id	sid	tid	token	lemma	pos
bracis-28349	1	1	exploring	explore	VERB
bracis-28349	1	2	text	text	NOUN
bracis-28349	1	3	decoding	decode	VERB
bracis-28349	1	4	methods	method	NOUN
bracis-28349	1	5	for	for	ADP
bracis-28349	1	6	 	 	SPACE
bracis-28349	1	7	portuguese	portuguese	ADJ
bracis-28349	1	8	legal	legal	ADJ
bracis-28349	1	9	text	text	NOUN
bracis-28349	1	10	generation	generation	NOUN
bracis-28349	1	11	|	|	NOUN
bracis-28349	1	12	springer	springer	NOUN
bracis-28349	1	13	nature	nature	PROPN
bracis-28349	1	14	link	link	PROPN
bracis-28349	1	15	(	(	PUNCT
bracis-28349	1	16	formerly	formerly	ADV
bracis-28349	1	17	springerlink	springerlink	NOUN
bracis-28349	1	18	)	)	PUNCT
bracis-28349	1	19	skip	skip	VERB
bracis-28349	1	20	to	to	ADP
bracis-28349	1	21	main	main	ADJ
bracis-28349	1	22	content	content	NOUN
bracis-28349	1	23	advertisement	advertisement	NOUN
bracis-28349	1	24	log	log	NOUN
bracis-28349	1	25	in	in	ADP
bracis-28349	1	26	menu	menu	NOUN
bracis-28349	1	27	find	find	VERB
bracis-28349	1	28	a	a	DET
bracis-28349	1	29	journal	journal	NOUN
bracis-28349	1	30	publish	publish	VERB
bracis-28349	1	31	with	with	ADP
bracis-28349	1	32	us	we	PRON
bracis-28349	1	33	track	track	VERB
bracis-28349	1	34	your	your	PRON
bracis-28349	1	35	research	research	NOUN
bracis-28349	1	36	search	search	NOUN
bracis-28349	1	37	cart	cart	NOUN
bracis-28349	1	38	home	home	NOUN
bracis-28349	1	39	intelligent	intelligent	ADJ
bracis-28349	1	40	systems	system	NOUN
bracis-28349	1	41	conference	conference	NOUN
bracis-28349	1	42	paper	paper	NOUN
bracis-28349	1	43	exploring	explore	VERB
bracis-28349	1	44	text	text	NOUN
bracis-28349	1	45	decoding	decode	VERB
bracis-28349	1	46	methods	method	NOUN
bracis-28349	1	47	for	for	ADP
bracis-28349	1	48	 	 	SPACE
bracis-28349	1	49	portuguese	portuguese	ADJ
bracis-28349	1	50	legal	legal	ADJ
bracis-28349	1	51	text	text	NOUN
bracis-28349	1	52	generation	generation	NOUN
bracis-28349	1	53	conference	conference	NOUN
bracis-28349	1	54	paper	paper	NOUN
bracis-28349	1	55	first	first	ADV
bracis-28349	1	56	online	online	ADV
bracis-28349	1	57	:	:	PUNCT
bracis-28349	1	58	12	12	NUM
bracis-28349	1	59	october	october	NOUN
bracis-28349	1	60	2023	2023	NUM
bracis-28349	1	61	pp	pp	SYM
bracis-28349	1	62	63–77	63–77	NUM
bracis-28349	1	63	cite	cite	VERB
bracis-28349	1	64	this	this	DET
bracis-28349	1	65	conference	conference	NOUN
bracis-28349	1	66	paper	paper	NOUN
bracis-28349	1	67	access	access	NOUN
bracis-28349	1	68	provided	provide	VERB
bracis-28349	1	69	by	by	ADP
bracis-28349	1	70	university	university	PROPN
bracis-28349	1	71	of	of	ADP
bracis-28349	1	72	notre	notre	PROPN
bracis-28349	1	73	dame	dame	PROPN
bracis-28349	1	74	hesburgh	hesburgh	PROPN
bracis-28349	1	75	library	library	PROPN
bracis-28349	1	76	download	download	PROPN
bracis-28349	1	77	book	book	NOUN
bracis-28349	1	78	pdf	pdf	PROPN
bracis-28349	1	79	download	download	NOUN
bracis-28349	1	80	book	book	NOUN
bracis-28349	1	81	epub	epub	PROPN
bracis-28349	1	82	intelligent	intelligent	ADJ
bracis-28349	1	83	systems	system	NOUN
bracis-28349	1	84	(	(	PUNCT
bracis-28349	1	85	bracis	bracis	NOUN
bracis-28349	1	86	2023	2023	NUM
bracis-28349	1	87	)	)	PUNCT
bracis-28349	1	88	exploring	explore	VERB
bracis-28349	1	89	text	text	NOUN
bracis-28349	1	90	decoding	decode	VERB
bracis-28349	1	91	methods	method	NOUN
bracis-28349	1	92	for	for	ADP
bracis-28349	1	93	 	 	SPACE
bracis-28349	1	94	portuguese	portuguese	ADJ
bracis-28349	1	95	legal	legal	ADJ
bracis-28349	1	96	text	text	NOUN
bracis-28349	1	97	generation	generation	NOUN
bracis-28349	1	98	download	download	NOUN
bracis-28349	1	99	book	book	NOUN
bracis-28349	1	100	pdf	pdf	PROPN
bracis-28349	1	101	download	download	NOUN
bracis-28349	1	102	book	book	PROPN
bracis-28349	1	103	epub	epub	PROPN
bracis-28349	1	104	kenzo	kenzo	PROPN
bracis-28349	1	105	sakiyama	sakiyama	PROPN
bracis-28349	1	106	  	  	SPACE
bracis-28349	1	107	orcid	orcid	NOUN
bracis-28349	1	108	:	:	PUNCT
bracis-28349	1	109	orcid.org/0000-0002-5284-47459	orcid.org/0000-0002-5284-47459	PROPN
bracis-28349	1	110	,	,	PUNCT
bracis-28349	1	111	raphael	raphael	PROPN
bracis-28349	1	112	montanari	montanari	PROPN
bracis-28349	1	113	  	  	SPACE
bracis-28349	1	114	orcid	orcid	NOUN
bracis-28349	1	115	:	:	PUNCT
bracis-28349	1	116	orcid.org/0000-0003-2281-36469	orcid.org/0000-0003-2281-36469	NOUN
bracis-28349	1	117	,	,	PUNCT
bracis-28349	1	118	roseval	roseval	NOUN
bracis-28349	1	119	malaquias	malaquia	NOUN
bracis-28349	1	120	junior	junior	ADJ
bracis-28349	1	121	  	  	SPACE
bracis-28349	1	122	orcid	orcid	NOUN
bracis-28349	1	123	:	:	PUNCT
bracis-28349	1	124	orcid.org/0000-0002-6005-05159	orcid.org/0000-0002-6005-05159	PROPN
bracis-28349	1	125	,	,	PUNCT
bracis-28349	1	126	rodrigo	rodrigo	PROPN
bracis-28349	1	127	nogueira	nogueira	PROPN
bracis-28349	1	128	  	  	SPACE
bracis-28349	1	129	orcid	orcid	PROPN
bracis-28349	1	130	:	:	PUNCT
bracis-28349	1	131	orcid.org/0000-0002-2600-603510	orcid.org/0000-0002-2600-603510	PROPN
bracis-28349	1	132	&	&	CCONJ
bracis-28349	1	133	…	…	PUNCT
bracis-28349	1	134	roseli	roseli	PROPN
bracis-28349	1	135	a.	a.	PROPN
bracis-28349	1	136	f.	f.	PROPN
bracis-28349	1	137	romero	romero	PROPN
bracis-28349	1	138	  	  	SPACE
bracis-28349	1	139	orcid	orcid	PROPN
bracis-28349	1	140	:	:	PUNCT
bracis-28349	1	141	orcid.org/0000-0001-9366-27809	orcid.org/0000-0001-9366-27809	NOUN
bracis-28349	1	142	  	  	SPACE
bracis-28349	1	143	show	show	VERB
bracis-28349	1	144	authors	author	NOUN
bracis-28349	1	145	part	part	NOUN
bracis-28349	1	146	of	of	ADP
bracis-28349	1	147	the	the	DET
bracis-28349	1	148	book	book	NOUN
bracis-28349	1	149	series	series	NOUN
bracis-28349	1	150	:	:	PUNCT
bracis-28349	1	151	lecture	lecture	NOUN
bracis-28349	1	152	notes	note	NOUN
bracis-28349	1	153	in	in	ADP
bracis-28349	1	154	computer	computer	NOUN
bracis-28349	1	155	science	science	NOUN
bracis-28349	1	156	(	(	PUNCT
bracis-28349	1	157	(	(	PUNCT
bracis-28349	1	158	lnai	lnai	ADJ
bracis-28349	1	159	,	,	PUNCT
bracis-28349	1	160	volume	volume	NOUN
bracis-28349	1	161	14195	14195	NUM
bracis-28349	1	162	)	)	PUNCT
bracis-28349	1	163	)	)	PUNCT
bracis-28349	1	164	included	include	VERB
bracis-28349	1	165	in	in	ADP
bracis-28349	1	166	the	the	DET
bracis-28349	1	167	following	follow	VERB
bracis-28349	1	168	conference	conference	NOUN
bracis-28349	1	169	series	series	NOUN
bracis-28349	1	170	:	:	PUNCT
bracis-28349	1	171	brazilian	brazilian	ADJ
bracis-28349	1	172	conference	conference	NOUN
bracis-28349	1	173	on	on	ADP
bracis-28349	1	174	intelligent	intelligent	ADJ
bracis-28349	1	175	systems	system	NOUN
bracis-28349	1	176	552	552	NUM
bracis-28349	1	177	accesses	access	VERB
bracis-28349	1	178	4	4	NUM
bracis-28349	1	179	citations	citation	NOUN
bracis-28349	1	180	abstract	abstract	ADJ
bracis-28349	1	181	in	in	ADP
bracis-28349	1	182	recent	recent	ADJ
bracis-28349	1	183	years	year	NOUN
bracis-28349	1	184	,	,	PUNCT
bracis-28349	1	185	there	there	PRON
bracis-28349	1	186	has	have	AUX
bracis-28349	1	187	been	be	AUX
bracis-28349	1	188	considerable	considerable	ADJ
bracis-28349	1	189	growth	growth	NOUN
bracis-28349	1	190	in	in	ADP
bracis-28349	1	191	the	the	DET
bracis-28349	1	192	volume	volume	NOUN
bracis-28349	1	193	of	of	ADP
bracis-28349	1	194	legal	legal	ADJ
bracis-28349	1	195	proceedings	proceeding	NOUN
bracis-28349	1	196	in	in	ADP
bracis-28349	1	197	brazil	brazil	PROPN
bracis-28349	1	198	.	.	PUNCT
bracis-28349	2	1	in	in	ADP
bracis-28349	2	2	this	this	DET
bracis-28349	2	3	context	context	NOUN
bracis-28349	2	4	,	,	PUNCT
bracis-28349	2	5	there	there	PRON
bracis-28349	2	6	is	be	VERB
bracis-28349	2	7	a	a	DET
bracis-28349	2	8	lot	lot	NOUN
bracis-28349	2	9	of	of	ADP
bracis-28349	2	10	potential	potential	NOUN
bracis-28349	2	11	in	in	ADP
bracis-28349	2	12	using	use	VERB
bracis-28349	2	13	recent	recent	ADJ
bracis-28349	2	14	advances	advance	NOUN
bracis-28349	2	15	in	in	ADP
bracis-28349	2	16	natural	natural	ADJ
bracis-28349	2	17	language	language	NOUN
bracis-28349	2	18	processing	processing	NOUN
bracis-28349	2	19	to	to	ADP
bracis-28349	2	20	automate	automate	VERB
bracis-28349	2	21	tasks	task	NOUN
bracis-28349	2	22	and	and	CCONJ
bracis-28349	2	23	analysis	analysis	NOUN
bracis-28349	2	24	in	in	ADP
bracis-28349	2	25	the	the	DET
bracis-28349	2	26	legal	legal	ADJ
bracis-28349	2	27	domain	domain	NOUN
bracis-28349	2	28	.	.	PUNCT
bracis-28349	3	1	in	in	ADP
bracis-28349	3	2	this	this	DET
bracis-28349	3	3	article	article	NOUN
bracis-28349	3	4	,	,	PUNCT
bracis-28349	3	5	we	we	PRON
bracis-28349	3	6	investigate	investigate	VERB
bracis-28349	3	7	text	text	NOUN
bracis-28349	3	8	decoding	decode	VERB
bracis-28349	3	9	methods	method	NOUN
bracis-28349	3	10	for	for	ADP
bracis-28349	3	11	automating	automate	VERB
bracis-28349	3	12	the	the	DET
bracis-28349	3	13	writing	writing	NOUN
bracis-28349	3	14	of	of	ADP
bracis-28349	3	15	keyphrases	keyphrase	NOUN
bracis-28349	3	16	,	,	PUNCT
bracis-28349	3	17	a	a	DET
bracis-28349	3	18	sequence	sequence	NOUN
bracis-28349	3	19	of	of	ADP
bracis-28349	3	20	key	key	ADJ
bracis-28349	3	21	terms	term	NOUN
bracis-28349	3	22	present	present	ADJ
bracis-28349	3	23	in	in	ADP
bracis-28349	3	24	documents	document	NOUN
bracis-28349	3	25	used	use	VERB
bracis-28349	3	26	in	in	ADP
bracis-28349	3	27	courts	court	NOUN
bracis-28349	3	28	throughout	throughout	ADP
bracis-28349	3	29	brazil	brazil	PROPN
bracis-28349	3	30	.	.	PUNCT
bracis-28349	4	1	for	for	ADP
bracis-28349	4	2	this	this	DET
bracis-28349	4	3	purpose	purpose	NOUN
bracis-28349	4	4	,	,	PUNCT
bracis-28349	4	5	a	a	DET
bracis-28349	4	6	text	text	NOUN
bracis-28349	4	7	-	-	PUNCT
bracis-28349	4	8	to	to	ADP
bracis-28349	4	9	-	-	PUNCT
bracis-28349	4	10	text	text	NOUN
bracis-28349	4	11	framework	framework	NOUN
bracis-28349	4	12	based	base	VERB
bracis-28349	4	13	on	on	ADP
bracis-28349	4	14	generative	generative	ADJ
bracis-28349	4	15	transformers	transformer	NOUN
bracis-28349	4	16	is	be	AUX
bracis-28349	4	17	used	use	VERB
bracis-28349	4	18	to	to	PART
bracis-28349	4	19	generate	generate	VERB
bracis-28349	4	20	keyphrases	keyphrase	NOUN
bracis-28349	4	21	and	and	CCONJ
bracis-28349	4	22	evaluate	evaluate	VERB
bracis-28349	4	23	three	three	NUM
bracis-28349	4	24	decoding	decode	VERB
bracis-28349	4	25	techniques	technique	NOUN
bracis-28349	4	26	:	:	PUNCT
bracis-28349	4	27	greedy	greedy	ADJ
bracis-28349	4	28	,	,	PUNCT
bracis-28349	4	29	top	top	ADJ
bracis-28349	4	30	-	-	PUNCT
bracis-28349	4	31	k	k	NOUN
bracis-28349	4	32	,	,	PUNCT
bracis-28349	4	33	and	and	CCONJ
bracis-28349	4	34	top	top	ADJ
bracis-28349	4	35	-	-	PUNCT
bracis-28349	4	36	p.	p.	NOUN
bracis-28349	4	37	since	since	SCONJ
bracis-28349	4	38	the	the	DET
bracis-28349	4	39	keyphrases	keyphrase	NOUN
bracis-28349	4	40	are	be	AUX
bracis-28349	4	41	designed	design	VERB
bracis-28349	4	42	to	to	PART
bracis-28349	4	43	improve	improve	VERB
bracis-28349	4	44	retrieval	retrieval	NOUN
bracis-28349	4	45	tasks	task	NOUN
bracis-28349	4	46	,	,	PUNCT
bracis-28349	4	47	we	we	PRON
bracis-28349	4	48	evaluated	evaluate	VERB
bracis-28349	4	49	keyphrases	keyphrase	NOUN
bracis-28349	4	50	generated	generate	VERB
bracis-28349	4	51	by	by	ADP
bracis-28349	4	52	the	the	DET
bracis-28349	4	53	decoding	decode	VERB
bracis-28349	4	54	methods	method	NOUN
bracis-28349	4	55	in	in	ADP
bracis-28349	4	56	legal	legal	ADJ
bracis-28349	4	57	document	document	NOUN
bracis-28349	4	58	retrieval	retrieval	NOUN
bracis-28349	4	59	.	.	PUNCT
bracis-28349	5	1	traditional	traditional	ADJ
bracis-28349	5	2	retrieval	retrieval	NOUN
bracis-28349	5	3	methods	method	NOUN
bracis-28349	5	4	(	(	PUNCT
bracis-28349	5	5	tf	tf	PROPN
bracis-28349	5	6	-	-	PUNCT
bracis-28349	5	7	idf	idf	PROPN
bracis-28349	5	8	and	and	CCONJ
bracis-28349	5	9	bm25	bm25	PROPN
bracis-28349	5	10	)	)	PUNCT
bracis-28349	5	11	were	be	AUX
bracis-28349	5	12	used	use	VERB
bracis-28349	5	13	to	to	PART
bracis-28349	5	14	evaluate	evaluate	VERB
bracis-28349	5	15	the	the	DET
bracis-28349	5	16	quality	quality	NOUN
bracis-28349	5	17	of	of	ADP
bracis-28349	5	18	the	the	DET
bracis-28349	5	19	generated	generate	VERB
bracis-28349	5	20	keyphrases	keyphrase	NOUN
bracis-28349	5	21	.	.	PUNCT
bracis-28349	6	1	the	the	DET
bracis-28349	6	2	results	result	NOUN
bracis-28349	6	3	obtained	obtain	VERB
bracis-28349	6	4	(	(	PUNCT
bracis-28349	6	5	in	in	ADP
bracis-28349	6	6	terms	term	NOUN
bracis-28349	6	7	of	of	ADP
bracis-28349	6	8	ir	ir	PROPN
bracis-28349	6	9	metrics	metric	NOUN
bracis-28349	6	10	)	)	PUNCT
bracis-28349	6	11	were	be	AUX
bracis-28349	6	12	statistically	statistically	ADV
bracis-28349	6	13	significant	significant	ADJ
bracis-28349	6	14	,	,	PUNCT
bracis-28349	6	15	and	and	CCONJ
bracis-28349	6	16	they	they	PRON
bracis-28349	6	17	indicate	indicate	VERB
bracis-28349	6	18	that	that	SCONJ
bracis-28349	6	19	greedy	greedy	ADJ
bracis-28349	6	20	decoding	decoding	NOUN
bracis-28349	6	21	generates	generate	VERB
bracis-28349	6	22	high	high	ADJ
bracis-28349	6	23	-	-	PUNCT
bracis-28349	6	24	quality	quality	NOUN
bracis-28349	6	25	keyphrases	keyphrase	NOUN
bracis-28349	6	26	for	for	ADP
bracis-28349	6	27	the	the	DET
bracis-28349	6	28	dockets	docket	NOUN
bracis-28349	6	29	used	use	VERB
bracis-28349	6	30	in	in	ADP
bracis-28349	6	31	this	this	DET
bracis-28349	6	32	work	work	NOUN
bracis-28349	6	33	,	,	PUNCT
bracis-28349	6	34	providing	provide	VERB
bracis-28349	6	35	keyphrases	keyphrase	NOUN
bracis-28349	6	36	close	close	ADV
bracis-28349	6	37	to	to	ADP
bracis-28349	6	38	the	the	DET
bracis-28349	6	39	ones	one	NOUN
bracis-28349	6	40	generated	generate	VERB
bracis-28349	6	41	by	by	ADP
bracis-28349	6	42	human	human	ADJ
bracis-28349	6	43	specialists	specialist	NOUN
bracis-28349	6	44	.	.	PUNCT
bracis-28349	7	1	access	access	NOUN
bracis-28349	7	2	provided	provide	VERB
bracis-28349	7	3	by	by	ADP
bracis-28349	7	4	university	university	PROPN
bracis-28349	7	5	of	of	ADP
bracis-28349	7	6	notre	notre	PROPN
bracis-28349	7	7	dame	dame	PROPN
bracis-28349	7	8	hesburgh	hesburgh	PROPN
bracis-28349	7	9	library	library	PROPN
bracis-28349	7	10	.	.	PUNCT
bracis-28349	8	1	download	download	PROPN
bracis-28349	8	2	conference	conference	NOUN
bracis-28349	8	3	paper	paper	NOUN
bracis-28349	8	4	pdf	pdf	NOUN
bracis-28349	8	5	similar	similar	ADJ
bracis-28349	8	6	content	content	NOUN
bracis-28349	8	7	being	be	AUX
bracis-28349	8	8	viewed	view	VERB
bracis-28349	8	9	by	by	ADP
bracis-28349	8	10	others	other	NOUN
bracis-28349	8	11	a	a	DET
bracis-28349	8	12	deep	deep	ADJ
bracis-28349	8	13	extraction	extraction	NOUN
bracis-28349	8	14	model	model	NOUN
bracis-28349	8	15	for	for	ADP
bracis-28349	8	16	an	an	DET
bracis-28349	8	17	unseen	unseen	ADJ
bracis-28349	8	18	keyphrase	keyphrase	NOUN
bracis-28349	8	19	detection	detection	NOUN
bracis-28349	8	20	article	article	NOUN
bracis-28349	8	21	12	12	NUM
bracis-28349	8	22	november	november	PROPN
bracis-28349	8	23	2019	2019	NUM
bracis-28349	8	24	from	from	ADP
bracis-28349	8	25	fundamentals	fundamental	NOUN
bracis-28349	8	26	to	to	ADP
bracis-28349	8	27	 	 	SPACE
bracis-28349	8	28	recent	recent	ADJ
bracis-28349	8	29	advances	advance	NOUN
bracis-28349	8	30	:	:	PUNCT
bracis-28349	8	31	a	a	DET
bracis-28349	8	32	tutorial	tutorial	NOUN
bracis-28349	8	33	on	on	ADP
bracis-28349	8	34	 	 	SPACE
bracis-28349	8	35	keyphrasification	keyphrasification	NOUN
bracis-28349	8	36	chapter	chapter	NOUN
bracis-28349	8	37	©	©	PROPN
bracis-28349	8	38	2022	2022	NUM
bracis-28349	8	39	a	a	DET
bracis-28349	8	40	comparative	comparative	ADJ
bracis-28349	8	41	assessment	assessment	NOUN
bracis-28349	8	42	of	of	ADP
bracis-28349	8	43	state	state	NOUN
bracis-28349	8	44	-	-	PUNCT
bracis-28349	8	45	of	of	ADP
bracis-28349	8	46	-	-	PUNCT
bracis-28349	8	47	the	the	DET
bracis-28349	8	48	-	-	PUNCT
bracis-28349	8	49	art	art	NOUN
bracis-28349	8	50	methods	method	NOUN
bracis-28349	8	51	for	for	ADP
bracis-28349	8	52	multilingual	multilingual	ADJ
bracis-28349	8	53	unsupervised	unsupervised	ADJ
bracis-28349	8	54	keyphrase	keyphrase	NOUN
bracis-28349	8	55	extraction	extraction	NOUN
bracis-28349	8	56	chapter	chapter	NOUN
bracis-28349	8	57	©	©	PROPN
bracis-28349	8	58	2021	2021	NUM
bracis-28349	8	59	explore	explore	VERB
bracis-28349	8	60	related	relate	VERB
bracis-28349	8	61	subjects	subject	NOUN
bracis-28349	8	62	discover	discover	VERB
bracis-28349	8	63	the	the	DET
bracis-28349	8	64	latest	late	ADJ
bracis-28349	8	65	articles	article	NOUN
bracis-28349	8	66	,	,	PUNCT
bracis-28349	8	67	books	book	NOUN
bracis-28349	8	68	and	and	CCONJ
bracis-28349	8	69	news	news	NOUN
bracis-28349	8	70	in	in	ADP
bracis-28349	8	71	related	related	ADJ
bracis-28349	8	72	subjects	subject	NOUN
bracis-28349	8	73	,	,	PUNCT
bracis-28349	8	74	suggested	suggest	VERB
bracis-28349	8	75	using	use	VERB
bracis-28349	8	76	machine	machine	NOUN
bracis-28349	8	77	learning	learning	NOUN
bracis-28349	8	78	.	.	PUNCT
bracis-28349	9	1	computational	computational	ADJ
bracis-28349	9	2	linguistics	linguistics	PROPN
bracis-28349	9	3	corpus	corpus	PROPN
bracis-28349	9	4	linguistics	linguistics	PROPN
bracis-28349	9	5	escrt	escrt	PROPN
bracis-28349	9	6	machine	machine	NOUN
bracis-28349	9	7	translation	translation	NOUN
bracis-28349	9	8	natural	natural	ADJ
bracis-28349	9	9	language	language	NOUN
bracis-28349	9	10	processing	processing	NOUN
bracis-28349	9	11	(	(	PUNCT
bracis-28349	9	12	nlp	nlp	NOUN
bracis-28349	9	13	)	)	PUNCT
bracis-28349	9	14	neural	neural	ADJ
bracis-28349	9	15	decoding	decode	VERB
bracis-28349	9	16	1	1	NUM
bracis-28349	9	17	introduction	introduction	NOUN
bracis-28349	9	18	based	base	VERB
bracis-28349	9	19	on	on	ADP
bracis-28349	9	20	data	datum	NOUN
bracis-28349	9	21	from	from	ADP
bracis-28349	9	22	the	the	DET
bracis-28349	9	23	national	national	PROPN
bracis-28349	9	24	council	council	PROPN
bracis-28349	9	25	of	of	ADP
bracis-28349	9	26	justice	justice	PROPN
bracis-28349	9	27	conselho	conselho	PROPN
bracis-28349	9	28	nacional	nacional	PROPN
bracis-28349	9	29	de	de	PROPN
bracis-28349	9	30	justiça	justiça	PROPN
bracis-28349	9	31	(	(	PUNCT
bracis-28349	9	32	cnj	cnj	PROPN
bracis-28349	9	33	)	)	PUNCT
bracis-28349	10	1	[	[	X
bracis-28349	10	2	11	11	NUM
bracis-28349	10	3	]	]	PUNCT
bracis-28349	10	4	,	,	PUNCT
bracis-28349	10	5	there	there	PRON
bracis-28349	10	6	were	be	VERB
bracis-28349	10	7	77.3	77.3	NUM
bracis-28349	10	8	million	million	NUM
bracis-28349	10	9	cases	case	NOUN
bracis-28349	10	10	in	in	ADP
bracis-28349	10	11	transit	transit	NOUN
bracis-28349	10	12	in	in	ADP
bracis-28349	10	13	the	the	DET
bracis-28349	10	14	brazilian	brazilian	ADJ
bracis-28349	10	15	judiciary	judiciary	NOUN
bracis-28349	10	16	at	at	ADP
bracis-28349	10	17	the	the	DET
bracis-28349	10	18	end	end	NOUN
bracis-28349	10	19	of	of	ADP
bracis-28349	10	20	2021	2021	NUM
bracis-28349	10	21	,	,	PUNCT
bracis-28349	10	22	indicating	indicate	VERB
bracis-28349	10	23	a	a	DET
bracis-28349	10	24	10.4	10.4	NUM
bracis-28349	10	25	%	%	NOUN
bracis-28349	10	26	increase	increase	NOUN
bracis-28349	10	27	from	from	ADP
bracis-28349	10	28	the	the	DET
bracis-28349	10	29	previous	previous	ADJ
bracis-28349	10	30	year	year	NOUN
bracis-28349	10	31	.	.	PUNCT
bracis-28349	11	1	the	the	DET
bracis-28349	11	2	analysis	analysis	NOUN
bracis-28349	11	3	of	of	ADP
bracis-28349	11	4	such	such	ADJ
bracis-28349	11	5	cases	case	NOUN
bracis-28349	11	6	contributes	contribute	VERB
bracis-28349	11	7	to	to	ADP
bracis-28349	11	8	the	the	DET
bracis-28349	11	9	slowness	slowness	NOUN
bracis-28349	11	10	of	of	ADP
bracis-28349	11	11	the	the	DET
bracis-28349	11	12	brazilian	brazilian	ADJ
bracis-28349	11	13	legal	legal	ADJ
bracis-28349	11	14	system	system	NOUN
bracis-28349	11	15	due	due	ADP
bracis-28349	11	16	to	to	ADP
bracis-28349	11	17	the	the	DET
bracis-28349	11	18	human	human	ADJ
bracis-28349	11	19	effort	effort	NOUN
bracis-28349	11	20	required	require	VERB
bracis-28349	11	21	to	to	ADP
bracis-28349	11	22	both	both	CCONJ
bracis-28349	11	23	write	write	VERB
bracis-28349	11	24	and	and	CCONJ
bracis-28349	11	25	analyze	analyze	VERB
bracis-28349	11	26	the	the	DET
bracis-28349	11	27	legal	legal	ADJ
bracis-28349	11	28	cases	case	NOUN
bracis-28349	11	29	.	.	PUNCT
bracis-28349	12	1	in	in	ADP
bracis-28349	12	2	this	this	DET
bracis-28349	12	3	context	context	NOUN
bracis-28349	12	4	,	,	PUNCT
bracis-28349	12	5	dockets	docket	NOUN
bracis-28349	12	6	consist	consist	VERB
bracis-28349	12	7	of	of	ADP
bracis-28349	12	8	a	a	DET
bracis-28349	12	9	special	special	ADJ
bracis-28349	12	10	type	type	NOUN
bracis-28349	12	11	of	of	ADP
bracis-28349	12	12	document	document	NOUN
bracis-28349	12	13	,	,	PUNCT
bracis-28349	12	14	that	that	PRON
bracis-28349	12	15	aims	aim	VERB
bracis-28349	12	16	to	to	PART
bracis-28349	12	17	provide	provide	VERB
bracis-28349	12	18	a	a	DET
bracis-28349	12	19	summary	summary	NOUN
bracis-28349	12	20	of	of	ADP
bracis-28349	12	21	a	a	DET
bracis-28349	12	22	legal	legal	ADJ
bracis-28349	12	23	case	case	NOUN
bracis-28349	12	24	.	.	PUNCT
bracis-28349	13	1	they	they	PRON
bracis-28349	13	2	are	be	AUX
bracis-28349	13	3	used	use	VERB
bracis-28349	13	4	in	in	ADP
bracis-28349	13	5	courts	court	NOUN
bracis-28349	13	6	all	all	ADV
bracis-28349	13	7	around	around	ADP
bracis-28349	13	8	brazil	brazil	PROPN
bracis-28349	13	9	and	and	CCONJ
bracis-28349	13	10	are	be	AUX
bracis-28349	13	11	designed	design	VERB
bracis-28349	13	12	to	to	PART
bracis-28349	13	13	provide	provide	VERB
bracis-28349	13	14	a	a	DET
bracis-28349	13	15	summarised	summarise	VERB
bracis-28349	13	16	representation	representation	NOUN
bracis-28349	13	17	of	of	ADP
bracis-28349	13	18	judicial	judicial	ADJ
bracis-28349	13	19	decisions	decision	NOUN
bracis-28349	13	20	.	.	PUNCT
bracis-28349	14	1	figure	figure	VERB
bracis-28349	14	2	 	 	SPACE
bracis-28349	14	3	1	1	NUM
bracis-28349	14	4	presents	present	VERB
bracis-28349	14	5	an	an	DET
bracis-28349	14	6	example	example	NOUN
bracis-28349	14	7	of	of	ADP
bracis-28349	14	8	a	a	DET
bracis-28349	14	9	docket	docket	NOUN
bracis-28349	14	10	.	.	PUNCT
bracis-28349	15	1	fig	fig	NOUN
bracis-28349	15	2	.	.	PUNCT
bracis-28349	16	1	1	1	NUM
bracis-28349	16	2	.	.	X
bracis-28349	16	3	example	example	NOUN
bracis-28349	16	4	of	of	ADP
bracis-28349	16	5	a	a	DET
bracis-28349	16	6	docket	docket	NOUN
bracis-28349	16	7	.	.	PUNCT
bracis-28349	17	1	keyphrases	keyphrase	NOUN
bracis-28349	17	2	are	be	AUX
bracis-28349	17	3	highlighted	highlight	VERB
bracis-28349	17	4	in	in	ADP
bracis-28349	17	5	bold	bold	ADJ
bracis-28349	17	6	text	text	NOUN
bracis-28349	17	7	.	.	PUNCT
bracis-28349	18	1	full	full	ADJ
bracis-28349	18	2	size	size	NOUN
bracis-28349	18	3	image	image	NOUN
bracis-28349	18	4	the	the	DET
bracis-28349	18	5	dockets	docket	NOUN
bracis-28349	18	6	usually	usually	ADV
bracis-28349	18	7	follow	follow	VERB
bracis-28349	18	8	a	a	DET
bracis-28349	18	9	pre	pre	ADJ
bracis-28349	18	10	-	-	ADJ
bracis-28349	18	11	defined	define	VERB
bracis-28349	18	12	structure	structure	NOUN
bracis-28349	18	13	composed	compose	VERB
bracis-28349	18	14	of	of	ADP
bracis-28349	18	15	two	two	NUM
bracis-28349	18	16	components	component	NOUN
bracis-28349	18	17	:	:	PUNCT
bracis-28349	18	18	keyphrases	keyphrase	NOUN
bracis-28349	18	19	and	and	CCONJ
bracis-28349	18	20	enumerated	enumerate	VERB
bracis-28349	18	21	paragraphs	paragraph	NOUN
bracis-28349	18	22	.	.	PUNCT
bracis-28349	19	1	the	the	DET
bracis-28349	19	2	keyphrases	keyphrase	NOUN
bracis-28349	19	3	consist	consist	VERB
bracis-28349	19	4	of	of	ADP
bracis-28349	19	5	a	a	DET
bracis-28349	19	6	header	header	NOUN
bracis-28349	19	7	present	present	ADJ
bracis-28349	19	8	at	at	ADP
bracis-28349	19	9	the	the	DET
bracis-28349	19	10	beginning	beginning	NOUN
bracis-28349	19	11	of	of	ADP
bracis-28349	19	12	the	the	DET
bracis-28349	19	13	docket	docket	NOUN
bracis-28349	19	14	and	and	CCONJ
bracis-28349	19	15	are	be	AUX
bracis-28349	19	16	composed	compose	VERB
bracis-28349	19	17	of	of	ADP
bracis-28349	19	18	sequences	sequence	NOUN
bracis-28349	19	19	of	of	ADP
bracis-28349	19	20	capitalised	capitalise	VERB
bracis-28349	19	21	key	key	ADJ
bracis-28349	19	22	terms	term	NOUN
bracis-28349	19	23	that	that	PRON
bracis-28349	19	24	highlight	highlight	VERB
bracis-28349	19	25	the	the	DET
bracis-28349	19	26	key	key	ADJ
bracis-28349	19	27	subjects	subject	NOUN
bracis-28349	19	28	present	present	ADJ
bracis-28349	19	29	in	in	ADP
bracis-28349	19	30	the	the	DET
bracis-28349	19	31	document	document	NOUN
bracis-28349	19	32	.	.	PUNCT
bracis-28349	20	1	this	this	DET
bracis-28349	20	2	header	header	NOUN
bracis-28349	20	3	is	be	AUX
bracis-28349	20	4	created	create	VERB
bracis-28349	20	5	to	to	PART
bracis-28349	20	6	improve	improve	VERB
bracis-28349	20	7	the	the	DET
bracis-28349	20	8	search	search	NOUN
bracis-28349	20	9	and	and	CCONJ
bracis-28349	20	10	retrieval	retrieval	NOUN
bracis-28349	20	11	of	of	ADP
bracis-28349	20	12	jurisprudences	jurisprudence	NOUN
bracis-28349	20	13	(	(	PUNCT
bracis-28349	20	14	precedents	precedent	NOUN
bracis-28349	20	15	)	)	PUNCT
bracis-28349	21	1	[	[	X
bracis-28349	21	2	7	7	NUM
bracis-28349	21	3	]	]	PUNCT
bracis-28349	21	4	.	.	PUNCT
bracis-28349	22	1	the	the	DET
bracis-28349	22	2	enumerated	enumerate	VERB
bracis-28349	22	3	paragraphs	paragraph	NOUN
bracis-28349	22	4	discuss	discuss	VERB
bracis-28349	22	5	the	the	DET
bracis-28349	22	6	themes	theme	NOUN
bracis-28349	22	7	(	(	PUNCT
bracis-28349	22	8	or	or	CCONJ
bracis-28349	22	9	topics	topic	NOUN
bracis-28349	22	10	)	)	PUNCT
bracis-28349	22	11	present	present	ADJ
bracis-28349	22	12	in	in	ADP
bracis-28349	22	13	the	the	DET
bracis-28349	22	14	document	document	NOUN
bracis-28349	22	15	.	.	PUNCT
bracis-28349	23	1	by	by	ADP
bracis-28349	23	2	analysing	analyse	VERB
bracis-28349	23	3	the	the	DET
bracis-28349	23	4	form	form	NOUN
bracis-28349	23	5	and	and	CCONJ
bracis-28349	23	6	linguistic	linguistic	ADJ
bracis-28349	23	7	style	style	NOUN
bracis-28349	23	8	present	present	ADJ
bracis-28349	23	9	in	in	ADP
bracis-28349	23	10	the	the	DET
bracis-28349	23	11	keyphrases	keyphrase	NOUN
bracis-28349	23	12	,	,	PUNCT
bracis-28349	23	13	it	it	PRON
bracis-28349	23	14	’s	’	VERB
bracis-28349	23	15	possible	possible	ADJ
bracis-28349	23	16	to	to	PART
bracis-28349	23	17	note	note	VERB
bracis-28349	23	18	similarities	similarity	NOUN
bracis-28349	23	19	between	between	ADP
bracis-28349	23	20	the	the	DET
bracis-28349	23	21	writing	writing	NOUN
bracis-28349	23	22	of	of	ADP
bracis-28349	23	23	keyphrases	keyphrase	NOUN
bracis-28349	23	24	and	and	CCONJ
bracis-28349	23	25	two	two	NUM
bracis-28349	23	26	natural	natural	ADJ
bracis-28349	23	27	language	language	NOUN
bracis-28349	23	28	processing	processing	NOUN
bracis-28349	23	29	(	(	PUNCT
bracis-28349	23	30	nlp	nlp	NOUN
bracis-28349	23	31	)	)	PUNCT
bracis-28349	23	32	tasks	task	NOUN
bracis-28349	23	33	:	:	PUNCT
bracis-28349	23	34	summarization	summarization	NOUN
bracis-28349	23	35	and	and	CCONJ
bracis-28349	23	36	key	key	ADJ
bracis-28349	23	37	terms	term	NOUN
bracis-28349	23	38	extraction	extraction	NOUN
bracis-28349	23	39	.	.	PUNCT
bracis-28349	24	1	however	however	ADV
bracis-28349	24	2	,	,	PUNCT
bracis-28349	24	3	keyphrases	keyphrase	NOUN
bracis-28349	24	4	are	be	AUX
bracis-28349	24	5	not	not	PART
bracis-28349	24	6	written	write	VERB
bracis-28349	24	7	in	in	ADP
bracis-28349	24	8	a	a	DET
bracis-28349	24	9	fluid	fluid	ADJ
bracis-28349	24	10	and	and	CCONJ
bracis-28349	24	11	natural	natural	ADJ
bracis-28349	24	12	manner	manner	NOUN
bracis-28349	24	13	such	such	ADJ
bracis-28349	24	14	as	as	ADP
bracis-28349	24	15	summaries	summary	NOUN
bracis-28349	24	16	.	.	PUNCT
bracis-28349	25	1	in	in	ADP
bracis-28349	25	2	addition	addition	NOUN
bracis-28349	25	3	,	,	PUNCT
bracis-28349	25	4	most	most	ADJ
bracis-28349	25	5	of	of	ADP
bracis-28349	25	6	the	the	DET
bracis-28349	25	7	terms	term	NOUN
bracis-28349	25	8	present	present	ADJ
bracis-28349	25	9	in	in	ADP
bracis-28349	25	10	their	their	PRON
bracis-28349	25	11	text	text	NOUN
bracis-28349	25	12	are	be	AUX
bracis-28349	25	13	not	not	PART
bracis-28349	25	14	present	present	ADJ
bracis-28349	25	15	in	in	ADP
bracis-28349	25	16	the	the	DET
bracis-28349	25	17	remainder	remainder	NOUN
bracis-28349	25	18	of	of	ADP
bracis-28349	25	19	the	the	DET
bracis-28349	25	20	docket	docket	NOUN
bracis-28349	25	21	which	which	PRON
bracis-28349	25	22	originated	originate	VERB
bracis-28349	25	23	the	the	DET
bracis-28349	25	24	keyphrase	keyphrase	NOUN
bracis-28349	25	25	,	,	PUNCT
bracis-28349	25	26	which	which	PRON
bracis-28349	25	27	makes	make	VERB
bracis-28349	25	28	it	it	PRON
bracis-28349	25	29	difficult	difficult	ADJ
bracis-28349	25	30	to	to	PART
bracis-28349	25	31	treat	treat	VERB
bracis-28349	25	32	its	its	PRON
bracis-28349	25	33	writing	writing	NOUN
bracis-28349	25	34	as	as	ADP
bracis-28349	25	35	an	an	DET
bracis-28349	25	36	extractive	extractive	ADJ
bracis-28349	25	37	task	task	NOUN
bracis-28349	25	38	.	.	PUNCT
bracis-28349	26	1	given	give	VERB
bracis-28349	26	2	the	the	DET
bracis-28349	26	3	predictable	predictable	ADJ
bracis-28349	26	4	structure	structure	NOUN
bracis-28349	26	5	and	and	CCONJ
bracis-28349	26	6	availability	availability	NOUN
bracis-28349	26	7	of	of	ADP
bracis-28349	26	8	dockets	docket	NOUN
bracis-28349	26	9	,	,	PUNCT
bracis-28349	26	10	it	it	PRON
bracis-28349	26	11	would	would	AUX
bracis-28349	26	12	be	be	AUX
bracis-28349	26	13	possible	possible	ADJ
bracis-28349	26	14	to	to	PART
bracis-28349	26	15	prepare	prepare	VERB
bracis-28349	26	16	input	input	NOUN
bracis-28349	26	17	-	-	PUNCT
bracis-28349	26	18	output	output	NOUN
bracis-28349	26	19	pairs	pair	NOUN
bracis-28349	26	20	in	in	ADP
bracis-28349	26	21	order	order	NOUN
bracis-28349	26	22	to	to	PART
bracis-28349	26	23	generate	generate	VERB
bracis-28349	26	24	keyphrases	keyphrase	NOUN
bracis-28349	26	25	using	use	VERB
bracis-28349	26	26	the	the	DET
bracis-28349	26	27	enumerated	enumerate	VERB
bracis-28349	26	28	paragraphs	paragraph	NOUN
bracis-28349	26	29	as	as	ADP
bracis-28349	26	30	inputs	input	NOUN
bracis-28349	26	31	,	,	PUNCT
bracis-28349	26	32	by	by	ADP
bracis-28349	26	33	employing	employ	VERB
bracis-28349	26	34	a	a	DET
bracis-28349	26	35	supervised	supervised	ADJ
bracis-28349	26	36	approach	approach	NOUN
bracis-28349	26	37	.	.	PUNCT
bracis-28349	27	1	transformers	transformer	NOUN
bracis-28349	27	2	,	,	PUNCT
bracis-28349	27	3	such	such	ADJ
bracis-28349	27	4	as	as	ADP
bracis-28349	27	5	gpt	gpt	NOUN
bracis-28349	27	6	[	[	X
bracis-28349	27	7	19	19	NUM
bracis-28349	27	8	]	]	PUNCT
bracis-28349	27	9	,	,	PUNCT
bracis-28349	27	10	were	be	AUX
bracis-28349	27	11	already	already	ADV
bracis-28349	27	12	proven	prove	VERB
bracis-28349	27	13	effective	effective	ADJ
bracis-28349	27	14	in	in	ADP
bracis-28349	27	15	various	various	ADJ
bracis-28349	27	16	text	text	NOUN
bracis-28349	27	17	-	-	PUNCT
bracis-28349	27	18	to	to	ADP
bracis-28349	27	19	-	-	PUNCT
bracis-28349	27	20	text	text	NOUN
bracis-28349	27	21	generative	generative	ADJ
bracis-28349	27	22	natural	natural	ADJ
bracis-28349	27	23	language	language	NOUN
bracis-28349	27	24	processing	processing	NOUN
bracis-28349	27	25	(	(	PUNCT
bracis-28349	27	26	nlp	nlp	NOUN
bracis-28349	27	27	)	)	PUNCT
bracis-28349	27	28	tasks	task	NOUN
bracis-28349	27	29	 	 	SPACE
bracis-28349	28	1	[	[	X
bracis-28349	28	2	6	6	NUM
bracis-28349	28	3	]	]	X
bracis-28349	28	4	(	(	PUNCT
bracis-28349	28	5	such	such	ADJ
bracis-28349	28	6	as	as	ADP
bracis-28349	28	7	translation	translation	NOUN
bracis-28349	28	8	,	,	PUNCT
bracis-28349	28	9	question	question	NOUN
bracis-28349	28	10	answering	answering	NOUN
bracis-28349	28	11	and	and	CCONJ
bracis-28349	28	12	summarization	summarization	NOUN
bracis-28349	28	13	)	)	PUNCT
bracis-28349	28	14	.	.	PUNCT
bracis-28349	29	1	also	also	ADV
bracis-28349	29	2	,	,	PUNCT
bracis-28349	29	3	the	the	DET
bracis-28349	29	4	availability	availability	NOUN
bracis-28349	29	5	of	of	ADP
bracis-28349	29	6	pre	pre	ADJ
bracis-28349	29	7	-	-	ADJ
bracis-28349	29	8	trained	train	VERB
bracis-28349	29	9	language	language	NOUN
bracis-28349	29	10	models	model	NOUN
bracis-28349	29	11	[	[	X
bracis-28349	29	12	3	3	NUM
bracis-28349	29	13	,	,	PUNCT
bracis-28349	29	14	25	25	NUM
bracis-28349	29	15	,	,	PUNCT
bracis-28349	29	16	33	33	NUM
bracis-28349	29	17	]	]	PUNCT
bracis-28349	29	18	presents	present	VERB
bracis-28349	29	19	a	a	DET
bracis-28349	29	20	lot	lot	NOUN
bracis-28349	29	21	of	of	ADP
bracis-28349	29	22	opportunities	opportunity	NOUN
bracis-28349	29	23	to	to	PART
bracis-28349	29	24	automate	automate	VERB
bracis-28349	29	25	nlp	nlp	NOUN
bracis-28349	29	26	tasks	task	NOUN
bracis-28349	29	27	.	.	PUNCT
bracis-28349	30	1	thus	thus	ADV
bracis-28349	30	2	,	,	PUNCT
bracis-28349	30	3	in	in	ADP
bracis-28349	30	4	this	this	DET
bracis-28349	30	5	work	work	NOUN
bracis-28349	30	6	,	,	PUNCT
bracis-28349	30	7	we	we	PRON
bracis-28349	30	8	aim	aim	VERB
bracis-28349	30	9	to	to	PART
bracis-28349	30	10	investigate	investigate	VERB
bracis-28349	30	11	the	the	DET
bracis-28349	30	12	usage	usage	NOUN
bracis-28349	30	13	of	of	ADP
bracis-28349	30	14	state	state	NOUN
bracis-28349	30	15	-	-	PUNCT
bracis-28349	30	16	of	of	ADP
bracis-28349	30	17	-	-	PUNCT
bracis-28349	30	18	the	the	DET
bracis-28349	30	19	-	-	PUNCT
bracis-28349	30	20	art	art	NOUN
bracis-28349	30	21	generative	generative	ADJ
bracis-28349	30	22	transformers	transformer	NOUN
bracis-28349	30	23	to	to	PART
bracis-28349	30	24	automate	automate	VERB
