
bracis-19093	194	8	the	the	DET
bracis-19093	194	9	text	text	NOUN
bracis-19093	194	10	and	and	CCONJ
bracis-19093	194	11	the	the	DET
bracis-19093	194	12	citation	citation	NOUN
bracis-19093	194	13	to	to	ADP
bracis-19093	194	14	legislation	legislation	NOUN
bracis-19093	194	15	help	help	NOUN
bracis-19093	194	16	to	to	PART
bracis-19093	194	17	identify	identify	VERB
bracis-19093	194	18	the	the	DET
bracis-19093	194	19	classes	class	NOUN
bracis-19093	194	20	of	of	ADP
bracis-19093	194	21	a	a	DET
bracis-19093	194	22	lawsuit	lawsuit	NOUN
bracis-19093	194	23	.	.	PUNCT
bracis-19093	195	1	as	as	ADP
bracis-19093	195	2	future	future	ADJ
bracis-19093	195	3	work	work	NOUN
bracis-19093	195	4	,	,	PUNCT
bracis-19093	195	5	we	we	PRON
bracis-19093	195	6	intend	intend	VERB
bracis-19093	195	7	to	to	PART
bracis-19093	195	8	investigate	investigate	VERB
bracis-19093	195	9	other	other	ADJ
bracis-19093	195	10	features	feature	NOUN
bracis-19093	195	11	to	to	PART
bracis-19093	195	12	characterize	characterize	VERB
bracis-19093	195	13	the	the	DET
bracis-19093	195	14	lawsuits	lawsuit	NOUN
bracis-19093	195	15	and	and	CCONJ
bracis-19093	195	16	to	to	PART
bracis-19093	195	17	use	use	VERB
bracis-19093	195	18	other	other	ADJ
bracis-19093	195	19	models	model	NOUN
bracis-19093	195	20	,	,	PUNCT
bracis-19093	195	21	such	such	ADJ
bracis-19093	195	22	as	as	ADP
bracis-19093	195	23	recurrent	recurrent	ADJ
bracis-19093	195	24	neural	neural	ADJ
bracis-19093	195	25	network	network	NOUN
bracis-19093	195	26	(	(	PUNCT
bracis-19093	195	27	rnn	rnn	PROPN
bracis-19093	195	28	)	)	PUNCT
bracis-19093	195	29	and	and	CCONJ
bracis-19093	195	30	convolutional	convolutional	ADJ
bracis-19093	195	31	neural	neural	ADJ
bracis-19093	195	32	network	network	NOUN
bracis-19093	195	33	(	(	PUNCT
bracis-19093	195	34	cnn	cnn	PROPN
bracis-19093	195	35	)	)	PUNCT
bracis-19093	195	36	for	for	ADP
bracis-19093	195	37	lawsuit	lawsuit	NOUN
bracis-19093	195	38	classification	classification	NOUN
bracis-19093	195	39	.	.	PUNCT
bracis-19093	196	1	we	we	PRON
bracis-19093	196	2	also	also	ADV
bracis-19093	196	3	intend	intend	VERB
bracis-19093	196	4	to	to	PART
bracis-19093	196	5	develop	develop	VERB
bracis-19093	196	6	a	a	DET
bracis-19093	196	7	specific	specific	ADJ
bracis-19093	196	8	language	language	NOUN
bracis-19093	196	9	model	model	NOUN
bracis-19093	196	10	for	for	ADP
bracis-19093	196	11	the	the	DET
bracis-19093	196	12	brazilian	brazilian	ADJ
bracis-19093	196	13	legal	legal	ADJ
bracis-19093	196	14	domain	domain	NOUN
bracis-19093	196	15	,	,	PUNCT
bracis-19093	196	16	which	which	PRON
bracis-19093	196	17	can	can	AUX
bracis-19093	196	18	be	be	AUX
bracis-19093	196	19	used	use	VERB
bracis-19093	196	20	to	to	PART
bracis-19093	196	21	improve	improve	VERB
bracis-19093	196	22	the	the	DET
bracis-19093	196	23	contextual	contextual	ADJ
bracis-19093	196	24	representation	representation	NOUN
bracis-19093	196	25	of	of	ADP
bracis-19093	196	26	the	the	DET
bracis-19093	196	27	texts	text	NOUN
bracis-19093	196	28	of	of	ADP
bracis-19093	196	29	proceedings	proceeding	NOUN
bracis-19093	196	30	in	in	ADP
bracis-19093	196	31	the	the	DET
bracis-19093	196	32	specific	specific	ADJ
bracis-19093	196	33	domain	domain	NOUN
bracis-19093	196	34	of	of	ADP
bracis-19093	196	35	the	the	DET
bracis-19093	196	36	legal	legal	ADJ
bracis-19093	196	37	area	area	NOUN
bracis-19093	196	38	.	.	PUNCT
bracis-19093	197	1	we	we	PRON
bracis-19093	197	2	also	also	ADV
bracis-19093	197	3	intend	intend	VERB
bracis-19093	197	4	to	to	PART
bracis-19093	197	5	investigate	investigate	VERB
bracis-19093	197	6	the	the	DET
bracis-19093	197	7	accuracy	accuracy	NOUN
bracis-19093	197	8	of	of	ADP
bracis-19093	197	9	the	the	DET
bracis-19093	197	10	model	model	NOUN
bracis-19093	197	11	in	in	ADP
bracis-19093	197	12	lawsuits	lawsuit	NOUN
bracis-19093	197	13	from	from	ADP
bracis-19093	197	14	other	other	ADJ
bracis-19093	197	15	courts	court	NOUN
bracis-19093	197	16	of	of	ADP
bracis-19093	197	17	justice	justice	NOUN
bracis-19093	197	18	in	in	ADP
bracis-19093	197	19	different	different	ADJ
bracis-19093	197	20	brazilian	brazilian	ADJ
bracis-19093	197	21	states	state	NOUN
bracis-19093	197	22	.	.	PUNCT
bracis-19093	198	1	notes	note	VERB
bracis-19093	198	2	1.https://www.cnj.jus.br/sgt/consulta_publica_classes.php	1.https://www.cnj.jus.br/sgt/consulta_publica_classes.php	NUM
bracis-19093	198	3	2.https://github.com/mpmg-dcc-ufmg/m02	2.https://github.com/mpmg-dcc-ufmg/m02	NUM
bracis-19093	198	4	3.https://nlp.stanford.edu/nlp/javadoc/javanlp/edu/stanford/nlp/ie/crf/crfclassifier.html	3.https://nlp.stanford.edu/nlp/javadoc/javanlp/edu/stanford/nlp/ie/crf/crfclassifier.html	NUM
bracis-19093	198	5	4.http://www4.planalto.gov.br/legislacao/	4.http://www4.planalto.gov.br/legislacao/	NUM
bracis-19093	198	6	5.https://www.lexml.gov.br/	5.https://www.lexml.gov.br/	PROPN
bracis-19093	198	7	6.https://www.al.ce.gov.br/index.php/tividades-legislativas/leis	6.https://www.al.ce.gov.br/index.php/tividades-legislativas/leis	PROPN
bracis-19093	198	8	7.given	7.given	NUM
bracis-19093	198	9	the	the	DET
bracis-19093	198	10	specifics	specific	NOUN
bracis-19093	198	11	of	of	ADP
bracis-19093	198	12	the	the	DET
bracis-19093	198	13	bert	bert	PROPN
bracis-19093	198	14	’s	’s	PART
bracis-19093	198	15	original	original	ADJ
bracis-19093	198	16	architecture	architecture	NOUN
bracis-19093	198	17	,	,	PUNCT
bracis-19093	198	18	this	this	DET
bracis-19093	198	19	model	model	NOUN
bracis-19093	198	20	was	be	AUX
bracis-19093	198	21	trained	train	VERB
bracis-19093	198	22	only	only	ADV
bracis-19093	198	23	in	in	ADP
bracis-19093	198	24	scenarios	scenario	NOUN
bracis-19093	198	25	:	:	PUNCT
bracis-19093	198	26	(	(	PUNCT
bracis-19093	198	27	s1	s1	NOUN
bracis-19093	198	28	)	)	PUNCT
bracis-19093	198	29	,	,	PUNCT
bracis-19093	198	30	(	(	PUNCT
bracis-19093	198	31	s2	s2	PROPN
bracis-19093	198	32	)	)	PUNCT
bracis-19093	198	33	,	,	PUNCT
bracis-19093	198	34	(	(	PUNCT
bracis-19093	198	35	s3	s3	PROPN
bracis-19093	198	36	)	)	PUNCT
bracis-19093	198	37	and	and	CCONJ
bracis-19093	198	38	(	(	PUNCT
bracis-19093	198	39	s4	s4	PROPN
bracis-19093	198	40	)	)	PUNCT
bracis-19093	198	41	.	.	PUNCT
bracis-19093	199	1	8.https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.randomforestclassifier.html	8.https://scikit-learn.org/stable/modules/generated/sklearn.ensemble.randomforestclassifier.html	NUM
bracis-19093	199	2	9.https://scikit-learn.org/stable/modules/generated/sklearn.svm.svc.html	9.https://scikit-learn.org/stable/modules/generated/sklearn.svm.svc.html	NUM
bracis-19093	199	3	10.https://xgboost.readthedocs.io/en/latest/python/python_api.html	10.https://xgboost.readthedocs.io/en/latest/python/python_api.html	NUM
bracis-19093	199	4	references	reference	NOUN
bracis-19093	199	5	conselho	conselho	VERB
bracis-19093	199	6	nacional	nacional	PROPN
bracis-19093	199	7	de	de	PROPN
bracis-19093	199	8	justiça	justiça	PROPN
bracis-19093	199	9	:	:	PUNCT
bracis-19093	199	10	convocação	convocação	PROPN
bracis-19093	199	11	nº	nº	PROPN
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bracis-19093	199	14	desenvolvimentopiloto	desenvolvimentopiloto	NOUN
bracis-19093	199	15	de	de	X
bracis-19093	199	16	soluções	soluções	ADJ
bracis-19093	199	17	para	para	NOUN
bracis-19093	199	18	a	a	DET
bracis-19093	199	19	automação	automação	NOUN
bracis-19093	199	20	processual	processual	ADJ
bracis-19093	199	21	e	e	X
bracis-19093	199	22	uso	uso	NOUN
bracis-19093	199	23	de	de	X
bracis-19093	199	24	técnicas	técnicas	X
bracis-19093	199	25	de	de	X
bracis-19093	199	26	inteligência	inteligência	PROPN
bracis-19093	199	27	artificial	artificial	ADJ
bracis-19093	199	28	no	no	DET
bracis-19093	199	29	poder	poder	NOUN
bracis-19093	199	30	judiciário	judiciário	PROPN
bracis-19093	199	31	.	.	PUNCT
bracis-19093	200	1	https://acessoexterno.undp.org.br/public/jobs/18062021164751_resultado%20para%20publica%c3%a7%c3%a3o_sinapses.pdf	https://acessoexterno.undp.org.br/public/jobs/18062021164751_resultado%20para%20publica%c3%a7%c3%a3o_sinapses.pdf	PROPN
bracis-19093	200	2	.	.	PROPN
bracis-19093	201	1	accessed	access	VERB
bracis-19093	201	2	20	20	NUM
bracis-19093	201	3	june	june	PROPN
bracis-19093	201	4	2021	2021	NUM
bracis-19093	201	5	devlin	devlin	PROPN
bracis-19093	201	6	,	,	PUNCT
bracis-19093	201	7	j.	j.	PROPN
bracis-19093	201	8	,	,	PUNCT
bracis-19093	201	9	chang	chang	PROPN
bracis-19093	201	10	,	,	PUNCT
