id	sid	tid	token	lemma	pos
bracis-33613	1	1	using	use	VERB
bracis-33613	1	2	complex	complex	ADJ
bracis-33613	1	3	networks	network	NOUN
bracis-33613	1	4	to	to	PART
bracis-33613	1	5	 	 	SPACE
bracis-33613	1	6	improve	improve	VERB
bracis-33613	1	7	legal	legal	ADJ
bracis-33613	1	8	text	text	NOUN
bracis-33613	1	9	hierarchical	hierarchical	ADJ
bracis-33613	1	10	classification	classification	NOUN
bracis-33613	1	11	|	|	NOUN
bracis-33613	1	12	springer	springer	NOUN
bracis-33613	1	13	nature	nature	PROPN
bracis-33613	1	14	link	link	PROPN
bracis-33613	1	15	(	(	PUNCT
bracis-33613	1	16	formerly	formerly	ADV
bracis-33613	1	17	springerlink	springerlink	NOUN
bracis-33613	1	18	)	)	PUNCT
bracis-33613	1	19	skip	skip	VERB
bracis-33613	1	20	to	to	ADP
bracis-33613	1	21	main	main	ADJ
bracis-33613	1	22	content	content	NOUN
bracis-33613	1	23	advertisement	advertisement	NOUN
bracis-33613	1	24	account	account	NOUN
bracis-33613	1	25	menu	menu	NOUN
bracis-33613	1	26	find	find	VERB
bracis-33613	1	27	a	a	DET
bracis-33613	1	28	journal	journal	NOUN
bracis-33613	1	29	publish	publish	VERB
bracis-33613	1	30	with	with	ADP
bracis-33613	1	31	us	we	PRON
bracis-33613	1	32	track	track	VERB
bracis-33613	1	33	your	your	PRON
bracis-33613	1	34	research	research	NOUN
bracis-33613	1	35	search	search	NOUN
bracis-33613	1	36	cart	cart	NOUN
bracis-33613	1	37	home	home	NOUN
bracis-33613	1	38	intelligent	intelligent	ADJ
bracis-33613	1	39	systems	system	NOUN
bracis-33613	1	40	conference	conference	NOUN
bracis-33613	1	41	paper	paper	NOUN
bracis-33613	1	42	using	use	VERB
bracis-33613	1	43	complex	complex	ADJ
bracis-33613	1	44	networks	network	NOUN
bracis-33613	1	45	to	to	PART
bracis-33613	1	46	 	 	SPACE
bracis-33613	1	47	improve	improve	VERB
bracis-33613	1	48	legal	legal	ADJ
bracis-33613	1	49	text	text	NOUN
bracis-33613	1	50	hierarchical	hierarchical	ADJ
bracis-33613	1	51	classification	classification	NOUN
bracis-33613	1	52	conference	conference	NOUN
bracis-33613	1	53	paper	paper	NOUN
bracis-33613	1	54	first	first	ADV
bracis-33613	1	55	online	online	ADV
bracis-33613	1	56	:	:	PUNCT
bracis-33613	1	57	30	30	NUM
bracis-33613	1	58	january	january	NOUN
bracis-33613	1	59	2025	2025	NUM
bracis-33613	1	60	pp	pp	NUM
bracis-33613	1	61	476–490	476–490	NUM
bracis-33613	1	62	cite	cite	VERB
bracis-33613	1	63	this	this	DET
bracis-33613	1	64	conference	conference	NOUN
bracis-33613	1	65	paper	paper	NOUN
bracis-33613	1	66	download	download	NOUN
bracis-33613	1	67	book	book	NOUN
bracis-33613	1	68	pdf	pdf	PROPN
bracis-33613	1	69	download	download	NOUN
bracis-33613	1	70	book	book	NOUN
bracis-33613	1	71	epub	epub	PROPN
bracis-33613	1	72	intelligent	intelligent	ADJ
bracis-33613	1	73	systems	system	NOUN
bracis-33613	1	74	(	(	PUNCT
bracis-33613	1	75	bracis	bracis	NOUN
bracis-33613	1	76	2024	2024	NUM
bracis-33613	1	77	)	)	PUNCT
bracis-33613	1	78	using	use	VERB
bracis-33613	1	79	complex	complex	ADJ
bracis-33613	1	80	networks	network	NOUN
bracis-33613	1	81	to	to	PART
bracis-33613	1	82	 	 	SPACE
bracis-33613	1	83	improve	improve	VERB
bracis-33613	1	84	legal	legal	ADJ
bracis-33613	1	85	text	text	NOUN
bracis-33613	1	86	hierarchical	hierarchical	ADJ
bracis-33613	1	87	classification	classification	NOUN
bracis-33613	1	88	download	download	NOUN
bracis-33613	1	89	book	book	NOUN
bracis-33613	1	90	pdf	pdf	PROPN
bracis-33613	1	91	download	download	NOUN
bracis-33613	1	92	book	book	NOUN
bracis-33613	1	93	epub	epub	NOUN
bracis-33613	1	94	rilder	rilder	NOUN
bracis-33613	1	95	s.	s.	PROPN
bracis-33613	1	96	pires9,10	pires9,10	PROPN
bracis-33613	1	97	,	,	PUNCT
bracis-33613	1	98	raquel	raquel	NOUN
bracis-33613	1	99	silveira11	silveira11	NOUN
bracis-33613	1	100	,	,	PUNCT
bracis-33613	1	101	carlos	carlos	PROPN
bracis-33613	1	102	g.	g.	PROPN
bracis-33613	1	103	o.	o.	PROPN
bracis-33613	1	104	fernandes10,12	fernandes10,12	PROPN
bracis-33613	1	105	,	,	PUNCT
bracis-33613	1	106	joão	joão	PROPN
bracis-33613	1	107	a.	a.	PROPN
bracis-33613	1	108	monteiro	monteiro	PROPN
bracis-33613	1	109	neto13	neto13	PROPN
bracis-33613	1	110	&	&	CCONJ
bracis-33613	1	111	…	…	PUNCT
bracis-33613	1	112	vasco	vasco	PROPN
bracis-33613	1	113	furtado9,10,14	furtado9,10,14	ADV
bracis-33613	1	114	  	  	SPACE
bracis-33613	1	115	show	show	VERB
bracis-33613	1	116	authors	author	NOUN
bracis-33613	1	117	part	part	NOUN
bracis-33613	1	118	of	of	ADP
bracis-33613	1	119	the	the	DET
bracis-33613	1	120	book	book	NOUN
bracis-33613	1	121	series	series	NOUN
bracis-33613	1	122	:	:	PUNCT
bracis-33613	1	123	lecture	lecture	NOUN
bracis-33613	1	124	notes	note	NOUN
bracis-33613	1	125	in	in	ADP
bracis-33613	1	126	computer	computer	NOUN
bracis-33613	1	127	science	science	NOUN
bracis-33613	1	128	(	(	PUNCT
bracis-33613	1	129	(	(	PUNCT
bracis-33613	1	130	lnai	lnai	ADJ
bracis-33613	1	131	,	,	PUNCT
bracis-33613	1	132	volume	volume	NOUN
bracis-33613	1	133	15413	15413	NUM
bracis-33613	1	134	)	)	PUNCT
bracis-33613	1	135	)	)	PUNCT
bracis-33613	1	136	included	include	VERB
bracis-33613	1	137	in	in	ADP
bracis-33613	1	138	the	the	DET
bracis-33613	1	139	following	follow	VERB
bracis-33613	1	140	conference	conference	NOUN
bracis-33613	1	141	series	series	NOUN
bracis-33613	1	142	:	:	PUNCT
bracis-33613	1	143	brazilian	brazilian	ADJ
bracis-33613	1	144	conference	conference	NOUN
bracis-33613	1	145	on	on	ADP
bracis-33613	1	146	intelligent	intelligent	ADJ
bracis-33613	1	147	systems	system	NOUN
bracis-33613	1	148	375	375	NUM
bracis-33613	1	149	accesses	access	NOUN
bracis-33613	1	150	1	1	NUM
bracis-33613	1	151	citation	citation	NOUN
bracis-33613	1	152	abstract	abstract	ADJ
bracis-33613	1	153	legal	legal	ADJ
bracis-33613	1	154	topics	topic	NOUN
bracis-33613	1	155	are	be	AUX
bracis-33613	1	156	typically	typically	ADV
bracis-33613	1	157	organized	organize	VERB
bracis-33613	1	158	into	into	ADP
bracis-33613	1	159	trees	tree	NOUN
bracis-33613	1	160	of	of	ADP
bracis-33613	1	161	labels	label	NOUN
bracis-33613	1	162	,	,	PUNCT
bracis-33613	1	163	where	where	SCONJ
bracis-33613	1	164	each	each	DET
bracis-33613	1	165	branch	branch	NOUN
bracis-33613	1	166	,	,	PUNCT
bracis-33613	1	167	from	from	ADP
bracis-33613	1	168	the	the	DET
bracis-33613	1	169	root	root	NOUN
bracis-33613	1	170	(	(	PUNCT
bracis-33613	1	171	generic	generic	ADJ
bracis-33613	1	172	topics	topic	NOUN
bracis-33613	1	173	)	)	PUNCT
bracis-33613	1	174	to	to	ADP
bracis-33613	1	175	the	the	DET
bracis-33613	1	176	leaf	leaf	NOUN
bracis-33613	1	177	(	(	PUNCT
bracis-33613	1	178	specific	specific	ADJ
bracis-33613	1	179	topics	topic	NOUN
bracis-33613	1	180	)	)	PUNCT
bracis-33613	1	181	,	,	PUNCT
bracis-33613	1	182	categorizes	categorize	VERB
bracis-33613	1	183	the	the	DET
bracis-33613	1	184	vocabulary	vocabulary	NOUN
bracis-33613	1	185	that	that	PRON
bracis-33613	1	186	describe	describe	VERB
bracis-33613	1	187	lawsuits	lawsuit	NOUN
bracis-33613	1	188	.	.	PUNCT
bracis-33613	2	1	in	in	ADP
bracis-33613	2	2	this	this	DET
bracis-33613	2	3	article	article	NOUN
bracis-33613	2	4	,	,	PUNCT
bracis-33613	2	5	we	we	PRON
bracis-33613	2	6	describe	describe	VERB
bracis-33613	2	7	an	an	DET
bracis-33613	2	8	approach	approach	NOUN
bracis-33613	2	9	,	,	PUNCT
bracis-33613	2	10	innovative	innovative	ADJ
bracis-33613	2	11	in	in	ADP
bracis-33613	2	12	the	the	DET
bracis-33613	2	13	brazilian	brazilian	ADJ
bracis-33613	2	14	justice	justice	NOUN
bracis-33613	2	15	system	system	NOUN
bracis-33613	2	16	,	,	PUNCT
bracis-33613	2	17	of	of	ADP
bracis-33613	2	18	automatic	automatic	ADJ
bracis-33613	2	19	hierarchical	hierarchical	ADJ
bracis-33613	2	20	classification	classification	NOUN
bracis-33613	2	21	of	of	ADP
bracis-33613	2	22	a	a	DET
bracis-33613	2	23	petition	petition	NOUN
bracis-33613	2	24	topic	topic	NOUN
bracis-33613	2	25	.	.	PUNCT
bracis-33613	3	1	the	the	DET
bracis-33613	3	2	approach	approach	NOUN
bracis-33613	3	3	integrates	integrate	VERB
bracis-33613	3	4	methods	method	NOUN
bracis-33613	3	5	based	base	VERB
bracis-33613	3	6	on	on	ADP
bracis-33613	3	7	transformers	transformer	NOUN
bracis-33613	3	8	and	and	CCONJ
bracis-33613	3	9	complex	complex	ADJ
bracis-33613	3	10	networks	network	NOUN
bracis-33613	3	11	to	to	PART
bracis-33613	3	12	capture	capture	VERB
bracis-33613	3	13	,	,	PUNCT
bracis-33613	3	14	in	in	ADP
bracis-33613	3	15	addition	addition	NOUN
bracis-33613	3	16	to	to	ADP
bracis-33613	3	17	the	the	DET
bracis-33613	3	18	characteristics	characteristic	NOUN
bracis-33613	3	19	of	of	ADP
bracis-33613	3	20	the	the	DET
bracis-33613	3	21	text	text	NOUN
bracis-33613	3	22	,	,	PUNCT
bracis-33613	3	23	the	the	DET
bracis-33613	3	24	relationship	relationship	NOUN
bracis-33613	3	25	between	between	ADP
bracis-33613	3	26	the	the	DET
bracis-33613	3	27	legal	legal	ADJ
bracis-33613	3	28	citations	citation	NOUN
bracis-33613	3	29	present	present	ADJ
bracis-33613	3	30	in	in	ADP
bracis-33613	3	31	the	the	DET
bracis-33613	3	32	petitions	petition	NOUN
bracis-33613	3	33	and	and	CCONJ
bracis-33613	3	34	the	the	DET
bracis-33613	3	35	topic	topic	NOUN
bracis-33613	3	36	to	to	PART
bracis-33613	3	37	which	which	PRON
bracis-33613	3	38	the	the	DET
bracis-33613	3	39	petition	petition	NOUN
bracis-33613	3	40	refers	refer	VERB
bracis-33613	3	41	.	.	PUNCT
bracis-33613	4	1	the	the	DET
bracis-33613	4	2	validation	validation	NOUN
bracis-33613	4	3	of	of	ADP
bracis-33613	4	4	this	this	DET
bracis-33613	4	5	approach	approach	NOUN
bracis-33613	4	6	is	be	AUX
bracis-33613	4	7	done	do	VERB
bracis-33613	4	8	through	through	ADP
bracis-33613	4	9	a	a	DET
bracis-33613	4	10	benchmark	benchmark	NOUN
bracis-33613	4	11	that	that	PRON
bracis-33613	4	12	shows	show	VERB
bracis-33613	4	13	accuracy	accuracy	NOUN
bracis-33613	4	14	gains	gain	NOUN
bracis-33613	4	15	,	,	PUNCT
bracis-33613	4	16	as	as	ADV
bracis-33613	4	17	well	well	ADV
bracis-33613	4	18	as	as	ADP
bracis-33613	4	19	,	,	PUNCT
bracis-33613	4	20	a	a	DET
bracis-33613	4	21	practical	practical	ADJ
bracis-33613	4	22	scenario	scenario	NOUN
bracis-33613	4	23	with	with	ADP
bracis-33613	4	24	the	the	DET
bracis-33613	4	25	implementation	implementation	NOUN
bracis-33613	4	26	of	of	ADP
bracis-33613	4	27	a	a	DET
bracis-33613	4	28	microservice	microservice	NOUN
bracis-33613	4	29	on	on	ADP
bracis-33613	4	30	a	a	DET
bracis-33613	4	31	national	national	PROPN
bracis-33613	4	32	justice	justice	NOUN
bracis-33613	4	33	platform	platform	NOUN
bracis-33613	4	34	whose	whose	DET
bracis-33613	4	35	front	front	ADJ
bracis-33613	4	36	-	-	PUNCT
bracis-33613	4	37	end	end	NOUN
bracis-33613	4	38	implementation	implementation	NOUN
bracis-33613	4	39	is	be	AUX
bracis-33613	4	40	already	already	ADV
bracis-33613	4	41	being	be	AUX
bracis-33613	4	42	used	use	VERB
bracis-33613	4	43	by	by	ADP
bracis-33613	4	44	a	a	DET
bracis-33613	4	45	state	state	NOUN
bracis-33613	4	46	court	court	NOUN
bracis-33613	4	47	to	to	PART
bracis-33613	4	48	automatically	automatically	ADV
bracis-33613	4	49	suggest	suggest	VERB
bracis-33613	4	50	the	the	DET
bracis-33613	4	51	classification	classification	NOUN
bracis-33613	4	52	of	of	ADP
bracis-33613	4	53	the	the	DET
bracis-33613	4	54	petitions	petition	NOUN
bracis-33613	4	55	topic	topic	NOUN
bracis-33613	4	56	in	in	ADP
bracis-33613	4	57	the	the	DET
bracis-33613	4	58	national	national	ADJ
bracis-33613	4	59	procedural	procedural	ADJ
bracis-33613	4	60	system	system	NOUN
bracis-33613	4	61	.	.	PUNCT
bracis-33613	5	1	download	download	NOUN
bracis-33613	5	2	conference	conference	PROPN
bracis-33613	5	3	paper	paper	NOUN
bracis-33613	5	4	pdf	pdf	NOUN
bracis-33613	5	5	similar	similar	ADJ
bracis-33613	5	6	content	content	NOUN
bracis-33613	5	7	being	be	AUX
bracis-33613	5	8	viewed	view	VERB
bracis-33613	5	9	by	by	ADP
bracis-33613	5	10	others	other	NOUN
bracis-33613	5	11	using	use	VERB
bracis-33613	5	12	topic	topic	NOUN
bracis-33613	5	13	modeling	modeling	NOUN
bracis-33613	5	14	in	in	ADP
bracis-33613	5	15	classification	classification	NOUN
bracis-33613	5	16	of	of	ADP
bracis-33613	5	17	brazilian	brazilian	ADJ
bracis-33613	5	18	lawsuits	lawsuit	NOUN
bracis-33613	5	19	chapter	chapter	NOUN
bracis-33613	5	20	©	©	ADP
bracis-33613	5	21	2022	2022	NUM
bracis-33613	5	22	towards	towards	ADP
bracis-33613	5	23	automated	automate	VERB
bracis-33613	5	24	classification	classification	NOUN
bracis-33613	5	25	of	of	ADP
bracis-33613	5	26	 	 	SPACE
bracis-33613	5	27	repetitive	repetitive	ADJ
bracis-33613	5	28	themes	theme	NOUN
bracis-33613	5	29	in	in	ADP
bracis-33613	5	30	 	 	SPACE
bracis-33613	5	31	brazilian	brazilian	ADJ
bracis-33613	5	32	courts	court	NOUN
bracis-33613	5	33	with	with	ADP
bracis-33613	5	34	 	 	SPACE
bracis-33613	5	35	legalclass	legalclass	NOUN
bracis-33613	5	36	chapter	chapter	NOUN
bracis-33613	5	37	©	©	ADP
bracis-33613	5	38	2024	2024	NUM
bracis-33613	5	39	using	use	VERB
bracis-33613	5	40	attention	attention	NOUN
bracis-33613	5	41	methods	method	NOUN
bracis-33613	5	42	to	to	PART
bracis-33613	5	43	predict	predict	VERB
bracis-33613	5	44	judicial	judicial	ADJ
bracis-33613	5	45	outcomes	outcome	NOUN
bracis-33613	5	46	article	article	NOUN
bracis-33613	5	47	27	27	NUM
bracis-33613	5	48	december	december	PROPN
bracis-33613	5	49	2022	2022	NUM
bracis-33613	5	50	1	1	NUM
bracis-33613	5	51	introduction	introduction	NOUN
bracis-33613	5	52	classification	classification	NOUN
bracis-33613	5	53	of	of	ADP
bracis-33613	5	54	the	the	DET
bracis-33613	5	55	topic	topic	NOUN
bracis-33613	5	56	addressed	address	VERB
bracis-33613	5	57	by	by	ADP
bracis-33613	5	58	a	a	DET
bracis-33613	5	59	legal	legal	ADJ
bracis-33613	5	60	document	document	NOUN
bracis-33613	5	61	is	be	AUX
bracis-33613	5	62	a	a	DET
bracis-33613	5	63	task	task	NOUN
bracis-33613	5	64	where	where	SCONJ
bracis-33613	5	65	artificial	artificial	ADJ
bracis-33613	5	66	intelligence	intelligence	NOUN
bracis-33613	5	67	,	,	PUNCT
bracis-33613	5	68	specifically	specifically	ADV
bracis-33613	5	69	through	through	ADP
bracis-33613	5	70	natural	natural	ADJ
bracis-33613	5	71	language	language	NOUN
bracis-33613	5	72	processing	processing	NOUN
bracis-33613	5	73	(	(	PUNCT
bracis-33613	5	74	nlp	nlp	NOUN
bracis-33613	5	75	)	)	PUNCT
bracis-33613	5	76	,	,	PUNCT
bracis-33613	5	77	can	can	AUX
bracis-33613	5	78	provide	provide	VERB
bracis-33613	5	79	automatic	automatic	ADJ
bracis-33613	5	80	inference	inference	NOUN
bracis-33613	5	81	capabilities	capability	NOUN
bracis-33613	5	82	 	 	SPACE
bracis-33613	6	1	[	[	X
bracis-33613	6	2	21	21	NUM
bracis-33613	6	3	]	]	PUNCT
bracis-33613	6	4	.	.	PUNCT
bracis-33613	7	1	legal	legal	ADJ
bracis-33613	7	2	topics	topic	NOUN
bracis-33613	7	3	are	be	AUX
bracis-33613	7	4	typically	typically	ADV
bracis-33613	7	5	organized	organize	VERB
bracis-33613	7	6	into	into	ADP
bracis-33613	7	7	hierarchical	hierarchical	ADJ
bracis-33613	7	8	trees	tree	NOUN
bracis-33613	7	9	,	,	PUNCT
bracis-33613	7	10	where	where	SCONJ
bracis-33613	7	11	each	each	DET
bracis-33613	7	12	branch	branch	NOUN
bracis-33613	7	13	,	,	PUNCT
bracis-33613	7	14	from	from	ADP
bracis-33613	7	15	the	the	DET
bracis-33613	7	16	root	root	NOUN
bracis-33613	7	17	(	(	PUNCT
bracis-33613	7	18	e.g.	e.g.	ADV
bracis-33613	7	19	,	,	PUNCT
bracis-33613	7	20	consumer	consumer	NOUN
bracis-33613	7	21	law	law	NOUN
bracis-33613	7	22	)	)	PUNCT
bracis-33613	7	23	to	to	ADP
bracis-33613	7	24	the	the	DET
bracis-33613	7	25	leaf	leaf	NOUN
bracis-33613	7	26	(	(	PUNCT
bracis-33613	7	27	e.g.	e.g.	ADJ
bracis-33613	7	28	,	,	PUNCT
bracis-33613	7	29	moral	moral	ADJ
bracis-33613	7	30	/	/	SYM
bracis-33613	7	31	material	material	NOUN
bracis-33613	7	32	damage	damage	NOUN
bracis-33613	7	33	)	)	PUNCT
bracis-33613	7	34	,	,	PUNCT
bracis-33613	7	35	categorizes	categorize	VERB
bracis-33613	7	36	the	the	DET
bracis-33613	7	37	vocabulary	vocabulary	NOUN
bracis-33613	7	38	that	that	PRON
bracis-33613	7	39	describes	describe	VERB
bracis-33613	7	40	lawsuits	lawsuit	NOUN
bracis-33613	7	41	.	.	PUNCT
bracis-33613	8	1	topic	topic	NOUN
bracis-33613	8	2	classification	classification	NOUN
bracis-33613	8	3	generally	generally	ADV
bracis-33613	8	4	occurs	occur	VERB
bracis-33613	8	5	in	in	ADP
bracis-33613	8	6	the	the	DET
bracis-33613	8	7	early	early	ADJ
bracis-33613	8	8	stages	stage	NOUN
bracis-33613	8	9	of	of	ADP
bracis-33613	8	10	the	the	DET
bracis-33613	8	11	judicial	judicial	ADJ
bracis-33613	8	12	process	process	NOUN
bracis-33613	8	13	when	when	SCONJ
bracis-33613	8	14	a	a	DET
bracis-33613	8	15	petition	petition	NOUN
bracis-33613	8	16	is	be	AUX
bracis-33613	8	17	submitted	submit	VERB
bracis-33613	8	18	to	to	ADP
bracis-33613	8	19	the	the	DET
bracis-33613	8	20	court	court	NOUN
bracis-33613	8	21	.	.	PUNCT
bracis-33613	9	1	at	at	ADP
bracis-33613	9	2	this	this	DET
bracis-33613	9	3	point	point	NOUN
bracis-33613	9	4	,	,	PUNCT
bracis-33613	9	5	the	the	DET
bracis-33613	9	6	petitioner	petitioner	NOUN
bracis-33613	9	7	is	be	AUX
bracis-33613	9	8	required	require	VERB
bracis-33613	9	9	to	to	PART
bracis-33613	9	10	indicate	indicate	VERB
bracis-33613	9	11	the	the	DET
bracis-33613	9	12	relevant	relevant	ADJ
bracis-33613	9	13	subject	subject	NOUN
bracis-33613	9	14	matter	matter	NOUN
bracis-33613	9	15	of	of	ADP
bracis-33613	9	16	the	the	DET
bracis-33613	9	17	demand	demand	NOUN
bracis-33613	9	18	.	.	PUNCT
bracis-33613	10	1	in	in	ADP
bracis-33613	10	2	the	the	DET
bracis-33613	10	3	brazilian	brazilian	ADJ
bracis-33613	10	4	context	context	NOUN
bracis-33613	10	5	,	,	PUNCT
bracis-33613	10	6	a	a	DET
bracis-33613	10	7	petitioner	petitioner	NOUN
bracis-33613	10	8	must	must	AUX
bracis-33613	10	9	choose	choose	VERB
bracis-33613	10	10	the	the	DET
bracis-33613	10	11	topic	topic	NOUN
bracis-33613	10	12	from	from	ADP
bracis-33613	10	13	a	a	DET
bracis-33613	10	14	hierarchy	hierarchy	NOUN
bracis-33613	10	15	encompassing	encompass	VERB
bracis-33613	10	16	over	over	ADP
bracis-33613	10	17	4,000	4,000	NUM
bracis-33613	10	18	subjects	subject	NOUN
bracis-33613	10	19	,	,	PUNCT
bracis-33613	10	20	which	which	PRON
bracis-33613	10	21	are	be	AUX
bracis-33613	10	22	part	part	NOUN
bracis-33613	10	23	of	of	ADP
bracis-33613	10	24	the	the	DET
bracis-33613	10	25	unified	unified	ADJ
bracis-33613	10	26	procedural	procedural	ADJ
bracis-33613	10	27	tables	table	NOUN
bracis-33613	10	28	(	(	PUNCT
bracis-33613	10	29	tpu	tpu	NOUN
bracis-33613	10	30	system	system	NOUN
bracis-33613	10	31	)	)	PUNCT
bracis-33613	10	32	maintained	maintain	VERB
bracis-33613	10	33	by	by	ADP
bracis-33613	10	34	the	the	DET
bracis-33613	10	35	national	national	PROPN
bracis-33613	10	36	council	council	PROPN
bracis-33613	10	37	of	of	ADP
bracis-33613	10	38	justice	justice	PROPN
bracis-33613	10	39	(	(	PUNCT
bracis-33613	10	40	cnj	cnj	PROPN
bracis-33613	10	41	)	)	PUNCT
bracis-33613	10	42	 	 	SPACE
bracis-33613	11	1	[	[	X
bracis-33613	11	2	9	9	NUM
bracis-33613	11	3	]	]	PUNCT
bracis-33613	11	4	.	.	PUNCT
bracis-33613	12	1	making	make	VERB
bracis-33613	12	2	the	the	DET
bracis-33613	12	3	correct	correct	ADJ
bracis-33613	12	4	association	association	NOUN
bracis-33613	12	5	within	within	ADP
bracis-33613	12	6	this	this	DET
bracis-33613	12	7	hierarchy	hierarchy	NOUN
bracis-33613	12	8	is	be	AUX
bracis-33613	12	9	not	not	PART
bracis-33613	12	10	a	a	DET
bracis-33613	12	11	trivial	trivial	ADJ
bracis-33613	12	12	task	task	NOUN
bracis-33613	12	13	and	and	CCONJ
bracis-33613	12	14	is	be	AUX
bracis-33613	12	15	often	often	ADV
bracis-33613	12	16	done	do	VERB
bracis-33613	12	17	incorrectly	incorrectly	ADV
bracis-33613	12	18	by	by	ADP
bracis-33613	12	19	the	the	DET
bracis-33613	12	20	petitioner	petitioner	NOUN
bracis-33613	12	21	.	.	PUNCT
bracis-33613	13	1	this	this	DET
bracis-33613	13	2	misclassification	misclassification	NOUN
bracis-33613	13	3	generates	generate	VERB
bracis-33613	13	4	delays	delay	NOUN
bracis-33613	13	5	in	in	ADP
bracis-33613	13	6	the	the	DET
bracis-33613	13	7	judicial	judicial	ADJ
bracis-33613	13	8	process	process	NOUN
bracis-33613	13	9	,	,	PUNCT
bracis-33613	13	10	leading	lead	VERB
bracis-33613	13	11	to	to	ADP
bracis-33613	13	12	negative	negative	ADJ
bracis-33613	13	13	impacts	impact	NOUN
bracis-33613	13	14	both	both	PRON
bracis-33613	13	15	financially	financially	ADV
bracis-33613	13	16	,	,	PUNCT
bracis-33613	13	17	due	due	ADP
bracis-33613	13	18	to	to	ADP
bracis-33613	13	19	rework	rework	NOUN
bracis-33613	13	20	,	,	PUNCT
bracis-33613	13	21	and	and	CCONJ
bracis-33613	13	22	socially	socially	ADV
bracis-33613	13	23	,	,	PUNCT
bracis-33613	13	24	by	by	ADP
bracis-33613	13	25	fostering	foster	VERB
bracis-33613	13	26	a	a	DET
bracis-33613	13	27	sense	sense	NOUN
bracis-33613	13	28	of	of	ADP
bracis-33613	13	29	impunity	impunity	NOUN
bracis-33613	13	30	.	.	PUNCT
bracis-33613	14	1	the	the	DET
bracis-33613	14	2	scientific	scientific	ADJ
bracis-33613	14	3	literature	literature	NOUN
bracis-33613	14	4	presents	present	VERB
bracis-33613	14	5	various	various	ADJ
bracis-33613	14	6	methodologies	methodology	NOUN
bracis-33613	14	7	for	for	ADP
bracis-33613	14	8	the	the	DET
bracis-33613	14	9	automatic	automatic	ADJ
bracis-33613	14	10	classification	classification	NOUN
bracis-33613	14	11	of	of	ADP
bracis-33613	14	12	judicial	judicial	ADJ
bracis-33613	14	13	documents	document	NOUN
bracis-33613	14	14	 	 	SPACE
bracis-33613	15	1	[	[	X
bracis-33613	15	2	1	1	NUM
bracis-33613	15	3	,	,	PUNCT
bracis-33613	15	4	2	2	NUM
bracis-33613	15	5	,	,	PUNCT
bracis-33613	15	6	4	4	NUM
bracis-33613	15	7	,	,	PUNCT
bracis-33613	15	8	14	14	NUM
bracis-33613	15	9	,	,	PUNCT
bracis-33613	15	10	21	21	NUM
bracis-33613	15	11	,	,	PUNCT
bracis-33613	15	12	29	29	NUM
bracis-33613	15	13	]	]	PUNCT
bracis-33613	15	14	.	.	PUNCT
bracis-33613	16	1	the	the	DET
bracis-33613	16	2	advent	advent	NOUN
bracis-33613	16	3	of	of	ADP
bracis-33613	16	4	textual	textual	ADJ
bracis-33613	16	5	classification	classification	NOUN
bracis-33613	16	6	via	via	ADP
bracis-33613	16	7	deep	deep	ADJ
bracis-33613	16	8	learning	learning	NOUN
bracis-33613	16	9	,	,	PUNCT
bracis-33613	16	10	particularly	particularly	ADV
bracis-33613	16	11	with	with	ADP
bracis-33613	16	12	transformer	transformer	NOUN
bracis-33613	16	13	models	model	NOUN
bracis-33613	16	14	,	,	PUNCT
bracis-33613	16	15	has	have	AUX
bracis-33613	16	16	significantly	significantly	ADV
bracis-33613	16	17	advanced	advance	VERB
bracis-33613	16	18	the	the	DET
bracis-33613	16	19	field	field	NOUN
bracis-33613	16	20	of	of	ADP
bracis-33613	16	21	text	text	NOUN
bracis-33613	16	22	classification	classification	NOUN
bracis-33613	16	23	 	 	SPACE
bracis-33613	17	1	[	[	X
bracis-33613	17	2	10	10	NUM
bracis-33613	17	3	,	,	PUNCT
bracis-33613	17	4	17	17	NUM
bracis-33613	17	5	,	,	PUNCT
bracis-33613	17	6	28	28	NUM
bracis-33613	17	7	,	,	PUNCT
bracis-33613	17	8	31	31	NUM
bracis-33613	17	9	]	]	PUNCT
bracis-33613	17	10	.	.	PUNCT
bracis-33613	18	1	nonetheless	nonetheless	ADV
bracis-33613	18	2	,	,	PUNCT
bracis-33613	18	3	the	the	DET
bracis-33613	18	4	intricate	intricate	ADJ
bracis-33613	18	5	and	and	CCONJ
bracis-33613	18	6	extensive	extensive	ADJ
bracis-33613	18	7	hierarchical	hierarchical	ADJ
bracis-33613	18	8	structure	structure	NOUN
bracis-33613	18	9	of	of	ADP
bracis-33613	18	10	topics	topic	NOUN
bracis-33613	18	11	,	,	PUNCT
bracis-33613	18	12	along	along	ADP
bracis-33613	18	13	with	with	ADP
bracis-33613	18	14	the	the	DET
bracis-33613	18	15	specialized	specialized	ADJ
bracis-33613	18	16	nature	nature	NOUN
bracis-33613	18	17	of	of	ADP
bracis-33613	18	18	legal	legal	ADJ
bracis-33613	18	19	texts	text	NOUN
bracis-33613	18	20	,	,	PUNCT
bracis-33613	18	21	poses	pose	VERB
bracis-33613	18	22	significant	significant	ADJ
bracis-33613	18	23	challenges	challenge	NOUN
bracis-33613	18	24	to	to	ADP
bracis-33613	18	25	traditional	traditional	ADJ
bracis-33613	18	26	methods	method	NOUN
bracis-33613	18	27	.	.	PUNCT
bracis-33613	19	1	taking	take	VERB
bracis-33613	19	2	a	a	DET
bracis-33613	19	3	closer	close	ADJ
bracis-33613	19	4	look	look	NOUN
bracis-33613	19	5	at	at	ADP
bracis-33613	19	6	our	our	PRON
bracis-33613	19	7	problem	problem	NOUN
bracis-33613	19	8	,	,	PUNCT
bracis-33613	19	9	we	we	PRON
bracis-33613	19	10	see	see	VERB
bracis-33613	19	11	that	that	SCONJ
bracis-33613	19	12	it	it	PRON
bracis-33613	19	13	is	be	AUX
bracis-33613	19	14	a	a	DET
bracis-33613	19	15	hierarchical	hierarchical	ADJ
bracis-33613	19	16	text	text	NOUN
bracis-33613	19	17	classification	classification	NOUN
bracis-33613	19	18	problem	problem	NOUN
bracis-33613	19	19	,	,	PUNCT
bracis-33613	19	20	where	where	SCONJ
bracis-33613	19	21	we	we	PRON
bracis-33613	19	22	typically	typically	ADV
bracis-33613	19	23	aim	aim	VERB
bracis-33613	19	24	to	to	PART
bracis-33613	19	25	categorize	categorize	VERB
bracis-33613	19	26	a	a	DET
bracis-33613	19	27	text	text	NOUN
bracis-33613	19	28	into	into	ADP
bracis-33613	19	29	a	a	DET
bracis-33613	19	30	set	set	NOUN
bracis-33613	19	31	of	of	ADP
bracis-33613	19	32	labels	label	NOUN
bracis-33613	19	33	organized	organize	VERB
bracis-33613	19	34	in	in	ADP
bracis-33613	19	35	a	a	DET
bracis-33613	19	36	structured	structured	ADJ
bracis-33613	19	37	class	class	NOUN
bracis-33613	19	38	hierarchy	hierarchy	NOUN
bracis-33613	19	39	.	.	PUNCT
bracis-33613	20	1	the	the	DET
bracis-33613	20	2	big	big	ADJ
bracis-33613	20	3	challenge	challenge	NOUN
bracis-33613	20	4	with	with	ADP
bracis-33613	20	5	this	this	DET
bracis-33613	20	6	type	type	NOUN
bracis-33613	20	7	of	of	ADP
bracis-33613	20	8	task	task	NOUN
bracis-33613	20	9	is	be	AUX
bracis-33613	20	10	to	to	PART
bracis-33613	20	11	adequately	adequately	ADV
bracis-33613	20	12	model	model	VERB
bracis-33613	20	13	the	the	DET
bracis-33613	20	14	label	label	NOUN
bracis-33613	20	15	hierarchy	hierarchy	NOUN
bracis-33613	20	16	,	,	PUNCT
bracis-33613	20	17	which	which	PRON
bracis-33613	20	18	is	be	AUX
bracis-33613	20	19	usually	usually	ADV
bracis-33613	20	20	large	large	ADJ
bracis-33613	20	21	-	-	PUNCT
bracis-33613	20	22	scale	scale	NOUN
bracis-33613	20	23	,	,	PUNCT
bracis-33613	20	24	unbalanced	unbalanced	ADJ
bracis-33613	20	25	,	,	PUNCT
bracis-33613	20	26	and	and	CCONJ
bracis-33613	20	27	highly	highly	ADV
bracis-33613	20	28	structured	structure	VERB
bracis-33613	20	29	 	 	SPACE
bracis-33613	21	1	[	[	X
bracis-33613	21	2	34	34	NUM
bracis-33613	21	3	]	]	PUNCT
bracis-33613	21	4	.	.	PUNCT
bracis-33613	22	1	these	these	DET
bracis-33613	22	2	challenges	challenge	NOUN
bracis-33613	22	3	have	have	AUX
bracis-33613	22	4	motivated	motivate	VERB
bracis-33613	22	5	us	we	PRON
bracis-33613	22	6	to	to	PART
bracis-33613	22	7	develop	develop	VERB
bracis-33613	22	8	an	an	DET
bracis-33613	22	9	innovative	innovative	ADJ
bracis-33613	22	10	approach	approach	NOUN
bracis-33613	22	11	.	.	PUNCT
bracis-33613	23	1	our	our	PRON
bracis-33613	23	2	approach	approach	NOUN
bracis-33613	23	3	assumes	assume	VERB
bracis-33613	23	4	that	that	SCONJ
bracis-33613	23	5	the	the	DET
bracis-33613	23	6	numerous	numerous	ADJ
bracis-33613	23	7	legal	legal	ADJ
bracis-33613	23	8	citations	citation	NOUN
bracis-33613	23	9	present	present	ADJ
bracis-33613	23	10	within	within	ADP
bracis-33613	23	11	petitions	petition	NOUN
bracis-33613	23	12	are	be	AUX
bracis-33613	23	13	crucial	crucial	ADJ
bracis-33613	23	14	for	for	ADP
bracis-33613	23	15	understanding	understand	VERB
bracis-33613	23	16	the	the	DET
bracis-33613	23	17	document	document	NOUN
bracis-33613	23	18	’s	’s	PART
bracis-33613	23	19	content	content	NOUN
bracis-33613	23	20	and	and	CCONJ
bracis-33613	23	21	defining	define	VERB
bracis-33613	23	22	its	its	PRON
bracis-33613	23	23	relevant	relevant	ADJ
bracis-33613	23	24	subject	subject	NOUN
bracis-33613	23	25	matter	matter	NOUN
bracis-33613	23	26	.	.	PUNCT
bracis-33613	24	1	these	these	DET
bracis-33613	24	2	legal	legal	ADJ
bracis-33613	24	3	citations	citation	NOUN
bracis-33613	24	4	not	not	PART
bracis-33613	24	5	only	only	ADV
bracis-33613	24	6	help	help	VERB
bracis-33613	24	7	formalize	formalize	VERB
bracis-33613	24	8	the	the	DET
bracis-33613	24	9	arguments	argument	NOUN
bracis-33613	24	10	presented	present	VERB
bracis-33613	24	11	by	by	ADP
bracis-33613	24	12	both	both	DET
bracis-33613	24	13	petitioners	petitioner	NOUN
bracis-33613	24	14	and	and	CCONJ
bracis-33613	24	15	decision	decision	NOUN
bracis-33613	24	16	-	-	PUNCT
bracis-33613	24	17	makers	maker	NOUN
bracis-33613	24	18	but	but	CCONJ
bracis-33613	24	19	also	also	ADV
bracis-33613	24	20	serve	serve	VERB
bracis-33613	24	21	as	as	ADP
bracis-33613	24	22	a	a	DET
bracis-33613	24	23	bridge	bridge	NOUN
bracis-33613	24	24	connecting	connect	VERB
bracis-33613	24	25	the	the	DET
bracis-33613	24	26	petition	petition	NOUN
bracis-33613	24	27	to	to	ADP
bracis-33613	24	28	the	the	DET
bracis-33613	24	29	applicable	applicable	ADJ
bracis-33613	24	30	legal	legal	ADJ
bracis-33613	24	31	provisions	provision	NOUN
bracis-33613	24	32	,	,	PUNCT
bracis-33613	24	33	such	such	ADJ
bracis-33613	24	34	as	as	ADP
bracis-33613	24	35	laws	law	NOUN
bracis-33613	24	36	,	,	PUNCT
bracis-33613	24	37	decrees	decree	NOUN
bracis-33613	24	38	,	,	PUNCT
bracis-33613	24	39	precedents	precedent	NOUN
bracis-33613	24	40	,	,	PUNCT
bracis-33613	24	41	and	and	CCONJ
bracis-33613	24	42	articles	article	NOUN
bracis-33613	24	43	.	.	PUNCT
bracis-33613	25	1	by	by	ADP
bracis-33613	25	2	examining	examine	VERB
bracis-33613	25	3	the	the	DET
bracis-33613	25	4	citations	citation	NOUN
bracis-33613	25	5	within	within	ADP
bracis-33613	25	6	each	each	DET
bracis-33613	25	7	petition	petition	NOUN
bracis-33613	25	8	,	,	PUNCT
bracis-33613	25	9	we	we	PRON
bracis-33613	25	10	can	can	AUX
bracis-33613	25	11	construct	construct	VERB
bracis-33613	25	12	a	a	DET
bracis-33613	25	13	network	network	NOUN
bracis-33613	25	14	linking	link	VERB
bracis-33613	25	15	legal	legal	ADJ
bracis-33613	25	16	provisions	provision	NOUN
bracis-33613	25	17	to	to	ADP
bracis-33613	25	18	the	the	DET
bracis-33613	25	19	petition	petition	NOUN
bracis-33613	25	20	topics	topic	NOUN
bracis-33613	25	21	.	.	PUNCT
bracis-33613	26	1	this	this	DET
bracis-33613	26	2	network	network	NOUN
bracis-33613	26	3	offers	offer	VERB
bracis-33613	26	4	supplementary	supplementary	ADJ
bracis-33613	26	5	information	information	NOUN
bracis-33613	26	6	to	to	PART
bracis-33613	26	7	enhance	enhance	VERB
bracis-33613	26	8	the	the	DET
bracis-33613	26	9	automatic	automatic	ADJ
bracis-33613	26	10	classification	classification	NOUN
bracis-33613	26	11	process	process	NOUN
bracis-33613	26	12	,	,	PUNCT
bracis-33613	26	13	thereby	thereby	ADV
bracis-33613	26	14	significantly	significantly	ADV
bracis-33613	26	15	improving	improve	VERB
bracis-33613	26	16	its	its	PRON
bracis-33613	26	17	accuracy	accuracy	NOUN
bracis-33613	26	18	.	.	PUNCT
bracis-33613	27	1	using	use	VERB
bracis-33613	27	2	this	this	DET
bracis-33613	27	3	network	network	NOUN
bracis-33613	27	4	-	-	PUNCT
bracis-33613	27	5	based	base	VERB
bracis-33613	27	6	approach	approach	NOUN
bracis-33613	27	7	,	,	PUNCT
bracis-33613	27	8	we	we	PRON
bracis-33613	27	9	developed	develop	VERB
bracis-33613	27	10	a	a	DET
bracis-33613	27	11	classifier	classifier	NOUN
bracis-33613	27	12	based	base	VERB
bracis-33613	27	13	on	on	ADP
bracis-33613	27	14	bert	bert	PROPN
bracis-33613	27	15	that	that	PRON
bracis-33613	27	16	leverages	leverage	VERB
bracis-33613	27	17	not	not	PART
bracis-33613	27	18	only	only	ADV
bracis-33613	27	19	the	the	DET
bracis-33613	27	20	petition	petition	NOUN
bracis-33613	27	21	text	text	NOUN
bracis-33613	27	22	but	but	CCONJ
bracis-33613	27	23	also	also	ADV
bracis-33613	27	24	vector	vector	NOUN
bracis-33613	27	25	information	information	NOUN
bracis-33613	27	26	generated	generate	VERB
bracis-33613	27	27	from	from	ADP
bracis-33613	27	28	the	the	DET
bracis-33613	27	29	network	network	NOUN
bracis-33613	27	30	connections	connection	NOUN
bracis-33613	27	31	between	between	ADP
bracis-33613	27	32	topics	topic	NOUN
bracis-33613	27	33	and	and	CCONJ
bracis-33613	27	34	legal	legal	ADJ
bracis-33613	27	35	provisions	provision	NOUN
bracis-33613	27	36	.	.	PUNCT
bracis-33613	28	1	we	we	PRON
bracis-33613	28	2	validated	validate	VERB
bracis-33613	28	3	our	our	PRON
bracis-33613	28	4	methodology	methodology	NOUN
bracis-33613	28	5	with	with	ADP
bracis-33613	28	6	a	a	DET
bracis-33613	28	7	dataset	dataset	NOUN
bracis-33613	28	8	comprising	comprise	VERB
bracis-33613	28	9	300,000	300,000	NUM
bracis-33613	28	10	petitions	petition	NOUN
bracis-33613	28	11	from	from	ADP
bracis-33613	28	12	various	various	ADJ
bracis-33613	28	13	brazilian	brazilian	ADJ
bracis-33613	28	14	courts	court	NOUN
bracis-33613	28	15	,	,	PUNCT
bracis-33613	28	16	maintained	maintain	VERB
bracis-33613	28	17	by	by	ADP
bracis-33613	28	18	the	the	DET
bracis-33613	28	19	cnj	cnj	PROPN
bracis-33613	28	20	’s	’s	PROPN
bracis-33613	28	21	codex	codex	NOUN
bracis-33613	28	22	system	system	NOUN
bracis-33613	28	23	.	.	PUNCT
bracis-33613	29	1	the	the	DET
bracis-33613	29	2	results	result	NOUN
bracis-33613	29	3	demonstrate	demonstrate	VERB
bracis-33613	29	4	the	the	DET
bracis-33613	29	5	validity	validity	NOUN
bracis-33613	29	6	of	of	ADP
bracis-33613	29	7	our	our	PRON
bracis-33613	29	8	approach	approach	NOUN
bracis-33613	29	9	,	,	PUNCT
bracis-33613	29	10	showcasing	showcase	VERB
bracis-33613	29	11	significant	significant	ADJ
bracis-33613	29	12	gains	gain	NOUN
bracis-33613	29	13	in	in	ADP
bracis-33613	29	14	accuracy	accuracy	NOUN
bracis-33613	29	15	,	,	PUNCT
bracis-33613	29	16	in	in	ADP
bracis-33613	29	17	some	some	DET
bracis-33613	29	18	situations	situation	NOUN
bracis-33613	29	19	,	,	PUNCT
bracis-33613	29	20	when	when	SCONJ
bracis-33613	29	21	compared	compare	VERB
bracis-33613	29	22	to	to	ADP
bracis-33613	29	23	a	a	DET
bracis-33613	29	24	hierarchical	hierarchical	ADJ
bracis-33613	29	25	classification	classification	NOUN
bracis-33613	29	26	method	method	NOUN
bracis-33613	29	27	that	that	PRON
bracis-33613	29	28	do	do	AUX
bracis-33613	29	29	not	not	PART
bracis-33613	29	30	use	use	VERB
bracis-33613	29	31	the	the	DET
bracis-33613	29	32	network	network	NOUN
bracis-33613	29	33	information	information	NOUN
bracis-33613	29	34	.	.	PUNCT
bracis-33613	30	1	additionally	additionally	ADV
bracis-33613	30	2	,	,	PUNCT
bracis-33613	30	3	we	we	PRON
bracis-33613	30	4	show	show	VERB
bracis-33613	30	5	a	a	DET
bracis-33613	30	6	example	example	NOUN
bracis-33613	30	7	of	of	ADP
bracis-33613	30	8	application	application	NOUN
bracis-33613	30	9	of	of	ADP
bracis-33613	30	10	the	the	DET
bracis-33613	30	11	proposed	propose	VERB
bracis-33613	30	12	approach	approach	NOUN
bracis-33613	30	13	in	in	ADP
bracis-33613	30	14	a	a	DET
bracis-33613	30	15	version	version	NOUN
bracis-33613	30	16	of	of	ADP
bracis-33613	30	17	a	a	DET
bracis-33613	30	18	hierarchical	hierarchical	ADJ
bracis-33613	30	19	classification	classification	NOUN
bracis-33613	30	20	model	model	NOUN
bracis-33613	30	21	that	that	PRON
bracis-33613	30	22	is	be	AUX
bracis-33613	30	23	available	available	ADJ
bracis-33613	30	24	on	on	ADP
bracis-33613	30	25	the	the	DET
bracis-33613	30	26	sinapse	sinapse	NOUN
bracis-33613	30	27	platform	platform	NOUN
bracis-33613	30	28	of	of	ADP
bracis-33613	30	29	the	the	DET
bracis-33613	30	30	council	council	NOUN
bracis-33613	30	31	and	and	CCONJ
bracis-33613	30	32	is	be	AUX
bracis-33613	30	33	currently	currently	ADV
bracis-33613	30	34	being	be	AUX
bracis-33613	30	35	used	use	VERB
bracis-33613	30	36	by	by	ADP
bracis-33613	30	37	a	a	DET
bracis-33613	30	38	state	state	NOUN
bracis-33613	30	39	court	court	NOUN
bracis-33613	30	40	to	to	PART
bracis-33613	30	41	automatically	automatically	ADV
bracis-33613	30	42	suggest	suggest	VERB