bracis-28349	30	25	the	the	DET
bracis-28349	30	26	writing	writing	NOUN
bracis-28349	30	27	of	of	ADP
bracis-28349	30	28	keyphrases	keyphrase	NOUN
bracis-28349	30	29	.	.	PUNCT
bracis-28349	31	1	specifically	specifically	ADV
bracis-28349	31	2	,	,	PUNCT
bracis-28349	31	3	we	we	PRON
bracis-28349	31	4	seek	seek	VERB
bracis-28349	31	5	to	to	PART
bracis-28349	31	6	investigate	investigate	VERB
bracis-28349	31	7	text	text	NOUN
bracis-28349	31	8	decoding	decode	VERB
bracis-28349	31	9	methods	method	NOUN
bracis-28349	31	10	in	in	ADP
bracis-28349	31	11	order	order	NOUN
bracis-28349	31	12	to	to	PART
bracis-28349	31	13	generate	generate	VERB
bracis-28349	31	14	keyphrases	keyphrase	NOUN
bracis-28349	31	15	that	that	PRON
bracis-28349	31	16	aid	aid	NOUN
bracis-28349	31	17	retrieval	retrieval	NOUN
bracis-28349	31	18	in	in	ADP
bracis-28349	31	19	the	the	DET
bracis-28349	31	20	legal	legal	ADJ
bracis-28349	31	21	domain	domain	NOUN
bracis-28349	31	22	.	.	PUNCT
bracis-28349	32	1	this	this	DET
bracis-28349	32	2	study	study	NOUN
bracis-28349	32	3	is	be	AUX
bracis-28349	32	4	unprecedented	unprecedented	ADJ
bracis-28349	32	5	in	in	ADP
bracis-28349	32	6	brazil	brazil	PROPN
bracis-28349	32	7	and	and	CCONJ
bracis-28349	32	8	can	can	AUX
bracis-28349	32	9	be	be	AUX
bracis-28349	32	10	used	use	VERB
bracis-28349	32	11	to	to	PART
bracis-28349	32	12	automate	automate	VERB
bracis-28349	32	13	keyphrase	keyphrase	NOUN
bracis-28349	32	14	generation	generation	NOUN
bracis-28349	32	15	in	in	ADP
bracis-28349	32	16	courts	court	NOUN
bracis-28349	32	17	around	around	ADP
bracis-28349	32	18	the	the	DET
bracis-28349	32	19	country	country	NOUN
bracis-28349	32	20	.	.	PUNCT
bracis-28349	33	1	at	at	ADP
bracis-28349	33	2	last	last	ADJ
bracis-28349	33	3	,	,	PUNCT
bracis-28349	33	4	the	the	DET
bracis-28349	33	5	main	main	ADJ
bracis-28349	33	6	contributions	contribution	NOUN
bracis-28349	33	7	of	of	ADP
bracis-28349	33	8	this	this	DET
bracis-28349	33	9	work	work	NOUN
bracis-28349	33	10	are	be	AUX
bracis-28349	33	11	:	:	PUNCT
bracis-28349	33	12	1	1	X
bracis-28349	33	13	.	.	X
bracis-28349	33	14	investigation	investigation	NOUN
bracis-28349	33	15	of	of	ADP
bracis-28349	33	16	a	a	DET
bracis-28349	33	17	novel	novel	ADJ
bracis-28349	33	18	approach	approach	NOUN
bracis-28349	33	19	to	to	PART
bracis-28349	33	20	generate	generate	VERB
bracis-28349	33	21	keyphrases	keyphrase	NOUN
bracis-28349	33	22	from	from	ADP
bracis-28349	33	23	brazilian	brazilian	ADJ
bracis-28349	33	24	dockets	docket	NOUN
bracis-28349	33	25	,	,	PUNCT
bracis-28349	33	26	using	use	VERB
bracis-28349	33	27	a	a	DET
bracis-28349	33	28	sequence	sequence	NOUN
bracis-28349	33	29	-	-	PUNCT
bracis-28349	33	30	to	to	ADP
bracis-28349	33	31	-	-	PUNCT
bracis-28349	33	32	sequence	sequence	NOUN
bracis-28349	33	33	transformer	transformer	NOUN
bracis-28349	33	34	;	;	PUNCT
bracis-28349	33	35	2	2	X
bracis-28349	33	36	.	.	X
bracis-28349	33	37	comparison	comparison	NOUN
bracis-28349	33	38	of	of	ADP
bracis-28349	33	39	three	three	NUM
bracis-28349	33	40	different	different	ADJ
bracis-28349	33	41	text	text	NOUN
bracis-28349	33	42	decoding	decode	VERB
bracis-28349	33	43	methods	method	NOUN
bracis-28349	33	44	for	for	ADP
bracis-28349	33	45	the	the	DET
bracis-28349	33	46	proposed	propose	VERB
bracis-28349	33	47	task	task	NOUN
bracis-28349	33	48	(	(	PUNCT
bracis-28349	33	49	greedy	greedy	ADJ
bracis-28349	33	50	and	and	CCONJ
bracis-28349	33	51	sampling	sample	VERB
bracis-28349	33	52	methods	method	NOUN
bracis-28349	33	53	)	)	PUNCT
bracis-28349	33	54	;	;	PUNCT
bracis-28349	33	55	3	3	X
bracis-28349	33	56	.	.	NOUN
bracis-28349	33	57	quantitative	quantitative	ADJ
bracis-28349	33	58	and	and	CCONJ
bracis-28349	33	59	qualitative	qualitative	ADJ
bracis-28349	33	60	analysis	analysis	NOUN
bracis-28349	33	61	of	of	ADP
bracis-28349	33	62	the	the	DET
bracis-28349	33	63	generated	generate	VERB
bracis-28349	33	64	keyphrases	keyphrase	NOUN
bracis-28349	33	65	.	.	PUNCT
bracis-28349	34	1	this	this	DET
bracis-28349	34	2	paper	paper	NOUN
bracis-28349	34	3	is	be	AUX
bracis-28349	34	4	organised	organise	VERB
bracis-28349	34	5	as	as	SCONJ
bracis-28349	34	6	follows	follow	VERB
bracis-28349	34	7	.	.	PUNCT
bracis-28349	35	1	section	section	NOUN
bracis-28349	35	2	 	 	SPACE
bracis-28349	35	3	2	2	NUM
bracis-28349	35	4	presents	present	NOUN
bracis-28349	35	5	related	relate	VERB
bracis-28349	35	6	works	work	NOUN
bracis-28349	35	7	.	.	PUNCT
bracis-28349	36	1	section	section	NOUN
bracis-28349	36	2	 	 	SPACE
bracis-28349	36	3	3	3	NUM
bracis-28349	36	4	discussed	discuss	VERB
bracis-28349	36	5	the	the	DET
bracis-28349	36	6	methodology	methodology	NOUN
bracis-28349	36	7	applied	apply	VERB
bracis-28349	36	8	for	for	ADP
bracis-28349	36	9	the	the	DET
bracis-28349	36	10	keyphrase	keyphrase	NOUN
bracis-28349	36	11	generation	generation	NOUN
bracis-28349	36	12	.	.	PUNCT
bracis-28349	37	1	next	next	ADJ
bracis-28349	37	2	,	,	PUNCT
bracis-28349	37	3	sect	sect	NOUN
bracis-28349	37	4	.	.	PUNCT
bracis-28349	37	5	 	 	SPACE
bracis-28349	38	1	4	4	NUM
bracis-28349	38	2	presents	present	VERB
bracis-28349	38	3	and	and	CCONJ
bracis-28349	38	4	discusses	discuss	VERB
bracis-28349	38	5	the	the	DET
bracis-28349	38	6	obtained	obtain	VERB
bracis-28349	38	7	results	result	NOUN
bracis-28349	38	8	.	.	PUNCT
bracis-28349	39	1	at	at	ADP
bracis-28349	39	2	last	last	ADJ
bracis-28349	39	3	,	,	PUNCT
bracis-28349	39	4	sect	sect	NOUN
bracis-28349	39	5	.	.	PUNCT
bracis-28349	39	6	 	 	SPACE
bracis-28349	40	1	5	5	NUM
bracis-28349	40	2	,	,	PUNCT
bracis-28349	40	3	presents	present	VERB
bracis-28349	40	4	conclusions	conclusion	NOUN
bracis-28349	40	5	and	and	CCONJ
bracis-28349	40	6	future	future	ADJ
bracis-28349	40	7	works	work	NOUN
bracis-28349	40	8	.	.	PUNCT
bracis-28349	41	1	2	2	NUM
bracis-28349	41	2	related	relate	VERB
bracis-28349	41	3	works	work	NOUN
bracis-28349	41	4	in	in	ADP
bracis-28349	41	5	this	this	DET
bracis-28349	41	6	section	section	NOUN
bracis-28349	41	7	,	,	PUNCT
bracis-28349	41	8	we	we	PRON
bracis-28349	41	9	will	will	AUX
bracis-28349	41	10	present	present	VERB
bracis-28349	41	11	studies	study	NOUN
bracis-28349	41	12	related	relate	VERB
bracis-28349	41	13	to	to	ADP
bracis-28349	41	14	the	the	DET
bracis-28349	41	15	main	main	ADJ
bracis-28349	41	16	objectives	objective	NOUN
bracis-28349	41	17	of	of	ADP
bracis-28349	41	18	this	this	DET
bracis-28349	41	19	proposal	proposal	NOUN
bracis-28349	41	20	.	.	PUNCT
bracis-28349	42	1	the	the	DET
bracis-28349	42	2	transformer	transformer	NOUN
bracis-28349	42	3	 	 	SPACE
bracis-28349	42	4	[	[	X
bracis-28349	42	5	29	29	NUM
bracis-28349	42	6	]	]	PUNCT
bracis-28349	42	7	consists	consist	VERB
bracis-28349	42	8	of	of	ADP
bracis-28349	42	9	a	a	DET
bracis-28349	42	10	deep	deep	ADJ
bracis-28349	42	11	neural	neural	ADJ
bracis-28349	42	12	network	network	NOUN
bracis-28349	42	13	architecture	architecture	NOUN
bracis-28349	42	14	that	that	PRON
bracis-28349	42	15	achieved	achieve	VERB
bracis-28349	42	16	the	the	DET
bracis-28349	42	17	state	state	NOUN
bracis-28349	42	18	of	of	ADP
bracis-28349	42	19	the	the	DET
bracis-28349	42	20	art	art	NOUN
bracis-28349	42	21	in	in	ADP
bracis-28349	42	22	several	several	ADJ
bracis-28349	42	23	nlp	nlp	NOUN
bracis-28349	42	24	tasks	task	NOUN
bracis-28349	42	25	.	.	PUNCT
bracis-28349	43	1	it	it	PRON
bracis-28349	43	2	consists	consist	VERB
bracis-28349	43	3	of	of	ADP
bracis-28349	43	4	an	an	DET
bracis-28349	43	5	encoder	encoder	NOUN
bracis-28349	43	6	-	-	PUNCT
bracis-28349	43	7	decoder	decoder	NOUN
bracis-28349	43	8	architecture	architecture	NOUN
bracis-28349	43	9	used	use	VERB
bracis-28349	43	10	originally	originally	ADV
bracis-28349	43	11	for	for	ADP
bracis-28349	43	12	translation	translation	NOUN
bracis-28349	43	13	.	.	PUNCT
bracis-28349	44	1	however	however	ADV
bracis-28349	44	2	,	,	PUNCT
bracis-28349	44	3	the	the	DET
bracis-28349	44	4	context	context	NOUN
bracis-28349	44	5	-	-	PUNCT
bracis-28349	44	6	aware	aware	ADJ
bracis-28349	44	7	representations	representation	NOUN
bracis-28349	44	8	generated	generate	VERB
bracis-28349	44	9	by	by	ADP
bracis-28349	44	10	the	the	DET
bracis-28349	44	11	model	model	NOUN
bracis-28349	44	12	can	can	AUX
bracis-28349	44	13	be	be	AUX
bracis-28349	44	14	used	use	VERB
bracis-28349	44	15	for	for	ADP
bracis-28349	44	16	a	a	DET
bracis-28349	44	17	large	large	ADJ
bracis-28349	44	18	variety	variety	NOUN
bracis-28349	44	19	of	of	ADP
bracis-28349	44	20	tasks	task	NOUN
bracis-28349	44	21	.	.	PUNCT
bracis-28349	45	1	following	follow	VERB
bracis-28349	45	2	the	the	DET
bracis-28349	45	3	success	success	NOUN
bracis-28349	45	4	of	of	ADP
bracis-28349	45	5	the	the	DET
bracis-28349	45	6	generative	generative	ADJ
bracis-28349	45	7	pretrained	pretraine	VERB
bracis-28349	45	8	transformers	transformer	NOUN
bracis-28349	45	9	(	(	PUNCT
bracis-28349	45	10	gpt	gpt	NOUN
bracis-28349	45	11	)	)	PUNCT
bracis-28349	45	12	models	model	NOUN
bracis-28349	45	13	[	[	X
bracis-28349	45	14	19	19	NUM
bracis-28349	45	15	,	,	PUNCT
bracis-28349	45	16	25	25	NUM
bracis-28349	45	17	,	,	PUNCT
bracis-28349	45	18	33	33	NUM
bracis-28349	45	19	]	]	PUNCT
bracis-28349	45	20	,	,	PUNCT
bracis-28349	45	21	there	there	PRON
bracis-28349	45	22	is	be	VERB
bracis-28349	45	23	a	a	DET
bracis-28349	45	24	predominance	predominance	NOUN
bracis-28349	45	25	of	of	ADP
bracis-28349	45	26	decoder	decoder	NOUN
bracis-28349	45	27	-	-	PUNCT
bracis-28349	45	28	only	only	ADJ
bracis-28349	45	29	models	model	NOUN
bracis-28349	45	30	in	in	ADP
bracis-28349	45	31	nlp	nlp	ADJ
bracis-28349	45	32	tasks	task	NOUN
bracis-28349	45	33	that	that	PRON
bracis-28349	45	34	can	can	AUX
bracis-28349	45	35	be	be	AUX
bracis-28349	45	36	approached	approach	VERB
bracis-28349	45	37	as	as	ADP
bracis-28349	45	38	text	text	NOUN
bracis-28349	45	39	generation	generation	NOUN
bracis-28349	45	40	(	(	PUNCT
bracis-28349	45	41	such	such	ADJ
bracis-28349	45	42	as	as	ADP
bracis-28349	45	43	question	question	NOUN
bracis-28349	45	44	answering	answering	NOUN
bracis-28349	45	45	and	and	CCONJ
bracis-28349	45	46	summarization	summarization	NOUN
bracis-28349	45	47	)	)	PUNCT
bracis-28349	45	48	 	 	SPACE
bracis-28349	46	1	[	[	X
bracis-28349	46	2	6	6	NUM
bracis-28349	46	3	]	]	PUNCT
bracis-28349	46	4	.	.	PUNCT
bracis-28349	47	1	in	in	ADP
bracis-28349	47	2	addition	addition	NOUN
bracis-28349	47	3	,	,	PUNCT
bracis-28349	47	4	recent	recent	ADJ
bracis-28349	47	5	studies	study	NOUN
bracis-28349	47	6	showed	show	VERB
bracis-28349	47	7	the	the	DET
bracis-28349	47	8	great	great	ADJ
bracis-28349	47	9	potential	potential	NOUN
bracis-28349	47	10	in	in	ADP
bracis-28349	47	11	using	use	VERB
bracis-28349	47	12	such	such	ADJ
bracis-28349	47	13	models	model	NOUN
bracis-28349	47	14	in	in	ADP
bracis-28349	47	15	zero	zero	NUM
bracis-28349	47	16	and	and	CCONJ
bracis-28349	47	17	few	few	ADJ
bracis-28349	47	18	-	-	PUNCT
bracis-28349	47	19	shot	shot	NOUN
bracis-28349	47	20	scenarios	scenario	NOUN
bracis-28349	47	21	 	 	SPACE
bracis-28349	48	1	[	[	X
bracis-28349	48	2	2	2	NUM
bracis-28349	48	3	]	]	PUNCT
bracis-28349	48	4	.	.	PUNCT
bracis-28349	49	1	other	other	ADJ
bracis-28349	49	2	studies	study	NOUN
bracis-28349	49	3	 	 	SPACE
bracis-28349	49	4	[	[	X
bracis-28349	49	5	20	20	NUM
bracis-28349	49	6	,	,	PUNCT
bracis-28349	49	7	31	31	NUM
bracis-28349	49	8	]	]	PUNCT
bracis-28349	49	9	investigate	investigate	VERB
bracis-28349	49	10	text	text	NOUN
bracis-28349	49	11	generation	generation	NOUN
bracis-28349	49	12	using	use	VERB
bracis-28349	49	13	the	the	DET
bracis-28349	49	14	full	full	ADJ
bracis-28349	49	15	transformer	transformer	NOUN
bracis-28349	49	16	architecture	architecture	NOUN
bracis-28349	49	17	(	(	PUNCT
bracis-28349	49	18	encoder	encoder	NOUN
bracis-28349	49	19	-	-	PUNCT
bracis-28349	49	20	decoder	decoder	NOUN
bracis-28349	49	21	)	)	PUNCT
bracis-28349	49	22	for	for	ADP
bracis-28349	49	23	some	some	DET
bracis-28349	49	24	nlp	nlp	NOUN
bracis-28349	49	25	tasks	task	NOUN
bracis-28349	49	26	.	.	PUNCT
bracis-28349	50	1	the	the	DET
bracis-28349	50	2	t5	t5	PROPN
bracis-28349	51	1	[	[	X
bracis-28349	51	2	20	20	NUM
bracis-28349	51	3	]	]	PUNCT
bracis-28349	51	4	transformer	transformer	NOUN
bracis-28349	51	5	proposes	propose	VERB
bracis-28349	51	6	the	the	DET
bracis-28349	51	7	unification	unification	NOUN
bracis-28349	51	8	of	of	ADP
bracis-28349	51	9	a	a	DET
bracis-28349	51	10	series	series	NOUN
bracis-28349	51	11	of	of	ADP
bracis-28349	51	12	nlp	nlp	ADJ
bracis-28349	51	13	tasks	task	NOUN
bracis-28349	51	14	in	in	ADP
bracis-28349	51	15	a	a	DET
bracis-28349	51	16	single	single	ADJ
bracis-28349	51	17	text	text	NOUN
bracis-28349	51	18	-	-	PUNCT
bracis-28349	51	19	to	to	ADP
bracis-28349	51	20	-	-	PUNCT
bracis-28349	51	21	text	text	NOUN
bracis-28349	51	22	framework	framework	NOUN
bracis-28349	51	23	and	and	CCONJ
bracis-28349	51	24	xue	xue	PROPN
bracis-28349	51	25	et	et	PROPN
bracis-28349	51	26	al	al	PROPN
bracis-28349	51	27	.	.	PUNCT
bracis-28349	51	28	 	 	SPACE
bracis-28349	52	1	[	[	X
bracis-28349	52	2	31	31	NUM
bracis-28349	52	3	]	]	PUNCT
bracis-28349	52	4	expanded	expand	VERB
bracis-28349	52	5	the	the	DET
bracis-28349	52	6	original	original	ADJ
bracis-28349	52	7	work	work	NOUN
bracis-28349	52	8	to	to	PART
bracis-28349	52	9	add	add	VERB
bracis-28349	52	10	multilingual	multilingual	ADJ
bracis-28349	52	11	support	support	NOUN
bracis-28349	52	12	.	.	PUNCT
bracis-28349	53	1	although	although	SCONJ
bracis-28349	53	2	the	the	DET
bracis-28349	53	3	presented	present	VERB
bracis-28349	53	4	transformer	transformer	NOUN
bracis-28349	53	5	approaches	approach	NOUN
bracis-28349	53	6	for	for	ADP
bracis-28349	53	7	text	text	NOUN
bracis-28349	53	8	generation	generation	NOUN
bracis-28349	53	9	are	be	AUX
bracis-28349	53	10	different	different	ADJ
bracis-28349	53	11	in	in	ADP
bracis-28349	53	12	terms	term	NOUN
bracis-28349	53	13	of	of	ADP
bracis-28349	53	14	architecture	architecture	NOUN
bracis-28349	53	15	and	and	CCONJ
bracis-28349	53	16	scale	scale	NOUN
bracis-28349	53	17	(	(	PUNCT
bracis-28349	53	18	number	number	NOUN
bracis-28349	53	19	of	of	ADP
bracis-28349	53	20	parameters	parameter	NOUN
bracis-28349	53	21	)	)	PUNCT
bracis-28349	53	22	,	,	PUNCT
bracis-28349	53	23	they	they	PRON
bracis-28349	53	24	all	all	PRON
bracis-28349	53	25	deal	deal	VERB
bracis-28349	53	26	with	with	ADP
bracis-28349	53	27	common	common	ADJ
bracis-28349	53	28	issues	issue	NOUN
bracis-28349	53	29	concerning	concern	VERB
bracis-28349	53	30	the	the	DET
bracis-28349	53	31	quality	quality	NOUN
bracis-28349	53	32	of	of	ADP
bracis-28349	53	33	the	the	DET
bracis-28349	53	34	artificially	artificially	ADV
bracis-28349	53	35	generated	generate	VERB
bracis-28349	53	36	text	text	NOUN
bracis-28349	53	37	.	.	PUNCT
bracis-28349	54	1	generated	generate	VERB
bracis-28349	54	2	texts	text	NOUN
bracis-28349	54	3	are	be	AUX
bracis-28349	54	4	often	often	ADV
bracis-28349	54	5	simplistic	simplistic	ADJ
bracis-28349	54	6	,	,	PUNCT
bracis-28349	54	7	inconsistent	inconsistent	ADJ
bracis-28349	54	8	,	,	PUNCT
bracis-28349	54	9	or	or	CCONJ
bracis-28349	54	10	end	end	VERB
bracis-28349	54	11	up	up	ADP
bracis-28349	54	12	being	be	AUX
bracis-28349	54	13	repetitive	repetitive	ADJ
bracis-28349	54	14	[	[	X
bracis-28349	54	15	8	8	NUM
bracis-28349	54	16	]	]	PUNCT
bracis-28349	54	17	.	.	PUNCT
bracis-28349	55	1	there	there	PRON
bracis-28349	55	2	is	be	VERB
bracis-28349	55	3	also	also	ADV
bracis-28349	55	4	the	the	DET
bracis-28349	55	5	possibility	possibility	NOUN
bracis-28349	55	6	of	of	ADP
bracis-28349	55	7	hallucination	hallucination	NOUN
bracis-28349	55	8	,	,	PUNCT
bracis-28349	55	9	generating	generate	VERB
bracis-28349	55	10	contradictory	contradictory	ADJ
bracis-28349	55	11	texts	text	NOUN
bracis-28349	55	12	,	,	PUNCT
bracis-28349	55	13	meaningless	meaningless	ADJ
bracis-28349	55	14	and	and	CCONJ
bracis-28349	55	15	without	without	ADP
bracis-28349	55	16	foundation	foundation	NOUN
bracis-28349	55	17	or	or	CCONJ
bracis-28349	55	18	evidence	evidence	NOUN
bracis-28349	55	19	 	 	SPACE
bracis-28349	56	1	[	[	X
bracis-28349	56	2	10	10	NUM
bracis-28349	56	3	]	]	PUNCT
bracis-28349	56	4	.	.	PUNCT
bracis-28349	57	1	in	in	ADP
bracis-28349	57	2	order	order	NOUN
bracis-28349	57	3	to	to	PART
bracis-28349	57	4	mitigate	mitigate	VERB
bracis-28349	57	5	the	the	DET
bracis-28349	57	6	challenges	challenge	NOUN
bracis-28349	57	7	(	(	PUNCT
bracis-28349	57	8	repetitive	repetitive	ADJ
bracis-28349	57	9	and	and	CCONJ
bracis-28349	57	10	predictable	predictable	ADJ
bracis-28349	57	11	texts	text	NOUN
bracis-28349	57	12	)	)	PUNCT
bracis-28349	57	13	,	,	PUNCT
bracis-28349	57	14	there	there	PRON
bracis-28349	57	15	were	be	VERB
bracis-28349	57	16	initiatives	initiative	NOUN
bracis-28349	57	17	aimed	aim	VERB
bracis-28349	57	18	at	at	ADP
bracis-28349	57	19	making	make	VERB
bracis-28349	57	20	text	text	NOUN
bracis-28349	57	21	generation	generation	NOUN
bracis-28349	57	22	non	non	ADJ
bracis-28349	57	23	-	-	ADJ
bracis-28349	57	24	deterministic	deterministic	ADJ
bracis-28349	57	25	 	 	SPACE
bracis-28349	57	26	[	[	X
bracis-28349	57	27	4	4	NUM
bracis-28349	57	28	,	,	PUNCT
bracis-28349	57	29	8	8	NUM
bracis-28349	57	30	]	]	PUNCT
bracis-28349	57	31	.	.	PUNCT
bracis-28349	58	1	such	such	ADJ
bracis-28349	58	2	proposals	proposal	NOUN
bracis-28349	58	3	arise	arise	VERB
bracis-28349	58	4	as	as	ADP
bracis-28349	58	5	an	an	DET
bracis-28349	58	6	alternative	alternative	NOUN
bracis-28349	58	7	to	to	ADP
bracis-28349	58	8	simpler	simple	ADJ
bracis-28349	58	9	text	text	NOUN
bracis-28349	58	10	generation	generation	NOUN
bracis-28349	58	11	methods	method	NOUN
bracis-28349	58	12	(	(	PUNCT
bracis-28349	58	13	also	also	ADV
bracis-28349	58	14	called	call	VERB
bracis-28349	58	15	greedy	greedy	ADJ
bracis-28349	58	16	decoding	decoding	NOUN
bracis-28349	58	17	)	)	PUNCT
bracis-28349	58	18	,	,	PUNCT
bracis-28349	58	19	arguing	argue	VERB
bracis-28349	58	20	that	that	SCONJ
bracis-28349	58	21	choosing	choose	VERB
bracis-28349	58	22	most	most	ADV
bracis-28349	58	23	probable	probable	ADJ
bracis-28349	58	24	words	word	NOUN
bracis-28349	58	25	(	(	PUNCT
bracis-28349	58	26	or	or	CCONJ
bracis-28349	58	27	tokens	token	NOUN
bracis-28349	58	28	)	)	PUNCT
bracis-28349	58	29	is	be	AUX
bracis-28349	58	30	one	one	NUM
bracis-28349	58	31	of	of	ADP
bracis-28349	58	32	the	the	DET
bracis-28349	58	33	main	main	ADJ
bracis-28349	58	34	causes	cause	NOUN
bracis-28349	58	35	of	of	ADP
bracis-28349	58	36	repetitive	repetitive	ADJ
bracis-28349	58	37	texts	text	NOUN
bracis-28349	58	38	.	.	PUNCT
bracis-28349	59	1	another	another	DET
bracis-28349	59	2	example	example	NOUN
bracis-28349	59	3	of	of	ADP
bracis-28349	59	4	a	a	DET
bracis-28349	59	5	study	study	NOUN
bracis-28349	59	6	aimed	aim	VERB
bracis-28349	59	7	at	at	ADP
bracis-28349	59	8	mitigating	mitigate	VERB
bracis-28349	59	9	repetitive	repetitive	ADJ
bracis-28349	59	10	texts	text	NOUN
bracis-28349	59	11	is	be	AUX
bracis-28349	59	12	the	the	DET
bracis-28349	59	13	work	work	NOUN
bracis-28349	59	14	from	from	ADP
bracis-28349	59	15	su	su	PROPN
bracis-28349	59	16	et	et	PROPN
bracis-28349	59	17	al	al	PROPN
bracis-28349	59	18	.	.	PUNCT
bracis-28349	59	19	 	 	SPACE
bracis-28349	60	1	[	[	X
bracis-28349	60	2	28	28	NUM
bracis-28349	60	3	]	]	PUNCT
bracis-28349	60	4	.	.	PUNCT
bracis-28349	61	1	proposed	propose	VERB
bracis-28349	61	2	in	in	ADP
bracis-28349	61	3	2022	2022	NUM
bracis-28349	61	4	,	,	PUNCT
bracis-28349	61	5	the	the	DET
bracis-28349	61	6	contrastive	contrastive	ADJ
bracis-28349	61	7	-	-	PUNCT
bracis-28349	61	8	search	search	NOUN
bracis-28349	61	9	consists	consist	NOUN
bracis-28349	61	10	of	of	ADP
bracis-28349	61	11	a	a	DET
bracis-28349	61	12	modification	modification	NOUN
bracis-28349	61	13	in	in	ADP
bracis-28349	61	14	the	the	DET
bracis-28349	61	15	choosing	choosing	NOUN
bracis-28349	61	16	words	word	NOUN
bracis-28349	61	17	(	(	PUNCT
bracis-28349	61	18	or	or	CCONJ
bracis-28349	61	19	tokens	token	NOUN
bracis-28349	61	20	)	)	PUNCT
bracis-28349	61	21	predicted	predict	VERB
bracis-28349	61	22	by	by	ADP
bracis-28349	61	23	a	a	DET
bracis-28349	61	24	textual	textual	ADJ
bracis-28349	61	25	generator	generator	NOUN
bracis-28349	61	26	,	,	PUNCT
bracis-28349	61	27	which	which	PRON
bracis-28349	61	28	aims	aim	VERB
bracis-28349	61	29	to	to	PART
bracis-28349	61	30	increase	increase	VERB
bracis-28349	61	31	the	the	DET
bracis-28349	61	32	variability	variability	NOUN
bracis-28349	61	33	of	of	ADP
bracis-28349	61	34	the	the	DET
bracis-28349	61	35	text	text	NOUN
bracis-28349	61	36	while	while	SCONJ
bracis-28349	61	37	maintaining	maintain	VERB
bracis-28349	61	38	its	its	PRON
bracis-28349	61	39	coherence	coherence	NOUN
bracis-28349	61	40	.	.	PUNCT
bracis-28349	62	1	for	for	ADP
bracis-28349	62	2	this	this	DET
bracis-28349	62	3	purpose	purpose	NOUN
bracis-28349	62	4	,	,	PUNCT
bracis-28349	62	5	the	the	DET
bracis-28349	62	6	authors	author	NOUN
bracis-28349	62	7	suggest	suggest	AUX
bracis-28349	62	8	penalising	penalise	VERB
bracis-28349	62	9	,	,	PUNCT
bracis-28349	62	10	during	during	ADP
bracis-28349	62	11	decoding	decode	VERB
bracis-28349	62	12	or	or	CCONJ
bracis-28349	62	13	unsupervised	unsupervised	ADJ
bracis-28349	62	14	training	training	NOUN
bracis-28349	62	15	of	of	ADP
bracis-28349	62	16	the	the	DET
bracis-28349	62	17	language	language	NOUN
bracis-28349	62	18	model	model	NOUN
bracis-28349	62	19	,	,	PUNCT
bracis-28349	62	20	the	the	DET
bracis-28349	62	21	softmax	softmax	NOUN
bracis-28349	62	22	scores	score	NOUN
bracis-28349	62	23	of	of	ADP
bracis-28349	62	24	the	the	DET
bracis-28349	62	25	most	most	ADV
bracis-28349	62	26	likely	likely	ADJ
bracis-28349	62	27	tokens	token	NOUN
bracis-28349	62	28	by	by	ADP
bracis-28349	62	29	their	their	PRON
bracis-28349	62	30	similarity	similarity	NOUN
bracis-28349	62	31	to	to	ADP
bracis-28349	62	32	other	other	ADJ
bracis-28349	62	33	tokens	token	NOUN
bracis-28349	62	34	within	within	ADP
bracis-28349	62	35	the	the	DET
bracis-28349	62	36	context	context	NOUN
bracis-28349	62	37	.	.	PUNCT
bracis-28349	63	1	the	the	DET
bracis-28349	63	2	importance	importance	NOUN
bracis-28349	63	3	given	give	VERB
bracis-28349	63	4	to	to	ADP
bracis-28349	63	5	the	the	DET
bracis-28349	63	6	similarity	similarity	NOUN
bracis-28349	63	7	is	be	AUX
bracis-28349	63	8	controlled	control	VERB
bracis-28349	63	9	by	by	ADP
bracis-28349	63	10	a	a	DET
bracis-28349	63	11	parameter	parameter	NOUN
bracis-28349	63	12	alpha	alpha	NOUN
bracis-28349	63	13	.	.	PUNCT
bracis-28349	64	1	at	at	ADP
bracis-28349	64	2	last	last	ADV
bracis-28349	64	3	,	,	PUNCT
bracis-28349	64	4	we	we	PRON
bracis-28349	64	5	will	will	AUX
bracis-28349	64	6	present	present	VERB
bracis-28349	64	7	examples	example	NOUN
bracis-28349	64	8	of	of	ADP
bracis-28349	64	9	studies	study	NOUN
bracis-28349	64	10	employing	employ	VERB
bracis-28349	64	11	transformers	transformer	NOUN
bracis-28349	64	12	to	to	PART
bracis-28349	64	13	generate	generate	VERB
bracis-28349	64	14	text	text	NOUN
bracis-28349	64	15	in	in	ADP
bracis-28349	64	16	the	the	DET
bracis-28349	64	17	legal	legal	ADJ
bracis-28349	64	18	domain	domain	NOUN
bracis-28349	64	19	.	.	PUNCT
bracis-28349	65	1	keyphrases	keyphrase	VERB
bracis-28349	65	2	such	such	ADJ
bracis-28349	65	3	as	as	ADP
bracis-28349	65	4	the	the	DET
bracis-28349	65	5	ones	one	NOUN
bracis-28349	65	6	used	use	VERB
bracis-28349	65	7	in	in	ADP
bracis-28349	65	8	this	this	DET
bracis-28349	65	9	work	work	NOUN
bracis-28349	65	10	are	be	AUX
bracis-28349	65	11	exclusive	exclusive	ADJ
bracis-28349	65	12	to	to	ADP
bracis-28349	65	13	brazil	brazil	PROPN
bracis-28349	65	14	and	and	CCONJ
bracis-28349	65	15	,	,	PUNCT
bracis-28349	65	16	for	for	ADP
bracis-28349	65	17	the	the	DET
bracis-28349	65	18	best	good	ADJ
bracis-28349	65	19	of	of	ADP
bracis-28349	65	20	our	our	PRON
bracis-28349	65	21	knowledge	knowledge	NOUN
bracis-28349	65	22	,	,	PUNCT
bracis-28349	65	23	this	this	PRON
bracis-28349	65	24	is	be	AUX
bracis-28349	65	25	the	the	DET
bracis-28349	65	26	first	first	ADJ
bracis-28349	65	27	in	in	ADP
bracis-28349	65	28	depth	depth	NOUN
bracis-28349	65	29	study	study	NOUN
bracis-28349	65	30	of	of	ADP
bracis-28349	65	31	decoding	decode	VERB
bracis-28349	65	32	methods	method	NOUN
bracis-28349	65	33	for	for	ADP
bracis-28349	65	34	brazillian	brazillian	ADJ
bracis-28349	65	35	keyphrase	keyphrase	NOUN
bracis-28349	65	36	generation	generation	NOUN
bracis-28349	65	37	.	.	PUNCT
bracis-28349	66	1	feijo	feijo	PROPN
bracis-28349	66	2	and	and	CCONJ
bracis-28349	66	3	moreira	moreira	PROPN
bracis-28349	67	1	[	[	X
bracis-28349	67	2	5	5	NUM
bracis-28349	67	3	]	]	PUNCT
bracis-28349	67	4	and	and	CCONJ
bracis-28349	67	5	yoon	yoon	PROPN
bracis-28349	67	6	et	et	PROPN
bracis-28349	67	7	al	al	PROPN
bracis-28349	67	8	.	.	PUNCT
bracis-28349	68	1	[	[	X
bracis-28349	68	2	32	32	NUM
bracis-28349	68	3	]	]	PUNCT
bracis-28349	68	4	applied	apply	VERB
bracis-28349	68	5	transformer	transformer	NOUN
bracis-28349	68	6	models	model	NOUN
bracis-28349	68	7	to	to	PART
bracis-28349	68	8	summarise	summarise	VERB
bracis-28349	68	9	rulings	ruling	NOUN
bracis-28349	68	10	from	from	ADP
bracis-28349	68	11	the	the	DET
bracis-28349	68	12	brazilian	brazilian	ADJ
bracis-28349	68	13	supreme	supreme	PROPN
bracis-28349	68	14	court	court	PROPN
bracis-28349	68	15	and	and	CCONJ
bracis-28349	68	16	korean	korean	ADJ
bracis-28349	68	17	legal	legal	ADJ
bracis-28349	68	18	cases	case	NOUN
bracis-28349	68	19	,	,	PUNCT
bracis-28349	68	20	respectively	respectively	ADV
bracis-28349	68	21	.	.	PUNCT
bracis-28349	69	1	peric	peric	NOUN
bracis-28349	69	2	et	et	PROPN
bracis-28349	69	3	al	al	PROPN
bracis-28349	69	4	.	.	PUNCT
bracis-28349	69	5	 	 	SPACE
bracis-28349	70	1	[	[	X
bracis-28349	70	2	16	16	NUM
bracis-28349	70	3	]	]	PUNCT
bracis-28349	70	4	proposed	propose	VERB
bracis-28349	70	5	the	the	DET
bracis-28349	70	6	use	use	NOUN
bracis-28349	70	7	of	of	ADP
bracis-28349	70	8	transformers	transformer	NOUN
bracis-28349	70	9	to	to	PART
bracis-28349	70	10	generate	generate	VERB
bracis-28349	70	11	opinions	opinion	NOUN
bracis-28349	70	12	about	about	ADP
bracis-28349	70	13	legal	legal	ADJ
bracis-28349	70	14	cases	case	NOUN
bracis-28349	70	15	originating	originate	VERB
bracis-28349	70	16	in	in	ADP
bracis-28349	70	17	the	the	DET
bracis-28349	70	18	u.s	u.s	PROPN
bracis-28349	70	19	circuit	circuit	PROPN
bracis-28349	70	20	court	court	NOUN
bracis-28349	70	21	,	,	PUNCT
bracis-28349	70	22	by	by	ADP
bracis-28349	70	23	employing	employ	VERB
bracis-28349	70	24	an	an	DET
bracis-28349	70	25	encoder	encoder	NOUN
bracis-28349	70	26	-	-	PUNCT
bracis-28349	70	27	decoder	decoder	NOUN
bracis-28349	70	28	architecture	architecture	NOUN
bracis-28349	70	29	.	.	PUNCT
bracis-28349	71	1	huang	huang	PROPN
bracis-28349	71	2	et	et	PROPN
bracis-28349	71	3	al	al	PROPN
bracis-28349	71	4	.	.	PUNCT
bracis-28349	71	5	 	 	SPACE
bracis-28349	72	1	[	[	X
bracis-28349	72	2	9	9	NUM
bracis-28349	72	3	]	]	PUNCT
bracis-28349	72	4	proposed	propose	VERB
bracis-28349	72	5	a	a	DET
bracis-28349	72	6	solution	solution	NOUN
bracis-28349	72	7	to	to	PART
bracis-28349	72	8	automate	automate	VERB
bracis-28349	72	9	the	the	DET
bracis-28349	72	10	legal	legal	ADJ
bracis-28349	72	11	judgment	judgment	NOUN
bracis-28349	72	12	prediction	prediction	NOUN
bracis-28349	72	13	(	(	PUNCT
bracis-28349	72	14	pjl	pjl	NOUN
bracis-28349	72	15	)	)	PUNCT
bracis-28349	72	16	subtasks	subtask	NOUN
bracis-28349	72	17	using	use	VERB
bracis-28349	72	18	the	the	DET
bracis-28349	72	19	t5	t5	PROPN
bracis-28349	72	20	text	text	NOUN
bracis-28349	72	21	-	-	PUNCT
bracis-28349	72	22	to	to	ADP
bracis-28349	72	23	-	-	PUNCT
bracis-28349	72	24	text	text	NOUN
bracis-28349	72	25	framework	framework	NOUN
bracis-28349	72	26	.	.	PUNCT
bracis-28349	73	1	at	at	ADP
bracis-28349	73	2	last	last	ADJ
bracis-28349	73	3	,	,	PUNCT
bracis-28349	73	4	althammer	althammer	PROPN
bracis-28349	73	5	et	et	PROPN
bracis-28349	73	6	al	al	PROPN
bracis-28349	73	7	.	.	PUNCT
bracis-28349	73	8	 	 	SPACE
bracis-28349	74	1	[	[	X
bracis-28349	74	2	1	1	X
bracis-28349	74	3	]	]	PUNCT
bracis-28349	74	4	investigated	investigate	VERB
bracis-28349	74	5	the	the	DET
bracis-28349	74	6	use	use	NOUN
bracis-28349	74	7	of	of	ADP
bracis-28349	74	8	summaries	summary	NOUN
bracis-28349	74	9	(	(	PUNCT
bracis-28349	74	10	generated	generate	VERB
bracis-28349	74	11	by	by	ADP
bracis-28349	74	12	transformer	transformer	NOUN
bracis-28349	74	13	)	)	PUNCT
bracis-28349	74	14	as	as	ADP
bracis-28349	74	15	part	part	NOUN
bracis-28349	74	16	of	of	ADP
bracis-28349	74	17	an	an	DET
bracis-28349	74	18	information	information	NOUN
bracis-28349	74	19	retrieval	retrieval	NOUN
bracis-28349	74	20	pipeline	pipeline	NOUN
bracis-28349	74	21	for	for	ADP
bracis-28349	74	22	the	the	DET
bracis-28349	74	23	legal	legal	ADJ
bracis-28349	74	24	domain	domain	NOUN
bracis-28349	74	25	as	as	ADP
bracis-28349	74	26	part	part	NOUN
bracis-28349	74	27	of	of	ADP
bracis-28349	74	28	the	the	DET
bracis-28349	74	29	2021	2021	NUM
bracis-28349	74	30	competition	competition	NOUN
bracis-28349	74	31	on	on	ADP
bracis-28349	74	32	legal	legal	ADJ
bracis-28349	74	33	information	information	NOUN
bracis-28349	74	34	extraction	extraction	NOUN
bracis-28349	74	35	/	/	SYM
bracis-28349	74	36	entailment	entailment	NOUN
bracis-28349	74	37	(	(	PUNCT
bracis-28349	74	38	coliee	coliee	PROPN
bracis-28349	74	39	)	)	PUNCT
bracis-28349	74	40	.	.	PUNCT
bracis-28349	75	1	3	3	NUM
bracis-28349	75	2	methodology	methodology	NOUN
bracis-28349	75	3	the	the	DET
bracis-28349	75	4	methodology	methodology	NOUN
bracis-28349	75	5	used	use	VERB
bracis-28349	75	6	in	in	ADP
bracis-28349	75	7	this	this	DET
bracis-28349	75	8	work	work	NOUN
bracis-28349	75	9	is	be	AUX
bracis-28349	75	10	composed	compose	VERB
bracis-28349	75	11	of	of	ADP
bracis-28349	75	12	:	:	PUNCT
bracis-28349	75	13	i	i	PROPN
bracis-28349	75	14	)	)	PUNCT
bracis-28349	75	15	data	datum	NOUN
bracis-28349	75	16	collection	collection	NOUN
bracis-28349	75	17	and	and	CCONJ
bracis-28349	75	18	preprocessing	preprocessing	NOUN
bracis-28349	75	19	,	,	PUNCT
bracis-28349	75	20	ii	ii	NOUN
bracis-28349	75	21	)	)	PUNCT
bracis-28349	75	22	keyphrase	keyphrase	PROPN
bracis-28349	75	23	generator	generator	PROPN
bracis-28349	75	24	training	training	NOUN
bracis-28349	75	25	,	,	PUNCT
bracis-28349	75	26	iii	iii	X
bracis-28349	75	27	)	)	PUNCT
bracis-28349	75	28	decoding	decode	VERB
bracis-28349	75	29	methods	method	NOUN
bracis-28349	75	30	evaluation	evaluation	NOUN
bracis-28349	75	31	and	and	CCONJ
bracis-28349	75	32	iv	iv	X
bracis-28349	75	33	)	)	PUNCT
bracis-28349	75	34	qualitative	qualitative	ADJ
bracis-28349	75	35	analysis	analysis	NOUN
bracis-28349	75	36	.	.	PUNCT
bracis-28349	76	1	these	these	DET
bracis-28349	76	2	components	component	NOUN
bracis-28349	76	3	will	will	AUX
bracis-28349	76	4	be	be	AUX
bracis-28349	76	5	discussed	discuss	VERB
bracis-28349	76	6	below	below	ADV
bracis-28349	76	7	.	.	PUNCT
bracis-28349	77	1	3.1	3.1	NUM
bracis-28349	77	2	data	datum	NOUN
bracis-28349	77	3	collection	collection	NOUN
bracis-28349	77	4	and	and	CCONJ
bracis-28349	77	5	 	 	SPACE
bracis-28349	77	6	preprocessing	preprocessing	NOUN
bracis-28349	77	7	in	in	ADP
bracis-28349	77	8	2022	2022	NUM
bracis-28349	77	9	,	,	PUNCT
bracis-28349	77	10	the	the	DET
bracis-28349	77	11	brazilian	brazilian	ADJ
bracis-28349	77	12	supremo	supremo	NOUN
bracis-28349	77	13	tribunal	tribunal	PROPN
bracis-28349	77	14	de	de	PROPN
bracis-28349	77	15	justiça	justiça	PROPN
bracis-28349	77	16	(	(	PUNCT
bracis-28349	77	17	stj	stj	PROPN
bracis-28349	77	18	)	)	PUNCT
bracis-28349	77	19	supreme	supreme	PROPN
bracis-28349	77	20	court	court	PROPN
bracis-28349	77	21	of	of	ADP
bracis-28349	77	22	justice	justice	PROPN
bracis-28349	77	23	made	make	VERB
bracis-28349	77	24	available	available	ADJ
bracis-28349	77	25	the	the	DET
bracis-28349	77	26	dados	dado	NOUN
bracis-28349	77	27	abertosfootnote	abertosfootnote	VERB
bracis-28349	77	28	1	1	NUM
bracis-28349	77	29	platform	platform	NOUN
bracis-28349	77	30	.	.	PUNCT
bracis-28349	78	1	the	the	DET
bracis-28349	78	2	platform	platform	NOUN
bracis-28349	78	3	consists	consist	VERB
bracis-28349	78	4	of	of	ADP
bracis-28349	78	5	a	a	DET
bracis-28349	78	6	public	public	ADJ
bracis-28349	78	7	website	website	NOUN
bracis-28349	78	8	,	,	PUNCT
bracis-28349	78	9	sharing	share	VERB
bracis-28349	78	10	legal	legal	ADJ
bracis-28349	78	11	decisions	decision	NOUN
bracis-28349	78	12	from	from	ADP
bracis-28349	78	13	various	various	ADJ
bracis-28349	78	14	courts	court	NOUN
bracis-28349	78	15	in	in	ADP
bracis-28349	78	16	brazil	brazil	PROPN
bracis-28349	78	17	.	.	PUNCT
bracis-28349	79	1	the	the	DET
bracis-28349	79	2	published	publish	VERB
bracis-28349	79	3	documents	document	NOUN
bracis-28349	79	4	comprise	comprise	VERB
bracis-28349	79	5	a	a	DET
bracis-28349	79	6	large	large	ADJ
bracis-28349	79	7	variety	variety	NOUN
bracis-28349	79	8	of	of	ADP
bracis-28349	79	9	topics	topic	NOUN
bracis-28349	79	10	in	in	ADP
bracis-28349	79	11	brazil	brazil	PROPN
bracis-28349	79	12	’s	’s	PART
bracis-28349	79	13	legal	legal	ADJ
bracis-28349	79	14	domain	domain	NOUN
bracis-28349	79	15	,	,	PUNCT
bracis-28349	79	16	such	such	ADJ
bracis-28349	79	17	as	as	ADP
bracis-28349	79	18	crimes	crime	NOUN
bracis-28349	79	19	in	in	ADP
bracis-28349	79	20	general	general	ADJ
bracis-28349	79	21	,	,	PUNCT