bracis-19093	201	11	m.-w	m.-w	PROPN
bracis-19093	201	12	.	.	PROPN
bracis-19093	201	13	,	,	PUNCT
bracis-19093	201	14	lee	lee	PROPN
bracis-19093	201	15	,	,	PUNCT
bracis-19093	201	16	k.	k.	PROPN
bracis-19093	201	17	,	,	PUNCT
bracis-19093	201	18	toutanova	toutanova	PROPN
bracis-19093	201	19	,	,	PUNCT
bracis-19093	201	20	k.	k.	PROPN
bracis-19093	201	21	:	:	PUNCT
bracis-19093	202	1	bert	bert	PROPN
bracis-19093	202	2	:	:	PUNCT
bracis-19093	202	3	pre	pre	ADJ
bracis-19093	202	4	-	-	NOUN
bracis-19093	202	5	training	training	NOUN
bracis-19093	202	6	of	of	ADP
bracis-19093	202	7	deep	deep	ADJ
bracis-19093	202	8	bidirectional	bidirectional	ADJ
bracis-19093	202	9	transformers	transformer	NOUN
bracis-19093	202	10	for	for	ADP
bracis-19093	202	11	language	language	NOUN
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bracis-19093	202	13	.	.	PUNCT
bracis-19093	203	1	in	in	ADP
bracis-19093	203	2	:	:	PUNCT
bracis-19093	203	3	proceedings	proceeding	NOUN
bracis-19093	203	4	of	of	ADP
bracis-19093	203	5	the	the	DET
bracis-19093	203	6	2019	2019	NUM
bracis-19093	203	7	conference	conference	NOUN
bracis-19093	203	8	of	of	ADP
bracis-19093	203	9	the	the	DET
bracis-19093	203	10	north	north	ADJ
bracis-19093	203	11	american	american	ADJ
bracis-19093	203	12	chapter	chapter	NOUN
bracis-19093	203	13	of	of	ADP
bracis-19093	203	14	the	the	DET
bracis-19093	203	15	association	association	NOUN
bracis-19093	203	16	for	for	ADP
bracis-19093	203	17	computational	computational	ADJ
bracis-19093	203	18	linguistics	linguistic	NOUN
bracis-19093	203	19	:	:	PUNCT
bracis-19093	203	20	human	human	ADJ
bracis-19093	203	21	language	language	NOUN
bracis-19093	203	22	technologies	technology	NOUN
bracis-19093	203	23	,	,	PUNCT
bracis-19093	203	24	vol	vol	NOUN
bracis-19093	203	25	.	.	PROPN
bracis-19093	203	26	1	1	NUM
bracis-19093	203	27	(	(	PUNCT
bracis-19093	203	28	long	long	ADJ
bracis-19093	203	29	and	and	CCONJ
bracis-19093	203	30	short	short	ADJ
bracis-19093	203	31	papers	paper	NOUN
bracis-19093	203	32	)	)	PUNCT
bracis-19093	203	33	,	,	PUNCT
bracis-19093	203	34	pp	pp	ADV
bracis-19093	203	35	.	.	PUNCT
bracis-19093	204	1	4171–4186	4171–4186	NUM
bracis-19093	204	2	.	.	PUNCT
bracis-19093	205	1	association	association	NOUN
bracis-19093	205	2	for	for	ADP
bracis-19093	205	3	computational	computational	ADJ
bracis-19093	205	4	linguistics	linguistic	NOUN
bracis-19093	205	5	,	,	PUNCT
bracis-19093	205	6	minneapolis	minneapolis	PROPN
bracis-19093	205	7	(	(	PUNCT
bracis-19093	205	8	2019	2019	NUM
bracis-19093	205	9	)	)	PUNCT
bracis-19093	205	10	google	google	PROPN
bracis-19093	205	11	scholar	scholar	NOUN
bracis-19093	205	12	  	  	SPACE
bracis-19093	205	13	mikolov	mikolov	NOUN
bracis-19093	205	14	,	,	PUNCT
bracis-19093	205	15	t.	t.	PROPN
bracis-19093	205	16	,	,	PUNCT
bracis-19093	205	17	chen	chen	PROPN
bracis-19093	205	18	,	,	PUNCT
bracis-19093	205	19	k.	k.	PROPN
bracis-19093	205	20	,	,	PUNCT
bracis-19093	205	21	carrado	carrado	PROPN
bracis-19093	205	22	,	,	PUNCT
bracis-19093	205	23	g.	g.	PROPN
bracis-19093	205	24	,	,	PUNCT
bracis-19093	205	25	dean	dean	PROPN
bracis-19093	205	26	,	,	PUNCT
bracis-19093	205	27	j.	j.	PROPN
bracis-19093	205	28	:	:	PUNCT
bracis-19093	205	29	efficient	efficient	ADJ
bracis-19093	205	30	estimation	estimation	NOUN
bracis-19093	205	31	of	of	ADP
bracis-19093	205	32	word	word	NOUN
bracis-19093	205	33	representations	representation	NOUN
bracis-19093	205	34	in	in	ADP
bracis-19093	205	35	vector	vector	NOUN
bracis-19093	205	36	space	space	NOUN
bracis-19093	205	37	.	.	PUNCT
bracis-19093	206	1	http://arxiv.org/pdf/1301.3781.pdf	http://arxiv.org/pdf/1301.3781.pdf	PROPN
bracis-19093	206	2	.	.	PROPN
bracis-19093	206	3	accessed	access	VERB
bracis-19093	206	4	20	20	NUM
bracis-19093	206	5	nov	nov	PROPN
bracis-19093	206	6	2015	2015	NUM
bracis-19093	206	7	hochreiter	hochreiter	PROPN
bracis-19093	206	8	,	,	PUNCT
bracis-19093	206	9	s.	s.	PROPN
bracis-19093	206	10	,	,	PUNCT
bracis-19093	206	11	schmidhuber	schmidhuber	PROPN
bracis-19093	206	12	,	,	PUNCT
bracis-19093	206	13	j.	j.	PROPN
bracis-19093	206	14	:	:	PUNCT
bracis-19093	206	15	long	long	ADJ
bracis-19093	206	16	short	short	ADJ
bracis-19093	206	17	-	-	PUNCT
bracis-19093	206	18	term	term	NOUN
bracis-19093	206	19	memory	memory	NOUN
bracis-19093	206	20	.	.	PUNCT
bracis-19093	207	1	neural	neural	ADJ
bracis-19093	207	2	comput	comput	NOUN
bracis-19093	207	3	.	.	PUNCT
bracis-19093	208	1	9(12	9(12	NUM
bracis-19093	208	2	)	)	PUNCT
bracis-19093	208	3	,	,	PUNCT
bracis-19093	208	4	1735–1780	1735–1780	NUM
bracis-19093	208	5	(	(	PUNCT
bracis-19093	208	6	1997	1997	NUM
bracis-19093	208	7	)	)	PUNCT
bracis-19093	208	8	article	article	NOUN
bracis-19093	208	9	  	  	SPACE
bracis-19093	208	10	google	google	PROPN
bracis-19093	208	11	scholar	scholar	NOUN
bracis-19093	208	12	  	  	SPACE
bracis-19093	208	13	conneau	conneau	NOUN
bracis-19093	208	14	,	,	PUNCT
bracis-19093	208	15	a.	a.	NOUN
bracis-19093	208	16	,	,	PUNCT
bracis-19093	208	17	schwenk	schwenk	ADV
bracis-19093	208	18	,	,	PUNCT
bracis-19093	208	19	h.	h.	PROPN
bracis-19093	208	20	,	,	PUNCT
bracis-19093	208	21	barrault	barrault	PROPN
bracis-19093	208	22	,	,	PUNCT
bracis-19093	208	23	l.	l.	PROPN
bracis-19093	208	24	,	,	PUNCT
bracis-19093	208	25	lecun	lecun	ADJ
bracis-19093	208	26	,	,	PUNCT
bracis-19093	208	27	y.	y.	NOUN
bracis-19093	208	28	:	:	PUNCT
bracis-19093	208	29	very	very	ADV
bracis-19093	208	30	deep	deep	ADJ
bracis-19093	208	31	convolutional	convolutional	ADJ
bracis-19093	208	32	networks	network	NOUN
bracis-19093	208	33	for	for	ADP
bracis-19093	208	34	text	text	NOUN
bracis-19093	208	35	classification	classification	NOUN
bracis-19093	208	36	.	.	PUNCT
bracis-19093	209	1	in	in	ADP
bracis-19093	209	2	:	:	PUNCT
bracis-19093	209	3	proceedings	proceeding	NOUN
bracis-19093	209	4	of	of	ADP
bracis-19093	209	5	the	the	DET
bracis-19093	209	6	15th	15th	ADJ
bracis-19093	209	7	conference	conference	NOUN
bracis-19093	209	8	of	of	ADP
bracis-19093	209	9	the	the	DET
bracis-19093	209	10	european	european	ADJ
bracis-19093	209	11	chapter	chapter	NOUN
bracis-19093	209	12	of	of	ADP
bracis-19093	209	13	the	the	DET
bracis-19093	209	14	association	association	NOUN
bracis-19093	209	15	for	for	ADP
bracis-19093	209	16	computational	computational	ADJ
bracis-19093	209	17	linguistics	linguistic	NOUN
bracis-19093	209	18	,	,	PUNCT
bracis-19093	209	19	vol	vol	NOUN
bracis-19093	209	20	.	.	PROPN
bracis-19093	209	21	1	1	NUM
bracis-19093	209	22	,	,	PUNCT
bracis-19093	209	23	long	long	ADJ
bracis-19093	209	24	papers	paper	NOUN
bracis-19093	209	25	,	,	PUNCT
bracis-19093	209	26	pp	pp	ADP
bracis-19093	209	27	.	.	PUNCT
bracis-19093	209	28	1107–1116	1107–1116	NUM
bracis-19093	209	29	.	.	PUNCT
bracis-19093	210	1	association	association	NOUN
bracis-19093	210	2	for	for	ADP
bracis-19093	210	3	computational	computational	ADJ
bracis-19093	210	4	linguistics	linguistic	NOUN
bracis-19093	210	5	,	,	PUNCT
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bracis-19093	210	7	,	,	PUNCT
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bracis-19093	210	9	(	(	PUNCT
bracis-19093	210	10	2017	2017	NUM
bracis-19093	210	11	)	)	PUNCT
bracis-19093	210	12	google	google	PROPN
bracis-19093	210	13	scholar	scholar	NOUN
bracis-19093	210	14	  	  	SPACE
bracis-19093	210	15	shaheen	shaheen	PROPN
bracis-19093	210	16	,	,	PUNCT
bracis-19093	210	17	z.	z.	PROPN
bracis-19093	210	18	,	,	PUNCT
bracis-19093	210	19	wohlgenannt	wohlgenannt	PROPN
bracis-19093	210	20	,	,	PUNCT
bracis-19093	210	21	g.	g.	PROPN
bracis-19093	210	22	,	,	PUNCT
bracis-19093	210	23	filtz	filtz	PROPN
bracis-19093	210	24	,	,	PUNCT
bracis-19093	210	25	e.	e.	PROPN
bracis-19093	210	26	:	:	PUNCT
bracis-19093	210	27	large	large	ADJ
bracis-19093	210	28	scale	scale	NOUN
bracis-19093	210	29	legal	legal	ADJ
bracis-19093	210	30	text	text	NOUN
bracis-19093	210	31	classification	classification	NOUN
bracis-19093	210	32	using	use	VERB
bracis-19093	210	33	transformer	transformer	NOUN
bracis-19093	210	34	models	model	NOUN
bracis-19093	210	35	.	.	PUNCT
bracis-19093	211	1	arxiv	arxiv	PROPN
bracis-19093	211	2	preprint	preprint	VERB
bracis-19093	211	3	arxiv:2010.12871	arxiv:2010.12871	PROPN
bracis-19093	211	4	(	(	PUNCT
bracis-19093	211	5	2020	2020	NUM
bracis-19093	211	6	)	)	PUNCT
bracis-19093	211	7	barrón	barrón	NOUN
bracis-19093	211	8	-	-	PUNCT
bracis-19093	211	9	cedeño	cedeño	PROPN