bracis-33613	30	43	topic	topic	NOUN
bracis-33613	30	44	classifications	classification	NOUN
bracis-33613	30	45	for	for	ADP
bracis-33613	30	46	petitions	petition	NOUN
bracis-33613	30	47	entered	enter	VERB
bracis-33613	30	48	in	in	ADP
bracis-33613	30	49	the	the	DET
bracis-33613	30	50	national	national	ADJ
bracis-33613	30	51	procedural	procedural	ADJ
bracis-33613	30	52	system	system	NOUN
bracis-33613	30	53	.	.	PUNCT
bracis-33613	31	1	2	2	NUM
bracis-33613	31	2	related	related	ADJ
bracis-33613	31	3	work	work	NOUN
bracis-33613	31	4	the	the	DET
bracis-33613	31	5	modeling	modeling	NOUN
bracis-33613	31	6	of	of	ADP
bracis-33613	31	7	complex	complex	ADJ
bracis-33613	31	8	networks	network	NOUN
bracis-33613	31	9	based	base	VERB
bracis-33613	31	10	on	on	ADP
bracis-33613	31	11	the	the	DET
bracis-33613	31	12	characteristics	characteristic	NOUN
bracis-33613	31	13	of	of	ADP
bracis-33613	31	14	a	a	DET
bracis-33613	31	15	lawsuit	lawsuit	NOUN
bracis-33613	31	16	has	have	VERB
bracis-33613	31	17	its	its	PRON
bracis-33613	31	18	potential	potential	NOUN
bracis-33613	31	19	evidenced	evidence	VERB
bracis-33613	31	20	in	in	ADP
bracis-33613	31	21	several	several	ADJ
bracis-33613	31	22	works	work	NOUN
bracis-33613	31	23	as	as	SCONJ
bracis-33613	31	24	described	describe	VERB
bracis-33613	31	25	in	in	ADP
bracis-33613	31	26	[	[	X
bracis-33613	31	27	5	5	NUM
bracis-33613	31	28	,	,	PUNCT
bracis-33613	31	29	11	11	NUM
bracis-33613	31	30	,	,	PUNCT
bracis-33613	31	31	13	13	NUM
bracis-33613	31	32	,	,	PUNCT
bracis-33613	31	33	24	24	NUM
bracis-33613	31	34	,	,	PUNCT
bracis-33613	31	35	25	25	NUM
bracis-33613	31	36	,	,	PUNCT
bracis-33613	31	37	27	27	NUM
bracis-33613	31	38	]	]	PUNCT
bracis-33613	31	39	.	.	PUNCT
bracis-33613	32	1	classification	classification	NOUN
bracis-33613	32	2	of	of	ADP
bracis-33613	32	3	legal	legal	ADJ
bracis-33613	32	4	documents	document	NOUN
bracis-33613	32	5	has	have	AUX
bracis-33613	32	6	been	be	AUX
bracis-33613	32	7	used	use	VERB
bracis-33613	32	8	in	in	ADP
bracis-33613	32	9	the	the	DET
bracis-33613	32	10	forensic	forensic	ADJ
bracis-33613	32	11	and	and	CCONJ
bracis-33613	32	12	law	law	NOUN
bracis-33613	32	13	enforcement	enforcement	NOUN
bracis-33613	32	14	context	context	NOUN
bracis-33613	32	15	(	(	PUNCT
bracis-33613	32	16	e.g.	e.g.	ADV
bracis-33613	32	17	identifying	identify	VERB
bracis-33613	32	18	potential	potential	ADJ
bracis-33613	32	19	criminals	criminal	NOUN
bracis-33613	32	20	 	 	SPACE
bracis-33613	33	1	[	[	X
bracis-33613	33	2	32	32	NUM
bracis-33613	33	3	]	]	PUNCT
bracis-33613	33	4	,	,	PUNCT
bracis-33613	33	5	predicting	predict	VERB
bracis-33613	33	6	crimes	crime	NOUN
bracis-33613	33	7	 	 	SPACE
bracis-33613	34	1	[	[	X
bracis-33613	34	2	22	22	NUM
bracis-33613	34	3	,	,	PUNCT
bracis-33613	34	4	23	23	NUM
bracis-33613	34	5	]	]	PUNCT
bracis-33613	34	6	or	or	CCONJ
bracis-33613	34	7	discovering	discover	VERB
bracis-33613	34	8	antisocial	antisocial	ADJ
bracis-33613	34	9	behavior	behavior	NOUN
bracis-33613	34	10	 	 	SPACE
bracis-33613	35	1	[	[	X
bracis-33613	35	2	7	7	NUM
bracis-33613	35	3	]	]	NUM
bracis-33613	35	4	)	)	PUNCT
bracis-33613	35	5	.	.	PUNCT
bracis-33613	36	1	mariana	mariana	PROPN
bracis-33613	36	2	et	et	PROPN
bracis-33613	36	3	al	al	PROPN
bracis-33613	36	4	.	.	PUNCT
bracis-33613	36	5	 	 	SPACE
bracis-33613	37	1	[	[	X
bracis-33613	37	2	21	21	NUM
bracis-33613	37	3	]	]	PUNCT
bracis-33613	37	4	investigated	investigate	VERB
bracis-33613	37	5	,	,	PUNCT
bracis-33613	37	6	in	in	ADP
bracis-33613	37	7	the	the	DET
bracis-33613	37	8	brazilian	brazilian	ADJ
bracis-33613	37	9	context	context	NOUN
bracis-33613	37	10	,	,	PUNCT
bracis-33613	37	11	different	different	ADJ
bracis-33613	37	12	methods	method	NOUN
bracis-33613	37	13	of	of	ADP
bracis-33613	37	14	classification	classification	NOUN
bracis-33613	37	15	and	and	CCONJ
bracis-33613	37	16	data	datum	NOUN
bracis-33613	37	17	representation	representation	NOUN
bracis-33613	37	18	to	to	PART
bracis-33613	37	19	conclude	conclude	VERB
bracis-33613	37	20	that	that	DET
bracis-33613	37	21	deep	deep	ADJ
bracis-33613	37	22	learning	learning	NOUN
bracis-33613	37	23	(	(	PUNCT
bracis-33613	37	24	more	more	ADV
bracis-33613	37	25	specifically	specifically	ADV
bracis-33613	37	26	)	)	PUNCT
bracis-33613	37	27	with	with	ADP
bracis-33613	37	28	word2vec	word2vec	X
bracis-33613	37	29	trained	train	VERB
bracis-33613	37	30	on	on	ADP
bracis-33613	37	31	a	a	DET
bracis-33613	37	32	domain	domain	NOUN
bracis-33613	37	33	-	-	PUNCT
bracis-33613	37	34	specific	specific	ADJ
bracis-33613	37	35	corpus	corpus	NOUN
bracis-33613	37	36	,	,	PUNCT
bracis-33613	37	37	are	be	AUX
bracis-33613	37	38	promising	promise	VERB
bracis-33613	37	39	,	,	PUNCT
bracis-33613	37	40	but	but	CCONJ
bracis-33613	37	41	still	still	ADV
bracis-33613	37	42	limited	limit	VERB
bracis-33613	37	43	,	,	PUNCT
bracis-33613	37	44	methods	method	NOUN
bracis-33613	37	45	for	for	ADP
bracis-33613	37	46	classifying	classify	VERB
bracis-33613	37	47	many	many	ADJ
bracis-33613	37	48	classes	class	NOUN
bracis-33613	37	49	.	.	PUNCT
bracis-33613	38	1	luz	luz	PROPN
bracis-33613	38	2	de	de	PROPN
bracis-33613	38	3	araujo	araujo	PROPN
bracis-33613	38	4	et	et	PROPN
bracis-33613	38	5	al	al	PROPN
bracis-33613	38	6	.	.	PUNCT
bracis-33613	38	7	 	 	SPACE
bracis-33613	39	1	[	[	X
bracis-33613	39	2	4	4	X
bracis-33613	39	3	]	]	PUNCT
bracis-33613	39	4	presented	present	VERB
bracis-33613	39	5	a	a	DET
bracis-33613	39	6	new	new	ADJ
bracis-33613	39	7	dataset	dataset	NOUN
bracis-33613	39	8	constructed	construct	VERB
bracis-33613	39	9	from	from	ADP
bracis-33613	39	10	legal	legal	ADJ
bracis-33613	39	11	documents	document	NOUN
bracis-33613	39	12	from	from	ADP
bracis-33613	39	13	the	the	DET
bracis-33613	39	14	federal	federal	ADJ
bracis-33613	39	15	supreme	supreme	PROPN
bracis-33613	39	16	court	court	PROPN
bracis-33613	39	17	of	of	ADP
bracis-33613	39	18	brazil	brazil	PROPN
bracis-33613	39	19	,	,	PUNCT
bracis-33613	39	20	containing	contain	VERB
bracis-33613	39	21	labeled	label	VERB
bracis-33613	39	22	text	text	NOUN
bracis-33613	39	23	data	datum	NOUN
bracis-33613	39	24	for	for	ADP
bracis-33613	39	25	two	two	NUM
bracis-33613	39	26	types	type	NOUN
bracis-33613	39	27	of	of	ADP
bracis-33613	39	28	tasks	task	NOUN
bracis-33613	39	29	:	:	PUNCT
bracis-33613	39	30	document	document	NOUN
bracis-33613	39	31	type	type	NOUN
bracis-33613	39	32	classification	classification	NOUN
bracis-33613	39	33	and	and	CCONJ
bracis-33613	39	34	assignment	assignment	NOUN
bracis-33613	39	35	of	of	ADP
bracis-33613	39	36	themes	theme	NOUN
bracis-33613	39	37	.	.	PUNCT
bracis-33613	40	1	the	the	DET
bracis-33613	40	2	authors	author	NOUN
bracis-33613	40	3	explored	explore	VERB
bracis-33613	40	4	and	and	CCONJ
bracis-33613	40	5	compared	compare	VERB
bracis-33613	40	6	different	different	ADJ
bracis-33613	40	7	methods	method	NOUN
bracis-33613	40	8	for	for	ADP
bracis-33613	40	9	classification	classification	NOUN
bracis-33613	40	10	,	,	PUNCT
bracis-33613	40	11	such	such	ADJ
bracis-33613	40	12	as	as	ADP
bracis-33613	40	13	bag	bag	NOUN
bracis-33613	40	14	-	-	PUNCT
bracis-33613	40	15	of	of	ADP
bracis-33613	40	16	-	-	PUNCT
bracis-33613	40	17	words	word	NOUN
bracis-33613	40	18	models	model	NOUN
bracis-33613	40	19	,	,	PUNCT
bracis-33613	40	20	cnn	cnn	PROPN
bracis-33613	40	21	,	,	PUNCT
bracis-33613	40	22	rnn	rnn	PROPN
bracis-33613	40	23	,	,	PUNCT
bracis-33613	40	24	boosting	boost	VERB
bracis-33613	40	25	algorithms	algorithm	NOUN
bracis-33613	40	26	,	,	PUNCT
bracis-33613	40	27	and	and	CCONJ
bracis-33613	40	28	linear	linear	ADJ
bracis-33613	40	29	-	-	PUNCT
bracis-33613	40	30	chain	chain	NOUN
bracis-33613	40	31	conditional	conditional	ADJ
bracis-33613	40	32	random	random	ADJ
bracis-33613	40	33	fields	field	NOUN
bracis-33613	40	34	.	.	PUNCT
bracis-33613	41	1	cnn	cnn	PROPN
bracis-33613	41	2	with	with	ADP
bracis-33613	41	3	word	word	NOUN
bracis-33613	41	4	embedding	embed	VERB
bracis-33613	41	5	also	also	ADV
bracis-33613	41	6	proved	prove	VERB
bracis-33613	41	7	to	to	PART
bracis-33613	41	8	be	be	AUX
bracis-33613	41	9	more	more	ADV
bracis-33613	41	10	performing	perform	VERB
bracis-33613	41	11	.	.	PUNCT
bracis-33613	42	1	silva	silva	PROPN
bracis-33613	42	2	et	et	PROPN
bracis-33613	42	3	al	al	PROPN
bracis-33613	42	4	.	.	PUNCT
bracis-33613	42	5	 	 	SPACE
bracis-33613	43	1	[	[	X
bracis-33613	43	2	30	30	NUM
bracis-33613	43	3	]	]	PUNCT
bracis-33613	43	4	proposed	propose	VERB
bracis-33613	43	5	a	a	DET
bracis-33613	43	6	structured	structured	ADJ
bracis-33613	43	7	model	model	NOUN
bracis-33613	43	8	in	in	ADP
bracis-33613	43	9	a	a	DET
bracis-33613	43	10	cnn	cnn	NOUN
bracis-33613	43	11	to	to	PART
bracis-33613	43	12	classify	classify	VERB
bracis-33613	43	13	types	type	NOUN
bracis-33613	43	14	of	of	ADP
bracis-33613	43	15	documents	document	NOUN
bracis-33613	43	16	received	receive	VERB
bracis-33613	43	17	by	by	ADP
bracis-33613	43	18	the	the	DET
bracis-33613	43	19	federal	federal	PROPN
bracis-33613	43	20	supreme	supreme	PROPN
bracis-33613	43	21	court	court	PROPN
bracis-33613	43	22	of	of	ADP
bracis-33613	43	23	brazil	brazil	PROPN
bracis-33613	43	24	.	.	PUNCT
bracis-33613	44	1	aguiar	aguiar	PROPN
bracis-33613	44	2	et	et	PROPN
bracis-33613	44	3	al	al	PROPN
bracis-33613	44	4	.	.	PUNCT
bracis-33613	44	5	 	 	SPACE
bracis-33613	45	1	[	[	X
bracis-33613	45	2	1	1	X
bracis-33613	45	3	]	]	PUNCT
bracis-33613	45	4	investigated	investigate	VERB
bracis-33613	45	5	the	the	DET
bracis-33613	45	6	application	application	NOUN
bracis-33613	45	7	of	of	ADP
bracis-33613	45	8	topic	topic	NOUN
bracis-33613	45	9	modeling	modeling	NOUN
bracis-33613	45	10	to	to	PART
bracis-33613	45	11	identify	identify	VERB
bracis-33613	45	12	the	the	DET
bracis-33613	45	13	subject	subject	NOUN
bracis-33613	45	14	of	of	ADP
bracis-33613	45	15	legal	legal	ADJ
bracis-33613	45	16	documents	document	NOUN
bracis-33613	45	17	and	and	CCONJ
bracis-33613	45	18	evaluated	evaluate	VERB
bracis-33613	45	19	the	the	DET
bracis-33613	45	20	applicability	applicability	NOUN
bracis-33613	45	21	in	in	ADP
bracis-33613	45	22	classifying	classify	VERB
bracis-33613	45	23	brazilian	brazilian	ADJ
bracis-33613	45	24	legal	legal	ADJ
bracis-33613	45	25	processes	process	NOUN
bracis-33613	45	26	.	.	PUNCT
bracis-33613	46	1	the	the	DET
bracis-33613	46	2	classification	classification	NOUN
bracis-33613	46	3	model	model	NOUN
bracis-33613	46	4	was	be	AUX
bracis-33613	46	5	trained	train	VERB
bracis-33613	46	6	on	on	ADP
bracis-33613	46	7	documents	document	NOUN
bracis-33613	46	8	from	from	ADP
bracis-33613	46	9	the	the	DET
bracis-33613	46	10	court	court	NOUN
bracis-33613	46	11	of	of	ADP
bracis-33613	46	12	justice	justice	NOUN
bracis-33613	46	13	of	of	ADP
bracis-33613	46	14	ceará	ceará	NOUN
bracis-33613	46	15	,	,	PUNCT
bracis-33613	46	16	in	in	ADP
bracis-33613	46	17	brazil	brazil	PROPN
bracis-33613	46	18	,	,	PUNCT
bracis-33613	46	19	and	and	CCONJ
bracis-33613	46	20	the	the	DET
bracis-33613	46	21	cases	case	NOUN
bracis-33613	46	22	were	be	AUX
bracis-33613	46	23	classified	classify	VERB
bracis-33613	46	24	into	into	ADP
bracis-33613	46	25	the	the	DET
bracis-33613	46	26	five	five	NUM
bracis-33613	46	27	most	most	ADV
bracis-33613	46	28	representative	representative	ADJ
bracis-33613	46	29	classes	class	NOUN
bracis-33613	46	30	of	of	ADP
bracis-33613	46	31	the	the	DET
bracis-33613	46	32	national	national	PROPN
bracis-33613	46	33	council	council	PROPN
bracis-33613	46	34	of	of	ADP
bracis-33613	46	35	justice	justice	PROPN
bracis-33613	46	36	(	(	PUNCT
bracis-33613	46	37	cnj	cnj	PROPN
bracis-33613	46	38	)	)	PUNCT
bracis-33613	46	39	of	of	ADP
bracis-33613	46	40	brazil	brazil	PROPN
bracis-33613	46	41	.	.	PUNCT
bracis-33613	47	1	recently	recently	ADV
bracis-33613	47	2	,	,	PUNCT
bracis-33613	47	3	pre	pre	ADJ
bracis-33613	47	4	-	-	ADJ
bracis-33613	47	5	trained	train	VERB
bracis-33613	47	6	models	model	NOUN
bracis-33613	47	7	based	base	VERB
bracis-33613	47	8	on	on	ADP
bracis-33613	47	9	bert	bert	PROPN
bracis-33613	47	10	has	have	AUX
bracis-33613	47	11	shown	show	VERB
bracis-33613	47	12	to	to	PART
bracis-33613	47	13	be	be	AUX
bracis-33613	47	14	more	more	ADV
bracis-33613	47	15	performing	perform	VERB
bracis-33613	47	16	to	to	PART
bracis-33613	47	17	classify	classify	VERB
bracis-33613	47	18	topics	topic	NOUN
bracis-33613	47	19	.	.	PUNCT
bracis-33613	48	1	importantly	importantly	ADV
bracis-33613	48	2	,	,	PUNCT
bracis-33613	48	3	the	the	DET
bracis-33613	48	4	effectiveness	effectiveness	NOUN
bracis-33613	48	5	of	of	ADP
bracis-33613	48	6	bert	bert	PROPN
bracis-33613	48	7	is	be	AUX
bracis-33613	48	8	mainly	mainly	ADV
bracis-33613	48	9	 	 	SPACE
bracis-33613	48	10	due	due	ADP
bracis-33613	48	11	to	to	ADP
bracis-33613	48	12	the	the	DET
bracis-33613	48	13	transfer	transfer	NOUN
bracis-33613	48	14	learning	learn	VERB
bracis-33613	48	15	ability	ability	NOUN
bracis-33613	48	16	that	that	PRON
bracis-33613	48	17	leverages	leverage	VERB
bracis-33613	48	18	semantic	semantic	ADJ
bracis-33613	48	19	and	and	CCONJ
bracis-33613	48	20	syntactic	syntactic	ADJ
bracis-33613	48	21	knowledge	knowledge	NOUN
bracis-33613	48	22	from	from	ADP
bracis-33613	48	23	pre	pre	ADJ
bracis-33613	48	24	-	-	NOUN
bracis-33613	48	25	training	training	NOUN
bracis-33613	48	26	on	on	ADP
bracis-33613	48	27	a	a	DET
bracis-33613	48	28	large	large	ADJ
bracis-33613	48	29	non	non	ADJ
bracis-33613	48	30	-	-	ADJ
bracis-33613	48	31	labeled	label	VERB
bracis-33613	48	32	corpus	corpus	NOUN
bracis-33613	48	33	 	 	SPACE
bracis-33613	48	34	[	[	X
bracis-33613	48	35	10	10	NUM
bracis-33613	48	36	]	]	X
bracis-33613	48	37	aguiar	aguiar	NOUN
bracis-33613	48	38	et	et	NOUN
bracis-33613	48	39	al	al	PROPN
bracis-33613	48	40	.	.	PUNCT
bracis-33613	48	41	 	 	SPACE
bracis-33613	49	1	[	[	X
bracis-33613	49	2	2	2	X
bracis-33613	49	3	]	]	PUNCT
bracis-33613	49	4	investigate	investigate	VERB
bracis-33613	49	5	different	different	ADJ
bracis-33613	49	6	text	text	NOUN
bracis-33613	49	7	classification	classification	NOUN
bracis-33613	49	8	methods	method	NOUN
bracis-33613	49	9	and	and	CCONJ
bracis-33613	49	10	different	different	ADJ
bracis-33613	49	11	combinations	combination	NOUN
bracis-33613	49	12	of	of	ADP
bracis-33613	49	13	embeddings	embedding	NOUN
bracis-33613	49	14	,	,	PUNCT
bracis-33613	49	15	extracted	extract	VERB
bracis-33613	49	16	from	from	ADP
bracis-33613	49	17	portuguese	portuguese	ADJ
bracis-33613	49	18	language	language	NOUN
bracis-33613	49	19	models	model	NOUN
bracis-33613	49	20	,	,	PUNCT
bracis-33613	49	21	and	and	CCONJ
bracis-33613	49	22	information	information	NOUN
bracis-33613	49	23	about	about	ADP
bracis-33613	49	24	legislation	legislation	NOUN
bracis-33613	49	25	cited	cite	VERB
bracis-33613	49	26	in	in	ADP
bracis-33613	49	27	the	the	DET
bracis-33613	49	28	initial	initial	ADJ
bracis-33613	49	29	documents	document	NOUN
bracis-33613	49	30	to	to	AUX
bracis-33613	49	31	classification	classification	NOUN
bracis-33613	49	32	task	task	NOUN
bracis-33613	49	33	of	of	ADP
bracis-33613	49	34	lawsuits	lawsuit	NOUN
bracis-33613	49	35	.	.	PUNCT
bracis-33613	50	1	the	the	DET
bracis-33613	50	2	models	model	NOUN
bracis-33613	50	3	were	be	AUX
bracis-33613	50	4	trained	train	VERB
bracis-33613	50	5	with	with	ADP
bracis-33613	50	6	a	a	DET
bracis-33613	50	7	golden	golden	ADJ
bracis-33613	50	8	collection	collection	NOUN
bracis-33613	50	9	from	from	ADP
bracis-33613	50	10	the	the	DET
bracis-33613	50	11	court	court	NOUN
bracis-33613	50	12	of	of	ADP
bracis-33613	50	13	justice	justice	NOUN
bracis-33613	50	14	of	of	ADP
bracis-33613	50	15	the	the	DET
bracis-33613	50	16	state	state	NOUN
bracis-33613	50	17	of	of	ADP
bracis-33613	50	18	ceará	ceará	NOUN
bracis-33613	50	19	,	,	PUNCT
bracis-33613	50	20	in	in	ADP
bracis-33613	50	21	brazil	brazil	PROPN
bracis-33613	50	22	,	,	PUNCT
bracis-33613	50	23	whose	whose	DET
bracis-33613	50	24	lawsuits	lawsuit	NOUN
bracis-33613	50	25	were	be	AUX
bracis-33613	50	26	classified	classify	VERB
bracis-33613	50	27	in	in	ADP
bracis-33613	50	28	the	the	DET
bracis-33613	50	29	five	five	NUM
bracis-33613	50	30	more	more	ADJ
bracis-33613	50	31	representative	representative	ADJ
bracis-33613	50	32	cnj	cnj	PROPN
bracis-33613	50	33	’s	’s	PART
bracis-33613	50	34	classes	class	NOUN
bracis-33613	50	35	.	.	PUNCT
bracis-33613	51	1	the	the	DET
bracis-33613	51	2	best	good	ADJ
bracis-33613	51	3	result	result	NOUN
bracis-33613	51	4	was	be	AUX
bracis-33613	51	5	obtained	obtain	VERB
bracis-33613	51	6	by	by	ADP
bracis-33613	51	7	the	the	DET
bracis-33613	51	8	bert	bert	PROPN
bracis-33613	51	9	model	model	PROPN
bracis-33613	51	10	.	.	PUNCT
bracis-33613	52	1	shaheen	shaheen	PROPN
bracis-33613	52	2	et	et	PROPN
bracis-33613	52	3	al	al	PROPN
bracis-33613	52	4	.	.	PUNCT
bracis-33613	52	5	 	 	SPACE
bracis-33613	53	1	[	[	X
bracis-33613	53	2	29	29	NUM
bracis-33613	53	3	]	]	PUNCT
bracis-33613	53	4	studied	study	VERB
bracis-33613	53	5	the	the	DET
bracis-33613	53	6	performance	performance	NOUN
bracis-33613	53	7	of	of	ADP
bracis-33613	53	8	several	several	ADJ
bracis-33613	53	9	transformer	transformer	NOUN
bracis-33613	53	10	-	-	PUNCT
bracis-33613	53	11	based	base	VERB
bracis-33613	53	12	models	model	NOUN
bracis-33613	53	13	(	(	PUNCT
bracis-33613	53	14	namely	namely	ADV
bracis-33613	53	15	bert	bert	NOUN
bracis-33613	54	1	[	[	X
bracis-33613	54	2	10	10	NUM
bracis-33613	54	3	]	]	PUNCT
bracis-33613	54	4	,	,	PUNCT
bracis-33613	54	5	roberta	roberta	PROPN
bracis-33613	55	1	[	[	X
bracis-33613	55	2	17	17	NUM
bracis-33613	55	3	]	]	PUNCT
bracis-33613	55	4	,	,	PUNCT
bracis-33613	55	5	distilbert	distilbert	VERB
bracis-33613	55	6	[	[	X
bracis-33613	55	7	28	28	NUM
bracis-33613	55	8	]	]	PUNCT
bracis-33613	55	9	and	and	CCONJ
bracis-33613	55	10	xlnet	xlnet	PROPN
bracis-33613	56	1	[	[	X
bracis-33613	56	2	36	36	NUM
bracis-33613	56	3	]	]	PUNCT
bracis-33613	56	4	)	)	PUNCT
bracis-33613	56	5	in	in	ADP
bracis-33613	56	6	combination	combination	NOUN
bracis-33613	56	7	with	with	ADP
bracis-33613	56	8	strategies	strategy	NOUN
bracis-33613	56	9	such	such	ADJ
bracis-33613	56	10	as	as	ADP
bracis-33613	56	11	pre	pre	ADJ
bracis-33613	56	12	-	-	ADJ
bracis-33613	56	13	generative	generative	ADJ
bracis-33613	56	14	training	training	NOUN
bracis-33613	56	15	,	,	PUNCT
bracis-33613	56	16	gradual	gradual	ADJ
bracis-33613	56	17	unfreezing	unfreezing	ADJ
bracis-33613	56	18	and	and	CCONJ
bracis-33613	56	19	discriminating	discriminate	VERB
bracis-33613	56	20	learning	learn	VERB
bracis-33613	56	21	rates	rate	NOUN
bracis-33613	56	22	to	to	PART
bracis-33613	56	23	achieve	achieve	VERB
bracis-33613	56	24	competitive	competitive	ADJ
bracis-33613	56	25	ranking	ranking	ADJ
bracis-33613	56	26	performance	performance	NOUN
bracis-33613	56	27	.	.	PUNCT
bracis-33613	57	1	chalkidis	chalkidis	NOUN
bracis-33613	57	2	et	et	PROPN
bracis-33613	57	3	al	al	PROPN
bracis-33613	57	4	.	.	PUNCT
bracis-33613	57	5	 	 	SPACE
bracis-33613	58	1	[	[	X
bracis-33613	58	2	6	6	NUM
bracis-33613	58	3	]	]	PUNCT
bracis-33613	58	4	developed	develop	VERB
bracis-33613	58	5	an	an	DET
bracis-33613	58	6	english	english	ADJ
bracis-33613	58	7	legal	legal	ADJ
bracis-33613	58	8	judgment	judgment	NOUN
bracis-33613	58	9	prediction	prediction	NOUN
bracis-33613	58	10	dataset	dataset	NOUN
bracis-33613	58	11	,	,	PUNCT
bracis-33613	58	12	containing	contain	VERB
bracis-33613	58	13	cases	case	NOUN
bracis-33613	58	14	from	from	ADP
bracis-33613	58	15	the	the	DET
bracis-33613	58	16	european	european	PROPN
bracis-33613	58	17	court	court	PROPN
bracis-33613	58	18	of	of	ADP
bracis-33613	58	19	human	human	ADJ
bracis-33613	58	20	rights	right	NOUN
bracis-33613	58	21	.	.	PUNCT
bracis-33613	59	1	a	a	DET
bracis-33613	59	2	wide	wide	ADJ
bracis-33613	59	3	variety	variety	NOUN
bracis-33613	59	4	of	of	ADP
bracis-33613	59	5	neural	neural	ADJ
bracis-33613	59	6	models	model	NOUN
bracis-33613	59	7	are	be	AUX
bracis-33613	59	8	evaluated	evaluate	VERB
bracis-33613	59	9	on	on	ADP
bracis-33613	59	10	this	this	DET
bracis-33613	59	11	dataset	dataset	NOUN
bracis-33613	59	12	,	,	PUNCT
bracis-33613	59	13	establishing	establish	VERB
bracis-33613	59	14	strong	strong	ADJ
bracis-33613	59	15	baselines	baseline	NOUN
bracis-33613	59	16	that	that	PRON
bracis-33613	59	17	outperform	outperform	VERB
bracis-33613	59	18	previous	previous	ADJ
bracis-33613	59	19	feature	feature	NOUN
bracis-33613	59	20	-	-	PUNCT
bracis-33613	59	21	based	base	VERB
bracis-33613	59	22	models	model	NOUN
bracis-33613	59	23	.	.	PUNCT
bracis-33613	60	1	wang	wang	PROPN
bracis-33613	60	2	et	et	PROPN
bracis-33613	60	3	al	al	PROPN
bracis-33613	60	4	.	.	PUNCT
bracis-33613	60	5	 	 	SPACE
bracis-33613	61	1	[	[	X
bracis-33613	61	2	34	34	NUM
bracis-33613	61	3	]	]	PUNCT
bracis-33613	61	4	presented	present	VERB
bracis-33613	61	5	the	the	DET
bracis-33613	61	6	hierarchy	hierarchy	NOUN
bracis-33613	61	7	-	-	PUNCT
bracis-33613	61	8	aware	aware	ADJ
bracis-33613	61	9	prompt	prompt	ADJ
bracis-33613	61	10	tuning	tuning	NOUN
bracis-33613	61	11	(	(	PUNCT
bracis-33613	61	12	hpt	hpt	NOUN
bracis-33613	61	13	)	)	PUNCT
bracis-33613	61	14	method	method	NOUN
bracis-33613	61	15	,	,	PUNCT
bracis-33613	61	16	aimed	aim	VERB
bracis-33613	61	17	at	at	ADP
bracis-33613	61	18	addressing	address	VERB
bracis-33613	61	19	hierarchical	hierarchical	ADJ
bracis-33613	61	20	text	text	NOUN
bracis-33613	61	21	classification	classification	NOUN
bracis-33613	61	22	from	from	ADP
bracis-33613	61	23	the	the	DET
bracis-33613	61	24	perspective	perspective	NOUN
bracis-33613	61	25	of	of	ADP
bracis-33613	61	26	a	a	DET
bracis-33613	61	27	masked	masked	ADJ
bracis-33613	61	28	language	language	NOUN
bracis-33613	61	29	model	model	NOUN
bracis-33613	61	30	with	with	ADP
bracis-33613	61	31	multiple	multiple	ADJ
bracis-33613	61	32	labels	label	NOUN
bracis-33613	61	33	.	.	PUNCT
bracis-33613	62	1	the	the	DET
bracis-33613	62	2	method	method	NOUN
bracis-33613	62	3	involves	involve	VERB
bracis-33613	62	4	creating	create	VERB
bracis-33613	62	5	a	a	DET
bracis-33613	62	6	dynamic	dynamic	ADJ
bracis-33613	62	7	virtual	virtual	ADJ
bracis-33613	62	8	template	template	NOUN
bracis-33613	62	9	and	and	CCONJ
bracis-33613	62	10	using	use	VERB
bracis-33613	62	11	label	label	NOUN
bracis-33613	62	12	words	word	NOUN
bracis-33613	62	13	that	that	PRON
bracis-33613	62	14	act	act	VERB
bracis-33613	62	15	as	as	ADP
bracis-33613	62	16	soft	soft	ADJ
bracis-33613	62	17	prompts	prompt	NOUN
bracis-33613	62	18	,	,	PUNCT
bracis-33613	62	19	integrating	integrate	VERB
bracis-33613	62	20	knowledge	knowledge	NOUN
bracis-33613	62	21	of	of	ADP
bracis-33613	62	22	the	the	DET
bracis-33613	62	23	label	label	NOUN
bracis-33613	62	24	hierarchy	hierarchy	NOUN
bracis-33613	62	25	.	.	PUNCT
bracis-33613	63	1	additionally	additionally	ADV
bracis-33613	63	2	,	,	PUNCT
bracis-33613	63	3	a	a	DET
bracis-33613	63	4	zero	zero	NUM
bracis-33613	63	5	-	-	PUNCT
bracis-33613	63	6	bounded	bound	VERB
bracis-33613	63	7	multi	multi	ADJ
bracis-33613	63	8	-	-	ADJ
bracis-33613	63	9	label	label	ADJ
bracis-33613	63	10	cross	cross	ADJ
bracis-33613	63	11	-	-	ADJ
bracis-33613	63	12	entropy	entropy	ADJ
bracis-33613	63	13	loss	loss	NOUN
bracis-33613	63	14	is	be	AUX
bracis-33613	63	15	introduced	introduce	VERB
bracis-33613	63	16	to	to	PART
bracis-33613	63	17	align	align	VERB
bracis-33613	63	18	the	the	DET
bracis-33613	63	19	processes	process	NOUN
bracis-33613	63	20	of	of	ADP
bracis-33613	63	21	hierarchical	hierarchical	ADJ
bracis-33613	63	22	text	text	NOUN
bracis-33613	63	23	classification	classification	NOUN
bracis-33613	63	24	with	with	ADP
bracis-33613	63	25	masked	masked	ADJ
bracis-33613	63	26	language	language	NOUN
bracis-33613	63	27	models	model	NOUN
bracis-33613	63	28	.	.	PUNCT
bracis-33613	64	1	the	the	DET
bracis-33613	64	2	authors	author	NOUN
bracis-33613	64	3	conducted	conduct	VERB
bracis-33613	64	4	experiments	experiment	NOUN
bracis-33613	64	5	that	that	PRON
bracis-33613	64	6	demonstrated	demonstrate	VERB
bracis-33613	64	7	hpt	hpt	NOUN
bracis-33613	64	8	achieves	achieve	VERB
bracis-33613	64	9	a	a	DET
bracis-33613	64	10	good	good	ADJ
bracis-33613	64	11	performance	performance	NOUN
bracis-33613	64	12	on	on	ADP
bracis-33613	64	13	several	several	ADJ
bracis-33613	64	14	popular	popular	ADJ
bracis-33613	64	15	hierarchical	hierarchical	ADJ
bracis-33613	64	16	text	text	NOUN
bracis-33613	64	17	classification	classification	NOUN
bracis-33613	64	18	datasets	dataset	NOUN
bracis-33613	64	19	.	.	PUNCT
bracis-33613	65	1	3	3	NUM
bracis-33613	65	2	the	the	DET
bracis-33613	65	3	proposed	propose	VERB
bracis-33613	65	4	approach	approach	NOUN
bracis-33613	65	5	in	in	ADP
bracis-33613	65	6	the	the	DET
bracis-33613	65	7	proposed	propose	VERB
bracis-33613	65	8	approach	approach	NOUN
bracis-33613	65	9	,	,	PUNCT
bracis-33613	65	10	we	we	PRON
bracis-33613	65	11	assume	assume	VERB
bracis-33613	65	12	that	that	SCONJ
bracis-33613	65	13	the	the	DET
bracis-33613	65	14	primary	primary	ADJ
bracis-33613	65	15	source	source	NOUN
bracis-33613	65	16	of	of	ADP
bracis-33613	65	17	data	data	NOUN
bracis-33613	65	18	is	be	AUX
bracis-33613	65	19	a	a	DET
bracis-33613	65	20	set	set	NOUN
bracis-33613	65	21	of	of	ADP
bracis-33613	65	22	textual	textual	ADJ
bracis-33613	65	23	petitions	petition	NOUN
bracis-33613	65	24	p	p	NOUN
bracis-33613	65	25	that	that	PRON
bracis-33613	65	26	make	make	VERB
bracis-33613	65	27	up	up	ADP
bracis-33613	65	28	the	the	DET
bracis-33613	65	29	initial	initial	ADJ
bracis-33613	65	30	piece	piece	NOUN
bracis-33613	65	31	of	of	ADP
bracis-33613	65	32	the	the	DET
bracis-33613	65	33	judicial	judicial	ADJ
bracis-33613	65	34	case	case	NOUN
bracis-33613	65	35	.	.	PUNCT
bracis-33613	66	1	each	each	DET
bracis-33613	66	2	initial	initial	ADJ
bracis-33613	66	3	petition	petition	NOUN
bracis-33613	66	4	is	be	AUX
bracis-33613	66	5	associated	associate	VERB
bracis-33613	66	6	with	with	ADP
bracis-33613	66	7	a	a	DET
bracis-33613	66	8	legal	legal	ADJ
bracis-33613	66	9	topic	topic	NOUN
bracis-33613	66	10	that	that	PRON
bracis-33613	66	11	the	the	DET
bracis-33613	66	12	case	case	NOUN
bracis-33613	66	13	addresses	address	VERB
bracis-33613	66	14	.	.	PUNCT
bracis-33613	67	1	in	in	ADP
bracis-33613	67	2	the	the	DET
bracis-33613	67	3	text	text	NOUN
bracis-33613	67	4	of	of	ADP
bracis-33613	67	5	these	these	DET
bracis-33613	67	6	petitions	petition	NOUN
bracis-33613	67	7	,	,	PUNCT
bracis-33613	67	8	there	there	PRON
bracis-33613	67	9	are	be	VERB
bracis-33613	67	10	references	reference	NOUN
bracis-33613	67	11	to	to	ADP
bracis-33613	67	12	legal	legal	ADJ
bracis-33613	67	13	provisions	provision	NOUN
bracis-33613	67	14	that	that	PRON
bracis-33613	67	15	support	support	VERB
bracis-33613	67	16	the	the	DET
bracis-33613	67	17	arguments	argument	NOUN
bracis-33613	67	18	put	put	VERB
bracis-33613	67	19	forward	forward	ADV
bracis-33613	67	20	by	by	ADP
bracis-33613	67	21	the	the	DET
bracis-33613	67	22	petitioner	petitioner	NOUN
bracis-33613	67	23	.	.	PUNCT
bracis-33613	68	1	our	our	PRON
bracis-33613	68	2	hypothesis	hypothesis	NOUN
bracis-33613	68	3	is	be	AUX
bracis-33613	68	4	that	that	SCONJ
bracis-33613	68	5	the	the	DET
bracis-33613	68	6	relationship	relationship	NOUN
bracis-33613	68	7	of	of	ADP
bracis-33613	68	8	a	a	DET
bracis-33613	68	9	legal	legal	ADJ
bracis-33613	68	10	topic	topic	NOUN
bracis-33613	68	11	with	with	ADP
bracis-33613	68	12	one	one	NUM
bracis-33613	68	13	or	or	CCONJ
bracis-33613	68	14	more	more	ADJ
bracis-33613	68	15	legal	legal	ADJ
bracis-33613	68	16	provisions	provision	NOUN
bracis-33613	68	17	is	be	AUX
bracis-33613	68	18	relevant	relevant	ADJ
bracis-33613	68	19	for	for	ADP
bracis-33613	68	20	automatically	automatically	ADV
bracis-33613	68	21	classifying	classify	VERB
bracis-33613	68	22	the	the	DET
bracis-33613	68	23	matter	matter	NOUN
bracis-33613	68	24	of	of	ADP
bracis-33613	68	25	a	a	DET
bracis-33613	68	26	petition	petition	NOUN
bracis-33613	68	27	.	.	PUNCT
bracis-33613	69	1	figure	figure	NOUN
bracis-33613	69	2	 	 	SPACE
bracis-33613	69	3	1	1	NUM
bracis-33613	69	4	shows	show	VERB
bracis-33613	69	5	the	the	DET
bracis-33613	69	6	pipeline	pipeline	NOUN
bracis-33613	69	7	of	of	ADP
bracis-33613	69	8	the	the	DET
bracis-33613	69	9	proposed	propose	VERB
bracis-33613	69	10	approach	approach	NOUN
bracis-33613	69	11	,	,	PUNCT
bracis-33613	69	12	which	which	PRON
bracis-33613	69	13	depends	depend	VERB
bracis-33613	69	14	on	on	ADP
bracis-33613	69	15	the	the	DET
bracis-33613	69	16	texts	text	NOUN
bracis-33613	69	17	of	of	ADP
bracis-33613	69	18	the	the	DET
bracis-33613	69	19	petitions	petition	NOUN
bracis-33613	69	20	and	and	CCONJ
bracis-33613	69	21	the	the	DET
bracis-33613	69	22	citations	citation	NOUN
bracis-33613	69	23	to	to	ADP
bracis-33613	69	24	legislation	legislation	NOUN
bracis-33613	69	25	made	make	VERB
bracis-33613	69	26	within	within	ADP
bracis-33613	69	27	them	they	PRON
bracis-33613	69	28	.	.	PUNCT
bracis-33613	70	1	additional	additional	ADJ
bracis-33613	70	2	background	background	NOUN
bracis-33613	70	3	knowledge	knowledge	NOUN
bracis-33613	70	4	about	about	ADP
bracis-33613	70	5	the	the	DET
bracis-33613	70	6	hierarchical	hierarchical	ADJ
bracis-33613	70	7	structure	structure	NOUN
bracis-33613	70	8	of	of	ADP
bracis-33613	70	9	legal	legal	ADJ
bracis-33613	70	10	topics	topic	NOUN
bracis-33613	70	11	and	and	CCONJ
bracis-33613	70	12	provisions	provision	NOUN
bracis-33613	70	13	is	be	AUX
bracis-33613	70	14	used	use	VERB
bracis-33613	70	15	.	.	PUNCT
bracis-33613	71	1	this	this	DET
bracis-33613	71	2	additional	additional	ADJ
bracis-33613	71	3	information	information	NOUN
bracis-33613	71	4	and	and	CCONJ
bracis-33613	71	5	the	the	DET
bracis-33613	71	6	citations	citation	NOUN
bracis-33613	71	7	of	of	ADP
bracis-33613	71	8	legal	legal	ADJ
bracis-33613	71	9	provisions	provision	NOUN
bracis-33613	71	10	within	within	ADP
bracis-33613	71	11	the	the	DET
bracis-33613	71	12	text	text	NOUN
bracis-33613	71	13	form	form	NOUN
bracis-33613	71	14	a	a	DET
bracis-33613	71	15	complex	complex	ADJ
bracis-33613	71	16	network	network	NOUN
bracis-33613	71	17	of	of	ADP
bracis-33613	71	18	topics	topic	NOUN
bracis-33613	71	19	and	and	CCONJ
bracis-33613	71	20	legal	legal	ADJ
bracis-33613	71	21	provisions	provision	NOUN
bracis-33613	71	22	that	that	PRON
bracis-33613	71	23	we	we	PRON
bracis-33613	71	24	will	will	AUX
bracis-33613	71	25	model	model	VERB
bracis-33613	71	26	here	here	ADV
bracis-33613	71	27	through	through	ADP
bracis-33613	71	28	a	a	DET
bracis-33613	71	29	weighted	weight	VERB
bracis-33613	71	30	graph	graph	NOUN
bracis-33613	71	31	.	.	PUNCT
bracis-33613	72	1	then	then	ADV
bracis-33613	72	2	,	,	PUNCT
bracis-33613	72	3	the	the	DET
bracis-33613	72	4	embedding	embedding	NOUN
bracis-33613	72	5	of	of	ADP
bracis-33613	72	6	vertices	vertex	NOUN
bracis-33613	72	7	in	in	ADP
bracis-33613	72	8	this	this	DET
bracis-33613	72	9	graph	graph	NOUN
bracis-33613	72	10	allows	allow	VERB
bracis-33613	72	11	us	we	PRON
bracis-33613	72	12	to	to	PART
bracis-33613	72	13	generate	generate	VERB
bracis-33613	72	14	a	a	DET
bracis-33613	72	15	vector	vector	NOUN
bracis-33613	72	16	representation	representation	NOUN
bracis-33613	72	17	of	of	ADP
bracis-33613	72	18	the	the	DET
bracis-33613	72	19	petitions	petition	NOUN
bracis-33613	72	20	.	.	PUNCT
bracis-33613	73	1	next	next	ADJ
bracis-33613	73	2	sections	section	NOUN
bracis-33613	73	3	will	will	AUX
bracis-33613	73	4	provide	provide	VERB
bracis-33613	73	5	formalization	formalization	NOUN
bracis-33613	73	6	of	of	ADP
bracis-33613	73	7	these	these	DET
bracis-33613	73	8	concepts	concept	NOUN
bracis-33613	73	9	.	.	PUNCT
bracis-33613	74	1	fig	fig	NOUN
bracis-33613	74	2	.	.	PUNCT
bracis-33613	75	1	1	1	X
bracis-33613	75	2	.	.	X
bracis-33613	75	3	pipeline	pipeline	NOUN
bracis-33613	75	4	of	of	ADP
bracis-33613	75	5	the	the	DET
bracis-33613	75	6	proposed	propose	VERB
bracis-33613	75	7	approach	approach	NOUN
bracis-33613	75	8	.	.	PUNCT
bracis-33613	76	1	in	in	ADP
bracis-33613	76	2	the	the	DET
bracis-33613	76	3	upper	upper	ADJ
bracis-33613	76	4	left	left	ADJ
bracis-33613	76	5	corner	corner	NOUN
bracis-33613	76	6	are	be	AUX
bracis-33613	76	7	the	the	DET
bracis-33613	76	8	primary	primary	ADJ
bracis-33613	76	9	source	source	NOUN
bracis-33613	76	10	of	of	ADP
bracis-33613	76	11	data	datum	NOUN
bracis-33613	76	12	namely	namely	ADV
bracis-33613	76	13	the	the	DET
bracis-33613	76	14	petitions	petition	NOUN
bracis-33613	76	15	and	and	CCONJ
bracis-33613	76	16	the	the	DET
bracis-33613	76	17	legal	legal	ADJ
bracis-33613	76	18	citations	citation	NOUN
bracis-33613	76	19	made	make	VERB
bracis-33613	76	20	within	within	ADP
bracis-33613	76	21	them	they	PRON
bracis-33613	76	22	as	as	ADV
bracis-33613	76	23	well	well	ADV
bracis-33613	76	24	as	as	ADP
bracis-33613	76	25	background	background	NOUN
bracis-33613	76	26	knowledge	knowledge	NOUN
bracis-33613	76	27	about	about	ADP
bracis-33613	76	28	the	the	DET
bracis-33613	76	29	hierarchical	hierarchical	ADJ
bracis-33613	76	30	structure	structure	NOUN
bracis-33613	76	31	of	of	ADP
bracis-33613	76	32	legal	legal	ADJ
bracis-33613	76	33	topics	topic	NOUN
bracis-33613	76	34	and	and	CCONJ
bracis-33613	76	35	provisions	provision	NOUN
bracis-33613	76	36	.	.	PUNCT
bracis-33613	77	1	this	this	DET
bracis-33613	77	2	data	datum	NOUN
bracis-33613	77	3	is	be	AUX
bracis-33613	77	4	transformed	transform	VERB
bracis-33613	77	5	in	in	ADP
bracis-33613	77	6	a	a	DET
bracis-33613	77	7	weighted	weight	VERB
bracis-33613	77	8	graph	graph	NOUN
bracis-33613	77	9	of	of	ADP
bracis-33613	77	10	legal	legal	ADJ
bracis-33613	77	11	topics	topic	NOUN
bracis-33613	77	12	and	and	CCONJ
bracis-33613	77	13	provisions	provision	NOUN
bracis-33613	77	14	that	that	PRON
bracis-33613	77	15	allows	allow	VERB
bracis-33613	77	16	to	to	PART
bracis-33613	77	17	generate	generate	VERB
bracis-33613	77	18	a	a	DET
bracis-33613	77	19	vector	vector	NOUN
bracis-33613	77	20	representation	representation	NOUN
bracis-33613	77	21	of	of	ADP
bracis-33613	77	22	the	the	DET
bracis-33613	77	23	petitions	petition	NOUN
bracis-33613	77	24	.	.	PUNCT
bracis-33613	78	1	full	full	ADJ
bracis-33613	78	2	size	size	NOUN
bracis-33613	78	3	image	image	NOUN
bracis-33613	78	4	3.1	3.1	NUM
bracis-33613	78	5	bipartite	bipartite	NOUN
bracis-33613	78	6	graph	graph	NOUN
bracis-33613	78	7	of	of	ADP
bracis-33613	78	8	 	 	SPACE
bracis-33613	78	9	legal	legal	ADJ
bracis-33613	78	10	provisions	provision	NOUN
bracis-33613	78	11	and	and	CCONJ
bracis-33613	78	12	 	 	SPACE
bracis-33613	78	13	topics	topic	NOUN
bracis-33613	78	14	given	give	VERB
bracis-33613	78	15	a	a	DET
bracis-33613	78	16	set	set	NOUN
bracis-33613	78	17	of	of	ADP
bracis-33613	78	18	petitions	petition	NOUN
bracis-33613	78	19	p	p	X
bracis-33613	78	20	,	,	PUNCT
bracis-33613	78	21	we	we	PRON
bracis-33613	78	22	define	define	VERB
bracis-33613	78	23	\(g_b\	\(g_b\	NOUN
bracis-33613	78	24	)	)	PUNCT
bracis-33613	78	25	as	as	ADP
bracis-33613	78	26	the	the	DET
bracis-33613	78	27	graph	graph	NOUN
bracis-33613	78	28	that	that	PRON
bracis-33613	78	29	represents	represent	VERB
bracis-33613	78	30	the	the	DET
bracis-33613	78	31	co	co	NOUN
bracis-33613	78	32	-	-	NOUN
bracis-33613	78	33	occurrence	occurrence	ADJ
bracis-33613	78	34	relationship	relationship	NOUN
bracis-33613	78	35	between	between	ADP
bracis-33613	78	36	the	the	DET
bracis-33613	78	37	legal	legal	ADJ
bracis-33613	78	38	topics	topic	NOUN
bracis-33613	78	39	of	of	ADP
bracis-33613	78	40	the	the	DET
bracis-33613	78	41	petitions	petition	NOUN