bracis-28349	79	22	commerce	commerce	NOUN
bracis-28349	79	23	,	,	PUNCT
bracis-28349	79	24	taxes	taxis	NOUN
bracis-28349	79	25	,	,	PUNCT
bracis-28349	79	26	etc	etc	X
bracis-28349	79	27	.	.	X
bracis-28349	80	1	we	we	PRON
bracis-28349	80	2	collected	collect	VERB
bracis-28349	80	3	a	a	DET
bracis-28349	80	4	total	total	NOUN
bracis-28349	80	5	of	of	ADP
bracis-28349	80	6	712,161	712,161	NUM
bracis-28349	80	7	documents	document	NOUN
bracis-28349	80	8	from	from	ADP
bracis-28349	80	9	the	the	DET
bracis-28349	80	10	platform	platform	NOUN
bracis-28349	80	11	in	in	ADP
bracis-28349	80	12	august	august	PROPN
bracis-28349	80	13	2022	2022	NUM
bracis-28349	80	14	.	.	PUNCT
bracis-28349	81	1	after	after	ADP
bracis-28349	81	2	the	the	DET
bracis-28349	81	3	data	data	NOUN
bracis-28349	81	4	collection	collection	NOUN
bracis-28349	81	5	,	,	PUNCT
bracis-28349	81	6	we	we	PRON
bracis-28349	81	7	extracted	extract	VERB
bracis-28349	81	8	the	the	DET
bracis-28349	81	9	dockets	docket	NOUN
bracis-28349	81	10	from	from	ADP
bracis-28349	81	11	the	the	DET
bracis-28349	81	12	documents	document	NOUN
bracis-28349	81	13	metadata	metadata	VERB
bracis-28349	81	14	and	and	CCONJ
bracis-28349	81	15	preprocessed	preprocesse	VERB
bracis-28349	81	16	the	the	DET
bracis-28349	81	17	text	text	NOUN
bracis-28349	81	18	of	of	ADP
bracis-28349	81	19	the	the	DET
bracis-28349	81	20	decisions	decision	NOUN
bracis-28349	81	21	.	.	PUNCT
bracis-28349	82	1	we	we	PRON
bracis-28349	82	2	removed	remove	VERB
bracis-28349	82	3	duplicated	duplicate	VERB
bracis-28349	82	4	examples	example	NOUN
bracis-28349	82	5	and	and	CCONJ
bracis-28349	82	6	removed	remove	VERB
bracis-28349	82	7	urls	url	NOUN
bracis-28349	82	8	from	from	ADP
bracis-28349	82	9	the	the	DET
bracis-28349	82	10	text	text	NOUN
bracis-28349	82	11	.	.	PUNCT
bracis-28349	83	1	111,964	111,964	NUM
bracis-28349	83	2	dockets	docket	NOUN
bracis-28349	83	3	remained	remain	VERB
bracis-28349	83	4	after	after	SCONJ
bracis-28349	83	5	the	the	DET
bracis-28349	83	6	preprocessing	preprocessing	NOUN
bracis-28349	83	7	described	describe	VERB
bracis-28349	83	8	.	.	PUNCT
bracis-28349	84	1	with	with	ADP
bracis-28349	84	2	the	the	DET
bracis-28349	84	3	remaining	remain	VERB
bracis-28349	84	4	examples	example	NOUN
bracis-28349	84	5	,	,	PUNCT
bracis-28349	84	6	we	we	PRON
bracis-28349	84	7	extracted	extract	VERB
bracis-28349	84	8	the	the	DET
bracis-28349	84	9	keyphrases	keyphrase	NOUN
bracis-28349	84	10	and	and	CCONJ
bracis-28349	84	11	enumerated	enumerate	VERB
bracis-28349	84	12	paragraphs	paragraph	NOUN
bracis-28349	84	13	from	from	ADP
bracis-28349	84	14	the	the	DET
bracis-28349	84	15	dockets	docket	NOUN
bracis-28349	84	16	,	,	PUNCT
bracis-28349	84	17	identifying	identify	VERB
bracis-28349	84	18	and	and	CCONJ
bracis-28349	84	19	extracting	extract	VERB
bracis-28349	84	20	capitalised	capitalise	VERB
bracis-28349	84	21	sentences	sentence	NOUN
bracis-28349	84	22	present	present	ADJ
bracis-28349	84	23	in	in	ADP
bracis-28349	84	24	the	the	DET
bracis-28349	84	25	header	header	NOUN
bracis-28349	84	26	of	of	ADP
bracis-28349	84	27	the	the	DET
bracis-28349	84	28	collected	collect	VERB
bracis-28349	84	29	decisions	decision	NOUN
bracis-28349	84	30	.	.	PUNCT
bracis-28349	85	1	by	by	ADP
bracis-28349	85	2	extracting	extract	VERB
bracis-28349	85	3	the	the	DET
bracis-28349	85	4	inputs	input	NOUN
bracis-28349	85	5	(	(	PUNCT
bracis-28349	85	6	enumerated	enumerate	VERB
bracis-28349	85	7	paragraphs	paragraph	NOUN
bracis-28349	85	8	)	)	PUNCT
bracis-28349	85	9	and	and	CCONJ
bracis-28349	85	10	expected	expect	VERB
bracis-28349	85	11	outputs	output	NOUN
bracis-28349	85	12	(	(	PUNCT
bracis-28349	85	13	keyphrases	keyphrase	NOUN
bracis-28349	85	14	)	)	PUNCT
bracis-28349	85	15	,	,	PUNCT
bracis-28349	85	16	the	the	DET
bracis-28349	85	17	original	original	ADJ
bracis-28349	85	18	keyphrases	keyphrase	NOUN
bracis-28349	85	19	(	(	PUNCT
bracis-28349	85	20	written	write	VERB
bracis-28349	85	21	by	by	ADP
bracis-28349	85	22	specialists	specialist	NOUN
bracis-28349	85	23	)	)	PUNCT
bracis-28349	85	24	compose	compose	VERB
bracis-28349	85	25	the	the	DET
bracis-28349	85	26	reference	reference	NOUN
bracis-28349	85	27	set	set	VERB
bracis-28349	85	28	used	use	VERB
bracis-28349	85	29	for	for	ADP
bracis-28349	85	30	supervised	supervised	ADJ
bracis-28349	85	31	training	training	NOUN
bracis-28349	85	32	and	and	CCONJ
bracis-28349	85	33	evaluation	evaluation	NOUN
bracis-28349	85	34	.	.	PUNCT
bracis-28349	86	1	as	as	ADP
bracis-28349	86	2	a	a	DET
bracis-28349	86	3	final	final	ADJ
bracis-28349	86	4	preprocessing	preprocessing	NOUN
bracis-28349	86	5	step	step	NOUN
bracis-28349	86	6	,	,	PUNCT
bracis-28349	86	7	we	we	PRON
bracis-28349	86	8	divided	divide	VERB
bracis-28349	86	9	the	the	DET
bracis-28349	86	10	corpus	corpus	NOUN
bracis-28349	86	11	(	(	PUNCT
bracis-28349	86	12	111,964	111,964	NUM
bracis-28349	86	13	examples	example	NOUN
bracis-28349	86	14	)	)	PUNCT
bracis-28349	86	15	into	into	ADP
bracis-28349	86	16	training	training	NOUN
bracis-28349	86	17	(	(	PUNCT
bracis-28349	86	18	70	70	NUM
bracis-28349	86	19	%	%	NOUN
bracis-28349	86	20	)	)	PUNCT
bracis-28349	86	21	,	,	PUNCT
bracis-28349	86	22	validation	validation	NOUN
bracis-28349	86	23	(	(	PUNCT
bracis-28349	86	24	10	10	NUM
bracis-28349	86	25	%	%	NOUN
bracis-28349	86	26	)	)	PUNCT
bracis-28349	86	27	,	,	PUNCT
bracis-28349	86	28	and	and	CCONJ
bracis-28349	86	29	test	test	NOUN
bracis-28349	86	30	(	(	PUNCT
bracis-28349	86	31	20	20	NUM
bracis-28349	86	32	%	%	NOUN
bracis-28349	86	33	)	)	PUNCT
bracis-28349	86	34	splits	split	VERB
bracis-28349	86	35	.	.	PUNCT
bracis-28349	87	1	from	from	ADP
bracis-28349	87	2	the	the	DET
bracis-28349	87	3	examples	example	NOUN
bracis-28349	87	4	of	of	ADP
bracis-28349	87	5	the	the	DET
bracis-28349	87	6	training	training	NOUN
bracis-28349	87	7	set	set	NOUN
bracis-28349	87	8	,	,	PUNCT
bracis-28349	87	9	we	we	PRON
bracis-28349	87	10	observed	observe	VERB
bracis-28349	87	11	that	that	SCONJ
bracis-28349	87	12	enumerated	enumerate	VERB
bracis-28349	87	13	paragraphs	paragraph	NOUN
bracis-28349	87	14	and	and	CCONJ
bracis-28349	87	15	keyphrases	keyphrase	NOUN
bracis-28349	87	16	have	have	VERB
bracis-28349	87	17	a	a	DET
bracis-28349	87	18	mean	mean	NOUN
bracis-28349	87	19	of	of	ADP
bracis-28349	87	20	203.26	203.26	NUM
bracis-28349	87	21	and	and	CCONJ
bracis-28349	87	22	55.84	55.84	NUM
bracis-28349	87	23	space	space	NOUN
bracis-28349	87	24	-	-	PUNCT
bracis-28349	87	25	separated	separate	VERB
bracis-28349	87	26	tokens	token	NOUN
bracis-28349	87	27	,	,	PUNCT
bracis-28349	87	28	respectively	respectively	ADV
bracis-28349	87	29	.	.	PUNCT
bracis-28349	88	1	we	we	PRON
bracis-28349	88	2	used	use	VERB
bracis-28349	88	3	the	the	DET
bracis-28349	88	4	splits	split	NOUN
bracis-28349	88	5	to	to	PART
bracis-28349	88	6	train	train	VERB
bracis-28349	88	7	and	and	CCONJ
bracis-28349	88	8	evaluate	evaluate	VERB
bracis-28349	88	9	a	a	DET
bracis-28349	88	10	supervised	supervised	ADJ
bracis-28349	88	11	deep	deep	ADJ
bracis-28349	88	12	learning	learning	NOUN
bracis-28349	88	13	text	text	NOUN
bracis-28349	88	14	generator	generator	NOUN
bracis-28349	88	15	.	.	PUNCT
bracis-28349	89	1	3.2	3.2	NUM
bracis-28349	89	2	keyphrase	keyphrase	NOUN
bracis-28349	89	3	generation	generation	NOUN
bracis-28349	89	4	in	in	ADP
bracis-28349	89	5	this	this	DET
bracis-28349	89	6	section	section	NOUN
bracis-28349	89	7	is	be	AUX
bracis-28349	89	8	described	describe	VERB
bracis-28349	89	9	the	the	DET
bracis-28349	89	10	methodology	methodology	NOUN
bracis-28349	89	11	employed	employ	VERB
bracis-28349	89	12	for	for	ADP
bracis-28349	89	13	keyphrase	keyphrase	NOUN
bracis-28349	89	14	training	training	NOUN
bracis-28349	89	15	and	and	CCONJ
bracis-28349	89	16	generation	generation	NOUN
bracis-28349	89	17	.	.	PUNCT
bracis-28349	90	1	transformers	transformer	NOUN
bracis-28349	90	2	for	for	ADP
bracis-28349	90	3	text	text	NOUN
bracis-28349	90	4	generation	generation	NOUN
bracis-28349	90	5	.	.	PUNCT
bracis-28349	91	1	based	base	VERB
bracis-28349	91	2	on	on	ADP
bracis-28349	91	3	the	the	DET
bracis-28349	91	4	dockets	docket	NOUN
bracis-28349	91	5	collected	collect	VERB
bracis-28349	91	6	,	,	PUNCT
bracis-28349	91	7	we	we	PRON
bracis-28349	91	8	noted	note	VERB
bracis-28349	91	9	that	that	SCONJ
bracis-28349	91	10	most	most	ADJ
bracis-28349	91	11	of	of	ADP
bracis-28349	91	12	the	the	DET
bracis-28349	91	13	terms	term	NOUN
bracis-28349	91	14	in	in	ADP
bracis-28349	91	15	the	the	DET
bracis-28349	91	16	keyphrases	keyphrase	NOUN
bracis-28349	91	17	are	be	AUX
bracis-28349	91	18	not	not	PART
bracis-28349	91	19	directly	directly	ADV
bracis-28349	91	20	present	present	ADJ
bracis-28349	91	21	in	in	ADP
bracis-28349	91	22	the	the	DET
bracis-28349	91	23	dockets	docket	NOUN
bracis-28349	91	24	.	.	PUNCT
bracis-28349	92	1	by	by	ADP
bracis-28349	92	2	further	far	ADV
bracis-28349	92	3	analysing	analyse	VERB
bracis-28349	92	4	examples	example	NOUN
bracis-28349	92	5	from	from	ADP
bracis-28349	92	6	the	the	DET
bracis-28349	92	7	validation	validation	NOUN
bracis-28349	92	8	set	set	NOUN
bracis-28349	92	9	,	,	PUNCT
bracis-28349	92	10	we	we	PRON
bracis-28349	92	11	noted	note	VERB
bracis-28349	92	12	that	that	SCONJ
bracis-28349	92	13	only	only	ADV
bracis-28349	92	14	\(\sim	\(\sim	PUNCT
bracis-28349	92	15	\)10	\)10	VERB
bracis-28349	92	16	%	%	NOUN
bracis-28349	92	17	of	of	ADP
bracis-28349	92	18	the	the	DET
bracis-28349	92	19	terms	term	NOUN
bracis-28349	92	20	present	present	ADJ
bracis-28349	92	21	in	in	ADP
bracis-28349	92	22	the	the	DET
bracis-28349	92	23	keyphrases	keyphrase	NOUN
bracis-28349	92	24	are	be	AUX
bracis-28349	92	25	in	in	ADP
bracis-28349	92	26	fact	fact	NOUN
bracis-28349	92	27	present	present	ADJ
bracis-28349	92	28	in	in	ADP
bracis-28349	92	29	the	the	DET
bracis-28349	92	30	input	input	NOUN
bracis-28349	92	31	text	text	NOUN
bracis-28349	92	32	.	.	PUNCT
bracis-28349	93	1	thus	thus	ADV
bracis-28349	93	2	,	,	PUNCT
bracis-28349	93	3	we	we	PRON
bracis-28349	93	4	decided	decide	VERB
bracis-28349	93	5	to	to	PART
bracis-28349	93	6	approach	approach	VERB
bracis-28349	93	7	writing	writing	NOUN
bracis-28349	93	8	keyphrases	keyphrase	NOUN
bracis-28349	93	9	as	as	ADP
bracis-28349	93	10	generation	generation	NOUN
bracis-28349	93	11	rather	rather	ADV
bracis-28349	93	12	than	than	ADP
bracis-28349	93	13	extraction	extraction	NOUN
bracis-28349	93	14	of	of	ADP
bracis-28349	93	15	text	text	NOUN
bracis-28349	93	16	.	.	PUNCT
bracis-28349	94	1	for	for	ADP
bracis-28349	94	2	this	this	DET
bracis-28349	94	3	purpose	purpose	NOUN
bracis-28349	94	4	,	,	PUNCT
bracis-28349	94	5	a	a	DET
bracis-28349	94	6	sequence	sequence	NOUN
bracis-28349	94	7	-	-	PUNCT
bracis-28349	94	8	to	to	ADP
bracis-28349	94	9	-	-	PUNCT
bracis-28349	94	10	sequence	sequence	NOUN
bracis-28349	94	11	(	(	PUNCT
bracis-28349	94	12	or	or	CCONJ
bracis-28349	94	13	text	text	NOUN
bracis-28349	94	14	-	-	PUNCT
bracis-28349	94	15	to	to	ADP
bracis-28349	94	16	-	-	PUNCT
bracis-28349	94	17	text	text	NOUN
bracis-28349	94	18	)	)	PUNCT
bracis-28349	94	19	transformer	transformer	NOUN
bracis-28349	94	20	model	model	NOUN
bracis-28349	94	21	was	be	AUX
bracis-28349	94	22	chosen	choose	VERB
bracis-28349	94	23	.	.	PUNCT
bracis-28349	95	1	we	we	PRON
bracis-28349	95	2	choose	choose	VERB
bracis-28349	95	3	ptt5	ptt5	PROPN
bracis-28349	96	1	[	[	X
bracis-28349	96	2	3	3	X
bracis-28349	96	3	]	]	PUNCT
bracis-28349	96	4	as	as	ADP
bracis-28349	96	5	our	our	PRON
bracis-28349	96	6	keyphrase	keyphrase	PROPN
bracis-28349	96	7	generator	generator	NOUN
bracis-28349	96	8	.	.	PUNCT
bracis-28349	97	1	ptt5	ptt5	PROPN
bracis-28349	97	2	was	be	AUX
bracis-28349	97	3	pretrained	pretraine	VERB
bracis-28349	97	4	in	in	ADP
bracis-28349	97	5	a	a	DET
bracis-28349	97	6	large	large	ADJ
bracis-28349	97	7	brazilian	brazilian	ADJ
bracis-28349	97	8	portuguese	portuguese	ADJ
bracis-28349	97	9	corpus	corpus	NOUN
bracis-28349	97	10	(	(	PUNCT
bracis-28349	97	11	brwac	brwac	PROPN
bracis-28349	97	12	[	[	X
bracis-28349	97	13	30	30	NUM
bracis-28349	97	14	]	]	PUNCT
bracis-28349	97	15	)	)	PUNCT
bracis-28349	97	16	with	with	ADP
bracis-28349	97	17	2.7	2.7	NUM
bracis-28349	97	18	billion	billion	NUM
bracis-28349	97	19	tokens	token	NOUN
bracis-28349	97	20	and	and	CCONJ
bracis-28349	97	21	the	the	DET
bracis-28349	97	22	base	base	ADJ
bracis-28349	97	23	version	version	NOUN
bracis-28349	97	24	of	of	ADP
bracis-28349	97	25	the	the	DET
bracis-28349	97	26	model	model	NOUN
bracis-28349	97	27	(	(	PUNCT
bracis-28349	97	28	220	220	NUM
bracis-28349	97	29	m	m	PROPN
bracis-28349	97	30	parameters	parameter	NOUN
bracis-28349	97	31	)	)	PUNCT
bracis-28349	97	32	was	be	AUX
bracis-28349	97	33	used	use	VERB
bracis-28349	97	34	in	in	ADP
bracis-28349	97	35	our	our	PRON
bracis-28349	97	36	experiments	experiment	NOUN
bracis-28349	97	37	.	.	PUNCT
bracis-28349	98	1	we	we	PRON
bracis-28349	98	2	experimented	experiment	VERB
bracis-28349	98	3	with	with	ADP
bracis-28349	98	4	other	other	ADJ
bracis-28349	98	5	state	state	NOUN
bracis-28349	98	6	-	-	PUNCT
bracis-28349	98	7	of	of	ADP
bracis-28349	98	8	-	-	PUNCT
bracis-28349	98	9	the	the	DET
bracis-28349	98	10	-	-	PUNCT
bracis-28349	98	11	art	art	NOUN
bracis-28349	98	12	multilingual	multilingual	ADJ
bracis-28349	98	13	generative	generative	ADJ
bracis-28349	98	14	transformer	transformer	NOUN
bracis-28349	98	15	models	model	NOUN
bracis-28349	98	16	(	(	PUNCT
bracis-28349	98	17	such	such	ADJ
bracis-28349	98	18	as	as	ADP
bracis-28349	98	19	mt5	mt5	ADJ
bracis-28349	98	20	[	[	X
bracis-28349	98	21	31	31	NUM
bracis-28349	98	22	]	]	PUNCT
bracis-28349	98	23	,	,	PUNCT
bracis-28349	98	24	bloom	bloom	NOUN
bracis-28349	98	25	[	[	X
bracis-28349	98	26	25	25	NUM
bracis-28349	98	27	]	]	PUNCT
bracis-28349	98	28	and	and	CCONJ
bracis-28349	98	29	opt	opt	VERB
bracis-28349	98	30	[	[	X
bracis-28349	98	31	33	33	NUM
bracis-28349	98	32	]	]	NUM
bracis-28349	98	33	)	)	PUNCT
bracis-28349	98	34	,	,	PUNCT
bracis-28349	98	35	but	but	CCONJ
bracis-28349	98	36	the	the	DET
bracis-28349	98	37	portuguese	portuguese	ADJ
bracis-28349	98	38	model	model	NOUN
bracis-28349	98	39	(	(	PUNCT
bracis-28349	98	40	ptt5	ptt5	PROPN
bracis-28349	98	41	)	)	PUNCT
bracis-28349	98	42	performed	perform	VERB
bracis-28349	98	43	better	well	ADV
bracis-28349	98	44	.	.	PUNCT
bracis-28349	99	1	previous	previous	ADJ
bracis-28349	99	2	works	work	NOUN
bracis-28349	99	3	[	[	X
bracis-28349	99	4	3	3	NUM
bracis-28349	99	5	,	,	PUNCT
bracis-28349	99	6	22	22	NUM
bracis-28349	99	7	,	,	PUNCT
bracis-28349	99	8	27	27	NUM
bracis-28349	99	9	]	]	PUNCT
bracis-28349	99	10	observed	observe	VERB
bracis-28349	99	11	that	that	SCONJ
bracis-28349	99	12	models	model	NOUN
bracis-28349	99	13	pretrained	pretraine	VERB
bracis-28349	99	14	for	for	ADP
bracis-28349	99	15	the	the	DET
bracis-28349	99	16	task	task	NOUN
bracis-28349	99	17	language	language	NOUN
bracis-28349	99	18	tend	tend	VERB
bracis-28349	99	19	to	to	PART
bracis-28349	99	20	outperform	outperform	VERB
bracis-28349	99	21	multilingual	multilingual	ADJ
bracis-28349	99	22	models	model	NOUN
bracis-28349	99	23	on	on	ADP
bracis-28349	99	24	the	the	DET
bracis-28349	99	25	same	same	ADJ
bracis-28349	99	26	tasks	task	NOUN
bracis-28349	99	27	,	,	PUNCT
bracis-28349	99	28	and	and	CCONJ
bracis-28349	99	29	the	the	DET
bracis-28349	99	30	same	same	ADJ
bracis-28349	99	31	trend	trend	NOUN
bracis-28349	99	32	was	be	AUX
bracis-28349	99	33	observed	observe	VERB
bracis-28349	99	34	in	in	ADP
bracis-28349	99	35	our	our	PRON
bracis-28349	99	36	experiments	experiment	NOUN
bracis-28349	99	37	.	.	PUNCT
bracis-28349	100	1	fig	fig	NOUN
bracis-28349	100	2	.	.	PUNCT
bracis-28349	101	1	2	2	X
bracis-28349	101	2	.	.	X
bracis-28349	101	3	train	train	NOUN
bracis-28349	101	4	and	and	CCONJ
bracis-28349	101	5	validation	validation	NOUN
bracis-28349	101	6	losses	loss	NOUN
bracis-28349	101	7	obtained	obtain	VERB
bracis-28349	101	8	for	for	ADP
bracis-28349	101	9	the	the	DET
bracis-28349	101	10	ptt5	ptt5	PROPN
bracis-28349	101	11	model	model	NOUN
bracis-28349	101	12	are	be	AUX
bracis-28349	101	13	shown	show	VERB
bracis-28349	101	14	in	in	ADP
bracis-28349	101	15	the	the	DET
bracis-28349	101	16	left	left	ADJ
bracis-28349	101	17	y	y	NOUN
bracis-28349	101	18	-	-	PUNCT
bracis-28349	101	19	axis	axis	NOUN
bracis-28349	101	20	.	.	PUNCT
bracis-28349	102	1	the	the	DET
bracis-28349	102	2	plot	plot	NOUN
bracis-28349	102	3	also	also	ADV
bracis-28349	102	4	shows	show	VERB
bracis-28349	102	5	the	the	DET
bracis-28349	102	6	validation	validation	NOUN
bracis-28349	102	7	bleu	bleu	NOUN
bracis-28349	102	8	scores	score	NOUN
bracis-28349	102	9	in	in	ADP
bracis-28349	102	10	the	the	DET
bracis-28349	102	11	right	right	ADJ
bracis-28349	102	12	y	y	NOUN
bracis-28349	102	13	-	-	PUNCT
bracis-28349	102	14	axis	axis	NOUN
bracis-28349	102	15	.	.	PUNCT
bracis-28349	103	1	full	full	ADJ
bracis-28349	103	2	size	size	NOUN
bracis-28349	103	3	image	image	NOUN
bracis-28349	103	4	training	training	NOUN
bracis-28349	103	5	details	detail	NOUN
bracis-28349	103	6	.	.	PUNCT
bracis-28349	104	1	we	we	PRON
bracis-28349	104	2	fixed	fix	VERB
bracis-28349	104	3	the	the	DET
bracis-28349	104	4	input	input	NOUN
bracis-28349	104	5	(	(	PUNCT
bracis-28349	104	6	enumerated	enumerate	VERB
bracis-28349	104	7	paragraphs	paragraph	NOUN
bracis-28349	104	8	)	)	PUNCT
bracis-28349	104	9	and	and	CCONJ
bracis-28349	104	10	output	output	NOUN
bracis-28349	104	11	(	(	PUNCT
bracis-28349	104	12	keyphrases	keyphrase	NOUN
bracis-28349	104	13	)	)	PUNCT
bracis-28349	104	14	sizes	size	NOUN
bracis-28349	104	15	to	to	ADP
bracis-28349	104	16	512	512	NUM
bracis-28349	104	17	and	and	CCONJ
bracis-28349	104	18	256	256	NUM
bracis-28349	104	19	sentence	sentence	NOUN
bracis-28349	104	20	-	-	PUNCT
bracis-28349	104	21	piece	piece	NOUN
bracis-28349	104	22	tokens	token	NOUN
bracis-28349	104	23	,	,	PUNCT
bracis-28349	104	24	respectively	respectively	ADV
bracis-28349	104	25	.	.	PUNCT
bracis-28349	105	1	we	we	PRON
bracis-28349	105	2	padded	pad	VERB
bracis-28349	105	3	shorter	short	ADJ
bracis-28349	105	4	sequences	sequence	NOUN
bracis-28349	105	5	of	of	ADP
bracis-28349	105	6	tokens	token	NOUN
bracis-28349	105	7	and	and	CCONJ
bracis-28349	105	8	truncated	truncate	VERB
bracis-28349	105	9	longer	long	ADJ
bracis-28349	105	10	sequences	sequence	NOUN
bracis-28349	105	11	(	(	PUNCT
bracis-28349	105	12	to	to	ADP
bracis-28349	105	13	the	the	DET
bracis-28349	105	14	maximum	maximum	ADJ
bracis-28349	105	15	length	length	NOUN
bracis-28349	105	16	)	)	PUNCT
bracis-28349	105	17	.	.	PUNCT
bracis-28349	106	1	we	we	PRON
bracis-28349	106	2	fine	fine	ADV
bracis-28349	106	3	-	-	PUNCT
bracis-28349	106	4	tuned	tune	VERB
bracis-28349	106	5	the	the	DET
bracis-28349	106	6	method	method	NOUN
bracis-28349	106	7	ptt5	ptt5	NOUN
bracis-28349	106	8	using	use	VERB
bracis-28349	106	9	a	a	DET
bracis-28349	106	10	fixed	fix	VERB
bracis-28349	106	11	learning	learning	NOUN
bracis-28349	106	12	rate	rate	NOUN
bracis-28349	106	13	of	of	ADP
bracis-28349	106	14	\(1\times	\(1\time	NOUN
bracis-28349	106	15	10^{-3}\	10^{-3}\	NUM
bracis-28349	106	16	)	)	PUNCT
bracis-28349	106	17	,	,	PUNCT
bracis-28349	106	18	batch	batch	NOUN
bracis-28349	106	19	size	size	NOUN
bracis-28349	106	20	equal	equal	ADJ
bracis-28349	106	21	to	to	ADP
bracis-28349	106	22	256	256	NUM
bracis-28349	106	23	and	and	CCONJ
bracis-28349	106	24	20	20	NUM
bracis-28349	106	25	maximum	maximum	ADJ
bracis-28349	106	26	training	training	NOUN
bracis-28349	106	27	epochs	epoch	NOUN
bracis-28349	106	28	.	.	PUNCT
bracis-28349	107	1	for	for	ADP
bracis-28349	107	2	the	the	DET
bracis-28349	107	3	sequence	sequence	NOUN
bracis-28349	107	4	-	-	PUNCT
bracis-28349	107	5	to	to	ADP
bracis-28349	107	6	-	-	PUNCT
bracis-28349	107	7	sequence	sequence	NOUN
bracis-28349	107	8	training	training	NOUN
bracis-28349	107	9	,	,	PUNCT
bracis-28349	107	10	the	the	DET
bracis-28349	107	11	cross	cross	ADJ
bracis-28349	107	12	-	-	ADJ
bracis-28349	107	13	entropy	entropy	ADJ
bracis-28349	107	14	loss	loss	NOUN
bracis-28349	107	15	function	function	NOUN
bracis-28349	107	16	was	be	AUX
bracis-28349	107	17	adopted	adopt	VERB
bracis-28349	107	18	.	.	PUNCT
bracis-28349	108	1	the	the	DET
bracis-28349	108	2	bleu	bleu	NOUN
bracis-28349	108	3	score	score	NOUN
bracis-28349	108	4	 	 	SPACE
bracis-28349	108	5	[	[	X
bracis-28349	108	6	17	17	NUM
bracis-28349	108	7	]	]	X
bracis-28349	108	8	metric	metric	NOUN
bracis-28349	108	9	was	be	AUX
bracis-28349	108	10	considered	consider	VERB
bracis-28349	108	11	to	to	PART
bracis-28349	108	12	evaluate	evaluate	VERB
bracis-28349	108	13	the	the	DET
bracis-28349	108	14	text	text	NOUN
bracis-28349	108	15	generation	generation	NOUN
bracis-28349	108	16	quality	quality	NOUN
bracis-28349	108	17	.	.	PUNCT
bracis-28349	109	1	we	we	PRON
bracis-28349	109	2	used	use	VERB
bracis-28349	109	3	early	early	ADV
bracis-28349	109	4	-	-	PUNCT
bracis-28349	109	5	stopping	stopping	NOUN
bracis-28349	109	6	during	during	ADP
bracis-28349	109	7	training	training	NOUN
bracis-28349	109	8	,	,	PUNCT
bracis-28349	109	9	monitoring	monitor	VERB
bracis-28349	109	10	the	the	DET
bracis-28349	109	11	bleu	bleu	NOUN
bracis-28349	109	12	metric	metric	NOUN
bracis-28349	109	13	in	in	ADP
bracis-28349	109	14	the	the	DET
bracis-28349	109	15	validation	validation	NOUN
bracis-28349	109	16	set	set	NOUN
bracis-28349	109	17	.	.	PUNCT
bracis-28349	110	1	the	the	DET
bracis-28349	110	2	training	training	NOUN
bracis-28349	110	3	process	process	NOUN
bracis-28349	110	4	is	be	AUX
bracis-28349	110	5	stopped	stop	VERB
bracis-28349	110	6	after	after	ADP
bracis-28349	110	7	two	two	NUM
bracis-28349	110	8	epochs	epoch	NOUN
bracis-28349	110	9	without	without	ADP
bracis-28349	110	10	improving	improve	VERB
bracis-28349	110	11	the	the	DET
bracis-28349	110	12	bleu	bleu	NOUN
bracis-28349	110	13	score	score	NOUN
bracis-28349	110	14	.	.	PUNCT
bracis-28349	111	1	for	for	ADP
bracis-28349	111	2	evaluation	evaluation	NOUN
bracis-28349	111	3	,	,	PUNCT
bracis-28349	111	4	we	we	PRON
bracis-28349	111	5	repeated	repeat	VERB
bracis-28349	111	6	the	the	DET
bracis-28349	111	7	training	training	NOUN
bracis-28349	111	8	process	process	NOUN
bracis-28349	111	9	with	with	ADP
bracis-28349	111	10	five	five	NUM
bracis-28349	111	11	different	different	ADJ
bracis-28349	111	12	seeds	seed	NOUN
bracis-28349	111	13	(	(	PUNCT
bracis-28349	111	14	1000	1000	NUM
bracis-28349	111	15	,	,	PUNCT
bracis-28349	111	16	2000	2000	NUM
bracis-28349	111	17	,	,	PUNCT
bracis-28349	111	18	3000	3000	NUM
bracis-28349	111	19	,	,	PUNCT
bracis-28349	111	20	4000	4000	NUM
bracis-28349	111	21	and	and	CCONJ
bracis-28349	111	22	5000	5000	NUM
bracis-28349	111	23	)	)	PUNCT
bracis-28349	111	24	and	and	CCONJ
bracis-28349	111	25	obtained	obtain	VERB
bracis-28349	111	26	a	a	DET
bracis-28349	111	27	\(37.254	\(37.254	PROPN
bracis-28349	111	28	\pm	\pm	ADJ
bracis-28349	111	29	0.783\	0.783\	NUM
bracis-28349	111	30	)	)	PUNCT
bracis-28349	111	31	bleu	bleu	NOUN
bracis-28349	111	32	score	score	NOUN
bracis-28349	111	33	.	.	PUNCT
bracis-28349	112	1	the	the	DET
bracis-28349	112	2	best	well	ADV
bracis-28349	112	3	performing	perform	VERB
bracis-28349	112	4	model	model	NOUN
bracis-28349	112	5	achieved	achieve	VERB
bracis-28349	112	6	38.607	38.607	NUM
bracis-28349	112	7	bleu	bleu	NOUN
bracis-28349	112	8	on	on	ADP
bracis-28349	112	9	the	the	DET
bracis-28349	112	10	test	test	NOUN
bracis-28349	112	11	set	set	NOUN
bracis-28349	112	12	.	.	PUNCT
bracis-28349	113	1	the	the	DET
bracis-28349	113	2	fine	fine	ADV
bracis-28349	113	3	-	-	PUNCT
bracis-28349	113	4	tuning	tuning	NOUN
bracis-28349	113	5	was	be	AUX
bracis-28349	113	6	done	do	VERB
bracis-28349	113	7	using	use	VERB
bracis-28349	113	8	the	the	DET
bracis-28349	113	9	huggingfacefootnote	huggingfacefootnote	NOUN
bracis-28349	113	10	2	2	NUM
bracis-28349	113	11	library	library	NOUN
bracis-28349	113	12	,	,	PUNCT
bracis-28349	113	13	and	and	CCONJ
bracis-28349	113	14	a	a	DET
bracis-28349	113	15	tesla	tesla	NOUN
bracis-28349	113	16	p100	p100	PROPN
bracis-28349	113	17	gpu	gpu	NOUN
bracis-28349	113	18	with	with	ADP
bracis-28349	113	19	16	16	NUM
bracis-28349	113	20	gb	gb	PROPN
bracis-28349	113	21	vram	vram	NOUN
bracis-28349	113	22	.	.	PUNCT
bracis-28349	114	1	figure	figure	VERB
bracis-28349	114	2	 	 	SPACE
bracis-28349	114	3	2	2	NUM
bracis-28349	114	4	shows	show	VERB
bracis-28349	114	5	the	the	DET
bracis-28349	114	6	train	train	NOUN
bracis-28349	114	7	and	and	CCONJ
bracis-28349	114	8	validation	validation	NOUN
bracis-28349	114	9	losses	loss	NOUN
bracis-28349	114	10	for	for	ADP
bracis-28349	114	11	the	the	DET
bracis-28349	114	12	best	good	ADJ
bracis-28349	114	13	execution	execution	NOUN
bracis-28349	114	14	of	of	ADP
bracis-28349	114	15	the	the	DET
bracis-28349	114	16	ptt5	ptt5	PROPN
bracis-28349	114	17	model	model	NOUN
bracis-28349	114	18	in	in	ADP
bracis-28349	114	19	addition	addition	NOUN
bracis-28349	114	20	to	to	ADP
bracis-28349	114	21	the	the	DET
bracis-28349	114	22	validation	validation	NOUN
bracis-28349	114	23	bleu	bleu	NOUN
bracis-28349	114	24	scores	score	NOUN
bracis-28349	114	25	.	.	PUNCT
bracis-28349	115	1	the	the	DET
bracis-28349	115	2	model	model	NOUN
bracis-28349	115	3	was	be	AUX
bracis-28349	115	4	trained	train	VERB
bracis-28349	115	5	for	for	ADP
bracis-28349	115	6	17	17	NUM
bracis-28349	115	7	epochs	epoch	NOUN
bracis-28349	115	8	,	,	PUNCT
bracis-28349	115	9	totaling	total	VERB
bracis-28349	115	10	5219	5219	NUM
bracis-28349	115	11	iterations	iteration	NOUN
bracis-28349	115	12	.	.	PUNCT
bracis-28349	116	1	3.3	3.3	NUM
bracis-28349	116	2	decoding	decode	VERB
bracis-28349	116	3	methods	method	NOUN
bracis-28349	116	4	evaluation	evaluation	NOUN
bracis-28349	116	5	for	for	ADP
bracis-28349	116	6	the	the	DET
bracis-28349	116	7	evaluation	evaluation	NOUN
bracis-28349	116	8	of	of	ADP
bracis-28349	116	9	the	the	DET
bracis-28349	116	10	generated	generate	VERB
bracis-28349	116	11	text	text	NOUN
bracis-28349	116	12	and	and	CCONJ
bracis-28349	116	13	to	to	PART
bracis-28349	116	14	compare	compare	VERB
bracis-28349	116	15	the	the	DET
bracis-28349	116	16	decoding	decode	VERB
bracis-28349	116	17	methods	method	NOUN
bracis-28349	116	18	,	,	PUNCT
bracis-28349	116	19	we	we	PRON
bracis-28349	116	20	have	have	AUX
bracis-28349	116	21	concatenated	concatenate	VERB
bracis-28349	116	22	the	the	DET
bracis-28349	116	23	generated	generate	VERB
bracis-28349	116	24	keyphrases	keyphrase	NOUN
bracis-28349	116	25	to	to	ADP
bracis-28349	116	26	their	their	PRON
bracis-28349	116	27	original	original	ADJ
bracis-28349	116	28	document	document	NOUN
bracis-28349	116	29	and	and	CCONJ
bracis-28349	116	30	used	use	VERB
bracis-28349	116	31	a	a	DET
bracis-28349	116	32	real	real	ADJ
bracis-28349	116	33	use	use	NOUN
bracis-28349	116	34	case	case	NOUN
bracis-28349	116	35	of	of	ADP
bracis-28349	116	36	retrieval	retrieval	NOUN
bracis-28349	116	37	to	to	PART
bracis-28349	116	38	extract	extract	VERB
bracis-28349	116	39	ir	ir	PROPN
bracis-28349	116	40	metrics	metric	NOUN
bracis-28349	116	41	.	.	PUNCT
bracis-28349	117	1	we	we	PRON
bracis-28349	117	2	opted	opt	VERB
bracis-28349	117	3	to	to	PART
bracis-28349	117	4	use	use	VERB
bracis-28349	117	5	an	an	DET
bracis-28349	117	6	ir	ir	NOUN
bracis-28349	117	7	task	task	NOUN
bracis-28349	117	8	to	to	PART
bracis-28349	117	9	evaluate	evaluate	VERB
bracis-28349	117	10	the	the	DET
bracis-28349	117	11	generated	generate	VERB
bracis-28349	117	12	keyphrases	keyphrase	NOUN
bracis-28349	117	13	(	(	PUNCT
bracis-28349	117	14	created	create	VERB
bracis-28349	117	15	using	use	VERB
bracis-28349	117	16	different	different	ADJ
bracis-28349	117	17	decoding	decode	VERB
bracis-28349	117	18	methods	method	NOUN
bracis-28349	117	19	)	)	PUNCT
bracis-28349	117	20	to	to	PART
bracis-28349	117	21	evaluate	evaluate	VERB
bracis-28349	117	22	them	they	PRON
bracis-28349	117	23	in	in	ADP
bracis-28349	117	24	their	their	PRON
bracis-28349	117	25	intended	intend	VERB
bracis-28349	117	26	use	use	NOUN
bracis-28349	117	27	:	:	PUNCT
bracis-28349	117	28	improving	improve	VERB
bracis-28349	117	29	retrieval	retrieval	NOUN
bracis-28349	117	30	tasks	task	NOUN
bracis-28349	117	31	.	.	PUNCT
bracis-28349	118	1	the	the	DET
bracis-28349	118	2	details	detail	NOUN
bracis-28349	118	3	of	of	ADP
bracis-28349	118	4	the	the	DET
bracis-28349	118	5	evaluations	evaluation	NOUN
bracis-28349	118	6	will	will	AUX
bracis-28349	118	7	be	be	AUX
bracis-28349	118	8	presented	present	VERB
bracis-28349	118	9	to	to	PART
bracis-28349	118	10	follow	follow	VERB
bracis-28349	118	11	.	.	PUNCT
bracis-28349	119	1	decoding	decode	VERB
bracis-28349	119	2	methods	method	NOUN
bracis-28349	119	3	.	.	PUNCT
bracis-28349	120	1	decoding	decode	VERB
bracis-28349	120	2	techniques	technique	NOUN
bracis-28349	120	3	are	be	AUX
bracis-28349	120	4	used	use	VERB
bracis-28349	120	5	to	to	PART
bracis-28349	120	6	guide	guide	VERB
bracis-28349	120	7	neural	neural	ADJ
bracis-28349	120	8	text	text	NOUN
bracis-28349	120	9	generation	generation	NOUN
bracis-28349	120	10	,	,	PUNCT
bracis-28349	120	11	in	in	ADP
bracis-28349	120	12	order	order	NOUN
bracis-28349	120	13	to	to	PART
bracis-28349	120	14	generate	generate	VERB
bracis-28349	120	15	meaningful	meaningful	ADJ
bracis-28349	120	16	and	and	CCONJ
bracis-28349	120	17	coherent	coherent	ADJ
bracis-28349	120	18	text	text	NOUN
bracis-28349	120	19	.	.	PUNCT
bracis-28349	121	1	the	the	DET
bracis-28349	121	2	methods	method	NOUN
bracis-28349	121	3	are	be	AUX
bracis-28349	121	4	used	use	VERB
bracis-28349	121	5	to	to	PART
bracis-28349	121	6	generate	generate	VERB
bracis-28349	121	7	human	human	ADJ
bracis-28349	121	8	-	-	PUNCT
bracis-28349	121	9	readable	readable	ADJ
bracis-28349	121	10	text	text	NOUN
bracis-28349	121	11	from	from	ADP
bracis-28349	121	12	the	the	DET
bracis-28349	121	13	internal	internal	ADJ
bracis-28349	121	14	representations	representation	NOUN
bracis-28349	121	15	of	of	ADP
bracis-28349	121	16	language	language	NOUN
bracis-28349	121	17	models	model	NOUN
bracis-28349	121	18	.	.	PUNCT
bracis-28349	122	1	in	in	ADP
bracis-28349	122	2	this	this	DET
bracis-28349	122	3	work	work	NOUN
bracis-28349	122	4	,	,	PUNCT
bracis-28349	122	5	we	we	PRON
bracis-28349	122	6	evaluate	evaluate	VERB
bracis-28349	122	7	three	three	NUM
bracis-28349	122	8	decoding	decode	VERB
bracis-28349	122	9	methods	method	NOUN
bracis-28349	122	10	:	:	PUNCT
bracis-28349	122	11	greedy	greedy	ADJ
bracis-28349	122	12	,	,	PUNCT
bracis-28349	122	13	top	top	ADJ
bracis-28349	122	14	-	-	PUNCT
bracis-28349	122	15	k	k	NOUN
bracis-28349	122	16	 	 	SPACE
bracis-28349	123	1	[	[	X
bracis-28349	123	2	4	4	NUM
bracis-28349	123	3	]	]	PUNCT
bracis-28349	123	4	and	and	CCONJ
bracis-28349	123	5	top	top	ADJ
bracis-28349	123	6	-	-	PUNCT
bracis-28349	123	7	p	p	NOUN
bracis-28349	123	8	 	 	SPACE
bracis-28349	123	9	[	[	X
bracis-28349	123	10	8	8	NUM
bracis-28349	123	11	]	]	PUNCT
bracis-28349	123	12	.	.	PUNCT
bracis-28349	124	1	top	top	PROPN
bracis-28349	124	2	-	-	PUNCT
bracis-28349	124	3	k	k	NOUN
bracis-28349	124	4	and	and	CCONJ
bracis-28349	124	5	top	top	ADJ
bracis-28349	124	6	-	-	PUNCT
bracis-28349	124	7	p	p	NOUN
bracis-28349	124	8	are	be	AUX
bracis-28349	124	9	sampling	sample	VERB
bracis-28349	124	10	decoding	decode	VERB
bracis-28349	124	11	methods	method	NOUN
bracis-28349	124	12	,	,	PUNCT
bracis-28349	124	13	that	that	SCONJ
bracis-28349	124	14	,	,	PUNCT
bracis-28349	124	15	during	during	ADP
bracis-28349	124	16	text	text	NOUN
bracis-28349	124	17	generation	generation	NOUN
bracis-28349	124	18	,	,	PUNCT
bracis-28349	124	19	sample	sample	NOUN
bracis-28349	124	20	tokens	token	NOUN
bracis-28349	124	21	from	from	ADP
bracis-28349	124	22	finite	finite	ADJ
bracis-28349	124	23	sets	set	NOUN
bracis-28349	124	24	.	.	PUNCT
bracis-28349	125	1	a	a	DET
bracis-28349	125	2	brief	brief	ADJ
bracis-28349	125	3	description	description	NOUN
bracis-28349	125	4	of	of	ADP
bracis-28349	125	5	the	the	DET
bracis-28349	125	6	methods	method	NOUN
bracis-28349	125	7	will	will	AUX
bracis-28349	125	8	be	be	AUX
bracis-28349	125	9	presented	present	VERB
bracis-28349	125	10	next	next	ADV
bracis-28349	125	11	.	.	PUNCT
bracis-28349	126	1	greedy	greedy	ADJ
bracis-28349	126	2	:	:	PUNCT
bracis-28349	126	3	greedy	greedy	ADJ
bracis-28349	126	4	decoding	decode	VERB
bracis-28349	126	5	always	always	ADV
bracis-28349	126	6	selects	select	VERB
bracis-28349	126	7	the	the	DET
bracis-28349	126	8	most	most	ADV
bracis-28349	126	9	probable	probable	ADJ
bracis-28349	126	10	token	token	ADJ
bracis-28349	126	11	(	(	PUNCT
bracis-28349	126	12	highest	high	ADJ
bracis-28349	126	13	softmax	softmax	NOUN
bracis-28349	126	14	score	score	NOUN
bracis-28349	126	15	)	)	PUNCT
bracis-28349	126	16	during	during	ADP
bracis-28349	126	17	generation	generation	NOUN
bracis-28349	126	18	.	.	PUNCT
bracis-28349	127	1	top	top	ADJ
bracis-28349	127	2	-	-	PUNCT
bracis-28349	127	3	k	k	NOUN
bracis-28349	127	4	:	:	PUNCT
bracis-28349	127	5	consists	consist	VERB
bracis-28349	127	6	of	of	ADP
bracis-28349	127	7	filtering	filter	VERB
bracis-28349	127	8	the	the	DET
bracis-28349	127	9	most	most	ADV
bracis-28349	127	10	probable	probable	ADJ
bracis-28349	127	11	k	k	PROPN
bracis-28349	127	12	tokens	token	NOUN
bracis-28349	127	13	at	at	ADP
bracis-28349	127	14	a	a	DET
bracis-28349	127	15	given	give	VERB
bracis-28349	127	16	instant	instant	NOUN
bracis-28349	127	17	,	,	PUNCT