bracis-19093	211	10	,	,	PUNCT
bracis-19093	211	11	a.	a.	NOUN
bracis-19093	211	12	,	,	PUNCT
bracis-19093	211	13	vila	vila	PROPN
bracis-19093	211	14	,	,	PUNCT
bracis-19093	211	15	m.	m.	NOUN
bracis-19093	211	16	,	,	PUNCT
bracis-19093	211	17	martí	martí	NOUN
bracis-19093	211	18	,	,	PUNCT
bracis-19093	211	19	m.a	m.a	PROPN
bracis-19093	211	20	.	.	PROPN
bracis-19093	211	21	,	,	PUNCT
bracis-19093	211	22	rosso	rosso	PROPN
bracis-19093	211	23	,	,	PUNCT
bracis-19093	211	24	p.	p.	NOUN
bracis-19093	211	25	:	:	PUNCT
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bracis-19093	212	2	meets	meet	VERB
bracis-19093	212	3	paraphrasing	paraphrase	VERB
bracis-19093	212	4	:	:	PUNCT
bracis-19093	212	5	insights	insight	NOUN
bracis-19093	212	6	for	for	ADP
bracis-19093	212	7	the	the	DET
bracis-19093	212	8	next	next	ADJ
bracis-19093	212	9	generation	generation	NOUN
bracis-19093	212	10	in	in	ADP
bracis-19093	212	11	automatic	automatic	ADJ
bracis-19093	212	12	plagiarism	plagiarism	NOUN
bracis-19093	212	13	detection	detection	NOUN
bracis-19093	212	14	.	.	PUNCT
bracis-19093	213	1	comput	comput	NOUN
bracis-19093	213	2	.	.	PUNCT
bracis-19093	214	1	linguist	linguist	NOUN
bracis-19093	214	2	.	.	PUNCT
bracis-19093	215	1	39(4	39(4	NUM
bracis-19093	215	2	)	)	PUNCT
bracis-19093	215	3	,	,	PUNCT
bracis-19093	215	4	917–947	917–947	NUM
bracis-19093	215	5	(	(	PUNCT
bracis-19093	215	6	2013	2013	NUM
bracis-19093	215	7	)	)	PUNCT
bracis-19093	215	8	article	article	NOUN
bracis-19093	215	9	  	  	SPACE
bracis-19093	215	10	google	google	PROPN
bracis-19093	215	11	scholar	scholar	NOUN
bracis-19093	215	12	  	  	SPACE
bracis-19093	215	13	dinu	dinu	NOUN
bracis-19093	215	14	,	,	PUNCT
bracis-19093	215	15	l.p	l.p	PROPN
bracis-19093	215	16	.	.	PROPN
bracis-19093	215	17	,	,	PUNCT
bracis-19093	215	18	niculae	niculae	ADJ
bracis-19093	215	19	,	,	PUNCT
bracis-19093	215	20	v.	v.	ADV
bracis-19093	215	21	,	,	PUNCT
bracis-19093	215	22	sulea	sulea	ADJ
bracis-19093	215	23	,	,	PUNCT
bracis-19093	215	24	o.-m	o.-m	PROPN
bracis-19093	215	25	.	.	PUNCT
bracis-19093	215	26	:	:	PUNCT
bracis-19093	216	1	pastiche	pastiche	NOUN
bracis-19093	216	2	detection	detection	NOUN
bracis-19093	216	3	based	base	VERB
bracis-19093	216	4	on	on	ADP
bracis-19093	216	5	stopword	stopword	PROPN
bracis-19093	216	6	rankings	ranking	NOUN
bracis-19093	216	7	:	:	PUNCT
bracis-19093	216	8	exposing	expose	VERB
bracis-19093	216	9	impersonators	impersonator	NOUN
bracis-19093	216	10	of	of	ADP
bracis-19093	216	11	a	a	DET
bracis-19093	216	12	romanian	romanian	ADJ
bracis-19093	216	13	writer	writer	NOUN
bracis-19093	216	14	.	.	PUNCT
bracis-19093	217	1	in	in	ADP
bracis-19093	217	2	:	:	PUNCT
bracis-19093	217	3	proceedings	proceeding	NOUN
bracis-19093	217	4	of	of	ADP
bracis-19093	217	5	the	the	DET
bracis-19093	217	6	workshop	workshop	NOUN
bracis-19093	217	7	on	on	ADP
bracis-19093	217	8	computational	computational	ADJ
bracis-19093	217	9	approaches	approach	NOUN
bracis-19093	217	10	to	to	ADP
bracis-19093	217	11	deception	deception	NOUN
bracis-19093	217	12	detection	detection	NOUN
bracis-19093	217	13	(	(	PUNCT
bracis-19093	217	14	2012	2012	NUM
bracis-19093	217	15	)	)	PUNCT
bracis-19093	217	16	google	google	NOUN
bracis-19093	217	17	scholar	scholar	NOUN
bracis-19093	217	18	  	  	SPACE
bracis-19093	217	19	niculae	niculae	ADJ
bracis-19093	217	20	,	,	PUNCT
bracis-19093	217	21	v.	v.	ADV
bracis-19093	217	22	,	,	PUNCT
bracis-19093	217	23	zampieri	zampieri	PROPN
bracis-19093	217	24	,	,	PUNCT
bracis-19093	217	25	m.	m.	NOUN
bracis-19093	217	26	,	,	PUNCT
bracis-19093	217	27	dinu	dinu	PROPN
bracis-19093	217	28	,	,	PUNCT
bracis-19093	217	29	l.p	l.p	PROPN
bracis-19093	217	30	.	.	PROPN
bracis-19093	217	31	,	,	PUNCT
bracis-19093	217	32	ciobanu	ciobanu	PROPN
bracis-19093	217	33	,	,	PUNCT
bracis-19093	217	34	a.m.	a.m.	ADV
bracis-19093	217	35	:	:	PUNCT
bracis-19093	217	36	temporal	temporal	ADJ
bracis-19093	217	37	text	text	NOUN
bracis-19093	217	38	ranking	ranking	NOUN
bracis-19093	217	39	and	and	CCONJ
bracis-19093	217	40	automatic	automatic	ADJ
bracis-19093	217	41	dating	dating	NOUN
bracis-19093	217	42	of	of	ADP
bracis-19093	217	43	texts	text	NOUN
bracis-19093	217	44	.	.	PUNCT
bracis-19093	218	1	in	in	ADP
bracis-19093	218	2	:	:	PUNCT
bracis-19093	218	3	proceedings	proceeding	NOUN
bracis-19093	218	4	of	of	ADP
bracis-19093	218	5	eacl	eacl	PROPN
bracis-19093	218	6	(	(	PUNCT
bracis-19093	218	7	2014	2014	NUM
bracis-19093	218	8	)	)	PUNCT
bracis-19093	218	9	google	google	PROPN
bracis-19093	218	10	scholar	scholar	NOUN
bracis-19093	218	11	  	  	SPACE
bracis-19093	218	12	sumner	sumner	PROPN
bracis-19093	218	13	,	,	PUNCT
bracis-19093	218	14	c.	c.	PROPN
bracis-19093	218	15	,	,	PUNCT
bracis-19093	218	16	byers	byer	NOUN
bracis-19093	218	17	,	,	PUNCT
bracis-19093	218	18	a.	a.	NOUN
bracis-19093	218	19	,	,	PUNCT
bracis-19093	218	20	boochever	boochever	ADV
bracis-19093	218	21	,	,	PUNCT
bracis-19093	218	22	r.	r.	PROPN
bracis-19093	218	23	,	,	PUNCT
bracis-19093	218	24	park	park	NOUN
bracis-19093	218	25	,	,	PUNCT
bracis-19093	218	26	g.j	g.j	PROPN
bracis-19093	218	27	.	.	PROPN
bracis-19093	218	28	:	:	PUNCT
bracis-19093	218	29	predicting	predict	VERB
bracis-19093	218	30	dark	dark	ADJ
bracis-19093	218	31	triad	triad	ADJ
bracis-19093	218	32	personality	personality	NOUN
bracis-19093	218	33	traits	trait	NOUN
bracis-19093	218	34	from	from	ADP
bracis-19093	218	35	twitter	twitter	NOUN
bracis-19093	218	36	usage	usage	NOUN
bracis-19093	218	37	and	and	CCONJ
bracis-19093	218	38	a	a	DET
bracis-19093	218	39	linguistic	linguistic	ADJ
bracis-19093	218	40	analysis	analysis	NOUN
bracis-19093	218	41	of	of	ADP
bracis-19093	218	42	tweets	tweet	NOUN
bracis-19093	218	43	.	.	PUNCT
bracis-19093	219	1	in	in	ADP
bracis-19093	219	2	:	:	PUNCT
bracis-19093	219	3	proceedings	proceeding	NOUN
bracis-19093	219	4	of	of	ADP
bracis-19093	219	5	icmla	icmla	NOUN
bracis-19093	219	6	(	(	PUNCT
bracis-19093	219	7	2012	2012	NUM
bracis-19093	219	8	)	)	PUNCT
bracis-19093	219	9	.	.	PUNCT
bracis-19093	220	1	https://doi.org/10.1109/icmla.2012.218	https://doi.org/10.1109/icmla.2012.218	VERB
bracis-19093	220	2	pérez	pérez	NOUN
bracis-19093	220	3	-	-	PUNCT
bracis-19093	220	4	rosas	rosa	NOUN
bracis-19093	220	5	,	,	PUNCT
bracis-19093	220	6	v.	v.	PROPN
bracis-19093	220	7	,	,	PUNCT
bracis-19093	220	8	mihalcea	mihalcea	PROPN
bracis-19093	220	9	,	,	PUNCT
bracis-19093	220	10	r.	r.	PROPN
bracis-19093	220	11	:	:	PUNCT
bracis-19093	220	12	experiments	experiment	NOUN
bracis-19093	220	13	in	in	ADP
bracis-19093	220	14	open	open	ADJ
bracis-19093	220	15	domain	domain	NOUN
bracis-19093	220	16	deception	deception	NOUN
bracis-19093	220	17	detection	detection	NOUN
bracis-19093	220	18	.	.	PUNCT
bracis-19093	221	1	in	in	ADP
bracis-19093	221	2	:	:	PUNCT
bracis-19093	221	3	lluís	lluís	PROPN
bracis-19093	221	4	,	,	PUNCT
bracis-19093	221	5	m.	m.	NOUN
bracis-19093	221	6	,	,	PUNCT
bracis-19093	221	7	chris	chris	PROPN
bracis-19093	221	8	,	,	PUNCT
bracis-19093	221	9	c.b	c.b	PROPN
bracis-19093	221	10	.	.	PROPN
bracis-19093	221	11	,	,	PUNCT
bracis-19093	221	12	jian	jian	PROPN
bracis-19093	221	13	,	,	PUNCT
bracis-19093	221	14	s.	s.	PROPN
bracis-19093	221	15	,	,	PUNCT
bracis-19093	221	16	daniele	daniele	PROPN
bracis-19093	221	17	,	,	PUNCT
bracis-19093	221	18	p.	p.	PROPN
bracis-19093	221	19	,	,	PUNCT
bracis-19093	221	20	yuval	yuval	PROPN
bracis-19093	221	21	,	,	PUNCT
bracis-19093	221	22	m.	m.	NOUN
bracis-19093	221	23	(	(	PUNCT
bracis-19093	221	24	eds	ed	NOUN
bracis-19093	221	25	.	.	PUNCT
bracis-19093	221	26	)	)	PUNCT
bracis-19093	222	1	proceedings	proceeding	NOUN
bracis-19093	222	2	of	of	ADP
bracis-19093	222	3	emnlp	emnlp	NOUN
bracis-19093	222	4	.	.	PUNCT
bracis-19093	223	1	association	association	NOUN
bracis-19093	223	2	for	for	ADP
bracis-19093	223	3	computational	computational	ADJ
bracis-19093	223	4	linguistics	linguistic	NOUN
bracis-19093	223	5	(	(	PUNCT
bracis-19093	223	6	2015	2015	NUM
bracis-19093	223	7	)	)	PUNCT
bracis-19093	223	8	.	.	PUNCT
bracis-19093	224	1	https://aclweb.org/anthology/d/d15/d15-1133.pdf	https://aclweb.org/anthology/d/d15/d15-1133.pdf	PROPN
bracis-19093	224	2	pinheiro	pinheiro	PROPN
bracis-19093	224	3	,	,	PUNCT
bracis-19093	224	4	v.	v.	PROPN
bracis-19093	224	5	,	,	PUNCT
bracis-19093	224	6	pequeno	pequeno	NOUN
bracis-19093	224	7	,	,	PUNCT
bracis-19093	224	8	t.	t.	PROPN
bracis-19093	224	9	,	,	PUNCT
bracis-19093	224	10	furtado	furtado	PROPN