bracis-33613	78	42	of	of	ADP
bracis-33613	78	43	p	p	NOUN
bracis-33613	78	44	and	and	CCONJ
bracis-33613	78	45	the	the	DET
bracis-33613	78	46	respective	respective	ADJ
bracis-33613	78	47	legal	legal	ADJ
bracis-33613	78	48	provisions	provision	NOUN
bracis-33613	78	49	cited	cite	VERB
bracis-33613	78	50	therein	therein	ADV
bracis-33613	78	51	.	.	PUNCT
bracis-33613	79	1	here	here	ADV
bracis-33613	79	2	,	,	PUNCT
bracis-33613	79	3	we	we	PRON
bracis-33613	79	4	define	define	VERB
bracis-33613	79	5	\(g_b=(a	\(g_b=(a	NOUN
bracis-33613	79	6	,	,	PUNCT
bracis-33613	79	7	d	d	PROPN
bracis-33613	79	8	,	,	PUNCT
bracis-33613	79	9	e_b	e_b	ADJ
bracis-33613	79	10	,	,	PUNCT
bracis-33613	79	11	w_b)\	w_b)\	PROPN
bracis-33613	79	12	)	)	PUNCT
bracis-33613	79	13	,	,	PUNCT
bracis-33613	79	14	 	 	SPACE
bracis-33613	79	15	where	where	SCONJ
bracis-33613	79	16	\(a	\(a	NOUN
bracis-33613	79	17	=	=	SYM
bracis-33613	79	18	\{a_1,a_2,\ldots	\{a_1,a_2,\ldot	NOUN
bracis-33613	79	19	,	,	PUNCT
bracis-33613	79	20	a_n\}\	a_n\}\	NOUN
bracis-33613	79	21	)	)	PUNCT
bracis-33613	79	22	,	,	PUNCT
bracis-33613	79	23	\(n\in	\(n\in	PROPN
bracis-33613	79	24	\mathbb	\mathbb	PROPN
bracis-33613	79	25	{	{	PUNCT
bracis-33613	79	26	n}\	n}\	NUM
bracis-33613	79	27	)	)	PUNCT
bracis-33613	79	28	,	,	PUNCT
bracis-33613	79	29	is	be	AUX
bracis-33613	79	30	a	a	DET
bracis-33613	79	31	finite	finite	ADJ
bracis-33613	79	32	set	set	NOUN
bracis-33613	79	33	of	of	ADP
bracis-33613	79	34	vertices	vertex	NOUN
bracis-33613	79	35	related	relate	VERB
bracis-33613	79	36	to	to	ADP
bracis-33613	79	37	legal	legal	ADJ
bracis-33613	79	38	topics	topic	NOUN
bracis-33613	79	39	.	.	PUNCT
bracis-33613	80	1	\(d	\(d	NOUN
bracis-33613	80	2	=	=	SYM
bracis-33613	80	3	\{d_1,d_2,\ldots	\{d_1,d_2,\ldot	NOUN
bracis-33613	80	4	,	,	PUNCT
bracis-33613	80	5	d_m\}\	d_m\}\	NOUN
bracis-33613	80	6	)	)	PUNCT
bracis-33613	80	7	,	,	PUNCT
bracis-33613	80	8	\(m\in	\(m\in	X
bracis-33613	80	9	\mathbb	\mathbb	PROPN
bracis-33613	80	10	{	{	PUNCT
bracis-33613	80	11	n}\	n}\	NUM
bracis-33613	80	12	)	)	PUNCT
bracis-33613	80	13	,	,	PUNCT
bracis-33613	80	14	is	be	AUX
bracis-33613	80	15	a	a	DET
bracis-33613	80	16	finite	finite	ADJ
bracis-33613	80	17	set	set	NOUN
bracis-33613	80	18	of	of	ADP
bracis-33613	80	19	vertices	vertex	NOUN
bracis-33613	80	20	related	relate	VERB
bracis-33613	80	21	to	to	ADP
bracis-33613	80	22	the	the	DET
bracis-33613	80	23	legal	legal	ADJ
bracis-33613	80	24	provisions	provision	NOUN
bracis-33613	80	25	\(e_b	\(e_b	PROPN
bracis-33613	80	26	\subset	\subset	PROPN
bracis-33613	80	27	a	a	DET
bracis-33613	80	28	\times	\time	NOUN
bracis-33613	80	29	d\	d\	NOUN
bracis-33613	80	30	)	)	PUNCT
bracis-33613	80	31	is	be	AUX
bracis-33613	80	32	a	a	DET
bracis-33613	80	33	finite	finite	ADJ
bracis-33613	80	34	set	set	NOUN
bracis-33613	80	35	of	of	ADP
bracis-33613	80	36	edges	edge	NOUN
bracis-33613	80	37	connecting	connect	VERB
bracis-33613	80	38	subsets	subset	NOUN
bracis-33613	80	39	of	of	ADP
bracis-33613	80	40	vertices	vertex	NOUN
bracis-33613	80	41	of	of	ADP
bracis-33613	80	42	a	a	PRON
bracis-33613	80	43	and	and	CCONJ
bracis-33613	80	44	d.	d.	PROPN
bracis-33613	80	45	\(w_b	\(w_b	PROPN
bracis-33613	80	46	:	:	PUNCT
bracis-33613	80	47	e_b	e_b	PROPN
bracis-33613	81	1	\rightarrow	\rightarrow	PROPN
bracis-33613	81	2	\mathbb	\mathbb	PROPN
bracis-33613	81	3	{	{	PUNCT
bracis-33613	81	4	r}\	r}\	NUM
bracis-33613	81	5	)	)	PUNCT
bracis-33613	81	6	is	be	AUX
bracis-33613	81	7	a	a	DET
bracis-33613	81	8	edge	edge	NOUN
bracis-33613	81	9	weight	weight	NOUN
bracis-33613	81	10	function	function	NOUN
bracis-33613	81	11	defined	define	VERB
bracis-33613	81	12	on	on	ADP
bracis-33613	81	13	the	the	DET
bracis-33613	81	14	edges	edge	NOUN
bracis-33613	81	15	of	of	ADP
bracis-33613	81	16	\(g_b\	\(g_b\	NOUN
bracis-33613	81	17	)	)	PUNCT
bracis-33613	81	18	.	.	PUNCT
bracis-33613	82	1	in	in	ADP
bracis-33613	82	2	this	this	DET
bracis-33613	82	3	graph	graph	NOUN
bracis-33613	82	4	,	,	PUNCT
bracis-33613	82	5	there	there	PRON
bracis-33613	82	6	is	be	VERB
bracis-33613	82	7	an	an	DET
bracis-33613	82	8	edge	edge	NOUN
bracis-33613	82	9	between	between	ADP
bracis-33613	82	10	the	the	DET
bracis-33613	82	11	vertices	vertex	NOUN
bracis-33613	82	12	\(a_i\	\(a_i\	NOUN
bracis-33613	82	13	)	)	PUNCT
bracis-33613	82	14	and	and	CCONJ
bracis-33613	82	15	\(d_j\	\(d_j\	NOUN
bracis-33613	82	16	)	)	PUNCT
bracis-33613	82	17	if	if	SCONJ
bracis-33613	82	18	there	there	PRON
bracis-33613	82	19	is	be	VERB
bracis-33613	82	20	at	at	ADV
bracis-33613	82	21	least	least	ADJ
bracis-33613	82	22	one	one	NUM
bracis-33613	82	23	petition	petition	NOUN
bracis-33613	82	24	in	in	ADP
bracis-33613	82	25	p	p	X
bracis-33613	82	26	whose	whose	DET
bracis-33613	82	27	legal	legal	ADJ
bracis-33613	82	28	topic	topic	NOUN
bracis-33613	82	29	corresponds	correspond	VERB
bracis-33613	82	30	to	to	ADP
bracis-33613	82	31	\(a_i\	\(a_i\	NOUN
bracis-33613	82	32	)	)	PUNCT
bracis-33613	82	33	and	and	CCONJ
bracis-33613	82	34	which	which	PRON
bracis-33613	82	35	makes	make	VERB
bracis-33613	82	36	at	at	ADP
bracis-33613	82	37	least	least	ADV
bracis-33613	82	38	one	one	NUM
bracis-33613	82	39	reference	reference	NOUN
bracis-33613	82	40	to	to	ADP
bracis-33613	82	41	legal	legal	ADJ
bracis-33613	82	42	provision	provision	NOUN
bracis-33613	82	43	\(d_j\	\(d_j\	NOUN
bracis-33613	82	44	)	)	PUNCT
bracis-33613	82	45	.	.	PUNCT
bracis-33613	83	1	generally	generally	ADV
bracis-33613	83	2	speaking	speak	VERB
bracis-33613	83	3	,	,	PUNCT
bracis-33613	83	4	we	we	PRON
bracis-33613	83	5	assume	assume	VERB
bracis-33613	83	6	that	that	SCONJ
bracis-33613	83	7	the	the	DET
bracis-33613	83	8	weight	weight	NOUN
bracis-33613	83	9	\({w_b}_{i	\({w_b}_{i	NOUN
bracis-33613	83	10	,	,	PUNCT
bracis-33613	83	11	j}\	j}\	PROPN
bracis-33613	83	12	)	)	PUNCT
bracis-33613	83	13	of	of	ADP
bracis-33613	83	14	this	this	DET
bracis-33613	83	15	edge	edge	NOUN
bracis-33613	83	16	will	will	AUX
bracis-33613	83	17	be	be	AUX
bracis-33613	83	18	a	a	DET
bracis-33613	83	19	function	function	NOUN
bracis-33613	83	20	of	of	ADP
bracis-33613	83	21	the	the	DET
bracis-33613	83	22	number	number	NOUN
bracis-33613	83	23	of	of	ADP
bracis-33613	83	24	times	times	PROPN
bracis-33613	83	25	\(q_{i	\(q_{i	NOUN
bracis-33613	83	26	,	,	PUNCT
bracis-33613	83	27	j}\	j}\	PROPN
bracis-33613	83	28	)	)	PUNCT
bracis-33613	83	29	that	that	SCONJ
bracis-33613	83	30	the	the	DET
bracis-33613	83	31	legal	legal	ADJ
bracis-33613	83	32	provisions	provision	NOUN
bracis-33613	83	33	\(d_j\	\(d_j\	NOUN
bracis-33613	83	34	)	)	PUNCT
bracis-33613	83	35	is	be	AUX
bracis-33613	83	36	referenced	reference	VERB
bracis-33613	83	37	by	by	ADP
bracis-33613	83	38	the	the	DET
bracis-33613	83	39	petitions	petition	NOUN
bracis-33613	83	40	of	of	ADP
bracis-33613	83	41	the	the	DET
bracis-33613	83	42	topic	topic	NOUN
bracis-33613	83	43	\(a_i	\(a_i	ADJ
bracis-33613	83	44	\	\	PROPN
bracis-33613	83	45	)	)	PUNCT
bracis-33613	83	46	to	to	ADP
bracis-33613	83	47	p.	p.	VERB
bracis-33613	83	48	the	the	DET
bracis-33613	83	49	\(g_b\	\(g_b\	NOUN
bracis-33613	83	50	)	)	PUNCT
bracis-33613	83	51	graph	graph	NOUN
bracis-33613	83	52	bears	bear	NOUN
bracis-33613	83	53	similarities	similarity	NOUN
bracis-33613	83	54	with	with	ADP
bracis-33613	83	55	other	other	ADJ
bracis-33613	83	56	graphs	graph	NOUN
bracis-33613	83	57	already	already	ADV
bracis-33613	83	58	studied	study	VERB
bracis-33613	83	59	in	in	ADP
bracis-33613	83	60	the	the	DET
bracis-33613	83	61	literature	literature	NOUN
bracis-33613	83	62	,	,	PUNCT
bracis-33613	83	63	such	such	ADJ
bracis-33613	83	64	as	as	ADP
bracis-33613	83	65	the	the	DET
bracis-33613	83	66	bibliographic	bibliographic	ADJ
bracis-33613	83	67	citations	citation	NOUN
bracis-33613	83	68	graph	graph	NOUN
bracis-33613	83	69	 	 	SPACE
bracis-33613	84	1	[	[	X
bracis-33613	84	2	19	19	NUM
bracis-33613	84	3	]	]	PUNCT
bracis-33613	84	4	.	.	PUNCT
bracis-33613	85	1	there	there	ADV
bracis-33613	85	2	,	,	PUNCT
bracis-33613	85	3	the	the	DET
bracis-33613	85	4	vertices	vertex	NOUN
bracis-33613	85	5	represent	represent	VERB
bracis-33613	85	6	documents	document	NOUN
bracis-33613	85	7	that	that	PRON
bracis-33613	85	8	make	make	VERB
bracis-33613	85	9	references	reference	NOUN
bracis-33613	85	10	to	to	ADP
bracis-33613	85	11	other	other	ADJ
bracis-33613	85	12	documents	document	NOUN
bracis-33613	85	13	.	.	PUNCT
bracis-33613	86	1	an	an	DET
bracis-33613	86	2	important	important	ADJ
bracis-33613	86	3	characteristic	characteristic	NOUN
bracis-33613	86	4	of	of	ADP
bracis-33613	86	5	this	this	DET
bracis-33613	86	6	type	type	NOUN
bracis-33613	86	7	of	of	ADP
bracis-33613	86	8	graph	graph	NOUN
bracis-33613	86	9	is	be	AUX
bracis-33613	86	10	the	the	DET
bracis-33613	86	11	existence	existence	NOUN
bracis-33613	86	12	of	of	ADP
bracis-33613	86	13	documents	document	NOUN
bracis-33613	86	14	with	with	ADP
bracis-33613	86	15	a	a	DET
bracis-33613	86	16	high	high	ADJ
bracis-33613	86	17	amount	amount	NOUN
bracis-33613	86	18	of	of	ADP
bracis-33613	86	19	citations	citation	NOUN
bracis-33613	86	20	 	 	SPACE
bracis-33613	86	21	[	[	X
bracis-33613	86	22	19	19	NUM
bracis-33613	86	23	]	]	PUNCT
bracis-33613	86	24	.	.	PUNCT
bracis-33613	87	1	these	these	DET
bracis-33613	87	2	vertices	vertice	VERB
bracis-33613	87	3	with	with	ADP
bracis-33613	87	4	many	many	ADJ
bracis-33613	87	5	links	link	NOUN
bracis-33613	87	6	end	end	VERB
bracis-33613	87	7	up	up	ADP
bracis-33613	87	8	making	make	VERB
bracis-33613	87	9	it	it	PRON
bracis-33613	87	10	difficult	difficult	ADJ
bracis-33613	87	11	to	to	PART
bracis-33613	87	12	identify	identify	VERB
bracis-33613	87	13	the	the	DET
bracis-33613	87	14	clustering	cluster	VERB
bracis-33613	87	15	patterns	pattern	NOUN
bracis-33613	87	16	existing	exist	VERB
bracis-33613	87	17	in	in	ADP
bracis-33613	87	18	the	the	DET
bracis-33613	87	19	graph	graph	NOUN
bracis-33613	87	20	 	 	SPACE
bracis-33613	88	1	[	[	X
bracis-33613	88	2	3	3	NUM
bracis-33613	88	3	]	]	PUNCT
bracis-33613	88	4	.	.	PUNCT
bracis-33613	89	1	similarly	similarly	ADV
bracis-33613	89	2	to	to	ADP
bracis-33613	89	3	what	what	PRON
bracis-33613	89	4	happens	happen	VERB
bracis-33613	89	5	in	in	ADP
bracis-33613	89	6	bipartite	bipartite	ADJ
bracis-33613	89	7	graphs	graph	NOUN
bracis-33613	89	8	of	of	ADP
bracis-33613	89	9	users	user	NOUN
bracis-33613	89	10	and	and	CCONJ
bracis-33613	89	11	objects	object	NOUN
bracis-33613	89	12	,	,	PUNCT
bracis-33613	89	13	we	we	PRON
bracis-33613	89	14	define	define	VERB
bracis-33613	89	15	a	a	DET
bracis-33613	89	16	weight	weight	NOUN
bracis-33613	89	17	function	function	NOUN
bracis-33613	89	18	that	that	PRON
bracis-33613	89	19	uses	use	VERB
bracis-33613	89	20	a	a	DET
bracis-33613	89	21	strategy	strategy	NOUN
bracis-33613	89	22	based	base	VERB
bracis-33613	89	23	on	on	ADP
bracis-33613	89	24	a	a	DET
bracis-33613	89	25	popular	popular	ADJ
bracis-33613	89	26	technique	technique	NOUN
bracis-33613	89	27	in	in	ADP
bracis-33613	89	28	information	information	NOUN
bracis-33613	89	29	retrieval	retrieval	NOUN
bracis-33613	89	30	 	 	SPACE
bracis-33613	90	1	[	[	X
bracis-33613	90	2	3	3	X
bracis-33613	90	3	]	]	PUNCT
bracis-33613	90	4	called	call	VERB
bracis-33613	90	5	tfidf	tfidf	NOUN
bracis-33613	90	6	,	,	PUNCT
bracis-33613	90	7	$	$	SYM
bracis-33613	90	8	$	$	SYM
bracis-33613	90	9	\begin{aligned	\begin{aligne	VERB
bracis-33613	90	10	}	}	PUNCT
bracis-33613	90	11	{	{	PUNCT
bracis-33613	90	12	w_b}_{i	w_b}_{i	PROPN
bracis-33613	90	13	,	,	PUNCT
bracis-33613	90	14	j	j	PROPN
bracis-33613	90	15	}	}	PUNCT
bracis-33613	90	16	\equiv	\equiv	PROPN
bracis-33613	90	17	{	{	PUNCT
bracis-33613	90	18	w_b}(a_i	w_b}(a_i	PROPN
bracis-33613	90	19	,	,	PUNCT
bracis-33613	90	20	d_j)=	d_j)=	X
bracis-33613	90	21	f(a_i	f(a_i	PROPN
bracis-33613	90	22	,	,	PUNCT
bracis-33613	90	23	d_j)\times	d_j)\times	PROPN
bracis-33613	90	24	\log	\log	PROPN
bracis-33613	90	25	\left	\left	PROPN
bracis-33613	90	26	(	(	PUNCT
bracis-33613	90	27	\frac{n}{\text	\frac{n}{\text	X
bracis-33613	90	28	{	{	PUNCT
bracis-33613	90	29	deg}(d_j	deg}(d_j	NOUN
bracis-33613	90	30	)	)	PUNCT
bracis-33613	90	31	}	}	PUNCT
bracis-33613	90	32	\right	\right	PROPN
bracis-33613	90	33	)	)	PUNCT
bracis-33613	90	34	\end{aligned}$$	\end{aligned}$$	X
bracis-33613	90	35	(	(	PUNCT
bracis-33613	90	36	1	1	NUM
bracis-33613	90	37	)	)	PUNCT
bracis-33613	90	38	where	where	SCONJ
bracis-33613	90	39	\(f(a_i	\(f(a_i	NUM
bracis-33613	90	40	,	,	PUNCT
bracis-33613	90	41	d_j)\	d_j)\	NOUN
bracis-33613	90	42	)	)	PUNCT
bracis-33613	90	43	is	be	AUX
bracis-33613	90	44	similar	similar	ADJ
bracis-33613	90	45	to	to	ADP
bracis-33613	90	46	“	"	PUNCT
bracis-33613	90	47	tf	tf	INTJ
bracis-33613	90	48	”	"	PUNCT
bracis-33613	90	49	and	and	CCONJ
bracis-33613	90	50	represents	represent	VERB
bracis-33613	90	51	the	the	DET
bracis-33613	90	52	frequency	frequency	NOUN
bracis-33613	90	53	that	that	SCONJ
bracis-33613	90	54	the	the	DET
bracis-33613	90	55	legal	legal	ADJ
bracis-33613	90	56	provision	provision	NOUN
bracis-33613	90	57	\(d_j\	\(d_j\	NOUN
bracis-33613	90	58	)	)	PUNCT
bracis-33613	90	59	is	be	AUX
bracis-33613	90	60	cited	cite	VERB
bracis-33613	90	61	in	in	ADP
bracis-33613	90	62	petitions	petition	NOUN
bracis-33613	90	63	of	of	ADP
bracis-33613	90	64	a	a	DET
bracis-33613	90	65	certain	certain	ADJ
bracis-33613	90	66	topic	topic	NOUN
bracis-33613	90	67	\(a_i\	\(a_i\	NOUN
bracis-33613	90	68	)	)	PUNCT
bracis-33613	90	69	,	,	PUNCT
bracis-33613	90	70	$	$	SYM
bracis-33613	90	71	$	$	SYM
bracis-33613	90	72	\begin{aligned	\begin{aligne	VERB
bracis-33613	90	73	}	}	PUNCT
bracis-33613	90	74	f(a_i	f(a_i	ADJ
bracis-33613	90	75	,	,	PUNCT
bracis-33613	90	76	d_j	d_j	NUM
bracis-33613	90	77	)	)	PUNCT
bracis-33613	90	78	=	=	SYM
bracis-33613	90	79	\frac{q_{i	\frac{q_{i	X
bracis-33613	90	80	,	,	PUNCT
bracis-33613	90	81	j}}{\sum	j}}{\sum	PROPN
bracis-33613	90	82	_	_	NOUN
bracis-33613	90	83	k^{\langle	k^{\langle	NOUN
bracis-33613	90	84	a_i	a_i	PROPN
bracis-33613	90	85	\rangle	\rangle	PROPN
bracis-33613	90	86	}	}	PUNCT
bracis-33613	90	87	q_{i	q_{i	PROPN
bracis-33613	90	88	,	,	PUNCT
bracis-33613	90	89	k	k	NOUN
bracis-33613	90	90	}	}	PUNCT
bracis-33613	90	91	}	}	PUNCT
bracis-33613	90	92	,	,	PUNCT
bracis-33613	90	93	\end{aligned}$$	\end{aligned}$$	NOUN
bracis-33613	90	94	and	and	CCONJ
bracis-33613	90	95	\(\langle	\(\langle	PROPN
bracis-33613	90	96	\cdot	\cdot	PROPN
bracis-33613	90	97	\rangle	\rangle	PROPN
bracis-33613	90	98	\	\	NOUN
bracis-33613	90	99	)	)	PUNCT
bracis-33613	90	100	means	mean	VERB
bracis-33613	90	101	that	that	SCONJ
bracis-33613	90	102	the	the	DET
bracis-33613	90	103	sum	sum	NOUN
bracis-33613	90	104	in	in	ADP
bracis-33613	90	105	k	k	PROPN
bracis-33613	90	106	is	be	AUX
bracis-33613	90	107	done	do	VERB
bracis-33613	90	108	at	at	ADP
bracis-33613	90	109	the	the	DET
bracis-33613	90	110	neighborhood	neighborhood	NOUN
bracis-33613	90	111	of	of	ADP
bracis-33613	90	112	\(a_i\	\(a_i\	NOUN
bracis-33613	90	113	)	)	PUNCT
bracis-33613	90	114	.	.	PUNCT
bracis-33613	91	1	the	the	DET
bracis-33613	91	2	term	term	NOUN
bracis-33613	91	3	\(\log	\(\log	PROPN
bracis-33613	91	4	\left	\left	PROPN
bracis-33613	91	5	(	(	PUNCT
bracis-33613	91	6	n/\text	n/\text	PROPN
bracis-33613	91	7	{	{	PUNCT
bracis-33613	91	8	deg}(d_j)\right	deg}(d_j)\right	PROPN
bracis-33613	91	9	)	)	PUNCT
bracis-33613	91	10	\	\	NOUN
bracis-33613	91	11	)	)	PUNCT
bracis-33613	91	12	of	of	ADP
bracis-33613	91	13	eq	eq	PROPN
bracis-33613	91	14	.	.	PUNCT
bracis-33613	91	15	 	 	SPACE
bracis-33613	91	16	(	(	PUNCT
bracis-33613	91	17	1	1	X
bracis-33613	91	18	)	)	PUNCT
bracis-33613	91	19	is	be	AUX
bracis-33613	91	20	similar	similar	ADJ
bracis-33613	91	21	to	to	ADP
bracis-33613	91	22	“	"	PUNCT
bracis-33613	91	23	idf	idf	PROPN
bracis-33613	91	24	”	"	PUNCT
bracis-33613	91	25	,	,	PUNCT
bracis-33613	91	26	measuring	measure	VERB
bracis-33613	91	27	how	how	SCONJ
bracis-33613	91	28	much	much	ADJ
bracis-33613	91	29	the	the	DET
bracis-33613	91	30	legal	legal	ADJ
bracis-33613	91	31	provision	provision	NOUN
bracis-33613	91	32	is	be	AUX
bracis-33613	91	33	rare	rare	ADJ
bracis-33613	91	34	or	or	CCONJ
bracis-33613	91	35	common	common	ADJ
bracis-33613	91	36	among	among	ADP
bracis-33613	91	37	all	all	DET
bracis-33613	91	38	legal	legal	ADJ
bracis-33613	91	39	topics	topic	NOUN
bracis-33613	91	40	.	.	PUNCT
bracis-33613	92	1	3.2	3.2	NUM
bracis-33613	92	2	forests	forest	NOUN
bracis-33613	92	3	of	of	ADP
bracis-33613	92	4	 	 	SPACE
bracis-33613	92	5	legal	legal	ADJ
bracis-33613	92	6	topics	topic	NOUN
bracis-33613	92	7	and	and	CCONJ
bracis-33613	92	8	 	 	SPACE
bracis-33613	92	9	legal	legal	ADJ
bracis-33613	92	10	provisions	provision	NOUN
bracis-33613	92	11	legal	legal	ADJ
bracis-33613	92	12	topics	topic	NOUN
bracis-33613	92	13	have	have	VERB
bracis-33613	92	14	taxonomic	taxonomic	ADJ
bracis-33613	92	15	hierarchical	hierarchical	ADJ
bracis-33613	92	16	relationships	relationship	NOUN
bracis-33613	92	17	and	and	CCONJ
bracis-33613	92	18	are	be	AUX
bracis-33613	92	19	predefined	predefine	VERB
bracis-33613	92	20	in	in	ADP
bracis-33613	92	21	the	the	DET
bracis-33613	92	22	unified	unified	ADJ
bracis-33613	92	23	procedural	procedural	ADJ
bracis-33613	92	24	tables	table	NOUN
bracis-33613	92	25	 	 	SPACE
bracis-33613	92	26	[	[	X
bracis-33613	92	27	9	9	NUM
bracis-33613	92	28	]	]	PUNCT
bracis-33613	92	29	system	system	NOUN
bracis-33613	92	30	.	.	PUNCT
bracis-33613	93	1	the	the	DET
bracis-33613	93	2	graph	graph	NOUN
bracis-33613	93	3	\(g_a	\(g_a	VERB
bracis-33613	93	4	=	=	SYM
bracis-33613	93	5	(	(	PUNCT
bracis-33613	93	6	a	a	PRON
bracis-33613	93	7	,	,	PUNCT
bracis-33613	93	8	e_a)\	e_a)\	PROPN
bracis-33613	93	9	)	)	PUNCT
bracis-33613	93	10	represents	represent	VERB
bracis-33613	93	11	the	the	DET
bracis-33613	93	12	taxonomy	taxonomy	NOUN
bracis-33613	93	13	of	of	ADP
bracis-33613	93	14	legal	legal	ADJ
bracis-33613	93	15	topics	topic	NOUN
bracis-33613	93	16	,	,	PUNCT
bracis-33613	93	17	where	where	SCONJ
bracis-33613	93	18	:	:	PUNCT
bracis-33613	93	19	\(a	\(a	NOUN
bracis-33613	93	20	=	=	SYM
bracis-33613	93	21	\{a_1,a_2,\ldots	\{a_1,a_2,\ldot	NOUN
bracis-33613	93	22	,	,	PUNCT
bracis-33613	93	23	a_n\}\	a_n\}\	NOUN
bracis-33613	93	24	)	)	PUNCT
bracis-33613	93	25	,	,	PUNCT
bracis-33613	93	26	\(n\in	\(n\in	PROPN
bracis-33613	93	27	\mathbb	\mathbb	PROPN
bracis-33613	93	28	{	{	PUNCT
bracis-33613	93	29	n}\	n}\	NUM
bracis-33613	93	30	)	)	PUNCT
bracis-33613	93	31	,	,	PUNCT
bracis-33613	93	32	is	be	AUX
bracis-33613	93	33	a	a	DET
bracis-33613	93	34	finite	finite	ADJ
bracis-33613	93	35	set	set	NOUN
bracis-33613	93	36	of	of	ADP
bracis-33613	93	37	vertices	vertex	NOUN
bracis-33613	93	38	related	relate	VERB
bracis-33613	93	39	to	to	ADP
bracis-33613	93	40	legal	legal	ADJ
bracis-33613	93	41	topics	topic	NOUN
bracis-33613	93	42	.	.	PUNCT
bracis-33613	94	1	\(e_a	\(e_a	PROPN
bracis-33613	95	1	\subset	\subset	ADP
bracis-33613	95	2	a	a	DET
bracis-33613	95	3	\times	\time	NOUN
bracis-33613	95	4	a\	a\	NOUN
bracis-33613	95	5	)	)	PUNCT
bracis-33613	95	6	is	be	AUX
bracis-33613	95	7	a	a	DET
bracis-33613	95	8	finite	finite	ADJ
bracis-33613	95	9	set	set	NOUN
bracis-33613	95	10	of	of	ADP
bracis-33613	95	11	directed	direct	VERB
bracis-33613	95	12	edges	edge	NOUN
bracis-33613	95	13	that	that	PRON
bracis-33613	95	14	connect	connect	VERB
bracis-33613	95	15	the	the	DET
bracis-33613	95	16	vertices	vertex	NOUN
bracis-33613	95	17	of	of	ADP
bracis-33613	95	18	\(g_a\	\(g_a\	NOUN
bracis-33613	95	19	)	)	PUNCT
bracis-33613	95	20	.	.	PUNCT
bracis-33613	96	1	the	the	DET
bracis-33613	96	2	intrinsic	intrinsic	ADJ
bracis-33613	96	3	asymmetry	asymmetry	NOUN
bracis-33613	96	4	of	of	ADP
bracis-33613	96	5	the	the	DET
bracis-33613	96	6	relationships	relationship	NOUN
bracis-33613	96	7	between	between	ADP
bracis-33613	96	8	the	the	DET
bracis-33613	96	9	vertices	vertex	NOUN
bracis-33613	96	10	of	of	ADP
bracis-33613	96	11	\(g_a\	\(g_a\	NOUN
bracis-33613	96	12	)	)	PUNCT
bracis-33613	96	13	makes	make	VERB
bracis-33613	96	14	it	it	PRON
bracis-33613	96	15	fall	fall	VERB
bracis-33613	96	16	into	into	ADP
bracis-33613	96	17	the	the	DET
bracis-33613	96	18	class	class	NOUN
bracis-33613	96	19	of	of	ADP
bracis-33613	96	20	directed	direct	VERB
bracis-33613	96	21	rooted	rooted	ADJ
bracis-33613	96	22	forests	forest	NOUN
bracis-33613	96	23	.	.	PUNCT
bracis-33613	97	1	such	such	ADJ
bracis-33613	97	2	graphs	graph	NOUN
bracis-33613	97	3	have	have	VERB
bracis-33613	97	4	important	important	ADJ
bracis-33613	97	5	properties	property	NOUN
bracis-33613	97	6	from	from	ADP
bracis-33613	97	7	a	a	DET
bracis-33613	97	8	topological	topological	ADJ
bracis-33613	97	9	point	point	NOUN
bracis-33613	97	10	of	of	ADP
bracis-33613	97	11	view	view	NOUN
bracis-33613	97	12	.	.	PUNCT
bracis-33613	98	1	in	in	ADP
bracis-33613	98	2	these	these	DET
bracis-33613	98	3	graphs	graph	NOUN
bracis-33613	98	4	,	,	PUNCT
bracis-33613	98	5	we	we	PRON
bracis-33613	98	6	can	can	AUX
bracis-33613	98	7	define	define	VERB
bracis-33613	98	8	two	two	NUM
bracis-33613	98	9	types	type	NOUN
bracis-33613	98	10	of	of	ADP
bracis-33613	98	11	special	special	ADJ
bracis-33613	98	12	vertices	vertex	NOUN
bracis-33613	98	13	,	,	PUNCT
bracis-33613	98	14	the	the	DET
bracis-33613	98	15	root	root	NOUN
bracis-33613	98	16	vertices	vertex	NOUN
bracis-33613	98	17	and	and	CCONJ
bracis-33613	98	18	the	the	DET
bracis-33613	98	19	leaf	leaf	NOUN
bracis-33613	98	20	vertices	vertex	NOUN
bracis-33613	98	21	.	.	PUNCT
bracis-33613	99	1	considering	consider	VERB
bracis-33613	99	2	that	that	SCONJ
bracis-33613	99	3	the	the	DET
bracis-33613	99	4	connections	connection	NOUN
bracis-33613	99	5	between	between	ADP
bracis-33613	99	6	two	two	NUM
bracis-33613	99	7	vertices	vertex	NOUN
bracis-33613	99	8	always	always	ADV
bracis-33613	99	9	occur	occur	VERB
bracis-33613	99	10	from	from	ADP
bracis-33613	99	11	the	the	DET
bracis-33613	99	12	most	most	ADV
bracis-33613	99	13	general	general	ADJ
bracis-33613	99	14	legal	legal	ADJ
bracis-33613	99	15	subject	subject	NOUN
bracis-33613	99	16	to	to	ADP
bracis-33613	99	17	the	the	DET
bracis-33613	99	18	most	most	ADV
bracis-33613	99	19	specific	specific	ADJ
bracis-33613	99	20	subject	subject	NOUN
bracis-33613	99	21	,	,	PUNCT
bracis-33613	99	22	a	a	DET
bracis-33613	99	23	root	root	NOUN
bracis-33613	99	24	vertex	vertex	NOUN
bracis-33613	99	25	is	be	AUX
bracis-33613	99	26	defined	define	VERB
bracis-33613	99	27	as	as	ADP
bracis-33613	99	28	a	a	DET
bracis-33613	99	29	vertex	vertex	NOUN
bracis-33613	99	30	that	that	PRON
bracis-33613	99	31	only	only	ADV
bracis-33613	99	32	has	have	VERB
bracis-33613	99	33	connections	connection	NOUN
bracis-33613	99	34	“	"	PUNCT
bracis-33613	99	35	going	go	VERB
bracis-33613	99	36	”	"	PUNCT
bracis-33613	99	37	from	from	ADP
bracis-33613	99	38	it	it	PRON
bracis-33613	99	39	.	.	PUNCT
bracis-33613	100	1	complementary	complementary	ADJ
bracis-33613	100	2	,	,	PUNCT
bracis-33613	100	3	a	a	DET
bracis-33613	100	4	leaf	leaf	NOUN
bracis-33613	100	5	vertex	vertex	NOUN
bracis-33613	100	6	can	can	AUX
bracis-33613	100	7	be	be	AUX
bracis-33613	100	8	defined	define	VERB
bracis-33613	100	9	as	as	ADP
bracis-33613	100	10	a	a	DET
bracis-33613	100	11	vertex	vertex	NOUN
bracis-33613	100	12	that	that	PRON
bracis-33613	100	13	only	only	ADV
bracis-33613	100	14	has	have	VERB
bracis-33613	100	15	links	link	NOUN
bracis-33613	100	16	“	"	PUNCT
bracis-33613	100	17	entering	enter	VERB
bracis-33613	100	18	”	"	PUNCT
bracis-33613	100	19	it	it	PRON
bracis-33613	100	20	.	.	PUNCT
bracis-33613	101	1	from	from	ADP
bracis-33613	101	2	the	the	DET
bracis-33613	101	3	point	point	NOUN
bracis-33613	101	4	of	of	ADP
bracis-33613	101	5	view	view	NOUN
bracis-33613	101	6	of	of	ADP
bracis-33613	101	7	legal	legal	ADJ
bracis-33613	101	8	topics	topic	NOUN
bracis-33613	101	9	,	,	PUNCT
bracis-33613	101	10	we	we	PRON
bracis-33613	101	11	can	can	AUX
bracis-33613	101	12	interpret	interpret	VERB
bracis-33613	101	13	leaf	leaf	NOUN
bracis-33613	101	14	vertices	vertex	NOUN
bracis-33613	101	15	as	as	ADP
bracis-33613	101	16	the	the	DET
bracis-33613	101	17	most	most	ADV
bracis-33613	101	18	specific	specific	ADJ
bracis-33613	101	19	topics	topic	NOUN
bracis-33613	101	20	existing	exist	VERB
bracis-33613	101	21	in	in	ADP
bracis-33613	101	22	\(g_a\	\(g_a\	NOUN
bracis-33613	101	23	)	)	PUNCT
bracis-33613	101	24	and	and	CCONJ
bracis-33613	101	25	root	root	NOUN
bracis-33613	101	26	vertices	vertex	NOUN
bracis-33613	101	27	as	as	ADP
bracis-33613	101	28	the	the	DET
bracis-33613	101	29	most	most	ADV
bracis-33613	101	30	generic	generic	ADJ
bracis-33613	101	31	ones	one	NOUN
bracis-33613	101	32	in	in	ADP
bracis-33613	101	33	\(g_a\	\(g_a\	NOUN
bracis-33613	101	34	)	)	PUNCT
bracis-33613	101	35	.	.	PUNCT
bracis-33613	102	1	furthermore	furthermore	ADV
bracis-33613	102	2	,	,	PUNCT
bracis-33613	102	3	the	the	DET
bracis-33613	102	4	topological	topological	ADJ
bracis-33613	102	5	structure	structure	NOUN
bracis-33613	102	6	of	of	ADP
bracis-33613	102	7	directed	direct	VERB
bracis-33613	102	8	rooted	rooted	ADJ
bracis-33613	102	9	trees	tree	NOUN
bracis-33613	102	10	allows	allow	VERB
bracis-33613	102	11	us	we	PRON
bracis-33613	102	12	to	to	PART
bracis-33613	102	13	define	define	VERB
bracis-33613	102	14	for	for	ADP
bracis-33613	102	15	each	each	DET
bracis-33613	102	16	leaf	leaf	NOUN
bracis-33613	102	17	vertex	vertex	NOUN
bracis-33613	102	18	\(a_i\	\(a_i\	NOUN
bracis-33613	102	19	)	)	PUNCT
bracis-33613	102	20	a	a	DET
bracis-33613	102	21	unique	unique	ADJ
bracis-33613	102	22	corresponding	corresponding	ADJ
bracis-33613	102	23	root	root	NOUN
bracis-33613	102	24	vertex	vertex	NOUN
bracis-33613	102	25	\(\text	\(\text	NOUN
bracis-33613	102	26	{	{	PUNCT
bracis-33613	102	27	root}(a_i)\	root}(a_i)\	PROPN
bracis-33613	102	28	)	)	PUNCT
bracis-33613	102	29	,	,	PUNCT
bracis-33613	102	30	that	that	ADV
bracis-33613	102	31	is	is	ADV
bracis-33613	102	32	,	,	PUNCT
bracis-33613	102	33	for	for	ADP
bracis-33613	102	34	each	each	DET
bracis-33613	102	35	specific	specific	ADJ
bracis-33613	102	36	subject	subject	NOUN
bracis-33613	102	37	a	a	DET
bracis-33613	102	38	unique	unique	ADJ
bracis-33613	102	39	corresponding	corresponding	ADJ
bracis-33613	102	40	generic	generic	ADJ
bracis-33613	102	41	subject	subject	NOUN
bracis-33613	102	42	.	.	PUNCT
bracis-33613	103	1	similarly	similarly	ADV
bracis-33613	103	2	to	to	ADP
bracis-33613	103	3	what	what	PRON
bracis-33613	103	4	happens	happen	VERB
bracis-33613	103	5	with	with	ADP
bracis-33613	103	6	topics	topic	NOUN
bracis-33613	103	7	,	,	PUNCT
bracis-33613	103	8	legal	legal	ADJ
bracis-33613	103	9	provisions	provision	NOUN
bracis-33613	103	10	have	have	VERB
bracis-33613	103	11	hierarchical	hierarchical	ADJ
bracis-33613	103	12	relationships	relationship	NOUN
bracis-33613	103	13	that	that	PRON
bracis-33613	103	14	allow	allow	VERB
bracis-33613	103	15	us	we	PRON
bracis-33613	103	16	to	to	PART
bracis-33613	103	17	define	define	VERB
bracis-33613	103	18	a	a	DET
bracis-33613	103	19	graph	graph	NOUN
bracis-33613	103	20	\(g_d	\(g_d	NOUN
bracis-33613	103	21	=	=	SYM
bracis-33613	103	22	(	(	PUNCT
bracis-33613	103	23	d	d	NOUN
bracis-33613	103	24	,	,	PUNCT
bracis-33613	103	25	e_d)\	e_d)\	NOUN
bracis-33613	103	26	)	)	PUNCT
bracis-33613	103	27	,	,	PUNCT
bracis-33613	103	28	 	 	SPACE
bracis-33613	103	29	where	where	SCONJ
bracis-33613	103	30	\(d	\(d	NOUN
bracis-33613	103	31	=	=	SYM
bracis-33613	103	32	\{d_1,d_2,\ldots	\{d_1,d_2,\ldot	NOUN
bracis-33613	103	33	,	,	PUNCT
bracis-33613	103	34	d_n\}\	d_n\}\	NOUN
bracis-33613	103	35	)	)	PUNCT
bracis-33613	103	36	,	,	PUNCT
bracis-33613	103	37	\(m\in	\(m\in	X
bracis-33613	103	38	\mathbb	\mathbb	PROPN
bracis-33613	103	39	{	{	PUNCT
bracis-33613	103	40	n}\	n}\	NUM
bracis-33613	103	41	)	)	PUNCT
bracis-33613	103	42	,	,	PUNCT
bracis-33613	103	43	is	be	AUX
bracis-33613	103	44	a	a	DET
bracis-33613	103	45	finite	finite	ADJ
bracis-33613	103	46	set	set	NOUN
bracis-33613	103	47	of	of	ADP
bracis-33613	103	48	vertices	vertex	NOUN
bracis-33613	103	49	describing	describe	VERB
bracis-33613	103	50	legal	legal	ADJ
bracis-33613	103	51	provisions	provision	NOUN
bracis-33613	103	52	.	.	PUNCT
bracis-33613	104	1	\(e_d	\(e_d	PROPN
bracis-33613	105	1	\subset	\subset	ADP
bracis-33613	106	1	d	d	X
bracis-33613	106	2	\times	\times	ADP
bracis-33613	106	3	d\	d\	PROPN
bracis-33613	106	4	)	)	PUNCT
bracis-33613	106	5	is	be	AUX
bracis-33613	106	6	a	a	DET
bracis-33613	106	7	finite	finite	ADJ
bracis-33613	106	8	set	set	NOUN
bracis-33613	106	9	of	of	ADP
bracis-33613	106	10	directed	direct	VERB
bracis-33613	106	11	edges	edge	NOUN
bracis-33613	106	12	that	that	PRON
bracis-33613	106	13	connect	connect	VERB
bracis-33613	106	14	the	the	DET
bracis-33613	106	15	vertices	vertex	NOUN
bracis-33613	106	16	of	of	ADP
bracis-33613	106	17	\(g_d\	\(g_d\	NOUN
bracis-33613	106	18	)	)	PUNCT
bracis-33613	106	19	representing	represent	VERB
bracis-33613	106	20	the	the	DET
bracis-33613	106	21	part	part	NOUN
bracis-33613	106	22	-	-	PUNCT
bracis-33613	106	23	of	of	ADP
bracis-33613	106	24	relationship	relationship	NOUN
bracis-33613	106	25	between	between	ADP
bracis-33613	106	26	the	the	DET
bracis-33613	106	27	pieces	piece	NOUN
bracis-33613	106	28	that	that	PRON
bracis-33613	106	29	make	make	VERB
bracis-33613	106	30	up	up	ADP
bracis-33613	106	31	a	a	DET
bracis-33613	106	32	law	law	NOUN
bracis-33613	106	33	.	.	PUNCT
bracis-33613	107	1	although	although	SCONJ
bracis-33613	107	2	semantically	semantically	ADV
bracis-33613	107	3	different	different	ADJ
bracis-33613	107	4	from	from	ADP
bracis-33613	107	5	the	the	DET
bracis-33613	107	6	previously	previously	ADV
bracis-33613	107	7	described	describe	VERB
bracis-33613	107	8	taxonomy	taxonomy	NOUN
bracis-33613	107	9	,	,	PUNCT
bracis-33613	107	10	the	the	DET
bracis-33613	107	11	asymmetry	asymmetry	NOUN
bracis-33613	107	12	of	of	ADP
bracis-33613	107	13	the	the	DET
bracis-33613	107	14	relationships	relationship	NOUN
bracis-33613	107	15	between	between	ADP
bracis-33613	107	16	the	the	DET
bracis-33613	107	17	vertices	vertex	NOUN
bracis-33613	107	18	of	of	ADP
bracis-33613	107	19	\(g_d\	\(g_d\	NOUN
bracis-33613	107	20	)	)	PUNCT
bracis-33613	107	21	also	also	ADV
bracis-33613	107	22	classifies	classify	VERB
bracis-33613	107	23	it	it	PRON
bracis-33613	107	24	as	as	ADP
bracis-33613	107	25	a	a	DET
bracis-33613	107	26	directed	direct	VERB
bracis-33613	107	27	rooted	rooted	ADJ
bracis-33613	107	28	forest	forest	NOUN
bracis-33613	107	29	.	.	PUNCT
bracis-33613	108	1	legal	legal	ADJ
bracis-33613	108	2	provisions	provision	NOUN
bracis-33613	108	3	are	be	AUX
bracis-33613	108	4	hierarchically	hierarchically	ADV
bracis-33613	108	5	organized	organize	VERB
bracis-33613	108	6	as	as	ADP
bracis-33613	108	7	a	a	DET
bracis-33613	108	8	partonomy	partonomy	NOUN
bracis-33613	108	9	,	,	PUNCT
bracis-33613	108	10	where	where	SCONJ
bracis-33613	108	11	the	the	DET
bracis-33613	108	12	vertices	vertex	NOUN
bracis-33613	108	13	of	of	ADP
bracis-33613	108	14	the	the	DET
bracis-33613	108	15	root	root	NOUN
bracis-33613	108	16	type	type	NOUN
bracis-33613	108	17	represent	represent	VERB
bracis-33613	108	18	complete	complete	ADJ
bracis-33613	108	19	legal	legal	ADJ
bracis-33613	108	20	provisions	provision	NOUN
bracis-33613	108	21	,	,	PUNCT
bracis-33613	108	22	such	such	ADJ
bracis-33613	108	23	as	as	ADP
bracis-33613	108	24	laws	law	NOUN
bracis-33613	108	25	,	,	PUNCT
bracis-33613	108	26	decrees	decree	NOUN
bracis-33613	108	27	and	and	CCONJ
bracis-33613	108	28	precedents	precedent	NOUN
bracis-33613	108	29	that	that	PRON
bracis-33613	108	30	are	be	AUX
bracis-33613	108	31	composed	compose	VERB
bracis-33613	108	32	of	of	ADP
bracis-33613	108	33	parts	part	NOUN
bracis-33613	108	34	such	such	ADJ
bracis-33613	108	35	as	as	ADP
bracis-33613	108	36	sections	section	NOUN
bracis-33613	108	37	,	,	PUNCT
bracis-33613	108	38	articles	article	NOUN
bracis-33613	108	39	,	,	PUNCT
bracis-33613	108	40	paragraphs	paragraph	NOUN
bracis-33613	108	41	and	and	CCONJ
bracis-33613	108	42	items	item	NOUN
bracis-33613	108	43	.	.	PUNCT
bracis-33613	109	1	for	for	ADP
bracis-33613	109	2	each	each	DET
bracis-33613	109	3	leaf	leaf	NOUN
bracis-33613	109	4	vertex	vertex	NOUN
bracis-33613	109	5	\(d_i\	\(d_i\	NOUN
bracis-33613	109	6	)	)	PUNCT
bracis-33613	109	7	there	there	PRON
bracis-33613	109	8	is	be	VERB
bracis-33613	109	9	,	,	PUNCT
bracis-33613	109	10	also	also	ADV
bracis-33613	109	11	,	,	PUNCT
bracis-33613	109	12	a	a	DET
bracis-33613	109	13	single	single	ADJ
bracis-33613	109	14	corresponding	correspond	VERB
bracis-33613	109	15	root	root	NOUN
bracis-33613	109	16	vertex	vertex	NOUN
bracis-33613	109	17	\(\text	\(\text	NOUN
bracis-33613	109	18	{	{	PUNCT
bracis-33613	109	19	root}(d_i)\	root}(d_i)\	PROPN
bracis-33613	109	20	)	)	PUNCT
bracis-33613	109	21	.	.	PUNCT
bracis-33613	110	1	3.3	3.3	NUM
bracis-33613	110	2	weighted	weight	VERB
bracis-33613	110	3	graph	graph	NOUN
bracis-33613	110	4	of	of	ADP
bracis-33613	110	5	 	 	SPACE
bracis-33613	110	6	legal	legal	ADJ
bracis-33613	110	7	topics	topic	NOUN
bracis-33613	110	8	and	and	CCONJ
bracis-33613	110	9	 	 	SPACE
bracis-33613	110	10	provisions	provision	NOUN
bracis-33613	110	11	given	give	VERB
bracis-33613	110	12	a	a	DET
bracis-33613	110	13	set	set	NOUN
bracis-33613	110	14	of	of	ADP
bracis-33613	110	15	initial	initial	ADJ
bracis-33613	110	16	petitions	petition	NOUN
bracis-33613	110	17	p	p	X
bracis-33613	110	18	,	,	PUNCT
bracis-33613	110	19	we	we	PRON
bracis-33613	110	20	can	can	AUX
bracis-33613	110	21	define	define	VERB
bracis-33613	110	22	a	a	DET
bracis-33613	110	23	bipartite	bipartite	ADJ
bracis-33613	110	24	graph	graph	NOUN
bracis-33613	110	25	of	of	ADP
bracis-33613	110	26	topics	topic	NOUN
bracis-33613	110	27	and	and	CCONJ
bracis-33613	110	28	legal	legal	ADJ
bracis-33613	110	29	provisions	provision	NOUN
bracis-33613	110	30	\(g_b=(a	\(g_b=(a	NOUN
bracis-33613	110	31	,	,	PUNCT
bracis-33613	110	32	d	d	PROPN
bracis-33613	110	33	,	,	PUNCT
bracis-33613	110	34	e_b	e_b	PROPN
bracis-33613	110	35	,	,	PUNCT
bracis-33613	110	36	w)\	w)\	NUM
bracis-33613	110	37	)	)	PUNCT
bracis-33613	110	38	as	as	SCONJ
bracis-33613	110	39	shown	show	VERB
bracis-33613	110	40	in	in	ADP
bracis-33613	110	41	sect	sect	NOUN
bracis-33613	110	42	.	.	PUNCT
bracis-33613	110	43	 	 	SPACE
bracis-33613	110	44	3.1	3.1	NUM
bracis-33613	110	45	.	.	PUNCT
bracis-33613	111	1	furthermore	furthermore	ADV
bracis-33613	111	2	,	,	PUNCT
bracis-33613	111	3	the	the	DET
bracis-33613	111	4	background	background	NOUN
bracis-33613	111	5	knowledge	knowledge	NOUN
bracis-33613	111	6	of	of	ADP
bracis-33613	111	7	legal	legal	ADJ
bracis-33613	111	8	topics	topic	NOUN
bracis-33613	111	9	allows	allow	VERB
bracis-33613	111	10	us	we	PRON
bracis-33613	111	11	to	to	PART
bracis-33613	111	12	build	build	VERB
bracis-33613	111	13	a	a	DET
bracis-33613	111	14	forest	forest	NOUN
bracis-33613	111	15	of	of	ADP
bracis-33613	111	16	legal	legal	ADJ
bracis-33613	111	17	topics	topic	NOUN
bracis-33613	111	18	\(g_a	\(g_a	VERB
bracis-33613	111	19	=	=	SYM
bracis-33613	111	20	(	(	PUNCT
bracis-33613	111	21	a	a	PRON
bracis-33613	111	22	,	,	PUNCT
bracis-33613	111	23	e_a)\	e_a)\	PROPN
bracis-33613	111	24	)	)	PUNCT
bracis-33613	111	25	as	as	SCONJ
bracis-33613	111	26	shown	show	VERB
bracis-33613	111	27	in	in	ADP
bracis-33613	111	28	sect	sect	NOUN
bracis-33613	111	29	.	.	PUNCT
bracis-33613	111	30	 	 	SPACE
bracis-33613	111	31	3.2	3.2	NUM