bracis-28349	127	18	and	and	CCONJ
bracis-28349	127	19	redistributing	redistribute	VERB
bracis-28349	127	20	their	their	PRON
bracis-28349	127	21	probabilities	probability	NOUN
bracis-28349	127	22	among	among	ADP
bracis-28349	127	23	them	they	PRON
bracis-28349	127	24	before	before	ADP
bracis-28349	127	25	sampling	sample	VERB
bracis-28349	127	26	.	.	PUNCT
bracis-28349	128	1	top	top	ADJ
bracis-28349	128	2	-	-	PUNCT
bracis-28349	128	3	p	p	X
bracis-28349	128	4	:	:	PUNCT
bracis-28349	128	5	limits	limit	VERB
bracis-28349	128	6	the	the	DET
bracis-28349	128	7	set	set	NOUN
bracis-28349	128	8	of	of	ADP
bracis-28349	128	9	selectable	selectable	ADJ
bracis-28349	128	10	tokens	token	NOUN
bracis-28349	128	11	to	to	ADP
bracis-28349	128	12	a	a	DET
bracis-28349	128	13	set	set	NOUN
bracis-28349	128	14	of	of	ADP
bracis-28349	128	15	more	more	ADV
bracis-28349	128	16	probable	probable	ADJ
bracis-28349	128	17	tokens	token	NOUN
bracis-28349	128	18	whose	whose	DET
bracis-28349	128	19	summed	sum	VERB
bracis-28349	128	20	probabilities	probability	NOUN
bracis-28349	128	21	are	be	AUX
bracis-28349	128	22	lower	low	ADJ
bracis-28349	128	23	than	than	SCONJ
bracis-28349	128	24	the	the	DET
bracis-28349	128	25	established	establish	VERB
bracis-28349	128	26	threshold	threshold	NOUN
bracis-28349	128	27	p.	p.	NOUN
bracis-28349	128	28	note	note	VERB
bracis-28349	128	29	that	that	SCONJ
bracis-28349	128	30	the	the	DET
bracis-28349	128	31	number	number	NOUN
bracis-28349	128	32	of	of	ADP
bracis-28349	128	33	tokens	token	NOUN
bracis-28349	128	34	that	that	PRON
bracis-28349	128	35	can	can	AUX
bracis-28349	128	36	be	be	AUX
bracis-28349	128	37	chosen	choose	VERB
bracis-28349	128	38	is	be	AUX
bracis-28349	128	39	dynamic	dynamic	ADJ
bracis-28349	128	40	,	,	PUNCT
bracis-28349	128	41	since	since	SCONJ
bracis-28349	128	42	the	the	DET
bracis-28349	128	43	probability	probability	NOUN
bracis-28349	128	44	distributions	distribution	NOUN
bracis-28349	128	45	vary	vary	VERB
bracis-28349	128	46	at	at	ADP
bracis-28349	128	47	each	each	DET
bracis-28349	128	48	instant	instant	NOUN
bracis-28349	128	49	.	.	PUNCT
bracis-28349	129	1	task	task	NOUN
bracis-28349	129	2	formulation	formulation	NOUN
bracis-28349	129	3	.	.	PUNCT
bracis-28349	130	1	we	we	PRON
bracis-28349	130	2	have	have	AUX
bracis-28349	130	3	used	use	VERB
bracis-28349	130	4	the	the	DET
bracis-28349	130	5	themes	theme	NOUN
bracis-28349	130	6	(	(	PUNCT
bracis-28349	130	7	categorical	categorical	ADJ
bracis-28349	130	8	information	information	NOUN
bracis-28349	130	9	)	)	PUNCT
bracis-28349	130	10	,	,	PUNCT
bracis-28349	130	11	present	present	ADJ
bracis-28349	130	12	in	in	ADP
bracis-28349	130	13	the	the	DET
bracis-28349	130	14	dockets	docket	NOUN
bracis-28349	130	15	’	'	PUNCT
bracis-28349	130	16	metadata	metadata	NOUN
bracis-28349	130	17	,	,	PUNCT
bracis-28349	130	18	to	to	PART
bracis-28349	130	19	simulate	simulate	VERB
bracis-28349	130	20	a	a	DET
bracis-28349	130	21	retrieval	retrieval	NOUN
bracis-28349	130	22	task	task	NOUN
bracis-28349	130	23	in	in	ADP
bracis-28349	130	24	which	which	PRON
bracis-28349	130	25	a	a	DET
bracis-28349	130	26	specialist	specialist	NOUN
bracis-28349	130	27	seeks	seek	VERB
bracis-28349	130	28	to	to	PART
bracis-28349	130	29	retrieve	retrieve	VERB
bracis-28349	130	30	documents	document	NOUN
bracis-28349	130	31	similar	similar	ADJ
bracis-28349	130	32	to	to	ADP
bracis-28349	130	33	a	a	DET
bracis-28349	130	34	query	query	NOUN
bracis-28349	130	35	document	document	NOUN
bracis-28349	130	36	using	use	VERB
bracis-28349	130	37	a	a	DET
bracis-28349	130	38	search	search	NOUN
bracis-28349	130	39	engine	engine	NOUN
bracis-28349	130	40	.	.	PUNCT
bracis-28349	131	1	the	the	DET
bracis-28349	131	2	themes	theme	NOUN
bracis-28349	131	3	are	be	AUX
bracis-28349	131	4	unique	unique	ADJ
bracis-28349	131	5	identifiers	identifier	NOUN
bracis-28349	131	6	,	,	PUNCT
bracis-28349	131	7	that	that	PRON
bracis-28349	131	8	are	be	AUX
bracis-28349	131	9	mapped	map	VERB
bracis-28349	131	10	to	to	ADP
bracis-28349	131	11	common	common	ADJ
bracis-28349	131	12	questions	question	NOUN
bracis-28349	131	13	of	of	ADP
bracis-28349	131	14	law	law	NOUN
bracis-28349	131	15	.	.	PUNCT
bracis-28349	132	1	thus	thus	ADV
bracis-28349	132	2	,	,	PUNCT
bracis-28349	132	3	by	by	ADP
bracis-28349	132	4	using	use	VERB
bracis-28349	132	5	the	the	DET
bracis-28349	132	6	binary	binary	ADJ
bracis-28349	132	7	relevance	relevance	NOUN
bracis-28349	132	8	definition	definition	NOUN
bracis-28349	132	9	:	:	PUNCT
bracis-28349	132	10	given	give	VERB
bracis-28349	132	11	a	a	DET
bracis-28349	132	12	query	query	NOUN
bracis-28349	132	13	document	document	NOUN
bracis-28349	132	14	q	q	NOUN
bracis-28349	132	15	,	,	PUNCT
bracis-28349	132	16	the	the	DET
bracis-28349	132	17	relevant	relevant	ADJ
bracis-28349	132	18	documents	document	NOUN
bracis-28349	132	19	r	r	NOUN
bracis-28349	132	20	to	to	PART
bracis-28349	132	21	q	q	NOUN
bracis-28349	132	22	must	must	AUX
bracis-28349	132	23	have	have	VERB
bracis-28349	132	24	the	the	DET
bracis-28349	132	25	same	same	ADJ
bracis-28349	132	26	theme	theme	NOUN
bracis-28349	132	27	as	as	SCONJ
bracis-28349	132	28	q.	q.	PROPN
bracis-28349	132	29	note	note	VERB
bracis-28349	132	30	that	that	SCONJ
bracis-28349	132	31	,	,	PUNCT
bracis-28349	132	32	in	in	ADP
bracis-28349	132	33	the	the	DET
bracis-28349	132	34	real	real	ADJ
bracis-28349	132	35	scenario	scenario	NOUN
bracis-28349	132	36	,	,	PUNCT
bracis-28349	132	37	the	the	DET
bracis-28349	132	38	documents	document	NOUN
bracis-28349	132	39	consists	consist	VERB
bracis-28349	132	40	in	in	ADP
bracis-28349	132	41	dockets	docket	NOUN
bracis-28349	132	42	containing	contain	VERB
bracis-28349	132	43	both	both	DET
bracis-28349	132	44	keyphrases	keyphrase	NOUN
bracis-28349	132	45	and	and	CCONJ
bracis-28349	132	46	enumerated	enumerate	VERB
bracis-28349	132	47	paragraphs	paragraph	NOUN
bracis-28349	132	48	.	.	PUNCT
bracis-28349	133	1	from	from	ADP
bracis-28349	133	2	the	the	DET
bracis-28349	133	3	collected	collect	VERB
bracis-28349	133	4	decisions	decision	NOUN
bracis-28349	133	5	,	,	PUNCT
bracis-28349	133	6	only	only	ADV
bracis-28349	133	7	801	801	NUM
bracis-28349	133	8	have	have	VERB
bracis-28349	133	9	themes	theme	NOUN
bracis-28349	133	10	.	.	PUNCT
bracis-28349	134	1	these	these	DET
bracis-28349	134	2	documents	document	NOUN
bracis-28349	134	3	were	be	AUX
bracis-28349	134	4	removed	remove	VERB
bracis-28349	134	5	from	from	ADP
bracis-28349	134	6	the	the	DET
bracis-28349	134	7	training	training	NOUN
bracis-28349	134	8	set	set	NOUN
bracis-28349	134	9	and	and	CCONJ
bracis-28349	134	10	used	use	VERB
bracis-28349	134	11	to	to	PART
bracis-28349	134	12	prepare	prepare	VERB
bracis-28349	134	13	query	query	NOUN
bracis-28349	134	14	relevant	relevant	ADJ
bracis-28349	134	15	document	document	NOUN
bracis-28349	134	16	pairs	pair	NOUN
bracis-28349	134	17	for	for	ADP
bracis-28349	134	18	ir	ir	PROPN
bracis-28349	134	19	evaluation	evaluation	NOUN
bracis-28349	134	20	.	.	PUNCT
bracis-28349	135	1	the	the	DET
bracis-28349	135	2	query	query	NOUN
bracis-28349	135	3	set	set	VERB
bracis-28349	135	4	consists	consist	NOUN
bracis-28349	135	5	of	of	ADP
bracis-28349	135	6	dockets	docket	NOUN
bracis-28349	135	7	whose	whose	DET
bracis-28349	135	8	themes	theme	NOUN
bracis-28349	135	9	occur	occur	VERB
bracis-28349	135	10	at	at	ADV
bracis-28349	135	11	least	least	ADJ
bracis-28349	135	12	twice	twice	ADV
bracis-28349	135	13	.	.	PUNCT
bracis-28349	136	1	from	from	ADP
bracis-28349	136	2	those	those	PRON
bracis-28349	136	3	,	,	PUNCT
bracis-28349	136	4	we	we	PRON
bracis-28349	136	5	prepared	prepare	VERB
bracis-28349	136	6	482	482	NUM
bracis-28349	136	7	query	query	NOUN
bracis-28349	136	8	relevant	relevant	ADJ
bracis-28349	136	9	document	document	NOUN
bracis-28349	136	10	pairs	pair	NOUN
bracis-28349	136	11	(	(	PUNCT
bracis-28349	136	12	pairs	pair	NOUN
bracis-28349	136	13	of	of	ADP
bracis-28349	136	14	same	same	ADJ
bracis-28349	136	15	theme	theme	NOUN
bracis-28349	136	16	documents	document	NOUN
bracis-28349	136	17	)	)	PUNCT
bracis-28349	136	18	.	.	PUNCT
bracis-28349	137	1	to	to	PART
bracis-28349	137	2	prepare	prepare	VERB
bracis-28349	137	3	the	the	DET
bracis-28349	137	4	final	final	ADJ
bracis-28349	137	5	retrieval	retrieval	NOUN
bracis-28349	137	6	corpus	corpus	NOUN
bracis-28349	137	7	,	,	PUNCT
bracis-28349	137	8	we	we	PRON
bracis-28349	137	9	combined	combine	VERB
bracis-28349	137	10	the	the	DET
bracis-28349	137	11	test	test	NOUN
bracis-28349	137	12	set	set	NOUN
bracis-28349	137	13	presented	present	VERB
bracis-28349	137	14	in	in	ADP
bracis-28349	137	15	sect	sect	NOUN
bracis-28349	137	16	.	.	PUNCT
bracis-28349	137	17	 	 	SPACE
bracis-28349	137	18	3.1	3.1	NUM
bracis-28349	137	19	with	with	ADP
bracis-28349	137	20	the	the	DET
bracis-28349	137	21	dockets	docket	NOUN
bracis-28349	137	22	with	with	ADP
bracis-28349	137	23	themes	theme	NOUN
bracis-28349	137	24	and	and	CCONJ
bracis-28349	137	25	obtained	obtain	VERB
bracis-28349	137	26	a	a	DET
bracis-28349	137	27	total	total	NOUN
bracis-28349	137	28	of	of	ADP
bracis-28349	137	29	23,194	23,194	NUM
bracis-28349	137	30	documents	document	NOUN
bracis-28349	137	31	.	.	PUNCT
bracis-28349	138	1	we	we	PRON
bracis-28349	138	2	increased	increase	VERB
bracis-28349	138	3	the	the	DET
bracis-28349	138	4	retrieval	retrieval	NOUN
bracis-28349	138	5	corpus	corpus	NOUN
bracis-28349	138	6	to	to	PART
bracis-28349	138	7	make	make	VERB
bracis-28349	138	8	the	the	DET
bracis-28349	138	9	retrieval	retrieval	NOUN
bracis-28349	138	10	task	task	NOUN
bracis-28349	138	11	more	more	ADV
bracis-28349	138	12	challenging	challenging	ADJ
bracis-28349	138	13	.	.	PUNCT
bracis-28349	139	1	in	in	ADP
bracis-28349	139	2	the	the	DET
bracis-28349	139	3	worst	bad	ADJ
bracis-28349	139	4	case	case	NOUN
bracis-28349	139	5	,	,	PUNCT
bracis-28349	139	6	the	the	DET
bracis-28349	139	7	documents	document	NOUN
bracis-28349	139	8	without	without	ADP
bracis-28349	139	9	a	a	DET
bracis-28349	139	10	theme	theme	NOUN
bracis-28349	139	11	may	may	AUX
bracis-28349	139	12	introduce	introduce	VERB
bracis-28349	139	13	false	false	ADJ
bracis-28349	139	14	negatives	negative	NOUN
bracis-28349	139	15	(	(	PUNCT
bracis-28349	139	16	documents	document	NOUN
bracis-28349	139	17	with	with	ADP
bracis-28349	139	18	the	the	DET
bracis-28349	139	19	same	same	ADJ
bracis-28349	139	20	theme	theme	NOUN
bracis-28349	139	21	of	of	ADP
bracis-28349	139	22	the	the	DET
bracis-28349	139	23	query	query	NOUN
bracis-28349	139	24	,	,	PUNCT
bracis-28349	139	25	but	but	CCONJ
bracis-28349	139	26	considered	consider	VERB
bracis-28349	139	27	non	non	ADJ
bracis-28349	139	28	-	-	ADJ
bracis-28349	139	29	relevant	relevant	ADJ
bracis-28349	139	30	)	)	PUNCT
bracis-28349	139	31	,	,	PUNCT
bracis-28349	139	32	hindering	hinder	VERB
bracis-28349	139	33	the	the	DET
bracis-28349	139	34	ir	ir	PROPN
bracis-28349	139	35	metrics	metric	NOUN
bracis-28349	139	36	.	.	PUNCT
bracis-28349	140	1	experimental	experimental	ADJ
bracis-28349	140	2	setup	setup	NOUN
bracis-28349	140	3	.	.	PUNCT
bracis-28349	141	1	two	two	NUM
bracis-28349	141	2	different	different	ADJ
bracis-28349	141	3	experiments	experiment	NOUN
bracis-28349	141	4	were	be	AUX
bracis-28349	141	5	performed	perform	VERB
bracis-28349	141	6	during	during	ADP
bracis-28349	141	7	the	the	DET
bracis-28349	141	8	ir	ir	PROPN
bracis-28349	141	9	evaluation	evaluation	NOUN
bracis-28349	141	10	and	and	CCONJ
bracis-28349	141	11	they	they	PRON
bracis-28349	141	12	are	be	AUX
bracis-28349	141	13	described	describe	VERB
bracis-28349	141	14	in	in	ADP
bracis-28349	141	15	the	the	DET
bracis-28349	141	16	following	following	NOUN
bracis-28349	141	17	.	.	PUNCT
bracis-28349	142	1	1	1	X
bracis-28349	142	2	.	.	X
bracis-28349	142	3	studying	study	VERB
bracis-28349	142	4	sampling	sample	VERB
bracis-28349	142	5	-	-	PUNCT
bracis-28349	142	6	based	base	VERB
bracis-28349	142	7	decoding	decode	VERB
bracis-28349	142	8	methods	method	NOUN
bracis-28349	142	9	:	:	PUNCT
bracis-28349	142	10	this	this	DET
bracis-28349	142	11	experiment	experiment	NOUN
bracis-28349	142	12	aims	aim	VERB
bracis-28349	142	13	to	to	PART
bracis-28349	142	14	investigate	investigate	VERB
bracis-28349	142	15	the	the	DET
bracis-28349	142	16	generation	generation	NOUN
bracis-28349	142	17	of	of	ADP
bracis-28349	142	18	multiple	multiple	ADJ
bracis-28349	142	19	keyphrases	keyphrase	NOUN
bracis-28349	142	20	from	from	ADP
bracis-28349	142	21	a	a	DET
bracis-28349	142	22	single	single	ADJ
bracis-28349	142	23	docket	docket	NOUN
bracis-28349	142	24	using	use	VERB
bracis-28349	142	25	sampling	sample	VERB
bracis-28349	142	26	decoding	decoding	NOUN
bracis-28349	142	27	.	.	PUNCT
bracis-28349	143	1	by	by	ADP
bracis-28349	143	2	concatenating	concatenate	VERB
bracis-28349	143	3	multiple	multiple	ADJ
bracis-28349	143	4	keyphrases	keyphrase	NOUN
bracis-28349	143	5	to	to	ADP
bracis-28349	143	6	a	a	DET
bracis-28349	143	7	single	single	ADJ
bracis-28349	143	8	docket	docket	NOUN
bracis-28349	143	9	,	,	PUNCT
bracis-28349	143	10	we	we	PRON
bracis-28349	143	11	expect	expect	VERB
bracis-28349	143	12	to	to	PART
bracis-28349	143	13	see	see	VERB
bracis-28349	143	14	improvements	improvement	NOUN
bracis-28349	143	15	in	in	ADP
bracis-28349	143	16	the	the	DET
bracis-28349	143	17	ir	ir	PROPN
bracis-28349	143	18	metrics	metric	NOUN
bracis-28349	143	19	since	since	SCONJ
bracis-28349	143	20	we	we	PRON
bracis-28349	143	21	are	be	AUX
bracis-28349	143	22	adding	add	VERB
bracis-28349	143	23	more	more	ADJ
bracis-28349	143	24	text	text	NOUN
bracis-28349	143	25	variations	variation	NOUN
bracis-28349	143	26	.	.	PUNCT
bracis-28349	144	1	we	we	PRON
bracis-28349	144	2	generated	generate	VERB
bracis-28349	144	3	up	up	ADP
bracis-28349	144	4	to	to	PART
bracis-28349	144	5	10	10	NUM
bracis-28349	144	6	keyphrases	keyphrase	NOUN
bracis-28349	144	7	for	for	ADP
bracis-28349	144	8	each	each	DET
bracis-28349	144	9	example	example	NOUN
bracis-28349	144	10	in	in	ADP
bracis-28349	144	11	the	the	DET
bracis-28349	144	12	search	search	NOUN
bracis-28349	144	13	corpus	corpus	NOUN
bracis-28349	144	14	,	,	PUNCT
bracis-28349	144	15	using	use	VERB
bracis-28349	144	16	top	top	ADJ
bracis-28349	144	17	-	-	PUNCT
bracis-28349	144	18	k	k	NOUN
bracis-28349	144	19	and	and	CCONJ
bracis-28349	144	20	top	top	ADJ
bracis-28349	144	21	-	-	PUNCT
bracis-28349	144	22	p	p	NOUN
bracis-28349	144	23	sampling	sampling	NOUN
bracis-28349	144	24	,	,	PUNCT
bracis-28349	144	25	and	and	CCONJ
bracis-28349	144	26	concatenated	concatenate	VERB
bracis-28349	144	27	them	they	PRON
bracis-28349	144	28	to	to	ADP
bracis-28349	144	29	the	the	DET
bracis-28349	144	30	original	original	ADJ
bracis-28349	144	31	input	input	NOUN
bracis-28349	144	32	(	(	PUNCT
bracis-28349	144	33	enumerated	enumerate	VERB
bracis-28349	144	34	paragraphs	paragraph	NOUN
bracis-28349	144	35	)	)	PUNCT
bracis-28349	144	36	to	to	PART
bracis-28349	144	37	generate	generate	VERB
bracis-28349	144	38	the	the	DET
bracis-28349	144	39	ir	ir	PROPN
bracis-28349	144	40	metrics	metric	NOUN
bracis-28349	144	41	.	.	PUNCT
bracis-28349	145	1	we	we	PRON
bracis-28349	145	2	repeated	repeat	VERB
bracis-28349	145	3	the	the	DET
bracis-28349	145	4	text	text	NOUN
bracis-28349	145	5	generation	generation	NOUN
bracis-28349	145	6	five	five	NUM
bracis-28349	145	7	times	time	NOUN
bracis-28349	145	8	with	with	ADP
bracis-28349	145	9	seeds	seed	NOUN
bracis-28349	145	10	of	of	ADP
bracis-28349	145	11	different	different	ADJ
bracis-28349	145	12	random	random	ADJ
bracis-28349	145	13	numbers	number	NOUN
bracis-28349	145	14	(	(	PUNCT
bracis-28349	145	15	1,000	1,000	NUM
bracis-28349	145	16	,	,	PUNCT
bracis-28349	145	17	2,000	2,000	NUM
bracis-28349	145	18	,	,	PUNCT
bracis-28349	145	19	3,000	3,000	NUM
bracis-28349	145	20	,	,	PUNCT
bracis-28349	145	21	4,000	4,000	NUM
bracis-28349	145	22	,	,	PUNCT
bracis-28349	145	23	and	and	CCONJ
bracis-28349	145	24	5,000	5,000	NUM
bracis-28349	145	25	)	)	PUNCT
bracis-28349	145	26	and	and	CCONJ
bracis-28349	145	27	aggregated	aggregate	VERB
bracis-28349	145	28	the	the	DET
bracis-28349	145	29	results	result	NOUN
bracis-28349	145	30	for	for	ADP
bracis-28349	145	31	comparisons	comparison	NOUN
bracis-28349	145	32	.	.	PUNCT
bracis-28349	146	1	the	the	DET
bracis-28349	146	2	effects	effect	NOUN
bracis-28349	146	3	of	of	ADP
bracis-28349	146	4	the	the	DET
bracis-28349	146	5	k	k	PROPN
bracis-28349	146	6	of	of	ADP
bracis-28349	146	7	the	the	DET
bracis-28349	146	8	top	top	ADJ
bracis-28349	146	9	-	-	PUNCT
bracis-28349	146	10	k	k	NOUN
bracis-28349	146	11	,	,	PUNCT
bracis-28349	146	12	and	and	CCONJ
bracis-28349	146	13	the	the	DET
bracis-28349	146	14	p	p	NOUN
bracis-28349	146	15	of	of	ADP
bracis-28349	146	16	the	the	DET
bracis-28349	146	17	top	top	ADJ
bracis-28349	146	18	-	-	PUNCT
bracis-28349	146	19	p	p	NOUN
bracis-28349	146	20	sampling	sample	VERB
bracis-28349	146	21	methods	method	NOUN
bracis-28349	146	22	were	be	AUX
bracis-28349	146	23	also	also	ADV
bracis-28349	146	24	evaluated	evaluate	VERB
bracis-28349	146	25	in	in	ADP
bracis-28349	146	26	this	this	DET
bracis-28349	146	27	experiment	experiment	NOUN
bracis-28349	146	28	,	,	PUNCT
bracis-28349	146	29	varying	vary	VERB
bracis-28349	146	30	the	the	DET
bracis-28349	146	31	values	value	NOUN
bracis-28349	146	32	of	of	ADP
bracis-28349	146	33	both	both	CCONJ
bracis-28349	146	34	k	k	PROPN
bracis-28349	146	35	and	and	CCONJ
bracis-28349	146	36	p.	p.	NOUN
bracis-28349	146	37	we	we	PRON
bracis-28349	146	38	choose	choose	VERB
bracis-28349	146	39	k	k	PROPN
bracis-28349	146	40	and	and	CCONJ
bracis-28349	146	41	p	p	NOUN
bracis-28349	146	42	from	from	ADP
bracis-28349	146	43	the	the	DET
bracis-28349	146	44	following	follow	VERB
bracis-28349	146	45	sets	set	NOUN
bracis-28349	146	46	of	of	ADP
bracis-28349	146	47	values	value	NOUN
bracis-28349	146	48	:	:	PUNCT
bracis-28349	146	49	\(k	\(k	NOUN
bracis-28349	146	50	\in	\in	ADJ
bracis-28349	146	51	\{15	\{15	NOUN
bracis-28349	146	52	,	,	PUNCT
bracis-28349	146	53	50	50	NUM
bracis-28349	146	54	,	,	PUNCT
bracis-28349	146	55	100\}\	100\}\	NUM
bracis-28349	146	56	)	)	PUNCT
bracis-28349	146	57	and	and	CCONJ
bracis-28349	146	58	\(p	\(p	PROPN
bracis-28349	146	59	\in	\in	PROPN
bracis-28349	146	60	\{0.1	\{0.1	PROPN
bracis-28349	146	61	,	,	PUNCT
bracis-28349	146	62	0.5	0.5	NUM
bracis-28349	146	63	,	,	PUNCT
bracis-28349	146	64	0.9\}\	0.9\}\	NOUN
bracis-28349	146	65	)	)	PUNCT
bracis-28349	146	66	.	.	PUNCT
bracis-28349	147	1	note	note	VERB
bracis-28349	147	2	that	that	SCONJ
bracis-28349	147	3	for	for	ADP
bracis-28349	147	4	this	this	DET
bracis-28349	147	5	experiment	experiment	NOUN
bracis-28349	147	6	,	,	PUNCT
bracis-28349	147	7	we	we	PRON
bracis-28349	147	8	are	be	AUX
bracis-28349	147	9	not	not	PART
bracis-28349	147	10	interested	interested	ADJ
bracis-28349	147	11	in	in	ADP
bracis-28349	147	12	determining	determine	VERB
bracis-28349	147	13	the	the	DET
bracis-28349	147	14	best	good	ADJ
bracis-28349	147	15	number	number	NOUN
bracis-28349	147	16	of	of	ADP
bracis-28349	147	17	repetitions	repetition	NOUN
bracis-28349	147	18	,	,	PUNCT
bracis-28349	147	19	nor	nor	CCONJ
bracis-28349	147	20	the	the	DET
bracis-28349	147	21	best	good	ADJ
bracis-28349	147	22	value	value	NOUN
bracis-28349	147	23	for	for	ADP
bracis-28349	147	24	k	k	PROPN
bracis-28349	147	25	or	or	CCONJ
bracis-28349	147	26	p.	p.	NOUN
bracis-28349	147	27	the	the	DET
bracis-28349	147	28	goal	goal	NOUN
bracis-28349	147	29	is	be	AUX
bracis-28349	147	30	to	to	PART
bracis-28349	147	31	investigate	investigate	VERB
bracis-28349	147	32	the	the	DET
bracis-28349	147	33	effect	effect	NOUN
bracis-28349	147	34	of	of	ADP
bracis-28349	147	35	the	the	DET
bracis-28349	147	36	parameters	parameter	NOUN
bracis-28349	147	37	on	on	ADP
bracis-28349	147	38	the	the	DET
bracis-28349	147	39	proposed	propose	VERB
bracis-28349	147	40	ir	ir	PROPN
bracis-28349	147	41	task	task	NOUN
bracis-28349	147	42	,	,	PUNCT
bracis-28349	147	43	but	but	CCONJ
bracis-28349	147	44	the	the	DET
bracis-28349	147	45	results	result	NOUN
bracis-28349	147	46	may	may	AUX
bracis-28349	147	47	indicate	indicate	VERB
bracis-28349	147	48	the	the	DET
bracis-28349	147	49	best	good	ADJ
bracis-28349	147	50	parameter	parameter	NOUN
bracis-28349	147	51	ranges	range	NOUN
bracis-28349	147	52	.	.	PUNCT
bracis-28349	148	1	2	2	X
bracis-28349	148	2	.	.	X
bracis-28349	148	3	decoding	decode	VERB
bracis-28349	148	4	methods	method	NOUN
bracis-28349	148	5	comparison	comparison	NOUN
bracis-28349	148	6	:	:	PUNCT
bracis-28349	148	7	in	in	ADP
bracis-28349	148	8	order	order	NOUN
bracis-28349	148	9	to	to	PART
bracis-28349	148	10	compare	compare	VERB
bracis-28349	148	11	the	the	DET
bracis-28349	148	12	decoding	decode	VERB
bracis-28349	148	13	methods	method	NOUN
bracis-28349	148	14	,	,	PUNCT
bracis-28349	148	15	we	we	PRON
bracis-28349	148	16	extracted	extract	VERB
bracis-28349	148	17	ir	ir	NOUN
bracis-28349	148	18	metrics	metric	NOUN
bracis-28349	148	19	for	for	ADP
bracis-28349	148	20	dockets	docket	NOUN
bracis-28349	148	21	using	use	VERB
bracis-28349	148	22	keyphrases	keyphrase	NOUN
bracis-28349	148	23	generated	generate	VERB
bracis-28349	148	24	using	use	VERB
bracis-28349	148	25	top	top	ADJ
bracis-28349	148	26	-	-	PUNCT
bracis-28349	148	27	k	k	NOUN
bracis-28349	148	28	and	and	CCONJ
bracis-28349	148	29	top	top	ADJ
bracis-28349	148	30	-	-	PUNCT
bracis-28349	148	31	p	p	NOUN
bracis-28349	148	32	sampling	sampling	NOUN
bracis-28349	148	33	.	.	PUNCT
bracis-28349	149	1	we	we	PRON
bracis-28349	149	2	used	use	VERB
bracis-28349	149	3	the	the	DET
bracis-28349	149	4	generated	generate	VERB
bracis-28349	149	5	ones	one	NOUN
bracis-28349	149	6	in	in	ADP
bracis-28349	149	7	place	place	NOUN
bracis-28349	149	8	of	of	ADP
bracis-28349	149	9	the	the	DET
bracis-28349	149	10	originals	original	NOUN
bracis-28349	149	11	in	in	ADP
bracis-28349	149	12	this	this	DET
bracis-28349	149	13	experiment	experiment	NOUN
bracis-28349	149	14	.	.	PUNCT
bracis-28349	150	1	for	for	ADP
bracis-28349	150	2	reference	reference	NOUN
bracis-28349	150	3	,	,	PUNCT
bracis-28349	150	4	we	we	PRON
bracis-28349	150	5	also	also	ADV
bracis-28349	150	6	evaluated	evaluate	VERB
bracis-28349	150	7	ir	ir	NOUN
bracis-28349	150	8	metrics	metric	NOUN
bracis-28349	150	9	considering	consider	VERB
bracis-28349	150	10	documents	document	NOUN
bracis-28349	150	11	with	with	ADP
bracis-28349	150	12	and	and	CCONJ
bracis-28349	150	13	without	without	ADP
bracis-28349	150	14	the	the	DET
bracis-28349	150	15	original	original	ADJ
bracis-28349	150	16	keyphrases	keyphrase	NOUN
bracis-28349	150	17	(	(	PUNCT
bracis-28349	150	18	for	for	ADP
bracis-28349	150	19	both	both	PRON
bracis-28349	150	20	query	query	NOUN
bracis-28349	150	21	and	and	CCONJ
bracis-28349	150	22	corpus	corpus	NOUN
bracis-28349	150	23	documents	document	NOUN
bracis-28349	150	24	)	)	PUNCT
bracis-28349	150	25	and	and	CCONJ
bracis-28349	150	26	using	use	VERB
bracis-28349	150	27	simple	simple	ADJ
bracis-28349	150	28	greedy	greedy	ADJ
bracis-28349	150	29	decoding	decoding	NOUN
bracis-28349	150	30	.	.	PUNCT
bracis-28349	151	1	we	we	PRON
bracis-28349	151	2	choose	choose	VERB
bracis-28349	151	3	to	to	PART
bracis-28349	151	4	use	use	VERB
bracis-28349	151	5	only	only	ADV
bracis-28349	151	6	one	one	NUM
bracis-28349	151	7	keyphrase	keyphrase	NOUN
bracis-28349	151	8	generated	generate	VERB
bracis-28349	151	9	by	by	ADP
bracis-28349	151	10	each	each	DET
bracis-28349	151	11	method	method	NOUN
bracis-28349	151	12	based	base	VERB
bracis-28349	151	13	on	on	ADP
bracis-28349	151	14	the	the	DET
bracis-28349	151	15	results	result	NOUN
bracis-28349	151	16	of	of	ADP
bracis-28349	151	17	the	the	DET
bracis-28349	151	18	previous	previous	ADJ
bracis-28349	151	19	experiment	experiment	NOUN
bracis-28349	151	20	and	and	CCONJ
bracis-28349	151	21	to	to	PART
bracis-28349	151	22	evaluate	evaluate	VERB
bracis-28349	151	23	the	the	DET
bracis-28349	151	24	decoding	decode	VERB
bracis-28349	151	25	methods	method	NOUN
bracis-28349	151	26	in	in	ADP
bracis-28349	151	27	similar	similar	ADJ
bracis-28349	151	28	scenarios	scenario	NOUN
bracis-28349	151	29	.	.	PUNCT
bracis-28349	152	1	for	for	ADP
bracis-28349	152	2	this	this	DET
bracis-28349	152	3	experiment	experiment	NOUN
bracis-28349	152	4	,	,	PUNCT
bracis-28349	152	5	we	we	PRON
bracis-28349	152	6	used	use	VERB
bracis-28349	152	7	the	the	DET
bracis-28349	152	8	following	follow	VERB
bracis-28349	152	9	parameters	parameter	NOUN
bracis-28349	152	10	for	for	ADP
bracis-28349	152	11	the	the	DET
bracis-28349	152	12	sampling	sampling	NOUN
bracis-28349	152	13	-	-	PUNCT
bracis-28349	152	14	based	base	VERB
bracis-28349	152	15	decoding	decode	VERB
bracis-28349	152	16	methods	method	NOUN
bracis-28349	152	17	:	:	PUNCT
bracis-28349	152	18	\(k=15\	\(k=15\	NUM
bracis-28349	152	19	)	)	PUNCT
bracis-28349	152	20	and	and	CCONJ
bracis-28349	152	21	\(p=0.9\	\(p=0.9\	NUM
bracis-28349	152	22	)	)	PUNCT
bracis-28349	152	23	(	(	PUNCT
bracis-28349	152	24	based	base	VERB
bracis-28349	152	25	on	on	ADP
bracis-28349	152	26	the	the	DET
bracis-28349	152	27	performances	performance	NOUN
bracis-28349	152	28	obtained	obtain	VERB
bracis-28349	152	29	in	in	ADP
bracis-28349	152	30	the	the	DET
bracis-28349	152	31	previous	previous	ADJ
bracis-28349	152	32	experiment	experiment	NOUN
bracis-28349	152	33	)	)	PUNCT
bracis-28349	152	34	.	.	PUNCT
bracis-28349	153	1	the	the	DET
bracis-28349	153	2	experiments	experiment	NOUN
bracis-28349	153	3	with	with	ADP
bracis-28349	153	4	sampling	sample	VERB
bracis-28349	153	5	decoding	decode	VERB
bracis-28349	153	6	methods	method	NOUN
bracis-28349	153	7	were	be	AUX
bracis-28349	153	8	inspired	inspire	VERB
bracis-28349	153	9	by	by	ADP
bracis-28349	153	10	the	the	DET
bracis-28349	153	11	work	work	NOUN
bracis-28349	154	1	doc2query	doc2query	PROPN
bracis-28349	155	1	[	[	X
bracis-28349	155	2	14	14	NUM
bracis-28349	155	3	]	]	PUNCT
bracis-28349	155	4	.	.	PUNCT
bracis-28349	156	1	in	in	ADP
bracis-28349	156	2	this	this	DET
bracis-28349	156	3	work	work	NOUN
bracis-28349	156	4	,	,	PUNCT
bracis-28349	156	5	for	for	ADP
bracis-28349	156	6	each	each	DET
bracis-28349	156	7	example	example	NOUN
bracis-28349	156	8	in	in	ADP
bracis-28349	156	9	a	a	DET
bracis-28349	156	10	corpus	corpus	NOUN
bracis-28349	156	11	,	,	PUNCT
bracis-28349	156	12	the	the	DET
bracis-28349	156	13	authors	author	NOUN
bracis-28349	156	14	generated	generate	VERB
bracis-28349	156	15	several	several	ADJ
bracis-28349	156	16	queries	query	NOUN
bracis-28349	156	17	related	relate	VERB
bracis-28349	156	18	to	to	ADP
bracis-28349	156	19	the	the	DET
bracis-28349	156	20	example	example	NOUN
bracis-28349	156	21	’s	’s	PART
bracis-28349	156	22	content	content	NOUN
bracis-28349	156	23	using	use	VERB
bracis-28349	156	24	a	a	DET
bracis-28349	156	25	sequence	sequence	NOUN
bracis-28349	156	26	-	-	PUNCT
bracis-28349	156	27	to	to	ADP
bracis-28349	156	28	-	-	PUNCT
bracis-28349	156	29	sequence	sequence	NOUN
bracis-28349	156	30	transformer	transformer	NOUN
bracis-28349	156	31	model	model	NOUN
bracis-28349	156	32	.	.	PUNCT
bracis-28349	157	1	the	the	DET
bracis-28349	157	2	authors	author	NOUN
bracis-28349	157	3	used	use	VERB
bracis-28349	157	4	top	top	ADJ
bracis-28349	157	5	-	-	PUNCT
bracis-28349	157	6	k	k	NOUN
bracis-28349	157	7	sampling	sampling	NOUN
bracis-28349	157	8	in	in	ADP
bracis-28349	157	9	order	order	NOUN
bracis-28349	157	10	to	to	PART
bracis-28349	157	11	generate	generate	VERB
bracis-28349	157	12	several	several	ADJ
bracis-28349	157	13	queries	query	NOUN
bracis-28349	157	14	per	per	ADP
bracis-28349	157	15	example	example	NOUN
bracis-28349	157	16	.	.	PUNCT
bracis-28349	158	1	then	then	ADV
bracis-28349	158	2	the	the	DET
bracis-28349	158	3	queries	query	NOUN
bracis-28349	158	4	were	be	AUX
bracis-28349	158	5	concatenated	concatenate	VERB
bracis-28349	158	6	to	to	ADP
bracis-28349	158	7	the	the	DET
bracis-28349	158	8	input	input	NOUN
bracis-28349	158	9	documents	document	NOUN
bracis-28349	158	10	in	in	ADP
bracis-28349	158	11	order	order	NOUN
bracis-28349	158	12	to	to	PART
bracis-28349	158	13	improve	improve	VERB
bracis-28349	158	14	ir	ir	NOUN
bracis-28349	158	15	metrics	metric	NOUN
bracis-28349	158	16	.	.	PUNCT
bracis-28349	159	1	considering	consider	VERB
bracis-28349	159	2	both	both	DET
bracis-28349	159	3	experiments	experiment	NOUN
bracis-28349	159	4	with	with	ADP
bracis-28349	159	5	sampling	sample	VERB
bracis-28349	159	6	methods	method	NOUN
bracis-28349	159	7	,	,	PUNCT
bracis-28349	159	8	we	we	PRON
bracis-28349	159	9	used	use	VERB
bracis-28349	159	10	contrastive	contrastive	ADJ
bracis-28349	159	11	-	-	PUNCT
bracis-28349	159	12	search	search	NOUN
bracis-28349	159	13	with	with	ADP
bracis-28349	159	14	\(alpha=0.6\	\(alpha=0.6\	NOUN
bracis-28349	159	15	)	)	PUNCT
bracis-28349	159	16	,	,	PUNCT
bracis-28349	159	17	based	base	VERB
bracis-28349	159	18	on	on	ADP
bracis-28349	159	19	the	the	DET
bracis-28349	159	20	original	original	ADJ
bracis-28349	159	21	paper	paper	NOUN
bracis-28349	159	22	 	 	SPACE
bracis-28349	160	1	[	[	X
bracis-28349	160	2	28	28	NUM
bracis-28349	160	3	]	]	PUNCT
bracis-28349	160	4	.	.	PUNCT
bracis-28349	161	1	we	we	PRON
bracis-28349	161	2	choose	choose	VERB
bracis-28349	161	3	the	the	DET
bracis-28349	161	4	k	k	PROPN
bracis-28349	161	5	and	and	CCONJ
bracis-28349	161	6	p	p	NOUN
bracis-28349	161	7	values	value	NOUN
bracis-28349	161	8	based	base	VERB
bracis-28349	161	9	on	on	ADP
bracis-28349	161	10	previous	previous	ADJ
bracis-28349	161	11	works	work	NOUN
bracis-28349	161	12	with	with	ADP
bracis-28349	161	13	top	top	ADJ
bracis-28349	161	14	-	-	PUNCT
bracis-28349	161	15	k	k	NOUN
bracis-28349	161	16	and	and	CCONJ
bracis-28349	161	17	top	top	ADJ
bracis-28349	161	18	-	-	PUNCT
bracis-28349	161	19	p	p	NOUN
bracis-28349	161	20	sampling	sampling	NOUN
bracis-28349	161	21	[	[	X
bracis-28349	161	22	8	8	NUM
bracis-28349	161	23	,	,	PUNCT
bracis-28349	161	24	14	14	NUM
bracis-28349	161	25	]	]	PUNCT
bracis-28349	161	26	.	.	PUNCT
bracis-28349	162	1	information	information	NOUN
bracis-28349	162	2	retrieval	retrieval	NOUN
bracis-28349	162	3	methods	method	NOUN
bracis-28349	162	4	and	and	CCONJ
bracis-28349	162	5	metrics	metric	NOUN
bracis-28349	162	6	.	.	PUNCT
bracis-28349	163	1	to	to	PART
bracis-28349	163	2	evaluate	evaluate	VERB
bracis-28349	163	3	the	the	DET
bracis-28349	163	4	proposed	propose	VERB
bracis-28349	163	5	ir	ir	PROPN
bracis-28349	163	6	task	task	PROPN
bracis-28349	163	7	,	,	PUNCT
bracis-28349	163	8	we	we	PRON
bracis-28349	163	9	choose	choose	VERB
bracis-28349	163	10	two	two	NUM
bracis-28349	163	11	traditional	traditional	ADJ
bracis-28349	163	12	methods	method	NOUN
bracis-28349	163	13	:	:	PUNCT
bracis-28349	163	14	tf	tf	PROPN
bracis-28349	163	15	-	-	PUNCT
bracis-28349	163	16	idf	idf	PROPN
bracis-28349	163	17	and	and	CCONJ
bracis-28349	163	18	bm25	bm25	PROPN
bracis-28349	164	1	[	[	X
bracis-28349	164	2	21	21	NUM
bracis-28349	164	3	]	]	PUNCT
bracis-28349	164	4	.	.	PUNCT
bracis-28349	165	1	the	the	DET
bracis-28349	165	2	methods	method	NOUN
bracis-28349	165	3	were	be	AUX
bracis-28349	165	4	chosen	choose	VERB
bracis-28349	165	5	due	due	ADP
bracis-28349	165	6	to	to	ADP
bracis-28349	165	7	their	their	PRON
bracis-28349	165	8	popularity	popularity	NOUN
bracis-28349	165	9	in	in	ADP
bracis-28349	165	10	search	search	NOUN
bracis-28349	165	11	engines	engine	NOUN
bracis-28349	165	12	(	(	PUNCT
bracis-28349	165	13	such	such	ADJ
bracis-28349	165	14	as	as	ADP
bracis-28349	165	15	lucenefootnote	lucenefootnote	NOUN
bracis-28349	165	16	3	3	NUM
bracis-28349	165	17	)	)	PUNCT
bracis-28349	165	18	and	and	CCONJ
bracis-28349	165	19	competitive	competitive	ADJ
bracis-28349	165	20	performance	performance	NOUN
bracis-28349	165	21	[	[	X
bracis-28349	165	22	18	18	NUM
bracis-28349	165	23	,	,	PUNCT
bracis-28349	165	24	23	23	NUM
bracis-28349	165	25	]	]	PUNCT
bracis-28349	165	26	.	.	PUNCT
bracis-28349	166	1	previous	previous	ADJ
bracis-28349	166	2	works	work	NOUN
bracis-28349	166	3	[	[	X
bracis-28349	166	4	12	12	NUM
bracis-28349	166	5	,	,	PUNCT
bracis-28349	166	6	13	13	NUM
bracis-28349	166	7	,	,	PUNCT
bracis-28349	166	8	15	15	NUM
bracis-28349	166	9	]	]	PUNCT
bracis-28349	166	10	also	also	ADV
bracis-28349	166	11	discussed	discuss	VERB
bracis-28349	166	12	that	that	SCONJ
bracis-28349	166	13	sparse	sparse	ADJ
bracis-28349	166	14	representation	representation	NOUN
bracis-28349	166	15	methods	method	NOUN
bracis-28349	166	16	(	(	PUNCT
bracis-28349	166	17	such	such	ADJ
bracis-28349	166	18	as	as	ADP
bracis-28349	166	19	the	the	DET
bracis-28349	166	20	chosen	choose	VERB
bracis-28349	166	21	ones	one	NOUN
bracis-28349	166	22	)	)	PUNCT
bracis-28349	166	23	tend	tend	VERB
bracis-28349	166	24	to	to	PART
bracis-28349	166	25	perform	perform	VERB
bracis-28349	166	26	better	well	ADV
bracis-28349	166	27	in	in	ADP
bracis-28349	166	28	similar	similar	ADJ
bracis-28349	166	29	tasks	task	NOUN
bracis-28349	166	30	in	in	ADP
bracis-28349	166	31	the	the	DET
bracis-28349	166	32	legal	legal	ADJ
bracis-28349	166	33	domain	domain	NOUN
bracis-28349	166	34	.	.	PUNCT
bracis-28349	167	1	as	as	ADP
bracis-28349	167	2	an	an	DET
bracis-28349	167	3	additional	additional	ADJ
bracis-28349	167	4	preprocessing	preprocessing	NOUN
bracis-28349	167	5	for	for	ADP
bracis-28349	167	6	the	the	DET
bracis-28349	167	7	ir	ir	PROPN
bracis-28349	167	8	methods	method	NOUN