bracis-19093	224	11	,	,	PUNCT
bracis-19093	224	12	v.	v.	PROPN
bracis-19093	224	13	,	,	PUNCT
bracis-19093	224	14	nogueira	nogueira	PROPN
bracis-19093	224	15	,	,	PUNCT
bracis-19093	224	16	d.	d.	PROPN
bracis-19093	224	17	:	:	PUNCT
bracis-19093	224	18	information	information	NOUN
bracis-19093	224	19	extraction	extraction	NOUN
bracis-19093	224	20	from	from	ADP
bracis-19093	224	21	text	text	NOUN
bracis-19093	224	22	based	base	VERB
bracis-19093	224	23	on	on	ADP
bracis-19093	224	24	semantic	semantic	ADJ
bracis-19093	224	25	inferentialism	inferentialism	NOUN
bracis-19093	224	26	.	.	PUNCT
bracis-19093	225	1	in	in	ADP
bracis-19093	225	2	:	:	PUNCT
bracis-19093	225	3	andreasen	andreasen	NOUN
bracis-19093	225	4	,	,	PUNCT
bracis-19093	225	5	t.	t.	NOUN
bracis-19093	225	6	,	,	PUNCT
bracis-19093	225	7	yager	yager	NOUN
bracis-19093	225	8	,	,	PUNCT
bracis-19093	225	9	r.r	r.r	PROPN
bracis-19093	225	10	.	.	PROPN
bracis-19093	225	11	,	,	PUNCT
bracis-19093	225	12	bulskov	bulskov	PROPN
bracis-19093	225	13	,	,	PUNCT
bracis-19093	225	14	h.	h.	PROPN
bracis-19093	225	15	,	,	PUNCT
bracis-19093	225	16	christiansen	christiansen	PROPN
bracis-19093	225	17	,	,	PUNCT
bracis-19093	225	18	h.	h.	PROPN
bracis-19093	225	19	,	,	PUNCT
bracis-19093	225	20	larsen	larsen	PROPN
bracis-19093	225	21	,	,	PUNCT
bracis-19093	225	22	h.l	h.l	PROPN
bracis-19093	225	23	.	.	PROPN
bracis-19093	225	24	(	(	PUNCT
bracis-19093	225	25	eds	ed	NOUN
bracis-19093	225	26	.	.	PUNCT
bracis-19093	225	27	)	)	PUNCT
bracis-19093	226	1	fqas	fqas	ADJ
bracis-19093	226	2	2009	2009	NUM
bracis-19093	226	3	.	.	PUNCT
bracis-19093	227	1	lncs	lncs	PROPN
bracis-19093	227	2	(	(	PUNCT
bracis-19093	227	3	lnai	lnai	ADJ
bracis-19093	227	4	)	)	PUNCT
bracis-19093	227	5	,	,	PUNCT
bracis-19093	227	6	vol	vol	NOUN
bracis-19093	227	7	.	.	PROPN
bracis-19093	227	8	5822	5822	NUM
bracis-19093	227	9	,	,	PUNCT
bracis-19093	227	10	pp	pp	ADJ
bracis-19093	227	11	.	.	PUNCT
bracis-19093	228	1	333–344	333–344	NUM
bracis-19093	228	2	.	.	PUNCT
bracis-19093	228	3	springer	springer	NOUN
bracis-19093	228	4	,	,	PUNCT
bracis-19093	228	5	heidelberg	heidelberg	PROPN
bracis-19093	228	6	(	(	PUNCT
bracis-19093	228	7	2009	2009	NUM
bracis-19093	228	8	)	)	PUNCT
bracis-19093	228	9	.	.	PUNCT
bracis-19093	229	1	https://doi.org/10.1007/978-3-642-04957-6_29	https://doi.org/10.1007/978-3-642-04957-6_29	PROPN
bracis-19093	229	2	chapter	chapter	NOUN
bracis-19093	229	3	  	  	SPACE
bracis-19093	229	4	google	google	PROPN
bracis-19093	229	5	scholar	scholar	NOUN
bracis-19093	229	6	  	  	SPACE
bracis-19093	229	7	cheng	cheng	PROPN
bracis-19093	229	8	,	,	PUNCT
bracis-19093	229	9	j.	j.	PROPN
bracis-19093	229	10	,	,	PUNCT
bracis-19093	229	11	danescu	danescu	NOUN
bracis-19093	229	12	-	-	PUNCT
bracis-19093	229	13	niculescu	niculescu	NOUN
bracis-19093	229	14	-	-	PUNCT
bracis-19093	229	15	mizil	mizil	NOUN
bracis-19093	229	16	,	,	PUNCT
bracis-19093	229	17	c.	c.	PROPN
bracis-19093	229	18	,	,	PUNCT
bracis-19093	229	19	leskovec	leskovec	PROPN
bracis-19093	229	20	,	,	PUNCT
bracis-19093	229	21	j.	j.	PROPN
bracis-19093	229	22	:	:	PUNCT
bracis-19093	229	23	anti	anti	ADJ
bracis-19093	229	24	-	-	ADJ
bracis-19093	229	25	social	social	ADJ
bracis-19093	229	26	behavior	behavior	NOUN
bracis-19093	229	27	in	in	ADP
bracis-19093	229	28	online	online	ADJ
bracis-19093	229	29	discussion	discussion	NOUN
bracis-19093	229	30	communities	community	NOUN
bracis-19093	229	31	.	.	PUNCT
bracis-19093	230	1	in	in	ADP
bracis-19093	230	2	:	:	PUNCT
bracis-19093	230	3	proceedings	proceeding	NOUN
bracis-19093	230	4	of	of	ADP
bracis-19093	230	5	icwsm	icwsm	NOUN
bracis-19093	230	6	(	(	PUNCT
bracis-19093	230	7	2015	2015	NUM
bracis-19093	230	8	)	)	PUNCT
bracis-19093	230	9	google	google	PROPN
bracis-19093	230	10	scholar	scholar	NOUN
bracis-19093	230	11	  	  	SPACE
bracis-19093	230	12	katz	katz	PROPN
bracis-19093	230	13	,	,	PUNCT
bracis-19093	230	14	d.m	d.m	PROPN
bracis-19093	230	15	.	.	PROPN
bracis-19093	230	16	,	,	PUNCT
bracis-19093	230	17	bommarito	bommarito	NOUN
bracis-19093	230	18	,	,	PUNCT
bracis-19093	230	19	m.j.i	m.j.i	PROPN
bracis-19093	230	20	.	.	PROPN
bracis-19093	230	21	,	,	PUNCT
bracis-19093	230	22	blackman	blackman	PROPN
bracis-19093	230	23	,	,	PUNCT
bracis-19093	230	24	j.	j.	PROPN
bracis-19093	230	25	:	:	PUNCT
bracis-19093	230	26	predicting	predict	VERB
bracis-19093	230	27	the	the	DET
bracis-19093	230	28	behavior	behavior	NOUN
bracis-19093	230	29	of	of	ADP
bracis-19093	230	30	the	the	DET
bracis-19093	230	31	supreme	supreme	PROPN
bracis-19093	230	32	court	court	PROPN
bracis-19093	230	33	of	of	ADP
bracis-19093	230	34	the	the	DET
bracis-19093	230	35	united	united	PROPN
bracis-19093	230	36	states	states	PROPN
bracis-19093	230	37	:	:	PUNCT
bracis-19093	230	38	a	a	DET
bracis-19093	230	39	general	general	ADJ
bracis-19093	230	40	approach	approach	NOUN
bracis-19093	230	41	.	.	PUNCT
bracis-19093	231	1	in	in	ADP
bracis-19093	231	2	:	:	PUNCT
bracis-19093	231	3	arxiv	arxiv	PROPN
bracis-19093	231	4	e	e	PROPN
bracis-19093	231	5	-	-	NOUN
bracis-19093	231	6	prints	print	NOUN
bracis-19093	231	7	,	,	PUNCT
bracis-19093	231	8	page	page	NOUN
bracis-19093	231	9	arxiv:1407.6333	arxiv:1407.6333	ADV
bracis-19093	231	10	(	(	PUNCT
bracis-19093	231	11	2014	2014	NUM
bracis-19093	231	12	)	)	PUNCT
bracis-19093	231	13	aletras	aletra	NOUN
bracis-19093	231	14	,	,	PUNCT
bracis-19093	231	15	n.	n.	NOUN
bracis-19093	231	16	,	,	PUNCT
bracis-19093	231	17	tsarapatsanis	tsarapatsanis	PROPN
bracis-19093	231	18	,	,	PUNCT
bracis-19093	231	19	d.	d.	PROPN
bracis-19093	231	20	,	,	PUNCT
bracis-19093	231	21	preotiuc	preotiuc	NOUN
bracis-19093	231	22	-	-	PUNCT
bracis-19093	231	23	pietro	pietro	NOUN
bracis-19093	231	24	,	,	PUNCT
bracis-19093	231	25	d.	d.	PROPN
bracis-19093	231	26	,	,	PUNCT
bracis-19093	231	27	lampos	lampos	NOUN
bracis-19093	231	28	,	,	PUNCT
bracis-19093	231	29	v.	v.	ADV
bracis-19093	231	30	:	:	PUNCT
bracis-19093	231	31	predicting	predict	VERB
bracis-19093	231	32	judicial	judicial	ADJ
bracis-19093	231	33	decisions	decision	NOUN
bracis-19093	231	34	of	of	ADP
bracis-19093	231	35	the	the	DET
bracis-19093	231	36	european	european	PROPN
bracis-19093	231	37	court	court	PROPN
bracis-19093	231	38	of	of	ADP
bracis-19093	231	39	human	human	ADJ
bracis-19093	231	40	rights	right	NOUN
bracis-19093	231	41	:	:	PUNCT
bracis-19093	231	42	a	a	DET
bracis-19093	231	43	natural	natural	ADJ
bracis-19093	231	44	language	language	NOUN
bracis-19093	231	45	processing	processing	NOUN
bracis-19093	231	46	perspective	perspective	NOUN
bracis-19093	231	47	.	.	PUNCT
bracis-19093	232	1	peer	peer	NOUN
bracis-19093	232	2	j.	j.	PROPN
bracis-19093	232	3	comput	comput	PROPN
bracis-19093	232	4	.	.	PUNCT
bracis-19093	233	1	sci	sci	PROPN
bracis-19093	233	2	.	.	PROPN
bracis-19093	234	1	10	10	NUM
bracis-19093	234	2	(	(	PUNCT
bracis-19093	234	3	2016	2016	NUM
bracis-19093	234	4	)	)	PUNCT
bracis-19093	234	5	google	google	PROPN
bracis-19093	234	6	scholar	scholar	NOUN
bracis-19093	234	7	  	  	SPACE
bracis-19093	234	8	sulea	sulea	NOUN
bracis-19093	234	9	,	,	PUNCT
bracis-19093	234	10	o.m	o.m	PROPN
bracis-19093	234	11	.	.	PROPN
bracis-19093	234	12	,	,	PUNCT
bracis-19093	234	13	zampieri	zampieri	PROPN
bracis-19093	234	14	,	,	PUNCT
bracis-19093	234	15	m.	m.	NOUN
bracis-19093	234	16	,	,	PUNCT
bracis-19093	234	17	vela	vela	PROPN
bracis-19093	234	18	,	,	PUNCT
bracis-19093	234	19	m.	m.	NOUN
bracis-19093	234	20	,	,	PUNCT
bracis-19093	234	21	vangenabith	vangenabith	PROPN
bracis-19093	234	22	,	,	PUNCT
bracis-19093	234	23	j.	j.	PROPN
bracis-19093	234	24	predicting	predict	VERB
bracis-19093	234	25	the	the	DET
bracis-19093	234	26	law	law	NOUN
bracis-19093	234	27	area	area	NOUN
bracis-19093	234	28	and	and	CCONJ
bracis-19093	234	29	decisions	decision	NOUN
bracis-19093	234	30	of	of	ADP
bracis-19093	234	31	french	french	ADJ
bracis-19093	234	32	supreme	supreme	PROPN
bracis-19093	234	33	court	court	PROPN
bracis-19093	234	34	cases	case	NOUN
bracis-19093	234	35	.	.	PUNCT
bracis-19093	235	1	in	in	ADP
bracis-19093	235	2	:	:	PUNCT
bracis-19093	235	3	proceedings	proceeding	NOUN
bracis-19093	235	4	of	of	ADP
bracis-19093	235	5	the	the	DET
bracis-19093	235	6	international	international	ADJ
bracis-19093	235	7	conference	conference	NOUN
bracis-19093	235	8	recent	recent	ADJ
bracis-19093	235	9	advances	advance	NOUN
bracis-19093	235	10	in	in	ADP
bracis-19093	235	11	natural	natural	ADJ