bracis-33613	111	32	.	.	PUNCT
bracis-33613	112	1	thus	thus	ADV
bracis-33613	112	2	,	,	PUNCT
bracis-33613	112	3	we	we	PRON
bracis-33613	112	4	can	can	AUX
bracis-33613	112	5	define	define	VERB
bracis-33613	112	6	a	a	DET
bracis-33613	112	7	new	new	ADJ
bracis-33613	112	8	bipartite	bipartite	NOUN
bracis-33613	112	9	graph	graph	NOUN
bracis-33613	112	10	\(g_b^\prime	\(g_b^\prime	PROPN
bracis-33613	112	11	=	=	SYM
bracis-33613	112	12	(	(	PUNCT
bracis-33613	112	13	a_\text	a_\text	X
bracis-33613	112	14	{	{	PUNCT
bracis-33613	112	15	leaf},d	leaf},d	ADJ
bracis-33613	112	16	,	,	PUNCT
bracis-33613	112	17	e_b^\prime	e_b^\prime	NOUN
bracis-33613	112	18	,	,	PUNCT
bracis-33613	112	19	w_b^\prime	w_b^\prime	NOUN
bracis-33613	112	20	)	)	PUNCT
bracis-33613	112	21	\	\	NOUN
bracis-33613	112	22	)	)	PUNCT
bracis-33613	112	23	as	as	ADP
bracis-33613	112	24	the	the	DET
bracis-33613	112	25	subgraph	subgraph	NOUN
bracis-33613	112	26	of	of	ADP
bracis-33613	112	27	\(g_b\	\(g_b\	NOUN
bracis-33613	112	28	)	)	PUNCT
bracis-33613	112	29	,	,	PUNCT
bracis-33613	112	30	where	where	SCONJ
bracis-33613	112	31	:	:	PUNCT
bracis-33613	112	32	\(a_\text	\(a_\text	PROPN
bracis-33613	112	33	{	{	PUNCT
bracis-33613	112	34	leaf}\	leaf}\	ADJ
bracis-33613	112	35	)	)	PUNCT
bracis-33613	112	36	is	be	AUX
bracis-33613	112	37	the	the	DET
bracis-33613	112	38	subset	subset	NOUN
bracis-33613	112	39	of	of	ADP
bracis-33613	112	40	vertices	vertex	NOUN
bracis-33613	112	41	that	that	PRON
bracis-33613	112	42	are	be	AUX
bracis-33613	112	43	of	of	ADP
bracis-33613	112	44	leaf	leaf	NOUN
bracis-33613	112	45	type	type	NOUN
bracis-33613	112	46	in	in	ADP
bracis-33613	112	47	\(g_a\	\(g_a\	NOUN
bracis-33613	112	48	)	)	PUNCT
bracis-33613	112	49	representing	represent	VERB
bracis-33613	112	50	specific	specific	ADJ
bracis-33613	112	51	topics	topic	NOUN
bracis-33613	112	52	.	.	PUNCT
bracis-33613	113	1	d	d	NOUN
bracis-33613	113	2	is	be	AUX
bracis-33613	113	3	the	the	DET
bracis-33613	113	4	set	set	NOUN
bracis-33613	113	5	of	of	ADP
bracis-33613	113	6	vertices	vertex	NOUN
bracis-33613	113	7	of	of	ADP
bracis-33613	113	8	\(g_b\	\(g_b\	NOUN
bracis-33613	113	9	)	)	PUNCT
bracis-33613	113	10	representing	represent	VERB
bracis-33613	113	11	the	the	DET
bracis-33613	113	12	legal	legal	ADJ
bracis-33613	113	13	provisions	provision	NOUN
bracis-33613	113	14	.	.	PUNCT
bracis-33613	114	1	\(e_b^\prime	\(e_b^\prime	PROPN
bracis-33613	114	2	\	\	PROPN
bracis-33613	114	3	)	)	PUNCT
bracis-33613	114	4	is	be	AUX
bracis-33613	114	5	the	the	DET
bracis-33613	114	6	subset	subset	NOUN
bracis-33613	114	7	of	of	ADP
bracis-33613	114	8	edges	edge	NOUN
bracis-33613	114	9	of	of	ADP
bracis-33613	114	10	\(g_b\	\(g_b\	NOUN
bracis-33613	114	11	)	)	PUNCT
bracis-33613	114	12	where	where	SCONJ
bracis-33613	114	13	\(w_{i	\(w_{i	PROPN
bracis-33613	114	14	,	,	PUNCT
bracis-33613	114	15	j}\ge	j}\ge	PROPN
bracis-33613	114	16	\tau	\tau	ADJ
bracis-33613	114	17	\	\	PROPN
bracis-33613	114	18	)	)	PUNCT
bracis-33613	114	19	.	.	PUNCT
bracis-33613	115	1	\(w_b^\prime	\(w_b^\prime	PROPN
bracis-33613	115	2	:	:	PUNCT
bracis-33613	115	3	e^\prime	e^\prime	INTJ
bracis-33613	115	4	\rightarrow	\rightarrow	PROPN
bracis-33613	115	5	\mathbb	\mathbb	PROPN
bracis-33613	115	6	{	{	PUNCT
bracis-33613	115	7	r}\	r}\	NUM
bracis-33613	115	8	)	)	PUNCT
bracis-33613	115	9	is	be	AUX
bracis-33613	115	10	an	an	DET
bracis-33613	115	11	edge	edge	NOUN
bracis-33613	115	12	weighting	weighting	NOUN
bracis-33613	115	13	function	function	NOUN
bracis-33613	115	14	defined	define	VERB
bracis-33613	115	15	in	in	ADP
bracis-33613	115	16	\(e^\prime	\(e^\prime	PROPN
bracis-33613	115	17	\	\	PROPN
bracis-33613	115	18	)	)	PUNCT
bracis-33613	115	19	as	as	ADP
bracis-33613	115	20	\({w_b^\prime	\({w_b^\prime	NOUN
bracis-33613	115	21	}	}	PUNCT
bracis-33613	115	22	_	_	PUNCT
bracis-33613	115	23	{	{	PUNCT
bracis-33613	115	24	i	i	PRON
bracis-33613	115	25	,	,	PUNCT
bracis-33613	115	26	j}={w_b}_{i	j}={w_b}_{i	PROPN
bracis-33613	115	27	,	,	PUNCT
bracis-33613	115	28	j}\	j}\	PROPN
bracis-33613	115	29	)	)	PUNCT
bracis-33613	115	30	.	.	PUNCT
bracis-33613	116	1	here	here	ADV
bracis-33613	116	2	,	,	PUNCT
bracis-33613	116	3	\(\tau	\(\tau	PUNCT
bracis-33613	116	4	\	\	NOUN
bracis-33613	116	5	)	)	PUNCT
bracis-33613	116	6	corresponds	correspond	VERB
bracis-33613	116	7	to	to	ADP
bracis-33613	116	8	a	a	DET
bracis-33613	116	9	threshold	threshold	NOUN
bracis-33613	116	10	of	of	ADP
bracis-33613	116	11	tfidf	tfidf	NOUN
bracis-33613	116	12	below	below	ADP
bracis-33613	116	13	which	which	PRON
bracis-33613	116	14	we	we	PRON
bracis-33613	116	15	consider	consider	VERB
bracis-33613	116	16	that	that	SCONJ
bracis-33613	116	17	an	an	DET
bracis-33613	116	18	edge	edge	NOUN
bracis-33613	116	19	does	do	AUX
bracis-33613	116	20	not	not	PART
bracis-33613	116	21	justify	justify	VERB
bracis-33613	116	22	being	be	AUX
bracis-33613	116	23	created	create	VERB
bracis-33613	116	24	in	in	ADP
bracis-33613	116	25	\(g_b^\prime	\(g_b^\prime	PROPN
bracis-33613	116	26	\	\	NOUN
bracis-33613	116	27	)	)	PUNCT
bracis-33613	116	28	.	.	PUNCT
bracis-33613	117	1	it	it	PRON
bracis-33613	117	2	is	be	AUX
bracis-33613	117	3	important	important	ADJ
bracis-33613	117	4	to	to	PART
bracis-33613	117	5	note	note	VERB
bracis-33613	117	6	that	that	SCONJ
bracis-33613	117	7	,	,	PUNCT
bracis-33613	117	8	unlike	unlike	ADP
bracis-33613	117	9	to	to	ADP
bracis-33613	117	10	what	what	PRON
bracis-33613	117	11	happens	happen	VERB
bracis-33613	117	12	in	in	ADP
bracis-33613	117	13	\(g_b\	\(g_b\	NOUN
bracis-33613	117	14	)	)	PUNCT
bracis-33613	117	15	,	,	PUNCT
bracis-33613	117	16	,	,	PUNCT
bracis-33613	117	17	in	in	ADP
bracis-33613	117	18	\(g_b^\prime	\(g_b^\prime	PROPN
bracis-33613	117	19	\	\	NOUN
bracis-33613	117	20	)	)	PUNCT
bracis-33613	117	21	there	there	PRON
bracis-33613	117	22	are	be	VERB
bracis-33613	117	23	only	only	ADV
bracis-33613	117	24	vertices	vertex	NOUN
bracis-33613	117	25	related	relate	VERB
bracis-33613	117	26	to	to	ADP
bracis-33613	117	27	legal	legal	ADJ
bracis-33613	117	28	topics	topic	NOUN
bracis-33613	117	29	of	of	ADP
bracis-33613	117	30	leaf	leaf	NOUN
bracis-33613	117	31	type	type	NOUN
bracis-33613	117	32	.	.	PUNCT
bracis-33613	118	1	now	now	ADV
bracis-33613	118	2	,	,	PUNCT
bracis-33613	118	3	we	we	PRON
bracis-33613	118	4	can	can	AUX
bracis-33613	118	5	define	define	VERB
bracis-33613	118	6	the	the	DET
bracis-33613	118	7	weighted	weight	VERB
bracis-33613	118	8	graph	graph	NOUN
bracis-33613	118	9	of	of	ADP
bracis-33613	118	10	legal	legal	ADJ
bracis-33613	118	11	topics	topic	NOUN
bracis-33613	118	12	and	and	CCONJ
bracis-33613	118	13	provisions	provision	NOUN
bracis-33613	118	14	\(g=(v	\(g=(v	VERB
bracis-33613	118	15	,	,	PUNCT
bracis-33613	118	16	e	e	NOUN
bracis-33613	118	17	,	,	PUNCT
bracis-33613	118	18	w)\	w)\	NUM
bracis-33613	118	19	)	)	PUNCT
bracis-33613	118	20	,	,	PUNCT
bracis-33613	118	21	through	through	ADP
bracis-33613	118	22	the	the	DET
bracis-33613	118	23	junction	junction	NOUN
bracis-33613	118	24	of	of	ADP
bracis-33613	118	25	\(g_b^\prime	\(g_b^\prime	PROPN
bracis-33613	118	26	\	\	NOUN
bracis-33613	118	27	)	)	PUNCT
bracis-33613	118	28	and	and	CCONJ
bracis-33613	118	29	the	the	DET
bracis-33613	118	30	undirected	undirected	ADJ
bracis-33613	118	31	versions	version	NOUN
bracis-33613	118	32	of	of	ADP
bracis-33613	118	33	the	the	DET
bracis-33613	118	34	forests	forest	NOUN
bracis-33613	118	35	\(g_a^\prime	\(g_a^\prime	PROPN
bracis-33613	118	36	=(	=(	NOUN
bracis-33613	118	37	a	a	PRON
bracis-33613	118	38	,	,	PUNCT
bracis-33613	118	39	e_a^\prime	e_a^\prime	NOUN
bracis-33613	118	40	)	)	PUNCT
bracis-33613	118	41	\	\	NOUN
bracis-33613	118	42	)	)	PUNCT
bracis-33613	118	43	and	and	CCONJ
bracis-33613	118	44	\(g_d^\prime	\(g_d^\prime	PROPN
bracis-33613	118	45	=(	=(	NOUN
bracis-33613	118	46	d	d	NOUN
bracis-33613	118	47	,	,	PUNCT
bracis-33613	118	48	e_d^\prime	e_d^\prime	NOUN
bracis-33613	118	49	)	)	PUNCT
bracis-33613	118	50	\	\	PROPN
bracis-33613	118	51	)	)	PUNCT
bracis-33613	118	52	,	,	PUNCT
bracis-33613	118	53	where	where	SCONJ
bracis-33613	118	54	:	:	PUNCT
bracis-33613	118	55	\(v	\(v	X
bracis-33613	119	1	=	=	PUNCT
bracis-33613	119	2	a\cup	a\cup	PUNCT
bracis-33613	119	3	d	d	NOUN
bracis-33613	119	4	=	=	PUNCT
bracis-33613	119	5	\{v_1,v_2,\ldots	\{v_1,v_2,\ldots	PROPN
bracis-33613	119	6	,	,	PUNCT
bracis-33613	119	7	v_{n+m}\}\	v_{n+m}\}\	NOUN
bracis-33613	119	8	)	)	PUNCT
bracis-33613	119	9	is	be	AUX
bracis-33613	119	10	the	the	DET
bracis-33613	119	11	set	set	NOUN
bracis-33613	119	12	of	of	ADP
bracis-33613	119	13	vertices	vertex	NOUN
bracis-33613	119	14	of	of	ADP
bracis-33613	119	15	\(g^{\prime	\(g^{\prime	NOUN
bracis-33613	119	16	}	}	PUNCT
bracis-33613	119	17	\	\	NOUN
bracis-33613	119	18	)	)	PUNCT
bracis-33613	119	19	,	,	PUNCT
bracis-33613	119	20	defined	define	VERB
bracis-33613	119	21	as	as	ADP
bracis-33613	119	22	the	the	DET
bracis-33613	119	23	union	union	NOUN
bracis-33613	119	24	of	of	ADP
bracis-33613	119	25	the	the	DET
bracis-33613	119	26	vertices	vertex	NOUN
bracis-33613	119	27	related	relate	VERB
bracis-33613	119	28	to	to	ADP
bracis-33613	119	29	topics	topic	NOUN
bracis-33613	119	30	and	and	CCONJ
bracis-33613	119	31	legal	legal	ADJ
bracis-33613	119	32	provisions	provision	NOUN
bracis-33613	119	33	.	.	PUNCT
bracis-33613	120	1	\(e	\(e	PRON
bracis-33613	120	2	=	=	PUNCT
bracis-33613	120	3	e_b^\prime	e_b^\prime	NOUN
bracis-33613	120	4	\cup	\cup	PROPN
bracis-33613	120	5	e_a^\prime	e_a^\prime	NOUN
bracis-33613	120	6	\cup	\cup	X
bracis-33613	120	7	e_d^\prime	e_d^\prime	NOUN
bracis-33613	120	8	\	\	NOUN
bracis-33613	120	9	)	)	PUNCT
bracis-33613	120	10	is	be	AUX
bracis-33613	120	11	the	the	DET
bracis-33613	120	12	set	set	NOUN
bracis-33613	120	13	of	of	ADP
bracis-33613	120	14	edges	edge	NOUN
bracis-33613	120	15	connecting	connect	VERB
bracis-33613	120	16	the	the	DET
bracis-33613	120	17	vertices	vertex	NOUN
bracis-33613	120	18	in	in	ADP
bracis-33613	120	19	v.	v.	ADP
bracis-33613	120	20	\(w	\(w	NOUN
bracis-33613	120	21	:	:	PUNCT
bracis-33613	120	22	e	e	X
bracis-33613	120	23	\rightarrow	\rightarrow	PROPN
bracis-33613	120	24	\mathbb	\mathbb	PROPN
bracis-33613	120	25	{	{	PUNCT
bracis-33613	120	26	r}\	r}\	NUM
bracis-33613	120	27	)	)	PUNCT
bracis-33613	120	28	is	be	AUX
bracis-33613	120	29	an	an	DET
bracis-33613	120	30	edge	edge	NOUN
bracis-33613	120	31	weighting	weighting	NOUN
bracis-33613	120	32	function	function	NOUN
bracis-33613	120	33	defined	define	VERB
bracis-33613	120	34	in	in	ADP
bracis-33613	120	35	e	e	NOUN
bracis-33613	120	36	as	as	ADP
bracis-33613	120	37	:	:	PUNCT
bracis-33613	120	38	$	$	SYM
bracis-33613	120	39	$	$	NUM
bracis-33613	120	40	w_{i	w_{i	NOUN
bracis-33613	120	41	,	,	PUNCT
bracis-33613	120	42	j}=\left\	j}=\left\	X
bracis-33613	120	43	{	{	PUNCT
bracis-33613	120	44	\begin{matrix	\begin{matrix	NOUN
bracis-33613	120	45	}	}	PUNCT
bracis-33613	120	46	{	{	PUNCT
bracis-33613	120	47	w_b^\prime	w_b^\prime	NOUN
bracis-33613	120	48	}	}	PUNCT
bracis-33613	120	49	(	(	PUNCT
bracis-33613	120	50	v_i	v_i	NUM
bracis-33613	120	51	,	,	PUNCT
bracis-33613	120	52	v_j	v_j	NUM
bracis-33613	120	53	)	)	PUNCT
bracis-33613	120	54	&	&	CCONJ
bracis-33613	120	55	\text	\text	PROPN
bracis-33613	120	56	{	{	PUNCT
bracis-33613	120	57	case	case	NOUN
bracis-33613	120	58	edge	edge	NOUN
bracis-33613	120	59	}	}	PUNCT
bracis-33613	120	60	(	(	PUNCT
bracis-33613	120	61	v_i	v_i	NUM
bracis-33613	120	62	,	,	PUNCT
bracis-33613	120	63	v_j	v_j	NUM
bracis-33613	120	64	)	)	PUNCT
bracis-33613	120	65	\in	\in	PROPN
bracis-33613	120	66	e_b^\prime	e_b^\prime	PROPN
bracis-33613	120	67	\\	\\	NOUN
bracis-33613	120	68	\tau	\tau	PROPN
bracis-33613	120	69	&	&	CCONJ
bracis-33613	120	70	\text	\text	PROPN
bracis-33613	120	71	{	{	PUNCT
bracis-33613	120	72	otherwise}\\	otherwise}\\	PROPN
bracis-33613	120	73	\end{matrix}\right	\end{matrix}\right	PROPN
bracis-33613	120	74	.	.	PUNCT
bracis-33613	121	1	$	$	SYM
bracis-33613	121	2	$	$	NOUN
bracis-33613	121	3	in	in	ADP
bracis-33613	121	4	order	order	NOUN
bracis-33613	121	5	to	to	ADP
bracis-33613	121	6	the	the	DET
bracis-33613	121	7	condition	condition	NOUN
bracis-33613	121	8	\((v_i	\((v_i	NOUN
bracis-33613	121	9	,	,	PUNCT
bracis-33613	121	10	v_j	v_j	NUM
bracis-33613	121	11	)	)	PUNCT
bracis-33613	121	12	\in	\in	PROPN
bracis-33613	121	13	e_b^\prime	e_b^\prime	NOUN
bracis-33613	121	14	\	\	NOUN
bracis-33613	121	15	)	)	PUNCT
bracis-33613	121	16	to	to	PART
bracis-33613	121	17	be	be	AUX
bracis-33613	121	18	satisfied	satisfied	ADJ
bracis-33613	121	19	,	,	PUNCT
bracis-33613	121	20	necessarily	necessarily	ADV
bracis-33613	121	21	,	,	PUNCT
bracis-33613	121	22	the	the	DET
bracis-33613	121	23	conditions	condition	NOUN
bracis-33613	121	24	\(v_i	\(v_i	ADJ
bracis-33613	121	25	\in	\in	PROPN
bracis-33613	121	26	a\	a\	PROPN
bracis-33613	121	27	)	)	PUNCT
bracis-33613	121	28	and	and	CCONJ
bracis-33613	121	29	\(v_j	\(v_j	PROPN
bracis-33613	121	30	\in	\in	PROPN
bracis-33613	121	31	d\	d\	PROPN
bracis-33613	121	32	)	)	PUNCT
bracis-33613	121	33	must	must	AUX
bracis-33613	121	34	also	also	ADV
bracis-33613	121	35	be	be	AUX
bracis-33613	121	36	satisfied	satisfied	ADJ
bracis-33613	121	37	,	,	PUNCT
bracis-33613	121	38	since	since	SCONJ
bracis-33613	121	39	\(g_b^\prime	\(g_b^\prime	PROPN
bracis-33613	121	40	\	\	NOUN
bracis-33613	121	41	)	)	PUNCT
bracis-33613	122	1	is	be	AUX
bracis-33613	122	2	a	a	DET
bracis-33613	122	3	bipartite	bipartite	ADJ
bracis-33613	122	4	graph	graph	NOUN
bracis-33613	122	5	.	.	PUNCT
bracis-33613	123	1	as	as	SCONJ
bracis-33613	123	2	defined	define	VERB
bracis-33613	123	3	before	before	ADV
bracis-33613	123	4	,	,	PUNCT
bracis-33613	123	5	the	the	DET
bracis-33613	123	6	graph	graph	NOUN
bracis-33613	123	7	g	g	PROPN
bracis-33613	123	8	is	be	AUX
bracis-33613	123	9	a	a	DET
bracis-33613	123	10	simple	simple	ADJ
bracis-33613	123	11	weighted	weight	VERB
bracis-33613	123	12	graph	graph	NOUN
bracis-33613	123	13	.	.	PUNCT
bracis-33613	124	1	this	this	PRON
bracis-33613	124	2	allows	allow	VERB
bracis-33613	124	3	us	we	PRON
bracis-33613	124	4	to	to	PART
bracis-33613	124	5	generate	generate	VERB
bracis-33613	124	6	vector	vector	NOUN
bracis-33613	124	7	representations	representation	NOUN
bracis-33613	124	8	for	for	ADP
bracis-33613	124	9	the	the	DET
bracis-33613	124	10	vertices	vertex	NOUN
bracis-33613	124	11	of	of	ADP
bracis-33613	124	12	this	this	DET
bracis-33613	124	13	graph	graph	NOUN
bracis-33613	124	14	,	,	PUNCT
bracis-33613	124	15	as	as	SCONJ
bracis-33613	124	16	we	we	PRON
bracis-33613	124	17	will	will	AUX
bracis-33613	124	18	see	see	VERB
bracis-33613	124	19	in	in	ADP
bracis-33613	124	20	the	the	DET
bracis-33613	124	21	next	next	ADJ
bracis-33613	124	22	subsection	subsection	NOUN
bracis-33613	124	23	.	.	PUNCT
bracis-33613	125	1	3.4	3.4	NUM
bracis-33613	125	2	generating	generate	VERB
bracis-33613	125	3	embeddings	embedding	NOUN
bracis-33613	125	4	in	in	ADP
bracis-33613	125	5	this	this	DET
bracis-33613	125	6	section	section	NOUN
bracis-33613	125	7	,	,	PUNCT
bracis-33613	125	8	we	we	PRON
bracis-33613	125	9	describe	describe	VERB
bracis-33613	125	10	the	the	DET
bracis-33613	125	11	process	process	NOUN
bracis-33613	125	12	of	of	ADP
bracis-33613	125	13	generating	generate	VERB
bracis-33613	125	14	the	the	DET
bracis-33613	125	15	vector	vector	NOUN
bracis-33613	125	16	representation	representation	NOUN
bracis-33613	125	17	of	of	ADP
bracis-33613	125	18	legal	legal	ADJ
bracis-33613	125	19	citations	citation	NOUN
bracis-33613	125	20	from	from	ADP
bracis-33613	125	21	weighted	weighted	ADJ
bracis-33613	125	22	graph	graph	NOUN
bracis-33613	125	23	of	of	ADP
bracis-33613	125	24	topics	topic	NOUN
bracis-33613	125	25	and	and	CCONJ
bracis-33613	125	26	legal	legal	ADJ
bracis-33613	125	27	provisions	provision	NOUN
bracis-33613	125	28	and	and	CCONJ
bracis-33613	125	29	the	the	DET
bracis-33613	125	30	embeddings	embedding	NOUN
bracis-33613	125	31	of	of	ADP
bracis-33613	125	32	petitions	petition	NOUN
bracis-33613	125	33	that	that	PRON
bracis-33613	125	34	,	,	PUNCT
bracis-33613	125	35	in	in	ADP
bracis-33613	125	36	turn	turn	NOUN
bracis-33613	125	37	,	,	PUNCT
bracis-33613	125	38	use	use	VERB
bracis-33613	125	39	these	these	DET
bracis-33613	125	40	representations	representation	NOUN
bracis-33613	125	41	.	.	PUNCT
bracis-33613	126	1	generating	generate	VERB
bracis-33613	126	2	vertices	vertex	NOUN
bracis-33613	126	3	’	'	PUNCT
bracis-33613	126	4	embeddings	embedding	NOUN
bracis-33613	126	5	of	of	ADP
bracis-33613	126	6	g.	g.	PROPN
bracis-33613	126	7	in	in	ADP
bracis-33613	126	8	this	this	DET
bracis-33613	126	9	step	step	NOUN
bracis-33613	127	1	,	,	PUNCT
bracis-33613	127	2	we	we	PRON
bracis-33613	127	3	use	use	VERB
bracis-33613	127	4	the	the	DET
bracis-33613	127	5	graph	graph	NOUN
bracis-33613	127	6	presented	present	VERB
bracis-33613	127	7	in	in	ADP
bracis-33613	127	8	the	the	DET
bracis-33613	127	9	previous	previous	ADJ
bracis-33613	127	10	section	section	NOUN
bracis-33613	127	11	to	to	PART
bracis-33613	127	12	generate	generate	VERB
bracis-33613	127	13	the	the	DET
bracis-33613	127	14	embeddings	embedding	NOUN
bracis-33613	127	15	of	of	ADP
bracis-33613	127	16	its	its	PRON
bracis-33613	127	17	vertices	vertex	NOUN
bracis-33613	127	18	.	.	PUNCT
bracis-33613	128	1	for	for	ADP
bracis-33613	128	2	this	this	PRON
bracis-33613	128	3	,	,	PUNCT
bracis-33613	128	4	we	we	PRON
bracis-33613	128	5	define	define	VERB
bracis-33613	128	6	the	the	DET
bracis-33613	128	7	mapping	mapping	NOUN
bracis-33613	128	8	function	function	NOUN
bracis-33613	128	9	$	$	SYM
bracis-33613	128	10	$	$	SYM
bracis-33613	128	11	\begin{aligned	\begin{aligne	VERB
bracis-33613	128	12	}	}	PUNCT
bracis-33613	128	13	g_{[g	g_{[g	PROPN
bracis-33613	128	14	]	]	PUNCT
bracis-33613	128	15	}	}	PUNCT
bracis-33613	128	16	:	:	PUNCT
bracis-33613	128	17	v	v	X
bracis-33613	128	18	\rightarrow	\rightarrow	PROPN
bracis-33613	128	19	\mathbb	\mathbb	PROPN
bracis-33613	128	20	{	{	PUNCT
bracis-33613	128	21	r}^d	r}^d	PROPN
bracis-33613	128	22	,	,	PUNCT
bracis-33613	128	23	\end{aligned}$$	\end{aligned}$$	PRON
bracis-33613	128	24	which	which	PRON
bracis-33613	128	25	associates	associate	VERB
bracis-33613	128	26	to	to	ADP
bracis-33613	128	27	each	each	DET
bracis-33613	128	28	vertex	vertex	NOUN
bracis-33613	128	29	\(v_i	\(v_i	ADJ
bracis-33613	128	30	\in	\in	PROPN
bracis-33613	128	31	v\	v\	NOUN
bracis-33613	128	32	)	)	PUNCT
bracis-33613	128	33	a	a	DET
bracis-33613	128	34	vector	vector	NOUN
bracis-33613	128	35	\(\textbf{v}_i\	\(\textbf{v}_i\	PROPN
bracis-33613	128	36	)	)	PUNCT
bracis-33613	128	37	of	of	ADP
bracis-33613	128	38	d	d	PROPN
bracis-33613	128	39	dimensions	dimension	NOUN
bracis-33613	128	40	.	.	PUNCT
bracis-33613	129	1	the	the	DET
bracis-33613	129	2	intuition	intuition	NOUN
bracis-33613	129	3	of	of	ADP
bracis-33613	129	4	this	this	DET
bracis-33613	129	5	approach	approach	NOUN
bracis-33613	129	6	is	be	AUX
bracis-33613	129	7	that	that	SCONJ
bracis-33613	129	8	,	,	PUNCT
bracis-33613	129	9	in	in	ADP
bracis-33613	129	10	this	this	DET
bracis-33613	129	11	space	space	NOUN
bracis-33613	129	12	,	,	PUNCT
bracis-33613	129	13	the	the	DET
bracis-33613	129	14	vector	vector	NOUN
bracis-33613	129	15	\(\textbf{v}_i\	\(\textbf{v}_i\	PROPN
bracis-33613	129	16	)	)	PUNCT
bracis-33613	129	17	will	will	AUX
bracis-33613	129	18	be	be	AUX
bracis-33613	129	19	close	close	ADJ
bracis-33613	129	20	to	to	ADP
bracis-33613	129	21	vertices	vertex	NOUN
bracis-33613	129	22	belonging	belong	VERB
bracis-33613	129	23	to	to	ADP
bracis-33613	129	24	the	the	DET
bracis-33613	129	25	neighborhood	neighborhood	NOUN
bracis-33613	129	26	of	of	ADP
bracis-33613	129	27	\(v_i\	\(v_i\	NOUN
bracis-33613	129	28	)	)	PUNCT
bracis-33613	129	29	.	.	PUNCT
bracis-33613	130	1	then	then	ADV
bracis-33613	130	2	,	,	PUNCT
bracis-33613	130	3	legal	legal	ADJ
bracis-33613	130	4	topics	topic	NOUN
bracis-33613	130	5	will	will	AUX
bracis-33613	130	6	be	be	AUX
bracis-33613	130	7	“	"	PUNCT
bracis-33613	130	8	placed	place	VERB
bracis-33613	130	9	”	"	PUNCT
bracis-33613	130	10	close	close	ADV
bracis-33613	130	11	to	to	ADP
bracis-33613	130	12	legal	legal	ADJ
bracis-33613	130	13	provisions	provision	NOUN
bracis-33613	130	14	that	that	PRON
bracis-33613	130	15	occur	occur	VERB
bracis-33613	130	16	concurrently	concurrently	ADV
bracis-33613	130	17	in	in	ADP
bracis-33613	130	18	petitions	petition	NOUN
bracis-33613	130	19	and/or	and/or	CCONJ
bracis-33613	130	20	next	next	ADJ
bracis-33613	130	21	to	to	ADP
bracis-33613	130	22	more	more	ADV
bracis-33613	130	23	general	general	ADJ
bracis-33613	130	24	topics	topic	NOUN
bracis-33613	130	25	in	in	ADP
bracis-33613	130	26	the	the	DET
bracis-33613	130	27	topic	topic	NOUN
bracis-33613	130	28	hierarchy	hierarchy	NOUN
bracis-33613	130	29	.	.	PUNCT
bracis-33613	131	1	the	the	DET
bracis-33613	131	2	citation	citation	NOUN
bracis-33613	131	3	embeddings	embedding	NOUN
bracis-33613	131	4	aforementioned	aforementione	VERB
bracis-33613	131	5	can	can	AUX
bracis-33613	131	6	be	be	AUX
bracis-33613	131	7	seen	see	VERB
bracis-33613	131	8	as	as	ADP
bracis-33613	131	9	an	an	DET
bracis-33613	131	10	alternative	alternative	ADJ
bracis-33613	131	11	way	way	NOUN
bracis-33613	131	12	,	,	PUNCT
bracis-33613	131	13	other	other	ADJ
bracis-33613	131	14	than	than	ADP
bracis-33613	131	15	the	the	DET
bracis-33613	131	16	natural	natural	ADJ
bracis-33613	131	17	language	language	NOUN
bracis-33613	131	18	text	text	NOUN
bracis-33613	131	19	,	,	PUNCT
bracis-33613	131	20	of	of	ADP
bracis-33613	131	21	representing	represent	VERB
bracis-33613	131	22	the	the	DET
bracis-33613	131	23	arguments	argument	NOUN
bracis-33613	131	24	used	use	VERB
bracis-33613	131	25	by	by	ADP
bracis-33613	131	26	the	the	DET
bracis-33613	131	27	petitioner	petitioner	NOUN
bracis-33613	131	28	.	.	PUNCT
bracis-33613	132	1	in	in	ADP
bracis-33613	132	2	this	this	DET
bracis-33613	132	3	sense	sense	NOUN
bracis-33613	132	4	,	,	PUNCT
bracis-33613	132	5	legal	legal	ADJ
bracis-33613	132	6	provisions	provision	NOUN
bracis-33613	132	7	are	be	AUX
bracis-33613	132	8	cited	cite	VERB
bracis-33613	132	9	to	to	PART
bracis-33613	132	10	represent	represent	VERB
bracis-33613	132	11	and	and	CCONJ
bracis-33613	132	12	support	support	VERB
bracis-33613	132	13	the	the	DET
bracis-33613	132	14	matter	matter	NOUN
bracis-33613	132	15	of	of	ADP
bracis-33613	132	16	a	a	DET
bracis-33613	132	17	petition	petition	NOUN
bracis-33613	132	18	and	and	CCONJ
bracis-33613	132	19	are	be	AUX
bracis-33613	132	20	relevant	relevant	ADJ
bracis-33613	132	21	to	to	PART
bracis-33613	132	22	determine	determine	VERB
bracis-33613	132	23	the	the	DET
bracis-33613	132	24	legal	legal	ADJ
bracis-33613	132	25	topic	topic	NOUN
bracis-33613	132	26	the	the	DET
bracis-33613	132	27	petition	petition	NOUN
bracis-33613	132	28	refers	refer	VERB
bracis-33613	132	29	to	to	ADP
bracis-33613	132	30	.	.	PUNCT
bracis-33613	133	1	in	in	ADP
bracis-33613	133	2	order	order	NOUN
bracis-33613	133	3	to	to	PART
bracis-33613	133	4	generate	generate	VERB
bracis-33613	133	5	the	the	DET
bracis-33613	133	6	embedding	embedding	NOUN
bracis-33613	133	7	for	for	ADP
bracis-33613	133	8	g	g	NOUN
bracis-33613	133	9	,	,	PUNCT
bracis-33613	133	10	we	we	PRON
bracis-33613	133	11	used	use	VERB
bracis-33613	133	12	the	the	DET
bracis-33613	133	13	node2vec+	node2vec+	PROPN
bracis-33613	133	14	algorithm	algorithm	NOUN
bracis-33613	133	15	implemented	implement	VERB
bracis-33613	133	16	in	in	ADP
bracis-33613	133	17	pecanpy	pecanpy	NOUN
bracis-33613	133	18	 	 	SPACE
bracis-33613	133	19	[	[	X
bracis-33613	133	20	16	16	NUM
bracis-33613	133	21	]	]	PUNCT
bracis-33613	133	22	library	library	NOUN
bracis-33613	133	23	,	,	PUNCT
bracis-33613	133	24	which	which	PRON
bracis-33613	133	25	was	be	AUX
bracis-33613	133	26	chosen	choose	VERB
bracis-33613	133	27	for	for	ADP
bracis-33613	133	28	its	its	PRON
bracis-33613	133	29	ability	ability	NOUN
bracis-33613	133	30	to	to	PART
bracis-33613	133	31	capture	capture	VERB
bracis-33613	133	32	conformal	conformal	ADJ
bracis-33613	133	33	communities	community	NOUN
bracis-33613	133	34	 	 	SPACE
bracis-33613	134	1	[	[	X
bracis-33613	134	2	15	15	NUM
bracis-33613	134	3	]	]	PUNCT
bracis-33613	134	4	.	.	PUNCT
bracis-33613	135	1	generation	generation	NOUN
bracis-33613	135	2	of	of	ADP
bracis-33613	135	3	a	a	DET
bracis-33613	135	4	petition	petition	NOUN
bracis-33613	135	5	’s	’s	PART
bracis-33613	135	6	embeddings	embedding	NOUN
bracis-33613	135	7	.	.	PUNCT
bracis-33613	136	1	from	from	ADP
bracis-33613	136	2	the	the	DET
bracis-33613	136	3	vector	vector	NOUN
bracis-33613	136	4	representation	representation	NOUN
bracis-33613	136	5	of	of	ADP
bracis-33613	136	6	each	each	DET
bracis-33613	136	7	legal	legal	ADJ
bracis-33613	136	8	citation	citation	NOUN
bracis-33613	136	9	made	make	VERB
bracis-33613	136	10	in	in	ADP
bracis-33613	136	11	a	a	DET
bracis-33613	136	12	given	give	VERB
bracis-33613	136	13	petition	petition	NOUN
bracis-33613	136	14	,	,	PUNCT
bracis-33613	136	15	the	the	DET
bracis-33613	136	16	petition	petition	NOUN
bracis-33613	136	17	’s	’s	ADV
bracis-33613	136	18	embedding	embed	VERB
bracis-33613	136	19	can	can	AUX
bracis-33613	136	20	be	be	AUX
bracis-33613	136	21	calculated	calculate	VERB
bracis-33613	136	22	.	.	PUNCT
bracis-33613	137	1	the	the	DET
bracis-33613	137	2	representation	representation	NOUN
bracis-33613	137	3	\(\textbf{p}_j\	\(\textbf{p}_j\	PROPN
bracis-33613	137	4	)	)	PUNCT
bracis-33613	137	5	for	for	ADP
bracis-33613	137	6	a	a	DET
bracis-33613	137	7	petition	petition	NOUN
bracis-33613	137	8	from	from	ADP
bracis-33613	137	9	the	the	DET
bracis-33613	137	10	legal	legal	ADJ
bracis-33613	137	11	provisions	provision	NOUN
bracis-33613	137	12	it	it	PRON
bracis-33613	137	13	cites	cite	VERB
bracis-33613	137	14	is	be	AUX
bracis-33613	137	15	defined	define	VERB
bracis-33613	137	16	 	 	SPACE
bracis-33613	137	17	as	as	ADP
bracis-33613	137	18	$	$	SYM
bracis-33613	137	19	$	$	SYM
bracis-33613	137	20	\textbf{p}_j	\textbf{p}_j	NOUN
bracis-33613	137	21	=	=	X
bracis-33613	137	22	\frac{\sum	\frac{\sum	VERB
bracis-33613	137	23	^{\varomega	^{\varomega	ADP
bracis-33613	137	24	_	_	PRON
bracis-33613	137	25	j}_k	j}_k	VERB
bracis-33613	138	1	\textbf{v}_k}{l(\varomega	\textbf{v}_k}{l(\varomega	PROPN
bracis-33613	138	2	_	_	PUNCT
bracis-33613	138	3	j	j	PROPN
bracis-33613	138	4	)	)	PUNCT
bracis-33613	138	5	}	}	PUNCT
bracis-33613	138	6	,	,	PUNCT
bracis-33613	138	7	$	$	SYM
bracis-33613	138	8	$	$	NUM
bracis-33613	138	9	where	where	SCONJ
bracis-33613	138	10	the	the	DET
bracis-33613	138	11	sum	sum	NOUN
bracis-33613	138	12	is	be	AUX
bracis-33613	138	13	performed	perform	VERB
bracis-33613	138	14	on	on	ADP
bracis-33613	138	15	the	the	DET
bracis-33613	138	16	set	set	VERB
bracis-33613	138	17	\(\varomega	\(\varomega	NOUN
bracis-33613	138	18	_	_	PUNCT
bracis-33613	138	19	j\	j\	NOUN
bracis-33613	138	20	)	)	PUNCT
bracis-33613	138	21	of	of	ADP
bracis-33613	138	22	all	all	DET
bracis-33613	138	23	representations	representation	NOUN
bracis-33613	138	24	corresponding	correspond	VERB
bracis-33613	138	25	to	to	ADP
bracis-33613	138	26	the	the	DET
bracis-33613	138	27	legal	legal	ADJ
bracis-33613	138	28	provisions	provision	NOUN
bracis-33613	138	29	mentioned	mention	VERB
bracis-33613	138	30	in	in	ADP
bracis-33613	138	31	the	the	DET
bracis-33613	138	32	petition	petition	NOUN
bracis-33613	138	33	of	of	ADP
bracis-33613	138	34	the	the	DET
bracis-33613	138	35	process	process	NOUN
bracis-33613	138	36	j	j	NOUN
bracis-33613	138	37	and	and	CCONJ
bracis-33613	138	38	\(l(\varomega	\(l(\varomega	ADJ
bracis-33613	138	39	_	_	NOUN
bracis-33613	138	40	j)\	j)\	NUM
bracis-33613	138	41	)	)	PUNCT
bracis-33613	138	42	is	be	AUX
bracis-33613	138	43	the	the	DET
bracis-33613	138	44	total	total	ADJ
bracis-33613	138	45	number	number	NOUN
bracis-33613	138	46	of	of	ADP
bracis-33613	138	47	elements	element	NOUN
bracis-33613	138	48	in	in	ADP
bracis-33613	138	49	\(\varomega	\(\varomega	NOUN
bracis-33613	138	50	_	_	PUNCT
bracis-33613	138	51	j\	j\	NOUN
bracis-33613	138	52	)	)	PUNCT
bracis-33613	138	53	.	.	PUNCT
bracis-33613	139	1	3.5	3.5	NUM
bracis-33613	139	2	the	the	DET
bracis-33613	139	3	classifier	classifier	NOUN
bracis-33613	139	4	the	the	DET
bracis-33613	139	5	petition	petition	NOUN
bracis-33613	139	6	set	set	VERB
bracis-33613	139	7	p	p	NOUN
bracis-33613	139	8	is	be	AUX
bracis-33613	139	9	the	the	DET
bracis-33613	139	10	main	main	ADJ
bracis-33613	139	11	input	input	NOUN
bracis-33613	139	12	of	of	ADP
bracis-33613	139	13	the	the	DET
bracis-33613	139	14	classifier	classifier	NOUN
bracis-33613	139	15	,	,	PUNCT
bracis-33613	139	16	as	as	SCONJ
bracis-33613	139	17	illustrated	illustrate	VERB
bracis-33613	139	18	in	in	ADP
bracis-33613	139	19	the	the	DET
bracis-33613	139	20	architecture	architecture	NOUN
bracis-33613	139	21	of	of	ADP
bracis-33613	139	22	our	our	PRON
bracis-33613	139	23	model	model	NOUN
bracis-33613	139	24	in	in	ADP
bracis-33613	139	25	fig	fig	NOUN
bracis-33613	139	26	.	.	PUNCT
bracis-33613	139	27	 	 	SPACE
bracis-33613	140	1	2	2	X
bracis-33613	140	2	.	.	PUNCT
bracis-33613	140	3	the	the	DET
bracis-33613	140	4	text	text	NOUN
bracis-33613	140	5	of	of	ADP
bracis-33613	140	6	the	the	DET
bracis-33613	140	7	initial	initial	ADJ
bracis-33613	140	8	petition	petition	NOUN
bracis-33613	140	9	goes	go	VERB
bracis-33613	140	10	through	through	ADP
bracis-33613	140	11	a	a	DET
bracis-33613	140	12	textual	textual	ADJ
bracis-33613	140	13	standardization	standardization	NOUN
bracis-33613	140	14	phase	phase	NOUN
bracis-33613	140	15	with	with	ADP
bracis-33613	140	16	the	the	DET
bracis-33613	140	17	objective	objective	NOUN
bracis-33613	140	18	of	of	ADP
bracis-33613	140	19	standardizing	standardize	VERB
bracis-33613	140	20	legal	legal	ADJ
bracis-33613	140	21	terms	term	NOUN
bracis-33613	140	22	(	(	PUNCT
bracis-33613	140	23	for	for	ADP
bracis-33613	140	24	example	example	NOUN
bracis-33613	140	25	,	,	PUNCT
bracis-33613	140	26	art	art	NOUN
bracis-33613	140	27	.	.	PUNCT
bracis-33613	141	1	1	1	NUM
bracis-33613	141	2	of	of	ADP
bracis-33613	141	3	law	law	NOUN
bracis-33613	141	4	no	no	INTJ
bracis-33613	141	5	.	.	NOUN
bracis-33613	141	6	11,419	11,419	NUM
bracis-33613	141	7	of	of	ADP
bracis-33613	141	8	december	december	PROPN
bracis-33613	141	9	19	19	NUM
bracis-33613	141	10	,	,	PUNCT
bracis-33613	141	11	2006	2006	NUM
bracis-33613	141	12	to	to	ADP
bracis-33613	141	13	art	art	NOUN
bracis-33613	141	14	.	.	PUNCT
bracis-33613	142	1	1	1	NUM
bracis-33613	142	2	of	of	ADP
bracis-33613	142	3	law	law	NOUN
bracis-33613	142	4	11,419/2006	11,419/2006	NUM
bracis-33613	142	5	)	)	PUNCT
bracis-33613	142	6	,	,	PUNCT
bracis-33613	142	7	removing	remove	VERB
bracis-33613	142	8	excess	excess	ADJ
bracis-33613	142	9	spaces	space	NOUN
bracis-33613	142	10	,	,	PUNCT
bracis-33613	142	11	repeated	repeat	VERB
bracis-33613	142	12	lines	line	NOUN
bracis-33613	142	13	and	and	CCONJ
bracis-33613	142	14	special	special	ADJ
bracis-33613	142	15	characters	character	NOUN
bracis-33613	142	16	and	and	CCONJ
bracis-33613	142	17	extending	extend	VERB
bracis-33613	142	18	acronyms	acronym	NOUN
bracis-33613	142	19	of	of	ADP
bracis-33613	142	20	agencies	agency	NOUN
bracis-33613	142	21	and	and	CCONJ
bracis-33613	142	22	states	state	NOUN
bracis-33613	142	23	of	of	ADP
bracis-33613	142	24	the	the	DET
bracis-33613	142	25	federation	federation	NOUN
bracis-33613	142	26	.	.	PUNCT
bracis-33613	143	1	next	next	ADV
bracis-33613	143	2	,	,	PUNCT
bracis-33613	143	3	the	the	DET
bracis-33613	143	4	legal	legal	ADJ
bracis-33613	143	5	provisions	provision	NOUN
bracis-33613	143	6	cited	cite	VERB
bracis-33613	143	7	in	in	ADP
bracis-33613	143	8	the	the	DET
bracis-33613	143	9	petition	petition	NOUN
bracis-33613	143	10	are	be	AUX
bracis-33613	143	11	identified	identify	VERB
bracis-33613	143	12	using	use	VERB
bracis-33613	143	13	regular	regular	ADJ
bracis-33613	143	14	expressions	expression	NOUN
bracis-33613	143	15	and	and	CCONJ
bracis-33613	143	16	then	then	ADV
bracis-33613	143	17	we	we	PRON
bracis-33613	143	18	proceed	proceed	VERB
bracis-33613	143	19	as	as	SCONJ
bracis-33613	143	20	described	describe	VERB
bracis-33613	143	21	in	in	ADP
bracis-33613	143	22	the	the	DET
bracis-33613	143	23	previous	previous	ADJ
bracis-33613	143	24	section	section	NOUN
bracis-33613	143	25	in	in	ADP
bracis-33613	143	26	order	order	NOUN
bracis-33613	143	27	to	to	PART
bracis-33613	143	28	generate	generate	VERB
bracis-33613	143	29	the	the	DET
bracis-33613	143	30	petition	petition	NOUN
bracis-33613	143	31	embedding	embed	VERB
bracis-33613	143	32	.	.	PUNCT
bracis-33613	144	1	the	the	DET
bracis-33613	144	2	automatic	automatic	ADJ
bracis-33613	144	3	classification	classification	NOUN
bracis-33613	144	4	is	be	AUX
bracis-33613	144	5	done	do	VERB
bracis-33613	144	6	according	accord	VERB
bracis-33613	144	7	to	to	ADP
bracis-33613	144	8	a	a	DET
bracis-33613	144	9	hierarchy	hierarchy	NOUN
bracis-33613	144	10	-	-	PUNCT
bracis-33613	144	11	aware	aware	ADJ
bracis-33613	144	12	prompt	prompt	ADJ
bracis-33613	144	13	tuning	tuning	NOUN
bracis-33613	144	14	architecture	architecture	NOUN
bracis-33613	144	15	 	 	SPACE
bracis-33613	145	1	[	[	X
bracis-33613	145	2	34	34	NUM
bracis-33613	145	3	]	]	PUNCT
bracis-33613	145	4	.	.	PUNCT
bracis-33613	146	1	at	at	ADP
bracis-33613	146	2	a	a	DET
bracis-33613	146	3	high	high	ADJ
bracis-33613	146	4	level	level	NOUN
bracis-33613	146	5	,	,	PUNCT
bracis-33613	146	6	the	the	DET
bracis-33613	146	7	standardized	standardized	ADJ
bracis-33613	146	8	text	text	NOUN
bracis-33613	146	9	of	of	ADP
bracis-33613	146	10	the	the	DET
bracis-33613	146	11	application	application	NOUN
bracis-33613	146	12	is	be	AUX
bracis-33613	146	13	sent	send	VERB
bracis-33613	146	14	to	to	ADP
bracis-33613	146	15	the	the	DET
bracis-33613	146	16	bert	bert	PROPN
bracis-33613	146	17	module	module	NOUN
bracis-33613	146	18	,	,	PUNCT
bracis-33613	146	19	whose	whose	DET
bracis-33613	146	20	architecture	architecture	NOUN
bracis-33613	146	21	is	be	AUX
bracis-33613	146	22	structured	structure	VERB
bracis-33613	146	23	in	in	ADP
bracis-33613	146	24	a	a	DET
bracis-33613	146	25	multi	multi	ADJ
bracis-33613	146	26	-	-	ADJ
bracis-33613	146	27	layered	layered	ADJ
bracis-33613	146	28	bidirectional	bidirectional	ADJ
bracis-33613	146	29	transformer	transformer	NOUN
bracis-33613	146	30	encoder	encoder	NOUN
bracis-33613	146	31	 	 	SPACE
bracis-33613	147	1	[	[	X
bracis-33613	147	2	10	10	NUM
bracis-33613	147	3	]	]	PUNCT
bracis-33613	147	4	.	.	PUNCT
bracis-33613	148	1	the	the	DET
bracis-33613	148	2	input	input	NOUN
bracis-33613	148	3	text	text	NOUN
bracis-33613	148	4	is	be	AUX
bracis-33613	148	5	encoded	encode	VERB
bracis-33613	148	6	in	in	ADP
bracis-33613	148	7	a	a	DET
bracis-33613	148	8	sequence	sequence	NOUN
bracis-33613	148	9	of	of	ADP
bracis-33613	148	10	tokens	token	NOUN
bracis-33613	148	11	generated	generate	VERB
bracis-33613	148	12	using	use	VERB
bracis-33613	148	13	wordpiece	wordpiece	PROPN
bracis-33613	148	14	embeddings	embedding	NOUN
bracis-33613	148	15	 	 	SPACE
bracis-33613	148	16	[	[	X
bracis-33613	148	17	35	35	NUM
bracis-33613	148	18	]	]	PUNCT
bracis-33613	148	19	.	.	PUNCT
bracis-33613	149	1	the	the	DET
bracis-33613	149	2	textual	textual	ADJ
bracis-33613	149	3	features	feature	NOUN
bracis-33613	149	4	are	be	AUX
bracis-33613	149	5	then	then	ADV
bracis-33613	149	6	passed	pass	VERB
bracis-33613	149	7	to	to	ADP
bracis-33613	149	8	a	a	DET