bracis-28349	167	9	,	,	PUNCT
bracis-28349	167	10	the	the	DET
bracis-28349	167	11	documents	document	NOUN
bracis-28349	167	12	were	be	AUX
bracis-28349	167	13	tokenized	tokenize	VERB
bracis-28349	167	14	and	and	CCONJ
bracis-28349	167	15	portuguese	portuguese	ADJ
bracis-28349	167	16	stop	stop	NOUN
bracis-28349	167	17	-	-	PUNCT
bracis-28349	167	18	words	word	NOUN
bracis-28349	167	19	and	and	CCONJ
bracis-28349	167	20	punctuation	punctuation	NOUN
bracis-28349	167	21	were	be	AUX
bracis-28349	167	22	removed	remove	VERB
bracis-28349	167	23	.	.	PUNCT
bracis-28349	168	1	for	for	ADP
bracis-28349	168	2	tf	tf	PROPN
bracis-28349	168	3	-	-	PUNCT
bracis-28349	168	4	idf	idf	PROPN
bracis-28349	168	5	,	,	PUNCT
bracis-28349	168	6	we	we	PRON
bracis-28349	168	7	utilized	utilize	VERB
bracis-28349	168	8	a	a	DET
bracis-28349	168	9	vocabulary	vocabulary	ADJ
bracis-28349	168	10	size	size	NOUN
bracis-28349	168	11	of	of	ADP
bracis-28349	168	12	10,000	10,000	NUM
bracis-28349	168	13	tokens	token	NOUN
bracis-28349	168	14	(	(	PUNCT
bracis-28349	168	15	that	that	PRON
bracis-28349	168	16	appeared	appear	VERB
bracis-28349	168	17	at	at	ADV
bracis-28349	168	18	least	least	ADV
bracis-28349	168	19	three	three	NUM
bracis-28349	168	20	times	time	NOUN
bracis-28349	168	21	)	)	PUNCT
bracis-28349	168	22	,	,	PUNCT
bracis-28349	168	23	and	and	CCONJ
bracis-28349	168	24	n	n	CCONJ
bracis-28349	168	25	-	-	PUNCT
bracis-28349	168	26	grams	gram	NOUN
bracis-28349	168	27	from	from	ADP
bracis-28349	168	28	1	1	NUM
bracis-28349	168	29	to	to	ADP
bracis-28349	168	30	3	3	NUM
bracis-28349	168	31	.	.	PUNCT
bracis-28349	168	32	to	to	PART
bracis-28349	168	33	sort	sort	VERB
bracis-28349	168	34	documents	document	NOUN
bracis-28349	168	35	during	during	ADP
bracis-28349	168	36	retrieval	retrieval	NOUN
bracis-28349	168	37	using	use	VERB
bracis-28349	168	38	tf	tf	PROPN
bracis-28349	168	39	-	-	PUNCT
bracis-28349	168	40	idf	idf	PROPN
bracis-28349	168	41	,	,	PUNCT
bracis-28349	168	42	we	we	PRON
bracis-28349	168	43	used	use	VERB
bracis-28349	168	44	the	the	DET
bracis-28349	168	45	cosine	cosine	NOUN
bracis-28349	168	46	similarity	similarity	NOUN
bracis-28349	168	47	between	between	ADP
bracis-28349	168	48	queries	query	NOUN
bracis-28349	168	49	and	and	CCONJ
bracis-28349	168	50	documents	document	NOUN
bracis-28349	168	51	.	.	PUNCT
bracis-28349	169	1	considering	consider	VERB
bracis-28349	169	2	bm25	bm25	PROPN
bracis-28349	169	3	,	,	PUNCT
bracis-28349	169	4	the	the	DET
bracis-28349	169	5	documents	document	NOUN
bracis-28349	169	6	were	be	AUX
bracis-28349	169	7	sorted	sort	VERB
bracis-28349	169	8	by	by	ADP
bracis-28349	169	9	the	the	DET
bracis-28349	169	10	probability	probability	NOUN
bracis-28349	169	11	ranking	rank	VERB
bracis-28349	169	12	principle	principle	NOUN
bracis-28349	169	13	,	,	PUNCT
bracis-28349	169	14	estimating	estimate	VERB
bracis-28349	169	15	the	the	DET
bracis-28349	169	16	relevance	relevance	NOUN
bracis-28349	169	17	of	of	ADP
bracis-28349	169	18	a	a	DET
bracis-28349	169	19	document	document	NOUN
bracis-28349	169	20	to	to	ADP
bracis-28349	169	21	the	the	DET
bracis-28349	169	22	presented	present	VERB
bracis-28349	169	23	query	query	NOUN
bracis-28349	169	24	.	.	PUNCT
bracis-28349	170	1	the	the	DET
bracis-28349	170	2	additional	additional	ADJ
bracis-28349	170	3	preprocessing	preprocessing	NOUN
bracis-28349	170	4	was	be	AUX
bracis-28349	170	5	done	do	VERB
bracis-28349	170	6	using	use	VERB
bracis-28349	170	7	spacyfootnote	spacyfootnote	NOUN
bracis-28349	170	8	4	4	NUM
bracis-28349	170	9	and	and	CCONJ
bracis-28349	170	10	sklearnfootnote	sklearnfootnote	VERB
bracis-28349	170	11	5	5	NUM
bracis-28349	170	12	.	.	PUNCT
bracis-28349	171	1	for	for	ADP
bracis-28349	171	2	bm25	bm25	PROPN
bracis-28349	171	3	,	,	PUNCT
bracis-28349	171	4	we	we	PRON
bracis-28349	171	5	used	use	VERB
bracis-28349	171	6	the	the	DET
bracis-28349	171	7	implementation	implementation	NOUN
bracis-28349	171	8	and	and	CCONJ
bracis-28349	171	9	default	default	NOUN
bracis-28349	171	10	parameters	parameter	NOUN
bracis-28349	171	11	from	from	ADP
bracis-28349	171	12	rank	rank	NOUN
bracis-28349	171	13	-	-	PUNCT
bracis-28349	171	14	bm25footnote	bm25footnote	NOUN
bracis-28349	171	15	6	6	NUM
bracis-28349	171	16	.	.	PUNCT
bracis-28349	172	1	at	at	ADP
bracis-28349	172	2	last	last	ADV
bracis-28349	172	3	,	,	PUNCT
bracis-28349	172	4	we	we	PRON
bracis-28349	172	5	evaluated	evaluate	VERB
bracis-28349	172	6	the	the	DET
bracis-28349	172	7	performance	performance	NOUN
bracis-28349	172	8	in	in	ADP
bracis-28349	172	9	the	the	DET
bracis-28349	172	10	proposed	propose	VERB
bracis-28349	172	11	ir	ir	PROPN
bracis-28349	172	12	task	task	NOUN
bracis-28349	172	13	using	use	VERB
bracis-28349	172	14	two	two	NUM
bracis-28349	172	15	traditional	traditional	ADJ
bracis-28349	172	16	ir	ir	NOUN
bracis-28349	172	17	metrics	metric	NOUN
bracis-28349	172	18	:	:	PUNCT
bracis-28349	172	19	mean	mean	VERB
bracis-28349	172	20	reciprocal	reciprocal	ADJ
bracis-28349	172	21	rank	rank	NOUN
bracis-28349	172	22	(	(	PUNCT
bracis-28349	172	23	mrr	mrr	PROPN
bracis-28349	172	24	)	)	PUNCT
bracis-28349	172	25	and	and	CCONJ
bracis-28349	172	26	recall	recall	NOUN
bracis-28349	172	27	.	.	PUNCT
bracis-28349	173	1	the	the	DET
bracis-28349	173	2	metrics	metric	NOUN
bracis-28349	173	3	were	be	AUX
bracis-28349	173	4	chosen	choose	VERB
bracis-28349	173	5	by	by	ADP
bracis-28349	173	6	their	their	PRON
bracis-28349	173	7	use	use	NOUN
bracis-28349	173	8	in	in	ADP
bracis-28349	173	9	similar	similar	ADJ
bracis-28349	173	10	works	work	NOUN
bracis-28349	173	11	in	in	ADP
bracis-28349	173	12	the	the	DET
bracis-28349	173	13	legal	legal	ADJ
bracis-28349	173	14	domain	domain	NOUN
bracis-28349	173	15	[	[	X
bracis-28349	173	16	24	24	NUM
bracis-28349	173	17	,	,	PUNCT
bracis-28349	173	18	26	26	NUM
bracis-28349	173	19	]	]	PUNCT
bracis-28349	173	20	.	.	PUNCT
bracis-28349	174	1	we	we	PRON
bracis-28349	174	2	used	use	VERB
bracis-28349	174	3	a	a	DET
bracis-28349	174	4	threshold	threshold	NOUN
bracis-28349	174	5	of	of	ADP
bracis-28349	174	6	10	10	NUM
bracis-28349	174	7	documents	document	NOUN
bracis-28349	174	8	(	(	PUNCT
bracis-28349	174	9	top-10	top-10	DET
bracis-28349	174	10	ranked	rank	VERB
bracis-28349	174	11	documents	document	NOUN
bracis-28349	174	12	)	)	PUNCT
bracis-28349	174	13	to	to	PART
bracis-28349	174	14	compute	compute	VERB
bracis-28349	174	15	the	the	DET
bracis-28349	174	16	metrics	metric	NOUN
bracis-28349	174	17	.	.	PUNCT
bracis-28349	175	1	according	accord	VERB
bracis-28349	175	2	to	to	ADP
bracis-28349	175	3	russel	russel	PROPN
bracis-28349	175	4	et	et	PROPN
bracis-28349	175	5	al	al	PROPN
bracis-28349	175	6	.	.	PUNCT
bracis-28349	176	1	[	[	X
bracis-28349	176	2	24	24	NUM
bracis-28349	176	3	]	]	PUNCT
bracis-28349	176	4	,	,	PUNCT
bracis-28349	176	5	law	law	NOUN
bracis-28349	176	6	professionals	professional	NOUN
bracis-28349	176	7	tend	tend	VERB
bracis-28349	176	8	to	to	PART
bracis-28349	176	9	analyze	analyze	VERB
bracis-28349	176	10	,	,	PUNCT
bracis-28349	176	11	for	for	ADP
bracis-28349	176	12	the	the	DET
bracis-28349	176	13	most	most	ADJ
bracis-28349	176	14	part	part	NOUN
bracis-28349	176	15	,	,	PUNCT
bracis-28349	176	16	up	up	ADP
bracis-28349	176	17	to	to	PART
bracis-28349	176	18	50	50	NUM
bracis-28349	176	19	documents	document	NOUN
bracis-28349	176	20	in	in	ADP
bracis-28349	176	21	their	their	PRON
bracis-28349	176	22	searches	search	NOUN
bracis-28349	176	23	.	.	PUNCT
bracis-28349	177	1	therefore	therefore	ADV
bracis-28349	177	2	,	,	PUNCT
bracis-28349	177	3	we	we	PRON
bracis-28349	177	4	are	be	AUX
bracis-28349	177	5	evaluating	evaluate	VERB
bracis-28349	177	6	an	an	DET
bracis-28349	177	7	even	even	ADV
bracis-28349	177	8	more	more	ADV
bracis-28349	177	9	challenging	challenging	ADJ
bracis-28349	177	10	scenario	scenario	NOUN
bracis-28349	177	11	than	than	SCONJ
bracis-28349	177	12	the	the	DET
bracis-28349	177	13	described	describe	VERB
bracis-28349	177	14	by	by	ADP
bracis-28349	177	15	the	the	DET
bracis-28349	177	16	authors	author	NOUN
bracis-28349	177	17	.	.	PUNCT
bracis-28349	178	1	3.4	3.4	NUM
bracis-28349	178	2	qualitative	qualitative	ADJ
bracis-28349	178	3	analysis	analysis	NOUN
bracis-28349	178	4	as	as	ADP
bracis-28349	178	5	a	a	DET
bracis-28349	178	6	final	final	ADJ
bracis-28349	178	7	analysis	analysis	NOUN
bracis-28349	178	8	,	,	PUNCT
bracis-28349	178	9	for	for	ADP
bracis-28349	178	10	all	all	DET
bracis-28349	178	11	decoding	decode	VERB
bracis-28349	178	12	methods	method	NOUN
bracis-28349	178	13	evaluated	evaluate	VERB
bracis-28349	178	14	(	(	PUNCT
bracis-28349	178	15	greedy	greedy	ADJ
bracis-28349	178	16	,	,	PUNCT
bracis-28349	178	17	top	top	ADJ
bracis-28349	178	18	-	-	PUNCT
bracis-28349	178	19	k	k	NOUN
bracis-28349	178	20	and	and	CCONJ
bracis-28349	178	21	top	top	ADJ
bracis-28349	178	22	-	-	PUNCT
bracis-28349	178	23	p	p	NOUN
bracis-28349	178	24	)	)	PUNCT
bracis-28349	178	25	,	,	PUNCT
bracis-28349	178	26	we	we	PRON
bracis-28349	178	27	sampled	sample	VERB
bracis-28349	178	28	examples	example	NOUN
bracis-28349	178	29	generated	generate	VERB
bracis-28349	178	30	using	use	VERB
bracis-28349	178	31	all	all	DET
bracis-28349	178	32	methods	method	NOUN
bracis-28349	178	33	and	and	CCONJ
bracis-28349	178	34	performed	perform	VERB
bracis-28349	178	35	a	a	DET
bracis-28349	178	36	qualitative	qualitative	ADJ
bracis-28349	178	37	analysis	analysis	NOUN
bracis-28349	178	38	on	on	ADP
bracis-28349	178	39	them	they	PRON
bracis-28349	178	40	.	.	PUNCT
bracis-28349	179	1	for	for	ADP
bracis-28349	179	2	this	this	DET
bracis-28349	179	3	analysis	analysis	NOUN
bracis-28349	179	4	,	,	PUNCT
bracis-28349	179	5	we	we	PRON
bracis-28349	179	6	compared	compare	VERB
bracis-28349	179	7	the	the	DET
bracis-28349	179	8	generated	generate	VERB
bracis-28349	179	9	keyphrases	keyphrase	NOUN
bracis-28349	179	10	to	to	ADP
bracis-28349	179	11	the	the	DET
bracis-28349	179	12	references	reference	NOUN
bracis-28349	179	13	and	and	CCONJ
bracis-28349	179	14	discussed	discuss	VERB
bracis-28349	179	15	the	the	DET
bracis-28349	179	16	similarities	similarity	NOUN
bracis-28349	179	17	between	between	ADP
bracis-28349	179	18	them	they	PRON
bracis-28349	179	19	and	and	CCONJ
bracis-28349	179	20	the	the	DET
bracis-28349	179	21	effect	effect	NOUN
bracis-28349	179	22	of	of	ADP
bracis-28349	179	23	the	the	DET
bracis-28349	179	24	sampling	sample	VERB
bracis-28349	179	25	methods	method	NOUN
bracis-28349	179	26	.	.	PUNCT
bracis-28349	180	1	4	4	NUM
bracis-28349	180	2	results	result	NOUN
bracis-28349	180	3	and	and	CCONJ
bracis-28349	180	4	 	 	SPACE
bracis-28349	180	5	discussions	discussion	NOUN
bracis-28349	180	6	these	these	DET
bracis-28349	180	7	sections	section	NOUN
bracis-28349	180	8	discuss	discuss	VERB
bracis-28349	180	9	the	the	DET
bracis-28349	180	10	results	result	NOUN
bracis-28349	180	11	obtained	obtain	VERB
bracis-28349	180	12	for	for	ADP
bracis-28349	180	13	each	each	DET
bracis-28349	180	14	experiment	experiment	NOUN
bracis-28349	180	15	described	describe	VERB
bracis-28349	180	16	in	in	ADP
bracis-28349	180	17	sect	sect	NOUN
bracis-28349	180	18	.	.	PUNCT
bracis-28349	180	19	 	 	SPACE
bracis-28349	180	20	3.3	3.3	NUM
bracis-28349	180	21	.	.	PUNCT
bracis-28349	181	1	in	in	ADP
bracis-28349	181	2	all	all	DET
bracis-28349	181	3	experiments	experiment	NOUN
bracis-28349	181	4	,	,	PUNCT
bracis-28349	181	5	we	we	PRON
bracis-28349	181	6	aim	aim	VERB
bracis-28349	181	7	not	not	PART
bracis-28349	181	8	to	to	PART
bracis-28349	181	9	compare	compare	VERB
bracis-28349	181	10	the	the	DET
bracis-28349	181	11	retrieval	retrieval	NOUN
bracis-28349	181	12	methods	method	NOUN
bracis-28349	181	13	(	(	PUNCT
bracis-28349	181	14	tf	tf	PROPN
bracis-28349	181	15	-	-	PUNCT
bracis-28349	181	16	idf	idf	PROPN
bracis-28349	181	17	and	and	CCONJ
bracis-28349	181	18	bm25	bm25	PROPN
bracis-28349	181	19	)	)	PUNCT
bracis-28349	181	20	,	,	PUNCT
bracis-28349	181	21	but	but	CCONJ
bracis-28349	181	22	to	to	PART
bracis-28349	181	23	use	use	VERB
bracis-28349	181	24	them	they	PRON
bracis-28349	181	25	to	to	PART
bracis-28349	181	26	evaluate	evaluate	VERB
bracis-28349	181	27	the	the	DET
bracis-28349	181	28	quality	quality	NOUN
bracis-28349	181	29	of	of	ADP
bracis-28349	181	30	the	the	DET
bracis-28349	181	31	generated	generate	VERB
bracis-28349	181	32	keyphrases	keyphrase	NOUN
bracis-28349	181	33	using	use	VERB
bracis-28349	181	34	different	different	ADJ
bracis-28349	181	35	decoding	decode	VERB
bracis-28349	181	36	methods	method	NOUN
bracis-28349	181	37	.	.	PUNCT
bracis-28349	182	1	4.1	4.1	NUM
bracis-28349	182	2	studying	study	VERB
bracis-28349	182	3	sampling	sample	VERB
bracis-28349	182	4	-	-	PUNCT
bracis-28349	182	5	based	base	VERB
bracis-28349	182	6	decoding	decode	VERB
bracis-28349	182	7	methods	method	NOUN
bracis-28349	182	8	tables	table	NOUN
bracis-28349	182	9	 	 	SPACE
bracis-28349	182	10	1	1	NUM
bracis-28349	182	11	and	and	CCONJ
bracis-28349	182	12	2	2	NUM
bracis-28349	182	13	present	present	NOUN
bracis-28349	182	14	the	the	DET
bracis-28349	182	15	ir	ir	PROPN
bracis-28349	182	16	metrics	metric	NOUN
bracis-28349	182	17	obtained	obtain	VERB
bracis-28349	182	18	,	,	PUNCT
bracis-28349	182	19	varying	vary	VERB
bracis-28349	182	20	both	both	CCONJ
bracis-28349	182	21	the	the	DET
bracis-28349	182	22	number	number	NOUN
bracis-28349	182	23	of	of	ADP
bracis-28349	182	24	repetitions	repetition	NOUN
bracis-28349	182	25	and	and	CCONJ
bracis-28349	182	26	k	k	PROPN
bracis-28349	182	27	e	e	PROPN
bracis-28349	182	28	p	p	PROPN
bracis-28349	182	29	parameters	parameter	NOUN
bracis-28349	182	30	.	.	PUNCT
bracis-28349	183	1	the	the	DET
bracis-28349	183	2	metrics	metric	NOUN
bracis-28349	183	3	consist	consist	VERB
bracis-28349	183	4	in	in	ADP
bracis-28349	183	5	the	the	DET
bracis-28349	183	6	mean	mean	NOUN
bracis-28349	183	7	of	of	ADP
bracis-28349	183	8	five	five	NUM
bracis-28349	183	9	different	different	ADJ
bracis-28349	183	10	executions	execution	NOUN
bracis-28349	183	11	(	(	PUNCT
bracis-28349	183	12	using	use	VERB
bracis-28349	183	13	five	five	NUM
bracis-28349	183	14	different	different	ADJ
bracis-28349	183	15	seeds	seed	NOUN
bracis-28349	183	16	)	)	PUNCT
bracis-28349	183	17	.	.	PUNCT
bracis-28349	184	1	table	table	NOUN
bracis-28349	184	2	1	1	NUM
bracis-28349	184	3	.	.	X
bracis-28349	184	4	top	top	ADJ
bracis-28349	184	5	-	-	PUNCT
bracis-28349	184	6	k	k	NOUN
bracis-28349	184	7	experiments	experiment	NOUN
bracis-28349	184	8	evaluation	evaluation	NOUN
bracis-28349	184	9	metrics	metric	NOUN
bracis-28349	184	10	.	.	PUNCT
bracis-28349	185	1	n	n	PUNCT
bracis-28349	185	2	represents	represent	VERB
bracis-28349	185	3	the	the	DET
bracis-28349	185	4	number	number	NOUN
bracis-28349	185	5	of	of	ADP
bracis-28349	185	6	samples	sample	NOUN
bracis-28349	185	7	included	include	VERB
bracis-28349	185	8	at	at	ADP
bracis-28349	185	9	the	the	DET
bracis-28349	185	10	beginning	beginning	NOUN
bracis-28349	185	11	of	of	ADP
bracis-28349	185	12	each	each	DET
bracis-28349	185	13	docket.full	docket.full	NOUN
bracis-28349	185	14	size	size	NOUN
bracis-28349	185	15	table	table	NOUN
bracis-28349	185	16	table	table	NOUN
bracis-28349	185	17	2	2	NUM
bracis-28349	185	18	.	.	X
bracis-28349	185	19	top	top	ADJ
bracis-28349	185	20	-	-	PUNCT
bracis-28349	185	21	p	p	NOUN
bracis-28349	185	22	experiments	experiment	NOUN
bracis-28349	185	23	evaluation	evaluation	NOUN
bracis-28349	185	24	metrics	metric	NOUN
bracis-28349	185	25	.	.	PUNCT
bracis-28349	186	1	n	n	PUNCT
bracis-28349	186	2	represents	represent	VERB
bracis-28349	186	3	the	the	DET
bracis-28349	186	4	number	number	NOUN
bracis-28349	186	5	of	of	ADP
bracis-28349	186	6	samples	sample	NOUN
bracis-28349	186	7	included	include	VERB
bracis-28349	186	8	at	at	ADP
bracis-28349	186	9	the	the	DET
bracis-28349	186	10	beginning	beginning	NOUN
bracis-28349	186	11	of	of	ADP
bracis-28349	186	12	each	each	DET
bracis-28349	186	13	docket.full	docket.full	NOUN
bracis-28349	186	14	size	size	NOUN
bracis-28349	186	15	table	table	NOUN
bracis-28349	186	16	when	when	SCONJ
bracis-28349	186	17	carrying	carry	VERB
bracis-28349	186	18	out	out	ADP
bracis-28349	186	19	this	this	DET
bracis-28349	186	20	experiment	experiment	NOUN
bracis-28349	186	21	,	,	PUNCT
bracis-28349	186	22	the	the	DET
bracis-28349	186	23	expectation	expectation	NOUN
bracis-28349	186	24	was	be	AUX
bracis-28349	186	25	to	to	PART
bracis-28349	186	26	observe	observe	VERB
bracis-28349	186	27	a	a	DET
bracis-28349	186	28	logarithmic	logarithmic	ADJ
bracis-28349	186	29	growth	growth	NOUN
bracis-28349	186	30	as	as	SCONJ
bracis-28349	186	31	more	more	ADV
bracis-28349	186	32	different	different	ADJ
bracis-28349	186	33	keyphrases	keyphrase	NOUN
bracis-28349	186	34	were	be	AUX
bracis-28349	186	35	concatenated	concatenate	VERB
bracis-28349	186	36	to	to	ADP
bracis-28349	186	37	the	the	DET
bracis-28349	186	38	dockets	docket	NOUN
bracis-28349	186	39	(	(	PUNCT
bracis-28349	186	40	similar	similar	ADJ
bracis-28349	186	41	to	to	ADP
bracis-28349	186	42	doc2query	doc2query	PROPN
bracis-28349	187	1	[	[	X
bracis-28349	187	2	14	14	NUM
bracis-28349	187	3	]	]	PUNCT
bracis-28349	187	4	)	)	PUNCT
bracis-28349	187	5	,	,	PUNCT
bracis-28349	187	6	since	since	SCONJ
bracis-28349	187	7	we	we	PRON
bracis-28349	187	8	are	be	AUX
bracis-28349	187	9	using	use	VERB
bracis-28349	187	10	more	more	ADJ
bracis-28349	187	11	variations	variation	NOUN
bracis-28349	187	12	of	of	ADP
bracis-28349	187	13	keyphrases	keyphrase	NOUN
bracis-28349	187	14	.	.	PUNCT
bracis-28349	188	1	however	however	ADV
bracis-28349	188	2	,	,	PUNCT
bracis-28349	188	3	this	this	DET
bracis-28349	188	4	result	result	NOUN
bracis-28349	188	5	was	be	AUX
bracis-28349	188	6	not	not	PART
bracis-28349	188	7	observed	observe	VERB
bracis-28349	188	8	in	in	ADP
bracis-28349	188	9	any	any	PRON
bracis-28349	188	10	of	of	ADP
bracis-28349	188	11	the	the	DET
bracis-28349	188	12	evaluated	evaluated	ADJ
bracis-28349	188	13	metrics	metric	NOUN
bracis-28349	188	14	.	.	PUNCT
bracis-28349	189	1	contrary	contrary	ADJ
bracis-28349	189	2	to	to	ADP
bracis-28349	189	3	expectations	expectation	NOUN
bracis-28349	189	4	,	,	PUNCT
bracis-28349	189	5	in	in	ADP
bracis-28349	189	6	the	the	DET
bracis-28349	189	7	worst	bad	ADJ
bracis-28349	189	8	cases	case	NOUN
bracis-28349	189	9	,	,	PUNCT
bracis-28349	189	10	there	there	PRON
bracis-28349	189	11	was	be	VERB
bracis-28349	189	12	a	a	DET
bracis-28349	189	13	decay	decay	NOUN
bracis-28349	189	14	in	in	ADP
bracis-28349	189	15	the	the	DET
bracis-28349	189	16	metrics	metric	NOUN
bracis-28349	189	17	as	as	SCONJ
bracis-28349	189	18	new	new	ADJ
bracis-28349	189	19	variations	variation	NOUN
bracis-28349	189	20	were	be	AUX
bracis-28349	189	21	added	add	VERB
bracis-28349	189	22	to	to	ADP
bracis-28349	189	23	the	the	DET
bracis-28349	189	24	input	input	NOUN
bracis-28349	189	25	texts	text	NOUN
bracis-28349	189	26	for	for	ADP
bracis-28349	189	27	both	both	CCONJ
bracis-28349	189	28	top	top	ADJ
bracis-28349	189	29	-	-	PUNCT
bracis-28349	189	30	k	k	NOUN
bracis-28349	189	31	and	and	CCONJ
bracis-28349	189	32	top	top	ADJ
bracis-28349	189	33	-	-	PUNCT
bracis-28349	189	34	p	p	NOUN
bracis-28349	189	35	decoding	decode	VERB
bracis-28349	189	36	methods	method	NOUN
bracis-28349	189	37	.	.	PUNCT
bracis-28349	190	1	the	the	DET
bracis-28349	190	2	decay	decay	NOUN
bracis-28349	190	3	is	be	AUX
bracis-28349	190	4	more	more	ADV
bracis-28349	190	5	noticeable	noticeable	ADJ
bracis-28349	190	6	for	for	ADP
bracis-28349	190	7	tf	tf	PROPN
bracis-28349	190	8	-	-	PUNCT
bracis-28349	190	9	idf	idf	PROPN
bracis-28349	190	10	method	method	NOUN
bracis-28349	190	11	,	,	PUNCT
bracis-28349	190	12	with	with	ADP
bracis-28349	190	13	reductions	reduction	NOUN
bracis-28349	190	14	between	between	ADP
bracis-28349	190	15	2	2	NUM
bracis-28349	190	16	%	%	NOUN
bracis-28349	190	17	(	(	PUNCT
bracis-28349	190	18	top	top	NOUN
bracis-28349	190	19	-	-	PUNCT
bracis-28349	190	20	k	k	NOUN
bracis-28349	190	21	)	)	PUNCT
bracis-28349	190	22	and	and	CCONJ
bracis-28349	190	23	12	12	NUM
bracis-28349	190	24	%	%	NOUN
bracis-28349	190	25	(	(	PUNCT
bracis-28349	190	26	top	top	NOUN
bracis-28349	190	27	-	-	PUNCT
bracis-28349	190	28	p	p	NOUN
bracis-28349	190	29	)	)	PUNCT
bracis-28349	190	30	in	in	ADP
bracis-28349	190	31	all	all	DET
bracis-28349	190	32	observed	observed	ADJ
bracis-28349	190	33	metrics	metric	NOUN
bracis-28349	190	34	.	.	PUNCT
bracis-28349	191	1	the	the	DET
bracis-28349	191	2	mentioned	mention	VERB
bracis-28349	191	3	behaviors	behavior	NOUN
bracis-28349	191	4	were	be	AUX
bracis-28349	191	5	observed	observe	VERB
bracis-28349	191	6	for	for	ADP
bracis-28349	191	7	all	all	DET
bracis-28349	191	8	evaluated	evaluate	VERB
bracis-28349	191	9	k	k	PROPN
bracis-28349	191	10	and	and	CCONJ
bracis-28349	191	11	p	p	NOUN
bracis-28349	191	12	values	value	NOUN
bracis-28349	191	13	.	.	PUNCT
bracis-28349	192	1	the	the	DET
bracis-28349	192	2	worst	bad	ADJ
bracis-28349	192	3	performances	performance	NOUN
bracis-28349	192	4	were	be	AUX
bracis-28349	192	5	observed	observe	VERB
bracis-28349	192	6	in	in	ADP
bracis-28349	192	7	increasing	increase	VERB
bracis-28349	192	8	repetitions	repetition	NOUN
bracis-28349	192	9	for	for	ADP
bracis-28349	192	10	\(p=0.1\	\(p=0.1\	NUM
bracis-28349	192	11	)	)	PUNCT
bracis-28349	192	12	(	(	PUNCT
bracis-28349	192	13	top	top	ADJ
bracis-28349	192	14	-	-	PUNCT
bracis-28349	192	15	p	p	NOUN
bracis-28349	192	16	experiments	experiment	NOUN
bracis-28349	192	17	)	)	PUNCT
bracis-28349	192	18	.	.	PUNCT
bracis-28349	193	1	the	the	DET
bracis-28349	193	2	most	most	ADV
bracis-28349	193	3	probable	probable	ADJ
bracis-28349	193	4	explanation	explanation	NOUN
bracis-28349	193	5	is	be	AUX
bracis-28349	193	6	that	that	SCONJ
bracis-28349	193	7	the	the	DET
bracis-28349	193	8	low	low	ADJ
bracis-28349	193	9	p	p	NOUN
bracis-28349	193	10	value	value	NOUN
bracis-28349	193	11	is	be	AUX
bracis-28349	193	12	too	too	ADV
bracis-28349	193	13	restrictive	restrictive	ADJ
bracis-28349	193	14	,	,	PUNCT
bracis-28349	193	15	reducing	reduce	VERB
bracis-28349	193	16	the	the	DET
bracis-28349	193	17	set	set	NOUN
bracis-28349	193	18	of	of	ADP
bracis-28349	193	19	selectable	selectable	ADJ
bracis-28349	193	20	tokens	token	NOUN
bracis-28349	193	21	.	.	PUNCT
bracis-28349	194	1	hence	hence	ADV
bracis-28349	194	2	,	,	PUNCT
bracis-28349	194	3	the	the	DET
bracis-28349	194	4	top	top	ADJ
bracis-28349	194	5	-	-	PUNCT
bracis-28349	194	6	p	p	NOUN
bracis-28349	194	7	tends	tend	VERB
bracis-28349	194	8	to	to	PART
bracis-28349	194	9	generate	generate	VERB
bracis-28349	194	10	similar	similar	ADJ
bracis-28349	194	11	keyphrases	keyphrase	NOUN
bracis-28349	194	12	with	with	ADP
bracis-28349	194	13	low	low	ADJ
bracis-28349	194	14	text	text	NOUN
bracis-28349	194	15	variation	variation	NOUN
bracis-28349	194	16	(	(	PUNCT
bracis-28349	194	17	more	more	ADV
bracis-28349	194	18	similar	similar	ADJ
bracis-28349	194	19	or	or	CCONJ
bracis-28349	194	20	equal	equal	ADJ
bracis-28349	194	21	keyphrases	keyphrase	NOUN
bracis-28349	194	22	)	)	PUNCT
bracis-28349	194	23	.	.	PUNCT
bracis-28349	195	1	this	this	DET
bracis-28349	195	2	way	way	NOUN
bracis-28349	195	3	,	,	PUNCT
bracis-28349	195	4	the	the	DET
bracis-28349	195	5	repetitive	repetitive	ADJ
bracis-28349	195	6	text	text	NOUN
bracis-28349	195	7	hindered	hinder	VERB
bracis-28349	195	8	the	the	DET
bracis-28349	195	9	performance	performance	NOUN
bracis-28349	195	10	of	of	ADP
bracis-28349	195	11	both	both	CCONJ
bracis-28349	195	12	ir	ir	PROPN
bracis-28349	195	13	methods	method	NOUN
bracis-28349	195	14	evaluated	evaluate	VERB
bracis-28349	195	15	.	.	PUNCT
bracis-28349	196	1	by	by	ADP
bracis-28349	196	2	increasing	increase	VERB
bracis-28349	196	3	the	the	DET
bracis-28349	196	4	k	k	PROPN
bracis-28349	196	5	and	and	CCONJ
bracis-28349	196	6	p	p	NOUN
bracis-28349	196	7	values	value	NOUN
bracis-28349	196	8	,	,	PUNCT
bracis-28349	196	9	we	we	PRON
bracis-28349	196	10	increase	increase	VERB
bracis-28349	196	11	the	the	DET
bracis-28349	196	12	variability	variability	NOUN
bracis-28349	196	13	of	of	ADP
bracis-28349	196	14	the	the	DET
bracis-28349	196	15	generated	generate	VERB
bracis-28349	196	16	text	text	NOUN
bracis-28349	196	17	,	,	PUNCT
bracis-28349	196	18	since	since	SCONJ
bracis-28349	196	19	the	the	DET
bracis-28349	196	20	tokens	token	NOUN
bracis-28349	196	21	to	to	PART
bracis-28349	196	22	be	be	AUX
bracis-28349	196	23	predicted	predict	VERB
bracis-28349	196	24	are	be	AUX
bracis-28349	196	25	chosen	choose	VERB
bracis-28349	196	26	from	from	ADP
bracis-28349	196	27	a	a	DET
bracis-28349	196	28	larger	large	ADJ
bracis-28349	196	29	set	set	NOUN
bracis-28349	196	30	.	.	PUNCT
bracis-28349	197	1	a	a	DET
bracis-28349	197	2	positive	positive	ADJ
bracis-28349	197	3	effect	effect	NOUN
bracis-28349	197	4	on	on	ADP
bracis-28349	197	5	the	the	DET
bracis-28349	197	6	metrics	metric	NOUN
bracis-28349	197	7	was	be	AUX
bracis-28349	197	8	also	also	ADV
bracis-28349	197	9	expected	expect	VERB
bracis-28349	197	10	due	due	ADP
bracis-28349	197	11	to	to	ADP
bracis-28349	197	12	the	the	DET
bracis-28349	197	13	possibility	possibility	NOUN
bracis-28349	197	14	of	of	ADP
bracis-28349	197	15	adding	add	VERB
bracis-28349	197	16	more	more	ADJ
bracis-28349	197	17	discriminative	discriminative	ADJ
bracis-28349	197	18	terms	term	NOUN
bracis-28349	197	19	in	in	ADP
bracis-28349	197	20	the	the	DET
bracis-28349	197	21	generated	generate	VERB
bracis-28349	197	22	keyphrases	keyphrase	NOUN
bracis-28349	197	23	,	,	PUNCT
bracis-28349	197	24	which	which	PRON
bracis-28349	197	25	is	be	AUX
bracis-28349	197	26	beneficial	beneficial	ADJ
bracis-28349	197	27	for	for	ADP
bracis-28349	197	28	the	the	DET
bracis-28349	197	29	evaluated	evaluate	VERB
bracis-28349	197	30	sparse	sparse	ADJ
bracis-28349	197	31	methods	method	NOUN
bracis-28349	197	32	.	.	PUNCT
bracis-28349	198	1	however	however	ADV
bracis-28349	198	2	,	,	PUNCT
bracis-28349	198	3	we	we	PRON
bracis-28349	198	4	observed	observe	VERB
bracis-28349	198	5	deterioration	deterioration	NOUN
bracis-28349	198	6	of	of	ADP
bracis-28349	198	7	the	the	DET
bracis-28349	198	8	performance	performance	NOUN
bracis-28349	198	9	and	and	CCONJ
bracis-28349	198	10	,	,	PUNCT
bracis-28349	198	11	at	at	ADP
bracis-28349	198	12	the	the	DET
bracis-28349	198	13	best	good	ADJ
bracis-28349	198	14	case	case	NOUN
bracis-28349	198	15	,	,	PUNCT
bracis-28349	198	16	similar	similar	ADJ
bracis-28349	198	17	metrics	metric	NOUN
bracis-28349	198	18	by	by	ADP
bracis-28349	198	19	varying	vary	VERB
bracis-28349	198	20	the	the	DET
bracis-28349	198	21	k	k	PROPN
bracis-28349	198	22	and	and	CCONJ
bracis-28349	198	23	p	p	NOUN
bracis-28349	198	24	values	value	NOUN
bracis-28349	198	25	.	.	PUNCT
bracis-28349	199	1	we	we	PRON
bracis-28349	199	2	suspect	suspect	VERB
bracis-28349	199	3	that	that	SCONJ
bracis-28349	199	4	even	even	ADV
bracis-28349	199	5	with	with	ADP
bracis-28349	199	6	the	the	DET
bracis-28349	199	7	increase	increase	NOUN
bracis-28349	199	8	in	in	ADP
bracis-28349	199	9	variability	variability	NOUN
bracis-28349	199	10	,	,	PUNCT
bracis-28349	199	11	the	the	DET
bracis-28349	199	12	generated	generate	VERB
bracis-28349	199	13	keyphrases	keyphrase	NOUN
bracis-28349	199	14	remained	remain	VERB
bracis-28349	199	15	similar	similar	ADJ
bracis-28349	199	16	to	to	ADP
bracis-28349	199	17	each	each	DET
bracis-28349	199	18	other	other	ADJ
bracis-28349	199	19	,	,	PUNCT
bracis-28349	199	20	resulting	result	VERB
bracis-28349	199	21	in	in	ADP
bracis-28349	199	22	addition	addition	NOUN
bracis-28349	199	23	of	of	ADP
bracis-28349	199	24	repetitive	repetitive	ADJ
bracis-28349	199	25	texts	text	NOUN
bracis-28349	199	26	to	to	ADP
bracis-28349	199	27	the	the	DET
bracis-28349	199	28	dockets	docket	NOUN
bracis-28349	199	29	.	.	PUNCT
bracis-28349	200	1	the	the	DET
bracis-28349	200	2	conclusion	conclusion	NOUN
bracis-28349	200	3	from	from	ADP
bracis-28349	200	4	these	these	DET
bracis-28349	200	5	results	result	NOUN
bracis-28349	200	6	is	be	AUX
bracis-28349	200	7	that	that	SCONJ
bracis-28349	200	8	there	there	PRON
bracis-28349	200	9	is	be	VERB
bracis-28349	200	10	no	no	DET
bracis-28349	200	11	evidence	evidence	NOUN
bracis-28349	200	12	that	that	SCONJ
bracis-28349	200	13	using	use	VERB
bracis-28349	200	14	more	more	ADJ
bracis-28349	200	15	keyphrases	keyphrase	NOUN
bracis-28349	200	16	(	(	PUNCT
bracis-28349	200	17	by	by	ADP
bracis-28349	200	18	using	use	VERB
bracis-28349	200	19	sampling	sample	VERB
bracis-28349	200	20	decoding	decoding	NOUN
bracis-28349	200	21	)	)	PUNCT
bracis-28349	200	22	is	be	AUX
bracis-28349	200	23	beneficial	beneficial	ADJ
bracis-28349	200	24	to	to	ADP
bracis-28349	200	25	the	the	DET
bracis-28349	200	26	evaluated	evaluated	ADJ
bracis-28349	200	27	task	task	NOUN
bracis-28349	200	28	.	.	PUNCT
bracis-28349	201	1	also	also	ADV
bracis-28349	201	2	,	,	PUNCT
bracis-28349	201	3	there	there	PRON
bracis-28349	201	4	is	be	VERB
bracis-28349	201	5	no	no	DET
bracis-28349	201	6	benefit	benefit	NOUN
bracis-28349	201	7	in	in	ADP
bracis-28349	201	8	using	use	VERB
bracis-28349	201	9	k	k	PROPN
bracis-28349	201	10	values	value	NOUN
bracis-28349	201	11	above	above	ADP
bracis-28349	201	12	15	15	NUM
bracis-28349	201	13	,	,	PUNCT
bracis-28349	201	14	and	and	CCONJ
bracis-28349	201	15	p	p	NOUN
bracis-28349	201	16	values	value	NOUN
bracis-28349	201	17	lower	low	ADJ
bracis-28349	201	18	than	than	ADP
bracis-28349	201	19	0.9	0.9	NUM
bracis-28349	201	20	.	.	PUNCT
bracis-28349	202	1	we	we	PRON
bracis-28349	202	2	will	will	AUX
bracis-28349	202	3	discuss	discuss	VERB
bracis-28349	202	4	the	the	DET
bracis-28349	202	5	results	result	NOUN
bracis-28349	202	6	of	of	ADP
bracis-28349	202	7	the	the	DET
bracis-28349	202	8	sampling	sample	VERB
bracis-28349	202	9	methods	method	NOUN
bracis-28349	202	10	further	far	ADV
bracis-28349	202	11	in	in	ADP
bracis-28349	202	12	sect	sect	NOUN
bracis-28349	202	13	.	.	PUNCT
bracis-28349	202	14	 	 	SPACE
bracis-28349	202	15	4.3	4.3	NUM
bracis-28349	202	16	.	.	PUNCT
bracis-28349	202	17	4.2	4.2	NUM
bracis-28349	202	18	decoding	decode	VERB
bracis-28349	202	19	methods	method	NOUN
bracis-28349	202	20	comparison	comparison	NOUN
bracis-28349	202	21	in	in	ADP
bracis-28349	202	22	table	table	NOUN
bracis-28349	202	23	 	 	SPACE
bracis-28349	202	24	3	3	NUM
bracis-28349	202	25	is	be	AUX
bracis-28349	202	26	presented	present	VERB
bracis-28349	202	27	the	the	DET
bracis-28349	202	28	results	result	NOUN
bracis-28349	202	29	comparing	compare	VERB
bracis-28349	202	30	decoding	decode	VERB
bracis-28349	202	31	methods	method	NOUN
bracis-28349	202	32	.	.	PUNCT
bracis-28349	203	1	for	for	ADP
bracis-28349	203	2	both	both	DET
bracis-28349	203	3	tfidf	tfidf	NOUN
bracis-28349	203	4	and	and	CCONJ
bracis-28349	203	5	bm25	bm25	PROPN
bracis-28349	203	6	,	,	PUNCT
bracis-28349	203	7	a	a	DET
bracis-28349	203	8	single	single	ADJ
bracis-28349	203	9	keyphrase	keyphrase	NOUN
bracis-28349	203	10	using	use	VERB
bracis-28349	203	11	greedy	greedy	ADJ
bracis-28349	203	12	was	be	AUX
bracis-28349	203	13	generated	generate	VERB
bracis-28349	203	14	for	for	ADP
bracis-28349	203	15	both	both	CCONJ
bracis-28349	203	16	top	top	ADJ
bracis-28349	203	17	-	-	PUNCT
bracis-28349	203	18	k	k	NOUN
bracis-28349	203	19	and	and	CCONJ
bracis-28349	203	20	top	top	ADJ
bracis-28349	203	21	-	-	PUNCT
bracis-28349	203	22	p	p	NOUN
bracis-28349	203	23	decoding	decoding	NOUN
bracis-28349	203	24	.	.	PUNCT
bracis-28349	204	1	we	we	PRON
bracis-28349	204	2	adopted	adopt	VERB
bracis-28349	204	3	\(k=15\	\(k=15\	NOUN
bracis-28349	204	4	)	)	PUNCT
bracis-28349	204	5	and	and	CCONJ
bracis-28349	204	6	\(p=0.9\	\(p=0.9\	NUM
bracis-28349	204	7	)	)	PUNCT
bracis-28349	204	8	for	for	ADP
bracis-28349	204	9	the	the	DET
bracis-28349	204	10	top	top	ADJ
bracis-28349	204	11	-	-	PUNCT
bracis-28349	204	12	k	k	NOUN
bracis-28349	204	13	and	and	CCONJ
bracis-28349	204	14	top	top	ADJ
bracis-28349	204	15	-	-	PUNCT
bracis-28349	204	16	p	p	NOUN
bracis-28349	204	17	decoding	decoding	NOUN
bracis-28349	204	18	,	,	PUNCT
bracis-28349	204	19	respectively	respectively	ADV
bracis-28349	204	20	,	,	PUNCT
bracis-28349	204	21	based	base	VERB
bracis-28349	204	22	on	on	ADP
bracis-28349	204	23	the	the	DET
bracis-28349	204	24	results	result	NOUN
bracis-28349	204	25	from	from	ADP
bracis-28349	204	26	the	the	DET
bracis-28349	204	27	previous	previous	ADJ
bracis-28349	204	28	experiment	experiment	NOUN
bracis-28349	204	29	.	.	PUNCT
bracis-28349	205	1	table	table	NOUN
bracis-28349	205	2	 	 	SPACE
bracis-28349	205	3	3	3	NUM
bracis-28349	205	4	also	also	ADV
bracis-28349	205	5	presents	present	VERB
bracis-28349	205	6	the	the	DET
bracis-28349	205	7	results	result	NOUN
bracis-28349	205	8	obtained	obtained	AUX
bracis-28349	205	9	performing	perform	VERB
bracis-28349	205	10	the	the	DET
bracis-28349	205	11	proposed	propose	VERB
bracis-28349	205	12	retrieval	retrieval	NOUN
bracis-28349	205	13	task	task	NOUN
bracis-28349	205	14	with	with	ADP
bracis-28349	205	15	and	and	CCONJ
bracis-28349	205	16	without	without	ADP
bracis-28349	205	17	the	the	DET
bracis-28349	205	18	original	original	ADJ
bracis-28349	205	19	(	(	PUNCT
bracis-28349	205	20	reference	reference	NOUN
bracis-28349	205	21	)	)	PUNCT
bracis-28349	205	22	keyphrases	keyphrase	NOUN
bracis-28349	205	23	for	for	ADP
bracis-28349	205	24	comparisons	comparison	NOUN