bracis-19093	235	12	language	language	NOUN
bracis-19093	235	13	processing	processing	NOUN
bracis-19093	235	14	,	,	PUNCT
bracis-19093	235	15	ranlp	ranlp	NOUN
bracis-19093	235	16	,	,	PUNCT
bracis-19093	235	17	pp	pp	ADJ
bracis-19093	235	18	.	.	PUNCT
bracis-19093	236	1	716–722	716–722	NUM
bracis-19093	236	2	.	.	X
bracis-19093	236	3	incoma	incoma	PROPN
bracis-19093	236	4	ltd	ltd	PROPN
bracis-19093	236	5	.	.	PROPN
bracis-19093	237	1	(	(	PUNCT
bracis-19093	237	2	2017	2017	NUM
bracis-19093	237	3	)	)	PUNCT
bracis-19093	237	4	google	google	PROPN
bracis-19093	237	5	scholar	scholar	NOUN
bracis-19093	237	6	  	  	SPACE
bracis-19093	237	7	undavia	undavia	NOUN
bracis-19093	237	8	,	,	PUNCT
bracis-19093	237	9	s.	s.	PROPN
bracis-19093	237	10	,	,	PUNCT
bracis-19093	237	11	meyers	meyers	PROPN
bracis-19093	237	12	,	,	PUNCT
bracis-19093	237	13	a.	a.	PROPN
bracis-19093	237	14	,	,	PUNCT
bracis-19093	237	15	ortega	ortega	PROPN
bracis-19093	237	16	,	,	PUNCT
bracis-19093	237	17	j.e	j.e	PROPN
bracis-19093	237	18	.	.	PROPN
bracis-19093	237	19	:	:	PUNCT
bracis-19093	238	1	a	a	DET
bracis-19093	238	2	comparative	comparative	ADJ
bracis-19093	238	3	study	study	NOUN
bracis-19093	238	4	of	of	ADP
bracis-19093	238	5	classifying	classify	VERB
bracis-19093	238	6	legal	legal	ADJ
bracis-19093	238	7	documents	document	NOUN
bracis-19093	238	8	with	with	ADP
bracis-19093	238	9	neural	neural	ADJ
bracis-19093	238	10	networks	network	NOUN
bracis-19093	238	11	.	.	PUNCT
bracis-19093	239	1	in	in	ADP
bracis-19093	239	2	:	:	PUNCT
bracis-19093	239	3	federated	federated	ADJ
bracis-19093	239	4	conference	conference	NOUN
bracis-19093	239	5	on	on	ADP
bracis-19093	239	6	computer	computer	NOUN
bracis-19093	239	7	science	science	NOUN
bracis-19093	239	8	and	and	CCONJ
bracis-19093	239	9	information	information	NOUN
bracis-19093	239	10	systems	system	NOUN
bracis-19093	239	11	(	(	PUNCT
bracis-19093	239	12	fedcsis	fedcsis	NOUN
bracis-19093	239	13	)	)	PUNCT
bracis-19093	239	14	,	,	PUNCT
bracis-19093	239	15	pp	pp	ADP
bracis-19093	239	16	.	.	PUNCT
bracis-19093	240	1	515–522	515–522	NUM
bracis-19093	240	2	(	(	PUNCT
bracis-19093	240	3	2018	2018	NUM
bracis-19093	240	4	)	)	PUNCT
bracis-19093	240	5	google	google	PROPN
bracis-19093	240	6	scholar	scholar	NOUN
bracis-19093	240	7	  	  	SPACE
bracis-19093	240	8	araújo	araújo	NOUN
bracis-19093	240	9	,	,	PUNCT
bracis-19093	240	10	p.h.l	p.h.l	PROPN
bracis-19093	240	11	.	.	PROPN
bracis-19093	240	12	,	,	PUNCT
bracis-19093	240	13	campos	campos	PROPN
bracis-19093	240	14	,	,	PUNCT
bracis-19093	240	15	t.e	t.e	PROPN
bracis-19093	240	16	.	.	PROPN
bracis-19093	240	17	,	,	PUNCT
bracis-19093	240	18	braz	braz	PROPN
bracis-19093	240	19	,	,	PUNCT
bracis-19093	240	20	f.a	f.a	PROPN
bracis-19093	240	21	.	.	PROPN
bracis-19093	240	22	;	;	PUNCT
bracis-19093	240	23	silva	silva	PROPN
bracis-19093	240	24	,	,	PUNCT
bracis-19093	240	25	n.c	n.c	PROPN
bracis-19093	240	26	.	.	PROPN
bracis-19093	240	27	:	:	PUNCT
bracis-19093	241	1	victor	victor	NOUN
bracis-19093	241	2	:	:	PUNCT
bracis-19093	241	3	a	a	DET
bracis-19093	241	4	dataset	dataset	NOUN
bracis-19093	241	5	for	for	ADP
bracis-19093	241	6	brazilian	brazilian	ADJ
bracis-19093	241	7	legal	legal	ADJ
bracis-19093	241	8	documents	document	NOUN
bracis-19093	241	9	classification	classification	NOUN
bracis-19093	241	10	.	.	PUNCT
bracis-19093	242	1	in	in	ADP
bracis-19093	242	2	:	:	PUNCT
bracis-19093	242	3	proceedings	proceeding	NOUN
bracis-19093	242	4	of	of	ADP
bracis-19093	242	5	the	the	DET
bracis-19093	242	6	12th	12th	ADJ
bracis-19093	242	7	conference	conference	NOUN
bracis-19093	242	8	on	on	ADP
bracis-19093	242	9	language	language	NOUN
bracis-19093	242	10	resources	resource	NOUN
bracis-19093	242	11	and	and	CCONJ
bracis-19093	242	12	evaluation	evaluation	NOUN
bracis-19093	242	13	(	(	PUNCT
bracis-19093	242	14	lrec	lrec	NOUN
bracis-19093	242	15	2020	2020	NUM
bracis-19093	242	16	)	)	PUNCT
bracis-19093	242	17	,	,	PUNCT
bracis-19093	242	18	11–16	11–16	NUM
bracis-19093	242	19	may	may	AUX
bracis-19093	242	20	,	,	PUNCT
bracis-19093	242	21	pp	pp	ADV
bracis-19093	242	22	.	.	PUNCT
bracis-19093	243	1	1449–1458	1449–1458	NUM
bracis-19093	243	2	.	.	PUNCT
bracis-19093	244	1	marseille	marseille	NOUN
bracis-19093	244	2	(	(	PUNCT
bracis-19093	244	3	2020	2020	NUM
bracis-19093	244	4	)	)	PUNCT
bracis-19093	244	5	google	google	PROPN
bracis-19093	244	6	scholar	scholar	NOUN
bracis-19093	244	7	  	  	SPACE
bracis-19093	244	8	fabio	fabio	PROPN
bracis-19093	244	9	,	,	PUNCT
bracis-19093	244	10	s.	s.	PROPN
bracis-19093	244	11	,	,	PUNCT
bracis-19093	244	12	nogueira	nogueira	PROPN
bracis-19093	244	13	,	,	PUNCT
bracis-19093	244	14	r.	r.	PROPN
bracis-19093	244	15	,	,	PUNCT
bracis-19093	244	16	lotufo	lotufo	PROPN
bracis-19093	244	17	,	,	PUNCT
bracis-19093	244	18	r.	r.	PROPN
bracis-19093	244	19	:	:	PUNCT
bracis-19093	244	20	bertimbau	bertimbau	PROPN
bracis-19093	244	21	:	:	PUNCT
bracis-19093	244	22	pretrained	pretraine	VERB
bracis-19093	244	23	bert	bert	NOUN
bracis-19093	244	24	models	model	NOUN
bracis-19093	244	25	for	for	ADP
bracis-19093	244	26	brazilian	brazilian	ADJ
bracis-19093	244	27	portuguese	portuguese	NOUN
bracis-19093	244	28	.	.	PUNCT
bracis-19093	245	1	in	in	ADP
bracis-19093	245	2	:	:	PUNCT
bracis-19093	245	3	9th	9th	ADJ
bracis-19093	245	4	brazilian	brazilian	ADJ
bracis-19093	245	5	conference	conference	NOUN
bracis-19093	245	6	on	on	ADP
bracis-19093	245	7	intelligent	intelligent	ADJ
bracis-19093	245	8	systems	system	NOUN
bracis-19093	245	9	,	,	PUNCT
bracis-19093	245	10	bracis	bracis	PROPN
bracis-19093	245	11	,	,	PUNCT
bracis-19093	245	12	20–23	20–23	PROPN
bracis-19093	245	13	october	october	PROPN
bracis-19093	245	14	.	.	PUNCT
bracis-19093	246	1	rio	rio	PROPN
bracis-19093	246	2	grande	grande	PROPN
bracis-19093	246	3	do	do	AUX
bracis-19093	246	4	sul	sul	PROPN
bracis-19093	246	5	,	,	PUNCT
bracis-19093	246	6	brazil	brazil	PROPN
bracis-19093	246	7	(	(	PUNCT
bracis-19093	246	8	2020	2020	NUM
bracis-19093	246	9	)	)	PUNCT
bracis-19093	246	10	google	google	PROPN
bracis-19093	246	11	scholar	scholar	NOUN
bracis-19093	246	12	  	  	SPACE
bracis-19093	246	13	silva	silva	NOUN
bracis-19093	246	14	,	,	PUNCT
bracis-19093	246	15	n.	n.	NOUN
bracis-19093	246	16	,	,	PUNCT
bracis-19093	246	17	braz	braz	PROPN
bracis-19093	246	18	,	,	PUNCT
bracis-19093	246	19	f.	f.	PROPN
bracis-19093	246	20	,	,	PUNCT
bracis-19093	246	21	campos	campos	PROPN
bracis-19093	246	22	,	,	PUNCT
bracis-19093	246	23	t.	t.	PROPN
bracis-19093	246	24	:	:	PUNCT
bracis-19093	246	25	document	document	NOUN
bracis-19093	246	26	type	type	NOUN
bracis-19093	246	27	classification	classification	NOUN
bracis-19093	246	28	for	for	ADP
bracis-19093	246	29	brazil	brazil	PROPN
bracis-19093	246	30	’s	’s	PART
bracis-19093	246	31	supreme	supreme	PROPN
bracis-19093	246	32	court	court	PROPN
bracis-19093	246	33	using	use	VERB
bracis-19093	246	34	a	a	DET
bracis-19093	246	35	convolutional	convolutional	ADJ
bracis-19093	246	36	neural	neural	ADJ
bracis-19093	246	37	network	network	NOUN
bracis-19093	246	38	.	.	PUNCT
bracis-19093	247	1	in	in	ADP
bracis-19093	247	2	:	:	PUNCT
bracis-19093	247	3	the	the	DET
bracis-19093	247	4	tenth	tenth	ADJ
bracis-19093	247	5	international	international	ADJ
bracis-19093	247	6	conference	conference	NOUN
bracis-19093	247	7	on	on	ADP
bracis-19093	247	8	forensic	forensic	ADJ
bracis-19093	247	9	computer	computer	NOUN
bracis-19093	247	10	science	science	NOUN
bracis-19093	247	11	and	and	CCONJ
bracis-19093	247	12	cyber	cyber	NOUN
bracis-19093	247	13	law	law	NOUN
bracis-19093	247	14	-	-	PUNCT
bracis-19093	247	15	icofcs	icofcs	ADJ
bracis-19093	247	16	,	,	PUNCT
bracis-19093	247	17	vol	vol	NOUN
bracis-19093	247	18	.	.	PROPN
bracis-19093	247	19	10	10	NUM
bracis-19093	247	20	,	,	PUNCT
bracis-19093	247	21	pp	pp	ADJ
bracis-19093	247	22	.	.	PUNCT
bracis-19093	248	1	7–11	7–11	NOUN
bracis-19093	248	2	(	(	PUNCT
bracis-19093	248	3	2018	2018	NUM
bracis-19093	248	4	)	)	PUNCT
bracis-19093	248	5	google	google	PROPN
bracis-19093	248	6	scholar	scholar	NOUN
bracis-19093	248	7	  	  	SPACE
bracis-19093	248	8	luz	luz	PROPN
bracis-19093	248	9	de	de	PROPN
bracis-19093	248	10	araujo	araujo	PROPN
bracis-19093	248	11	,	,	PUNCT
bracis-19093	248	12	p.h	p.h	PROPN
bracis-19093	248	13	.	.	PROPN
bracis-19093	248	14	,	,	PUNCT
bracis-19093	248	15	de	de	PROPN
bracis-19093	248	16	campos	campos	PROPN