bracis-33613	149	9	stack	stack	NOUN
bracis-33613	149	10	of	of	ADP
bracis-33613	149	11	encoder	encoder	NOUN
bracis-33613	149	12	layers	layer	NOUN
bracis-33613	149	13	,	,	PUNCT
bracis-33613	149	14	after	after	ADP
bracis-33613	149	15	augmentation	augmentation	NOUN
bracis-33613	149	16	with	with	ADP
bracis-33613	149	17	positional	positional	ADJ
bracis-33613	149	18	encoding	encoding	NOUN
bracis-33613	149	19	.	.	PUNCT
bracis-33613	150	1	positional	positional	ADJ
bracis-33613	150	2	embeddings	embedding	NOUN
bracis-33613	150	3	are	be	AUX
bracis-33613	150	4	added	add	VERB
bracis-33613	150	5	to	to	ADP
bracis-33613	150	6	each	each	DET
bracis-33613	150	7	layer	layer	NOUN
bracis-33613	150	8	of	of	ADP
bracis-33613	150	9	the	the	DET
bracis-33613	150	10	transformer	transformer	NOUN
bracis-33613	150	11	’s	’s	PART
bracis-33613	150	12	encoder	encoder	NOUN
bracis-33613	150	13	to	to	PART
bracis-33613	150	14	help	help	VERB
bracis-33613	150	15	the	the	DET
bracis-33613	150	16	transformer	transformer	NOUN
bracis-33613	150	17	learn	learn	VERB
bracis-33613	150	18	dependencies	dependency	NOUN
bracis-33613	150	19	between	between	ADP
bracis-33613	150	20	tokens	token	NOUN
bracis-33613	150	21	.	.	PUNCT
bracis-33613	151	1	after	after	ADP
bracis-33613	151	2	applying	apply	VERB
bracis-33613	151	3	the	the	DET
bracis-33613	151	4	transformer	transformer	NOUN
bracis-33613	151	5	coding	code	VERB
bracis-33613	151	6	layers	layer	NOUN
bracis-33613	151	7	,	,	PUNCT
bracis-33613	151	8	the	the	DET
bracis-33613	151	9	bert	bert	PROPN
bracis-33613	151	10	module	module	NOUN
bracis-33613	151	11	results	result	NOUN
bracis-33613	151	12	in	in	ADP
bracis-33613	151	13	a	a	DET
bracis-33613	151	14	linear	linear	ADJ
bracis-33613	151	15	pooling	pool	VERB
bracis-33613	151	16	layer	layer	NOUN
bracis-33613	151	17	.	.	PUNCT
bracis-33613	152	1	the	the	DET
bracis-33613	152	2	combination	combination	NOUN
bracis-33613	152	3	module	module	NOUN
bracis-33613	152	4	receives	receive	VERB
bracis-33613	152	5	as	as	ADP
bracis-33613	152	6	input	input	NOUN
bracis-33613	152	7	the	the	DET
bracis-33613	152	8	text	text	NOUN
bracis-33613	152	9	resources	resource	NOUN
bracis-33613	152	10	emitted	emit	VERB
bracis-33613	152	11	from	from	ADP
bracis-33613	152	12	the	the	DET
bracis-33613	152	13	transformer	transformer	NOUN
bracis-33613	152	14	bert	bert	PROPN
bracis-33613	152	15	model	model	NOUN
bracis-33613	152	16	and	and	CCONJ
bracis-33613	152	17	the	the	DET
bracis-33613	152	18	numerical	numerical	ADJ
bracis-33613	152	19	resources	resource	NOUN
bracis-33613	152	20	coming	come	VERB
bracis-33613	152	21	from	from	ADP
bracis-33613	152	22	the	the	DET
bracis-33613	152	23	“	"	PUNCT
bracis-33613	152	24	vector	vector	NOUN
bracis-33613	152	25	representation	representation	NOUN
bracis-33613	152	26	of	of	ADP
bracis-33613	152	27	legal	legal	ADJ
bracis-33613	152	28	citations	citation	NOUN
bracis-33613	152	29	”	"	PUNCT
bracis-33613	152	30	.	.	PUNCT
bracis-33613	153	1	from	from	ADP
bracis-33613	153	2	there	there	ADV
bracis-33613	153	3	the	the	DET
bracis-33613	153	4	module	module	NOUN
bracis-33613	153	5	generates	generate	VERB
bracis-33613	153	6	a	a	DET
bracis-33613	153	7	combined	combined	ADJ
bracis-33613	153	8	multimodal	multimodal	NOUN
bracis-33613	153	9	representation	representation	NOUN
bracis-33613	153	10	.	.	PUNCT
bracis-33613	154	1	we	we	PRON
bracis-33613	154	2	use	use	VERB
bracis-33613	154	3	the	the	DET
bracis-33613	154	4	combination	combination	NOUN
bracis-33613	154	5	module	module	NOUN
bracis-33613	154	6	proposed	propose	VERB
bracis-33613	154	7	by	by	ADP
bracis-33613	154	8	 	 	SPACE
bracis-33613	154	9	[	[	X
bracis-33613	154	10	34	34	NUM
bracis-33613	154	11	]	]	PUNCT
bracis-33613	154	12	,	,	PUNCT
bracis-33613	154	13	which	which	PRON
bracis-33613	154	14	receives	receive	VERB
bracis-33613	154	15	as	as	ADP
bracis-33613	154	16	input	input	NOUN
bracis-33613	154	17	the	the	DET
bracis-33613	154	18	textual	textual	ADJ
bracis-33613	154	19	features	feature	NOUN
bracis-33613	154	20	generated	generate	VERB
bracis-33613	154	21	from	from	ADP
bracis-33613	154	22	a	a	DET
bracis-33613	154	23	transformers	transformer	NOUN
bracis-33613	154	24	model	model	NOUN
bracis-33613	154	25	and	and	CCONJ
bracis-33613	154	26	numerical	numerical	ADJ
bracis-33613	154	27	features	feature	NOUN
bracis-33613	154	28	and	and	CCONJ
bracis-33613	154	29	generates	generate	VERB
bracis-33613	154	30	a	a	DET
bracis-33613	154	31	combined	combine	VERB
bracis-33613	154	32	representation	representation	NOUN
bracis-33613	154	33	,	,	PUNCT
bracis-33613	154	34	through	through	ADP
bracis-33613	154	35	different	different	ADJ
bracis-33613	154	36	methods	method	NOUN
bracis-33613	154	37	that	that	PRON
bracis-33613	154	38	combine	combine	VERB
bracis-33613	154	39	the	the	DET
bracis-33613	154	40	different	different	ADJ
bracis-33613	154	41	representations	representation	NOUN
bracis-33613	154	42	in	in	ADP
bracis-33613	154	43	their	their	PRON
bracis-33613	154	44	respective	respective	ADJ
bracis-33613	154	45	spaces	space	NOUN
bracis-33613	154	46	of	of	ADP
bracis-33613	154	47	features	feature	NOUN
bracis-33613	154	48	.	.	PUNCT
bracis-33613	155	1	to	to	PART
bracis-33613	155	2	incorporate	incorporate	VERB
bracis-33613	155	3	the	the	DET
bracis-33613	155	4	label	label	NOUN
bracis-33613	155	5	hierarchy	hierarchy	NOUN
bracis-33613	155	6	,	,	PUNCT
bracis-33613	155	7	we	we	PRON
bracis-33613	155	8	propose	propose	VERB
bracis-33613	155	9	a	a	DET
bracis-33613	155	10	layer	layer	NOUN
bracis-33613	155	11	-	-	PUNCT
bracis-33613	155	12	wise	wise	ADJ
bracis-33613	155	13	prompt	prompt	NOUN
bracis-33613	155	14	(	(	PUNCT
bracis-33613	155	15	according	accord	VERB
bracis-33613	155	16	to	to	ADP
bracis-33613	155	17	 	 	SPACE
bracis-33613	155	18	[	[	X
bracis-33613	155	19	34	34	NUM
bracis-33613	155	20	]	]	PUNCT
bracis-33613	155	21	)	)	PUNCT
bracis-33613	155	22	.	.	PUNCT
bracis-33613	156	1	since	since	SCONJ
bracis-33613	156	2	the	the	DET
bracis-33613	156	3	label	label	NOUN
bracis-33613	156	4	hierarchy	hierarchy	NOUN
bracis-33613	156	5	is	be	AUX
bracis-33613	156	6	a	a	DET
bracis-33613	156	7	tree	tree	NOUN
bracis-33613	156	8	,	,	PUNCT
bracis-33613	156	9	we	we	PRON
bracis-33613	156	10	construct	construct	VERB
bracis-33613	156	11	templates	template	NOUN
bracis-33613	156	12	based	base	VERB
bracis-33613	156	13	on	on	ADP
bracis-33613	156	14	the	the	DET
bracis-33613	156	15	depth	depth	NOUN
bracis-33613	156	16	of	of	ADP
bracis-33613	156	17	the	the	DET
bracis-33613	156	18	label	label	NOUN
bracis-33613	156	19	hierarchy	hierarchy	NOUN
bracis-33613	156	20	.	.	PUNCT
bracis-33613	157	1	the	the	DET
bracis-33613	157	2	hierarchy	hierarchy	NOUN
bracis-33613	157	3	constraint	constraint	NOUN
bracis-33613	157	4	only	only	ADV
bracis-33613	157	5	introduces	introduce	VERB
bracis-33613	157	6	depth	depth	NOUN
bracis-33613	157	7	of	of	ADP
bracis-33613	157	8	labels	label	NOUN
bracis-33613	157	9	but	but	CCONJ
bracis-33613	157	10	lacks	lack	VERB
bracis-33613	157	11	their	their	PRON
bracis-33613	157	12	connectivity	connectivity	NOUN
bracis-33613	157	13	.	.	PUNCT
bracis-33613	158	1	to	to	PART
bracis-33613	158	2	make	make	VERB
bracis-33613	158	3	full	full	ADJ
bracis-33613	158	4	use	use	NOUN
bracis-33613	158	5	of	of	ADP
bracis-33613	158	6	the	the	DET
bracis-33613	158	7	label	label	NOUN
bracis-33613	158	8	hierarchy	hierarchy	NOUN
bracis-33613	158	9	in	in	ADP
bracis-33613	158	10	an	an	DET
bracis-33613	158	11	mlm	mlm	NOUN
bracis-33613	158	12	-	-	PUNCT
bracis-33613	158	13	manner	manner	NOUN
bracis-33613	158	14	,	,	PUNCT
bracis-33613	158	15	we	we	PRON
bracis-33613	158	16	further	far	ADV
bracis-33613	158	17	inject	inject	VERB
bracis-33613	158	18	the	the	DET
bracis-33613	158	19	per	per	ADP
bracis-33613	158	20	-	-	PUNCT
bracis-33613	158	21	layer	layer	NOUN
bracis-33613	158	22	label	label	NOUN
bracis-33613	158	23	hierarchy	hierarchy	NOUN
bracis-33613	158	24	knowledge	knowledge	NOUN
bracis-33613	158	25	into	into	ADP
bracis-33613	158	26	template	template	NOUN
bracis-33613	158	27	embedding	embed	VERB
bracis-33613	158	28	.	.	PUNCT
bracis-33613	159	1	a	a	DET
bracis-33613	159	2	k	k	ADJ
bracis-33613	159	3	-	-	PUNCT
bracis-33613	159	4	layer	layer	NOUN
bracis-33613	159	5	stacked	stack	VERB
bracis-33613	159	6	graph	graph	NOUN
bracis-33613	159	7	attention	attention	NOUN
bracis-33613	159	8	network	network	NOUN
bracis-33613	159	9	(	(	PUNCT
bracis-33613	159	10	gat	gat	NOUN
bracis-33613	159	11	)	)	PUNCT
bracis-33613	159	12	 	 	SPACE
bracis-33613	160	1	[	[	X
bracis-33613	160	2	12	12	NUM
bracis-33613	160	3	]	]	PUNCT
bracis-33613	160	4	is	be	AUX
bracis-33613	160	5	adopted	adopt	VERB
bracis-33613	160	6	to	to	PART
bracis-33613	160	7	model	model	VERB
bracis-33613	160	8	the	the	DET
bracis-33613	160	9	label	label	NOUN
bracis-33613	160	10	hierarchy	hierarchy	NOUN
bracis-33613	160	11	.	.	PUNCT
bracis-33613	161	1	since	since	SCONJ
bracis-33613	161	2	hierarchical	hierarchical	ADJ
bracis-33613	161	3	text	text	NOUN
bracis-33613	161	4	classification	classification	NOUN
bracis-33613	161	5	is	be	AUX
bracis-33613	161	6	a	a	DET
bracis-33613	161	7	multi	multi	ADJ
bracis-33613	161	8	-	-	ADJ
bracis-33613	161	9	label	label	ADJ
bracis-33613	161	10	classification	classification	NOUN
bracis-33613	161	11	problem	problem	NOUN
bracis-33613	161	12	,	,	PUNCT
bracis-33613	161	13	in	in	ADP
bracis-33613	161	14	this	this	DET
bracis-33613	161	15	paper	paper	NOUN
bracis-33613	161	16	,	,	PUNCT
bracis-33613	161	17	instead	instead	ADV
bracis-33613	161	18	of	of	ADP
bracis-33613	161	19	calculating	calculate	VERB
bracis-33613	161	20	the	the	DET
bracis-33613	161	21	score	score	NOUN
bracis-33613	161	22	of	of	ADP
bracis-33613	161	23	each	each	DET
bracis-33613	161	24	label	label	NOUN
bracis-33613	161	25	separately	separately	ADV
bracis-33613	161	26	,	,	PUNCT
bracis-33613	161	27	we	we	PRON
bracis-33613	161	28	expect	expect	VERB
bracis-33613	161	29	the	the	DET
bracis-33613	161	30	scores	score	NOUN
bracis-33613	161	31	of	of	ADP
bracis-33613	161	32	all	all	DET
bracis-33613	161	33	target	target	NOUN
bracis-33613	161	34	labels	label	NOUN
bracis-33613	161	35	to	to	PART
bracis-33613	161	36	be	be	AUX
bracis-33613	161	37	greater	great	ADJ
bracis-33613	161	38	than	than	ADP
bracis-33613	161	39	those	those	PRON
bracis-33613	161	40	of	of	ADP
bracis-33613	161	41	all	all	DET
bracis-33613	161	42	non	non	ADJ
bracis-33613	161	43	-	-	ADJ
bracis-33613	161	44	target	target	ADJ
bracis-33613	161	45	labels	label	NOUN
bracis-33613	161	46	.	.	PUNCT
bracis-33613	162	1	we	we	PRON
bracis-33613	162	2	use	use	VERB
bracis-33613	162	3	a	a	DET
bracis-33613	162	4	multilabel	multilabel	NOUN
bracis-33613	162	5	cross	cross	NOUN
bracis-33613	162	6	entropy	entropy	PROPN
bracis-33613	162	7	(	(	PUNCT
bracis-33613	162	8	mlce	mlce	ADJ
bracis-33613	162	9	)	)	PUNCT
bracis-33613	162	10	loss	loss	NOUN
bracis-33613	162	11	 	 	SPACE
bracis-33613	163	1	[	[	X
bracis-33613	163	2	33	33	NUM
bracis-33613	163	3	]	]	PUNCT
bracis-33613	163	4	,	,	PUNCT
bracis-33613	163	5	introducing	introduce	VERB
bracis-33613	163	6	an	an	DET
bracis-33613	163	7	anchor	anchor	NOUN
bracis-33613	163	8	label	label	NOUN
bracis-33613	163	9	with	with	ADP
bracis-33613	163	10	a	a	DET
bracis-33613	163	11	constant	constant	ADJ
bracis-33613	163	12	score	score	NOUN
bracis-33613	163	13	of	of	ADP
bracis-33613	163	14	0	0	NUM
bracis-33613	163	15	in	in	ADP
bracis-33613	163	16	mlce	mlce	ADJ
bracis-33613	163	17	and	and	CCONJ
bracis-33613	163	18	hope	hope	VERB
bracis-33613	163	19	that	that	SCONJ
bracis-33613	163	20	the	the	DET
bracis-33613	163	21	scores	score	NOUN
bracis-33613	163	22	of	of	ADP
bracis-33613	163	23	the	the	DET
bracis-33613	163	24	target	target	NOUN
bracis-33613	163	25	labels	label	NOUN
bracis-33613	163	26	and	and	CCONJ
bracis-33613	163	27	non	non	ADJ
bracis-33613	163	28	-	-	ADJ
bracis-33613	163	29	target	target	ADJ
bracis-33613	163	30	labels	label	NOUN
bracis-33613	163	31	are	be	AUX
bracis-33613	163	32	all	all	ADV
bracis-33613	163	33	greater	great	ADJ
bracis-33613	163	34	and	and	CCONJ
bracis-33613	163	35	less	less	ADJ
bracis-33613	163	36	than	than	ADP
bracis-33613	163	37	0	0	NUM
bracis-33613	163	38	respectively	respectively	ADV
bracis-33613	163	39	.	.	PUNCT
bracis-33613	164	1	thus	thus	ADV
bracis-33613	164	2	,	,	PUNCT
bracis-33613	164	3	we	we	PRON
bracis-33613	164	4	form	form	VERB
bracis-33613	164	5	a	a	DET
bracis-33613	164	6	zero	zero	NUM
bracis-33613	164	7	-	-	PUNCT
bracis-33613	164	8	bounded	bound	VERB
bracis-33613	164	9	multi	multi	ADJ
bracis-33613	164	10	-	-	ADJ
bracis-33613	164	11	label	label	ADJ
bracis-33613	164	12	cross	cross	NOUN
bracis-33613	164	13	entropy	entropy	NOUN
bracis-33613	164	14	(	(	PUNCT
bracis-33613	164	15	zmlce	zmlce	NOUN
bracis-33613	164	16	)	)	PUNCT
bracis-33613	164	17	loss	loss	NOUN
bracis-33613	164	18	.	.	PUNCT
bracis-33613	165	1	to	to	PART
bracis-33613	165	2	be	be	AUX
bracis-33613	165	3	consistent	consistent	ADJ
bracis-33613	165	4	with	with	ADP
bracis-33613	165	5	the	the	DET
bracis-33613	165	6	hierarchy	hierarchy	NOUN
bracis-33613	165	7	constraint	constraint	NOUN
bracis-33613	165	8	,	,	PUNCT
bracis-33613	165	9	we	we	PRON
bracis-33613	165	10	adopt	adopt	VERB
bracis-33613	165	11	zmlce	zmlce	ADJ
bracis-33613	165	12	at	at	ADP
bracis-33613	165	13	each	each	DET
bracis-33613	165	14	label	label	NOUN
bracis-33613	165	15	hierarchy	hierarchy	NOUN
bracis-33613	165	16	layer	layer	NOUN
bracis-33613	165	17	for	for	ADP
bracis-33613	165	18	the	the	DET
bracis-33613	165	19	layer	layer	NOUN
bracis-33613	165	20	-	-	PUNCT
bracis-33613	165	21	wise	wise	ADJ
bracis-33613	165	22	prediction	prediction	NOUN
bracis-33613	165	23	.	.	PUNCT
bracis-33613	166	1	fig	fig	NOUN
bracis-33613	166	2	.	.	PUNCT
bracis-33613	167	1	2	2	X
bracis-33613	167	2	.	.	X
bracis-33613	167	3	architecture	architecture	NOUN
bracis-33613	167	4	of	of	ADP
bracis-33613	167	5	our	our	PRON
bracis-33613	167	6	model	model	NOUN
bracis-33613	167	7	.	.	PUNCT
bracis-33613	168	1	the	the	DET
bracis-33613	168	2	architecture	architecture	NOUN
bracis-33613	168	3	is	be	AUX
bracis-33613	168	4	divided	divide	VERB
bracis-33613	168	5	into	into	ADP
bracis-33613	168	6	two	two	NUM
bracis-33613	168	7	stages	stage	NOUN
bracis-33613	168	8	:	:	PUNCT
bracis-33613	168	9	(	(	PUNCT
bracis-33613	168	10	i	i	NOUN
bracis-33613	168	11	)	)	PUNCT
bracis-33613	168	12	data	datum	NOUN
bracis-33613	168	13	preprocessing	preprocessing	NOUN
bracis-33613	168	14	:	:	PUNCT
bracis-33613	168	15	the	the	DET
bracis-33613	168	16	text	text	NOUN
bracis-33613	168	17	of	of	ADP
bracis-33613	168	18	the	the	DET
bracis-33613	168	19	initial	initial	ADJ
bracis-33613	168	20	petition	petition	NOUN
bracis-33613	168	21	is	be	AUX
bracis-33613	168	22	pre	pre	VERB
bracis-33613	168	23	-	-	VERB
bracis-33613	168	24	processed	processed	ADJ
bracis-33613	168	25	to	to	PART
bracis-33613	168	26	standardize	standardize	VERB
bracis-33613	168	27	legal	legal	ADJ
bracis-33613	168	28	terms	term	NOUN
bracis-33613	168	29	and	and	CCONJ
bracis-33613	168	30	to	to	PART
bracis-33613	168	31	identify	identify	VERB
bracis-33613	168	32	the	the	DET
bracis-33613	168	33	articles	article	NOUN
bracis-33613	168	34	and	and	CCONJ
bracis-33613	168	35	laws	law	NOUN
bracis-33613	168	36	cited	cite	VERB
bracis-33613	168	37	in	in	ADP
bracis-33613	168	38	the	the	DET
bracis-33613	168	39	text	text	NOUN
bracis-33613	168	40	,	,	PUNCT
bracis-33613	168	41	and	and	CCONJ
bracis-33613	168	42	(	(	PUNCT
bracis-33613	168	43	ii	ii	NOUN
bracis-33613	168	44	)	)	PUNCT
bracis-33613	168	45	classification	classification	NOUN
bracis-33613	168	46	:	:	PUNCT
bracis-33613	168	47	combines	combine	VERB
bracis-33613	168	48	the	the	DET
bracis-33613	168	49	input	input	NOUN
bracis-33613	168	50	data	datum	NOUN
bracis-33613	168	51	(	(	PUNCT
bracis-33613	168	52	text	text	NOUN
bracis-33613	168	53	and	and	CCONJ
bracis-33613	168	54	bi	bi	ADJ
bracis-33613	168	55	-	-	ADJ
bracis-33613	168	56	partite	partite	ADJ
bracis-33613	168	57	citation	citation	NOUN
bracis-33613	168	58	topic	topic	NOUN
bracis-33613	168	59	-	-	PUNCT
bracis-33613	168	60	net	net	NOUN
bracis-33613	168	61	)	)	PUNCT
bracis-33613	168	62	and	and	CCONJ
bracis-33613	168	63	uses	use	VERB
bracis-33613	168	64	the	the	DET
bracis-33613	168	65	architecture	architecture	NOUN
bracis-33613	168	66	of	of	ADP
bracis-33613	168	67	hierarchy	hierarchy	NOUN
bracis-33613	168	68	-	-	PUNCT
bracis-33613	168	69	aware	aware	ADJ
bracis-33613	168	70	prompt	prompt	ADJ
bracis-33613	168	71	tuning	tuning	NOUN
bracis-33613	168	72	(	(	PUNCT
bracis-33613	168	73	hpt	hpt	NOUN
bracis-33613	168	74	)	)	PUNCT
bracis-33613	169	1	[	[	X
bracis-33613	169	2	32	32	NUM
bracis-33613	169	3	]	]	PUNCT
bracis-33613	169	4	during	during	ADP
bracis-33613	169	5	training	training	NOUN
bracis-33613	169	6	.	.	PUNCT
bracis-33613	170	1	hpt	hpt	NOUN
bracis-33613	170	2	transforms	transform	VERB
bracis-33613	170	3	hierarchical	hierarchical	ADJ
bracis-33613	170	4	text	text	NOUN
bracis-33613	170	5	classification	classification	NOUN
bracis-33613	170	6	(	(	PUNCT
bracis-33613	170	7	htc	htc	NOUN
bracis-33613	170	8	)	)	PUNCT
bracis-33613	170	9	into	into	ADP
bracis-33613	170	10	a	a	DET
bracis-33613	170	11	hierarchy	hierarchy	NOUN
bracis-33613	170	12	-	-	PUNCT
bracis-33613	170	13	aware	aware	ADJ
bracis-33613	170	14	multi	multi	ADJ
bracis-33613	170	15	-	-	ADJ
bracis-33613	170	16	label	label	ADJ
bracis-33613	170	17	masked	mask	VERB
bracis-33613	170	18	language	language	NOUN
bracis-33613	170	19	model	model	NOUN
bracis-33613	170	20	(	(	PUNCT
bracis-33613	170	21	mlm	mlm	NOUN
bracis-33613	170	22	)	)	PUNCT
bracis-33613	170	23	problem	problem	NOUN
bracis-33613	170	24	,	,	PUNCT
bracis-33613	170	25	incorporing	incorpore	VERB
bracis-33613	170	26	the	the	DET
bracis-33613	170	27	label	label	NOUN
bracis-33613	170	28	hierarchy	hierarchy	NOUN
bracis-33613	170	29	knowledge	knowledge	NOUN
bracis-33613	170	30	.	.	PUNCT
bracis-33613	171	1	hpt	hpt	NOUN
bracis-33613	171	2	transforms	transform	VERB
bracis-33613	171	3	htc	htc	NOUN
bracis-33613	171	4	into	into	ADP
bracis-33613	171	5	a	a	DET
bracis-33613	171	6	multi	multi	ADJ
bracis-33613	171	7	-	-	ADJ
bracis-33613	171	8	label	label	ADJ
bracis-33613	171	9	mlm	mlm	PROPN
bracis-33613	171	10	task	task	NOUN
bracis-33613	171	11	with	with	ADP
bracis-33613	171	12	a	a	DET
bracis-33613	171	13	zero	zero	NUM
bracis-33613	171	14	-	-	PUNCT
bracis-33613	171	15	bounded	bound	VERB
bracis-33613	171	16	multi	multi	ADJ
bracis-33613	171	17	-	-	ADJ
bracis-33613	171	18	label	label	ADJ
bracis-33613	171	19	cross	cross	NOUN
bracis-33613	171	20	entropy	entropy	PROPN
bracis-33613	171	21	loss	loss	PROPN
bracis-33613	171	22	.	.	PUNCT
bracis-33613	172	1	full	full	ADJ
bracis-33613	172	2	size	size	NOUN
bracis-33613	172	3	image	image	NOUN
bracis-33613	172	4	4	4	NUM
bracis-33613	172	5	the	the	DET
bracis-33613	172	6	classifier	classifier	NOUN
bracis-33613	172	7	in	in	ADP
bracis-33613	172	8	 	 	SPACE
bracis-33613	172	9	use	use	VERB
bracis-33613	172	10	the	the	DET
bracis-33613	172	11	performance	performance	NOUN
bracis-33613	172	12	evaluation	evaluation	NOUN
bracis-33613	172	13	of	of	ADP
bracis-33613	172	14	the	the	DET
bracis-33613	172	15	model	model	NOUN
bracis-33613	172	16	was	be	AUX
bracis-33613	172	17	made	make	VERB
bracis-33613	172	18	from	from	ADP
bracis-33613	172	19	its	its	PRON
bracis-33613	172	20	application	application	NOUN
bracis-33613	172	21	in	in	ADP
bracis-33613	172	22	real	real	ADJ
bracis-33613	172	23	data	datum	NOUN
bracis-33613	172	24	of	of	ADP
bracis-33613	172	25	300,000	300,000	NUM
bracis-33613	172	26	petitions	petition	NOUN
bracis-33613	172	27	of	of	ADP
bracis-33613	172	28	legal	legal	ADJ
bracis-33613	172	29	processes	process	NOUN
bracis-33613	172	30	coming	come	VERB
bracis-33613	172	31	from	from	ADP
bracis-33613	172	32	labor	labor	NOUN
bracis-33613	172	33	courts	court	NOUN
bracis-33613	172	34	,	,	PUNCT
bracis-33613	172	35	federal	federal	ADJ
bracis-33613	172	36	regional	regional	ADJ
bracis-33613	172	37	courts	court	NOUN
bracis-33613	172	38	and	and	CCONJ
bracis-33613	172	39	courts	court	NOUN
bracis-33613	172	40	of	of	ADP
bracis-33613	172	41	justice	justice	NOUN
bracis-33613	172	42	of	of	ADP
bracis-33613	172	43	the	the	DET
bracis-33613	172	44	brazilian	brazilian	ADJ
bracis-33613	172	45	states	state	NOUN
bracis-33613	172	46	.	.	PUNCT
bracis-33613	173	1	4.1	4.1	NUM
bracis-33613	173	2	the	the	DET
bracis-33613	173	3	petition	petition	NOUN
bracis-33613	173	4	dataset	dataset	VERB
bracis-33613	173	5	as	as	SCONJ
bracis-33613	173	6	already	already	ADV
bracis-33613	173	7	stated	state	VERB
bracis-33613	173	8	in	in	ADP
bracis-33613	173	9	sect	sect	NOUN
bracis-33613	173	10	.	.	PUNCT
bracis-33613	173	11	 	 	SPACE
bracis-33613	173	12	3.2	3.2	NUM
bracis-33613	173	13	,	,	PUNCT
bracis-33613	173	14	legal	legal	ADJ
bracis-33613	173	15	topics	topic	NOUN
bracis-33613	173	16	are	be	AUX
bracis-33613	173	17	categorized	categorize	VERB
bracis-33613	173	18	according	accord	VERB
bracis-33613	173	19	to	to	ADP
bracis-33613	173	20	a	a	DET
bracis-33613	173	21	specific	specific	ADJ
bracis-33613	173	22	table	table	NOUN
bracis-33613	173	23	of	of	ADP
bracis-33613	173	24	topics	topic	NOUN
bracis-33613	173	25	called	call	VERB
bracis-33613	173	26	unified	unified	ADJ
bracis-33613	173	27	procedural	procedural	ADJ
bracis-33613	173	28	table	table	NOUN
bracis-33613	173	29	tpu	tpu	NOUN
bracis-33613	173	30	 	 	SPACE
bracis-33613	174	1	[	[	X
bracis-33613	174	2	9	9	NUM
bracis-33613	174	3	]	]	PUNCT
bracis-33613	174	4	developed	develop	VERB
bracis-33613	174	5	by	by	ADP
bracis-33613	174	6	the	the	DET
bracis-33613	174	7	brazilian	brazilian	ADJ
bracis-33613	174	8	national	national	PROPN
bracis-33613	174	9	council	council	PROPN
bracis-33613	174	10	of	of	ADP
bracis-33613	174	11	justice	justice	PROPN
bracis-33613	174	12	cnj	cnj	PROPN
bracis-33613	174	13	.	.	PUNCT
bracis-33613	175	1	the	the	DET
bracis-33613	175	2	hierarchy	hierarchy	NOUN
bracis-33613	175	3	present	present	ADJ
bracis-33613	175	4	in	in	ADP
bracis-33613	175	5	these	these	DET
bracis-33613	175	6	tables	table	NOUN
bracis-33613	175	7	allows	allow	VERB
bracis-33613	175	8	us	we	PRON
bracis-33613	175	9	to	to	PART
bracis-33613	175	10	aggregate	aggregate	VERB
bracis-33613	175	11	specific	specific	ADJ
bracis-33613	175	12	topics	topic	NOUN
bracis-33613	175	13	into	into	ADP
bracis-33613	175	14	generic	generic	ADJ
bracis-33613	175	15	ones	one	NOUN
bracis-33613	175	16	.	.	PUNCT
bracis-33613	176	1	we	we	PRON
bracis-33613	176	2	used	use	VERB
bracis-33613	176	3	this	this	DET
bracis-33613	176	4	strategy	strategy	NOUN
bracis-33613	176	5	to	to	PART
bracis-33613	176	6	separate	separate	VERB
bracis-33613	176	7	our	our	PRON
bracis-33613	176	8	dataset	dataset	NOUN
bracis-33613	176	9	into	into	ADP
bracis-33613	176	10	very	very	ADV
bracis-33613	176	11	distinct	distinct	ADJ
bracis-33613	176	12	topic	topic	NOUN
bracis-33613	176	13	groups	group	NOUN
bracis-33613	176	14	,	,	PUNCT
bracis-33613	176	15	which	which	PRON
bracis-33613	176	16	allowed	allow	VERB
bracis-33613	176	17	us	we	PRON
bracis-33613	176	18	to	to	PART
bracis-33613	176	19	test	test	VERB
bracis-33613	176	20	our	our	PRON
bracis-33613	176	21	approach	approach	NOUN
bracis-33613	176	22	at	at	ADP
bracis-33613	176	23	different	different	ADJ
bracis-33613	176	24	levels	level	NOUN
bracis-33613	176	25	of	of	ADP
bracis-33613	176	26	complexity	complexity	NOUN
bracis-33613	176	27	.	.	PUNCT
bracis-33613	177	1	in	in	ADP
bracis-33613	177	2	table	table	NOUN
bracis-33613	177	3	 	 	SPACE
bracis-33613	177	4	1	1	NUM
bracis-33613	177	5	,	,	PUNCT
bracis-33613	177	6	we	we	PRON
bracis-33613	177	7	show	show	VERB
bracis-33613	177	8	the	the	DET
bracis-33613	177	9	percentage	percentage	NOUN
bracis-33613	177	10	distribution	distribution	NOUN
bracis-33613	177	11	of	of	ADP
bracis-33613	177	12	initial	initial	ADJ
bracis-33613	177	13	petitions	petition	NOUN
bracis-33613	177	14	for	for	ADP
bracis-33613	177	15	each	each	DET
bracis-33613	177	16	generic	generic	ADJ
bracis-33613	177	17	subject	subject	NOUN
bracis-33613	177	18	in	in	ADP
bracis-33613	177	19	the	the	DET
bracis-33613	177	20	dataset	dataset	NOUN
bracis-33613	177	21	of	of	ADP
bracis-33613	177	22	300,000	300,000	NUM
bracis-33613	177	23	petitions	petition	NOUN
bracis-33613	177	24	.	.	PUNCT
bracis-33613	178	1	table	table	NOUN
bracis-33613	178	2	1	1	NUM
bracis-33613	178	3	.	.	PUNCT
bracis-33613	178	4	percentage	percentage	NOUN
bracis-33613	178	5	distribution	distribution	NOUN
bracis-33613	178	6	of	of	ADP
bracis-33613	178	7	lawsuits	lawsuit	NOUN
bracis-33613	178	8	by	by	ADP
bracis-33613	178	9	legal	legal	ADJ
bracis-33613	178	10	topics	topic	NOUN
bracis-33613	178	11	.	.	PUNCT
bracis-33613	179	1	the	the	DET
bracis-33613	179	2	codes	code	NOUN
bracis-33613	179	3	used	use	VERB
bracis-33613	179	4	in	in	ADP
bracis-33613	179	5	this	this	DET
bracis-33613	179	6	table	table	NOUN
bracis-33613	179	7	are	be	AUX
bracis-33613	179	8	defined	define	VERB
bracis-33613	179	9	by	by	ADP
bracis-33613	179	10	the	the	DET
bracis-33613	179	11	tpu	tpu	NOUN
bracis-33613	179	12	and	and	CCONJ
bracis-33613	179	13	are	be	AUX
bracis-33613	179	14	the	the	DET
bracis-33613	179	15	same	same	ADJ
bracis-33613	179	16	ones	one	NOUN
bracis-33613	179	17	that	that	PRON
bracis-33613	179	18	will	will	AUX
bracis-33613	179	19	be	be	AUX
bracis-33613	179	20	used	use	VERB
bracis-33613	179	21	in	in	ADP
bracis-33613	179	22	the	the	DET
bracis-33613	179	23	results	result	NOUN
bracis-33613	179	24	section.full	section.full	ADJ
bracis-33613	179	25	size	size	NOUN
bracis-33613	179	26	table	table	NOUN
bracis-33613	179	27	the	the	DET
bracis-33613	179	28	set	set	NOUN
bracis-33613	179	29	of	of	ADP
bracis-33613	179	30	300,000	300,000	NUM
bracis-33613	179	31	petitions	petition	NOUN
bracis-33613	179	32	was	be	AUX
bracis-33613	179	33	then	then	ADV
bracis-33613	179	34	divided	divide	VERB
bracis-33613	179	35	following	follow	VERB
bracis-33613	179	36	a	a	DET
bracis-33613	179	37	ratio	ratio	NOUN
bracis-33613	179	38	of	of	ADP
bracis-33613	179	39	80	80	NUM
bracis-33613	179	40	%	%	NOUN
bracis-33613	179	41	for	for	ADP
bracis-33613	179	42	training	training	NOUN
bracis-33613	179	43	and	and	CCONJ
bracis-33613	179	44	20	20	NUM
bracis-33613	179	45	%	%	NOUN
bracis-33613	179	46	for	for	ADP
bracis-33613	179	47	testing	testing	NOUN
bracis-33613	179	48	.	.	PUNCT
bracis-33613	180	1	we	we	PRON
bracis-33613	180	2	took	take	VERB
bracis-33613	180	3	care	care	NOUN
bracis-33613	180	4	that	that	SCONJ
bracis-33613	180	5	the	the	DET
bracis-33613	180	6	dataset	dataset	NOUN
bracis-33613	180	7	only	only	ADV
bracis-33613	180	8	contained	contain	VERB
bracis-33613	180	9	petitions	petition	NOUN
bracis-33613	180	10	with	with	ADP
bracis-33613	180	11	at	at	ADP
bracis-33613	180	12	least	least	ADV
bracis-33613	180	13	50	50	NUM
bracis-33613	180	14	words	word	NOUN
bracis-33613	180	15	and	and	CCONJ
bracis-33613	180	16	that	that	SCONJ
bracis-33613	180	17	more	more	ADJ
bracis-33613	180	18	than	than	ADP
bracis-33613	180	19	80	80	NUM
bracis-33613	180	20	%	%	NOUN
bracis-33613	180	21	of	of	ADP
bracis-33613	180	22	valid	valid	ADJ
bracis-33613	180	23	words	word	NOUN
bracis-33613	180	24	were	be	AUX
bracis-33613	180	25	validfootnote	validfootnote	VERB
bracis-33613	180	26	1	1	NUM
bracis-33613	180	27	.	.	X
bracis-33613	180	28	4.2	4.2	NUM
bracis-33613	180	29	training	training	NOUN
bracis-33613	180	30	process	process	NOUN
bracis-33613	180	31	the	the	DET
bracis-33613	180	32	graph	graph	NOUN
bracis-33613	180	33	g	g	NOUN
bracis-33613	180	34	was	be	AUX
bracis-33613	180	35	created	create	VERB
bracis-33613	180	36	from	from	ADP
bracis-33613	180	37	the	the	DET
bracis-33613	180	38	legal	legal	ADJ
bracis-33613	180	39	provisions	provision	NOUN
bracis-33613	180	40	identified	identify	VERB
bracis-33613	180	41	in	in	ADP
bracis-33613	180	42	the	the	DET
bracis-33613	180	43	set	set	NOUN
bracis-33613	180	44	of	of	ADP
bracis-33613	180	45	petitions	petition	NOUN
bracis-33613	180	46	p	p	NOUN
bracis-33613	180	47	of	of	ADP
bracis-33613	180	48	the	the	DET
bracis-33613	180	49	training	training	NOUN
bracis-33613	180	50	data	datum	NOUN
bracis-33613	180	51	.	.	PUNCT
bracis-33613	181	1	then	then	ADV
bracis-33613	181	2	,	,	PUNCT
bracis-33613	181	3	the	the	DET
bracis-33613	181	4	vector	vector	NOUN
bracis-33613	181	5	representation	representation	NOUN
bracis-33613	181	6	of	of	ADP
bracis-33613	181	7	the	the	DET
bracis-33613	181	8	petition	petition	NOUN
bracis-33613	181	9	citations	citation	NOUN
bracis-33613	181	10	was	be	AUX
bracis-33613	181	11	generated	generate	VERB
bracis-33613	181	12	as	as	SCONJ
bracis-33613	181	13	described	describe	VERB
bracis-33613	181	14	in	in	ADP
bracis-33613	181	15	sect	sect	NOUN
bracis-33613	181	16	.	.	PUNCT
bracis-33613	181	17	 	 	SPACE
bracis-33613	182	1	3.4	3.4	NUM
bracis-33613	182	2	.	.	PUNCT
bracis-33613	183	1	the	the	DET
bracis-33613	183	2	value	value	NOUN
bracis-33613	183	3	\(\tau	\(\tau	PROPN
bracis-33613	184	1	\approx	\approx	PROPN
bracis-33613	184	2	8.48\cdot	8.48\cdot	NUM
bracis-33613	184	3	10^{-3}\	10^{-3}\	NUM
bracis-33613	184	4	)	)	PUNCT
bracis-33613	184	5	was	be	AUX
bracis-33613	184	6	empirically	empirically	ADV
bracis-33613	184	7	adjusted	adjust	VERB
bracis-33613	184	8	by	by	ADP
bracis-33613	184	9	identifying	identify	VERB
bracis-33613	184	10	the	the	DET
bracis-33613	184	11	value	value	NOUN
bracis-33613	184	12	that	that	PRON
bracis-33613	184	13	best	well	ADV
bracis-33613	184	14	separated	separate	VERB
bracis-33613	184	15	the	the	DET
bracis-33613	184	16	topics	topic	NOUN
bracis-33613	184	17	from	from	ADP
bracis-33613	184	18	\(g_b\	\(g_b\	NOUN
bracis-33613	184	19	)	)	PUNCT
bracis-33613	184	20	.	.	PUNCT
bracis-33613	185	1	this	this	PRON
bracis-33613	185	2	was	be	AUX
bracis-33613	185	3	done	do	VERB
bracis-33613	185	4	by	by	ADP
bracis-33613	185	5	analyzing	analyze	VERB
bracis-33613	185	6	the	the	DET
bracis-33613	185	7	assortativity	assortativity	NOUN
bracis-33613	185	8	coefficient	coefficient	NOUN
bracis-33613	185	9	 	 	SPACE
bracis-33613	186	1	[	[	X
bracis-33613	186	2	20	20	NUM
bracis-33613	186	3	]	]	PUNCT
bracis-33613	186	4	of	of	ADP
bracis-33613	186	5	the	the	DET
bracis-33613	186	6	one	one	NUM
bracis-33613	186	7	-	-	PUNCT
bracis-33613	186	8	mode	mode	NOUN
bracis-33613	186	9	projection	projection	NOUN
bracis-33613	186	10	 	 	SPACE
bracis-33613	187	1	[	[	X
bracis-33613	187	2	19	19	NUM
bracis-33613	187	3	]	]	PUNCT
bracis-33613	187	4	relative	relative	ADJ
bracis-33613	187	5	to	to	ADP
bracis-33613	187	6	the	the	DET
bracis-33613	187	7	legal	legal	ADJ
bracis-33613	187	8	topic	topic	NOUN
bracis-33613	187	9	partition	partition	NOUN
bracis-33613	187	10	.	.	PUNCT
bracis-33613	188	1	a	a	DET
bracis-33613	188	2	fine	fine	ADV
bracis-33613	188	3	-	-	PUNCT
bracis-33613	188	4	tuning	tuning	NOUN
bracis-33613	188	5	of	of	ADP
bracis-33613	188	6	the	the	DET
bracis-33613	188	7	pre	pre	ADJ
bracis-33613	188	8	-	-	ADJ
bracis-33613	188	9	trained	train	VERB
bracis-33613	188	10	bertimbau	bertimbau	NOUN
bracis-33613	188	11	 	 	SPACE
bracis-33613	188	12	[	[	X
bracis-33613	188	13	31	31	NUM
bracis-33613	188	14	]	]	PUNCT
bracis-33613	188	15	model	model	NOUN
bracis-33613	188	16	was	be	AUX
bracis-33613	188	17	done	do	VERB
bracis-33613	188	18	,	,	PUNCT
bracis-33613	188	19	where	where	SCONJ
bracis-33613	188	20	all	all	DET
bracis-33613	188	21	parameters	parameter	NOUN
bracis-33613	188	22	were	be	AUX
bracis-33613	188	23	tuned	tune	VERB
bracis-33613	188	24	using	use	VERB
bracis-33613	188	25	the	the	DET
bracis-33613	188	26	specific	specific	ADJ
bracis-33613	188	27	topics	topic	NOUN
bracis-33613	188	28	of	of	ADP
bracis-33613	188	29	the	the	DET
bracis-33613	188	30	petitions	petition	NOUN
bracis-33613	188	31	used	use	VERB
bracis-33613	188	32	in	in	ADP
bracis-33613	188	33	the	the	DET
bracis-33613	188	34	training	training	NOUN
bracis-33613	188	35	.	.	PUNCT
bracis-33613	189	1	in	in	ADP
bracis-33613	189	2	the	the	DET
bracis-33613	189	3	mesun_etal_2020rge	mesun_etal_2020rge	NOUN
bracis-33613	189	4	module	module	NOUN
bracis-33613	189	5	,	,	PUNCT
bracis-33613	189	6	we	we	PRON
bracis-33613	189	7	use	use	VERB
bracis-33613	189	8	the	the	DET
bracis-33613	189	9	gated	gate	VERB
bracis-33613	189	10	summation	summation	NOUN
bracis-33613	189	11	merge	merge	NOUN
bracis-33613	189	12	method	method	NOUN
bracis-33613	189	13	in	in	ADP
bracis-33613	189	14	the	the	DET
bracis-33613	189	15	transformer	transformer	ADJ
bracis-33613	189	16	output	output	NOUN
bracis-33613	189	17	for	for	ADP
bracis-33613	189	18	the	the	DET
bracis-33613	189	19	petition	petition	NOUN
bracis-33613	189	20	text	text	NOUN
bracis-33613	189	21	and	and	CCONJ
bracis-33613	189	22	the	the	DET
bracis-33613	189	23	vector	vector	NOUN
bracis-33613	189	24	representation	representation	NOUN
bracis-33613	189	25	of	of	ADP
bracis-33613	189	26	the	the	DET
bracis-33613	189	27	citation	citation	NOUN
bracis-33613	189	28	,	,	PUNCT
bracis-33613	189	29	before	before	ADP
bracis-33613	189	30	the	the	DET
bracis-33613	189	31	final	final	ADJ
bracis-33613	189	32	classifier	classifier	NOUN
bracis-33613	189	33	layerfootnote	layerfootnote	ADJ
bracis-33613	189	34	2	2	NUM
bracis-33613	189	35	.	.	PUNCT
bracis-33613	190	1	the	the	DET
bracis-33613	190	2	model	model	NOUN
bracis-33613	190	3	was	be	AUX
bracis-33613	190	4	trained	train	VERB
bracis-33613	190	5	with	with	ADP
bracis-33613	190	6	batch	batch	NOUN
bracis-33613	190	7	size	size	NOUN
bracis-33613	190	8	of	of	ADP
bracis-33613	190	9	16	16	NUM
bracis-33613	190	10	examples	example	NOUN
bracis-33613	190	11	,	,	PUNCT
bracis-33613	190	12	30	30	NUM
bracis-33613	190	13	epochs	epoch	NOUN
bracis-33613	190	14	max	max	PROPN
bracis-33613	190	15	and	and	CCONJ
bracis-33613	190	16	a	a	DET
bracis-33613	190	17	early	early	ADJ
bracis-33613	190	18	stopping	stopping	NOUN
bracis-33613	190	19	of	of	ADP
bracis-33613	190	20	5	5	NUM
bracis-33613	190	21	epochs	epoch	NOUN
bracis-33613	190	22	.	.	PUNCT
bracis-33613	191	1	adam	adam	PROPN
bracis-33613	191	2	optimizer	optimizer	NOUN
bracis-33613	191	3	was	be	AUX
bracis-33613	191	4	chosen	choose	VERB
bracis-33613	191	5	with	with	ADP
bracis-33613	191	6	learning	learn	VERB
bracis-33613	191	7	rate	rate	NOUN
bracis-33613	191	8	of	of	ADP
bracis-33613	191	9	\(10^{-5}\	\(10^{-5}\	NOUN
bracis-33613	191	10	)	)	PUNCT
bracis-33613	191	11	and	and	CCONJ
bracis-33613	191	12	5	5	NUM
bracis-33613	191	13	-	-	ADJ
bracis-33613	191	14	fold	fold	ADJ
bracis-33613	191	15	cross	cross	NOUN
bracis-33613	191	16	-	-	NOUN
bracis-33613	191	17	validation	validation	ADJ
bracis-33613	191	18	.	.	PUNCT
bracis-33613	192	1	random	random	ADJ
bracis-33613	192	2	oversampling	oversampling	NOUN
bracis-33613	192	3	was	be	AUX
bracis-33613	192	4	applied	apply	VERB
bracis-33613	192	5	in	in	ADP
bracis-33613	192	6	order	order	NOUN
bracis-33613	192	7	to	to	PART
bracis-33613	192	8	equalize	equalize	VERB
bracis-33613	192	9	number	number	NOUN
bracis-33613	192	10	of	of	ADP
bracis-33613	192	11	examples	example	NOUN
bracis-33613	192	12	of	of	ADP
bracis-33613	192	13	each	each	DET
bracis-33613	192	14	class	class	NOUN
bracis-33613	192	15	.	.	PUNCT
bracis-33613	193	1	4.3	4.3	NUM
bracis-33613	193	2	comparative	comparative	ADJ
bracis-33613	193	3	evaluation	evaluation	NOUN
bracis-33613	193	4	and	and	CCONJ
bracis-33613	193	5	 	 	SPACE
bracis-33613	193	6	deployment	deployment	NOUN
bracis-33613	193	7	for	for	ADP
bracis-33613	193	8	a	a	DET