bracis-28349	205	25	.	.	PUNCT
bracis-28349	206	1	table	table	NOUN
bracis-28349	206	2	3	3	NUM
bracis-28349	206	3	.	.	X
bracis-28349	207	1	ir	ir	PROPN
bracis-28349	207	2	metrics	metric	NOUN
bracis-28349	207	3	obtained	obtain	VERB
bracis-28349	207	4	for	for	ADP
bracis-28349	207	5	each	each	DET
bracis-28349	207	6	decoding	decode	VERB
bracis-28349	207	7	method	method	NOUN
bracis-28349	207	8	evaluated	evaluate	VERB
bracis-28349	207	9	.	.	PUNCT
bracis-28349	208	1	superscript	superscript	PROPN
bracis-28349	208	2	characters	character	NOUN
bracis-28349	208	3	denote	denote	VERB
bracis-28349	208	4	a	a	DET
bracis-28349	208	5	pairwise	pairwise	NOUN
bracis-28349	208	6	statistically	statistically	ADV
bracis-28349	208	7	significant	significant	ADJ
bracis-28349	208	8	difference	difference	NOUN
bracis-28349	208	9	,	,	PUNCT
bracis-28349	208	10	according	accord	VERB
bracis-28349	208	11	to	to	ADP
bracis-28349	208	12	a	a	DET
bracis-28349	208	13	paired	pair	VERB
bracis-28349	208	14	t	t	NOUN
bracis-28349	208	15	-	-	PUNCT
bracis-28349	208	16	test	test	NOUN
bracis-28349	208	17	(	(	PUNCT
bracis-28349	208	18	p	p	NOUN
bracis-28349	208	19	-	-	PUNCT
bracis-28349	208	20	value	value	NOUN
bracis-28349	208	21	\	\	PROPN
bracis-28349	208	22	(	(	PUNCT
bracis-28349	208	23	<	<	X
bracis-28349	208	24	0.05\)).full	0.05\)).full	NOUN
bracis-28349	208	25	size	size	NOUN
bracis-28349	208	26	table	table	NOUN
bracis-28349	208	27	we	we	PRON
bracis-28349	208	28	observe	observe	VERB
bracis-28349	208	29	that	that	SCONJ
bracis-28349	208	30	the	the	DET
bracis-28349	208	31	keyphrases	keyphrase	NOUN
bracis-28349	208	32	are	be	AUX
bracis-28349	208	33	,	,	PUNCT
bracis-28349	208	34	indeed	indeed	ADV
bracis-28349	208	35	,	,	PUNCT
bracis-28349	208	36	beneficial	beneficial	ADJ
bracis-28349	208	37	to	to	ADP
bracis-28349	208	38	retrieval	retrieval	NOUN
bracis-28349	208	39	tasks	task	NOUN
bracis-28349	208	40	by	by	ADP
bracis-28349	208	41	comparing	compare	VERB
bracis-28349	208	42	the	the	DET
bracis-28349	208	43	metrics	metric	NOUN
bracis-28349	208	44	obtained	obtain	VERB
bracis-28349	208	45	by	by	ADP
bracis-28349	208	46	using	use	VERB
bracis-28349	208	47	documents	document	NOUN
bracis-28349	208	48	with	with	ADP
bracis-28349	208	49	and	and	CCONJ
bracis-28349	208	50	without	without	ADP
bracis-28349	208	51	the	the	DET
bracis-28349	208	52	keyphrases	keyphrase	NOUN
bracis-28349	208	53	.	.	PUNCT
bracis-28349	209	1	for	for	ADP
bracis-28349	209	2	both	both	DET
bracis-28349	209	3	metrics	metric	NOUN
bracis-28349	209	4	,	,	PUNCT
bracis-28349	209	5	we	we	PRON
bracis-28349	209	6	observed	observe	VERB
bracis-28349	209	7	statistically	statistically	ADV
bracis-28349	209	8	significant	significant	ADJ
bracis-28349	209	9	differences	difference	NOUN
bracis-28349	209	10	.	.	PUNCT
bracis-28349	210	1	since	since	SCONJ
bracis-28349	210	2	both	both	PRON
bracis-28349	210	3	sparse	sparse	ADJ
bracis-28349	210	4	methods	method	NOUN
bracis-28349	210	5	(	(	PUNCT
bracis-28349	210	6	tf	tf	PROPN
bracis-28349	210	7	-	-	PUNCT
bracis-28349	210	8	idf	idf	PROPN
bracis-28349	210	9	and	and	CCONJ
bracis-28349	210	10	bm25	bm25	PROPN
bracis-28349	210	11	)	)	PUNCT
bracis-28349	210	12	benefit	benefit	NOUN
bracis-28349	210	13	from	from	ADP
bracis-28349	210	14	the	the	DET
bracis-28349	210	15	existence	existence	NOUN
bracis-28349	210	16	of	of	ADP
bracis-28349	210	17	discriminative	discriminative	NOUN
bracis-28349	210	18	terms	term	NOUN
bracis-28349	210	19	in	in	ADP
bracis-28349	210	20	the	the	DET
bracis-28349	210	21	documents	document	NOUN
bracis-28349	210	22	,	,	PUNCT
bracis-28349	210	23	these	these	DET
bracis-28349	210	24	results	result	NOUN
bracis-28349	210	25	were	be	AUX
bracis-28349	210	26	already	already	ADV
bracis-28349	210	27	expected	expect	VERB
bracis-28349	210	28	.	.	PUNCT
bracis-28349	211	1	note	note	VERB
bracis-28349	211	2	that	that	SCONJ
bracis-28349	211	3	the	the	DET
bracis-28349	211	4	metrics	metric	NOUN
bracis-28349	211	5	obtained	obtain	VERB
bracis-28349	211	6	using	use	VERB
bracis-28349	211	7	the	the	DET
bracis-28349	211	8	original	original	ADJ
bracis-28349	211	9	keyphrases	keyphrase	NOUN
bracis-28349	211	10	act	act	VERB
bracis-28349	211	11	as	as	ADP
bracis-28349	211	12	an	an	DET
bracis-28349	211	13	upper	upper	ADJ
bracis-28349	211	14	bound	bind	VERB
bracis-28349	211	15	to	to	ADP
bracis-28349	211	16	our	our	PRON
bracis-28349	211	17	experiments	experiment	NOUN
bracis-28349	211	18	.	.	PUNCT
bracis-28349	212	1	considering	consider	VERB
bracis-28349	212	2	the	the	DET
bracis-28349	212	3	tf	tf	PROPN
bracis-28349	212	4	-	-	PUNCT
bracis-28349	212	5	idf	idf	PROPN
bracis-28349	212	6	retrieval	retrieval	NOUN
bracis-28349	212	7	,	,	PUNCT
bracis-28349	212	8	we	we	PRON
bracis-28349	212	9	observed	observe	VERB
bracis-28349	212	10	an	an	DET
bracis-28349	212	11	increment	increment	NOUN
bracis-28349	212	12	in	in	ADP
bracis-28349	212	13	all	all	DET
bracis-28349	212	14	metrics	metric	NOUN
bracis-28349	212	15	by	by	ADP
bracis-28349	212	16	using	use	VERB
bracis-28349	212	17	the	the	DET
bracis-28349	212	18	generated	generate	VERB
bracis-28349	212	19	texts	text	NOUN
bracis-28349	212	20	(	(	PUNCT
bracis-28349	212	21	compared	compare	VERB
bracis-28349	212	22	to	to	ADP
bracis-28349	212	23	not	not	PART
bracis-28349	212	24	using	use	VERB
bracis-28349	212	25	any	any	PRON
bracis-28349	212	26	)	)	PUNCT
bracis-28349	212	27	.	.	PUNCT
bracis-28349	213	1	the	the	DET
bracis-28349	213	2	differences	difference	NOUN
bracis-28349	213	3	in	in	ADP
bracis-28349	213	4	all	all	DET
bracis-28349	213	5	metrics	metric	NOUN
bracis-28349	213	6	are	be	AUX
bracis-28349	213	7	statistically	statistically	ADV
bracis-28349	213	8	significant	significant	ADJ
bracis-28349	213	9	(	(	PUNCT
bracis-28349	213	10	see	see	VERB
bracis-28349	213	11	table	table	NOUN
bracis-28349	213	12	 	 	SPACE
bracis-28349	213	13	3a	3a	NUM
bracis-28349	213	14	)	)	PUNCT
bracis-28349	213	15	.	.	PUNCT
bracis-28349	214	1	for	for	ADP
bracis-28349	214	2	the	the	DET
bracis-28349	214	3	bm25	bm25	PROPN
bracis-28349	214	4	method	method	NOUN
bracis-28349	214	5	,	,	PUNCT
bracis-28349	214	6	we	we	PRON
bracis-28349	214	7	observe	observe	VERB
bracis-28349	214	8	similar	similar	ADJ
bracis-28349	214	9	results	result	NOUN
bracis-28349	214	10	(	(	PUNCT
bracis-28349	214	11	see	see	VERB
bracis-28349	214	12	table	table	NOUN
bracis-28349	214	13	 	 	SPACE
bracis-28349	214	14	3b	3b	NUM
bracis-28349	214	15	)	)	PUNCT
bracis-28349	214	16	.	.	PUNCT
bracis-28349	215	1	however	however	ADV
bracis-28349	215	2	,	,	PUNCT
bracis-28349	215	3	no	no	DET
bracis-28349	215	4	significant	significant	ADJ
bracis-28349	215	5	differences	difference	NOUN
bracis-28349	215	6	were	be	AUX
bracis-28349	215	7	observed	observe	VERB
bracis-28349	215	8	when	when	SCONJ
bracis-28349	215	9	considering	consider	VERB
bracis-28349	215	10	the	the	DET
bracis-28349	215	11	r@10	r@10	NOUN
bracis-28349	215	12	metric	metric	NOUN
bracis-28349	215	13	.	.	PUNCT
bracis-28349	216	1	note	note	VERB
bracis-28349	216	2	that	that	SCONJ
bracis-28349	216	3	by	by	ADP
bracis-28349	216	4	using	use	VERB
bracis-28349	216	5	generated	generate	VERB
bracis-28349	216	6	keyphrases	keyphrase	NOUN
bracis-28349	216	7	,	,	PUNCT
bracis-28349	216	8	there	there	PRON
bracis-28349	216	9	is	be	VERB
bracis-28349	216	10	the	the	DET
bracis-28349	216	11	possibility	possibility	NOUN
bracis-28349	216	12	of	of	ADP
bracis-28349	216	13	introducing	introduce	VERB
bracis-28349	216	14	false	false	ADJ
bracis-28349	216	15	positives	positive	NOUN
bracis-28349	216	16	(	(	PUNCT
bracis-28349	216	17	false	false	ADJ
bracis-28349	216	18	similar	similar	ADJ
bracis-28349	216	19	)	)	PUNCT
bracis-28349	216	20	and	and	CCONJ
bracis-28349	216	21	false	false	ADJ
bracis-28349	216	22	negatives	negative	NOUN
bracis-28349	216	23	(	(	PUNCT
bracis-28349	216	24	false	false	ADJ
bracis-28349	216	25	non	non	ADJ
bracis-28349	216	26	-	-	ADJ
bracis-28349	216	27	similar	similar	ADJ
bracis-28349	216	28	)	)	PUNCT
bracis-28349	216	29	in	in	ADP
bracis-28349	216	30	the	the	DET
bracis-28349	216	31	search	search	NOUN
bracis-28349	216	32	corpus	corpus	NOUN
bracis-28349	216	33	,	,	PUNCT
bracis-28349	216	34	originated	originate	VERB
bracis-28349	216	35	by	by	ADP
bracis-28349	216	36	noisy	noisy	ADJ
bracis-28349	216	37	keyphrases	keyphrase	NOUN
bracis-28349	216	38	.	.	PUNCT
bracis-28349	217	1	the	the	DET
bracis-28349	217	2	ir	ir	PROPN
bracis-28349	217	3	metrics	metric	NOUN
bracis-28349	217	4	obtained	obtain	VERB
bracis-28349	217	5	by	by	ADP
bracis-28349	217	6	the	the	DET
bracis-28349	217	7	bm25	bm25	PROPN
bracis-28349	217	8	method	method	NOUN
bracis-28349	217	9	suggest	suggest	VERB
bracis-28349	217	10	that	that	SCONJ
bracis-28349	217	11	the	the	DET
bracis-28349	217	12	method	method	NOUN
bracis-28349	217	13	was	be	AUX
bracis-28349	217	14	sensitive	sensitive	ADJ
bracis-28349	217	15	to	to	ADP
bracis-28349	217	16	these	these	DET
bracis-28349	217	17	noisy	noisy	ADJ
bracis-28349	217	18	examples	example	NOUN
bracis-28349	217	19	.	.	PUNCT
bracis-28349	218	1	by	by	ADP
bracis-28349	218	2	comparing	compare	VERB
bracis-28349	218	3	the	the	DET
bracis-28349	218	4	decoding	decode	VERB
bracis-28349	218	5	methods	method	NOUN
bracis-28349	218	6	,	,	PUNCT
bracis-28349	218	7	we	we	PRON
bracis-28349	218	8	note	note	VERB
bracis-28349	218	9	small	small	ADJ
bracis-28349	218	10	increments	increment	NOUN
bracis-28349	218	11	for	for	ADP
bracis-28349	218	12	the	the	DET
bracis-28349	218	13	sampling	sample	VERB
bracis-28349	218	14	methods	method	NOUN
bracis-28349	218	15	in	in	ADP
bracis-28349	218	16	relation	relation	NOUN
bracis-28349	218	17	to	to	ADP
bracis-28349	218	18	greedy	greedy	ADJ
bracis-28349	218	19	decoding	decoding	NOUN
bracis-28349	218	20	.	.	PUNCT
bracis-28349	219	1	however	however	ADV
bracis-28349	219	2	,	,	PUNCT
bracis-28349	219	3	considering	consider	VERB
bracis-28349	219	4	a	a	DET
bracis-28349	219	5	paired	pair	VERB
bracis-28349	219	6	t	t	NOUN
bracis-28349	219	7	-	-	PUNCT
bracis-28349	219	8	test	test	NOUN
bracis-28349	219	9	using	use	VERB
bracis-28349	219	10	a	a	DET
bracis-28349	219	11	threshold	threshold	NOUN
bracis-28349	219	12	of	of	ADP
bracis-28349	219	13	5	5	NUM
bracis-28349	219	14	%	%	NOUN
bracis-28349	219	15	,	,	PUNCT
bracis-28349	219	16	there	there	PRON
bracis-28349	219	17	is	be	VERB
bracis-28349	219	18	no	no	DET
bracis-28349	219	19	significant	significant	ADJ
bracis-28349	219	20	difference	difference	NOUN
bracis-28349	219	21	between	between	ADP
bracis-28349	219	22	the	the	DET
bracis-28349	219	23	decoding	decode	VERB
bracis-28349	219	24	methods	method	NOUN
bracis-28349	219	25	.	.	PUNCT
bracis-28349	220	1	thus	thus	ADV
bracis-28349	220	2	,	,	PUNCT
bracis-28349	220	3	there	there	PRON
bracis-28349	220	4	is	be	VERB
bracis-28349	220	5	not	not	PART
bracis-28349	220	6	enough	enough	ADJ
bracis-28349	220	7	evidence	evidence	NOUN
bracis-28349	220	8	to	to	PART
bracis-28349	220	9	reject	reject	VERB
bracis-28349	220	10	the	the	DET
bracis-28349	220	11	null	null	ADJ
bracis-28349	220	12	hypothesis	hypothesis	NOUN
bracis-28349	220	13	(	(	PUNCT
bracis-28349	220	14	metrics	metric	NOUN
bracis-28349	220	15	have	have	AUX
bracis-28349	220	16	the	the	DET
bracis-28349	220	17	same	same	ADJ
bracis-28349	220	18	mean	mean	NOUN
bracis-28349	220	19	)	)	PUNCT
bracis-28349	220	20	by	by	ADP
bracis-28349	220	21	observing	observe	VERB
bracis-28349	220	22	the	the	DET
bracis-28349	220	23	comparisons	comparison	NOUN
bracis-28349	220	24	between	between	ADP
bracis-28349	220	25	the	the	DET
bracis-28349	220	26	metrics	metric	NOUN
bracis-28349	220	27	of	of	ADP
bracis-28349	220	28	all	all	DET
bracis-28349	220	29	three	three	NUM
bracis-28349	220	30	decoding	decode	VERB
bracis-28349	220	31	approaches	approach	NOUN
bracis-28349	220	32	.	.	PUNCT
bracis-28349	221	1	therefore	therefore	ADV
bracis-28349	221	2	,	,	PUNCT
bracis-28349	221	3	there	there	PRON
bracis-28349	221	4	is	be	VERB
bracis-28349	221	5	no	no	DET
bracis-28349	221	6	evidence	evidence	NOUN
bracis-28349	221	7	that	that	PRON
bracis-28349	221	8	justifies	justify	VERB
bracis-28349	221	9	choosing	choose	VERB
bracis-28349	221	10	to	to	ADP
bracis-28349	221	11	sample	sample	NOUN
bracis-28349	221	12	decoding	decode	VERB
bracis-28349	221	13	methods	method	NOUN
bracis-28349	221	14	over	over	ADP
bracis-28349	221	15	a	a	DET
bracis-28349	221	16	simpler	simple	ADJ
bracis-28349	221	17	greedy	greedy	ADJ
bracis-28349	221	18	decoding	decode	VERB
bracis-28349	221	19	approach	approach	NOUN
bracis-28349	221	20	,	,	PUNCT
bracis-28349	221	21	considering	consider	VERB
bracis-28349	221	22	the	the	DET
bracis-28349	221	23	proposed	propose	VERB
bracis-28349	221	24	task	task	NOUN
bracis-28349	221	25	.	.	PUNCT
bracis-28349	222	1	4.3	4.3	NUM
bracis-28349	222	2	qualitative	qualitative	ADJ
bracis-28349	222	3	analysis	analysis	NOUN
bracis-28349	222	4	fig	fig	NOUN
bracis-28349	222	5	.	.	PUNCT
bracis-28349	223	1	3	3	X
bracis-28349	223	2	.	.	X
bracis-28349	223	3	examples	example	NOUN
bracis-28349	223	4	generated	generate	VERB
bracis-28349	223	5	using	use	VERB
bracis-28349	223	6	greedy	greedy	ADJ
bracis-28349	223	7	decoding	decoding	NOUN
bracis-28349	223	8	.	.	PUNCT
bracis-28349	224	1	full	full	ADJ
bracis-28349	224	2	size	size	NOUN
bracis-28349	224	3	image	image	NOUN
bracis-28349	224	4	greedy	greedy	ADJ
bracis-28349	224	5	decoding	decoding	NOUN
bracis-28349	224	6	.	.	PUNCT
bracis-28349	225	1	examples	example	NOUN
bracis-28349	225	2	of	of	ADP
bracis-28349	225	3	keyphrases	keyphrase	NOUN
bracis-28349	225	4	generated	generate	VERB
bracis-28349	225	5	by	by	ADP
bracis-28349	225	6	ptt5	ptt5	PROPN
bracis-28349	225	7	,	,	PUNCT
bracis-28349	225	8	using	use	VERB
bracis-28349	225	9	greedy	greedy	ADJ
bracis-28349	225	10	decoding	decoding	NOUN
bracis-28349	225	11	,	,	PUNCT
bracis-28349	225	12	are	be	AUX
bracis-28349	225	13	presented	present	VERB
bracis-28349	225	14	in	in	ADP
bracis-28349	225	15	fig	fig	NOUN
bracis-28349	225	16	.	.	PUNCT
bracis-28349	225	17	 	 	SPACE
bracis-28349	226	1	3	3	X
bracis-28349	226	2	.	.	PUNCT
bracis-28349	227	1	we	we	PRON
bracis-28349	227	2	can	can	AUX
bracis-28349	227	3	note	note	VERB
bracis-28349	227	4	that	that	SCONJ
bracis-28349	227	5	with	with	ADP
bracis-28349	227	6	bleu	bleu	NOUN
bracis-28349	227	7	scores	score	NOUN
bracis-28349	227	8	close	close	ADV
bracis-28349	227	9	to	to	ADP
bracis-28349	227	10	40	40	NUM
bracis-28349	227	11	%	%	NOUN
bracis-28349	227	12	,	,	PUNCT
bracis-28349	227	13	although	although	SCONJ
bracis-28349	227	14	being	be	AUX
bracis-28349	227	15	generated	generate	VERB
bracis-28349	227	16	by	by	ADP
bracis-28349	227	17	a	a	DET
bracis-28349	227	18	model	model	NOUN
bracis-28349	227	19	trained	train	VERB
bracis-28349	227	20	in	in	ADP
bracis-28349	227	21	a	a	DET
bracis-28349	227	22	modest	modest	ADJ
bracis-28349	227	23	training	training	NOUN
bracis-28349	227	24	set	set	NOUN
bracis-28349	227	25	(	(	PUNCT
bracis-28349	227	26	less	less	ADJ
bracis-28349	227	27	than	than	ADP
bracis-28349	227	28	100k	100k	NUM
bracis-28349	227	29	examples	example	NOUN
bracis-28349	227	30	)	)	PUNCT
bracis-28349	227	31	,	,	PUNCT
bracis-28349	227	32	the	the	DET
bracis-28349	227	33	generated	generate	VERB
bracis-28349	227	34	keyphrases	keyphrase	NOUN
bracis-28349	227	35	do	do	AUX
bracis-28349	227	36	not	not	PART
bracis-28349	227	37	present	present	VERB
bracis-28349	227	38	spelling	spelling	NOUN
bracis-28349	227	39	and	and	CCONJ
bracis-28349	227	40	lexical	lexical	ADJ
bracis-28349	227	41	errors	error	NOUN
bracis-28349	227	42	.	.	PUNCT
bracis-28349	228	1	they	they	PRON
bracis-28349	228	2	captured	capture	VERB
bracis-28349	228	3	the	the	DET
bracis-28349	228	4	writing	writing	NOUN
bracis-28349	228	5	style	style	NOUN
bracis-28349	228	6	of	of	ADP
bracis-28349	228	7	the	the	DET
bracis-28349	228	8	reference	reference	NOUN
bracis-28349	228	9	keyphrases	keyphrase	VERB
bracis-28349	228	10	and	and	CCONJ
bracis-28349	228	11	are	be	AUX
bracis-28349	228	12	very	very	ADV
bracis-28349	228	13	similar	similar	ADJ
bracis-28349	228	14	to	to	ADP
bracis-28349	228	15	the	the	DET
bracis-28349	228	16	keyphrases	keyphrase	NOUN
bracis-28349	228	17	written	write	VERB
bracis-28349	228	18	by	by	ADP
bracis-28349	228	19	humans	human	NOUN
bracis-28349	228	20	.	.	PUNCT
bracis-28349	229	1	fig	fig	NOUN
bracis-28349	229	2	.	.	PUNCT
bracis-28349	230	1	4	4	X
bracis-28349	230	2	.	.	NOUN
bracis-28349	230	3	histogram	histogram	NOUN
bracis-28349	230	4	comparing	compare	VERB
bracis-28349	230	5	the	the	DET
bracis-28349	230	6	number	number	NOUN
bracis-28349	230	7	of	of	ADP
bracis-28349	230	8	space	space	NOUN
bracis-28349	230	9	-	-	PUNCT
bracis-28349	230	10	separated	separate	VERB
bracis-28349	230	11	tokens	token	NOUN
bracis-28349	230	12	between	between	ADP
bracis-28349	230	13	the	the	DET
bracis-28349	230	14	reference	reference	NOUN
bracis-28349	230	15	keyphrases	keyphrase	NOUN
bracis-28349	230	16	and	and	CCONJ
bracis-28349	230	17	the	the	DET
bracis-28349	230	18	ones	one	NOUN
bracis-28349	230	19	generated	generate	VERB
bracis-28349	230	20	using	use	VERB
bracis-28349	230	21	greedy	greedy	ADJ
bracis-28349	230	22	decoding	decoding	NOUN
bracis-28349	230	23	.	.	PUNCT
bracis-28349	231	1	full	full	ADJ
bracis-28349	231	2	size	size	NOUN
bracis-28349	231	3	image	image	NOUN
bracis-28349	231	4	a	a	DET
bracis-28349	231	5	comparison	comparison	NOUN
bracis-28349	231	6	between	between	ADP
bracis-28349	231	7	the	the	DET
bracis-28349	231	8	number	number	NOUN
bracis-28349	231	9	of	of	ADP
bracis-28349	231	10	tokens	token	NOUN
bracis-28349	231	11	of	of	ADP
bracis-28349	231	12	the	the	DET
bracis-28349	231	13	original	original	ADJ
bracis-28349	231	14	and	and	CCONJ
bracis-28349	231	15	the	the	DET
bracis-28349	231	16	generated	generate	VERB
bracis-28349	231	17	keyphrases	keyphrase	NOUN
bracis-28349	231	18	using	use	VERB
bracis-28349	231	19	greedy	greedy	ADJ
bracis-28349	231	20	decoding	decoding	NOUN
bracis-28349	231	21	is	be	AUX
bracis-28349	231	22	shown	show	VERB
bracis-28349	231	23	in	in	ADP
bracis-28349	231	24	fig	fig	NOUN
bracis-28349	231	25	.	.	PUNCT
bracis-28349	231	26	 	 	SPACE
bracis-28349	232	1	4	4	X
bracis-28349	232	2	.	.	PUNCT
bracis-28349	233	1	it	it	PRON
bracis-28349	233	2	is	be	AUX
bracis-28349	233	3	possible	possible	ADJ
bracis-28349	233	4	to	to	PART
bracis-28349	233	5	observe	observe	VERB
bracis-28349	233	6	that	that	SCONJ
bracis-28349	233	7	,	,	PUNCT
bracis-28349	233	8	although	although	SCONJ
bracis-28349	233	9	the	the	DET
bracis-28349	233	10	distributions	distribution	NOUN
bracis-28349	233	11	presented	present	VERB
bracis-28349	233	12	by	by	ADP
bracis-28349	233	13	the	the	DET
bracis-28349	233	14	two	two	NUM
bracis-28349	233	15	histograms	histogram	NOUN
bracis-28349	233	16	are	be	AUX
bracis-28349	233	17	similar	similar	ADJ
bracis-28349	233	18	,	,	PUNCT
bracis-28349	233	19	the	the	DET
bracis-28349	233	20	generated	generate	VERB
bracis-28349	233	21	keyphrases	keyphrase	NOUN
bracis-28349	233	22	have	have	VERB
bracis-28349	233	23	a	a	DET
bracis-28349	233	24	higher	high	ADJ
bracis-28349	233	25	concentration	concentration	NOUN
bracis-28349	233	26	of	of	ADP
bracis-28349	233	27	examples	example	NOUN
bracis-28349	233	28	below	below	ADP
bracis-28349	233	29	60	60	NUM
bracis-28349	233	30	tokens	token	NOUN
bracis-28349	233	31	.	.	PUNCT
bracis-28349	234	1	the	the	DET
bracis-28349	234	2	average	average	NOUN
bracis-28349	234	3	of	of	ADP
bracis-28349	234	4	space	space	NOUN
bracis-28349	234	5	-	-	PUNCT
bracis-28349	234	6	separated	separate	VERB
bracis-28349	234	7	tokens	token	NOUN
bracis-28349	234	8	of	of	ADP
bracis-28349	234	9	the	the	DET
bracis-28349	234	10	generated	generate	VERB
bracis-28349	234	11	keyphrases	keyphrase	NOUN
bracis-28349	234	12	is	be	AUX
bracis-28349	234	13	lower	low	ADJ
bracis-28349	234	14	than	than	ADP
bracis-28349	234	15	the	the	DET
bracis-28349	234	16	average	average	NOUN
bracis-28349	234	17	of	of	ADP
bracis-28349	234	18	the	the	DET
bracis-28349	234	19	tokens	token	NOUN
bracis-28349	234	20	presented	present	VERB
bracis-28349	234	21	by	by	ADP
bracis-28349	234	22	the	the	DET
bracis-28349	234	23	references	reference	NOUN
bracis-28349	234	24	(	(	PUNCT
bracis-28349	234	25	42.34	42.34	NUM
bracis-28349	234	26	compared	compare	VERB
bracis-28349	234	27	to	to	ADP
bracis-28349	234	28	48.28	48.28	NUM
bracis-28349	234	29	)	)	PUNCT
bracis-28349	234	30	.	.	PUNCT
bracis-28349	235	1	therefore	therefore	ADV
bracis-28349	235	2	,	,	PUNCT
bracis-28349	235	3	we	we	PRON
bracis-28349	235	4	identified	identify	VERB
bracis-28349	235	5	that	that	SCONJ
bracis-28349	235	6	the	the	DET
bracis-28349	235	7	keyphrases	keyphrase	NOUN
bracis-28349	235	8	generated	generate	VERB
bracis-28349	235	9	with	with	ADP
bracis-28349	235	10	greedy	greedy	ADJ
bracis-28349	235	11	decoding	decoding	NOUN
bracis-28349	235	12	tend	tend	VERB
bracis-28349	235	13	to	to	PART
bracis-28349	235	14	have	have	VERB
bracis-28349	235	15	a	a	DET
bracis-28349	235	16	smaller	small	ADJ
bracis-28349	235	17	length	length	NOUN
bracis-28349	235	18	(	(	PUNCT
bracis-28349	235	19	in	in	ADP
bracis-28349	235	20	tokens	token	NOUN
bracis-28349	235	21	)	)	PUNCT
bracis-28349	235	22	than	than	ADP
bracis-28349	235	23	the	the	DET
bracis-28349	235	24	originals	original	NOUN
bracis-28349	235	25	.	.	PUNCT
bracis-28349	236	1	we	we	PRON
bracis-28349	236	2	also	also	ADV
bracis-28349	236	3	observed	observe	VERB
bracis-28349	236	4	the	the	DET
bracis-28349	236	5	same	same	ADJ
bracis-28349	236	6	pattern	pattern	NOUN
bracis-28349	236	7	for	for	ADP
bracis-28349	236	8	the	the	DET
bracis-28349	236	9	keyphrases	keyphrase	NOUN
bracis-28349	236	10	generated	generate	VERB
bracis-28349	236	11	using	use	VERB
bracis-28349	236	12	sampling	sample	VERB
bracis-28349	236	13	decoding	decoding	NOUN
bracis-28349	236	14	.	.	PUNCT
bracis-28349	237	1	sampling	sample	VERB
bracis-28349	237	2	decoding	decoding	NOUN
bracis-28349	237	3	.	.	PUNCT
bracis-28349	238	1	in	in	ADP
bracis-28349	238	2	fig	fig	NOUN
bracis-28349	238	3	.	.	PUNCT
bracis-28349	238	4	 	 	SPACE
bracis-28349	238	5	5	5	NUM
bracis-28349	238	6	is	be	AUX
bracis-28349	238	7	shown	show	VERB
bracis-28349	238	8	keyphrase	keyphrase	PROPN
bracis-28349	238	9	examples	example	NOUN
bracis-28349	238	10	generated	generate	VERB
bracis-28349	238	11	using	use	VERB
bracis-28349	238	12	top	top	ADJ
bracis-28349	238	13	-	-	PUNCT
bracis-28349	238	14	k	k	NOUN
bracis-28349	238	15	and	and	CCONJ
bracis-28349	238	16	top	top	ADJ
bracis-28349	238	17	-	-	PUNCT
bracis-28349	238	18	p	p	NOUN
bracis-28349	238	19	decoding	decoding	NOUN
bracis-28349	238	20	.	.	PUNCT
bracis-28349	239	1	we	we	PRON
bracis-28349	239	2	used	use	VERB
bracis-28349	239	3	\(k=15\	\(k=15\	PROPN
bracis-28349	239	4	)	)	PUNCT
bracis-28349	239	5	and	and	CCONJ
bracis-28349	239	6	\(p=0.9\	\(p=0.9\	NUM
bracis-28349	239	7	)	)	PUNCT
bracis-28349	239	8	based	base	VERB
bracis-28349	239	9	on	on	ADP
bracis-28349	239	10	the	the	DET
bracis-28349	239	11	results	result	NOUN
bracis-28349	239	12	from	from	ADP
bracis-28349	239	13	the	the	DET
bracis-28349	239	14	previous	previous	ADJ
bracis-28349	239	15	analysis	analysis	NOUN
bracis-28349	239	16	.	.	PUNCT
bracis-28349	240	1	from	from	ADP
bracis-28349	240	2	the	the	DET
bracis-28349	240	3	examples	example	NOUN
bracis-28349	240	4	,	,	PUNCT
bracis-28349	240	5	it	it	PRON
bracis-28349	240	6	is	be	AUX
bracis-28349	240	7	possible	possible	ADJ
bracis-28349	240	8	to	to	PART
bracis-28349	240	9	note	note	VERB
bracis-28349	240	10	that	that	SCONJ
bracis-28349	240	11	the	the	DET
bracis-28349	240	12	main	main	ADJ
bracis-28349	240	13	effect	effect	NOUN
bracis-28349	240	14	of	of	ADP
bracis-28349	240	15	using	use	VERB
bracis-28349	240	16	sampling	sampling	NOUN
bracis-28349	240	17	is	be	AUX
bracis-28349	240	18	the	the	DET
bracis-28349	240	19	generation	generation	NOUN
bracis-28349	240	20	of	of	ADP
bracis-28349	240	21	paraphrases	paraphrase	NOUN
bracis-28349	240	22	of	of	ADP
bracis-28349	240	23	the	the	DET
bracis-28349	240	24	original	original	ADJ
bracis-28349	240	25	keyphrase	keyphrase	NOUN
bracis-28349	240	26	.	.	PUNCT
bracis-28349	241	1	we	we	PRON
bracis-28349	241	2	also	also	ADV
bracis-28349	241	3	observe	observe	VERB
bracis-28349	241	4	examples	example	NOUN
bracis-28349	241	5	of	of	ADP
bracis-28349	241	6	reordering	reordering	NOUN
bracis-28349	241	7	of	of	ADP
bracis-28349	241	8	the	the	DET
bracis-28349	241	9	phrases	phrase	NOUN
bracis-28349	241	10	present	present	ADJ
bracis-28349	241	11	in	in	ADP
bracis-28349	241	12	the	the	DET
bracis-28349	241	13	keyphrases	keyphrase	NOUN
bracis-28349	241	14	.	.	PUNCT
bracis-28349	242	1	hence	hence	ADV
bracis-28349	242	2	,	,	PUNCT
bracis-28349	242	3	the	the	DET
bracis-28349	242	4	generated	generate	VERB
bracis-28349	242	5	keyphrases	keyphrase	NOUN
bracis-28349	242	6	tend	tend	VERB
bracis-28349	242	7	to	to	PART
bracis-28349	242	8	be	be	AUX
bracis-28349	242	9	similar	similar	ADJ
bracis-28349	242	10	to	to	ADP
bracis-28349	242	11	each	each	DET
bracis-28349	242	12	other	other	ADJ
bracis-28349	242	13	.	.	PUNCT
bracis-28349	243	1	the	the	DET
bracis-28349	243	2	described	describe	VERB
bracis-28349	243	3	behaviours	behaviour	NOUN
bracis-28349	243	4	are	be	AUX
bracis-28349	243	5	justified	justify	VERB
bracis-28349	243	6	by	by	ADP
bracis-28349	243	7	the	the	DET
bracis-28349	243	8	working	working	NOUN
bracis-28349	243	9	of	of	ADP
bracis-28349	243	10	language	language	NOUN
bracis-28349	243	11	models	model	NOUN
bracis-28349	243	12	based	base	VERB
bracis-28349	243	13	on	on	ADP
bracis-28349	243	14	transformers	transformer	NOUN
bracis-28349	243	15	since	since	SCONJ
bracis-28349	243	16	,	,	PUNCT
bracis-28349	243	17	during	during	ADP
bracis-28349	243	18	text	text	NOUN
bracis-28349	243	19	generation	generation	NOUN
bracis-28349	243	20	,	,	PUNCT
bracis-28349	243	21	they	they	PRON
bracis-28349	243	22	tend	tend	VERB
bracis-28349	243	23	to	to	PART
bracis-28349	243	24	generate	generate	VERB
bracis-28349	243	25	tokens	token	NOUN
bracis-28349	243	26	that	that	PRON
bracis-28349	243	27	appear	appear	VERB
bracis-28349	243	28	in	in	ADP
bracis-28349	243	29	similar	similar	ADJ
bracis-28349	243	30	contexts	contexts	NOUN
bracis-28349	243	31	.	.	PUNCT
bracis-28349	244	1	by	by	ADP
bracis-28349	244	2	using	use	VERB
bracis-28349	244	3	sampling	sample	VERB
bracis-28349	244	4	-	-	PUNCT
bracis-28349	244	5	based	base	VERB
bracis-28349	244	6	methods	method	NOUN
bracis-28349	244	7	,	,	PUNCT
bracis-28349	244	8	we	we	PRON
bracis-28349	244	9	observed	observe	VERB
bracis-28349	244	10	an	an	DET
bracis-28349	244	11	increase	increase	NOUN
bracis-28349	244	12	in	in	ADP
bracis-28349	244	13	text	text	NOUN
bracis-28349	244	14	variability	variability	NOUN
bracis-28349	244	15	.	.	PUNCT
bracis-28349	245	1	however	however	ADV
bracis-28349	245	2	,	,	PUNCT
bracis-28349	245	3	the	the	DET
bracis-28349	245	4	possibility	possibility	NOUN
bracis-28349	245	5	of	of	ADP
bracis-28349	245	6	the	the	DET
bracis-28349	245	7	model	model	NOUN
bracis-28349	245	8	generating	generating	NOUN
bracis-28349	245	9	text	text	NOUN
bracis-28349	245	10	not	not	PART
bracis-28349	245	11	related	relate	VERB
bracis-28349	245	12	to	to	ADP
bracis-28349	245	13	the	the	DET
bracis-28349	245	14	input	input	NOUN
bracis-28349	245	15	also	also	ADV
bracis-28349	245	16	increases	increase	VERB
bracis-28349	245	17	,	,	PUNCT
bracis-28349	245	18	which	which	PRON
bracis-28349	245	19	may	may	AUX
bracis-28349	245	20	have	have	AUX
bracis-28349	245	21	harmed	harm	VERB
bracis-28349	245	22	the	the	DET
bracis-28349	245	23	ir	ir	PROPN
bracis-28349	245	24	methods	method	NOUN
bracis-28349	245	25	studied	study	VERB
bracis-28349	245	26	.	.	PUNCT
bracis-28349	246	1	in	in	ADP
bracis-28349	246	2	addition	addition	NOUN
bracis-28349	246	3	,	,	PUNCT
bracis-28349	246	4	when	when	SCONJ
bracis-28349	246	5	concatenating	concatenate	VERB
bracis-28349	246	6	multiple	multiple	ADJ
bracis-28349	246	7	variations	variation	NOUN
bracis-28349	246	8	of	of	ADP
bracis-28349	246	9	keyphrases	keyphrase	NOUN
bracis-28349	246	10	similar	similar	ADJ
bracis-28349	246	11	to	to	ADP
bracis-28349	246	12	each	each	DET
bracis-28349	246	13	other	other	ADJ
bracis-28349	246	14	,	,	PUNCT
bracis-28349	246	15	we	we	PRON
bracis-28349	246	16	added	add	VERB
bracis-28349	246	17	many	many	ADJ
bracis-28349	246	18	repeated	repeat	VERB
bracis-28349	246	19	terms	term	NOUN
bracis-28349	246	20	to	to	ADP
bracis-28349	246	21	the	the	DET
bracis-28349	246	22	documents	document	NOUN
bracis-28349	246	23	,	,	PUNCT
bracis-28349	246	24	which	which	PRON
bracis-28349	246	25	may	may	AUX
bracis-28349	246	26	influence	influence	VERB
bracis-28349	246	27	negatively	negatively	ADV
bracis-28349	246	28	the	the	DET
bracis-28349	246	29	sparse	sparse	ADJ
bracis-28349	246	30	ir	ir	PROPN
bracis-28349	246	31	methods	method	NOUN
bracis-28349	246	32	evaluated	evaluate	VERB
bracis-28349	246	33	.	.	PUNCT
bracis-28349	247	1	in	in	ADP
bracis-28349	247	2	addition	addition	NOUN
bracis-28349	247	3	to	to	ADP
bracis-28349	247	4	the	the	DET
bracis-28349	247	5	justifications	justification	NOUN
bracis-28349	247	6	presented	present	VERB
bracis-28349	247	7	,	,	PUNCT
bracis-28349	247	8	the	the	DET
bracis-28349	247	9	amount	amount	NOUN
bracis-28349	247	10	of	of	ADP
bracis-28349	247	11	training	training	NOUN
bracis-28349	247	12	data	datum	NOUN
bracis-28349	247	13	may	may	AUX
bracis-28349	247	14	also	also	ADV
bracis-28349	247	15	have	have	AUX
bracis-28349	247	16	affected	affect	VERB
bracis-28349	247	17	the	the	DET
bracis-28349	247	18	sampling	sample	VERB
bracis-28349	247	19	methods	method	NOUN
bracis-28349	247	20	.	.	PUNCT
bracis-28349	248	1	although	although	SCONJ
bracis-28349	248	2	the	the	DET
bracis-28349	248	3	results	result	NOUN
bracis-28349	248	4	for	for	ADP
bracis-28349	248	5	greedy	greedy	ADJ
bracis-28349	248	6	generation	generation	NOUN
bracis-28349	248	7	were	be	AUX
bracis-28349	248	8	better	well	ADJ
bracis-28349	248	9	,	,	PUNCT
bracis-28349	248	10	the	the	DET
bracis-28349	248	11	lack	lack	NOUN
bracis-28349	248	12	of	of	ADP
bracis-28349	248	13	variability	variability	NOUN
bracis-28349	248	14	in	in	ADP
bracis-28349	248	15	the	the	DET
bracis-28349	248	16	training	training	NOUN
bracis-28349	248	17	examples	example	NOUN
bracis-28349	248	18	(	(	PUNCT
bracis-28349	248	19	due	due	ADP
bracis-28349	248	20	to	to	ADP
bracis-28349	248	21	their	their	PRON
bracis-28349	248	22	small	small	ADJ
bracis-28349	248	23	size	size	NOUN
bracis-28349	248	24	)	)	PUNCT
bracis-28349	248	25	,	,	PUNCT
bracis-28349	248	26	may	may	AUX
bracis-28349	248	27	have	have	AUX
bracis-28349	248	28	harmed	harm	VERB
bracis-28349	248	29	the	the	DET
bracis-28349	248	30	decoding	decoding	NOUN
bracis-28349	248	31	using	use	VERB
bracis-28349	248	32	top	top	ADJ
bracis-28349	248	33	-	-	PUNCT
bracis-28349	248	34	k	k	NOUN
bracis-28349	248	35	and	and	CCONJ
bracis-28349	248	36	top	top	ADJ
bracis-28349	248	37	-	-	PUNCT
bracis-28349	248	38	p	p	NOUN
bracis-28349	248	39	sampling	sampling	NOUN
bracis-28349	248	40	.	.	PUNCT
bracis-28349	249	1	fig	fig	NOUN
bracis-28349	249	2	.	.	PUNCT
bracis-28349	250	1	5	5	X
bracis-28349	250	2	.	.	X
bracis-28349	251	1	examples	example	NOUN
bracis-28349	251	2	of	of	ADP
bracis-28349	251	3	keyphrases	keyphrase	NOUN
bracis-28349	251	4	generated	generate	VERB
bracis-28349	251	5	by	by	ADP
bracis-28349	251	6	top	top	ADJ
bracis-28349	251	7	-	-	PUNCT
bracis-28349	251	8	k	k	NOUN
bracis-28349	251	9	(	(	PUNCT
bracis-28349	251	10	\(k=15\	\(k=15\	PROPN
bracis-28349	251	11	)	)	PUNCT
bracis-28349	251	12	)	)	PUNCT
bracis-28349	251	13	and	and	CCONJ
bracis-28349	251	14	top	top	NOUN
bracis-28349	251	15	-	-	PUNCT
bracis-28349	251	16	p	p	X
bracis-28349	251	17	(	(	PUNCT
bracis-28349	251	18	\(p=0.9\	\(p=0.9\	NUM
bracis-28349	251	19	)	)	PUNCT
bracis-28349	251	20	)	)	PUNCT
bracis-28349	251	21	decoding	decode	VERB
bracis-28349	251	22	.	.	PUNCT
bracis-28349	252	1	full	full	ADJ
bracis-28349	252	2	size	size	NOUN
bracis-28349	252	3	image	image	NOUN
bracis-28349	252	4	5	5	NUM
bracis-28349	252	5	conclusion	conclusion	NOUN
bracis-28349	252	6	and	and	CCONJ
bracis-28349	252	7	 	 	SPACE
bracis-28349	252	8	future	future	ADJ
bracis-28349	252	9	works	work	NOUN
bracis-28349	252	10	in	in	ADP
bracis-28349	252	11	this	this	DET
bracis-28349	252	12	paper	paper	NOUN
bracis-28349	252	13	,	,	PUNCT
bracis-28349	252	14	we	we	PRON
bracis-28349	252	15	successfully	successfully	ADV
bracis-28349	252	16	trained	train	VERB
bracis-28349	252	17	a	a	DET
bracis-28349	252	18	sequence	sequence	NOUN
bracis-28349	252	19	-	-	PUNCT
bracis-28349	252	20	to	to	ADP
bracis-28349	252	21	-	-	PUNCT
bracis-28349	252	22	sequence	sequence	NOUN
bracis-28349	252	23	transformer	transformer	NOUN
bracis-28349	252	24	to	to	PART
bracis-28349	252	25	generate	generate	VERB
bracis-28349	252	26	keyphrases	keyphrase	NOUN
bracis-28349	252	27	and	and	CCONJ
bracis-28349	252	28	investigated	investigate	VERB
bracis-28349	252	29	three	three	NUM
bracis-28349	252	30	different	different	ADJ
bracis-28349	252	31	text	text	NOUN
bracis-28349	252	32	decoding	decode	VERB
bracis-28349	252	33	methods	method	NOUN
bracis-28349	252	34	.	.	PUNCT
bracis-28349	253	1	the	the	DET
bracis-28349	253	2	results	result	NOUN
bracis-28349	253	3	showed	show	VERB
bracis-28349	253	4	us	we	PRON
bracis-28349	253	5	that	that	SCONJ
bracis-28349	253	6	the	the	DET