bracis-19093	248	17	,	,	PUNCT
bracis-19093	248	18	t.e	t.e	PROPN
bracis-19093	248	19	.	.	PROPN
bracis-19093	248	20	,	,	PUNCT
bracis-19093	248	21	de	de	PROPN
bracis-19093	248	22	oliveira	oliveira	PROPN
bracis-19093	248	23	,	,	PUNCT
bracis-19093	248	24	r.r.r	r.r.r	ADV
bracis-19093	248	25	.	.	PROPN
bracis-19093	248	26	,	,	PUNCT
bracis-19093	248	27	stauffer	stauffer	PROPN
bracis-19093	248	28	,	,	PUNCT
bracis-19093	248	29	m.	m.	NOUN
bracis-19093	248	30	,	,	PUNCT
bracis-19093	248	31	couto	couto	PROPN
bracis-19093	248	32	,	,	PUNCT
bracis-19093	248	33	s.	s.	PROPN
bracis-19093	248	34	,	,	PUNCT
bracis-19093	248	35	bermejo	bermejo	ADJ
bracis-19093	248	36	,	,	PUNCT
bracis-19093	248	37	p.	p.	NOUN
bracis-19093	248	38	:	:	PUNCT
bracis-19093	248	39	lener	lener	NOUN
bracis-19093	248	40	-	-	PUNCT
bracis-19093	248	41	br	br	NOUN
bracis-19093	248	42	:	:	PUNCT
bracis-19093	248	43	a	a	DET
bracis-19093	248	44	dataset	dataset	NOUN
bracis-19093	248	45	for	for	ADP
bracis-19093	248	46	named	name	VERB
bracis-19093	248	47	entity	entity	NOUN
bracis-19093	248	48	recognition	recognition	NOUN
bracis-19093	248	49	in	in	ADP
bracis-19093	248	50	brazilian	brazilian	ADJ
bracis-19093	248	51	legal	legal	ADJ
bracis-19093	248	52	text	text	NOUN
bracis-19093	248	53	.	.	PUNCT
bracis-19093	249	1	in	in	ADP
bracis-19093	249	2	:	:	PUNCT
bracis-19093	249	3	villavicencio	villavicencio	PROPN
bracis-19093	249	4	,	,	PUNCT
bracis-19093	249	5	a.	a.	PROPN
bracis-19093	249	6	,	,	PUNCT
bracis-19093	249	7	et	et	PROPN
bracis-19093	249	8	al	al	PROPN
bracis-19093	249	9	.	.	PUNCT
bracis-19093	249	10	(	(	PUNCT
bracis-19093	249	11	eds	ed	NOUN
bracis-19093	249	12	.	.	PUNCT
bracis-19093	249	13	)	)	PUNCT
bracis-19093	249	14	propor	propor	ADJ
bracis-19093	249	15	2018	2018	NUM
bracis-19093	249	16	.	.	PUNCT
bracis-19093	250	1	lncs	lncs	PROPN
bracis-19093	250	2	(	(	PUNCT
bracis-19093	250	3	lnai	lnai	ADJ
bracis-19093	250	4	)	)	PUNCT
bracis-19093	250	5	,	,	PUNCT
bracis-19093	250	6	vol	vol	NOUN
bracis-19093	250	7	.	.	PROPN
bracis-19093	250	8	11122	11122	NUM
bracis-19093	250	9	,	,	PUNCT
bracis-19093	250	10	pp	pp	ADJ
bracis-19093	250	11	.	.	PUNCT
bracis-19093	251	1	313–323	313–323	NUM
bracis-19093	251	2	.	.	PUNCT
bracis-19093	251	3	springer	springer	NOUN
bracis-19093	251	4	,	,	PUNCT
bracis-19093	251	5	cham	cham	PROPN
bracis-19093	251	6	(	(	PUNCT
bracis-19093	251	7	2018	2018	NUM
bracis-19093	251	8	)	)	PUNCT
bracis-19093	251	9	.	.	PUNCT
bracis-19093	252	1	https://doi.org/10.1007/978-3-319-99722-3_32	https://doi.org/10.1007/978-3-319-99722-3_32	PROPN
bracis-19093	252	2	chapter	chapter	NOUN
bracis-19093	252	3	  	  	SPACE
bracis-19093	252	4	google	google	PROPN
bracis-19093	252	5	scholar	scholar	NOUN
bracis-19093	252	6	  	  	SPACE
bracis-19093	252	7	blei	blei	NOUN
bracis-19093	252	8	,	,	PUNCT
bracis-19093	252	9	d.m	d.m	PROPN
bracis-19093	252	10	.	.	PROPN
bracis-19093	252	11	,	,	PUNCT
bracis-19093	252	12	ng	ng	PROPN
bracis-19093	252	13	,	,	PUNCT
bracis-19093	252	14	a.y	a.y	PROPN
bracis-19093	252	15	.	.	PROPN
bracis-19093	252	16	,	,	PUNCT
bracis-19093	252	17	jordan	jordan	PROPN
bracis-19093	252	18	,	,	PUNCT
bracis-19093	252	19	m.i	m.i	PROPN
bracis-19093	252	20	.	.	PROPN
bracis-19093	252	21	:	:	PUNCT
bracis-19093	253	1	latent	latent	PROPN
bracis-19093	253	2	dirichlet	dirichlet	PROPN
bracis-19093	253	3	allocation	allocation	NOUN
bracis-19093	253	4	.	.	PUNCT
bracis-19093	254	1	j.	j.	PROPN
bracis-19093	254	2	mach	mach	PROPN
bracis-19093	254	3	.	.	PUNCT
bracis-19093	255	1	learn	learn	VERB
bracis-19093	255	2	.	.	PUNCT
bracis-19093	256	1	res	re	NOUN
bracis-19093	256	2	.	.	PROPN
bracis-19093	257	1	3	3	NUM
bracis-19093	257	2	,	,	PUNCT
bracis-19093	257	3	993–1022	993–1022	NUM
bracis-19093	257	4	(	(	PUNCT
bracis-19093	257	5	2003	2003	NUM
bracis-19093	257	6	)	)	PUNCT
bracis-19093	257	7	math	math	NOUN
bracis-19093	257	8	  	  	SPACE
bracis-19093	257	9	google	google	PROPN
bracis-19093	257	10	scholar	scholar	NOUN
bracis-19093	257	11	  	  	SPACE
bracis-19093	257	12	breiman	breiman	NOUN
bracis-19093	257	13	,	,	PUNCT
bracis-19093	257	14	l.	l.	PROPN
bracis-19093	257	15	:	:	PUNCT
bracis-19093	257	16	random	random	ADJ
bracis-19093	257	17	forests	forest	NOUN
bracis-19093	257	18	.	.	PUNCT
bracis-19093	258	1	mach	mach	NOUN
bracis-19093	258	2	.	.	PUNCT
bracis-19093	259	1	learn	learn	PROPN
bracis-19093	259	2	.	.	PUNCT
bracis-19093	260	1	45(1	45(1	NOUN
bracis-19093	260	2	)	)	PUNCT
bracis-19093	260	3	,	,	PUNCT
bracis-19093	260	4	5–32	5–32	NOUN
bracis-19093	260	5	(	(	PUNCT
bracis-19093	260	6	2001	2001	NUM
bracis-19093	260	7	)	)	PUNCT
bracis-19093	260	8	article	article	NOUN
bracis-19093	260	9	  	  	SPACE
bracis-19093	260	10	google	google	PROPN
bracis-19093	260	11	scholar	scholar	NOUN
bracis-19093	260	12	  	  	SPACE
bracis-19093	260	13	hearst	hearst	PROPN
bracis-19093	260	14	,	,	PUNCT
bracis-19093	260	15	m.a	m.a	PROPN
bracis-19093	260	16	.	.	PROPN
bracis-19093	260	17	:	:	PUNCT
bracis-19093	260	18	support	support	NOUN
bracis-19093	260	19	vector	vector	NOUN
bracis-19093	260	20	machine	machine	NOUN
bracis-19093	260	21	.	.	PUNCT
bracis-19093	261	1	ieee	ieee	PROPN
bracis-19093	261	2	intell	intell	PROPN
bracis-19093	261	3	.	.	PUNCT
bracis-19093	262	1	syst	syst	PROPN
bracis-19093	262	2	.	.	PUNCT
bracis-19093	263	1	13(4	13(4	NUM
bracis-19093	263	2	)	)	PUNCT
bracis-19093	263	3	,	,	PUNCT
bracis-19093	264	1	18–28	18–28	NUM
bracis-19093	264	2	(	(	PUNCT
bracis-19093	264	3	1998	1998	NUM
bracis-19093	264	4	)	)	PUNCT
bracis-19093	264	5	article	article	NOUN
bracis-19093	264	6	  	  	SPACE
bracis-19093	264	7	google	google	PROPN
bracis-19093	264	8	scholar	scholar	NOUN
bracis-19093	264	9	  	  	SPACE
bracis-19093	264	10	chen	chen	PROPN
bracis-19093	264	11	,	,	PUNCT
bracis-19093	264	12	t.	t.	PROPN
bracis-19093	264	13	,	,	PUNCT
bracis-19093	264	14	guestrin	guestrin	NOUN
bracis-19093	264	15	,	,	PUNCT
bracis-19093	264	16	c.	c.	PROPN
bracis-19093	264	17	:	:	PUNCT
bracis-19093	264	18	xgboost	xgboost	ADV
bracis-19093	264	19	:	:	PUNCT
bracis-19093	264	20	a	a	DET
bracis-19093	264	21	scalable	scalable	ADJ
bracis-19093	264	22	tree	tree	NOUN
bracis-19093	264	23	boosting	boost	VERB
bracis-19093	264	24	system	system	NOUN
bracis-19093	264	25	.	.	PUNCT
bracis-19093	265	1	in	in	ADP
bracis-19093	265	2	:	:	PUNCT
bracis-19093	265	3	proceedings	proceeding	NOUN
bracis-19093	265	4	of	of	ADP
bracis-19093	265	5	the	the	DET
bracis-19093	265	6	22nd	22nd	PROPN
bracis-19093	265	7	acm	acm	PROPN
bracis-19093	265	8	sigkdd	sigkdd	PROPN
bracis-19093	265	9	international	international	ADJ
bracis-19093	265	10	conference	conference	NOUN
bracis-19093	265	11	on	on	ADP
bracis-19093	265	12	knowledge	knowledge	NOUN
bracis-19093	265	13	discovery	discovery	PROPN
bracis-19093	265	14	and	and	CCONJ
bracis-19093	265	15	data	datum	NOUN
bracis-19093	265	16	mining	mining	NOUN
bracis-19093	265	17	,	,	PUNCT
bracis-19093	265	18	pp	pp	ADP
bracis-19093	265	19	.	.	PUNCT
bracis-19093	266	1	785–794	785–794	NUM
bracis-19093	266	2	.	.	PUNCT
bracis-19093	267	1	new	new	PROPN
bracis-19093	267	2	york	york	PROPN
bracis-19093	267	3	(	(	PUNCT
bracis-19093	267	4	2016	2016	NUM
bracis-19093	267	5	)	)	PUNCT
bracis-19093	267	6	google	google	PROPN
bracis-19093	267	7	scholar	scholar	NOUN
bracis-19093	267	8	  	  	SPACE
bracis-19093	267	9	download	download	NOUN
bracis-19093	267	10	references	reference	NOUN
bracis-19093	267	11	author	author	NOUN
bracis-19093	267	12	information	information	NOUN
bracis-19093	267	13	authors	author	NOUN
bracis-19093	267	14	and	and	CCONJ
bracis-19093	267	15	affiliations	affiliation	NOUN
bracis-19093	267	16	university	university	PROPN
bracis-19093	267	17	of	of	ADP
bracis-19093	267	18	fortaleza	fortaleza	PROPN
bracis-19093	267	19	,	,	PUNCT
bracis-19093	267	20	fortaleza	fortaleza	PROPN
bracis-19093	267	21	,	,	PUNCT
bracis-19093	267	22	brazil	brazil	PROPN
bracis-19093	267	23	andré	andré	PROPN
bracis-19093	267	24	aguiar	aguiar	PROPN
bracis-19093	267	25	,	,	PUNCT
bracis-19093	267	26	 	 	SPACE
bracis-19093	267	27	vládia	vládia	NOUN
bracis-19093	267	28	pinheiro	pinheiro	PROPN
bracis-19093	267	29	,	,	PUNCT
bracis-19093	267	30	 	 	SPACE
bracis-19093	267	31	vasco	vasco	PROPN
bracis-19093	267	32	furtado	furtado	NOUN
bracis-19093	267	33	 	 	SPACE
bracis-19093	267	34	&	&	CCONJ
bracis-19093	267	35	 	 	SPACE
bracis-19093	267	36	joão	joão	PROPN
bracis-19093	267	37	araújo	araújo	PROPN
bracis-19093	267	38	neto	neto	PROPN