bracis-33613	193	9	detailed	detailed	ADJ
bracis-33613	193	10	evaluation	evaluation	NOUN
bracis-33613	193	11	of	of	ADP
bracis-33613	193	12	our	our	PRON
bracis-33613	193	13	approach	approach	NOUN
bracis-33613	193	14	,	,	PUNCT
bracis-33613	193	15	we	we	PRON
bracis-33613	193	16	compare	compare	VERB
bracis-33613	193	17	our	our	PRON
bracis-33613	193	18	model	model	NOUN
bracis-33613	193	19	(	(	PUNCT
bracis-33613	193	20	descibed	descibe	VERB
bracis-33613	193	21	in	in	ADP
bracis-33613	193	22	sect	sect	NOUN
bracis-33613	193	23	.	.	PUNCT
bracis-33613	193	24	 	 	SPACE
bracis-33613	193	25	3.5	3.5	NUM
bracis-33613	193	26	)	)	PUNCT
bracis-33613	193	27	with	with	ADP
bracis-33613	193	28	the	the	DET
bracis-33613	193	29	original	original	ADJ
bracis-33613	193	30	hierarchical	hierarchical	ADJ
bracis-33613	193	31	classification	classification	NOUN
bracis-33613	193	32	method	method	NOUN
bracis-33613	193	33	 	 	SPACE
bracis-33613	194	1	[	[	X
bracis-33613	194	2	34	34	NUM
bracis-33613	194	3	]	]	PUNCT
bracis-33613	194	4	(	(	PUNCT
bracis-33613	194	5	that	that	PRON
bracis-33613	194	6	uses	use	VERB
bracis-33613	194	7	only	only	ADV
bracis-33613	194	8	text	text	NOUN
bracis-33613	194	9	as	as	ADP
bracis-33613	194	10	input	input	NOUN
bracis-33613	194	11	)	)	PUNCT
bracis-33613	194	12	.	.	PUNCT
bracis-33613	195	1	the	the	DET
bracis-33613	195	2	results	result	NOUN
bracis-33613	195	3	for	for	ADP
bracis-33613	195	4	each	each	DET
bracis-33613	195	5	specific	specific	ADJ
bracis-33613	195	6	topic	topic	NOUN
bracis-33613	195	7	were	be	AUX
bracis-33613	195	8	calculated	calculate	VERB
bracis-33613	195	9	in	in	ADP
bracis-33613	195	10	terms	term	NOUN
bracis-33613	195	11	of	of	ADP
bracis-33613	195	12	precision	precision	NOUN
bracis-33613	195	13	,	,	PUNCT
bracis-33613	195	14	recall	recall	NOUN
bracis-33613	195	15	and	and	CCONJ
bracis-33613	195	16	f1	f1	NOUN
bracis-33613	195	17	-	-	PUNCT
bracis-33613	195	18	score	score	NOUN
bracis-33613	195	19	,	,	PUNCT
bracis-33613	195	20	obtained	obtain	VERB
bracis-33613	195	21	from	from	ADP
bracis-33613	195	22	the	the	DET
bracis-33613	195	23	actual	actual	ADJ
bracis-33613	195	24	and	and	CCONJ
bracis-33613	195	25	predicted	predict	VERB
bracis-33613	195	26	labels	label	NOUN
bracis-33613	195	27	on	on	ADP
bracis-33613	195	28	the	the	DET
bracis-33613	195	29	test	test	NOUN
bracis-33613	195	30	dataset	dataset	NOUN
bracis-33613	195	31	.	.	PUNCT
bracis-33613	196	1	in	in	ADP
bracis-33613	196	2	table	table	NOUN
bracis-33613	196	3	 	 	SPACE
bracis-33613	196	4	2	2	NUM
bracis-33613	196	5	,	,	PUNCT
bracis-33613	196	6	we	we	PRON
bracis-33613	196	7	show	show	VERB
bracis-33613	196	8	the	the	DET
bracis-33613	196	9	results	result	NOUN
bracis-33613	196	10	of	of	ADP
bracis-33613	196	11	the	the	DET
bracis-33613	196	12	classifiers	classifier	NOUN
bracis-33613	196	13	for	for	ADP
bracis-33613	196	14	the	the	DET
bracis-33613	196	15	different	different	ADJ
bracis-33613	196	16	generic	generic	ADJ
bracis-33613	196	17	topics	topic	NOUN
bracis-33613	196	18	shown	show	VERB
bracis-33613	196	19	in	in	ADP
bracis-33613	196	20	the	the	DET
bracis-33613	196	21	previous	previous	ADJ
bracis-33613	196	22	section	section	NOUN
bracis-33613	196	23	.	.	PUNCT
bracis-33613	197	1	the	the	DET
bracis-33613	197	2	results	result	NOUN
bracis-33613	197	3	in	in	ADP
bracis-33613	197	4	this	this	DET
bracis-33613	197	5	table	table	NOUN
bracis-33613	197	6	show	show	VERB
bracis-33613	197	7	that	that	SCONJ
bracis-33613	197	8	the	the	DET
bracis-33613	197	9	classifier	classifier	NOUN
bracis-33613	197	10	that	that	PRON
bracis-33613	197	11	uses	use	VERB
bracis-33613	197	12	information	information	NOUN
bracis-33613	197	13	from	from	ADP
bracis-33613	197	14	the	the	DET
bracis-33613	197	15	citations	citation	NOUN
bracis-33613	197	16	performs	perform	VERB
bracis-33613	197	17	better	well	ADV
bracis-33613	197	18	in	in	ADP
bracis-33613	197	19	some	some	DET
bracis-33613	197	20	situations	situation	NOUN
bracis-33613	197	21	.	.	PUNCT
bracis-33613	198	1	precisely	precisely	ADV
bracis-33613	198	2	,	,	PUNCT
bracis-33613	198	3	it	it	PRON
bracis-33613	198	4	shows	show	VERB
bracis-33613	198	5	better	well	ADJ
bracis-33613	198	6	results	result	NOUN
bracis-33613	198	7	in	in	ADP
bracis-33613	198	8	“	"	PUNCT
bracis-33613	198	9	864	864	NUM
bracis-33613	198	10	labor	labor	NOUN
bracis-33613	198	11	law	law	NOUN
bracis-33613	198	12	”	"	PUNCT
bracis-33613	198	13	,	,	PUNCT
bracis-33613	198	14	“	"	PUNCT
bracis-33613	198	15	899	899	NUM
bracis-33613	198	16	civil	civil	ADJ
bracis-33613	198	17	right	right	NOUN
bracis-33613	198	18	”	"	PUNCT
bracis-33613	198	19	and	and	CCONJ
bracis-33613	198	20	“	"	PUNCT
bracis-33613	198	21	1209	1209	NUM
bracis-33613	198	22	criminal	criminal	ADJ
bracis-33613	198	23	procedural	procedural	ADJ
bracis-33613	198	24	law	law	NOUN
bracis-33613	198	25	”	"	PUNCT
bracis-33613	198	26	generic	generic	ADJ
bracis-33613	198	27	topics	topic	NOUN
bracis-33613	198	28	.	.	PUNCT
bracis-33613	199	1	we	we	PRON
bracis-33613	199	2	believe	believe	VERB
bracis-33613	199	3	that	that	SCONJ
bracis-33613	199	4	,	,	PUNCT
bracis-33613	199	5	in	in	ADP
bracis-33613	199	6	these	these	DET
bracis-33613	199	7	cases	case	NOUN
bracis-33613	199	8	,	,	PUNCT
bracis-33613	199	9	our	our	PRON
bracis-33613	199	10	approach	approach	NOUN
bracis-33613	199	11	is	be	AUX
bracis-33613	199	12	able	able	ADJ
bracis-33613	199	13	to	to	PART
bracis-33613	199	14	better	well	ADV
bracis-33613	199	15	capture	capture	VERB
bracis-33613	199	16	the	the	DET
bracis-33613	199	17	relationships	relationship	NOUN
bracis-33613	199	18	that	that	PRON
bracis-33613	199	19	exist	exist	VERB
bracis-33613	199	20	between	between	ADP
bracis-33613	199	21	legal	legal	ADJ
bracis-33613	199	22	provisions	provision	NOUN
bracis-33613	199	23	and	and	CCONJ
bracis-33613	199	24	specific	specific	ADJ
bracis-33613	199	25	topics	topic	NOUN
bracis-33613	199	26	due	due	ADP
bracis-33613	199	27	to	to	ADP
bracis-33613	199	28	the	the	DET
bracis-33613	199	29	existence	existence	NOUN
bracis-33613	199	30	of	of	ADP
bracis-33613	199	31	legal	legal	ADJ
bracis-33613	199	32	provisions	provision	NOUN
bracis-33613	199	33	that	that	PRON
bracis-33613	199	34	detail	detail	VERB
bracis-33613	199	35	several	several	ADJ
bracis-33613	199	36	specific	specific	ADJ
bracis-33613	199	37	situations	situation	NOUN
bracis-33613	199	38	in	in	ADP
bracis-33613	199	39	these	these	DET
bracis-33613	199	40	branches	branch	NOUN
bracis-33613	199	41	of	of	ADP
bracis-33613	199	42	law	law	NOUN
bracis-33613	199	43	.	.	PUNCT
bracis-33613	200	1	an	an	DET
bracis-33613	200	2	example	example	NOUN
bracis-33613	200	3	of	of	ADP
bracis-33613	200	4	an	an	DET
bracis-33613	200	5	application	application	NOUN
bracis-33613	200	6	where	where	SCONJ
bracis-33613	200	7	this	this	DET
bracis-33613	200	8	approach	approach	NOUN
bracis-33613	200	9	is	be	AUX
bracis-33613	200	10	very	very	ADV
bracis-33613	200	11	useful	useful	ADJ
bracis-33613	200	12	occurs	occur	VERB
bracis-33613	200	13	when	when	SCONJ
bracis-33613	200	14	a	a	DET
bracis-33613	200	15	petitioner	petitioner	NOUN
bracis-33613	200	16	only	only	ADV
bracis-33613	200	17	informs	inform	VERB
bracis-33613	200	18	a	a	DET
bracis-33613	200	19	generic	generic	ADJ
bracis-33613	200	20	topic	topic	NOUN
bracis-33613	200	21	when	when	SCONJ
bracis-33613	200	22	submitting	submit	VERB
bracis-33613	200	23	the	the	DET
bracis-33613	200	24	petition	petition	NOUN
bracis-33613	200	25	.	.	PUNCT
bracis-33613	201	1	in	in	ADP
bracis-33613	201	2	this	this	DET
bracis-33613	201	3	case	case	NOUN
bracis-33613	201	4	,	,	PUNCT
bracis-33613	201	5	a	a	DET
bracis-33613	201	6	meta	meta	NOUN
bracis-33613	201	7	-	-	PUNCT
bracis-33613	201	8	model	model	NOUN
bracis-33613	201	9	would	would	AUX
bracis-33613	201	10	be	be	AUX
bracis-33613	201	11	capable	capable	ADJ
bracis-33613	201	12	of	of	ADP
bracis-33613	201	13	identifying	identify	VERB
bracis-33613	201	14	which	which	DET
bracis-33613	201	15	approach	approach	NOUN
bracis-33613	201	16	is	be	AUX
bracis-33613	201	17	most	most	ADV
bracis-33613	201	18	suitable	suitable	ADJ
bracis-33613	201	19	for	for	ADP
bracis-33613	201	20	classifying	classify	VERB
bracis-33613	201	21	the	the	DET
bracis-33613	201	22	specific	specific	ADJ
bracis-33613	201	23	subject	subject	NOUN
bracis-33613	201	24	of	of	ADP
bracis-33613	201	25	that	that	DET
bracis-33613	201	26	petition	petition	NOUN
bracis-33613	201	27	based	base	VERB
bracis-33613	201	28	on	on	ADP
bracis-33613	201	29	the	the	DET
bracis-33613	201	30	generic	generic	ADJ
bracis-33613	201	31	topic	topic	NOUN
bracis-33613	201	32	informed	inform	VERB
bracis-33613	201	33	.	.	PUNCT
bracis-33613	202	1	indeed	indeed	ADV
bracis-33613	202	2	,	,	PUNCT
bracis-33613	202	3	we	we	PRON
bracis-33613	202	4	incorporated	incorporate	VERB
bracis-33613	202	5	a	a	DET
bracis-33613	202	6	version	version	NOUN
bracis-33613	202	7	of	of	ADP
bracis-33613	202	8	a	a	DET
bracis-33613	202	9	hierarchical	hierarchical	ADJ
bracis-33613	202	10	classification	classification	NOUN
bracis-33613	202	11	model	model	NOUN
bracis-33613	202	12	into	into	ADP
bracis-33613	202	13	the	the	DET
bracis-33613	202	14	cnj	cnj	PROPN
bracis-33613	202	15	’s	’s	PART
bracis-33613	202	16	sinapses	sinapse	NOUN
bracis-33613	202	17	platform	platform	NOUN
bracis-33613	202	18	 	 	SPACE
bracis-33613	202	19	[	[	X
bracis-33613	202	20	8	8	NUM
bracis-33613	202	21	]	]	PUNCT
bracis-33613	202	22	in	in	ADP
bracis-33613	202	23	the	the	DET
bracis-33613	202	24	form	form	NOUN
bracis-33613	202	25	of	of	ADP
bracis-33613	202	26	a	a	DET
bracis-33613	202	27	micro	micro	NOUN
bracis-33613	202	28	-	-	NOUN
bracis-33613	202	29	service	service	NOUN
bracis-33613	202	30	.	.	PUNCT
bracis-33613	203	1	this	this	DET
bracis-33613	203	2	platform	platform	NOUN
bracis-33613	203	3	aims	aim	VERB
bracis-33613	203	4	to	to	PART
bracis-33613	203	5	share	share	VERB
bracis-33613	203	6	,	,	PUNCT
bracis-33613	203	7	among	among	ADP
bracis-33613	203	8	brazilian	brazilian	ADJ
bracis-33613	203	9	judicial	judicial	ADJ
bracis-33613	203	10	institutions	institution	NOUN
bracis-33613	203	11	,	,	PUNCT
bracis-33613	203	12	models	model	NOUN
bracis-33613	203	13	of	of	ADP
bracis-33613	203	14	artificial	artificial	ADJ
bracis-33613	203	15	intelligence	intelligence	NOUN
bracis-33613	203	16	developed	develop	VERB
bracis-33613	203	17	by	by	ADP
bracis-33613	203	18	the	the	DET
bracis-33613	203	19	public	public	ADJ
bracis-33613	203	20	and	and	CCONJ
bracis-33613	203	21	private	private	ADJ
bracis-33613	203	22	sector	sector	NOUN
bracis-33613	203	23	.	.	PUNCT
bracis-33613	204	1	in	in	ADP
bracis-33613	204	2	fig	fig	NOUN
bracis-33613	204	3	.	.	PUNCT
bracis-33613	204	4	 	 	SPACE
bracis-33613	204	5	3	3	NUM
bracis-33613	204	6	,	,	PUNCT
bracis-33613	204	7	we	we	PRON
bracis-33613	204	8	shows	show	VERB
bracis-33613	204	9	the	the	DET
bracis-33613	204	10	interface	interface	NOUN
bracis-33613	204	11	of	of	ADP
bracis-33613	204	12	the	the	DET
bracis-33613	204	13	judicial	judicial	ADJ
bracis-33613	204	14	process	process	NOUN
bracis-33613	204	15	registration	registration	NOUN
bracis-33613	204	16	system	system	NOUN
bracis-33613	204	17	,	,	PUNCT
bracis-33613	204	18	pje	pje	PROPN
bracis-33613	204	19	,	,	PUNCT
bracis-33613	204	20	after	after	ADP
bracis-33613	204	21	the	the	DET
bracis-33613	204	22	implementation	implementation	NOUN
bracis-33613	204	23	of	of	ADP
bracis-33613	204	24	the	the	DET
bracis-33613	204	25	leaf	leaf	NOUN
bracis-33613	204	26	topic	topic	NOUN
bracis-33613	204	27	prediction	prediction	NOUN
bracis-33613	204	28	functionality	functionality	NOUN
bracis-33613	204	29	with	with	ADP
bracis-33613	204	30	the	the	DET
bracis-33613	204	31	call	call	NOUN
bracis-33613	204	32	of	of	ADP
bracis-33613	204	33	the	the	DET
bracis-33613	204	34	classification	classification	NOUN
bracis-33613	204	35	micro	micro	NOUN
bracis-33613	204	36	-	-	NOUN
bracis-33613	204	37	service	service	NOUN
bracis-33613	204	38	implemented	implement	VERB
bracis-33613	204	39	in	in	ADP
bracis-33613	204	40	the	the	DET
bracis-33613	204	41	sinapses	sinapse	NOUN
bracis-33613	204	42	platform	platform	NOUN
bracis-33613	204	43	.	.	PUNCT
bracis-33613	205	1	table	table	NOUN
bracis-33613	205	2	2	2	NUM
bracis-33613	205	3	.	.	X
bracis-33613	205	4	precision	precision	NOUN
bracis-33613	205	5	,	,	PUNCT
bracis-33613	205	6	recall	recall	NOUN
bracis-33613	205	7	and	and	CCONJ
bracis-33613	205	8	f1	f1	ADJ
bracis-33613	205	9	-	-	PUNCT
bracis-33613	205	10	score	score	NOUN
bracis-33613	205	11	results	result	NOUN
bracis-33613	205	12	for	for	ADP
bracis-33613	205	13	different	different	ADJ
bracis-33613	205	14	generic	generic	ADJ
bracis-33613	205	15	topics	topic	NOUN
bracis-33613	205	16	.	.	PUNCT
bracis-33613	206	1	here	here	ADV
bracis-33613	206	2	,	,	PUNCT
bracis-33613	206	3	n	n	PRON
bracis-33613	206	4	is	be	AUX
bracis-33613	206	5	the	the	DET
bracis-33613	206	6	number	number	NOUN
bracis-33613	206	7	of	of	ADP
bracis-33613	206	8	specific	specific	ADJ
bracis-33613	206	9	topics	topic	NOUN
bracis-33613	206	10	present	present	ADJ
bracis-33613	206	11	in	in	ADP
bracis-33613	206	12	each	each	DET
bracis-33613	206	13	generic	generic	ADJ
bracis-33613	206	14	topic	topic	NOUN
bracis-33613	206	15	.	.	PUNCT
bracis-33613	207	1	the	the	DET
bracis-33613	207	2	metrics	metric	NOUN
bracis-33613	207	3	show	show	VERB
bracis-33613	207	4	the	the	DET
bracis-33613	207	5	comparison	comparison	NOUN
bracis-33613	207	6	between	between	ADP
bracis-33613	207	7	the	the	DET
bracis-33613	207	8	classifier	classifier	NOUN
bracis-33613	207	9	that	that	PRON
bracis-33613	207	10	uses	use	VERB
bracis-33613	207	11	only	only	ADV
bracis-33613	207	12	the	the	DET
bracis-33613	207	13	text	text	NOUN
bracis-33613	207	14	of	of	ADP
bracis-33613	207	15	the	the	DET
bracis-33613	207	16	petitions	petition	NOUN
bracis-33613	207	17	and	and	CCONJ
bracis-33613	207	18	the	the	DET
bracis-33613	207	19	one	one	NOUN
bracis-33613	207	20	that	that	PRON
bracis-33613	207	21	uses	use	VERB
bracis-33613	207	22	the	the	DET
bracis-33613	207	23	text	text	NOUN
bracis-33613	207	24	and	and	CCONJ
bracis-33613	207	25	the	the	DET
bracis-33613	207	26	vector	vector	NOUN
bracis-33613	207	27	representation	representation	NOUN
bracis-33613	207	28	defined	define	VERB
bracis-33613	207	29	by	by	ADP
bracis-33613	207	30	our	our	PRON
bracis-33613	207	31	approach.full	approach.full	PROPN
bracis-33613	207	32	size	size	NOUN
bracis-33613	207	33	table	table	NOUN
bracis-33613	207	34	fig	fig	NOUN
bracis-33613	207	35	.	.	PUNCT
bracis-33613	208	1	3	3	X
bracis-33613	208	2	.	.	X
bracis-33613	208	3	screenshot	screenshot	NOUN
bracis-33613	208	4	of	of	ADP
bracis-33613	208	5	pje	pje	PROPN
bracis-33613	208	6	system	system	NOUN
bracis-33613	208	7	with	with	ADP
bracis-33613	208	8	the	the	DET
bracis-33613	208	9	feature	feature	NOUN
bracis-33613	208	10	of	of	ADP
bracis-33613	208	11	predicting	predict	VERB
bracis-33613	208	12	the	the	DET
bracis-33613	208	13	topic	topic	NOUN
bracis-33613	208	14	of	of	ADP
bracis-33613	208	15	a	a	DET
bracis-33613	208	16	petition	petition	NOUN
bracis-33613	208	17	.	.	PUNCT
bracis-33613	209	1	the	the	DET
bracis-33613	209	2	screenshot	screenshot	NOUN
bracis-33613	209	3	is	be	AUX
bracis-33613	209	4	numbered	number	VERB
bracis-33613	209	5	to	to	PART
bracis-33613	209	6	show	show	VERB
bracis-33613	209	7	:	:	PUNCT
bracis-33613	209	8	1	1	X
bracis-33613	209	9	)	)	PUNCT
bracis-33613	209	10	is	be	AUX
bracis-33613	209	11	the	the	DET
bracis-33613	209	12	main	main	ADJ
bracis-33613	209	13	topic	topic	NOUN
bracis-33613	209	14	informed	inform	VERB
bracis-33613	209	15	by	by	ADP
bracis-33613	209	16	the	the	DET
bracis-33613	209	17	user	user	NOUN
bracis-33613	209	18	,	,	PUNCT
bracis-33613	209	19	2	2	NUM
bracis-33613	209	20	)	)	PUNCT
bracis-33613	209	21	is	be	AUX
bracis-33613	209	22	the	the	DET
bracis-33613	209	23	predicted	predict	VERB
bracis-33613	209	24	specific	specific	ADJ
bracis-33613	209	25	topic	topic	NOUN
bracis-33613	209	26	and	and	CCONJ
bracis-33613	209	27	3	3	NUM
bracis-33613	209	28	)	)	PUNCT
bracis-33613	209	29	is	be	AUX
bracis-33613	209	30	the	the	DET
bracis-33613	209	31	text	text	NOUN
bracis-33613	209	32	of	of	ADP
bracis-33613	209	33	the	the	DET
bracis-33613	209	34	petition	petition	NOUN
bracis-33613	209	35	.	.	PUNCT
bracis-33613	210	1	full	full	ADJ
bracis-33613	210	2	size	size	NOUN
bracis-33613	210	3	image	image	NOUN
bracis-33613	210	4	5	5	NUM
bracis-33613	210	5	conclusion	conclusion	NOUN
bracis-33613	210	6	citations	citation	NOUN
bracis-33613	210	7	to	to	ADP
bracis-33613	210	8	existing	exist	VERB
bracis-33613	210	9	legal	legal	ADJ
bracis-33613	210	10	provisions	provision	NOUN
bracis-33613	210	11	in	in	ADP
bracis-33613	210	12	lawsuits	lawsuit	NOUN
bracis-33613	210	13	is	be	AUX
bracis-33613	210	14	an	an	DET
bracis-33613	210	15	important	important	ADJ
bracis-33613	210	16	particularity	particularity	NOUN
bracis-33613	210	17	of	of	ADP
bracis-33613	210	18	this	this	DET
bracis-33613	210	19	type	type	NOUN
bracis-33613	210	20	of	of	ADP
bracis-33613	210	21	document	document	NOUN
bracis-33613	210	22	.	.	PUNCT
bracis-33613	211	1	they	they	PRON
bracis-33613	211	2	add	add	VERB
bracis-33613	211	3	additional	additional	ADJ
bracis-33613	211	4	information	information	NOUN
bracis-33613	211	5	to	to	ADP
bracis-33613	211	6	the	the	DET
bracis-33613	211	7	text	text	NOUN
bracis-33613	211	8	and	and	CCONJ
bracis-33613	211	9	can	can	AUX
bracis-33613	211	10	be	be	AUX
bracis-33613	211	11	used	use	VERB
bracis-33613	211	12	by	by	ADP
bracis-33613	211	13	automatic	automatic	ADJ
bracis-33613	211	14	natural	natural	ADJ
bracis-33613	211	15	language	language	NOUN
bracis-33613	211	16	processing	processing	NOUN
bracis-33613	211	17	methods	method	NOUN
bracis-33613	211	18	for	for	ADP
bracis-33613	211	19	a	a	DET
bracis-33613	211	20	variety	variety	NOUN
bracis-33613	211	21	of	of	ADP
bracis-33613	211	22	tasks	task	NOUN
bracis-33613	211	23	.	.	PUNCT
bracis-33613	212	1	in	in	ADP
bracis-33613	212	2	this	this	DET
bracis-33613	212	3	article	article	NOUN
bracis-33613	212	4	we	we	PRON
bracis-33613	212	5	describe	describe	VERB
bracis-33613	212	6	how	how	SCONJ
bracis-33613	212	7	the	the	DET
bracis-33613	212	8	automatic	automatic	ADJ
bracis-33613	212	9	topic	topic	NOUN
bracis-33613	212	10	classification	classification	NOUN
bracis-33613	212	11	of	of	ADP
bracis-33613	212	12	a	a	DET
bracis-33613	212	13	legal	legal	ADJ
bracis-33613	212	14	petition	petition	NOUN
bracis-33613	212	15	can	can	AUX
bracis-33613	212	16	be	be	AUX
bracis-33613	212	17	enhanced	enhance	VERB
bracis-33613	212	18	based	base	VERB
bracis-33613	212	19	on	on	ADP
bracis-33613	212	20	these	these	DET
bracis-33613	212	21	citations	citation	NOUN
bracis-33613	212	22	.	.	PUNCT
bracis-33613	213	1	the	the	DET
bracis-33613	213	2	approach	approach	NOUN
bracis-33613	213	3	integrates	integrate	VERB
bracis-33613	213	4	transformer	transformer	NOUN
bracis-33613	213	5	-	-	PUNCT
bracis-33613	213	6	based	base	VERB
bracis-33613	213	7	methods	method	NOUN
bracis-33613	213	8	with	with	ADP
bracis-33613	213	9	a	a	DET
bracis-33613	213	10	complex	complex	ADJ
bracis-33613	213	11	network	network	NOUN
bracis-33613	213	12	in	in	ADP
bracis-33613	213	13	order	order	NOUN
bracis-33613	213	14	to	to	PART
bracis-33613	213	15	capture	capture	VERB
bracis-33613	213	16	,	,	PUNCT
bracis-33613	213	17	in	in	ADP
bracis-33613	213	18	addition	addition	NOUN
bracis-33613	213	19	to	to	ADP
bracis-33613	213	20	text	text	NOUN
bracis-33613	213	21	features	feature	NOUN
bracis-33613	213	22	,	,	PUNCT
bracis-33613	213	23	the	the	DET
bracis-33613	213	24	relationship	relationship	NOUN
bracis-33613	213	25	between	between	ADP
bracis-33613	213	26	legal	legal	ADJ
bracis-33613	213	27	citations	citation	NOUN
bracis-33613	213	28	that	that	PRON
bracis-33613	213	29	are	be	AUX
bracis-33613	213	30	present	present	ADJ
bracis-33613	213	31	in	in	ADP
bracis-33613	213	32	the	the	DET
bracis-33613	213	33	petitions	petition	NOUN
bracis-33613	213	34	and	and	CCONJ
bracis-33613	213	35	the	the	DET
bracis-33613	213	36	topic	topic	NOUN
bracis-33613	213	37	to	to	PART
bracis-33613	213	38	which	which	PRON
bracis-33613	213	39	the	the	DET
bracis-33613	213	40	petition	petition	NOUN
bracis-33613	213	41	refers	refer	VERB
bracis-33613	213	42	to	to	ADP
bracis-33613	213	43	.	.	PUNCT
bracis-33613	214	1	this	this	DET
bracis-33613	214	2	research	research	NOUN
bracis-33613	214	3	work	work	NOUN
bracis-33613	214	4	characterizes	characterize	VERB
bracis-33613	214	5	itself	itself	PRON
bracis-33613	214	6	by	by	ADP
bracis-33613	214	7	the	the	DET
bracis-33613	214	8	proposition	proposition	NOUN
bracis-33613	214	9	of	of	ADP
bracis-33613	214	10	a	a	DET
bracis-33613	214	11	novel	novel	ADJ
bracis-33613	214	12	method	method	NOUN
bracis-33613	214	13	based	base	VERB
bracis-33613	214	14	on	on	ADP
bracis-33613	214	15	the	the	DET
bracis-33613	214	16	combination	combination	NOUN
bracis-33613	214	17	of	of	ADP
bracis-33613	214	18	deep	deep	ADJ
bracis-33613	214	19	learning	learning	NOUN
bracis-33613	214	20	and	and	CCONJ
bracis-33613	214	21	complex	complex	ADJ
bracis-33613	214	22	networks	network	NOUN
bracis-33613	214	23	,	,	PUNCT
bracis-33613	214	24	and	and	CCONJ
bracis-33613	214	25	in	in	ADP
bracis-33613	214	26	the	the	DET
bracis-33613	214	27	application	application	NOUN
bracis-33613	214	28	of	of	ADP
bracis-33613	214	29	these	these	DET
bracis-33613	214	30	ideas	idea	NOUN
bracis-33613	214	31	in	in	ADP
bracis-33613	214	32	the	the	DET
bracis-33613	214	33	real	real	ADJ
bracis-33613	214	34	world	world	NOUN
bracis-33613	214	35	.	.	PUNCT
bracis-33613	215	1	the	the	DET
bracis-33613	215	2	implementation	implementation	NOUN
bracis-33613	215	3	of	of	ADP
bracis-33613	215	4	a	a	DET
bracis-33613	215	5	micro	micro	NOUN
bracis-33613	215	6	-	-	NOUN
bracis-33613	215	7	service	service	NOUN
bracis-33613	215	8	into	into	ADP
bracis-33613	215	9	the	the	DET
bracis-33613	215	10	justice	justice	NOUN
bracis-33613	215	11	national	national	PROPN
bracis-33613	215	12	platform	platform	NOUN
bracis-33613	215	13	as	as	ADV
bracis-33613	215	14	well	well	ADV
bracis-33613	215	15	as	as	ADP
bracis-33613	215	16	the	the	DET
bracis-33613	215	17	implementation	implementation	NOUN
bracis-33613	215	18	of	of	ADP
bracis-33613	215	19	a	a	DET
bracis-33613	215	20	front	front	ADJ
bracis-33613	215	21	-	-	PUNCT
bracis-33613	215	22	end	end	NOUN
bracis-33613	215	23	that	that	PRON
bracis-33613	215	24	uses	use	VERB
bracis-33613	215	25	this	this	DET
bracis-33613	215	26	service	service	NOUN
bracis-33613	215	27	constitutes	constitute	VERB
bracis-33613	215	28	a	a	DET
bracis-33613	215	29	novel	novel	ADJ
bracis-33613	215	30	tool	tool	NOUN
bracis-33613	215	31	to	to	PART
bracis-33613	215	32	be	be	AUX
bracis-33613	215	33	used	use	VERB
bracis-33613	215	34	country	country	NOUN
bracis-33613	215	35	wide	wide	ADJ
bracis-33613	215	36	by	by	ADP
bracis-33613	215	37	different	different	ADJ
bracis-33613	215	38	institutions	institution	NOUN
bracis-33613	215	39	of	of	ADP
bracis-33613	215	40	the	the	DET
bracis-33613	215	41	brazilian	brazilian	ADJ
bracis-33613	215	42	justice	justice	NOUN
bracis-33613	215	43	.	.	PUNCT
bracis-33613	216	1	it	it	PRON
bracis-33613	216	2	is	be	AUX
bracis-33613	216	3	expected	expect	VERB
bracis-33613	216	4	bringing	bring	VERB
bracis-33613	216	5	productivity	productivity	NOUN
bracis-33613	216	6	augmentation	augmentation	NOUN
bracis-33613	216	7	,	,	PUNCT
bracis-33613	216	8	reduction	reduction	NOUN
bracis-33613	216	9	of	of	ADP
bracis-33613	216	10	costs	cost	NOUN
bracis-33613	216	11	and	and	CCONJ
bracis-33613	216	12	more	more	ADJ
bracis-33613	216	13	agility	agility	NOUN
bracis-33613	216	14	to	to	ADP
bracis-33613	216	15	the	the	DET
bracis-33613	216	16	judicial	judicial	ADJ
bracis-33613	216	17	sentences	sentence	NOUN
bracis-33613	216	18	.	.	PUNCT
bracis-33613	217	1	future	future	ADJ
bracis-33613	217	2	work	work	NOUN
bracis-33613	217	3	involves	involve	VERB
bracis-33613	217	4	improving	improve	VERB
bracis-33613	217	5	accuracy	accuracy	NOUN
bracis-33613	217	6	of	of	ADP
bracis-33613	217	7	the	the	DET
bracis-33613	217	8	method	method	NOUN
bracis-33613	217	9	via	via	ADP
bracis-33613	217	10	fine	fine	ADV
bracis-33613	217	11	-	-	PUNCT
bracis-33613	217	12	tuning	tuning	NOUN
bracis-33613	217	13	of	of	ADP
bracis-33613	217	14	parameters	parameter	NOUN
bracis-33613	217	15	and	and	CCONJ
bracis-33613	217	16	techniques	technique	NOUN
bracis-33613	217	17	used	use	VERB
bracis-33613	217	18	to	to	PART
bracis-33613	217	19	manipulate	manipulate	VERB
bracis-33613	217	20	the	the	DET
bracis-33613	217	21	network	network	NOUN
bracis-33613	217	22	.	.	PUNCT
bracis-33613	218	1	for	for	ADP
bracis-33613	218	2	instance	instance	NOUN
bracis-33613	218	3	,	,	PUNCT
bracis-33613	218	4	investigations	investigation	NOUN
bracis-33613	218	5	of	of	ADP
bracis-33613	218	6	alternative	alternative	ADJ
bracis-33613	218	7	methods	method	NOUN
bracis-33613	218	8	for	for	ADP
bracis-33613	218	9	graph	graph	NOUN
bracis-33613	218	10	embedding	embed	VERB
bracis-33613	218	11	generation	generation	NOUN
bracis-33613	218	12	for	for	ADP
bracis-33613	218	13	capturing	capture	VERB
bracis-33613	218	14	temporal	temporal	ADJ
bracis-33613	218	15	relations	relation	NOUN
bracis-33613	218	16	may	may	AUX
bracis-33613	218	17	improve	improve	VERB
bracis-33613	218	18	the	the	DET
bracis-33613	218	19	final	final	ADJ
bracis-33613	218	20	results	result	NOUN
bracis-33613	218	21	.	.	PUNCT
bracis-33613	219	1	also	also	ADV
bracis-33613	219	2	,	,	PUNCT
bracis-33613	219	3	monitoring	monitor	VERB
bracis-33613	219	4	the	the	DET
bracis-33613	219	5	use	use	NOUN
bracis-33613	219	6	of	of	ADP
bracis-33613	219	7	the	the	DET
bracis-33613	219	8	classifier	classifier	NOUN
bracis-33613	219	9	by	by	ADP
bracis-33613	219	10	the	the	DET
bracis-33613	219	11	different	different	ADJ
bracis-33613	219	12	institutions	institution	NOUN
bracis-33613	219	13	may	may	AUX
bracis-33613	219	14	shed	shed	VERB
bracis-33613	219	15	lights	light	NOUN
bracis-33613	219	16	on	on	ADP
bracis-33613	219	17	the	the	DET
bracis-33613	219	18	user	user	NOUN
bracis-33613	219	19	experience	experience	NOUN
bracis-33613	219	20	and	and	CCONJ
bracis-33613	219	21	the	the	DET
bracis-33613	219	22	real	real	ADJ
bracis-33613	219	23	benefits	benefit	NOUN
bracis-33613	219	24	the	the	DET
bracis-33613	219	25	approach	approach	NOUN
bracis-33613	219	26	brings	bring	VERB
bracis-33613	219	27	to	to	ADP
bracis-33613	219	28	the	the	DET
bracis-33613	219	29	citizen	citizen	PROPN
bracis-33613	219	30	.	.	PUNCT
bracis-33613	220	1	notes	note	VERB
bracis-33613	220	2	1.the	1.the	DET
bracis-33613	220	3	verification	verification	NOUN
bracis-33613	220	4	of	of	ADP
bracis-33613	220	5	valid	valid	ADJ
bracis-33613	220	6	words	word	NOUN
bracis-33613	220	7	was	be	AUX
bracis-33613	220	8	performed	perform	VERB
bracis-33613	220	9	using	use	VERB
bracis-33613	220	10	the	the	DET
bracis-33613	220	11	lexicons	lexicon	NOUN
bracis-33613	220	12	proposed	propose	VERB
bracis-33613	220	13	by	by	ADP
bracis-33613	220	14	[	[	X
bracis-33613	220	15	18	18	NUM
bracis-33613	220	16	]	]	PUNCT
bracis-33613	220	17	.	.	PUNCT
bracis-33613	221	1	2.this	2.this	NUM
bracis-33613	221	2	merge	merge	NOUN
bracis-33613	221	3	method	method	NOUN
bracis-33613	221	4	is	be	AUX
bracis-33613	221	5	inspired	inspire	VERB
bracis-33613	221	6	by	by	ADP
bracis-33613	221	7	[	[	X
bracis-33613	221	8	26	26	NUM
bracis-33613	221	9	]	]	PUNCT
bracis-33613	221	10	.	.	PUNCT
bracis-33613	222	1	references	reference	NOUN
bracis-33613	222	2	aguiar	aguiar	PROPN
bracis-33613	222	3	,	,	PUNCT
bracis-33613	222	4	a.	a.	PROPN
bracis-33613	222	5	,	,	PUNCT
bracis-33613	222	6	silveira	silveira	PROPN
bracis-33613	222	7	,	,	PUNCT
bracis-33613	222	8	r.	r.	PROPN
bracis-33613	222	9	,	,	PUNCT
bracis-33613	222	10	furtado	furtado	PROPN
bracis-33613	222	11	,	,	PUNCT
bracis-33613	222	12	v.	v.	PROPN
bracis-33613	222	13	,	,	PUNCT
bracis-33613	222	14	pinheiro	pinheiro	PROPN
bracis-33613	222	15	,	,	PUNCT
bracis-33613	222	16	v.	v.	PROPN
bracis-33613	222	17	,	,	PUNCT
bracis-33613	222	18	neto	neto	NOUN
bracis-33613	222	19	,	,	PUNCT
bracis-33613	222	20	j.a.m	j.a.m	PROPN
bracis-33613	222	21	.	.	PUNCT
bracis-33613	222	22	:	:	PUNCT
bracis-33613	223	1	using	use	VERB
bracis-33613	223	2	topic	topic	NOUN
bracis-33613	223	3	modeling	modeling	NOUN
bracis-33613	223	4	in	in	ADP
bracis-33613	223	5	classification	classification	NOUN
bracis-33613	223	6	of	of	ADP
bracis-33613	223	7	brazilian	brazilian	ADJ
bracis-33613	223	8	lawsuits	lawsuit	NOUN
bracis-33613	223	9	.	.	PUNCT
bracis-33613	224	1	in	in	ADP
bracis-33613	224	2	:	:	PUNCT
bracis-33613	224	3	pinheiro	pinheiro	PROPN
bracis-33613	224	4	,	,	PUNCT
bracis-33613	224	5	v.	v.	ADV
bracis-33613	224	6	,	,	PUNCT
bracis-33613	224	7	et	et	PROPN
bracis-33613	224	8	al	al	PROPN
bracis-33613	224	9	.	.	PUNCT
bracis-33613	224	10	(	(	PUNCT
bracis-33613	224	11	eds	ed	NOUN
bracis-33613	224	12	.	.	PUNCT
bracis-33613	224	13	)	)	PUNCT
bracis-33613	224	14	propor	propor	ADJ
bracis-33613	224	15	2022	2022	NUM
bracis-33613	224	16	.	.	PUNCT
bracis-33613	225	1	lncs	lncs	PROPN
bracis-33613	225	2	(	(	PUNCT
bracis-33613	225	3	lnai	lnai	ADJ
bracis-33613	225	4	)	)	PUNCT
bracis-33613	225	5	,	,	PUNCT
bracis-33613	225	6	vol	vol	NOUN
bracis-33613	225	7	.	.	PROPN
bracis-33613	225	8	13208	13208	NUM
bracis-33613	225	9	,	,	PUNCT
bracis-33613	225	10	pp	pp	ADV
bracis-33613	225	11	.	.	PUNCT
bracis-33613	226	1	233–242	233–242	NUM
bracis-33613	226	2	.	.	PUNCT
bracis-33613	226	3	springer	springer	NOUN
bracis-33613	226	4	,	,	PUNCT
bracis-33613	226	5	cham	cham	PROPN
bracis-33613	226	6	(	(	PUNCT
bracis-33613	226	7	2022	2022	NUM
bracis-33613	226	8	)	)	PUNCT
bracis-33613	226	9	.	.	PUNCT
bracis-33613	227	1	https://doi.org/10.1007/978-3-030-98305-5_22	https://doi.org/10.1007/978-3-030-98305-5_22	PROPN
bracis-33613	227	2	chapter	chapter	NOUN
bracis-33613	227	3	  	  	SPACE
bracis-33613	227	4	math	math	NOUN
bracis-33613	227	5	  	  	SPACE
bracis-33613	227	6	google	google	PROPN
bracis-33613	227	7	scholar	scholar	NOUN
bracis-33613	227	8	  	  	SPACE
bracis-33613	227	9	aguiar	aguiar	NOUN
bracis-33613	227	10	,	,	PUNCT
bracis-33613	227	11	a.	a.	PROPN
bracis-33613	227	12	,	,	PUNCT
bracis-33613	227	13	silveira	silveira	PROPN
bracis-33613	227	14	,	,	PUNCT
bracis-33613	227	15	r.	r.	PROPN
bracis-33613	227	16	,	,	PUNCT
bracis-33613	227	17	pinheiro	pinheiro	PROPN
bracis-33613	227	18	,	,	PUNCT
bracis-33613	227	19	v.	v.	PROPN
bracis-33613	227	20	,	,	PUNCT
bracis-33613	227	21	furtado	furtado	NOUN
bracis-33613	227	22	,	,	PUNCT
bracis-33613	227	23	v.	v.	PROPN
bracis-33613	227	24	,	,	PUNCT
bracis-33613	227	25	neto	neto	NOUN
bracis-33613	227	26	,	,	PUNCT
bracis-33613	227	27	j.a	j.a	PROPN
bracis-33613	227	28	.	.	PROPN
bracis-33613	227	29	:	:	PUNCT
bracis-33613	228	1	text	text	NOUN
bracis-33613	228	2	classification	classification	NOUN
bracis-33613	228	3	in	in	ADP
bracis-33613	228	4	legal	legal	ADJ
bracis-33613	228	5	documents	document	NOUN
bracis-33613	228	6	extracted	extract	VERB
bracis-33613	228	7	from	from	ADP
bracis-33613	228	8	lawsuits	lawsuit	NOUN
bracis-33613	228	9	in	in	ADP
bracis-33613	228	10	brazilian	brazilian	ADJ
bracis-33613	228	11	courts	court	NOUN
bracis-33613	228	12	.	.	PUNCT
bracis-33613	229	1	in	in	ADP
bracis-33613	229	2	:	:	PUNCT
bracis-33613	229	3	anais	anais	PROPN
bracis-33613	229	4	da	da	PROPN
bracis-33613	229	5	x	x	PUNCT
bracis-33613	229	6	brazilian	brazilian	ADJ
bracis-33613	229	7	conference	conference	NOUN
bracis-33613	229	8	on	on	ADP
bracis-33613	229	9	intelligent	intelligent	ADJ
bracis-33613	229	10	systems	system	NOUN
bracis-33613	229	11	.	.	PUNCT
bracis-33613	230	1	sbc	sbc	PROPN
bracis-33613	230	2	,	,	PUNCT
bracis-33613	230	3	porto	porto	PROPN
bracis-33613	230	4	alegre	alegre	PROPN
bracis-33613	230	5	,	,	PUNCT
bracis-33613	230	6	rs	rs	NOUN
bracis-33613	230	7	,	,	PUNCT
bracis-33613	230	8	brasil	brasil	NOUN
bracis-33613	230	9	(	(	PUNCT
bracis-33613	230	10	2021	2021	NUM
bracis-33613	230	11	)	)	PUNCT
bracis-33613	230	12	.	.	PUNCT
bracis-33613	231	1	https://sol.sbc.org.br/index.php/bracis/article/view/19093	https://sol.sbc.org.br/index.php/bracis/article/view/19093	ADJ
bracis-33613	231	2	alupoaie	alupoaie	NOUN
bracis-33613	231	3	,	,	PUNCT
bracis-33613	231	4	s.	s.	PROPN
bracis-33613	231	5	,	,	PUNCT
bracis-33613	231	6	cunningham	cunningham	PROPN
bracis-33613	231	7	,	,	PUNCT
bracis-33613	231	8	p.	p.	NOUN
bracis-33613	231	9	:	:	PUNCT
bracis-33613	231	10	using	use	VERB
bracis-33613	231	11	tf	tf	PROPN
bracis-33613	231	12	-	-	PUNCT
bracis-33613	231	13	idf	idf	PROPN
bracis-33613	231	14	as	as	ADP
bracis-33613	231	15	an	an	DET
bracis-33613	231	16	edge	edge	NOUN
bracis-33613	231	17	weighting	weight	VERB
bracis-33613	231	18	scheme	scheme	NOUN
bracis-33613	231	19	in	in	ADP
bracis-33613	231	20	user	user	NOUN
bracis-33613	231	21	-	-	PUNCT
bracis-33613	231	22	object	object	NOUN
bracis-33613	231	23	bipartite	bipartite	NOUN
bracis-33613	231	24	networks	network	NOUN
bracis-33613	231	25	.	.	PUNCT
bracis-33613	232	1	arxiv	arxiv	PROPN
bracis-33613	232	2	preprint	preprint	PROPN
bracis-33613	232	3	arxiv:1308.6118	arxiv:1308.6118	PROPN
bracis-33613	232	4	(	(	PUNCT
bracis-33613	232	5	2013	2013	NUM
bracis-33613	232	6	)	)	PUNCT
bracis-33613	232	7	luz	luz	PROPN
bracis-33613	232	8	 	 	SPACE
bracis-33613	232	9	de	de	X
bracis-33613	232	10	araujo	araujo	PROPN
bracis-33613	232	11	,	,	PUNCT
bracis-33613	232	12	p.h	p.h	PROPN
bracis-33613	232	13	.	.	PROPN
bracis-33613	232	14	,	,	PUNCT
bracis-33613	232	15	de	de	PROPN
bracis-33613	232	16	 	 	SPACE
bracis-33613	232	17	campos	campos	PROPN
bracis-33613	232	18	,	,	PUNCT
bracis-33613	232	19	t.e	t.e	PROPN
bracis-33613	232	20	.	.	PROPN
bracis-33613	232	21	,	,	PUNCT
bracis-33613	232	22	ataides	ataide	VERB
bracis-33613	232	23	 	 	SPACE
bracis-33613	232	24	braz	braz	PROPN
bracis-33613	232	25	,	,	PUNCT
bracis-33613	232	26	f.	f.	PROPN
bracis-33613	232	27	,	,	PUNCT
bracis-33613	232	28	correia	correia	PROPN
bracis-33613	232	29	 	 	SPACE
bracis-33613	232	30	da	da	PROPN
bracis-33613	232	31	silva	silva	PROPN
bracis-33613	232	32	,	,	PUNCT
bracis-33613	232	33	n.	n.	NOUN
bracis-33613	232	34	:	:	PUNCT
bracis-33613	232	35	victor	victor	NOUN
bracis-33613	232	36	:	:	PUNCT
bracis-33613	232	37	a	a	DET
bracis-33613	232	38	dataset	dataset	NOUN
bracis-33613	232	39	for	for	ADP
bracis-33613	232	40	brazilian	brazilian	ADJ
bracis-33613	232	41	legal	legal	ADJ
bracis-33613	232	42	documents	document	NOUN
bracis-33613	232	43	classification	classification	NOUN
bracis-33613	232	44	.	.	PUNCT
bracis-33613	233	1	in	in	ADP
bracis-33613	233	2	:	:	PUNCT
bracis-33613	233	3	proceedings	proceeding	NOUN
bracis-33613	233	4	of	of	ADP
bracis-33613	233	5	the	the	DET
bracis-33613	233	6	12th	12th	ADJ
bracis-33613	233	7	language	language	NOUN
bracis-33613	233	8	resources	resource	NOUN
bracis-33613	233	9	and	and	CCONJ
bracis-33613	233	10	evaluation	evaluation	NOUN
bracis-33613	233	11	conference	conference	NOUN
bracis-33613	233	12	,	,	PUNCT
bracis-33613	233	13	pp	pp	X
bracis-33613	233	14	.	.	PUNCT
bracis-33613	233	15	1449–1458	1449–1458	NUM
bracis-33613	233	16	.	.	PUNCT
bracis-33613	234	1	european	european	ADJ
bracis-33613	234	2	language	language	PROPN
bracis-33613	234	3	resources	resource	NOUN
bracis-33613	234	4	association	association	PROPN
bracis-33613	234	5	,	,	PUNCT
bracis-33613	234	6	marseille	marseille	PROPN