bracis-28349	253	7	keyphrases	keyphrase	NOUN
bracis-28349	253	8	bring	bring	VERB
bracis-28349	253	9	significant	significant	ADJ
bracis-28349	253	10	increments	increment	NOUN
bracis-28349	253	11	to	to	ADP
bracis-28349	253	12	ir	ir	VERB
bracis-28349	253	13	metrics	metric	NOUN
bracis-28349	253	14	when	when	SCONJ
bracis-28349	253	15	used	use	VERB
bracis-28349	253	16	in	in	ADP
bracis-28349	253	17	combination	combination	NOUN
bracis-28349	253	18	with	with	ADP
bracis-28349	253	19	the	the	DET
bracis-28349	253	20	dockets	docket	NOUN
bracis-28349	253	21	.	.	PUNCT
bracis-28349	254	1	this	this	DET
bracis-28349	254	2	result	result	NOUN
bracis-28349	254	3	was	be	AUX
bracis-28349	254	4	observed	observe	VERB
bracis-28349	254	5	for	for	SCONJ
bracis-28349	254	6	all	all	DET
bracis-28349	254	7	the	the	DET
bracis-28349	254	8	keyphrases	keyphrase	NOUN
bracis-28349	254	9	evaluated	evaluate	VERB
bracis-28349	254	10	:	:	PUNCT
bracis-28349	254	11	the	the	DET
bracis-28349	254	12	references	reference	NOUN
bracis-28349	254	13	and	and	CCONJ
bracis-28349	254	14	the	the	DET
bracis-28349	254	15	generated	generate	VERB
bracis-28349	254	16	ones	one	NOUN
bracis-28349	254	17	(	(	PUNCT
bracis-28349	254	18	using	use	VERB
bracis-28349	254	19	greedy	greedy	ADJ
bracis-28349	254	20	,	,	PUNCT
bracis-28349	254	21	top	top	ADJ
bracis-28349	254	22	-	-	PUNCT
bracis-28349	254	23	k	k	NOUN
bracis-28349	254	24	,	,	PUNCT
bracis-28349	254	25	and	and	CCONJ
bracis-28349	254	26	top	top	ADJ
bracis-28349	254	27	-	-	PUNCT
bracis-28349	254	28	p	p	NOUN
bracis-28349	254	29	decoding	decoding	NOUN
bracis-28349	254	30	)	)	PUNCT
bracis-28349	254	31	.	.	PUNCT
bracis-28349	255	1	although	although	SCONJ
bracis-28349	255	2	we	we	PRON
bracis-28349	255	3	have	have	AUX
bracis-28349	255	4	evaluated	evaluate	VERB
bracis-28349	255	5	different	different	ADJ
bracis-28349	255	6	parameters	parameter	NOUN
bracis-28349	255	7	and	and	CCONJ
bracis-28349	255	8	concatenated	concatenate	VERB
bracis-28349	255	9	multiple	multiple	ADJ
bracis-28349	255	10	variations	variation	NOUN
bracis-28349	255	11	of	of	ADP
bracis-28349	255	12	keyphrases	keyphrase	NOUN
bracis-28349	255	13	generated	generate	VERB
bracis-28349	255	14	using	use	VERB
bracis-28349	255	15	sampling	sample	VERB
bracis-28349	255	16	decoding	decode	VERB
bracis-28349	255	17	(	(	PUNCT
bracis-28349	255	18	top	top	ADJ
bracis-28349	255	19	-	-	PUNCT
bracis-28349	255	20	k	k	NOUN
bracis-28349	255	21	and	and	CCONJ
bracis-28349	255	22	top	top	ADJ
bracis-28349	255	23	-	-	PUNCT
bracis-28349	255	24	p	p	NOUN
bracis-28349	255	25	)	)	PUNCT
bracis-28349	255	26	,	,	PUNCT
bracis-28349	255	27	the	the	DET
bracis-28349	255	28	simpler	simple	ADJ
bracis-28349	255	29	greedy	greedy	ADJ
bracis-28349	255	30	decoding	decoding	NOUN
bracis-28349	255	31	performed	perform	VERB
bracis-28349	255	32	similarly	similarly	ADV
bracis-28349	255	33	to	to	ADP
bracis-28349	255	34	these	these	DET
bracis-28349	255	35	methods	method	NOUN
bracis-28349	255	36	.	.	PUNCT
bracis-28349	256	1	we	we	PRON
bracis-28349	256	2	presented	present	VERB
bracis-28349	256	3	and	and	CCONJ
bracis-28349	256	4	discussed	discuss	VERB
bracis-28349	256	5	possible	possible	ADJ
bracis-28349	256	6	justifications	justification	NOUN
bracis-28349	256	7	for	for	ADP
bracis-28349	256	8	such	such	ADJ
bracis-28349	256	9	behaviour	behaviour	NOUN
bracis-28349	256	10	,	,	PUNCT
bracis-28349	256	11	and	and	CCONJ
bracis-28349	256	12	the	the	DET
bracis-28349	256	13	results	result	NOUN
bracis-28349	256	14	suggest	suggest	VERB
bracis-28349	256	15	that	that	SCONJ
bracis-28349	256	16	greedy	greedy	ADJ
bracis-28349	256	17	decoding	decoding	NOUN
bracis-28349	256	18	is	be	AUX
bracis-28349	256	19	enough	enough	ADJ
bracis-28349	256	20	for	for	ADP
bracis-28349	256	21	keyphrase	keyphrase	NOUN
bracis-28349	256	22	generation	generation	NOUN
bracis-28349	256	23	considering	consider	VERB
bracis-28349	256	24	legal	legal	ADJ
bracis-28349	256	25	dockets	docket	NOUN
bracis-28349	256	26	.	.	PUNCT
bracis-28349	257	1	as	as	ADP
bracis-28349	257	2	future	future	ADJ
bracis-28349	257	3	works	work	NOUN
bracis-28349	257	4	,	,	PUNCT
bracis-28349	257	5	we	we	PRON
bracis-28349	257	6	intend	intend	VERB
bracis-28349	257	7	to	to	PART
bracis-28349	257	8	experiment	experiment	VERB
bracis-28349	257	9	pre	pre	ADJ
bracis-28349	257	10	-	-	ADJ
bracis-28349	257	11	training	training	ADJ
bracis-28349	257	12	language	language	NOUN
bracis-28349	257	13	models	model	NOUN
bracis-28349	257	14	on	on	ADP
bracis-28349	257	15	legal	legal	ADJ
bracis-28349	257	16	documents	document	NOUN
bracis-28349	257	17	in	in	ADP
bracis-28349	257	18	order	order	NOUN
bracis-28349	257	19	to	to	PART
bracis-28349	257	20	improve	improve	VERB
bracis-28349	257	21	keyphrase	keyphrase	NOUN
bracis-28349	257	22	generation	generation	NOUN
bracis-28349	257	23	.	.	PUNCT
bracis-28349	258	1	furthermore	furthermore	ADV
bracis-28349	258	2	,	,	PUNCT
bracis-28349	258	3	we	we	PRON
bracis-28349	258	4	aim	aim	VERB
bracis-28349	258	5	to	to	PART
bracis-28349	258	6	improve	improve	VERB
bracis-28349	258	7	the	the	DET
bracis-28349	258	8	quality	quality	NOUN
bracis-28349	258	9	of	of	ADP
bracis-28349	258	10	the	the	DET
bracis-28349	258	11	training	training	NOUN
bracis-28349	258	12	by	by	ADP
bracis-28349	258	13	collecting	collect	VERB
bracis-28349	258	14	more	more	ADJ
bracis-28349	258	15	dockets	docket	NOUN
bracis-28349	258	16	from	from	ADP
bracis-28349	258	17	more	more	ADJ
bracis-28349	258	18	sources	source	NOUN
bracis-28349	258	19	around	around	ADP
bracis-28349	258	20	brazil	brazil	PROPN
bracis-28349	258	21	.	.	PUNCT
bracis-28349	259	1	at	at	ADP
bracis-28349	259	2	last	last	ADJ
bracis-28349	259	3	,	,	PUNCT
bracis-28349	259	4	this	this	DET
bracis-28349	259	5	work	work	NOUN
bracis-28349	259	6	can	can	AUX
bracis-28349	259	7	also	also	ADV
bracis-28349	259	8	be	be	AUX
bracis-28349	259	9	used	use	VERB
bracis-28349	259	10	to	to	PART
bracis-28349	259	11	inspire	inspire	VERB
bracis-28349	259	12	other	other	ADJ
bracis-28349	259	13	works	work	NOUN
bracis-28349	259	14	aiming	aim	VERB
bracis-28349	259	15	to	to	ADP
bracis-28349	259	16	automatise	automatise	ADV
bracis-28349	259	17	text	text	NOUN
bracis-28349	259	18	writing	writing	NOUN
bracis-28349	259	19	in	in	ADP
bracis-28349	259	20	the	the	DET
bracis-28349	259	21	legal	legal	ADJ
bracis-28349	259	22	domain	domain	NOUN
bracis-28349	259	23	.	.	PUNCT
bracis-28349	260	1	notes	note	VERB
bracis-28349	260	2	1.https://dadosabertos.web.stj.jus.br/.	1.https://dadosabertos.web.stj.jus.br/.	NUM
bracis-28349	260	3	2.huggingface.co/.	2.huggingface.co/.	NUM
bracis-28349	260	4	3.https://lucene.apache.org/.	3.https://lucene.apache.org/.	NUM
bracis-28349	260	5	4.https://spacy.io/.	4.https://spacy.io/.	NUM
bracis-28349	260	6	5.https://scikit-learn.org	5.https://scikit-learn.org	NUM
bracis-28349	260	7	.	.	PUNCT
bracis-28349	261	1	6.https://pypi.org/project/rank-bm25/.	6.https://pypi.org/project/rank-bm25/.	NUM
bracis-28349	261	2	references	reference	NOUN
bracis-28349	261	3	althammer	althammer	PROPN
bracis-28349	261	4	,	,	PUNCT
bracis-28349	261	5	s.	s.	PROPN
bracis-28349	261	6	,	,	PUNCT
bracis-28349	261	7	askari	askari	PROPN
bracis-28349	261	8	,	,	PUNCT
bracis-28349	261	9	a.	a.	NOUN
bracis-28349	261	10	,	,	PUNCT
bracis-28349	261	11	verberne	verberne	NOUN
bracis-28349	261	12	,	,	PUNCT
bracis-28349	261	13	s.	s.	PROPN
bracis-28349	261	14	,	,	PUNCT
bracis-28349	261	15	hanbury	hanbury	PROPN
bracis-28349	261	16	,	,	PUNCT
bracis-28349	261	17	a.	a.	NOUN
bracis-28349	261	18	:	:	PUNCT
bracis-28349	261	19	dossier@	dossier@	VERB
bracis-28349	261	20	coliee	coliee	VERB
bracis-28349	261	21	2021	2021	NUM
bracis-28349	261	22	:	:	PUNCT
bracis-28349	261	23	leveraging	leverage	VERB
bracis-28349	261	24	dense	dense	ADJ
bracis-28349	261	25	retrieval	retrieval	NOUN
bracis-28349	261	26	and	and	CCONJ
bracis-28349	261	27	summarization	summarization	NOUN
bracis-28349	261	28	-	-	PUNCT
bracis-28349	261	29	based	base	VERB
bracis-28349	261	30	re	re	NOUN
bracis-28349	261	31	-	-	NOUN
bracis-28349	261	32	ranking	ranking	ADJ
bracis-28349	261	33	for	for	ADP
bracis-28349	261	34	case	case	NOUN
bracis-28349	261	35	law	law	NOUN
bracis-28349	261	36	retrieval	retrieval	NOUN
bracis-28349	261	37	.	.	PUNCT
bracis-28349	262	1	arxiv	arxiv	PROPN
bracis-28349	262	2	preprint	preprint	NOUN
bracis-28349	262	3	arxiv:2108.03937	arxiv:2108.03937	X
bracis-28349	262	4	(	(	PUNCT
bracis-28349	262	5	2021	2021	NUM
bracis-28349	262	6	)	)	PUNCT
bracis-28349	262	7	brown	brown	NOUN
bracis-28349	262	8	,	,	PUNCT
bracis-28349	262	9	t.	t.	PROPN
bracis-28349	262	10	,	,	PUNCT
bracis-28349	262	11	et	et	PROPN
bracis-28349	262	12	al	al	PROPN
bracis-28349	262	13	.	.	PUNCT
bracis-28349	262	14	:	:	PUNCT
bracis-28349	263	1	language	language	NOUN
bracis-28349	263	2	models	model	NOUN
bracis-28349	263	3	are	be	AUX
bracis-28349	263	4	few	few	ADJ
bracis-28349	263	5	-	-	PUNCT
bracis-28349	263	6	shot	shot	NOUN
bracis-28349	263	7	learners	learner	NOUN
bracis-28349	263	8	.	.	PUNCT
bracis-28349	264	1	adv	adv	PROPN
bracis-28349	264	2	.	.	PUNCT
bracis-28349	264	3	neural	neural	PROPN
bracis-28349	264	4	.	.	PUNCT
bracis-28349	264	5	inf	inf	PROPN
bracis-28349	264	6	.	.	PROPN
bracis-28349	264	7	process	process	NOUN
bracis-28349	264	8	.	.	PUNCT
bracis-28349	265	1	syst	syst	PROPN
bracis-28349	265	2	.	.	PUNCT
bracis-28349	266	1	33	33	NUM
bracis-28349	266	2	,	,	PUNCT
bracis-28349	266	3	1877–1901	1877–1901	NUM
bracis-28349	266	4	(	(	PUNCT
bracis-28349	266	5	2020	2020	NUM
bracis-28349	266	6	)	)	PUNCT
bracis-28349	266	7	google	google	PROPN
bracis-28349	266	8	scholar	scholar	NOUN
bracis-28349	266	9	  	  	SPACE
bracis-28349	266	10	carmo	carmo	PROPN
bracis-28349	266	11	,	,	PUNCT
bracis-28349	266	12	d.	d.	PROPN
bracis-28349	266	13	,	,	PUNCT
bracis-28349	266	14	piau	piau	NOUN
bracis-28349	266	15	,	,	PUNCT
bracis-28349	266	16	m.	m.	NOUN
bracis-28349	266	17	,	,	PUNCT
bracis-28349	266	18	campiotti	campiotti	PROPN
bracis-28349	266	19	,	,	PUNCT
bracis-28349	266	20	i.	i.	PROPN
bracis-28349	266	21	,	,	PUNCT
bracis-28349	266	22	nogueira	nogueira	PROPN
bracis-28349	266	23	,	,	PUNCT
bracis-28349	266	24	r.	r.	PROPN
bracis-28349	266	25	,	,	PUNCT
bracis-28349	266	26	lotufo	lotufo	PROPN
bracis-28349	266	27	,	,	PUNCT
bracis-28349	266	28	r.	r.	PROPN
bracis-28349	266	29	:	:	PUNCT
bracis-28349	266	30	ptt5	ptt5	PROPN
bracis-28349	266	31	:	:	PUNCT
bracis-28349	266	32	pretraining	pretraine	VERB
bracis-28349	266	33	and	and	CCONJ
bracis-28349	266	34	validating	validate	VERB
bracis-28349	266	35	the	the	DET
bracis-28349	266	36	t5	t5	PROPN
bracis-28349	266	37	model	model	NOUN
bracis-28349	266	38	on	on	ADP
bracis-28349	266	39	brazilian	brazilian	ADJ
bracis-28349	266	40	portuguese	portuguese	ADJ
bracis-28349	266	41	data	datum	NOUN
bracis-28349	266	42	.	.	PUNCT
bracis-28349	267	1	arxiv	arxiv	PROPN
bracis-28349	267	2	preprint	preprint	PROPN
bracis-28349	267	3	arxiv:2008.09144	arxiv:2008.09144	ADP
bracis-28349	267	4	(	(	PUNCT
bracis-28349	267	5	2020	2020	NUM
bracis-28349	267	6	)	)	PUNCT
bracis-28349	267	7	fan	fan	PROPN
bracis-28349	267	8	,	,	PUNCT
bracis-28349	267	9	a.	a.	PROPN
bracis-28349	267	10	,	,	PUNCT
bracis-28349	267	11	lewis	lewis	PROPN
bracis-28349	267	12	,	,	PUNCT
bracis-28349	267	13	m.	m.	NOUN
bracis-28349	267	14	,	,	PUNCT
bracis-28349	267	15	dauphin	dauphin	PROPN
bracis-28349	267	16	,	,	PUNCT
bracis-28349	267	17	y.n	y.n	PROPN
bracis-28349	267	18	.	.	PROPN
bracis-28349	267	19	:	:	PUNCT
bracis-28349	268	1	hierarchical	hierarchical	ADJ
bracis-28349	268	2	neural	neural	ADJ
bracis-28349	268	3	story	story	NOUN
bracis-28349	268	4	generation	generation	NOUN
bracis-28349	268	5	.	.	PUNCT
bracis-28349	269	1	corr	corr	PROPN
bracis-28349	269	2	abs/1805.04833	abs/1805.04833	PROPN
bracis-28349	269	3	(	(	PUNCT
bracis-28349	269	4	2018	2018	NUM
bracis-28349	269	5	)	)	PUNCT
bracis-28349	269	6	.	.	PUNCT
bracis-28349	270	1	http://arxiv.org/abs/1805.04833	http://arxiv.org/abs/1805.04833	PROPN
bracis-28349	270	2	feijo	feijo	PROPN
bracis-28349	270	3	,	,	PUNCT
bracis-28349	270	4	d.	d.	PROPN
bracis-28349	270	5	,	,	PUNCT
bracis-28349	270	6	moreira	moreira	PROPN
bracis-28349	270	7	,	,	PUNCT
bracis-28349	270	8	v.	v.	ADV
bracis-28349	270	9	:	:	PUNCT
bracis-28349	270	10	summarizing	summarize	VERB
bracis-28349	270	11	legal	legal	ADJ
bracis-28349	270	12	rulings	ruling	NOUN
bracis-28349	270	13	:	:	PUNCT
bracis-28349	270	14	comparative	comparative	ADJ
bracis-28349	270	15	experiments	experiment	NOUN
bracis-28349	270	16	.	.	PUNCT
bracis-28349	271	1	in	in	ADP
bracis-28349	271	2	:	:	PUNCT
bracis-28349	271	3	proceedings	proceeding	NOUN
bracis-28349	271	4	of	of	ADP
bracis-28349	271	5	the	the	DET
bracis-28349	271	6	international	international	ADJ
bracis-28349	271	7	conference	conference	NOUN
bracis-28349	271	8	on	on	ADP
bracis-28349	271	9	recent	recent	ADJ
bracis-28349	271	10	advances	advance	NOUN
bracis-28349	271	11	in	in	ADP
bracis-28349	271	12	natural	natural	ADJ
bracis-28349	271	13	language	language	NOUN
bracis-28349	271	14	processing	processing	NOUN
bracis-28349	271	15	(	(	PUNCT
bracis-28349	271	16	ranlp	ranlp	PROPN
bracis-28349	271	17	2019	2019	NUM
bracis-28349	271	18	)	)	PUNCT
bracis-28349	271	19	,	,	PUNCT
bracis-28349	271	20	pp	pp	ADP
bracis-28349	271	21	.	.	PUNCT
bracis-28349	272	1	313–322	313–322	NUM
bracis-28349	272	2	(	(	PUNCT
bracis-28349	272	3	2019	2019	NUM
bracis-28349	272	4	)	)	PUNCT
bracis-28349	272	5	google	google	NOUN
bracis-28349	272	6	scholar	scholar	NOUN
bracis-28349	272	7	  	  	SPACE
bracis-28349	272	8	floridi	floridi	ADJ
bracis-28349	272	9	,	,	PUNCT
bracis-28349	272	10	l.	l.	PROPN
bracis-28349	272	11	,	,	PUNCT
bracis-28349	272	12	chiriatti	chiriatti	PROPN
bracis-28349	272	13	,	,	PUNCT
bracis-28349	272	14	m.	m.	NOUN
bracis-28349	272	15	:	:	PUNCT
bracis-28349	272	16	gpt-3	gpt-3	NUM
bracis-28349	272	17	:	:	PUNCT
bracis-28349	272	18	its	its	PRON
bracis-28349	272	19	nature	nature	NOUN
bracis-28349	272	20	,	,	PUNCT
bracis-28349	272	21	scope	scope	NOUN
bracis-28349	272	22	,	,	PUNCT
bracis-28349	272	23	limits	limit	NOUN
bracis-28349	272	24	,	,	PUNCT
bracis-28349	272	25	and	and	CCONJ
bracis-28349	272	26	consequences	consequence	NOUN
bracis-28349	272	27	.	.	PUNCT
bracis-28349	273	1	mind	mind	NOUN
bracis-28349	273	2	.	.	PUNCT
bracis-28349	274	1	mach	mach	NOUN
bracis-28349	274	2	.	.	PUNCT
bracis-28349	275	1	30(4	30(4	NUM
bracis-28349	275	2	)	)	PUNCT
bracis-28349	275	3	,	,	PUNCT
bracis-28349	275	4	681–694	681–694	NUM
bracis-28349	275	5	(	(	PUNCT
bracis-28349	275	6	2020	2020	NUM
bracis-28349	275	7	)	)	PUNCT
bracis-28349	275	8	article	article	NOUN
bracis-28349	275	9	  	  	SPACE
bracis-28349	275	10	google	google	PROPN
bracis-28349	275	11	scholar	scholar	NOUN
bracis-28349	275	12	  	  	SPACE
bracis-28349	275	13	guimarães	guimarães	NOUN
bracis-28349	275	14	,	,	PUNCT
bracis-28349	275	15	j.a.c	j.a.c	PROPN
bracis-28349	275	16	.	.	PROPN
bracis-28349	275	17	,	,	PUNCT
bracis-28349	275	18	santos	santos	PROPN
bracis-28349	275	19	,	,	PUNCT
bracis-28349	275	20	j.c.g	j.c.g	PROPN
bracis-28349	275	21	.	.	PUNCT
bracis-28349	275	22	:	:	PUNCT
bracis-28349	275	23	a	a	DET
bracis-28349	275	24	ementa	ementa	ADJ
bracis-28349	275	25	jurisprudencial	jurisprudencial	ADJ
bracis-28349	275	26	como	como	ADJ
bracis-28349	275	27	resumo	resumo	NOUN
bracis-28349	275	28	informativo	informativo	NOUN
bracis-28349	275	29	em	em	PRON
bracis-28349	275	30	um	um	INTJ
bracis-28349	275	31	domínio	domínio	PROPN
bracis-28349	275	32	especializado	especializado	PROPN
bracis-28349	275	33	:	:	PUNCT
bracis-28349	275	34	aspectos	aspectos	PROPN
bracis-28349	275	35	estruturais	estruturais	PROPN
bracis-28349	275	36	.	.	PUNCT
bracis-28349	276	1	braz	braz	PROPN
bracis-28349	276	2	.	.	PUNCT
bracis-28349	277	1	j.	j.	PROPN
bracis-28349	277	2	inf	inf	PROPN
bracis-28349	277	3	.	.	PUNCT
bracis-28349	278	1	sci	sci	PROPN
bracis-28349	278	2	.	.	PROPN
bracis-28349	278	3	10(3	10(3	NUM
bracis-28349	278	4	)	)	PUNCT
bracis-28349	278	5	,	,	PUNCT
bracis-28349	278	6	32–43	32–43	NUM
bracis-28349	278	7	(	(	PUNCT
bracis-28349	278	8	2016	2016	NUM
bracis-28349	278	9	)	)	PUNCT
bracis-28349	278	10	google	google	PROPN
bracis-28349	278	11	scholar	scholar	NOUN
bracis-28349	278	12	  	  	SPACE
bracis-28349	278	13	holtzman	holtzman	NOUN
bracis-28349	278	14	,	,	PUNCT
bracis-28349	278	15	a.	a.	NOUN
bracis-28349	278	16	,	,	PUNCT
bracis-28349	278	17	buys	buy	NOUN
bracis-28349	278	18	,	,	PUNCT
bracis-28349	278	19	j.	j.	PROPN
bracis-28349	278	20	,	,	PUNCT
bracis-28349	278	21	forbes	forbes	PROPN
bracis-28349	278	22	,	,	PUNCT
bracis-28349	278	23	m.	m.	NOUN
bracis-28349	278	24	,	,	PUNCT
bracis-28349	278	25	choi	choi	NOUN
bracis-28349	278	26	,	,	PUNCT
bracis-28349	278	27	y.	y.	NOUN
bracis-28349	278	28	:	:	PUNCT
bracis-28349	278	29	the	the	DET
bracis-28349	278	30	curious	curious	ADJ
bracis-28349	278	31	case	case	NOUN
bracis-28349	278	32	of	of	ADP
bracis-28349	278	33	neural	neural	ADJ
bracis-28349	278	34	text	text	NOUN
bracis-28349	278	35	degeneration	degeneration	NOUN
bracis-28349	278	36	.	.	PUNCT
bracis-28349	279	1	corr	corr	NOUN
bracis-28349	279	2	abs/1904.09751	abs/1904.09751	PROPN
bracis-28349	279	3	(	(	PUNCT
bracis-28349	279	4	2019	2019	NUM
bracis-28349	279	5	)	)	PUNCT
bracis-28349	279	6	.	.	PUNCT
bracis-28349	280	1	http://arxiv.org/abs/1904.09751	http://arxiv.org/abs/1904.09751	PROPN
bracis-28349	280	2	huang	huang	PROPN
bracis-28349	280	3	,	,	PUNCT
bracis-28349	280	4	y.	y.	PROPN
bracis-28349	280	5	,	,	PUNCT
bracis-28349	280	6	shen	shen	PROPN
bracis-28349	280	7	,	,	PUNCT
bracis-28349	280	8	x.	x.	PROPN
bracis-28349	280	9	,	,	PUNCT
bracis-28349	280	10	li	li	PROPN
bracis-28349	280	11	,	,	PUNCT
bracis-28349	280	12	c.	c.	PROPN
bracis-28349	280	13	,	,	PUNCT
bracis-28349	280	14	ge	ge	PROPN
bracis-28349	280	15	,	,	PUNCT
bracis-28349	280	16	j.	j.	PROPN
bracis-28349	280	17	,	,	PUNCT
bracis-28349	280	18	luo	luo	PROPN
bracis-28349	280	19	,	,	PUNCT
bracis-28349	280	20	b.	b.	NOUN
bracis-28349	280	21	:	:	PUNCT
bracis-28349	280	22	dependency	dependency	NOUN
bracis-28349	280	23	learning	learning	NOUN
bracis-28349	280	24	for	for	ADP
bracis-28349	280	25	legal	legal	ADJ
bracis-28349	280	26	judgment	judgment	NOUN
bracis-28349	280	27	prediction	prediction	NOUN
bracis-28349	280	28	with	with	ADP
bracis-28349	280	29	a	a	DET
bracis-28349	280	30	unified	unified	ADJ
bracis-28349	280	31	text	text	NOUN
bracis-28349	280	32	-	-	PUNCT
bracis-28349	280	33	to	to	ADP
bracis-28349	280	34	-	-	PUNCT
bracis-28349	280	35	text	text	NOUN
bracis-28349	280	36	transformer	transformer	NOUN
bracis-28349	280	37	.	.	PUNCT
bracis-28349	281	1	arxiv	arxiv	PROPN
bracis-28349	281	2	preprint	preprint	VERB
bracis-28349	281	3	arxiv:2112.06370	arxiv:2112.06370	NUM
bracis-28349	281	4	(	(	PUNCT
bracis-28349	281	5	2021	2021	NUM
bracis-28349	281	6	)	)	PUNCT
bracis-28349	282	1	ji	ji	PROPN
bracis-28349	282	2	,	,	PUNCT
bracis-28349	282	3	z.	z.	PROPN
bracis-28349	282	4	,	,	PUNCT
bracis-28349	282	5	et	et	PROPN
bracis-28349	282	6	al	al	PROPN
bracis-28349	282	7	.	.	PUNCT
bracis-28349	282	8	:	:	PUNCT
bracis-28349	283	1	survey	survey	NOUN
bracis-28349	283	2	of	of	ADP
bracis-28349	283	3	hallucination	hallucination	NOUN
bracis-28349	283	4	in	in	ADP
bracis-28349	283	5	natural	natural	ADJ
bracis-28349	283	6	language	language	NOUN
bracis-28349	283	7	generation	generation	NOUN
bracis-28349	283	8	.	.	PUNCT
bracis-28349	284	1	acm	acm	PROPN
bracis-28349	284	2	comput	comput	NOUN
bracis-28349	284	3	.	.	PUNCT
bracis-28349	285	1	surv	surv	NOUN
bracis-28349	285	2	.	.	PUNCT
bracis-28349	286	1	55(12	55(12	NUM
bracis-28349	286	2	)	)	PUNCT
bracis-28349	286	3	,	,	PUNCT
bracis-28349	286	4	1–38	1–38	PROPN
bracis-28349	286	5	(	(	PUNCT
bracis-28349	286	6	2022	2022	NUM
bracis-28349	286	7	)	)	PUNCT
bracis-28349	286	8	article	article	NOUN
bracis-28349	286	9	  	  	SPACE
bracis-28349	286	10	google	google	PROPN
bracis-28349	286	11	scholar	scholar	NOUN
bracis-28349	286	12	  	  	SPACE
bracis-28349	286	13	de	de	X
bracis-28349	286	14	justiça	justiça	PROPN
bracis-28349	286	15	cnj	cnj	PROPN
bracis-28349	286	16	,	,	PUNCT
bracis-28349	286	17	c.n	c.n	PROPN
bracis-28349	286	18	.	.	PROPN
bracis-28349	286	19	:	:	PUNCT
bracis-28349	286	20	conselho	conselho	PROPN
bracis-28349	286	21	nacional	nacional	PROPN
bracis-28349	286	22	de	de	PROPN
bracis-28349	286	23	justiça	justiça	PROPN
bracis-28349	286	24	justiça	justiça	PROPN
bracis-28349	286	25	em	em	PROPN
bracis-28349	286	26	números	números	PROPN
bracis-28349	286	27	(	(	PUNCT
bracis-28349	286	28	2023	2023	NUM
bracis-28349	286	29	)	)	PUNCT
bracis-28349	286	30	.	.	PUNCT
bracis-28349	287	1	https://www.cnj.jus.br/pesquisas-judiciarias/justica-em-numeros/.	https://www.cnj.jus.br/pesquisas-judiciarias/justica-em-numeros/.	PROPN
bracis-28349	287	2	accessed	access	VERB
bracis-28349	287	3	08	08	NUM
bracis-28349	287	4	may	may	PROPN
bracis-28349	287	5	2023	2023	NUM
bracis-28349	287	6	lima	lima	NOUN
bracis-28349	287	7	,	,	PUNCT
bracis-28349	287	8	j.p	j.p	PROPN
bracis-28349	287	9	.	.	PROPN
bracis-28349	287	10	,	,	PUNCT
bracis-28349	287	11	costa	costa	PROPN
bracis-28349	287	12	,	,	PUNCT
bracis-28349	287	13	j.a	j.a	PROPN
bracis-28349	287	14	.	.	PROPN
bracis-28349	287	15	,	,	PUNCT
bracis-28349	287	16	araújo	araújo	PROPN
bracis-28349	287	17	,	,	PUNCT
bracis-28349	287	18	d.c	d.c	PROPN
bracis-28349	287	19	.	.	PUNCT
bracis-28349	287	20	:	:	PUNCT
bracis-28349	288	1	comparison	comparison	NOUN
bracis-28349	288	2	of	of	ADP
bracis-28349	288	3	feature	feature	NOUN
bracis-28349	288	4	extraction	extraction	NOUN
bracis-28349	288	5	methods	method	NOUN
bracis-28349	288	6	for	for	ADP
bracis-28349	288	7	brazilian	brazilian	ADJ
bracis-28349	288	8	legal	legal	ADJ
bracis-28349	288	9	documents	document	NOUN
bracis-28349	288	10	clustering	cluster	VERB
bracis-28349	288	11	.	.	PUNCT
bracis-28349	289	1	in	in	ADP
bracis-28349	289	2	:	:	PUNCT
bracis-28349	289	3	2021	2021	NUM
bracis-28349	289	4	ieee	ieee	PROPN
bracis-28349	289	5	latin	latin	PROPN
bracis-28349	289	6	american	american	PROPN
bracis-28349	289	7	conference	conference	PROPN
bracis-28349	289	8	on	on	ADP
bracis-28349	289	9	computational	computational	ADJ
bracis-28349	289	10	intelligence	intelligence	NOUN
bracis-28349	289	11	(	(	PUNCT
bracis-28349	289	12	la	la	PROPN
bracis-28349	289	13	-	-	NOUN
bracis-28349	289	14	cci	cci	PROPN
bracis-28349	289	15	)	)	PUNCT
bracis-28349	289	16	,	,	PUNCT
bracis-28349	289	17	pp	pp	ADP
bracis-28349	289	18	.	.	PUNCT
bracis-28349	290	1	1–5	1–5	X
bracis-28349	290	2	.	.	X
bracis-28349	290	3	ieee	ieee	NOUN
bracis-28349	290	4	(	(	PUNCT
bracis-28349	290	5	2021	2021	NUM
bracis-28349	290	6	)	)	PUNCT
bracis-28349	290	7	google	google	NOUN
bracis-28349	290	8	scholar	scholar	NOUN
bracis-28349	290	9	  	  	SPACE
bracis-28349	290	10	mandal	mandal	NOUN
bracis-28349	290	11	,	,	PUNCT
bracis-28349	290	12	a.	a.	PROPN
bracis-28349	290	13	,	,	PUNCT
bracis-28349	290	14	ghosh	ghosh	PROPN
bracis-28349	290	15	,	,	PUNCT
bracis-28349	290	16	k.	k.	PROPN
bracis-28349	290	17	,	,	PUNCT
bracis-28349	290	18	ghosh	ghosh	PROPN
bracis-28349	290	19	,	,	PUNCT
bracis-28349	290	20	s.	s.	PROPN
bracis-28349	290	21	,	,	PUNCT
bracis-28349	290	22	mandal	mandal	PROPN
bracis-28349	290	23	,	,	PUNCT
bracis-28349	290	24	s.	s.	PROPN
bracis-28349	290	25	:	:	PUNCT
bracis-28349	290	26	unsupervised	unsupervised	ADJ
bracis-28349	290	27	approaches	approach	NOUN
bracis-28349	290	28	for	for	ADP
bracis-28349	290	29	measuring	measure	VERB
bracis-28349	290	30	textual	textual	ADJ
bracis-28349	290	31	similarity	similarity	NOUN
bracis-28349	290	32	between	between	ADP
bracis-28349	290	33	legal	legal	ADJ
bracis-28349	290	34	court	court	NOUN
bracis-28349	290	35	case	case	NOUN
bracis-28349	290	36	reports	report	VERB
bracis-28349	290	37	.	.	PUNCT
bracis-28349	291	1	artif	artif	INTJ
bracis-28349	291	2	.	.	PUNCT
bracis-28349	292	1	intell	intell	PROPN
bracis-28349	292	2	.	.	PUNCT
bracis-28349	293	1	law	law	NOUN
bracis-28349	293	2	29(3	29(3	NUM
bracis-28349	293	3	)	)	PUNCT
bracis-28349	293	4	,	,	PUNCT
bracis-28349	293	5	417–451	417–451	NUM
bracis-28349	293	6	(	(	PUNCT
bracis-28349	293	7	2021	2021	NUM
bracis-28349	293	8	)	)	PUNCT
bracis-28349	293	9	.	.	PUNCT
bracis-28349	294	1	https://doi.org/10.1007/s10506-020-09280-2	https://doi.org/10.1007/s10506-020-09280-2	X
bracis-28349	294	2	article	article	NOUN
bracis-28349	294	3	  	  	SPACE
bracis-28349	294	4	google	google	PROPN
bracis-28349	294	5	scholar	scholar	NOUN
bracis-28349	294	6	  	  	SPACE
bracis-28349	294	7	nogueira	nogueira	PROPN
bracis-28349	294	8	,	,	PUNCT
bracis-28349	294	9	r.	r.	PROPN
bracis-28349	294	10	,	,	PUNCT
bracis-28349	294	11	yang	yang	PROPN
bracis-28349	294	12	,	,	PUNCT
bracis-28349	294	13	w.	w.	PROPN
bracis-28349	294	14	,	,	PUNCT
bracis-28349	294	15	lin	lin	PROPN
bracis-28349	294	16	,	,	PUNCT
bracis-28349	294	17	j.	j.	PROPN
bracis-28349	294	18	,	,	PUNCT
bracis-28349	294	19	cho	cho	PROPN
bracis-28349	294	20	,	,	PUNCT
bracis-28349	294	21	k.	k.	PROPN
bracis-28349	294	22	:	:	PUNCT
bracis-28349	294	23	document	document	NOUN
bracis-28349	294	24	expansion	expansion	NOUN
bracis-28349	294	25	by	by	ADP
bracis-28349	294	26	query	query	NOUN
bracis-28349	294	27	prediction	prediction	NOUN
bracis-28349	294	28	.	.	PUNCT
bracis-28349	295	1	arxiv	arxiv	PROPN
bracis-28349	295	2	preprint	preprint	VERB
bracis-28349	295	3	arxiv:1904.08375	arxiv:1904.08375	NOUN
bracis-28349	295	4	(	(	PUNCT
bracis-28349	295	5	2019	2019	NUM
bracis-28349	295	6	)	)	PUNCT
bracis-28349	295	7	pedroso	pedroso	NOUN
bracis-28349	295	8	,	,	PUNCT
bracis-28349	295	9	d.d.s.c	d.d.s.c	PROPN
bracis-28349	295	10	.	.	PROPN
bracis-28349	295	11	,	,	PUNCT
bracis-28349	295	12	ladeira	ladeira	PROPN
bracis-28349	295	13	,	,	PUNCT
bracis-28349	295	14	m.	m.	NOUN
bracis-28349	295	15	,	,	PUNCT
bracis-28349	295	16	de	de	PROPN
bracis-28349	295	17	paulo	paulo	PROPN
bracis-28349	295	18	faleiros	faleiros	PROPN
bracis-28349	295	19	,	,	PUNCT
bracis-28349	295	20	t.	t.	PROPN
bracis-28349	295	21	:	:	PUNCT
bracis-28349	295	22	does	do	AUX
bracis-28349	295	23	semantic	semantic	ADJ
bracis-28349	295	24	search	search	NOUN
bracis-28349	295	25	performs	perform	VERB
bracis-28349	295	26	better	well	ADJ
bracis-28349	295	27	than	than	ADP
bracis-28349	295	28	lexical	lexical	ADJ
bracis-28349	295	29	search	search	NOUN
bracis-28349	295	30	in	in	ADP
bracis-28349	295	31	the	the	DET
bracis-28349	295	32	task	task	NOUN
bracis-28349	295	33	of	of	ADP
bracis-28349	295	34	assisting	assist	VERB
bracis-28349	295	35	legal	legal	ADJ
bracis-28349	295	36	opinion	opinion	NOUN
bracis-28349	295	37	writing	writing	NOUN
bracis-28349	295	38	?	?	PUNCT
bracis-28349	296	1	in	in	ADP
bracis-28349	296	2	:	:	PUNCT
bracis-28349	296	3	2019	2019	NUM
bracis-28349	296	4	18th	18th	ADJ
bracis-28349	296	5	ieee	ieee	NOUN
bracis-28349	296	6	international	international	ADJ
bracis-28349	296	7	conference	conference	NOUN
bracis-28349	296	8	on	on	ADP
bracis-28349	296	9	machine	machine	NOUN
bracis-28349	296	10	learning	learning	NOUN
bracis-28349	296	11	and	and	CCONJ
bracis-28349	296	12	applications	application	NOUN
bracis-28349	296	13	(	(	PUNCT
bracis-28349	296	14	icmla	icmla	NOUN
bracis-28349	296	15	)	)	PUNCT
bracis-28349	296	16	,	,	PUNCT
bracis-28349	296	17	pp	pp	ADP
bracis-28349	296	18	.	.	PUNCT
bracis-28349	297	1	680–685	680–685	NUM
bracis-28349	297	2	.	.	PUNCT
bracis-28349	298	1	ieee	ieee	NOUN
bracis-28349	298	2	(	(	PUNCT
bracis-28349	298	3	2019	2019	NUM
bracis-28349	298	4	)	)	PUNCT
bracis-28349	298	5	google	google	NOUN
bracis-28349	298	6	scholar	scholar	NOUN
bracis-28349	298	7	  	  	SPACE
bracis-28349	298	8	peric	peric	NOUN
bracis-28349	298	9	,	,	PUNCT
bracis-28349	298	10	l.	l.	PROPN
bracis-28349	298	11	,	,	PUNCT
bracis-28349	298	12	mijic	mijic	NOUN
bracis-28349	298	13	,	,	PUNCT
bracis-28349	298	14	s.	s.	PROPN
bracis-28349	298	15	,	,	PUNCT
bracis-28349	298	16	stammbach	stammbach	PROPN
bracis-28349	298	17	,	,	PUNCT
bracis-28349	298	18	d.	d.	PROPN
bracis-28349	298	19	,	,	PUNCT
bracis-28349	298	20	ash	ash	PROPN
bracis-28349	298	21	,	,	PUNCT
bracis-28349	298	22	e.	e.	NOUN
bracis-28349	298	23	:	:	PUNCT
bracis-28349	298	24	legal	legal	ADJ
bracis-28349	298	25	language	language	NOUN
bracis-28349	298	26	modeling	modeling	NOUN
bracis-28349	298	27	with	with	ADP
bracis-28349	298	28	transformers	transformer	NOUN
bracis-28349	298	29	.	.	PUNCT
bracis-28349	299	1	in	in	ADP
bracis-28349	299	2	:	:	PUNCT
bracis-28349	299	3	proceedings	proceeding	NOUN
bracis-28349	299	4	of	of	ADP
bracis-28349	299	5	the	the	DET
bracis-28349	299	6	fourth	fourth	ADJ
bracis-28349	299	7	workshop	workshop	NOUN
bracis-28349	299	8	on	on	ADP
bracis-28349	299	9	automated	automate	VERB
bracis-28349	299	10	semantic	semantic	ADJ
bracis-28349	299	11	analysis	analysis	NOUN
bracis-28349	299	12	of	of	ADP
bracis-28349	299	13	information	information	NOUN
bracis-28349	299	14	in	in	ADP
bracis-28349	299	15	legal	legal	ADJ
bracis-28349	299	16	text	text	NOUN
bracis-28349	299	17	(	(	PUNCT
bracis-28349	299	18	asail	asail	NOUN
bracis-28349	299	19	2020	2020	NUM
bracis-28349	299	20	)	)	PUNCT
bracis-28349	299	21	held	hold	VERB
bracis-28349	299	22	online	online	ADV
bracis-28349	299	23	in	in	ADP
bracis-28349	299	24	conjunction	conjunction	NOUN
bracis-28349	299	25	with	with	ADP
bracis-28349	299	26	33rd	33rd	ADJ
bracis-28349	299	27	international	international	ADJ
bracis-28349	299	28	conference	conference	NOUN
bracis-28349	299	29	on	on	ADP
bracis-28349	299	30	legal	legal	ADJ
bracis-28349	299	31	knowledge	knowledge	NOUN
bracis-28349	299	32	and	and	CCONJ
bracis-28349	299	33	information	information	NOUN
bracis-28349	299	34	systems	system	NOUN
bracis-28349	299	35	(	(	PUNCT
bracis-28349	299	36	jurix	jurix	NOUN
bracis-28349	299	37	2020	2020	NUM
bracis-28349	299	38	)	)	PUNCT
bracis-28349	299	39	9	9	NUM
bracis-28349	299	40	december	december	NOUN
bracis-28349	299	41	2020	2020	NUM
bracis-28349	299	42	,	,	PUNCT
bracis-28349	299	43	vol	vol	NOUN
bracis-28349	299	44	.	.	PROPN
bracis-28349	299	45	2764	2764	NUM
bracis-28349	299	46	.	.	PUNCT
bracis-28349	300	1	ceur	ceur	PROPN
bracis-28349	300	2	-	-	PUNCT
bracis-28349	300	3	ws	ws	PROPN
bracis-28349	300	4	(	(	PUNCT
bracis-28349	300	5	2020	2020	NUM
bracis-28349	300	6	)	)	PUNCT
bracis-28349	300	7	google	google	NOUN
bracis-28349	300	8	scholar	scholar	NOUN
bracis-28349	300	9	  	  	SPACE
bracis-28349	300	10	post	post	NOUN
bracis-28349	300	11	,	,	PUNCT
bracis-28349	300	12	m.	m.	NOUN
bracis-28349	300	13	:	:	PUNCT
bracis-28349	300	14	a	a	DET
bracis-28349	300	15	call	call	NOUN
bracis-28349	300	16	for	for	ADP
bracis-28349	300	17	clarity	clarity	NOUN
bracis-28349	300	18	in	in	ADP
bracis-28349	300	19	reporting	report	VERB
bracis-28349	300	20	bleu	bleu	NOUN
bracis-28349	300	21	scores	score	NOUN
bracis-28349	300	22	.	.	PUNCT
bracis-28349	301	1	arxiv	arxiv	PROPN
bracis-28349	301	2	preprint	preprint	VERB
bracis-28349	301	3	arxiv:1804.08771	arxiv:1804.08771	ADJ
bracis-28349	301	4	(	(	PUNCT
bracis-28349	301	5	2018	2018	NUM
bracis-28349	301	6	)	)	PUNCT
bracis-28349	301	7	pradeep	pradeep	PROPN
bracis-28349	301	8	,	,	PUNCT
bracis-28349	301	9	r.	r.	PROPN
bracis-28349	301	10	,	,	PUNCT
bracis-28349	301	11	et	et	PROPN
bracis-28349	301	12	al	al	PROPN
bracis-28349	301	13	.	.	PUNCT
bracis-28349	301	14	:	:	PUNCT
bracis-28349	302	1	h2oloo	h2oloo	NOUN
bracis-28349	302	2	at	at	ADP
bracis-28349	302	3	trec	trec	PROPN
bracis-28349	302	4	2020	2020	NUM
bracis-28349	302	5	:	:	PUNCT
bracis-28349	302	6	when	when	SCONJ
bracis-28349	302	7	all	all	PRON
bracis-28349	302	8	you	you	PRON
bracis-28349	302	9	got	get	VERB
bracis-28349	302	10	is	be	AUX
bracis-28349	302	11	a	a	DET
bracis-28349	302	12	hammer	hammer	NOUN
bracis-28349	302	13	...	...	PUNCT
bracis-28349	302	14	deep	deep	ADJ
bracis-28349	302	15	learning	learning	NOUN
bracis-28349	302	16	,	,	PUNCT
bracis-28349	302	17	health	health	NOUN
bracis-28349	302	18	misinformation	misinformation	NOUN
bracis-28349	302	19	,	,	PUNCT
bracis-28349	302	20	and	and	CCONJ
bracis-28349	302	21	precision	precision	NOUN
bracis-28349	302	22	medicine	medicine	NOUN
bracis-28349	302	23	.	.	PUNCT
bracis-28349	303	1	corpus	corpus	PROPN
bracis-28349	303	2	5(d3	5(d3	NUM
bracis-28349	303	3	)	)	PUNCT
bracis-28349	303	4	,	,	PUNCT
bracis-28349	303	5	d2	d2	PROPN
bracis-28349	303	6	(	(	PUNCT
bracis-28349	303	7	2020	2020	NUM
bracis-28349	303	8	)	)	PUNCT
bracis-28349	303	9	google	google	PROPN
bracis-28349	303	10	scholar	scholar	NOUN
bracis-28349	303	11	  	  	SPACE
bracis-28349	303	12	radford	radford	PROPN
bracis-28349	303	13	,	,	PUNCT
bracis-28349	303	14	a.	a.	PROPN
bracis-28349	303	15	,	,	PUNCT
bracis-28349	303	16	wu	wu	PROPN
bracis-28349	303	17	,	,	PUNCT
bracis-28349	303	18	j.	j.	PROPN
bracis-28349	303	19	,	,	PUNCT
bracis-28349	303	20	child	child	NOUN
bracis-28349	303	21	,	,	PUNCT
bracis-28349	303	22	r.	r.	PROPN
bracis-28349	303	23	,	,	PUNCT
bracis-28349	303	24	luan	luan	PROPN
bracis-28349	303	25	,	,	PUNCT
bracis-28349	303	26	d.	d.	PROPN
bracis-28349	303	27	,	,	PUNCT
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bracis-28349	303	29	,	,	PUNCT
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bracis-28349	303	31	,	,	PUNCT
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bracis-28349	303	33	,	,	PUNCT
bracis-28349	303	34	i.	i.	PROPN
bracis-28349	303	35	,	,	PUNCT
bracis-28349	303	36	et	et	PROPN