bracis-19093	267	39	federal	federal	PROPN
bracis-19093	267	40	institute	institute	PROPN
bracis-19093	267	41	of	of	ADP
bracis-19093	267	42	education	education	PROPN
bracis-19093	267	43	,	,	PUNCT
bracis-19093	267	44	science	science	NOUN
bracis-19093	267	45	and	and	CCONJ
bracis-19093	267	46	technology	technology	NOUN
bracis-19093	267	47	of	of	ADP
bracis-19093	267	48	ceará	ceará	NOUN
bracis-19093	267	49	,	,	PUNCT
bracis-19093	267	50	fortaleza	fortaleza	PROPN
bracis-19093	267	51	,	,	PUNCT
bracis-19093	267	52	brazil	brazil	PROPN
bracis-19093	267	53	raquel	raquel	PROPN
bracis-19093	267	54	silveira	silveira	PROPN
bracis-19093	267	55	authors	authors	PROPN
bracis-19093	267	56	andré	andré	VERB
bracis-19093	267	57	aguiarview	aguiarview	NOUN
bracis-19093	267	58	author	author	NOUN
bracis-19093	267	59	publications	publication	NOUN
bracis-19093	267	60	search	search	NOUN
bracis-19093	267	61	author	author	NOUN
bracis-19093	267	62	on	on	ADP
bracis-19093	267	63	:	:	PUNCT
bracis-19093	267	64	pubmed	pubmed	PROPN
bracis-19093	267	65	 	 	SPACE
bracis-19093	267	66	google	google	PROPN
bracis-19093	267	67	scholar	scholar	NOUN
bracis-19093	267	68	raquel	raquel	PROPN
bracis-19093	267	69	silveiraview	silveiraview	PROPN
bracis-19093	267	70	author	author	NOUN
bracis-19093	267	71	publications	publication	NOUN
bracis-19093	267	72	search	search	NOUN
bracis-19093	267	73	author	author	NOUN
bracis-19093	267	74	on	on	ADP
bracis-19093	267	75	:	:	PUNCT
bracis-19093	267	76	pubmed	pubmed	PROPN
bracis-19093	267	77	 	 	SPACE
bracis-19093	267	78	google	google	PROPN
bracis-19093	267	79	scholar	scholar	NOUN
bracis-19093	267	80	vládia	vládia	NOUN
bracis-19093	267	81	pinheiroview	pinheiroview	PROPN
bracis-19093	267	82	author	author	NOUN
bracis-19093	267	83	publications	publication	NOUN
bracis-19093	267	84	search	search	NOUN
bracis-19093	267	85	author	author	NOUN
bracis-19093	267	86	on	on	ADP
bracis-19093	267	87	:	:	PUNCT
bracis-19093	267	88	pubmed	pubmed	PROPN
bracis-19093	267	89	 	 	SPACE
bracis-19093	267	90	google	google	PROPN
bracis-19093	267	91	scholar	scholar	PROPN
bracis-19093	267	92	vasco	vasco	PROPN
bracis-19093	267	93	furtadoview	furtadoview	PROPN
bracis-19093	267	94	author	author	NOUN
bracis-19093	267	95	publications	publication	NOUN
bracis-19093	267	96	search	search	NOUN
bracis-19093	267	97	author	author	NOUN
bracis-19093	267	98	on	on	ADP
bracis-19093	267	99	:	:	PUNCT
bracis-19093	267	100	pubmed	pubmed	PROPN
bracis-19093	267	101	 	 	SPACE
bracis-19093	267	102	google	google	PROPN
bracis-19093	267	103	scholar	scholar	NOUN
bracis-19093	267	104	joão	joão	PROPN
bracis-19093	267	105	araújo	araújo	PROPN
bracis-19093	267	106	netoview	netoview	PROPN
bracis-19093	267	107	author	author	NOUN
bracis-19093	267	108	publications	publication	NOUN
bracis-19093	267	109	search	search	NOUN
bracis-19093	267	110	author	author	NOUN
bracis-19093	267	111	on	on	ADP
bracis-19093	267	112	:	:	PUNCT
bracis-19093	267	113	pubmed	pubmed	PROPN
bracis-19093	267	114	 	 	SPACE
bracis-19093	267	115	google	google	PROPN
bracis-19093	267	116	scholar	scholar	NOUN
bracis-19093	267	117	corresponding	correspond	VERB
bracis-19093	267	118	author	author	NOUN
bracis-19093	267	119	correspondence	correspondence	NOUN
bracis-19093	267	120	to	to	ADP
bracis-19093	267	121	raquel	raquel	PROPN
bracis-19093	267	122	silveira	silveira	PROPN
bracis-19093	267	123	.	.	PUNCT
bracis-19093	268	1	editor	editor	NOUN
bracis-19093	268	2	information	information	NOUN
bracis-19093	268	3	editors	editor	NOUN
bracis-19093	268	4	and	and	CCONJ
bracis-19093	268	5	affiliations	affiliation	NOUN
bracis-19093	268	6	universidade	universidade	PROPN
bracis-19093	268	7	federal	federal	PROPN
bracis-19093	268	8	de	de	X
bracis-19093	268	9	sergipe	sergipe	PROPN
bracis-19093	268	10	,	,	PUNCT
bracis-19093	268	11	são	são	NOUN
bracis-19093	268	12	cristóvão	cristóvão	PROPN
bracis-19093	268	13	,	,	PUNCT
bracis-19093	268	14	brazil	brazil	PROPN
bracis-19093	268	15	andré	andré	PROPN
bracis-19093	268	16	britto	britto	PROPN
bracis-19093	268	17	universidade	universidade	PROPN
bracis-19093	268	18	de	de	PROPN
bracis-19093	268	19	são	são	PROPN
bracis-19093	268	20	paulo	paulo	PROPN
bracis-19093	268	21	,	,	PUNCT
bracis-19093	268	22	são	são	PROPN
bracis-19093	268	23	paulo	paulo	PROPN
bracis-19093	268	24	,	,	PUNCT
bracis-19093	268	25	brazil	brazil	PROPN
bracis-19093	268	26	karina	karina	PROPN
bracis-19093	268	27	valdivia	valdivia	PROPN
bracis-19093	268	28	delgado	delgado	VERB
bracis-19093	268	29	rights	right	NOUN
bracis-19093	268	30	and	and	CCONJ
bracis-19093	268	31	permissions	permission	NOUN
bracis-19093	268	32	reprints	reprint	NOUN
bracis-19093	268	33	and	and	CCONJ
bracis-19093	268	34	permissions	permission	VERB
bracis-19093	268	35	copyright	copyright	NOUN
bracis-19093	268	36	information	information	NOUN
bracis-19093	268	37	©	©	PROPN
bracis-19093	268	38	2021	2021	NUM
bracis-19093	268	39	springer	springer	NOUN
bracis-19093	268	40	nature	nature	NOUN
bracis-19093	268	41	switzerland	switzerland	PROPN
bracis-19093	268	42	ag	ag	PROPN
bracis-19093	268	43	about	about	ADP
bracis-19093	268	44	this	this	DET
bracis-19093	268	45	paper	paper	NOUN
bracis-19093	268	46	cite	cite	VERB
bracis-19093	268	47	this	this	DET
bracis-19093	268	48	paper	paper	NOUN
bracis-19093	268	49	aguiar	aguiar	NOUN
bracis-19093	268	50	,	,	PUNCT
bracis-19093	268	51	a.	a.	PROPN
bracis-19093	268	52	,	,	PUNCT
bracis-19093	268	53	silveira	silveira	PROPN
bracis-19093	268	54	,	,	PUNCT
bracis-19093	268	55	r.	r.	PROPN
bracis-19093	268	56	,	,	PUNCT
bracis-19093	268	57	pinheiro	pinheiro	PROPN
bracis-19093	268	58	,	,	PUNCT
bracis-19093	268	59	v.	v.	PROPN
bracis-19093	268	60	,	,	PUNCT
bracis-19093	268	61	furtado	furtado	NOUN
bracis-19093	268	62	,	,	PUNCT
bracis-19093	268	63	v.	v.	PROPN
bracis-19093	268	64	,	,	PUNCT
bracis-19093	268	65	neto	neto	NOUN
bracis-19093	268	66	,	,	PUNCT
bracis-19093	268	67	j.a	j.a	PROPN
bracis-19093	268	68	.	.	PROPN
bracis-19093	268	69	(	(	PUNCT
bracis-19093	268	70	2021	2021	NUM
bracis-19093	268	71	)	)	PUNCT
bracis-19093	268	72	.	.	PUNCT
bracis-19093	269	1	text	text	NOUN
bracis-19093	269	2	classification	classification	NOUN
bracis-19093	269	3	in	in	ADP
bracis-19093	269	4	legal	legal	ADJ
bracis-19093	269	5	documents	document	NOUN
bracis-19093	269	6	extracted	extract	VERB
bracis-19093	269	7	from	from	ADP
bracis-19093	269	8	lawsuits	lawsuit	NOUN
bracis-19093	269	9	in	in	ADP
bracis-19093	269	10	brazilian	brazilian	ADJ
bracis-19093	269	11	courts	court	NOUN
bracis-19093	269	12	.	.	PUNCT
bracis-19093	270	1	in	in	ADP
bracis-19093	270	2	:	:	PUNCT
bracis-19093	270	3	britto	britto	PROPN
bracis-19093	270	4	,	,	PUNCT
bracis-19093	270	5	a.	a.	PROPN
bracis-19093	270	6	,	,	PUNCT
bracis-19093	270	7	valdivia	valdivia	PROPN
bracis-19093	270	8	delgado	delgado	PROPN
bracis-19093	270	9	,	,	PUNCT
bracis-19093	270	10	k.	k.	PROPN
bracis-19093	270	11	(	(	PUNCT
bracis-19093	270	12	eds	eds	PROPN
bracis-19093	270	13	)	)	PUNCT
bracis-19093	270	14	intelligent	intelligent	ADJ
bracis-19093	270	15	systems	system	NOUN
bracis-19093	270	16	.	.	PUNCT
bracis-19093	271	1	bracis	bracis	PROPN
bracis-19093	271	2	2021	2021	NUM
bracis-19093	271	3	.	.	PUNCT
bracis-19093	272	1	lecture	lecture	NOUN
bracis-19093	272	2	notes	note	NOUN
bracis-19093	272	3	in	in	ADP
bracis-19093	272	4	computer	computer	NOUN
bracis-19093	272	5	science	science	NOUN
bracis-19093	272	6	(	(	PUNCT
bracis-19093	272	7	)	)	PUNCT
bracis-19093	272	8	,	,	PUNCT
bracis-19093	272	9	vol	vol	NOUN
bracis-19093	272	10	13074	13074	NUM
bracis-19093	272	11	.	.	PUNCT
bracis-19093	273	1	springer	springer	NOUN
bracis-19093	273	2	,	,	PUNCT
bracis-19093	273	3	cham	cham	PROPN
bracis-19093	273	4	.	.	PUNCT
bracis-19093	274	1	https://doi.org/10.1007/978-3-030-91699-2_40	https://doi.org/10.1007/978-3-030-91699-2_40	PRON
bracis-19093	274	2	download	download	VERB
bracis-19093	274	3	citation	citation	NOUN
bracis-19093	274	4	.ris	.ris	PUNCT
bracis-19093	274	5	.enw	.enw	PROPN
bracis-19093	274	6	.bib	.bib	PUNCT
bracis-19093	275	1	doi	doi	PROPN
bracis-19093	275	2	:	:	PUNCT
bracis-19093	275	3	https://doi.org/10.1007/978-3-030-91699-2_40	https://doi.org/10.1007/978-3-030-91699-2_40	PRON
bracis-19093	275	4	published	publish	VERB
bracis-19093	275	5	:	:	PUNCT
bracis-19093	275	6	28	28	NUM
bracis-19093	275	7	november	november	PROPN
bracis-19093	275	8	2021	2021	NUM