bracis-33613	234	7	,	,	PUNCT
bracis-33613	234	8	france	france	PROPN
bracis-33613	234	9	(	(	PUNCT
bracis-33613	234	10	2020	2020	NUM
bracis-33613	234	11	)	)	PUNCT
bracis-33613	234	12	.	.	PUNCT
bracis-33613	235	1	https://aclanthology.org/2020.lrec-1.181	https://aclanthology.org/2020.lrec-1.181	PROPN
bracis-33613	235	2	carmichael	carmichael	PROPN
bracis-33613	235	3	,	,	PUNCT
bracis-33613	235	4	i.	i.	PROPN
bracis-33613	235	5	,	,	PUNCT
bracis-33613	235	6	wudel	wudel	PROPN
bracis-33613	235	7	,	,	PUNCT
bracis-33613	235	8	j.	j.	PROPN
bracis-33613	235	9	,	,	PUNCT
bracis-33613	235	10	kim	kim	PROPN
bracis-33613	235	11	,	,	PUNCT
bracis-33613	235	12	m.	m.	NOUN
bracis-33613	235	13	,	,	PUNCT
bracis-33613	235	14	jushchuk	jushchuk	PROPN
bracis-33613	235	15	,	,	PUNCT
bracis-33613	235	16	j.	j.	PROPN
bracis-33613	235	17	:	:	PUNCT
bracis-33613	235	18	examining	examine	VERB
bracis-33613	235	19	the	the	DET
bracis-33613	235	20	evolution	evolution	NOUN
bracis-33613	235	21	of	of	ADP
bracis-33613	235	22	legal	legal	ADJ
bracis-33613	235	23	precedent	precedent	NOUN
bracis-33613	235	24	through	through	ADP
bracis-33613	235	25	citation	citation	NOUN
bracis-33613	235	26	network	network	NOUN
bracis-33613	235	27	analysis	analysis	NOUN
bracis-33613	235	28	.	.	PUNCT
bracis-33613	236	1	ncl	ncl	PROPN
bracis-33613	236	2	rev	rev	PROPN
bracis-33613	236	3	.	.	PROPN
bracis-33613	236	4	96	96	NUM
bracis-33613	236	5	,	,	PUNCT
bracis-33613	236	6	227	227	NUM
bracis-33613	236	7	(	(	PUNCT
bracis-33613	236	8	2017	2017	NUM
bracis-33613	236	9	)	)	PUNCT
bracis-33613	236	10	google	google	PROPN
bracis-33613	236	11	scholar	scholar	NOUN
bracis-33613	236	12	  	  	SPACE
bracis-33613	236	13	chalkidis	chalkidis	PROPN
bracis-33613	236	14	,	,	PUNCT
bracis-33613	236	15	i.	i.	PROPN
bracis-33613	236	16	,	,	PUNCT
bracis-33613	236	17	androutsopoulos	androutsopoulo	NOUN
bracis-33613	236	18	,	,	PUNCT
bracis-33613	236	19	i.	i.	NOUN
bracis-33613	236	20	,	,	PUNCT
bracis-33613	236	21	aletras	aletras	PROPN
bracis-33613	236	22	,	,	PUNCT
bracis-33613	236	23	n.	n.	NOUN
bracis-33613	236	24	:	:	PUNCT
bracis-33613	236	25	neural	neural	ADJ
bracis-33613	236	26	legal	legal	ADJ
bracis-33613	236	27	judgment	judgment	NOUN
bracis-33613	236	28	prediction	prediction	NOUN
bracis-33613	236	29	in	in	ADP
bracis-33613	236	30	english	english	PROPN
bracis-33613	236	31	.	.	PUNCT
bracis-33613	237	1	corr	corr	PROPN
bracis-33613	237	2	abs/1906.02059	abs/1906.02059	PROPN
bracis-33613	237	3	(	(	PUNCT
bracis-33613	237	4	2019	2019	NUM
bracis-33613	237	5	)	)	PUNCT
bracis-33613	237	6	.	.	PUNCT
bracis-33613	238	1	http://arxiv.org/abs/1906.02059	http://arxiv.org/abs/1906.02059	PROPN
bracis-33613	238	2	cheng	cheng	PROPN
bracis-33613	238	3	,	,	PUNCT
bracis-33613	238	4	j.	j.	PROPN
bracis-33613	238	5	,	,	PUNCT
bracis-33613	238	6	danescu	danescu	NOUN
bracis-33613	238	7	-	-	PUNCT
bracis-33613	238	8	niculescu	niculescu	NOUN
bracis-33613	238	9	-	-	PUNCT
bracis-33613	238	10	mizil	mizil	NOUN
bracis-33613	238	11	,	,	PUNCT
bracis-33613	238	12	c.	c.	PROPN
bracis-33613	238	13	,	,	PUNCT
bracis-33613	238	14	leskovec	leskovec	PROPN
bracis-33613	238	15	,	,	PUNCT
bracis-33613	238	16	j.	j.	PROPN
bracis-33613	238	17	:	:	PUNCT
bracis-33613	238	18	antisocial	antisocial	ADJ
bracis-33613	238	19	behavior	behavior	NOUN
bracis-33613	238	20	in	in	ADP
bracis-33613	238	21	online	online	ADJ
bracis-33613	238	22	discussion	discussion	NOUN
bracis-33613	238	23	communities	community	NOUN
bracis-33613	238	24	.	.	PUNCT
bracis-33613	239	1	corr	corr	PROPN
bracis-33613	239	2	abs/1504.00680	abs/1504.00680	PROPN
bracis-33613	239	3	(	(	PUNCT
bracis-33613	239	4	2015	2015	NUM
bracis-33613	239	5	)	)	PUNCT
bracis-33613	239	6	.	.	PUNCT
bracis-33613	240	1	http://arxiv.org/abs/1504.00680	http://arxiv.org/abs/1504.00680	PROPN
bracis-33613	240	2	cnj	cnj	PROPN
bracis-33613	240	3	:	:	PUNCT
bracis-33613	240	4	sinapses	sinapse	NOUN
bracis-33613	240	5	(	(	PUNCT
bracis-33613	240	6	2022	2022	NUM
bracis-33613	240	7	)	)	PUNCT
bracis-33613	240	8	.	.	PUNCT
bracis-33613	241	1	https://sinapses.ia.pje.jus.br/.	https://sinapses.ia.pje.jus.br/.	VERB
bracis-33613	241	2	accessed	access	VERB
bracis-33613	241	3	9	9	NUM
bracis-33613	241	4	aug	aug	PROPN
bracis-33613	241	5	2022	2022	NUM
bracis-33613	241	6	cnj	cnj	PROPN
bracis-33613	241	7	:	:	PUNCT
bracis-33613	241	8	sistema	sistema	PROPN
bracis-33613	241	9	de	de	X
bracis-33613	241	10	gestão	gestão	PROPN
bracis-33613	241	11	de	de	PROPN
bracis-33613	241	12	tabelas	tabelas	PROPN
bracis-33613	241	13	processuais	processuais	PROPN
bracis-33613	241	14	unificadas	unificadas	PROPN
bracis-33613	241	15	(	(	PUNCT
bracis-33613	241	16	2022	2022	NUM
bracis-33613	241	17	)	)	PUNCT
bracis-33613	241	18	.	.	PUNCT
bracis-33613	242	1	https://www.cnj.jus.br/sgt/consulta_publica_assuntos.php	https://www.cnj.jus.br/sgt/consulta_publica_assuntos.php	ADJ
bracis-33613	242	2	.	.	PUNCT
bracis-33613	243	1	accessed	access	VERB
bracis-33613	243	2	9	9	NUM
bracis-33613	243	3	aug	aug	PROPN
bracis-33613	243	4	2022	2022	NUM
bracis-33613	243	5	devlin	devlin	PROPN
bracis-33613	243	6	,	,	PUNCT
bracis-33613	243	7	j.	j.	PROPN
bracis-33613	243	8	,	,	PUNCT
bracis-33613	243	9	chang	chang	PROPN
bracis-33613	243	10	,	,	PUNCT
bracis-33613	243	11	m.	m.	PROPN
bracis-33613	243	12	,	,	PUNCT
bracis-33613	243	13	lee	lee	PROPN
bracis-33613	243	14	,	,	PUNCT
bracis-33613	243	15	k.	k.	PROPN
bracis-33613	243	16	,	,	PUNCT
bracis-33613	243	17	toutanova	toutanova	PROPN
bracis-33613	243	18	,	,	PUNCT
bracis-33613	243	19	k.	k.	PROPN
bracis-33613	243	20	:	:	PUNCT
bracis-33613	244	1	bert	bert	PROPN
bracis-33613	244	2	:	:	PUNCT
bracis-33613	244	3	pre	pre	ADJ
bracis-33613	244	4	-	-	NOUN
bracis-33613	244	5	training	training	NOUN
bracis-33613	244	6	of	of	ADP
bracis-33613	244	7	deep	deep	ADJ
bracis-33613	244	8	bidirectional	bidirectional	ADJ
bracis-33613	244	9	transformers	transformer	NOUN
bracis-33613	244	10	for	for	ADP
bracis-33613	244	11	language	language	NOUN
bracis-33613	244	12	understanding	understanding	NOUN
bracis-33613	244	13	.	.	PUNCT
bracis-33613	245	1	in	in	ADP
bracis-33613	245	2	:	:	PUNCT
bracis-33613	245	3	burstein	burstein	PROPN
bracis-33613	245	4	,	,	PUNCT
bracis-33613	245	5	j.	j.	PROPN
bracis-33613	245	6	,	,	PUNCT
bracis-33613	245	7	doran	doran	PROPN
bracis-33613	245	8	,	,	PUNCT
bracis-33613	245	9	c.	c.	PROPN
bracis-33613	245	10	,	,	PUNCT
bracis-33613	245	11	solorio	solorio	PROPN
bracis-33613	245	12	,	,	PUNCT
bracis-33613	245	13	t.	t.	PROPN
bracis-33613	245	14	(	(	PUNCT
bracis-33613	245	15	eds	eds	PROPN
bracis-33613	245	16	.	.	PUNCT
bracis-33613	245	17	)	)	PUNCT
bracis-33613	245	18	proceedings	proceeding	NOUN
bracis-33613	245	19	of	of	ADP
bracis-33613	245	20	the	the	DET
bracis-33613	245	21	2019	2019	NUM
bracis-33613	245	22	conference	conference	NOUN
bracis-33613	245	23	of	of	ADP
bracis-33613	245	24	the	the	DET
bracis-33613	245	25	north	north	ADJ
bracis-33613	245	26	american	american	ADJ
bracis-33613	245	27	chapter	chapter	NOUN
bracis-33613	245	28	of	of	ADP
bracis-33613	245	29	the	the	DET
bracis-33613	245	30	association	association	NOUN
bracis-33613	245	31	for	for	ADP
bracis-33613	245	32	computational	computational	ADJ
bracis-33613	245	33	linguistics	linguistic	NOUN
bracis-33613	245	34	:	:	PUNCT
bracis-33613	245	35	human	human	ADJ
bracis-33613	245	36	language	language	NOUN
bracis-33613	245	37	technologies	technology	NOUN
bracis-33613	245	38	,	,	PUNCT
bracis-33613	245	39	naacl	naacl	PROPN
bracis-33613	245	40	-	-	PUNCT
bracis-33613	245	41	hlt	hlt	PROPN
bracis-33613	245	42	2019	2019	NUM
bracis-33613	245	43	,	,	PUNCT
bracis-33613	245	44	minneapolis	minneapolis	PROPN
bracis-33613	245	45	,	,	PUNCT
bracis-33613	245	46	mn	mn	PROPN
bracis-33613	245	47	,	,	PUNCT
bracis-33613	245	48	usa	usa	PROPN
bracis-33613	245	49	,	,	PUNCT
bracis-33613	245	50	2–7	2–7	PROPN
bracis-33613	245	51	june	june	PROPN
bracis-33613	245	52	2019	2019	NUM
bracis-33613	245	53	,	,	PUNCT
bracis-33613	245	54	volume	volume	NOUN
bracis-33613	245	55	1	1	NUM
bracis-33613	245	56	(	(	PUNCT
bracis-33613	245	57	long	long	ADJ
bracis-33613	245	58	and	and	CCONJ
bracis-33613	245	59	short	short	ADJ
bracis-33613	245	60	papers	paper	NOUN
bracis-33613	245	61	)	)	PUNCT
bracis-33613	245	62	,	,	PUNCT
bracis-33613	245	63	pp	pp	ADV
bracis-33613	245	64	.	.	PUNCT
bracis-33613	246	1	4171–4186	4171–4186	NUM
bracis-33613	246	2	.	.	PUNCT
bracis-33613	247	1	association	association	NOUN
bracis-33613	247	2	for	for	ADP
bracis-33613	247	3	computational	computational	ADJ
bracis-33613	247	4	linguistics	linguistic	NOUN
bracis-33613	247	5	(	(	PUNCT
bracis-33613	247	6	2019	2019	NUM
bracis-33613	247	7	)	)	PUNCT
bracis-33613	247	8	.	.	PUNCT
bracis-33613	248	1	https://doi.org/10.18653/v1/n19-1423	https://doi.org/10.18653/v1/n19-1423	PROPN
bracis-33613	248	2	fowler	fowler	PROPN
bracis-33613	248	3	,	,	PUNCT
bracis-33613	248	4	j.h	j.h	PROPN
bracis-33613	248	5	.	.	PROPN
bracis-33613	248	6	,	,	PUNCT
bracis-33613	248	7	johnson	johnson	PROPN
bracis-33613	248	8	,	,	PUNCT
bracis-33613	248	9	t.r	t.r	PROPN
bracis-33613	248	10	.	.	PROPN
bracis-33613	248	11	,	,	PUNCT
bracis-33613	248	12	spriggs	spriggs	PROPN
bracis-33613	248	13	,	,	PUNCT
bracis-33613	248	14	j.f	j.f	PROPN
bracis-33613	248	15	.	.	PROPN
bracis-33613	248	16	,	,	PUNCT
bracis-33613	248	17	jeon	jeon	PROPN
bracis-33613	248	18	,	,	PUNCT
bracis-33613	248	19	s.	s.	PROPN
bracis-33613	248	20	,	,	PUNCT
bracis-33613	248	21	wahlbeck	wahlbeck	NOUN
bracis-33613	248	22	,	,	PUNCT
bracis-33613	248	23	p.j	p.j	PROPN
bracis-33613	248	24	.	.	PROPN
bracis-33613	248	25	:	:	PUNCT
bracis-33613	249	1	network	network	NOUN
bracis-33613	249	2	analysis	analysis	NOUN
bracis-33613	249	3	and	and	CCONJ
bracis-33613	249	4	the	the	DET
bracis-33613	249	5	law	law	NOUN
bracis-33613	249	6	:	:	PUNCT
bracis-33613	249	7	measuring	measure	VERB
bracis-33613	249	8	the	the	DET
bracis-33613	249	9	legal	legal	ADJ
bracis-33613	249	10	importance	importance	NOUN
bracis-33613	249	11	of	of	ADP
bracis-33613	249	12	precedents	precedent	NOUN
bracis-33613	249	13	at	at	ADP
bracis-33613	249	14	the	the	DET
bracis-33613	249	15	us	us	PROPN
bracis-33613	249	16	supreme	supreme	PROPN
bracis-33613	249	17	court	court	PROPN
bracis-33613	249	18	.	.	PUNCT
bracis-33613	250	1	polit	polit	PROPN
bracis-33613	250	2	.	.	PROPN
bracis-33613	251	1	anal	anal	PROPN
bracis-33613	251	2	.	.	PUNCT
bracis-33613	252	1	15(3	15(3	NUM
bracis-33613	252	2	)	)	PUNCT
bracis-33613	253	1	,	,	PUNCT
bracis-33613	253	2	324–346	324–346	NUM
bracis-33613	253	3	(	(	PUNCT
bracis-33613	253	4	2007	2007	NUM
bracis-33613	253	5	)	)	PUNCT
bracis-33613	253	6	article	article	NOUN
bracis-33613	253	7	  	  	SPACE
bracis-33613	253	8	google	google	PROPN
bracis-33613	253	9	scholar	scholar	NOUN
bracis-33613	253	10	  	  	SPACE
bracis-33613	253	11	kipf	kipf	PROPN
bracis-33613	253	12	,	,	PUNCT
bracis-33613	253	13	t.n	t.n	PROPN
bracis-33613	253	14	.	.	PROPN
bracis-33613	253	15	,	,	PUNCT
bracis-33613	253	16	welling	well	VERB
bracis-33613	253	17	,	,	PUNCT
bracis-33613	253	18	m.	m.	NOUN
bracis-33613	253	19	:	:	PUNCT
bracis-33613	253	20	semisupervised	semisupervise	VERB
bracis-33613	253	21	classification	classification	NOUN
bracis-33613	253	22	with	with	ADP
bracis-33613	253	23	graph	graph	NOUN
bracis-33613	253	24	convolutional	convolutional	ADJ
bracis-33613	253	25	networks	network	NOUN
bracis-33613	253	26	.	.	PUNCT
bracis-33613	254	1	in	in	ADP
bracis-33613	254	2	:	:	PUNCT
bracis-33613	254	3	5th	5th	ADJ
bracis-33613	254	4	international	international	ADJ
bracis-33613	254	5	conference	conference	NOUN
bracis-33613	254	6	on	on	ADP
bracis-33613	254	7	learning	learn	VERB
bracis-33613	254	8	representations	representation	NOUN
bracis-33613	254	9	(	(	PUNCT
bracis-33613	254	10	iclr	iclr	NOUN
bracis-33613	254	11	)	)	PUNCT
bracis-33613	254	12	(	(	PUNCT
bracis-33613	254	13	2017	2017	NUM
bracis-33613	254	14	)	)	PUNCT
bracis-33613	254	15	google	google	NOUN
bracis-33613	254	16	scholar	scholar	NOUN
bracis-33613	254	17	  	  	SPACE
bracis-33613	254	18	koniaris	koniaris	ADJ
bracis-33613	254	19	,	,	PUNCT
bracis-33613	254	20	m.	m.	NOUN
bracis-33613	254	21	,	,	PUNCT
bracis-33613	254	22	anagnostopoulos	anagnostopoulos	PROPN
bracis-33613	254	23	,	,	PUNCT
bracis-33613	254	24	i.	i.	NOUN
bracis-33613	254	25	,	,	PUNCT
bracis-33613	254	26	vassiliou	vassiliou	NOUN
bracis-33613	254	27	,	,	PUNCT
bracis-33613	254	28	y.	y.	NOUN
bracis-33613	254	29	:	:	PUNCT
bracis-33613	254	30	network	network	NOUN
bracis-33613	254	31	analysis	analysis	NOUN
bracis-33613	254	32	in	in	ADP
bracis-33613	254	33	the	the	DET
bracis-33613	254	34	legal	legal	ADJ
bracis-33613	254	35	domain	domain	NOUN
bracis-33613	254	36	:	:	PUNCT
bracis-33613	254	37	a	a	DET
bracis-33613	254	38	complex	complex	ADJ
bracis-33613	254	39	model	model	NOUN
bracis-33613	254	40	for	for	ADP
bracis-33613	254	41	european	european	PROPN
bracis-33613	254	42	union	union	PROPN
bracis-33613	254	43	legal	legal	ADJ
bracis-33613	254	44	sources	source	NOUN
bracis-33613	254	45	.	.	PUNCT
bracis-33613	255	1	j.	j.	PROPN
bracis-33613	255	2	complex	complex	PROPN
bracis-33613	255	3	netw	netw	NOUN
bracis-33613	255	4	.	.	PUNCT
bracis-33613	256	1	6(2	6(2	NUM
bracis-33613	256	2	)	)	PUNCT
bracis-33613	256	3	,	,	PUNCT
bracis-33613	256	4	243–268	243–268	NUM
bracis-33613	256	5	(	(	PUNCT
bracis-33613	256	6	2018	2018	NUM
bracis-33613	256	7	)	)	PUNCT
bracis-33613	256	8	article	article	NOUN
bracis-33613	256	9	  	  	SPACE
bracis-33613	256	10	math	math	NOUN
bracis-33613	256	11	  	  	SPACE
bracis-33613	256	12	google	google	PROPN
bracis-33613	256	13	scholar	scholar	NOUN
bracis-33613	256	14	  	  	SPACE
bracis-33613	256	15	limsopatham	limsopatham	NOUN
bracis-33613	256	16	,	,	PUNCT
bracis-33613	256	17	n.	n.	NOUN
bracis-33613	256	18	:	:	PUNCT
bracis-33613	256	19	effectively	effectively	ADV
bracis-33613	256	20	leveraging	leverage	VERB
bracis-33613	256	21	bert	bert	NOUN
bracis-33613	256	22	for	for	ADP
bracis-33613	256	23	legal	legal	ADJ
bracis-33613	256	24	document	document	NOUN
bracis-33613	256	25	classification	classification	NOUN
bracis-33613	256	26	.	.	PUNCT
bracis-33613	257	1	in	in	ADP
bracis-33613	257	2	:	:	PUNCT
bracis-33613	257	3	proceedings	proceeding	NOUN
bracis-33613	257	4	of	of	ADP
bracis-33613	257	5	the	the	DET
bracis-33613	257	6	natural	natural	ADJ
bracis-33613	257	7	legal	legal	ADJ
bracis-33613	257	8	language	language	NOUN
bracis-33613	257	9	processing	processing	NOUN
bracis-33613	257	10	workshop	workshop	NOUN
bracis-33613	257	11	2021	2021	NUM
bracis-33613	257	12	,	,	PUNCT
bracis-33613	257	13	pp	pp	ADJ
bracis-33613	257	14	.	.	PUNCT
bracis-33613	258	1	210–216	210–216	NUM
bracis-33613	258	2	.	.	X
bracis-33613	258	3	association	association	NOUN
bracis-33613	258	4	for	for	ADP
bracis-33613	258	5	computational	computational	ADJ
bracis-33613	258	6	linguistics	linguistic	NOUN
bracis-33613	258	7	,	,	PUNCT
bracis-33613	258	8	punta	punta	PROPN
bracis-33613	258	9	cana	cana	PROPN
bracis-33613	258	10	,	,	PUNCT
bracis-33613	258	11	dominican	dominican	PROPN
bracis-33613	258	12	republic	republic	NOUN
bracis-33613	258	13	(	(	PUNCT
bracis-33613	258	14	2021	2021	NUM
bracis-33613	258	15	)	)	PUNCT
bracis-33613	258	16	.	.	PUNCT
bracis-33613	259	1	https://doi.org/10.18653/v1/2021.nllp-1.22	https://doi.org/10.18653/v1/2021.nllp-1.22	NOUN
bracis-33613	259	2	.	.	PUNCT
bracis-33613	260	1	https://aclanthology.org/2021.nllp-1.22	https://aclanthology.org/2021.nllp-1.22	PROPN
bracis-33613	260	2	liu	liu	PROPN
bracis-33613	260	3	,	,	PUNCT
bracis-33613	260	4	r.	r.	PROPN
bracis-33613	260	5	,	,	PUNCT
bracis-33613	260	6	hirn	hirn	PROPN
bracis-33613	260	7	,	,	PUNCT
bracis-33613	260	8	m.	m.	NOUN
bracis-33613	260	9	,	,	PUNCT
bracis-33613	260	10	krishnan	krishnan	PROPN
bracis-33613	260	11	,	,	PUNCT
bracis-33613	260	12	a.	a.	NOUN
bracis-33613	260	13	:	:	PUNCT
bracis-33613	260	14	accurately	accurately	ADV
bracis-33613	260	15	modeling	model	VERB
bracis-33613	260	16	biased	biased	ADJ
bracis-33613	260	17	random	random	ADJ
bracis-33613	260	18	walks	walk	NOUN
bracis-33613	260	19	on	on	ADP
bracis-33613	260	20	weighted	weight	VERB
bracis-33613	260	21	graphs	graph	NOUN
bracis-33613	260	22	using	use	VERB
bracis-33613	260	23	node2vec+	node2vec+	PROPN
bracis-33613	260	24	.	.	PUNCT
bracis-33613	261	1	arxiv	arxiv	PROPN
bracis-33613	261	2	preprint	preprint	VERB
bracis-33613	261	3	arxiv:2109.08031	arxiv:2109.08031	NOUN
bracis-33613	261	4	(	(	PUNCT
bracis-33613	261	5	2021	2021	NUM
bracis-33613	261	6	)	)	PUNCT
bracis-33613	261	7	liu	liu	PROPN
bracis-33613	261	8	,	,	PUNCT
bracis-33613	261	9	r.	r.	PROPN
bracis-33613	261	10	,	,	PUNCT
bracis-33613	261	11	krishnan	krishnan	PROPN
bracis-33613	261	12	,	,	PUNCT
bracis-33613	261	13	a.	a.	NOUN
bracis-33613	261	14	:	:	PUNCT
bracis-33613	261	15	pecanpy	pecanpy	NOUN
bracis-33613	261	16	:	:	PUNCT
bracis-33613	261	17	a	a	PRON
bracis-33613	261	18	fast	fast	ADJ
bracis-33613	261	19	,	,	PUNCT
bracis-33613	261	20	efficient	efficient	ADJ
bracis-33613	261	21	and	and	CCONJ
bracis-33613	261	22	parallelized	parallelize	VERB
bracis-33613	261	23	python	python	NOUN
bracis-33613	261	24	implementation	implementation	NOUN
bracis-33613	261	25	of	of	ADP
bracis-33613	261	26	node2vec	node2vec	NOUN
bracis-33613	261	27	.	.	PUNCT
bracis-33613	262	1	bioinformatics	bioinformatic	NOUN
bracis-33613	262	2	37(19	37(19	NUM
bracis-33613	262	3	)	)	PUNCT
bracis-33613	262	4	,	,	PUNCT
bracis-33613	262	5	3377–3379	3377–3379	NUM
bracis-33613	262	6	(	(	PUNCT
bracis-33613	262	7	2021	2021	NUM
bracis-33613	262	8	)	)	PUNCT
bracis-33613	262	9	google	google	PROPN
bracis-33613	262	10	scholar	scholar	NOUN
bracis-33613	262	11	  	  	SPACE
bracis-33613	262	12	liu	liu	PROPN
bracis-33613	262	13	,	,	PUNCT
bracis-33613	262	14	y.	y.	PROPN
bracis-33613	262	15	,	,	PUNCT
bracis-33613	262	16	et	et	PROPN
bracis-33613	262	17	al	al	PROPN
bracis-33613	262	18	.	.	PUNCT
bracis-33613	262	19	:	:	PUNCT
bracis-33613	263	1	roberta	roberta	NOUN
bracis-33613	263	2	:	:	PUNCT
bracis-33613	263	3	a	a	DET
bracis-33613	263	4	robustly	robustly	ADV
bracis-33613	263	5	optimized	optimize	VERB
bracis-33613	263	6	bert	bert	NOUN
bracis-33613	263	7	pretraining	pretraine	VERB
bracis-33613	263	8	approach	approach	NOUN
bracis-33613	263	9	.	.	PUNCT
bracis-33613	264	1	corr	corr	PROPN
bracis-33613	264	2	abs/1907.11692	abs/1907.11692	PROPN
bracis-33613	264	3	(	(	PUNCT
bracis-33613	264	4	2019	2019	NUM
bracis-33613	264	5	)	)	PUNCT
bracis-33613	264	6	.	.	PUNCT
bracis-33613	265	1	http://arxiv.org/abs/1907.11692	http://arxiv.org/abs/1907.11692	PROPN
bracis-33613	265	2	muniz	muniz	PROPN
bracis-33613	265	3	,	,	PUNCT
bracis-33613	265	4	m.	m.	NOUN
bracis-33613	265	5	:	:	PUNCT
bracis-33613	265	6	a	a	DET
bracis-33613	265	7	construcão	construcão	PROPN
bracis-33613	265	8	de	de	X
bracis-33613	265	9	recursos	recursos	X
bracis-33613	265	10	linguistico	linguistico	NOUN
bracis-33613	265	11	-	-	PUNCT
bracis-33613	265	12	computacionais	computacionais	NOUN
bracis-33613	265	13	para	para	PROPN
bracis-33613	265	14	o	o	PROPN
bracis-33613	265	15	português	português	PROPN
bracis-33613	265	16	do	do	AUX
bracis-33613	265	17	brasil	brasil	PROPN
bracis-33613	265	18	:	:	PUNCT
bracis-33613	265	19	o	o	PROPN
bracis-33613	265	20	projeto	projeto	PROPN
bracis-33613	265	21	unitex	unitex	NOUN
bracis-33613	265	22	-	-	PUNCT
bracis-33613	265	23	pb	pb	PROPN
bracis-33613	265	24	.	.	PUNCT
bracis-33613	266	1	dissertação	dissertação	NOUN
bracis-33613	266	2	(	(	PUNCT
bracis-33613	266	3	mestrado	mestrado	VERB
bracis-33613	266	4	em	em	PRON
bracis-33613	266	5	ciências	ciências	PROPN
bracis-33613	266	6	de	de	X
bracis-33613	266	7	computação	computação	PROPN
bracis-33613	266	8	e	e	PROPN
bracis-33613	266	9	matemática	matemática	PROPN
bracis-33613	266	10	computacional	computacional	PROPN
bracis-33613	266	11	)	)	PUNCT
bracis-33613	266	12	instituto	instituto	PROPN
bracis-33613	266	13	de	de	PROPN
bracis-33613	266	14	ciências	ciências	PROPN
bracis-33613	266	15	matemáticas	matemáticas	NOUN
bracis-33613	266	16	e	e	X
bracis-33613	266	17	de	de	X
bracis-33613	266	18	computação	computação	PROPN
bracis-33613	266	19	,	,	PUNCT
bracis-33613	266	20	universidade	universidade	PROPN
bracis-33613	266	21	de	de	PROPN
bracis-33613	266	22	são	são	PROPN
bracis-33613	266	23	paulo	paulo	PROPN
bracis-33613	266	24	(	(	PUNCT
bracis-33613	266	25	2004	2004	NUM
bracis-33613	266	26	)	)	PUNCT
bracis-33613	266	27	.	.	PUNCT
bracis-33613	267	1	https://doi.org/10.11606/d.55.2020.tde-19022020-151305	https://doi.org/10.11606/d.55.2020.tde-19022020-151305	PROPN
bracis-33613	267	2	newman	newman	PROPN
bracis-33613	267	3	,	,	PUNCT
bracis-33613	267	4	m.	m.	NOUN
bracis-33613	267	5	:	:	PUNCT
bracis-33613	267	6	networks	network	NOUN
bracis-33613	267	7	.	.	PUNCT
bracis-33613	268	1	oxford	oxford	PROPN
bracis-33613	268	2	university	university	PROPN
bracis-33613	268	3	press	press	NOUN
bracis-33613	268	4	(	(	PUNCT
bracis-33613	268	5	2018	2018	NUM
bracis-33613	268	6	)	)	PUNCT
bracis-33613	268	7	google	google	PROPN
bracis-33613	268	8	scholar	scholar	NOUN
bracis-33613	268	9	  	  	SPACE
bracis-33613	268	10	newman	newman	PROPN
bracis-33613	268	11	,	,	PUNCT
bracis-33613	268	12	m.e	m.e	PROPN
bracis-33613	268	13	.	.	PROPN
bracis-33613	268	14	:	:	PUNCT
bracis-33613	268	15	mixing	mix	VERB
bracis-33613	268	16	patterns	pattern	NOUN
bracis-33613	268	17	in	in	ADP
bracis-33613	268	18	networks	network	NOUN
bracis-33613	268	19	.	.	PUNCT
bracis-33613	269	1	phys	phy	NOUN
bracis-33613	269	2	.	.	PUNCT
bracis-33613	270	1	rev	rev	PROPN
bracis-33613	270	2	.	.	PUNCT
bracis-33613	271	1	e	e	PROPN
bracis-33613	271	2	67(2	67(2	NUM
bracis-33613	271	3	)	)	PUNCT
bracis-33613	271	4	,	,	PUNCT
bracis-33613	271	5	026126	026126	NUM
bracis-33613	271	6	(	(	PUNCT
bracis-33613	271	7	2003	2003	NUM
bracis-33613	271	8	)	)	PUNCT
bracis-33613	271	9	google	google	PROPN
bracis-33613	271	10	scholar	scholar	NOUN
bracis-33613	271	11	  	  	SPACE
bracis-33613	271	12	noguti	noguti	PROPN
bracis-33613	271	13	,	,	PUNCT
bracis-33613	271	14	m.y	m.y	PROPN
bracis-33613	271	15	.	.	PROPN
bracis-33613	271	16	,	,	PUNCT
bracis-33613	271	17	vellasques	vellasque	NOUN
bracis-33613	271	18	,	,	PUNCT
bracis-33613	271	19	e.	e.	PROPN
bracis-33613	271	20	,	,	PUNCT
bracis-33613	271	21	oliveira	oliveira	PROPN
bracis-33613	271	22	,	,	PUNCT
bracis-33613	271	23	l.s	l.s	PROPN
bracis-33613	271	24	.	.	NOUN
bracis-33613	271	25	:	:	PUNCT
bracis-33613	272	1	legal	legal	ADJ
bracis-33613	272	2	document	document	NOUN
bracis-33613	272	3	classification	classification	NOUN
bracis-33613	272	4	:	:	PUNCT
bracis-33613	272	5	an	an	DET
bracis-33613	272	6	application	application	NOUN
bracis-33613	272	7	to	to	ADP
bracis-33613	272	8	law	law	NOUN
bracis-33613	272	9	area	area	NOUN
bracis-33613	272	10	prediction	prediction	NOUN
bracis-33613	272	11	of	of	ADP
bracis-33613	272	12	petitions	petition	NOUN
bracis-33613	272	13	to	to	ADP
bracis-33613	272	14	public	public	ADJ
bracis-33613	272	15	prosecution	prosecution	NOUN
bracis-33613	272	16	service	service	NOUN
bracis-33613	272	17	.	.	PUNCT
bracis-33613	273	1	in	in	ADP
bracis-33613	273	2	:	:	PUNCT
bracis-33613	273	3	2020	2020	NUM
bracis-33613	273	4	international	international	ADJ
bracis-33613	273	5	joint	joint	ADJ
bracis-33613	273	6	conference	conference	NOUN
bracis-33613	273	7	on	on	ADP
bracis-33613	273	8	neural	neural	ADJ
bracis-33613	273	9	networks	network	NOUN
bracis-33613	273	10	(	(	PUNCT
bracis-33613	273	11	ijcnn	ijcnn	PROPN
bracis-33613	273	12	)	)	PUNCT
bracis-33613	273	13	,	,	PUNCT
bracis-33613	273	14	pp	pp	ADP
bracis-33613	273	15	.	.	PUNCT
bracis-33613	273	16	 	 	SPACE
bracis-33613	274	1	1–8	1–8	NUM
bracis-33613	274	2	(	(	PUNCT
bracis-33613	274	3	2020	2020	NUM
bracis-33613	274	4	)	)	PUNCT
bracis-33613	274	5	.	.	PUNCT
bracis-33613	275	1	https://doi.org/10.1109/ijcnn48605.2020.9207211	https://doi.org/10.1109/ijcnn48605.2020.9207211	PROPN
bracis-33613	275	2	pérez	pérez	NOUN
bracis-33613	275	3	-	-	PUNCT
bracis-33613	275	4	rosas	rosa	NOUN
bracis-33613	275	5	,	,	PUNCT
bracis-33613	275	6	v.	v.	PROPN
bracis-33613	275	7	,	,	PUNCT
bracis-33613	275	8	mihalcea	mihalcea	PROPN
bracis-33613	275	9	,	,	PUNCT
bracis-33613	275	10	r.	r.	PROPN
bracis-33613	275	11	:	:	PUNCT
bracis-33613	275	12	experiments	experiment	NOUN
bracis-33613	275	13	in	in	ADP
bracis-33613	275	14	open	open	ADJ
bracis-33613	275	15	domain	domain	NOUN
bracis-33613	275	16	deception	deception	NOUN
bracis-33613	275	17	detection	detection	NOUN
bracis-33613	275	18	.	.	PUNCT
bracis-33613	276	1	in	in	ADP
bracis-33613	276	2	:	:	PUNCT
bracis-33613	276	3	proceedings	proceeding	NOUN
bracis-33613	276	4	of	of	ADP
bracis-33613	276	5	the	the	DET
bracis-33613	276	6	2015	2015	NUM
bracis-33613	276	7	conference	conference	NOUN
bracis-33613	276	8	on	on	ADP
bracis-33613	276	9	empirical	empirical	ADJ
bracis-33613	276	10	methods	method	NOUN
bracis-33613	276	11	in	in	ADP
bracis-33613	276	12	natural	natural	ADJ
bracis-33613	276	13	language	language	NOUN
bracis-33613	276	14	processing	processing	NOUN
bracis-33613	276	15	,	,	PUNCT
bracis-33613	276	16	pp	pp	ADJ
bracis-33613	276	17	.	.	PUNCT
bracis-33613	276	18	1120–1125	1120–1125	NUM
bracis-33613	276	19	.	.	PUNCT
bracis-33613	276	20	association	association	NOUN
bracis-33613	276	21	for	for	ADP
bracis-33613	276	22	computational	computational	ADJ
bracis-33613	276	23	linguistics	linguistic	NOUN
bracis-33613	276	24	,	,	PUNCT
bracis-33613	276	25	lisbon	lisbon	PROPN
bracis-33613	276	26	,	,	PUNCT
bracis-33613	276	27	portugal	portugal	PROPN
bracis-33613	276	28	(	(	PUNCT
bracis-33613	276	29	2015	2015	NUM
bracis-33613	276	30	)	)	PUNCT
bracis-33613	276	31	.	.	PUNCT
bracis-33613	277	1	https://doi.org/10.18653/v1/d15-1133	https://doi.org/10.18653/v1/d15-1133	PROPN
bracis-33613	277	2	.	.	PUNCT
bracis-33613	278	1	https://aclanthology.org/d15-1133	https://aclanthology.org/d15-1133	PROPN
bracis-33613	278	2	pinheiro	pinheiro	PROPN
bracis-33613	278	3	,	,	PUNCT
bracis-33613	278	4	v.	v.	PROPN
bracis-33613	278	5	,	,	PUNCT
bracis-33613	278	6	pequeno	pequeno	NOUN
bracis-33613	278	7	,	,	PUNCT
bracis-33613	278	8	t.	t.	PROPN
bracis-33613	278	9	,	,	PUNCT
bracis-33613	278	10	furtado	furtado	PROPN
bracis-33613	278	11	,	,	PUNCT
bracis-33613	278	12	v.	v.	PROPN
bracis-33613	278	13	,	,	PUNCT
bracis-33613	278	14	nogueira	nogueira	PROPN
bracis-33613	278	15	,	,	PUNCT
bracis-33613	278	16	d.	d.	PROPN
bracis-33613	278	17	:	:	PUNCT
bracis-33613	278	18	information	information	NOUN
bracis-33613	278	19	extraction	extraction	NOUN
bracis-33613	278	20	from	from	ADP
bracis-33613	278	21	text	text	NOUN
bracis-33613	278	22	based	base	VERB
bracis-33613	278	23	on	on	ADP
bracis-33613	278	24	semantic	semantic	ADJ
bracis-33613	278	25	inferentialism	inferentialism	NOUN
bracis-33613	278	26	.	.	PUNCT
bracis-33613	279	1	in	in	ADP
bracis-33613	279	2	:	:	PUNCT
bracis-33613	279	3	andreasen	andreasen	NOUN
bracis-33613	279	4	,	,	PUNCT
bracis-33613	279	5	t.	t.	NOUN
bracis-33613	279	6	,	,	PUNCT
bracis-33613	279	7	yager	yager	NOUN
bracis-33613	279	8	,	,	PUNCT
bracis-33613	279	9	r.r	r.r	PROPN
bracis-33613	279	10	.	.	PROPN
bracis-33613	279	11	,	,	PUNCT
bracis-33613	279	12	bulskov	bulskov	PROPN
bracis-33613	279	13	,	,	PUNCT
bracis-33613	279	14	h.	h.	PROPN
bracis-33613	279	15	,	,	PUNCT
bracis-33613	279	16	christiansen	christiansen	PROPN
bracis-33613	279	17	,	,	PUNCT
bracis-33613	279	18	h.	h.	PROPN
bracis-33613	279	19	,	,	PUNCT
bracis-33613	279	20	larsen	larsen	PROPN
bracis-33613	279	21	,	,	PUNCT
bracis-33613	279	22	h.l	h.l	PROPN
bracis-33613	279	23	.	.	PROPN
bracis-33613	279	24	(	(	PUNCT
bracis-33613	279	25	eds	ed	NOUN
bracis-33613	279	26	.	.	PUNCT
bracis-33613	279	27	)	)	PUNCT
bracis-33613	280	1	fqas	fqas	ADJ
bracis-33613	280	2	2009	2009	NUM
bracis-33613	280	3	.	.	PUNCT
bracis-33613	281	1	lncs	lncs	PROPN
bracis-33613	281	2	(	(	PUNCT
bracis-33613	281	3	lnai	lnai	ADJ
bracis-33613	281	4	)	)	PUNCT
bracis-33613	281	5	,	,	PUNCT
bracis-33613	281	6	vol	vol	NOUN
bracis-33613	281	7	.	.	PROPN
bracis-33613	281	8	5822	5822	NUM
bracis-33613	281	9	,	,	PUNCT
bracis-33613	281	10	pp	pp	ADJ
bracis-33613	281	11	.	.	PUNCT
bracis-33613	282	1	333–344	333–344	NUM
bracis-33613	282	2	.	.	PUNCT
bracis-33613	282	3	springer	springer	NOUN
bracis-33613	282	4	,	,	PUNCT
bracis-33613	282	5	heidelberg	heidelberg	PROPN
bracis-33613	282	6	(	(	PUNCT
bracis-33613	282	7	2009	2009	NUM
bracis-33613	282	8	)	)	PUNCT
bracis-33613	282	9	.	.	PUNCT
bracis-33613	283	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-33613	283	2	chapter	chapter	NOUN
bracis-33613	283	3	  	  	SPACE
bracis-33613	283	4	math	math	NOUN
bracis-33613	283	5	  	  	SPACE
bracis-33613	283	6	google	google	PROPN
bracis-33613	283	7	scholar	scholar	NOUN
bracis-33613	283	8	  	  	SPACE
bracis-33613	283	9	pires	pire	NOUN
bracis-33613	283	10	,	,	PUNCT
bracis-33613	283	11	r.s	r.s	PROPN
bracis-33613	283	12	.	.	PROPN
bracis-33613	283	13	,	,	PUNCT
bracis-33613	283	14	oliveira	oliveira	PROPN
bracis-33613	283	15	,	,	PUNCT
bracis-33613	283	16	e.a	e.a	PROPN
bracis-33613	283	17	.	.	PROPN
bracis-33613	283	18	,	,	PUNCT
bracis-33613	283	19	almeida	almeida	PROPN
bracis-33613	283	20	,	,	PUNCT
bracis-33613	283	21	v.f	v.f	PROPN
bracis-33613	283	22	.	.	PROPN
bracis-33613	283	23	,	,	PUNCT
bracis-33613	283	24	neto	neto	PROPN
bracis-33613	283	25	,	,	PUNCT
bracis-33613	283	26	j.a.m	j.a.m	PROPN
bracis-33613	283	27	.	.	PROPN
bracis-33613	283	28	,	,	PUNCT
bracis-33613	283	29	furtado	furtado	PROPN
bracis-33613	283	30	,	,	PUNCT
bracis-33613	283	31	v.	v.	PROPN
bracis-33613	283	32	:	:	PUNCT
bracis-33613	283	33	análise	análise	PROPN
bracis-33613	283	34	da	da	PROPN
bracis-33613	283	35	ontologia	ontologia	ADJ
bracis-33613	283	36	dos	do	NOUN
bracis-33613	283	37	assuntos	assunto	NOUN
bracis-33613	283	38	jurídicos	jurídicos	PROPN
bracis-33613	283	39	e	e	PROPN
bracis-33613	283	40	suas	suas	PROPN
bracis-33613	283	41	respectivas	respectivas	PROPN
bracis-33613	283	42	legislações	legislações	PROPN
bracis-33613	283	43	através	através	PROPN
bracis-33613	283	44	de	de	PROPN
bracis-33613	283	45	redes	redes	PROPN
bracis-33613	283	46	complexas	complexas	PROPN
bracis-33613	283	47	.	.	PUNCT
bracis-33613	284	1	in	in	ADP
bracis-33613	284	2	:	:	PUNCT
bracis-33613	284	3	anais	anais	PROPN
bracis-33613	284	4	do	do	AUX
bracis-33613	284	5	xi	xi	ADP
bracis-33613	284	6	brazilian	brazilian	ADJ
bracis-33613	284	7	workshop	workshop	NOUN
bracis-33613	284	8	on	on	ADP
bracis-33613	284	9	social	social	ADJ
bracis-33613	284	10	network	network	NOUN
bracis-33613	284	11	analysis	analysis	NOUN
bracis-33613	284	12	and	and	CCONJ
bracis-33613	284	13	mining	mining	NOUN
bracis-33613	284	14	,	,	PUNCT
bracis-33613	284	15	pp	pp	ADJ
bracis-33613	284	16	.	.	PUNCT
bracis-33613	285	1	181–191	181–191	NUM
bracis-33613	285	2	.	.	PUNCT
bracis-33613	286	1	sbc	sbc	NOUN
bracis-33613	286	2	(	(	PUNCT
bracis-33613	286	3	2022	2022	NUM
bracis-33613	286	4	)	)	PUNCT
bracis-33613	286	5	google	google	PROPN
bracis-33613	286	6	scholar	scholar	NOUN
bracis-33613	286	7	  	  	SPACE
bracis-33613	286	8	pires	pire	NOUN
bracis-33613	286	9	,	,	PUNCT
bracis-33613	286	10	r.s	r.s	PROPN
bracis-33613	286	11	.	.	PROPN
bracis-33613	286	12	,	,	PUNCT
bracis-33613	286	13	oliveira	oliveira	PROPN
bracis-33613	286	14	,	,	PUNCT
bracis-33613	286	15	e.a	e.a	PROPN
bracis-33613	286	16	.	.	PROPN
bracis-33613	286	17	,	,	PUNCT
bracis-33613	286	18	fernandes	fernandes	PROPN
bracis-33613	286	19	,	,	PUNCT
bracis-33613	286	20	c.g	c.g	PROPN
bracis-33613	286	21	.	.	PROPN
bracis-33613	286	22	,	,	PUNCT
bracis-33613	286	23	neto	neto	PROPN
bracis-33613	286	24	,	,	PUNCT
bracis-33613	286	25	j.a.m	j.a.m	PROPN
bracis-33613	286	26	.	.	PROPN
bracis-33613	286	27	,	,	PUNCT
bracis-33613	286	28	furtado	furtado	PROPN
bracis-33613	286	29	,	,	PUNCT
bracis-33613	286	30	v.	v.	ADP
bracis-33613	286	31	:	:	PUNCT
bracis-33613	286	32	mapping	map	VERB
bracis-33613	286	33	landmark	landmark	NOUN
bracis-33613	286	34	cases	case	NOUN
bracis-33613	286	35	in	in	ADP
bracis-33613	286	36	the	the	DET
bracis-33613	286	37	us	us	PROPN
bracis-33613	286	38	legal	legal	ADJ
bracis-33613	286	39	system	system	NOUN
bracis-33613	286	40	.	.	PUNCT
bracis-33613	287	1	ceur	ceur	PROPN
bracis-33613	287	2	workshop	workshop	NOUN
bracis-33613	287	3	proceedings	proceeding	NOUN
bracis-33613	287	4	(	(	PUNCT
bracis-33613	287	5	2021	2021	NUM
bracis-33613	287	6	)	)	PUNCT
bracis-33613	287	7	google	google	PROPN
bracis-33613	287	8	scholar	scholar	NOUN
bracis-33613	287	9	  	  	SPACE
bracis-33613	287	10	rahman	rahman	PROPN
bracis-33613	287	11	,	,	PUNCT
bracis-33613	287	12	w.	w.	PROPN
bracis-33613	287	13	,	,	PUNCT
bracis-33613	287	14	et	et	PROPN
bracis-33613	287	15	al	al	PROPN
bracis-33613	287	16	.	.	PROPN
bracis-33613	287	17	:	:	PUNCT
bracis-33613	287	18	integrating	integrate	VERB
bracis-33613	287	19	multimodal	multimodal	ADJ
bracis-33613	287	20	information	information	NOUN
bracis-33613	287	21	in	in	ADP
bracis-33613	287	22	large	large	ADJ
bracis-33613	287	23	pretrained	pretraine	VERB
bracis-33613	287	24	transformers	transformer	NOUN
bracis-33613	287	25	.	.	PUNCT
bracis-33613	288	1	in	in	ADP
bracis-33613	288	2	:	:	PUNCT
bracis-33613	288	3	proceedings	proceeding	NOUN
bracis-33613	288	4	of	of	ADP
bracis-33613	288	5	the	the	DET
bracis-33613	288	6	58th	58th	ADJ
bracis-33613	288	7	annual	annual	ADJ
bracis-33613	288	8	meeting	meeting	NOUN
bracis-33613	288	9	of	of	ADP
bracis-33613	288	10	the	the	DET
bracis-33613	288	11	association	association	NOUN
bracis-33613	288	12	for	for	ADP
bracis-33613	288	13	computational	computational	ADJ
bracis-33613	288	14	linguistics	linguistic	NOUN
bracis-33613	288	15	,	,	PUNCT
bracis-33613	288	16	pp	pp	ADJ
bracis-33613	288	17	.	.	PUNCT
bracis-33613	288	18	2359–2369	2359–2369	NUM
bracis-33613	288	19	.	.	PUNCT
bracis-33613	288	20	association	association	NOUN
bracis-33613	288	21	for	for	ADP
bracis-33613	288	22	computational	computational	ADJ
bracis-33613	288	23	linguistics	linguistic	NOUN
bracis-33613	288	24	,	,	PUNCT
bracis-33613	288	25	online	online	ADV
bracis-33613	288	26	(	(	PUNCT
bracis-33613	288	27	2020	2020	NUM
bracis-33613	288	28	)	)	PUNCT
bracis-33613	288	29	.	.	PUNCT
bracis-33613	289	1	https://doi.org/10.18653/v1/2020.acl-main.214	https://doi.org/10.18653/v1/2020.acl-main.214	PROPN
bracis-33613	289	2	.	.	PUNCT
bracis-33613	290	1	https://aclanthology.org/2020.acl-main.214	https://aclanthology.org/2020.acl-main.214	PROPN
bracis-33613	290	2	ruhl	ruhl	PROPN
bracis-33613	290	3	,	,	PUNCT
bracis-33613	290	4	j.	j.	PROPN
bracis-33613	290	5	,	,	PUNCT
bracis-33613	290	6	katz	katz	PROPN
bracis-33613	290	7	,	,	PUNCT
bracis-33613	290	8	d.m	d.m	PROPN
bracis-33613	290	9	.	.	PROPN
bracis-33613	290	10	,	,	PUNCT
bracis-33613	290	11	bommarito	bommarito	PROPN
bracis-33613	290	12	,	,	PUNCT
bracis-33613	290	13	m.j	m.j	PROPN
bracis-33613	290	14	.	.	PROPN
bracis-33613	290	15	:	:	PUNCT
bracis-33613	290	16	harnessing	harness	VERB
bracis-33613	290	17	legal	legal	ADJ
bracis-33613	290	18	complexity	complexity	NOUN
bracis-33613	290	19	.	.	PUNCT
bracis-33613	291	1	science	science	NOUN
bracis-33613	291	2	355(6332	355(6332	NUM
bracis-33613	291	3	)	)	PUNCT
bracis-33613	291	4	,	,	PUNCT
bracis-33613	291	5	1377–1378	1377–1378	NUM
bracis-33613	291	6	(	(	PUNCT
bracis-33613	291	7	2017	2017	NUM
bracis-33613	291	8	)	)	PUNCT
bracis-33613	291	9	article	article	NOUN
bracis-33613	291	10	  	  	SPACE
bracis-33613	291	11	google	google	PROPN
bracis-33613	291	12	scholar	scholar	NOUN
bracis-33613	291	13	  	  	SPACE
bracis-33613	291	14	sanh	sanh	NOUN
bracis-33613	291	15	,	,	PUNCT
bracis-33613	291	16	v.	v.	ADV
bracis-33613	291	17	,	,	PUNCT
bracis-33613	291	18	debut	debut	PROPN
bracis-33613	291	19	,	,	PUNCT
bracis-33613	291	20	l.	l.	PROPN
bracis-33613	291	21	,	,	PUNCT
bracis-33613	291	22	chaumond	chaumond	PROPN
bracis-33613	291	23	,	,	PUNCT
bracis-33613	291	24	j.	j.	PROPN
bracis-33613	291	25	,	,	PUNCT
bracis-33613	291	26	wolf	wolf	PROPN
bracis-33613	291	27	,	,	PUNCT
bracis-33613	291	28	t.	t.	PROPN
bracis-33613	291	29	:	:	PUNCT
bracis-33613	291	30	distilbert	distilbert	PROPN
bracis-33613	291	31	,	,	PUNCT
bracis-33613	291	32	a	a	DET
bracis-33613	291	33	distilled	distil	VERB
bracis-33613	291	34	version	version	NOUN
bracis-33613	291	35	of	of	ADP
bracis-33613	291	36	bert	bert	NOUN
bracis-33613	291	37	:	:	PUNCT
bracis-33613	291	38	smaller	small	ADJ
bracis-33613	291	39	,	,	PUNCT
bracis-33613	291	40	faster	fast	ADJ
bracis-33613	291	41	,	,	PUNCT
bracis-33613	291	42	cheaper	cheap	ADJ
bracis-33613	291	43	and	and	CCONJ
bracis-33613	291	44	lighter	light	ADJ
bracis-33613	291	45	.	.	PUNCT
bracis-33613	292	1	corr	corr	PROPN
bracis-33613	292	2	abs/1910.01108	abs/1910.01108	PROPN
bracis-33613	292	3	(	(	PUNCT
bracis-33613	292	4	2019	2019	NUM
bracis-33613	292	5	)	)	PUNCT
bracis-33613	292	6	.	.	PUNCT
bracis-33613	293	1	http://arxiv.org/abs/1910.01108	http://arxiv.org/abs/1910.01108	PROPN
bracis-33613	293	2	shaheen	shaheen	PROPN
bracis-33613	293	3	,	,	PUNCT
bracis-33613	293	4	z.	z.	PROPN
bracis-33613	293	5	,	,	PUNCT
bracis-33613	293	6	wohlgenannt	wohlgenannt	PROPN
bracis-33613	293	7	,	,	PUNCT
bracis-33613	293	8	g.	g.	PROPN
bracis-33613	293	9	,	,	PUNCT
bracis-33613	293	10	filtz	filtz	PROPN
bracis-33613	293	11	,	,	PUNCT
bracis-33613	293	12	e.	e.	PROPN
bracis-33613	293	13	:	:	PUNCT
bracis-33613	293	14	large	large	ADJ
bracis-33613	293	15	scale	scale	NOUN
bracis-33613	293	16	legal	legal	ADJ
bracis-33613	293	17	text	text	NOUN
bracis-33613	293	18	classification	classification	NOUN
bracis-33613	293	19	using	use	VERB
bracis-33613	293	20	transformer	transformer	NOUN
bracis-33613	293	21	models	model	NOUN
bracis-33613	293	22	.	.	PUNCT
bracis-33613	294	1	corr	corr	PROPN
bracis-33613	294	2	abs/2010.12871	abs/2010.12871	PROPN
bracis-33613	294	3	(	(	PUNCT
bracis-33613	294	4	2020	2020	NUM
bracis-33613	294	5	)	)	PUNCT
bracis-33613	294	6	.	.	PUNCT
bracis-33613	295	1	https://arxiv.org/abs/2010.12871	https://arxiv.org/abs/2010.12871	PROPN
bracis-33613	295	2	silva	silva	PROPN
bracis-33613	295	3	,	,	PUNCT
bracis-33613	295	4	n.	n.	PROPN
bracis-33613	295	5	,	,	PUNCT
bracis-33613	295	6	braz	braz	PROPN
bracis-33613	295	7	,	,	PUNCT
bracis-33613	295	8	f.	f.	PROPN
bracis-33613	295	9	,	,	PUNCT
bracis-33613	295	10	de	de	PROPN
bracis-33613	295	11	 	 	SPACE
bracis-33613	295	12	campos	campos	PROPN
bracis-33613	295	13	,	,	PUNCT
bracis-33613	295	14	t.	t.	PROPN
bracis-33613	295	15	:	:	PUNCT
bracis-33613	295	16	document	document	NOUN
bracis-33613	295	17	type	type	NOUN
bracis-33613	295	18	classification	classification	NOUN
bracis-33613	295	19	for	for	ADP
bracis-33613	295	20	brazil	brazil	PROPN
bracis-33613	295	21	’s	’s	PART
bracis-33613	295	22	supreme	supreme	PROPN
bracis-33613	295	23	court	court	PROPN
bracis-33613	295	24	using	use	VERB
bracis-33613	295	25	a	a	DET
bracis-33613	295	26	convolutional	convolutional	ADJ
bracis-33613	295	27	neural	neural	ADJ
bracis-33613	295	28	network	network	NOUN
bracis-33613	295	29	.	.	PUNCT
bracis-33613	296	1	in	in	ADP
bracis-33613	296	2	:	:	PUNCT
bracis-33613	296	3	10th	10th	ADJ
bracis-33613	296	4	international	international	ADJ
bracis-33613	296	5	conference	conference	NOUN
bracis-33613	296	6	on	on	ADP
bracis-33613	296	7	forensic	forensic	ADJ
bracis-33613	296	8	computer	computer	NOUN
bracis-33613	296	9	science	science	NOUN
bracis-33613	296	10	and	and	CCONJ
bracis-33613	296	11	cyber	cyber	NOUN
bracis-33613	296	12	law	law	NOUN
bracis-33613	296	13	(	(	PUNCT
bracis-33613	296	14	icofcs	icofc	NOUN
bracis-33613	296	15	)	)	PUNCT
bracis-33613	296	16	,	,	PUNCT
bracis-33613	296	17	sao	sao	PROPN
bracis-33613	296	18	paulo	paulo	PROPN
bracis-33613	296	19	,	,	PUNCT
bracis-33613	296	20	brazil	brazil	PROPN
bracis-33613	296	21	,	,	PUNCT
bracis-33613	296	22	pp	pp	ADP
bracis-33613	296	23	.	.	PUNCT
bracis-33613	297	1	7–11	7–11	NOUN
bracis-33613	297	2	(	(	PUNCT
bracis-33613	297	3	2018	2018	NUM
bracis-33613	297	4	)	)	PUNCT
bracis-33613	297	5	.	.	PUNCT
bracis-33613	298	1	https://doi.org/10.5769/c2018001	https://doi.org/10.5769/c2018001	PROPN
bracis-33613	298	2	souza	souza	PROPN
bracis-33613	298	3	,	,	PUNCT
bracis-33613	298	4	f.	f.	PROPN
bracis-33613	298	5	,	,	PUNCT
bracis-33613	298	6	nogueira	nogueira	PROPN
bracis-33613	298	7	,	,	PUNCT
bracis-33613	298	8	r.	r.	PROPN
bracis-33613	298	9	,	,	PUNCT
bracis-33613	298	10	lotufo	lotufo	PROPN
bracis-33613	298	11	,	,	PUNCT
bracis-33613	298	12	r.	r.	PROPN
bracis-33613	298	13	:	:	PUNCT
bracis-33613	298	14	bertimbau	bertimbau	PROPN
bracis-33613	298	15	:	:	PUNCT
bracis-33613	298	16	pretrained	pretraine	VERB
bracis-33613	298	17	bert	bert	NOUN
bracis-33613	298	18	models	model	NOUN
bracis-33613	298	19	for	for	ADP
bracis-33613	298	20	brazilian	brazilian	ADJ
bracis-33613	298	21	portuguese	portuguese	NOUN
bracis-33613	298	22	.	.	PUNCT
bracis-33613	299	1	in	in	ADP
bracis-33613	299	2	:	:	PUNCT
bracis-33613	299	3	cerri	cerri	PROPN
bracis-33613	299	4	,	,	PUNCT
bracis-33613	299	5	r.	r.	PROPN
bracis-33613	299	6	,	,	PUNCT
bracis-33613	299	7	prati	prati	PROPN
bracis-33613	299	8	,	,	PUNCT
bracis-33613	299	9	r.c	r.c	PROPN
bracis-33613	299	10	.	.	PROPN
bracis-33613	299	11	(	(	PUNCT
bracis-33613	299	12	eds	ed	NOUN
bracis-33613	299	13	.	.	PUNCT
bracis-33613	299	14	)	)	PUNCT
bracis-33613	299	15	bracis	bracis	PROPN
bracis-33613	299	16	2020	2020	NUM
bracis-33613	299	17	.	.	PUNCT
bracis-33613	300	1	lncs	lncs	PROPN
bracis-33613	300	2	(	(	PUNCT
bracis-33613	300	3	lnai	lnai	ADJ
bracis-33613	300	4	)	)	PUNCT
bracis-33613	300	5	,	,	PUNCT
bracis-33613	300	6	vol	vol	NOUN
bracis-33613	300	7	.	.	PUNCT
bracis-33613	300	8	12319	12319	NUM
bracis-33613	300	9	,	,	PUNCT
bracis-33613	300	10	pp	pp	ADP
bracis-33613	300	11	.	.	PUNCT
bracis-33613	301	1	403–417	403–417	NUM
bracis-33613	301	2	.	.	PUNCT
bracis-33613	301	3	springer	springer	NOUN
bracis-33613	301	4	,	,	PUNCT
bracis-33613	301	5	cham	cham	PROPN
bracis-33613	301	6	(	(	PUNCT
bracis-33613	301	7	2020	2020	NUM
bracis-33613	301	8	)	)	PUNCT
bracis-33613	301	9	.	.	PUNCT
bracis-33613	302	1	https://doi.org/10.1007/978-3-030-61377-8_28	https://doi.org/10.1007/978-3-030-61377-8_28	PROPN
bracis-33613	302	2	chapter	chapter	NOUN
bracis-33613	302	3	  	  	SPACE
bracis-33613	302	4	google	google	PROPN
bracis-33613	302	5	scholar	scholar	NOUN
bracis-33613	302	6	  	  	SPACE
bracis-33613	302	7	sumner	sumner	PROPN
bracis-33613	302	8	,	,	PUNCT
bracis-33613	302	9	c.	c.	PROPN
bracis-33613	302	10	,	,	PUNCT
bracis-33613	302	11	byers	byer	NOUN
bracis-33613	302	12	,	,	PUNCT
bracis-33613	302	13	a.	a.	NOUN
bracis-33613	302	14	,	,	PUNCT
bracis-33613	302	15	boochever	boochever	ADV
bracis-33613	302	16	,	,	PUNCT
bracis-33613	302	17	r.	r.	PROPN
bracis-33613	302	18	,	,	PUNCT
bracis-33613	302	19	park	park	NOUN
bracis-33613	302	20	,	,	PUNCT
bracis-33613	302	21	g.j	g.j	PROPN
bracis-33613	302	22	.	.	PROPN
bracis-33613	302	23	:	:	PUNCT
bracis-33613	302	24	predicting	predict	VERB
bracis-33613	302	25	dark	dark	ADJ
bracis-33613	302	26	triad	triad	ADJ
bracis-33613	302	27	personality	personality	NOUN
bracis-33613	302	28	traits	trait	NOUN
bracis-33613	302	29	from	from	ADP
bracis-33613	302	30	twitter	twitter	NOUN
bracis-33613	302	31	usage	usage	NOUN
bracis-33613	302	32	and	and	CCONJ
bracis-33613	302	33	a	a	DET
bracis-33613	302	34	linguistic	linguistic	ADJ
bracis-33613	302	35	analysis	analysis	NOUN
bracis-33613	302	36	of	of	ADP
bracis-33613	302	37	tweets	tweet	NOUN
bracis-33613	302	38	.	.	PUNCT
bracis-33613	303	1	in	in	ADP
bracis-33613	303	2	:	:	PUNCT
bracis-33613	303	3	2012	2012	NUM
bracis-33613	303	4	11th	11th	ADJ
bracis-33613	303	5	international	international	ADJ
bracis-33613	303	6	conference	conference	NOUN
bracis-33613	303	7	on	on	ADP
bracis-33613	303	8	machine	machine	NOUN
bracis-33613	303	9	learning	learning	NOUN
bracis-33613	303	10	and	and	CCONJ
bracis-33613	303	11	applications	application	NOUN
bracis-33613	303	12	,	,	PUNCT
bracis-33613	303	13	vol	vol	NOUN
bracis-33613	303	14	.	.	PUNCT
bracis-33613	303	15	 	 	SPACE
bracis-33613	303	16	2	2	NUM
bracis-33613	303	17	,	,	PUNCT
bracis-33613	303	18	pp	pp	ADJ
bracis-33613	303	19	.	.	PUNCT
bracis-33613	304	1	386–393	386–393	NUM
bracis-33613	304	2	(	(	PUNCT
bracis-33613	304	3	2012	2012	NUM
bracis-33613	304	4	)	)	PUNCT
bracis-33613	304	5	.	.	PUNCT
bracis-33613	305	1	https://doi.org/10.1109/icmla.2012.218	https://doi.org/10.1109/icmla.2012.218	PROPN
bracis-33613	305	2	sun	sun	NOUN
bracis-33613	305	3	,	,	PUNCT
bracis-33613	305	4	y.	y.	PROPN
bracis-33613	305	5	,	,	PUNCT
bracis-33613	305	6	et	et	PROPN
bracis-33613	305	7	al	al	PROPN
bracis-33613	305	8	.	.	PUNCT
bracis-33613	305	9	:	:	PUNCT
bracis-33613	306	1	circle	circle	NOUN
bracis-33613	306	2	loss	loss	NOUN
bracis-33613	306	3	:	:	PUNCT
bracis-33613	306	4	a	a	DET
bracis-33613	306	5	unified	unified	ADJ
bracis-33613	306	6	perspective	perspective	NOUN
bracis-33613	306	7	of	of	ADP
bracis-33613	306	8	pair	pair	NOUN
bracis-33613	306	9	similarity	similarity	NOUN
bracis-33613	306	10	optimization	optimization	NOUN
bracis-33613	306	11	.	.	PUNCT
bracis-33613	307	1	in	in	ADP
bracis-33613	307	2	:	:	PUNCT
bracis-33613	307	3	proceedings	proceeding	NOUN
bracis-33613	307	4	of	of	ADP
bracis-33613	307	5	the	the	DET
bracis-33613	307	6	ieee	ieee	NOUN
bracis-33613	307	7	/	/	SYM
bracis-33613	307	8	cvf	cvf	NOUN
bracis-33613	307	9	conference	conference	NOUN
bracis-33613	307	10	on	on	ADP
bracis-33613	307	11	computer	computer	NOUN
bracis-33613	307	12	vision	vision	NOUN
bracis-33613	307	13	and	and	CCONJ
bracis-33613	307	14	pattern	pattern	NOUN
bracis-33613	307	15	recognition	recognition	NOUN
bracis-33613	307	16	(	(	PUNCT
bracis-33613	307	17	2020	2020	NUM
bracis-33613	307	18	)	)	PUNCT
bracis-33613	307	19	google	google	PROPN
bracis-33613	307	20	scholar	scholar	NOUN
bracis-33613	307	21	  	  	SPACE
bracis-33613	307	22	wang	wang	PROPN
bracis-33613	307	23	,	,	PUNCT
bracis-33613	307	24	z.	z.	PROPN
bracis-33613	307	25	,	,	PUNCT
bracis-33613	307	26	et	et	PROPN
bracis-33613	307	27	al	al	PROPN
bracis-33613	307	28	.	.	PUNCT
bracis-33613	307	29	:	:	PUNCT
bracis-33613	308	1	hpt	hpt	NOUN
bracis-33613	308	2	:	:	PUNCT
bracis-33613	308	3	hierarchy	hierarchy	NOUN
bracis-33613	308	4	-	-	PUNCT
bracis-33613	308	5	aware	aware	ADJ
bracis-33613	308	6	prompt	prompt	ADJ
bracis-33613	308	7	tuning	tuning	NOUN
bracis-33613	308	8	for	for	ADP
bracis-33613	308	9	hierarchical	hierarchical	ADJ
bracis-33613	308	10	text	text	NOUN
bracis-33613	308	11	classification	classification	NOUN
bracis-33613	308	12	.	.	PUNCT
bracis-33613	309	1	arxiv	arxiv	PROPN
bracis-33613	309	2	preprint	preprint	NOUN
bracis-33613	309	3	arxiv:2204.13413	arxiv:2204.13413	PROPN
bracis-33613	309	4	(	(	PUNCT
bracis-33613	309	5	2022	2022	NUM
bracis-33613	309	6	)	)	PUNCT
bracis-33613	309	7	wu	wu	PROPN
bracis-33613	309	8	,	,	PUNCT
bracis-33613	309	9	y.	y.	PROPN
bracis-33613	309	10	,	,	PUNCT
bracis-33613	309	11	et	et	PROPN
bracis-33613	309	12	al	al	PROPN
bracis-33613	309	13	.	.	PUNCT
bracis-33613	309	14	:	:	PUNCT
bracis-33613	310	1	google	google	PROPN
bracis-33613	310	2	’s	’s	PART
bracis-33613	310	3	neural	neural	ADJ
bracis-33613	310	4	machine	machine	NOUN
bracis-33613	310	5	translation	translation	NOUN
bracis-33613	310	6	system	system	NOUN
bracis-33613	310	7	:	:	PUNCT
bracis-33613	310	8	bridging	bridge	VERB
bracis-33613	310	9	the	the	DET
bracis-33613	310	10	gap	gap	NOUN
bracis-33613	310	11	between	between	ADP
bracis-33613	310	12	human	human	ADJ
bracis-33613	310	13	and	and	CCONJ
bracis-33613	310	14	machine	machine	NOUN
bracis-33613	310	15	translation	translation	NOUN
bracis-33613	310	16	.	.	PUNCT
bracis-33613	311	1	corr	corr	PROPN
bracis-33613	311	2	abs/1609.08144	abs/1609.08144	PROPN
bracis-33613	311	3	(	(	PUNCT
bracis-33613	311	4	2016	2016	NUM
bracis-33613	311	5	)	)	PUNCT
bracis-33613	311	6	.	.	PUNCT
bracis-33613	312	1	http://arxiv.org/abs/1609.08144	http://arxiv.org/abs/1609.08144	PROPN
bracis-33613	312	2	yang	yang	PROPN
bracis-33613	312	3	,	,	PUNCT
bracis-33613	312	4	z.	z.	PROPN
bracis-33613	312	5	,	,	PUNCT
bracis-33613	312	6	dai	dai	PROPN
bracis-33613	312	7	,	,	PUNCT
bracis-33613	312	8	z.	z.	PROPN
bracis-33613	312	9	,	,	PUNCT
bracis-33613	312	10	yang	yang	PROPN
bracis-33613	312	11	,	,	PUNCT
bracis-33613	312	12	y.	y.	PROPN
bracis-33613	312	13	,	,	PUNCT
bracis-33613	312	14	carbonell	carbonell	PROPN
bracis-33613	312	15	,	,	PUNCT
bracis-33613	312	16	j.g	j.g	PROPN
bracis-33613	312	17	.	.	PROPN
bracis-33613	312	18	,	,	PUNCT
bracis-33613	312	19	salakhutdinov	salakhutdinov	PROPN
bracis-33613	312	20	,	,	PUNCT
bracis-33613	312	21	r.	r.	PROPN
bracis-33613	312	22	,	,	PUNCT
bracis-33613	312	23	le	le	X
bracis-33613	312	24	,	,	PUNCT
bracis-33613	312	25	q.v	q.v	PROPN
bracis-33613	312	26	.	.	PROPN
bracis-33613	312	27	:	:	PUNCT
bracis-33613	313	1	xlnet	xlnet	PROPN
bracis-33613	313	2	:	:	PUNCT
bracis-33613	313	3	generalized	generalize	VERB
bracis-33613	313	4	autoregressive	autoregressive	ADJ
bracis-33613	313	5	pretraining	pretraine	VERB
bracis-33613	313	6	for	for	ADP
bracis-33613	313	7	language	language	NOUN
bracis-33613	313	8	understanding	understanding	NOUN
bracis-33613	313	9	.	.	PUNCT
bracis-33613	314	1	corr	corr	PROPN
bracis-33613	314	2	abs/1906.08237	abs/1906.08237	PROPN
bracis-33613	314	3	(	(	PUNCT
bracis-33613	314	4	2019	2019	NUM
bracis-33613	314	5	)	)	PUNCT
bracis-33613	314	6	.	.	PUNCT
bracis-33613	315	1	http://arxiv.org/abs/1906.08237	http://arxiv.org/abs/1906.08237	PROPN
bracis-33613	315	2	download	download	PROPN
bracis-33613	315	3	references	reference	VERB
bracis-33613	315	4	acknowledgments	acknowledgment	NOUN
bracis-33613	315	5	we	we	PRON
bracis-33613	315	6	gratefully	gratefully	ADV
bracis-33613	315	7	acknowledge	acknowledge	VERB
bracis-33613	315	8	cnpq	cnpq	PROPN
bracis-33613	315	9	,	,	PUNCT
bracis-33613	315	10	capes	cape	NOUN
bracis-33613	315	11	,	,	PUNCT
bracis-33613	315	12	funcap	funcap	NOUN
bracis-33613	315	13	,	,	PUNCT
bracis-33613	315	14	bnb	bnb	NOUN
bracis-33613	315	15	,	,	PUNCT
bracis-33613	315	16	and	and	CCONJ
bracis-33613	315	17	the	the	DET
bracis-33613	315	18	edson	edson	PROPN
bracis-33613	315	19	queiroz	queiroz	PROPN
bracis-33613	315	20	foundation	foundation	PROPN
bracis-33613	315	21	for	for	ADP
bracis-33613	315	22	financial	financial	ADJ
bracis-33613	315	23	support	support	NOUN
bracis-33613	315	24	.	.	PUNCT
bracis-33613	316	1	author	author	NOUN
bracis-33613	316	2	information	information	NOUN
bracis-33613	316	3	authors	author	NOUN
bracis-33613	316	4	and	and	CCONJ
bracis-33613	316	5	affiliations	affiliation	NOUN
bracis-33613	316	6	laboratório	laboratório	PROPN
bracis-33613	316	7	de	de	X
bracis-33613	316	8	ciência	ciência	X
bracis-33613	316	9	de	de	ADP
bracis-33613	316	10	dados	dado	NOUN
bracis-33613	316	11	e	e	PROPN
bracis-33613	316	12	inteligência	inteligência	PROPN
bracis-33613	316	13	artificial	artificial	PROPN
bracis-33613	316	14	,	,	PUNCT
bracis-33613	316	15	universidade	universidade	PROPN
bracis-33613	316	16	de	de	PROPN
bracis-33613	316	17	fortaleza	fortaleza	PROPN
bracis-33613	316	18	,	,	PUNCT
bracis-33613	316	19	fortaleza	fortaleza	NOUN
bracis-33613	316	20	,	,	PUNCT
bracis-33613	316	21	ceará	ceará	NOUN
bracis-33613	316	22	,	,	PUNCT
bracis-33613	316	23	brazil	brazil	PROPN
bracis-33613	316	24	rilder	rilder	NOUN
bracis-33613	316	25	s.	s.	PROPN
bracis-33613	316	26	pires	pire	VERB
bracis-33613	316	27	 	 	SPACE
bracis-33613	316	28	&	&	CCONJ
bracis-33613	316	29	 	 	SPACE
bracis-33613	316	30	vasco	vasco	PROPN
bracis-33613	316	31	furtado	furtado	PROPN
bracis-33613	316	32	programa	programa	PROPN
bracis-33613	316	33	de	de	PROPN
bracis-33613	316	34	pós	pós	PROPN
bracis-33613	316	35	graduação	graduação	PROPN
bracis-33613	316	36	em	em	PROPN
bracis-33613	316	37	informática	informática	PROPN
bracis-33613	316	38	aplicada	aplicada	PROPN
bracis-33613	316	39	,	,	PUNCT
bracis-33613	316	40	universidade	universidade	PROPN
bracis-33613	316	41	de	de	PROPN
bracis-33613	316	42	fortaleza	fortaleza	PROPN
bracis-33613	316	43	,	,	PUNCT
bracis-33613	316	44	fortaleza	fortaleza	NOUN
bracis-33613	316	45	,	,	PUNCT
bracis-33613	316	46	ceará	ceará	NOUN
bracis-33613	316	47	,	,	PUNCT
bracis-33613	316	48	brazil	brazil	PROPN
bracis-33613	316	49	rilder	rilder	NOUN
bracis-33613	316	50	s.	s.	PROPN
bracis-33613	316	51	pires	pires	PROPN
bracis-33613	316	52	,	,	PUNCT
bracis-33613	316	53	 	 	SPACE
bracis-33613	316	54	carlos	carlos	PROPN
bracis-33613	316	55	g.	g.	PROPN
bracis-33613	316	56	o.	o.	PROPN
bracis-33613	316	57	fernandes	fernandes	PROPN
bracis-33613	316	58	 	 	SPACE
bracis-33613	316	59	&	&	CCONJ
bracis-33613	316	60	 	 	SPACE
bracis-33613	316	61	vasco	vasco	PROPN
bracis-33613	316	62	furtado	furtado	PROPN
bracis-33613	316	63	instituto	instituto	PROPN
bracis-33613	316	64	federal	federal	PROPN
bracis-33613	316	65	de	de	PROPN
bracis-33613	316	66	educação	educação	PROPN
bracis-33613	316	67	,	,	PUNCT
bracis-33613	316	68	ciência	ciência	PROPN
bracis-33613	316	69	e	e	NOUN
bracis-33613	316	70	tecnologia	tecnologia	NOUN
bracis-33613	316	71	do	do	VERB
bracis-33613	316	72	ceará	ceará	NOUN
bracis-33613	316	73	,	,	PUNCT
bracis-33613	316	74	tianguá	tianguá	ADV
bracis-33613	316	75	,	,	PUNCT
bracis-33613	316	76	ceará	ceará	NOUN
bracis-33613	316	77	,	,	PUNCT
bracis-33613	316	78	brazil	brazil	PROPN
bracis-33613	316	79	raquel	raquel	PROPN
bracis-33613	316	80	silveira	silveira	PROPN
bracis-33613	316	81	bnb	bnb	PROPN
bracis-33613	316	82	banco	banco	PROPN
bracis-33613	316	83	do	do	AUX
bracis-33613	316	84	nordeste	nordeste	PROPN
bracis-33613	316	85	do	do	VERB
bracis-33613	316	86	brasil	brasil	PROPN
bracis-33613	316	87	s.a	s.a	PROPN
bracis-33613	316	88	.	.	PROPN
bracis-33613	316	89	,	,	PUNCT
bracis-33613	316	90	fortaleza	fortaleza	PROPN
bracis-33613	316	91	,	,	PUNCT
bracis-33613	316	92	ceará	ceará	NOUN
bracis-33613	316	93	,	,	PUNCT
bracis-33613	317	1	brazil	brazil	PROPN
bracis-33613	317	2	carlos	carlos	PROPN
bracis-33613	317	3	g.	g.	PROPN
bracis-33613	317	4	o.	o.	PROPN
bracis-33613	317	5	fernandes	fernandes	PROPN
bracis-33613	317	6	centro	centro	PROPN
bracis-33613	317	7	de	de	PROPN
bracis-33613	317	8	ciências	ciências	PROPN
bracis-33613	317	9	jurídicas	jurídicas	PROPN
bracis-33613	317	10	,	,	PUNCT
bracis-33613	317	11	universidade	universidade	PROPN
bracis-33613	317	12	de	de	PROPN
bracis-33613	317	13	fortaleza	fortaleza	PROPN
bracis-33613	317	14	,	,	PUNCT
bracis-33613	317	15	fortaleza	fortaleza	NOUN
bracis-33613	317	16	,	,	PUNCT
bracis-33613	317	17	ceará	ceará	NOUN
bracis-33613	317	18	,	,	PUNCT
bracis-33613	317	19	brazil	brazil	PROPN
bracis-33613	317	20	joão	joão	PROPN
bracis-33613	317	21	a.	a.	PROPN
bracis-33613	317	22	monteiro	monteiro	PROPN
bracis-33613	317	23	neto	neto	PROPN
bracis-33613	317	24	etice	etice	PROPN
bracis-33613	317	25	empresa	empresa	PROPN
bracis-33613	317	26	de	de	PROPN
bracis-33613	317	27	tecnologia	tecnologia	PROPN
bracis-33613	317	28	da	da	PROPN
bracis-33613	317	29	informação	informação	PROPN
bracis-33613	317	30	do	do	VERB
bracis-33613	317	31	ceará	ceará	NOUN
bracis-33613	317	32	,	,	PUNCT
bracis-33613	317	33	fortaleza	fortaleza	NOUN
bracis-33613	317	34	,	,	PUNCT
bracis-33613	317	35	ceará	ceará	NOUN
bracis-33613	317	36	,	,	PUNCT
bracis-33613	317	37	brazil	brazil	PROPN
bracis-33613	317	38	vasco	vasco	PROPN
bracis-33613	317	39	furtado	furtado	PROPN
bracis-33613	317	40	authors	author	NOUN
bracis-33613	317	41	rilder	rilder	PROPN
bracis-33613	317	42	s.	s.	PROPN
bracis-33613	317	43	piresview	piresview	PROPN
bracis-33613	317	44	author	author	NOUN
bracis-33613	317	45	publications	publication	NOUN
bracis-33613	317	46	search	search	NOUN
bracis-33613	317	47	author	author	NOUN
bracis-33613	317	48	on	on	ADP
bracis-33613	317	49	:	:	PUNCT
bracis-33613	317	50	pubmed	pubmed	PROPN
bracis-33613	317	51	 	 	SPACE
bracis-33613	317	52	google	google	PROPN
bracis-33613	317	53	scholar	scholar	NOUN
bracis-33613	317	54	raquel	raquel	PROPN
bracis-33613	317	55	silveiraview	silveiraview	PROPN
bracis-33613	317	56	author	author	NOUN
bracis-33613	317	57	publications	publication	NOUN
bracis-33613	317	58	search	search	NOUN
bracis-33613	317	59	author	author	NOUN
bracis-33613	317	60	on	on	ADP
bracis-33613	317	61	:	:	PUNCT
bracis-33613	317	62	pubmed	pubmed	PROPN
bracis-33613	317	63	 	 	SPACE
bracis-33613	317	64	google	google	PROPN
bracis-33613	317	65	scholar	scholar	PROPN
bracis-33613	317	66	carlos	carlos	PROPN
bracis-33613	317	67	g.	g.	PROPN
bracis-33613	317	68	o.	o.	PROPN
bracis-33613	317	69	fernandesview	fernandesview	PROPN
bracis-33613	317	70	author	author	NOUN
bracis-33613	317	71	publications	publication	NOUN
bracis-33613	317	72	search	search	NOUN
bracis-33613	317	73	author	author	NOUN
bracis-33613	317	74	on	on	ADP
bracis-33613	317	75	:	:	PUNCT
bracis-33613	317	76	pubmed	pubmed	PROPN
bracis-33613	317	77	 	 	SPACE
bracis-33613	317	78	google	google	PROPN
bracis-33613	317	79	scholar	scholar	PROPN
bracis-33613	317	80	joão	joão	PROPN
bracis-33613	317	81	a.	a.	PROPN
bracis-33613	317	82	monteiro	monteiro	PROPN
bracis-33613	317	83	netoview	netoview	PROPN
bracis-33613	317	84	author	author	NOUN
bracis-33613	317	85	publications	publication	NOUN
bracis-33613	317	86	search	search	NOUN
bracis-33613	317	87	author	author	NOUN
bracis-33613	317	88	on	on	ADP
bracis-33613	317	89	:	:	PUNCT
bracis-33613	317	90	pubmed	pubmed	PROPN
bracis-33613	317	91	 	 	SPACE
bracis-33613	317	92	google	google	PROPN
bracis-33613	317	93	scholar	scholar	PROPN
bracis-33613	317	94	vasco	vasco	PROPN
bracis-33613	317	95	furtadoview	furtadoview	PROPN
bracis-33613	317	96	author	author	NOUN
bracis-33613	317	97	publications	publication	NOUN
bracis-33613	317	98	search	search	NOUN
bracis-33613	317	99	author	author	NOUN
bracis-33613	317	100	on	on	ADP
bracis-33613	317	101	:	:	PUNCT
bracis-33613	317	102	pubmed	pubmed	PROPN
bracis-33613	317	103	 	 	SPACE
bracis-33613	317	104	google	google	PROPN
bracis-33613	317	105	scholar	scholar	NOUN
bracis-33613	317	106	corresponding	correspond	VERB
bracis-33613	317	107	author	author	NOUN
bracis-33613	317	108	correspondence	correspondence	NOUN
bracis-33613	317	109	to	to	PART
bracis-33613	317	110	rilder	rilder	VERB
bracis-33613	317	111	s.	s.	PROPN
bracis-33613	317	112	pires	pires	PROPN
bracis-33613	317	113	.	.	PUNCT
bracis-33613	318	1	editor	editor	NOUN
bracis-33613	318	2	information	information	NOUN
bracis-33613	318	3	editors	editor	NOUN
bracis-33613	318	4	and	and	CCONJ
bracis-33613	318	5	affiliations	affiliation	NOUN
bracis-33613	318	6	universidade	universidade	VERB
bracis-33613	318	7	federal	federal	PROPN
bracis-33613	318	8	fluminense	fluminense	PROPN
bracis-33613	318	9	,	,	PUNCT
bracis-33613	318	10	niterói	niterói	PROPN
bracis-33613	318	11	,	,	PUNCT
bracis-33613	318	12	brazil	brazil	PROPN
bracis-33613	318	13	aline	aline	PROPN
bracis-33613	318	14	paes	paes	PROPN
bracis-33613	318	15	instituto	instituto	PROPN
bracis-33613	318	16	tecnológico	tecnológico	PROPN
bracis-33613	318	17	de	de	PROPN
bracis-33613	318	18	aeronáutica	aeronáutica	PROPN
bracis-33613	318	19	,	,	PUNCT
bracis-33613	318	20	são	são	PROPN
bracis-33613	318	21	josé	josé	PROPN
bracis-33613	318	22	dos	dos	PROPN
bracis-33613	318	23	campos	campos	PROPN
bracis-33613	318	24	,	,	PUNCT
bracis-33613	318	25	brazil	brazil	PROPN
bracis-33613	318	26	filipe	filipe	PROPN
bracis-33613	318	27	a.	a.	PROPN
bracis-33613	318	28	n.	n.	PROPN
bracis-33613	318	29	verri	verri	PROPN
bracis-33613	318	30	rights	right	NOUN
bracis-33613	318	31	and	and	CCONJ
bracis-33613	318	32	permissions	permission	NOUN
bracis-33613	318	33	reprints	reprint	NOUN
bracis-33613	318	34	and	and	CCONJ
bracis-33613	318	35	permissions	permission	VERB
bracis-33613	318	36	copyright	copyright	NOUN
bracis-33613	318	37	information	information	NOUN
bracis-33613	318	38	©	©	ADP
bracis-33613	318	39	2025	2025	NUM
bracis-33613	318	40	the	the	DET
bracis-33613	318	41	author(s	author(s	NOUN
bracis-33613	318	42	)	)	PUNCT
bracis-33613	318	43	,	,	PUNCT
bracis-33613	318	44	under	under	ADP
bracis-33613	318	45	exclusive	exclusive	ADJ
bracis-33613	318	46	license	license	NOUN
bracis-33613	318	47	to	to	ADP
bracis-33613	318	48	springer	springer	NOUN
bracis-33613	318	49	nature	nature	PROPN
bracis-33613	318	50	switzerland	switzerland	PROPN
bracis-33613	318	51	ag	ag	PROPN
bracis-33613	318	52	about	about	ADP
bracis-33613	318	53	this	this	DET
bracis-33613	318	54	paper	paper	NOUN
bracis-33613	318	55	cite	cite	VERB
bracis-33613	318	56	this	this	DET
bracis-33613	318	57	paper	paper	NOUN
bracis-33613	318	58	pires	pire	NOUN
bracis-33613	318	59	,	,	PUNCT
bracis-33613	318	60	r.s	r.s	PROPN
bracis-33613	318	61	.	.	PROPN
bracis-33613	318	62	,	,	PUNCT
bracis-33613	318	63	silveira	silveira	PROPN
bracis-33613	318	64	,	,	PUNCT
bracis-33613	318	65	r.	r.	PROPN
bracis-33613	318	66	,	,	PUNCT
bracis-33613	318	67	fernandes	fernande	NOUN
bracis-33613	318	68	,	,	PUNCT
bracis-33613	318	69	c.g.o	c.g.o	PROPN
bracis-33613	318	70	.	.	PROPN
bracis-33613	318	71	,	,	PUNCT
bracis-33613	318	72	monteiro	monteiro	PROPN
bracis-33613	318	73	neto	neto	PROPN
bracis-33613	318	74	,	,	PUNCT
bracis-33613	318	75	j.a	j.a	PROPN
bracis-33613	318	76	.	.	PROPN
bracis-33613	318	77	,	,	PUNCT
bracis-33613	318	78	furtado	furtado	PROPN
bracis-33613	318	79	,	,	PUNCT
bracis-33613	318	80	v.	v.	PROPN
bracis-33613	318	81	(	(	PUNCT
bracis-33613	318	82	2025	2025	NUM
bracis-33613	318	83	)	)	PUNCT
bracis-33613	318	84	.	.	PUNCT
bracis-33613	319	1	using	use	VERB
bracis-33613	319	2	complex	complex	ADJ
bracis-33613	319	3	networks	network	NOUN
bracis-33613	319	4	to	to	PART
bracis-33613	319	5	 	 	SPACE
bracis-33613	319	6	improve	improve	VERB
bracis-33613	319	7	legal	legal	ADJ
bracis-33613	319	8	text	text	NOUN
bracis-33613	319	9	hierarchical	hierarchical	ADJ
bracis-33613	319	10	classification	classification	NOUN
bracis-33613	319	11	.	.	PUNCT
bracis-33613	320	1	in	in	ADP
bracis-33613	320	2	:	:	PUNCT
bracis-33613	320	3	paes	paes	PROPN
bracis-33613	320	4	,	,	PUNCT
bracis-33613	320	5	a.	a.	PROPN
bracis-33613	320	6	,	,	PUNCT
bracis-33613	320	7	verri	verri	NOUN
bracis-33613	320	8	,	,	PUNCT
bracis-33613	320	9	f.a.n	f.a.n	ADJ
bracis-33613	320	10	.	.	PUNCT
bracis-33613	320	11	(	(	PUNCT
bracis-33613	320	12	eds	ed	NOUN
bracis-33613	320	13	)	)	PUNCT
bracis-33613	320	14	intelligent	intelligent	ADJ
bracis-33613	320	15	systems	system	NOUN
bracis-33613	320	16	.	.	PUNCT
bracis-33613	320	17	bracis	bracis	PROPN
bracis-33613	320	18	2024	2024	NUM
bracis-33613	320	19	.	.	PUNCT
bracis-33613	321	1	lecture	lecture	NOUN
bracis-33613	321	2	notes	note	NOUN
bracis-33613	321	3	in	in	ADP
bracis-33613	321	4	computer	computer	NOUN
bracis-33613	321	5	science	science	NOUN
bracis-33613	321	6	(	(	PUNCT
bracis-33613	321	7	)	)	PUNCT
bracis-33613	321	8	,	,	PUNCT
bracis-33613	321	9	vol	vol	NOUN
bracis-33613	321	10	15413	15413	NUM
bracis-33613	321	11	.	.	PUNCT
bracis-33613	322	1	springer	springer	NOUN
bracis-33613	322	2	,	,	PUNCT
bracis-33613	322	3	cham	cham	PROPN
bracis-33613	322	4	.	.	PUNCT
bracis-33613	323	1	https://doi.org/10.1007/978-3-031-79032-4_33	https://doi.org/10.1007/978-3-031-79032-4_33	ADV
bracis-33613	323	2	download	download	NOUN
bracis-33613	323	3	citation	citation	NOUN
bracis-33613	323	4	.ris	.ris	PUNCT
bracis-33613	323	5	.enw	.enw	PROPN
bracis-33613	323	6	.bib	.bib	PUNCT
bracis-33613	324	1	doi	doi	PROPN
bracis-33613	324	2	:	:	PUNCT
bracis-33613	324	3	https://doi.org/10.1007/978-3-031-79032-4_33	https://doi.org/10.1007/978-3-031-79032-4_33	ADV
bracis-33613	324	4	published	publish	VERB
bracis-33613	324	5	:	:	PUNCT
bracis-33613	324	6	30	30	NUM
bracis-33613	324	7	january	january	PROPN
bracis-33613	324	8	2025	2025	NUM
bracis-33613	324	9	publisher	publisher	NOUN
bracis-33613	324	10	name	name	NOUN
bracis-33613	324	11	:	:	PUNCT
bracis-33613	324	12	springer	springer	NOUN
bracis-33613	324	13	,	,	PUNCT
bracis-33613	324	14	cham	cham	PROPN
bracis-33613	324	15	print	print	PROPN
bracis-33613	324	16	isbn	isbn	PROPN
bracis-33613	324	17	:	:	PUNCT
bracis-33613	324	18	978	978	NUM
bracis-33613	324	19	-	-	SYM
bracis-33613	324	20	3	3	NUM
bracis-33613	324	21	-	-	PUNCT
bracis-33613	324	22	031	031	NUM
bracis-33613	324	23	-	-	PUNCT
bracis-33613	324	24	79031	79031	NUM
bracis-33613	324	25	-	-	SYM
bracis-33613	324	26	7	7	NUM
bracis-33613	324	27	online	online	ADJ
bracis-33613	324	28	isbn	isbn	NOUN
bracis-33613	324	29	:	:	PUNCT
bracis-33613	324	30	978	978	NUM
bracis-33613	324	31	-	-	SYM
bracis-33613	324	32	3	3	NUM
bracis-33613	324	33	-	-	PUNCT
bracis-33613	324	34	031	031	NUM
bracis-33613	324	35	-	-	PUNCT
bracis-33613	324	36	79032	79032	NUM
bracis-33613	324	37	-	-	SYM
bracis-33613	324	38	4	4	NUM
bracis-33613	324	39	ebook	ebook	NOUN
bracis-33613	324	40	packages	package	NOUN
bracis-33613	324	41	:	:	PUNCT
bracis-33613	324	42	computer	computer	NOUN
bracis-33613	324	43	sciencecomputer	sciencecomputer	NOUN
bracis-33613	324	44	science	science	NOUN
bracis-33613	324	45	(	(	PUNCT
bracis-33613	324	46	r0	r0	NOUN
bracis-33613	324	47	)	)	PUNCT
bracis-33613	324	48	share	share	VERB
bracis-33613	324	49	this	this	DET
bracis-33613	324	50	paper	paper	NOUN
bracis-33613	324	51	anyone	anyone	PRON
bracis-33613	324	52	you	you	PRON
bracis-33613	324	53	share	share	VERB
bracis-33613	324	54	the	the	DET
bracis-33613	324	55	following	follow	VERB
bracis-33613	324	56	link	link	NOUN
bracis-33613	324	57	with	with	ADP
bracis-33613	324	58	will	will	AUX
bracis-33613	324	59	be	be	AUX
bracis-33613	324	60	able	able	ADJ
bracis-33613	324	61	to	to	PART
bracis-33613	324	62	read	read	VERB
bracis-33613	324	63	this	this	DET
bracis-33613	324	64	content	content	NOUN
bracis-33613	324	65	:	:	PUNCT
bracis-33613	324	66	get	get	VERB
bracis-33613	324	67	shareable	shareable	ADJ
bracis-33613	324	68	linksorry	linksorry	NOUN
bracis-33613	324	69	,	,	PUNCT
bracis-33613	324	70	a	a	DET
bracis-33613	324	71	shareable	shareable	ADJ
bracis-33613	324	72	link	link	NOUN
bracis-33613	324	73	is	be	AUX
bracis-33613	324	74	not	not	PART
bracis-33613	324	75	currently	currently	ADV
bracis-33613	324	76	available	available	ADJ
bracis-33613	324	77	for	for	ADP
bracis-33613	324	78	this	this	DET
bracis-33613	324	79	article	article	NOUN
bracis-33613	324	80	.	.	PUNCT
bracis-33613	325	1	copy	copy	VERB
bracis-33613	325	2	shareable	shareable	ADJ
bracis-33613	325	3	link	link	NOUN
bracis-33613	325	4	to	to	PART
bracis-33613	325	5	clipboard	clipboard	NOUN
bracis-33613	325	6	provided	provide	VERB
bracis-33613	325	7	by	by	ADP
bracis-33613	325	8	the	the	DET
bracis-33613	325	9	springer	springer	NOUN
bracis-33613	325	10	nature	nature	PROPN
bracis-33613	325	11	sharedit	sharedit	PROPN
bracis-33613	325	12	content	content	NOUN
bracis-33613	325	13	-	-	PUNCT
bracis-33613	325	14	sharing	share	VERB
bracis-33613	325	15	initiative	initiative	NOUN
bracis-33613	325	16	keywords	keyword	NOUN
bracis-33613	325	17	text	text	VERB
bracis-33613	325	18	classification	classification	NOUN
bracis-33613	325	19	brazilian	brazilian	ADJ
bracis-33613	325	20	legal	legal	ADJ
bracis-33613	325	21	system	system	NOUN
bracis-33613	325	22	complex	complex	ADJ
bracis-33613	325	23	networks	network	NOUN
bracis-33613	325	24	publish	publish	VERB
bracis-33613	325	25	with	with	ADP
bracis-33613	325	26	us	us	PROPN
bracis-33613	325	27	policies	policy	NOUN
bracis-33613	325	28	and	and	CCONJ
bracis-33613	325	29	ethics	ethic	NOUN
bracis-33613	325	30	search	search	NOUN
bracis-33613	325	31	search	search	NOUN
bracis-33613	325	32	by	by	ADP
bracis-33613	325	33	keyword	keyword	NOUN
bracis-33613	325	34	or	or	CCONJ
bracis-33613	325	35	author	author	NOUN
bracis-33613	325	36	search	search	NOUN
bracis-33613	325	37	navigation	navigation	NOUN
bracis-33613	325	38	find	find	VERB
bracis-33613	325	39	a	a	DET
bracis-33613	325	40	journal	journal	NOUN
bracis-33613	325	41	publish	publish	VERB
bracis-33613	325	42	with	with	ADP
bracis-33613	325	43	us	we	PRON
bracis-33613	325	44	track	track	VERB
bracis-33613	325	45	your	your	PRON
bracis-33613	325	46	research	research	NOUN
bracis-33613	325	47	discover	discover	VERB
bracis-33613	325	48	content	content	NOUN
bracis-33613	325	49	journals	journal	NOUN
bracis-33613	325	50	a	a	DET
bracis-33613	325	51	-	-	PUNCT
bracis-33613	325	52	z	z	NOUN
bracis-33613	325	53	books	book	NOUN
bracis-33613	325	54	a	a	DET
bracis-33613	325	55	-	-	PUNCT
bracis-33613	325	56	z	z	NOUN
bracis-33613	325	57	publish	publish	NOUN
bracis-33613	325	58	with	with	ADP
bracis-33613	325	59	us	us	PROPN
bracis-33613	325	60	journal	journal	PROPN
bracis-33613	325	61	finder	finder	PROPN
bracis-33613	325	62	publish	publish	VERB
bracis-33613	325	63	your	your	PRON
bracis-33613	325	64	research	research	NOUN
bracis-33613	325	65	language	language	NOUN
bracis-33613	325	66	editing	edit	VERB
bracis-33613	325	67	open	open	ADJ
bracis-33613	325	68	access	access	NOUN
bracis-33613	325	69	publishing	publishing	NOUN
bracis-33613	325	70	products	product	NOUN
bracis-33613	325	71	and	and	CCONJ
bracis-33613	325	72	services	service	NOUN
bracis-33613	325	73	our	our	PRON
bracis-33613	325	74	products	product	NOUN
bracis-33613	325	75	librarians	librarian	VERB
bracis-33613	325	76	societies	society	NOUN
bracis-33613	325	77	partners	partner	NOUN
bracis-33613	325	78	and	and	CCONJ
bracis-33613	325	79	advertisers	advertiser	NOUN
bracis-33613	325	80	our	our	PRON
bracis-33613	325	81	brands	brand	NOUN
bracis-33613	325	82	springer	springer	NOUN
bracis-33613	325	83	nature	nature	PROPN
bracis-33613	325	84	portfolio	portfolio	PROPN
bracis-33613	325	85	bmc	bmc	PROPN
bracis-33613	325	86	palgrave	palgrave	PROPN
bracis-33613	325	87	macmillan	macmillan	PROPN
bracis-33613	325	88	apress	apress	PROPN
bracis-33613	325	89	discover	discover	VERB
bracis-33613	325	90	your	your	PRON
bracis-33613	325	91	privacy	privacy	NOUN
bracis-33613	325	92	choices	choice	NOUN
bracis-33613	325	93	/	/	SYM
bracis-33613	325	94	manage	manage	NOUN
bracis-33613	325	95	cookies	cookie	NOUN
bracis-33613	325	96	your	your	PRON
bracis-33613	325	97	us	us	PROPN
bracis-33613	326	1	state	state	NOUN
bracis-33613	326	2	privacy	privacy	NOUN
bracis-33613	326	3	rights	right	NOUN
bracis-33613	326	4	accessibility	accessibility	NOUN
bracis-33613	326	5	statement	statement	NOUN
bracis-33613	326	6	terms	term	NOUN
bracis-33613	326	7	and	and	CCONJ
bracis-33613	326	8	conditions	condition	NOUN
bracis-33613	326	9	privacy	privacy	NOUN
bracis-33613	326	10	policy	policy	NOUN
bracis-33613	326	11	help	help	NOUN
bracis-33613	326	12	and	and	CCONJ
bracis-33613	326	13	support	support	VERB
bracis-33613	326	14	legal	legal	ADJ
bracis-33613	326	15	notice	notice	NOUN
bracis-33613	326	16	cancel	cancel	VERB
bracis-33613	326	17	contracts	contract	NOUN
bracis-33613	326	18	here	here	ADV
bracis-33613	326	19	not	not	PART
bracis-33613	326	20	affiliated	affiliate	VERB
bracis-33613	326	21	©	©	PROPN
bracis-33613	326	22	2025	2025	NUM
bracis-33613	326	23	springer	springer	NOUN
bracis-33613	326	24	nature	nature	NOUN