bracis-19093	275	9	publisher	publisher	NOUN
bracis-19093	275	10	name	name	NOUN
bracis-19093	275	11	:	:	PUNCT
bracis-19093	275	12	springer	springer	NOUN
bracis-19093	275	13	,	,	PUNCT
bracis-19093	275	14	cham	cham	PROPN
bracis-19093	275	15	print	print	PROPN
bracis-19093	275	16	isbn	isbn	PROPN
bracis-19093	275	17	:	:	PUNCT
bracis-19093	275	18	978	978	NUM
bracis-19093	275	19	-	-	SYM
bracis-19093	275	20	3	3	NUM
bracis-19093	275	21	-	-	PUNCT
bracis-19093	275	22	030	030	NUM
bracis-19093	275	23	-	-	PUNCT
bracis-19093	275	24	91698	91698	NUM
bracis-19093	275	25	-	-	SYM
bracis-19093	275	26	5	5	NUM
bracis-19093	275	27	online	online	ADJ
bracis-19093	275	28	isbn	isbn	NOUN
bracis-19093	275	29	:	:	PUNCT
bracis-19093	275	30	978	978	NUM
bracis-19093	275	31	-	-	SYM
bracis-19093	275	32	3	3	NUM
bracis-19093	275	33	-	-	PUNCT
bracis-19093	275	34	030	030	NUM
bracis-19093	275	35	-	-	PUNCT
bracis-19093	275	36	91699	91699	NUM
bracis-19093	275	37	-	-	SYM
bracis-19093	275	38	2	2	NUM
bracis-19093	275	39	ebook	ebook	NOUN
bracis-19093	275	40	packages	package	NOUN
bracis-19093	275	41	:	:	PUNCT
bracis-19093	275	42	computer	computer	NOUN
bracis-19093	275	43	sciencecomputer	sciencecomputer	NOUN
bracis-19093	275	44	science	science	NOUN
bracis-19093	275	45	(	(	PUNCT
bracis-19093	275	46	r0	r0	NOUN
bracis-19093	275	47	)	)	PUNCT
bracis-19093	275	48	share	share	VERB
bracis-19093	275	49	this	this	DET
bracis-19093	275	50	paper	paper	NOUN
bracis-19093	275	51	anyone	anyone	PRON
bracis-19093	275	52	you	you	PRON
bracis-19093	275	53	share	share	VERB
bracis-19093	275	54	the	the	DET
bracis-19093	275	55	following	follow	VERB
bracis-19093	275	56	link	link	NOUN
bracis-19093	275	57	with	with	ADP
bracis-19093	275	58	will	will	AUX
bracis-19093	275	59	be	be	AUX
bracis-19093	275	60	able	able	ADJ
bracis-19093	275	61	to	to	PART
bracis-19093	275	62	read	read	VERB
bracis-19093	275	63	this	this	DET
bracis-19093	275	64	content	content	NOUN
bracis-19093	275	65	:	:	PUNCT
bracis-19093	275	66	get	get	VERB
bracis-19093	275	67	shareable	shareable	ADJ
bracis-19093	275	68	linksorry	linksorry	NOUN
bracis-19093	275	69	,	,	PUNCT
bracis-19093	275	70	a	a	DET
bracis-19093	275	71	shareable	shareable	ADJ
bracis-19093	275	72	link	link	NOUN
bracis-19093	275	73	is	be	AUX
bracis-19093	275	74	not	not	PART
bracis-19093	275	75	currently	currently	ADV
bracis-19093	275	76	available	available	ADJ
bracis-19093	275	77	for	for	ADP
bracis-19093	275	78	this	this	DET
bracis-19093	275	79	article	article	NOUN
bracis-19093	275	80	.	.	PUNCT
bracis-19093	276	1	copy	copy	VERB
bracis-19093	276	2	shareable	shareable	ADJ
bracis-19093	276	3	link	link	NOUN
bracis-19093	276	4	to	to	PART
bracis-19093	276	5	clipboard	clipboard	NOUN
bracis-19093	276	6	provided	provide	VERB
bracis-19093	276	7	by	by	ADP
bracis-19093	276	8	the	the	DET
bracis-19093	276	9	springer	springer	NOUN
bracis-19093	276	10	nature	nature	PROPN
bracis-19093	276	11	sharedit	sharedit	PROPN
bracis-19093	276	12	content	content	NOUN
bracis-19093	276	13	-	-	PUNCT
bracis-19093	276	14	sharing	share	VERB
bracis-19093	276	15	initiative	initiative	NOUN
bracis-19093	276	16	keywords	keyword	NOUN
bracis-19093	276	17	text	text	VERB
bracis-19093	276	18	classification	classification	NOUN
bracis-19093	276	19	legal	legal	ADJ
bracis-19093	276	20	domain	domain	NOUN
bracis-19093	276	21	brazilian	brazilian	NOUN
bracis-19093	276	22	lawsuits	lawsuit	NOUN
bracis-19093	276	23	language	language	NOUN
bracis-19093	276	24	models	model	NOUN
bracis-19093	276	25	publish	publish	VERB
bracis-19093	276	26	with	with	ADP
bracis-19093	276	27	us	us	PROPN
bracis-19093	276	28	policies	policy	NOUN
bracis-19093	276	29	and	and	CCONJ
bracis-19093	276	30	ethics	ethic	NOUN
bracis-19093	276	31	search	search	NOUN
bracis-19093	276	32	search	search	NOUN
bracis-19093	276	33	by	by	ADP
bracis-19093	276	34	keyword	keyword	NOUN
bracis-19093	276	35	or	or	CCONJ
bracis-19093	276	36	author	author	NOUN
bracis-19093	276	37	search	search	NOUN
bracis-19093	276	38	navigation	navigation	NOUN
bracis-19093	276	39	find	find	VERB
bracis-19093	276	40	a	a	DET
bracis-19093	276	41	journal	journal	NOUN
bracis-19093	276	42	publish	publish	VERB
bracis-19093	276	43	with	with	ADP
bracis-19093	276	44	us	we	PRON
bracis-19093	276	45	track	track	VERB
bracis-19093	276	46	your	your	PRON
bracis-19093	276	47	research	research	NOUN
bracis-19093	276	48	discover	discover	VERB
bracis-19093	276	49	content	content	NOUN
bracis-19093	276	50	journals	journal	NOUN
bracis-19093	276	51	a	a	DET
bracis-19093	276	52	-	-	PUNCT
bracis-19093	276	53	z	z	NOUN
bracis-19093	276	54	books	book	NOUN
bracis-19093	276	55	a	a	DET
bracis-19093	276	56	-	-	PUNCT
bracis-19093	276	57	z	z	NOUN
bracis-19093	276	58	publish	publish	NOUN
bracis-19093	276	59	with	with	ADP
bracis-19093	276	60	us	us	PROPN
bracis-19093	276	61	journal	journal	PROPN
bracis-19093	276	62	finder	finder	PROPN
bracis-19093	276	63	publish	publish	VERB
bracis-19093	276	64	your	your	PRON
bracis-19093	276	65	research	research	NOUN
bracis-19093	276	66	language	language	NOUN
bracis-19093	276	67	editing	edit	VERB
bracis-19093	276	68	open	open	ADJ
bracis-19093	276	69	access	access	NOUN
bracis-19093	276	70	publishing	publishing	NOUN
bracis-19093	276	71	products	product	NOUN
bracis-19093	276	72	and	and	CCONJ
bracis-19093	276	73	services	service	NOUN
bracis-19093	276	74	our	our	PRON
bracis-19093	276	75	products	product	NOUN
bracis-19093	276	76	librarians	librarian	VERB
bracis-19093	276	77	societies	society	NOUN
bracis-19093	276	78	partners	partner	NOUN
bracis-19093	276	79	and	and	CCONJ
bracis-19093	276	80	advertisers	advertiser	NOUN
bracis-19093	276	81	our	our	PRON
bracis-19093	276	82	brands	brand	NOUN
bracis-19093	276	83	springer	springer	NOUN
bracis-19093	276	84	nature	nature	PROPN
bracis-19093	276	85	portfolio	portfolio	PROPN
bracis-19093	276	86	bmc	bmc	PROPN
bracis-19093	276	87	palgrave	palgrave	PROPN
bracis-19093	276	88	macmillan	macmillan	PROPN
bracis-19093	276	89	apress	apress	PROPN
bracis-19093	276	90	discover	discover	VERB
bracis-19093	276	91	your	your	PRON
bracis-19093	276	92	privacy	privacy	NOUN
bracis-19093	276	93	choices	choice	NOUN
bracis-19093	276	94	/	/	SYM
bracis-19093	276	95	manage	manage	NOUN
bracis-19093	276	96	cookies	cookie	NOUN
bracis-19093	276	97	your	your	PRON
bracis-19093	276	98	us	us	PROPN
bracis-19093	277	1	state	state	NOUN
bracis-19093	277	2	privacy	privacy	NOUN
bracis-19093	277	3	rights	right	NOUN
bracis-19093	277	4	accessibility	accessibility	NOUN
bracis-19093	277	5	statement	statement	NOUN
bracis-19093	277	6	terms	term	NOUN
bracis-19093	277	7	and	and	CCONJ
bracis-19093	277	8	conditions	condition	NOUN
bracis-19093	277	9	privacy	privacy	NOUN
bracis-19093	277	10	policy	policy	NOUN
bracis-19093	277	11	help	help	NOUN
bracis-19093	277	12	and	and	CCONJ
bracis-19093	277	13	support	support	VERB
bracis-19093	277	14	legal	legal	ADJ
bracis-19093	277	15	notice	notice	NOUN
bracis-19093	277	16	cancel	cancel	VERB
bracis-19093	277	17	contracts	contract	NOUN
bracis-19093	277	18	here	here	ADV
bracis-19093	277	19	129.74.145.123	129.74.145.123	NUM
bracis-19093	277	20	hesburgh	hesburgh	PROPN
bracis-19093	277	21	library	library	PROPN
bracis-19093	277	22	er	er	INTJ
bracis-19093	277	23	unit	unit	NOUN
bracis-19093	277	24	(	(	PUNCT
bracis-19093	277	25	3005732405	3005732405	NUM
bracis-19093	277	26	)	)	PUNCT
bracis-19093	277	27	northeast	northeast	ADJ
bracis-19093	277	28	research	research	NOUN
bracis-19093	277	29	libraries	library	NOUN
bracis-19093	277	30	(	(	PUNCT
bracis-19093	277	31	nerl	nerl	PROPN
bracis-19093	277	32	)	)	PUNCT
bracis-19093	277	33	(	(	PUNCT
bracis-19093	277	34	8200828607	8200828607	NUM
bracis-19093	277	35	)	)	PUNCT
bracis-19093	277	36	nerl	nerl	VERB
bracis-19093	277	37	ta	ta	X
bracis-19093	277	38	account	account	NOUN
bracis-19093	277	39	(	(	PUNCT
bracis-19093	277	40	3006206169	3006206169	NUM
bracis-19093	277	41	)	)	PUNCT
bracis-19093	277	42	university	university	NOUN
bracis-19093	277	43	of	of	ADP
bracis-19093	277	44	notre	notre	PROPN
bracis-19093	277	45	dame	dame	PROPN
bracis-19093	277	46	hesburgh	hesburgh	PROPN
bracis-19093	277	47	library	library	NOUN
bracis-19093	277	48	(	(	PUNCT
bracis-19093	277	49	3000184373	3000184373	NUM
bracis-19093	277	50	)	)	PUNCT
bracis-19093	278	1	©	©	ADP
bracis-19093	278	2	2025	2025	NUM
bracis-19093	278	3	springer	springer	NOUN
bracis-19093	278	4	nature	nature	NOUN