bracis-28349	303	37	al	al	PROPN
bracis-28349	303	38	.	.	PUNCT
bracis-28349	303	39	:	:	PUNCT
bracis-28349	304	1	language	language	NOUN
bracis-28349	304	2	models	model	NOUN
bracis-28349	304	3	are	be	AUX
bracis-28349	304	4	unsupervised	unsupervised	ADJ
bracis-28349	304	5	multitask	multitask	ADJ
bracis-28349	304	6	learners	learner	NOUN
bracis-28349	304	7	.	.	PUNCT
bracis-28349	305	1	openai	openai	PROPN
bracis-28349	305	2	blog	blog	NOUN
bracis-28349	305	3	1(8	1(8	NUM
bracis-28349	305	4	)	)	PUNCT
bracis-28349	305	5	,	,	PUNCT
bracis-28349	305	6	9	9	NUM
bracis-28349	305	7	(	(	PUNCT
bracis-28349	305	8	2019	2019	NUM
bracis-28349	305	9	)	)	PUNCT
bracis-28349	305	10	google	google	NOUN
bracis-28349	305	11	scholar	scholar	NOUN
bracis-28349	305	12	  	  	SPACE
bracis-28349	305	13	raffel	raffel	NOUN
bracis-28349	305	14	,	,	PUNCT
bracis-28349	305	15	c.	c.	PROPN
bracis-28349	305	16	,	,	PUNCT
bracis-28349	305	17	et	et	PROPN
bracis-28349	305	18	al	al	PROPN
bracis-28349	305	19	.	.	PROPN
bracis-28349	305	20	:	:	PUNCT
bracis-28349	306	1	exploring	explore	VERB
bracis-28349	306	2	the	the	DET
bracis-28349	306	3	limits	limit	NOUN
bracis-28349	306	4	of	of	ADP
bracis-28349	306	5	transfer	transfer	NOUN
bracis-28349	306	6	learning	learn	VERB
bracis-28349	306	7	with	with	ADP
bracis-28349	306	8	a	a	DET
bracis-28349	306	9	unified	unified	ADJ
bracis-28349	306	10	text	text	NOUN
bracis-28349	306	11	-	-	PUNCT
bracis-28349	306	12	to	to	ADP
bracis-28349	306	13	-	-	PUNCT
bracis-28349	306	14	text	text	NOUN
bracis-28349	306	15	transformer	transformer	NOUN
bracis-28349	306	16	.	.	PUNCT
bracis-28349	307	1	j.	j.	PROPN
bracis-28349	307	2	mach	mach	PROPN
bracis-28349	307	3	.	.	PUNCT
bracis-28349	308	1	learn	learn	VERB
bracis-28349	308	2	.	.	PUNCT
bracis-28349	309	1	res	re	NOUN
bracis-28349	309	2	.	.	PROPN
bracis-28349	310	1	21(140	21(140	NUM
bracis-28349	310	2	)	)	PUNCT
bracis-28349	311	1	,	,	PUNCT
bracis-28349	311	2	1–67	1–67	PROPN
bracis-28349	311	3	(	(	PUNCT
bracis-28349	311	4	2020	2020	NUM
bracis-28349	311	5	)	)	PUNCT
bracis-28349	311	6	mathscinet	mathscinet	NOUN
bracis-28349	311	7	  	  	SPACE
bracis-28349	311	8	google	google	PROPN
bracis-28349	311	9	scholar	scholar	NOUN
bracis-28349	311	10	  	  	SPACE
bracis-28349	311	11	robertson	robertson	PROPN
bracis-28349	311	12	,	,	PUNCT
bracis-28349	311	13	s.e	s.e	PROPN
bracis-28349	311	14	.	.	PROPN
bracis-28349	311	15	,	,	PUNCT
bracis-28349	311	16	walker	walker	PROPN
bracis-28349	311	17	,	,	PUNCT
bracis-28349	311	18	s.	s.	PROPN
bracis-28349	311	19	:	:	PUNCT
bracis-28349	311	20	okapi	okapi	PROPN
bracis-28349	311	21	/	/	SYM
bracis-28349	311	22	keenbow	keenbow	NOUN
bracis-28349	311	23	at	at	ADP
bracis-28349	311	24	trec-8	trec-8	PROPN
bracis-28349	311	25	.	.	PUNCT
bracis-28349	312	1	in	in	ADP
bracis-28349	312	2	:	:	PUNCT
bracis-28349	312	3	trec	trec	PROPN
bracis-28349	312	4	,	,	PUNCT
bracis-28349	312	5	vol	vol	NOUN
bracis-28349	312	6	.	.	PROPN
bracis-28349	312	7	8	8	NUM
bracis-28349	312	8	,	,	PUNCT
bracis-28349	312	9	pp	pp	ADJ
bracis-28349	312	10	.	.	PUNCT
bracis-28349	313	1	151–162	151–162	NUM
bracis-28349	313	2	.	.	PUNCT
bracis-28349	314	1	citeseer	citeseer	NOUN
bracis-28349	314	2	(	(	PUNCT
bracis-28349	314	3	1999	1999	NUM
bracis-28349	314	4	)	)	PUNCT
bracis-28349	314	5	google	google	PROPN
bracis-28349	314	6	scholar	scholar	NOUN
bracis-28349	314	7	  	  	SPACE
bracis-28349	314	8	rosa	rosa	PROPN
bracis-28349	314	9	,	,	PUNCT
bracis-28349	314	10	g.m	g.m	PROPN
bracis-28349	314	11	.	.	PROPN
bracis-28349	314	12	,	,	PUNCT
bracis-28349	314	13	bonifacio	bonifacio	PROPN
bracis-28349	314	14	,	,	PUNCT
bracis-28349	314	15	l.h	l.h	PROPN
bracis-28349	314	16	.	.	PROPN
bracis-28349	314	17	,	,	PUNCT
bracis-28349	314	18	de	de	PROPN
bracis-28349	314	19	souza	souza	PROPN
bracis-28349	314	20	,	,	PUNCT
bracis-28349	314	21	l.r	l.r	PROPN
bracis-28349	314	22	.	.	PROPN
bracis-28349	314	23	,	,	PUNCT
bracis-28349	314	24	lotufo	lotufo	PROPN
bracis-28349	314	25	,	,	PUNCT
bracis-28349	314	26	r.	r.	PROPN
bracis-28349	314	27	,	,	PUNCT
bracis-28349	314	28	nogueira	nogueira	PROPN
bracis-28349	314	29	,	,	PUNCT
bracis-28349	314	30	r.	r.	PROPN
bracis-28349	314	31	:	:	PUNCT
bracis-28349	314	32	a	a	DET
bracis-28349	314	33	cost	cost	NOUN
bracis-28349	314	34	-	-	PUNCT
bracis-28349	314	35	benefit	benefit	NOUN
bracis-28349	314	36	analysis	analysis	NOUN
bracis-28349	314	37	of	of	ADP
bracis-28349	314	38	cross	cross	ADJ
bracis-28349	314	39	-	-	ADJ
bracis-28349	314	40	lingual	lingual	ADJ
bracis-28349	314	41	transfer	transfer	NOUN
bracis-28349	314	42	methods	method	NOUN
bracis-28349	314	43	.	.	PUNCT
bracis-28349	315	1	arxiv	arxiv	PROPN
bracis-28349	315	2	preprint	preprint	VERB
bracis-28349	315	3	arxiv:2105.06813	arxiv:2105.06813	PROPN
bracis-28349	315	4	(	(	PUNCT
bracis-28349	315	5	2021	2021	NUM
bracis-28349	315	6	)	)	PUNCT
bracis-28349	316	1	rosa	rosa	PROPN
bracis-28349	316	2	,	,	PUNCT
bracis-28349	316	3	g.m	g.m	PROPN
bracis-28349	316	4	.	.	PROPN
bracis-28349	316	5	,	,	PUNCT
bracis-28349	316	6	rodrigues	rodrigues	PROPN
bracis-28349	316	7	,	,	PUNCT
bracis-28349	316	8	r.c	r.c	PROPN
bracis-28349	316	9	.	.	PROPN
bracis-28349	316	10	,	,	PUNCT
bracis-28349	316	11	lotufo	lotufo	PROPN
bracis-28349	316	12	,	,	PUNCT
bracis-28349	316	13	r.	r.	PROPN
bracis-28349	316	14	,	,	PUNCT
bracis-28349	316	15	nogueira	nogueira	PROPN
bracis-28349	316	16	,	,	PUNCT
bracis-28349	316	17	r.	r.	PROPN
bracis-28349	316	18	:	:	PUNCT
bracis-28349	317	1	yes	yes	INTJ
bracis-28349	317	2	,	,	PUNCT
bracis-28349	317	3	bm25	bm25	PROPN
bracis-28349	317	4	is	be	AUX
bracis-28349	317	5	a	a	DET
bracis-28349	317	6	strong	strong	ADJ
bracis-28349	317	7	baseline	baseline	NOUN
bracis-28349	317	8	for	for	ADP
bracis-28349	317	9	legal	legal	ADJ
bracis-28349	317	10	case	case	NOUN
bracis-28349	317	11	retrieval	retrieval	NOUN
bracis-28349	317	12	.	.	PUNCT
bracis-28349	318	1	arxiv	arxiv	PROPN
bracis-28349	318	2	preprint	preprint	VERB
bracis-28349	318	3	arxiv:2105.05686	arxiv:2105.05686	NOUN
bracis-28349	318	4	(	(	PUNCT
bracis-28349	318	5	2021	2021	NUM
bracis-28349	318	6	)	)	PUNCT
bracis-28349	318	7	russell	russell	PROPN
bracis-28349	318	8	-	-	PUNCT
bracis-28349	318	9	rose	rise	VERB
bracis-28349	318	10	,	,	PUNCT
bracis-28349	318	11	t.	t.	NOUN
bracis-28349	318	12	,	,	PUNCT
bracis-28349	318	13	chamberlain	chamberlain	PROPN
bracis-28349	318	14	,	,	PUNCT
bracis-28349	318	15	j.	j.	PROPN
bracis-28349	318	16	,	,	PUNCT
bracis-28349	318	17	azzopardi	azzopardi	PROPN
bracis-28349	318	18	,	,	PUNCT
bracis-28349	318	19	l.	l.	PROPN
bracis-28349	318	20	:	:	PUNCT
bracis-28349	318	21	information	information	NOUN
bracis-28349	318	22	retrieval	retrieval	NOUN
bracis-28349	318	23	in	in	ADP
bracis-28349	318	24	the	the	DET
bracis-28349	318	25	workplace	workplace	NOUN
bracis-28349	318	26	:	:	PUNCT
bracis-28349	318	27	a	a	DET
bracis-28349	318	28	comparison	comparison	NOUN
bracis-28349	318	29	of	of	ADP
bracis-28349	318	30	professional	professional	ADJ
bracis-28349	318	31	search	search	NOUN
bracis-28349	318	32	practices	practice	NOUN
bracis-28349	318	33	.	.	PUNCT
bracis-28349	319	1	inf	inf	PROPN
bracis-28349	319	2	.	.	PROPN
bracis-28349	319	3	process	process	NOUN
bracis-28349	319	4	.	.	PUNCT
bracis-28349	320	1	manag	manag	PROPN
bracis-28349	320	2	.	.	PUNCT
bracis-28349	321	1	54(6	54(6	NUM
bracis-28349	321	2	)	)	PUNCT
bracis-28349	321	3	,	,	PUNCT
bracis-28349	321	4	1042–1057	1042–1057	NUM
bracis-28349	321	5	(	(	PUNCT
bracis-28349	321	6	2018	2018	NUM
bracis-28349	321	7	)	)	PUNCT
bracis-28349	321	8	article	article	NOUN
bracis-28349	321	9	  	  	SPACE
bracis-28349	321	10	google	google	PROPN
bracis-28349	321	11	scholar	scholar	NOUN
bracis-28349	321	12	  	  	SPACE
bracis-28349	321	13	scao	scao	NOUN
bracis-28349	321	14	,	,	PUNCT
bracis-28349	321	15	t.l	t.l	PROPN
bracis-28349	321	16	.	.	PROPN
bracis-28349	321	17	,	,	PUNCT
bracis-28349	321	18	et	et	PROPN
bracis-28349	321	19	al	al	PROPN
bracis-28349	321	20	.	.	PROPN
bracis-28349	321	21	:	:	PUNCT
bracis-28349	322	1	bloom	bloom	NOUN
bracis-28349	322	2	:	:	PUNCT
bracis-28349	322	3	a	a	DET
bracis-28349	322	4	176b	176b	ADJ
bracis-28349	322	5	-	-	PUNCT
bracis-28349	322	6	parameter	parameter	NOUN
bracis-28349	322	7	open	open	ADJ
bracis-28349	322	8	-	-	PUNCT
bracis-28349	322	9	access	access	NOUN
bracis-28349	322	10	multilingual	multilingual	ADJ
bracis-28349	322	11	language	language	NOUN
bracis-28349	322	12	model	model	NOUN
bracis-28349	322	13	.	.	PUNCT
bracis-28349	323	1	arxiv	arxiv	PROPN
bracis-28349	323	2	preprint	preprint	VERB
bracis-28349	323	3	arxiv:2211.05100	arxiv:2211.05100	NOUN
bracis-28349	323	4	(	(	PUNCT
bracis-28349	323	5	2022	2022	NUM
bracis-28349	323	6	)	)	PUNCT
bracis-28349	323	7	souza	souza	PROPN
bracis-28349	323	8	,	,	PUNCT
bracis-28349	323	9	e.	e.	PROPN
bracis-28349	323	10	,	,	PUNCT
bracis-28349	323	11	et	et	PROPN
bracis-28349	323	12	al	al	PROPN
bracis-28349	323	13	.	.	PROPN
bracis-28349	323	14	:	:	PUNCT
bracis-28349	324	1	assessing	assess	VERB
bracis-28349	324	2	the	the	DET
bracis-28349	324	3	impact	impact	NOUN
bracis-28349	324	4	of	of	ADP
bracis-28349	324	5	stemming	stem	VERB
bracis-28349	324	6	algorithms	algorithm	NOUN
bracis-28349	324	7	applied	apply	VERB
bracis-28349	324	8	to	to	ADP
bracis-28349	324	9	brazilian	brazilian	ADJ
bracis-28349	324	10	legislative	legislative	ADJ
bracis-28349	324	11	documents	document	NOUN
bracis-28349	324	12	retrieval	retrieval	NOUN
bracis-28349	324	13	.	.	PUNCT
bracis-28349	325	1	in	in	ADP
bracis-28349	325	2	:	:	PUNCT
bracis-28349	325	3	anais	anais	PROPN
bracis-28349	325	4	do	do	AUX
bracis-28349	325	5	xiii	xiii	PROPN
bracis-28349	325	6	simpósio	simpósio	VERB
bracis-28349	325	7	brasileiro	brasileiro	PROPN
bracis-28349	325	8	de	de	X
bracis-28349	325	9	tecnologia	tecnologia	PROPN
bracis-28349	325	10	da	da	PROPN
bracis-28349	325	11	informação	informação	PROPN
bracis-28349	325	12	e	e	PROPN
bracis-28349	325	13	da	da	PROPN
bracis-28349	325	14	linguagem	linguagem	PROPN
bracis-28349	325	15	humana	humana	PROPN
bracis-28349	325	16	,	,	PUNCT
bracis-28349	325	17	pp	pp	X
bracis-28349	325	18	.	.	PUNCT
bracis-28349	326	1	227–236	227–236	NUM
bracis-28349	326	2	.	.	PUNCT
bracis-28349	326	3	sbc	sbc	NOUN
bracis-28349	326	4	(	(	PUNCT
bracis-28349	326	5	2021	2021	NUM
bracis-28349	326	6	)	)	PUNCT
bracis-28349	326	7	google	google	NOUN
bracis-28349	326	8	scholar	scholar	NOUN
bracis-28349	326	9	  	  	SPACE
bracis-28349	326	10	souza	souza	PROPN
bracis-28349	326	11	,	,	PUNCT
bracis-28349	326	12	f.	f.	PROPN
bracis-28349	326	13	,	,	PUNCT
bracis-28349	326	14	nogueira	nogueira	PROPN
bracis-28349	326	15	,	,	PUNCT
bracis-28349	326	16	r.	r.	PROPN
bracis-28349	326	17	,	,	PUNCT
bracis-28349	326	18	lotufo	lotufo	PROPN
bracis-28349	326	19	,	,	PUNCT
bracis-28349	326	20	r.	r.	PROPN
bracis-28349	326	21	:	:	PUNCT
bracis-28349	326	22	bertimbau	bertimbau	PROPN
bracis-28349	326	23	:	:	PUNCT
bracis-28349	326	24	pretrained	pretraine	VERB
bracis-28349	326	25	bert	bert	NOUN
bracis-28349	326	26	models	model	NOUN
bracis-28349	326	27	for	for	ADP
bracis-28349	326	28	brazilian	brazilian	ADJ
bracis-28349	326	29	portuguese	portuguese	NOUN
bracis-28349	326	30	.	.	PUNCT
bracis-28349	327	1	in	in	ADP
bracis-28349	327	2	:	:	PUNCT
bracis-28349	327	3	cerri	cerri	PROPN
bracis-28349	327	4	,	,	PUNCT
bracis-28349	327	5	r.	r.	PROPN
bracis-28349	327	6	,	,	PUNCT
bracis-28349	327	7	prati	prati	PROPN
bracis-28349	327	8	,	,	PUNCT
bracis-28349	327	9	r.c	r.c	PROPN
bracis-28349	327	10	.	.	PROPN
bracis-28349	327	11	(	(	PUNCT
bracis-28349	327	12	eds	ed	NOUN
bracis-28349	327	13	.	.	PUNCT
bracis-28349	327	14	)	)	PUNCT
bracis-28349	327	15	bracis	bracis	PROPN
bracis-28349	327	16	2020	2020	NUM
bracis-28349	327	17	.	.	PUNCT
bracis-28349	328	1	lncs	lncs	PROPN
bracis-28349	328	2	(	(	PUNCT
bracis-28349	328	3	lnai	lnai	ADJ
bracis-28349	328	4	)	)	PUNCT
bracis-28349	328	5	,	,	PUNCT
bracis-28349	328	6	vol	vol	NOUN
bracis-28349	328	7	.	.	PUNCT
bracis-28349	328	8	12319	12319	NUM
bracis-28349	328	9	,	,	PUNCT
bracis-28349	328	10	pp	pp	ADP
bracis-28349	328	11	.	.	PUNCT
bracis-28349	329	1	403–417	403–417	NUM
bracis-28349	329	2	.	.	PUNCT
bracis-28349	329	3	springer	springer	NOUN
bracis-28349	329	4	,	,	PUNCT
bracis-28349	329	5	cham	cham	PROPN
bracis-28349	329	6	(	(	PUNCT
bracis-28349	329	7	2020	2020	NUM
bracis-28349	329	8	)	)	PUNCT
bracis-28349	329	9	.	.	PUNCT
bracis-28349	330	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-28349	330	2	chapter	chapter	NOUN
bracis-28349	330	3	  	  	SPACE
bracis-28349	330	4	google	google	PROPN
bracis-28349	330	5	scholar	scholar	NOUN
bracis-28349	330	6	  	  	SPACE
bracis-28349	330	7	su	su	PROPN
bracis-28349	330	8	,	,	PUNCT
bracis-28349	330	9	y.	y.	PROPN
bracis-28349	330	10	,	,	PUNCT
bracis-28349	330	11	lan	lan	PROPN
bracis-28349	330	12	,	,	PUNCT
bracis-28349	330	13	t.	t.	PROPN
bracis-28349	330	14	,	,	PUNCT
bracis-28349	330	15	wang	wang	PROPN
bracis-28349	330	16	,	,	PUNCT
bracis-28349	330	17	y.	y.	PROPN
bracis-28349	330	18	,	,	PUNCT
bracis-28349	330	19	yogatama	yogatama	PROPN
bracis-28349	330	20	,	,	PUNCT
bracis-28349	330	21	d.	d.	PROPN
bracis-28349	330	22	,	,	PUNCT
bracis-28349	330	23	kong	kong	PROPN
bracis-28349	330	24	,	,	PUNCT
bracis-28349	330	25	l.	l.	PROPN
bracis-28349	330	26	,	,	PUNCT
bracis-28349	330	27	collier	collier	NOUN
bracis-28349	330	28	,	,	PUNCT
bracis-28349	330	29	n.	n.	NOUN
bracis-28349	330	30	:	:	PUNCT
bracis-28349	330	31	a	a	DET
bracis-28349	330	32	contrastive	contrastive	ADJ
bracis-28349	330	33	framework	framework	NOUN
bracis-28349	330	34	for	for	ADP
bracis-28349	330	35	neural	neural	ADJ
bracis-28349	330	36	text	text	NOUN
bracis-28349	330	37	generation	generation	NOUN
bracis-28349	330	38	.	.	PUNCT
bracis-28349	331	1	arxiv	arxiv	PROPN
bracis-28349	331	2	preprint	preprint	NOUN
bracis-28349	331	3	arxiv:2202.06417	arxiv:2202.06417	NUM
bracis-28349	331	4	(	(	PUNCT
bracis-28349	331	5	2022	2022	NUM
bracis-28349	331	6	)	)	PUNCT
bracis-28349	331	7	vaswani	vaswani	NOUN
bracis-28349	331	8	,	,	PUNCT
bracis-28349	331	9	a.	a.	NOUN
bracis-28349	331	10	,	,	PUNCT
bracis-28349	331	11	et	et	PROPN
bracis-28349	331	12	al	al	PROPN
bracis-28349	331	13	.	.	PUNCT
bracis-28349	331	14	:	:	PUNCT
bracis-28349	332	1	attention	attention	NOUN
bracis-28349	332	2	is	be	AUX
bracis-28349	332	3	all	all	PRON
bracis-28349	332	4	you	you	PRON
bracis-28349	332	5	need	need	VERB
bracis-28349	332	6	.	.	PUNCT
bracis-28349	333	1	in	in	ADP
bracis-28349	333	2	:	:	PUNCT
bracis-28349	333	3	advances	advance	NOUN
bracis-28349	333	4	in	in	ADP
bracis-28349	333	5	neural	neural	ADJ
bracis-28349	333	6	information	information	NOUN
bracis-28349	333	7	processing	processing	NOUN
bracis-28349	333	8	systems	system	NOUN
bracis-28349	333	9	,	,	PUNCT
bracis-28349	333	10	vol	vol	NOUN
bracis-28349	333	11	.	.	PROPN
bracis-28349	333	12	30	30	NUM
bracis-28349	333	13	(	(	PUNCT
bracis-28349	333	14	2017	2017	NUM
bracis-28349	333	15	)	)	PUNCT
bracis-28349	333	16	google	google	PROPN
bracis-28349	333	17	scholar	scholar	NOUN
bracis-28349	333	18	  	  	SPACE
bracis-28349	333	19	wagner	wagner	NOUN
bracis-28349	333	20	filho	filho	PROPN
bracis-28349	333	21	,	,	PUNCT
bracis-28349	333	22	j.a	j.a	PROPN
bracis-28349	333	23	.	.	PROPN
bracis-28349	333	24	,	,	PUNCT
bracis-28349	333	25	wilkens	wilkens	PROPN
bracis-28349	333	26	,	,	PUNCT
bracis-28349	333	27	r.	r.	PROPN
bracis-28349	333	28	,	,	PUNCT
bracis-28349	333	29	idiart	idiart	NOUN
bracis-28349	333	30	,	,	PUNCT
bracis-28349	333	31	m.	m.	NOUN
bracis-28349	333	32	,	,	PUNCT
bracis-28349	333	33	villavicencio	villavicencio	NOUN
bracis-28349	333	34	,	,	PUNCT
bracis-28349	333	35	a.	a.	NOUN
bracis-28349	333	36	:	:	PUNCT
bracis-28349	333	37	the	the	DET
bracis-28349	333	38	brwac	brwac	PROPN
bracis-28349	333	39	corpus	corpus	PROPN
bracis-28349	333	40	:	:	PUNCT
bracis-28349	333	41	a	a	DET
bracis-28349	333	42	new	new	ADJ
bracis-28349	333	43	open	open	ADJ
bracis-28349	333	44	resource	resource	NOUN
bracis-28349	333	45	for	for	ADP
bracis-28349	333	46	brazilian	brazilian	ADJ
bracis-28349	333	47	portuguese	portuguese	NOUN
bracis-28349	333	48	.	.	PUNCT
bracis-28349	334	1	in	in	ADP
bracis-28349	334	2	:	:	PUNCT
bracis-28349	334	3	proceedings	proceeding	NOUN
bracis-28349	334	4	of	of	ADP
bracis-28349	334	5	the	the	DET
bracis-28349	334	6	eleventh	eleventh	ADJ
bracis-28349	334	7	international	international	ADJ
bracis-28349	334	8	conference	conference	NOUN
bracis-28349	334	9	on	on	ADP
bracis-28349	334	10	language	language	NOUN
bracis-28349	334	11	resources	resource	NOUN
bracis-28349	334	12	and	and	CCONJ
bracis-28349	334	13	evaluation	evaluation	NOUN
bracis-28349	334	14	(	(	PUNCT
bracis-28349	334	15	lrec	lrec	PROPN
bracis-28349	334	16	2018	2018	NUM
bracis-28349	334	17	)	)	PUNCT
bracis-28349	334	18	(	(	PUNCT
bracis-28349	334	19	2018	2018	NUM
bracis-28349	334	20	)	)	PUNCT
bracis-28349	334	21	google	google	PROPN
bracis-28349	334	22	scholar	scholar	NOUN
bracis-28349	334	23	  	  	SPACE
bracis-28349	334	24	xue	xue	PROPN
bracis-28349	334	25	,	,	PUNCT
bracis-28349	334	26	l.	l.	PROPN
bracis-28349	334	27	,	,	PUNCT
bracis-28349	334	28	et	et	PROPN
bracis-28349	334	29	al	al	PROPN
bracis-28349	334	30	.	.	PUNCT
bracis-28349	334	31	:	:	PUNCT
bracis-28349	335	1	mt5	mt5	ADJ
bracis-28349	335	2	:	:	PUNCT
bracis-28349	335	3	a	a	DET
bracis-28349	335	4	massively	massively	ADV
bracis-28349	335	5	multilingual	multilingual	ADJ
bracis-28349	335	6	pre	pre	ADJ
bracis-28349	335	7	-	-	ADJ
bracis-28349	335	8	trained	train	VERB
bracis-28349	335	9	text	text	NOUN
bracis-28349	335	10	-	-	PUNCT
bracis-28349	335	11	to	to	ADP
bracis-28349	335	12	-	-	PUNCT
bracis-28349	335	13	text	text	NOUN
bracis-28349	335	14	transformer	transformer	NOUN
bracis-28349	335	15	.	.	PUNCT
bracis-28349	336	1	arxiv	arxiv	PROPN
bracis-28349	336	2	preprint	preprint	VERB
bracis-28349	336	3	arxiv:2010.11934	arxiv:2010.11934	NOUN
bracis-28349	336	4	(	(	PUNCT
bracis-28349	336	5	2020	2020	NUM
bracis-28349	336	6	)	)	PUNCT
bracis-28349	336	7	yoon	yoon	PROPN
bracis-28349	336	8	,	,	PUNCT
bracis-28349	336	9	j.	j.	PROPN
bracis-28349	336	10	,	,	PUNCT
bracis-28349	336	11	junaid	junaid	PROPN
bracis-28349	336	12	,	,	PUNCT
bracis-28349	336	13	m.	m.	NOUN
bracis-28349	336	14	,	,	PUNCT
bracis-28349	336	15	ali	ali	PROPN
bracis-28349	336	16	,	,	PUNCT
bracis-28349	336	17	s.	s.	PROPN
bracis-28349	336	18	,	,	PUNCT
bracis-28349	336	19	lee	lee	PROPN
bracis-28349	336	20	,	,	PUNCT
bracis-28349	336	21	j.	j.	PROPN
bracis-28349	336	22	:	:	PUNCT
bracis-28349	336	23	abstractive	abstractive	ADJ
bracis-28349	336	24	summarization	summarization	NOUN
bracis-28349	336	25	of	of	ADP
bracis-28349	336	26	korean	korean	ADJ
bracis-28349	336	27	legal	legal	ADJ
bracis-28349	336	28	cases	case	NOUN
bracis-28349	336	29	using	use	VERB
bracis-28349	336	30	pre	pre	ADJ
bracis-28349	336	31	-	-	ADJ
bracis-28349	336	32	trained	train	VERB
bracis-28349	336	33	language	language	NOUN
bracis-28349	336	34	models	model	NOUN
bracis-28349	336	35	.	.	PUNCT
bracis-28349	337	1	in	in	ADP
bracis-28349	337	2	:	:	PUNCT
bracis-28349	337	3	2022	2022	NUM
bracis-28349	337	4	16th	16th	ADJ
bracis-28349	337	5	international	international	ADJ
bracis-28349	337	6	conference	conference	NOUN
bracis-28349	337	7	on	on	ADP
bracis-28349	337	8	ubiquitous	ubiquitous	ADJ
bracis-28349	337	9	information	information	NOUN
bracis-28349	337	10	management	management	NOUN
bracis-28349	337	11	and	and	CCONJ
bracis-28349	337	12	communication	communication	NOUN
bracis-28349	337	13	(	(	PUNCT
bracis-28349	337	14	imcom	imcom	PROPN
bracis-28349	337	15	)	)	PUNCT
bracis-28349	337	16	,	,	PUNCT
bracis-28349	337	17	pp	pp	PROPN
bracis-28349	337	18	.	.	PUNCT
bracis-28349	338	1	1–7	1–7	X
bracis-28349	338	2	.	.	PUNCT
bracis-28349	338	3	ieee	ieee	NOUN
bracis-28349	338	4	(	(	PUNCT
bracis-28349	338	5	2022	2022	NUM
bracis-28349	338	6	)	)	PUNCT
bracis-28349	338	7	google	google	PROPN
bracis-28349	338	8	scholar	scholar	NOUN
bracis-28349	338	9	  	  	SPACE
bracis-28349	338	10	zhang	zhang	PROPN
bracis-28349	338	11	,	,	PUNCT
bracis-28349	338	12	s.	s.	PROPN
bracis-28349	338	13	,	,	PUNCT
bracis-28349	338	14	et	et	PROPN
bracis-28349	338	15	al	al	PROPN
bracis-28349	338	16	.	.	PROPN
bracis-28349	338	17	:	:	PUNCT
bracis-28349	339	1	opt	opt	PROPN
bracis-28349	339	2	:	:	PUNCT
bracis-28349	339	3	open	open	ADJ
bracis-28349	339	4	pre	pre	ADJ
bracis-28349	339	5	-	-	ADJ
bracis-28349	339	6	trained	train	VERB
bracis-28349	339	7	transformer	transformer	NOUN
bracis-28349	339	8	language	language	NOUN
bracis-28349	339	9	models	model	NOUN
bracis-28349	339	10	.	.	PUNCT
bracis-28349	340	1	arxiv	arxiv	PROPN
bracis-28349	340	2	preprint	preprint	NOUN
bracis-28349	340	3	arxiv:2205.01068	arxiv:2205.01068	PROPN
bracis-28349	340	4	(	(	PUNCT
bracis-28349	340	5	2022	2022	NUM
bracis-28349	340	6	)	)	PUNCT
bracis-28349	340	7	download	download	NOUN
bracis-28349	340	8	references	reference	NOUN
bracis-28349	340	9	acknowledgement	acknowledgement	NOUN
bracis-28349	340	10	this	this	DET
bracis-28349	340	11	study	study	NOUN
bracis-28349	340	12	was	be	AUX
bracis-28349	340	13	supported	support	VERB
bracis-28349	340	14	by	by	ADP
bracis-28349	340	15	the	the	DET
bracis-28349	340	16	coordenação	coordenação	PROPN
bracis-28349	340	17	de	de	PROPN
bracis-28349	340	18	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28349	340	19	de	de	X
bracis-28349	340	20	pessoal	pessoal	PROPN
bracis-28349	340	21	de	de	PROPN
bracis-28349	340	22	nível	nível	PROPN
bracis-28349	340	23	superior	superior	PROPN
bracis-28349	340	24	brazil	brazil	PROPN
bracis-28349	340	25	(	(	PUNCT
bracis-28349	340	26	capes	cape	NOUN
bracis-28349	340	27	)	)	PUNCT
bracis-28349	340	28	finance	finance	NOUN
bracis-28349	340	29	code	code	NOUN
bracis-28349	340	30	001	001	NUM
bracis-28349	340	31	.	.	PUNCT
bracis-28349	341	1	we	we	PRON
bracis-28349	341	2	thank	thank	VERB
bracis-28349	341	3	cemeai	cemeai	NOUN
bracis-28349	341	4	for	for	ADP
bracis-28349	341	5	granting	grant	VERB
bracis-28349	341	6	access	access	NOUN
bracis-28349	341	7	to	to	ADP
bracis-28349	341	8	the	the	DET
bracis-28349	341	9	euler	euler	NOUN
bracis-28349	341	10	cluster	cluster	NOUN
bracis-28349	341	11	for	for	ADP
bracis-28349	341	12	the	the	DET
bracis-28349	341	13	experiments	experiment	NOUN
bracis-28349	341	14	.	.	PUNCT
bracis-28349	342	1	also	also	ADV
bracis-28349	342	2	,	,	PUNCT
bracis-28349	342	3	this	this	DET
bracis-28349	342	4	work	work	NOUN
bracis-28349	342	5	is	be	AUX
bracis-28349	342	6	partially	partially	ADV
bracis-28349	342	7	funded	fund	VERB
bracis-28349	342	8	by	by	ADP
bracis-28349	342	9	fundação	fundação	PROPN
bracis-28349	342	10	de	de	X
bracis-28349	342	11	amparo	amparo	PROPN
bracis-28349	342	12	à	à	X
bracis-28349	342	13	pesquisa	pesquisa	PROPN
bracis-28349	342	14	do	do	AUX
bracis-28349	342	15	estado	estado	PROPN
bracis-28349	342	16	de	de	PROPN
bracis-28349	342	17	são	são	PROPN
bracis-28349	342	18	paulo	paulo	PROPN
bracis-28349	342	19	(	(	PUNCT
bracis-28349	342	20	fapesp	fapesp	NOUN
bracis-28349	342	21	)	)	PUNCT
bracis-28349	342	22	,	,	PUNCT
bracis-28349	342	23	grant	grant	NOUN
bracis-28349	342	24	2022/01640	2022/01640	NUM
bracis-28349	342	25	-	-	SYM
bracis-28349	342	26	2	2	NUM
bracis-28349	342	27	.	.	PUNCT
bracis-28349	343	1	we	we	PRON
bracis-28349	343	2	would	would	AUX
bracis-28349	343	3	like	like	VERB
bracis-28349	343	4	also	also	ADV
bracis-28349	343	5	to	to	PART
bracis-28349	343	6	thank	thank	VERB
bracis-28349	343	7	inct	inct	PROPN
bracis-28349	343	8	(	(	PUNCT
bracis-28349	343	9	capes	cape	NOUN
bracis-28349	343	10	concessão	concessão	NOUN
bracis-28349	343	11	88887.136349/2017	88887.136349/2017	NOUN
bracis-28349	343	12	-	-	SYM
bracis-28349	343	13	00	00	NUM
bracis-28349	343	14	,	,	PUNCT
bracis-28349	343	15	cnpq	cnpq	NOUN
bracis-28349	343	16	465755/2014	465755/2014	NUM
bracis-28349	343	17	-	-	SYM
bracis-28349	343	18	3	3	NUM
bracis-28349	343	19	and	and	CCONJ
bracis-28349	343	20	fapesp	fapesp	ADJ
bracis-28349	343	21	2014/50851	2014/50851	NUM
bracis-28349	343	22	-	-	SYM
bracis-28349	343	23	0	0	NUM
bracis-28349	343	24	)	)	PUNCT
bracis-28349	343	25	for	for	ADP
bracis-28349	343	26	the	the	DET
bracis-28349	343	27	support	support	NOUN
bracis-28349	343	28	.	.	PUNCT
bracis-28349	344	1	author	author	NOUN
bracis-28349	344	2	information	information	NOUN
bracis-28349	344	3	authors	author	NOUN
bracis-28349	344	4	and	and	CCONJ
bracis-28349	344	5	affiliations	affiliation	NOUN
bracis-28349	344	6	universidade	universidade	PROPN
bracis-28349	344	7	de	de	PROPN
bracis-28349	344	8	são	são	PROPN
bracis-28349	344	9	paulo	paulo	PROPN
bracis-28349	344	10	icmc	icmc	PROPN
bracis-28349	344	11	,	,	PUNCT
bracis-28349	344	12	são	são	PROPN
bracis-28349	344	13	paulo	paulo	PROPN
bracis-28349	344	14	,	,	PUNCT
bracis-28349	344	15	brazil	brazil	PROPN
bracis-28349	344	16	kenzo	kenzo	PROPN
bracis-28349	344	17	sakiyama	sakiyama	PROPN
bracis-28349	344	18	,	,	PUNCT
bracis-28349	344	19	 	 	SPACE
bracis-28349	344	20	raphael	raphael	PROPN
bracis-28349	344	21	montanari	montanari	PROPN
bracis-28349	344	22	,	,	PUNCT
bracis-28349	344	23	 	 	SPACE
bracis-28349	344	24	roseval	roseval	NOUN
bracis-28349	344	25	malaquias	malaquia	NOUN
bracis-28349	344	26	junior	junior	PROPN
bracis-28349	344	27	 	 	SPACE
bracis-28349	344	28	&	&	CCONJ
bracis-28349	344	29	 	 	SPACE
bracis-28349	344	30	roseli	roseli	PROPN
bracis-28349	344	31	a.	a.	PROPN
bracis-28349	344	32	f.	f.	PROPN
bracis-28349	344	33	romero	romero	PROPN
bracis-28349	344	34	universidade	universidade	PROPN
bracis-28349	344	35	de	de	PROPN
bracis-28349	344	36	campinas	campinas	PROPN
bracis-28349	344	37	neuralmind	neuralmind	PROPN
bracis-28349	344	38	,	,	PUNCT
bracis-28349	344	39	campinas	campinas	PROPN
bracis-28349	344	40	,	,	PUNCT
bracis-28349	344	41	brazil	brazil	PROPN
bracis-28349	344	42	rodrigo	rodrigo	PROPN
bracis-28349	344	43	nogueira	nogueira	PROPN
bracis-28349	344	44	authors	authors	PROPN
bracis-28349	344	45	kenzo	kenzo	PROPN
bracis-28349	344	46	sakiyamaview	sakiyamaview	PROPN
bracis-28349	344	47	author	author	NOUN
bracis-28349	344	48	publications	publication	NOUN
bracis-28349	344	49	search	search	NOUN
bracis-28349	344	50	author	author	NOUN
bracis-28349	344	51	on	on	ADP
bracis-28349	344	52	:	:	PUNCT
bracis-28349	344	53	pubmed	pubmed	PROPN
bracis-28349	344	54	 	 	SPACE
bracis-28349	344	55	google	google	PROPN
bracis-28349	344	56	scholar	scholar	NOUN
bracis-28349	344	57	raphael	raphael	PROPN
bracis-28349	344	58	montanariview	montanariview	VERB
bracis-28349	344	59	author	author	NOUN
bracis-28349	344	60	publications	publication	NOUN
bracis-28349	344	61	search	search	NOUN
bracis-28349	344	62	author	author	NOUN
bracis-28349	344	63	on	on	ADP
bracis-28349	344	64	:	:	PUNCT
bracis-28349	344	65	pubmed	pubmed	PROPN
bracis-28349	344	66	 	 	SPACE
bracis-28349	344	67	google	google	PROPN
bracis-28349	344	68	scholar	scholar	NOUN
bracis-28349	344	69	roseval	roseval	NOUN
bracis-28349	344	70	malaquias	malaquia	NOUN
bracis-28349	344	71	juniorview	juniorview	VERB
bracis-28349	344	72	author	author	NOUN
bracis-28349	344	73	publications	publication	NOUN
bracis-28349	344	74	search	search	NOUN
bracis-28349	344	75	author	author	NOUN
bracis-28349	344	76	on	on	ADP
bracis-28349	344	77	:	:	PUNCT
bracis-28349	344	78	pubmed	pubmed	PROPN
bracis-28349	344	79	 	 	SPACE
bracis-28349	344	80	google	google	PROPN
bracis-28349	344	81	scholar	scholar	PROPN
bracis-28349	344	82	rodrigo	rodrigo	PROPN
bracis-28349	344	83	nogueiraview	nogueiraview	PROPN
bracis-28349	344	84	author	author	NOUN
bracis-28349	344	85	publications	publication	VERB
bracis-28349	344	86	search	search	NOUN
bracis-28349	344	87	author	author	NOUN
bracis-28349	344	88	on	on	ADP
bracis-28349	344	89	:	:	PUNCT
bracis-28349	344	90	pubmed	pubmed	PROPN
bracis-28349	344	91	 	 	SPACE
bracis-28349	344	92	google	google	PROPN
bracis-28349	344	93	scholar	scholar	NOUN
bracis-28349	344	94	roseli	roseli	PROPN
bracis-28349	344	95	a.	a.	PROPN
bracis-28349	344	96	f.	f.	PROPN
bracis-28349	344	97	romeroview	romeroview	PROPN
bracis-28349	344	98	author	author	NOUN
bracis-28349	344	99	publications	publication	NOUN
bracis-28349	344	100	search	search	NOUN
bracis-28349	344	101	author	author	NOUN
bracis-28349	344	102	on	on	ADP
bracis-28349	344	103	:	:	PUNCT
bracis-28349	344	104	pubmed	pubmed	PROPN
bracis-28349	344	105	 	 	SPACE
bracis-28349	344	106	google	google	PROPN
bracis-28349	344	107	scholar	scholar	NOUN
bracis-28349	344	108	corresponding	correspond	VERB
bracis-28349	344	109	author	author	NOUN
bracis-28349	344	110	correspondence	correspondence	NOUN
bracis-28349	344	111	to	to	ADP
bracis-28349	344	112	kenzo	kenzo	PROPN
bracis-28349	344	113	sakiyama	sakiyama	PROPN
bracis-28349	344	114	.	.	PUNCT
bracis-28349	345	1	editor	editor	NOUN
bracis-28349	345	2	information	information	NOUN
bracis-28349	345	3	editors	editor	NOUN
bracis-28349	345	4	and	and	CCONJ
bracis-28349	345	5	affiliations	affiliation	NOUN
bracis-28349	345	6	federal	federal	PROPN
bracis-28349	345	7	university	university	PROPN
bracis-28349	345	8	of	of	ADP
bracis-28349	345	9	são	são	PROPN
bracis-28349	345	10	carlos	carlos	PROPN
bracis-28349	345	11	,	,	PUNCT
bracis-28349	345	12	são	são	PROPN
bracis-28349	345	13	carlos	carlos	PROPN
bracis-28349	345	14	,	,	PUNCT
bracis-28349	345	15	brazil	brazil	PROPN
bracis-28349	345	16	murilo	murilo	PROPN
bracis-28349	345	17	c.	c.	PROPN
bracis-28349	345	18	naldi	naldi	PROPN
bracis-28349	345	19	centro	centro	PROPN
bracis-28349	345	20	universitario	universitario	PROPN
bracis-28349	345	21	da	da	PROPN
bracis-28349	345	22	fei	fei	PROPN
bracis-28349	345	23	,	,	PUNCT
bracis-28349	345	24	são	são	PROPN
bracis-28349	345	25	bernardo	bernardo	PROPN
bracis-28349	345	26	do	do	AUX
bracis-28349	345	27	campo	campo	PROPN
bracis-28349	345	28	,	,	PUNCT
bracis-28349	345	29	brazil	brazil	PROPN
bracis-28349	345	30	reinaldo	reinaldo	PROPN
bracis-28349	345	31	a.	a.	PROPN
bracis-28349	345	32	c.	c.	PROPN
bracis-28349	345	33	bianchi	bianchi	PROPN
bracis-28349	345	34	rights	right	NOUN
bracis-28349	345	35	and	and	CCONJ
bracis-28349	345	36	permissions	permission	NOUN
bracis-28349	345	37	reprints	reprint	NOUN
bracis-28349	345	38	and	and	CCONJ
bracis-28349	345	39	permissions	permission	VERB
bracis-28349	345	40	copyright	copyright	NOUN
bracis-28349	345	41	information	information	NOUN
bracis-28349	345	42	©	©	ADP
bracis-28349	345	43	2023	2023	NUM
bracis-28349	345	44	the	the	DET
bracis-28349	345	45	author(s	author(s	NOUN
bracis-28349	345	46	)	)	PUNCT
bracis-28349	345	47	,	,	PUNCT
bracis-28349	345	48	under	under	ADP
bracis-28349	345	49	exclusive	exclusive	ADJ
bracis-28349	345	50	license	license	NOUN
bracis-28349	345	51	to	to	ADP
bracis-28349	345	52	springer	springer	NOUN
bracis-28349	345	53	nature	nature	PROPN
bracis-28349	345	54	switzerland	switzerland	PROPN
bracis-28349	345	55	ag	ag	PROPN
bracis-28349	345	56	about	about	ADP
bracis-28349	345	57	this	this	DET
bracis-28349	345	58	paper	paper	NOUN
bracis-28349	345	59	cite	cite	VERB
bracis-28349	345	60	this	this	DET
bracis-28349	345	61	paper	paper	NOUN
bracis-28349	345	62	sakiyama	sakiyama	NOUN
bracis-28349	345	63	,	,	PUNCT
bracis-28349	345	64	k.	k.	PROPN
bracis-28349	345	65	,	,	PUNCT
bracis-28349	345	66	montanari	montanari	PROPN
bracis-28349	345	67	,	,	PUNCT
bracis-28349	345	68	r.	r.	PROPN
bracis-28349	345	69	,	,	PUNCT
bracis-28349	345	70	malaquias	malaquia	NOUN
bracis-28349	345	71	junior	junior	PROPN
bracis-28349	345	72	,	,	PUNCT
bracis-28349	345	73	r.	r.	PROPN
bracis-28349	345	74	,	,	PUNCT
bracis-28349	345	75	nogueira	nogueira	PROPN
bracis-28349	345	76	,	,	PUNCT
bracis-28349	345	77	r.	r.	PROPN
bracis-28349	345	78	,	,	PUNCT
bracis-28349	345	79	romero	romero	PROPN
bracis-28349	345	80	,	,	PUNCT
bracis-28349	345	81	r.a.f	r.a.f	NOUN
bracis-28349	345	82	.	.	PUNCT
bracis-28349	346	1	(	(	PUNCT
bracis-28349	346	2	2023	2023	NUM
bracis-28349	346	3	)	)	PUNCT
bracis-28349	346	4	.	.	PUNCT
bracis-28349	347	1	exploring	explore	VERB
bracis-28349	347	2	text	text	NOUN
bracis-28349	347	3	decoding	decode	VERB
bracis-28349	347	4	methods	method	NOUN
bracis-28349	347	5	for	for	ADP
bracis-28349	347	6	 	 	SPACE
bracis-28349	347	7	portuguese	portuguese	ADJ
bracis-28349	347	8	legal	legal	ADJ
bracis-28349	347	9	text	text	NOUN
bracis-28349	347	10	generation	generation	NOUN
bracis-28349	347	11	.	.	PUNCT
bracis-28349	348	1	in	in	ADP
bracis-28349	348	2	:	:	PUNCT
bracis-28349	348	3	naldi	naldi	PROPN
bracis-28349	348	4	,	,	PUNCT
bracis-28349	348	5	m.c	m.c	PROPN
bracis-28349	348	6	.	.	PROPN
bracis-28349	348	7	,	,	PUNCT
bracis-28349	348	8	bianchi	bianchi	PROPN
bracis-28349	348	9	,	,	PUNCT
bracis-28349	348	10	r.a.c	r.a.c	ADP
bracis-28349	348	11	.	.	PUNCT
bracis-28349	348	12	(	(	PUNCT
bracis-28349	348	13	eds	ed	NOUN
bracis-28349	348	14	)	)	PUNCT
bracis-28349	348	15	intelligent	intelligent	ADJ
bracis-28349	348	16	systems	system	NOUN
bracis-28349	348	17	.	.	PUNCT
bracis-28349	349	1	bracis	bracis	PROPN
bracis-28349	349	2	2023	2023	NUM
bracis-28349	349	3	.	.	PUNCT
bracis-28349	350	1	lecture	lecture	NOUN
bracis-28349	350	2	notes	note	NOUN
bracis-28349	350	3	in	in	ADP
bracis-28349	350	4	computer	computer	NOUN
bracis-28349	350	5	science	science	NOUN
bracis-28349	350	6	(	(	PUNCT
bracis-28349	350	7	)	)	PUNCT
bracis-28349	350	8	,	,	PUNCT
bracis-28349	350	9	vol	vol	NOUN
bracis-28349	350	10	14195	14195	NUM
bracis-28349	350	11	.	.	PUNCT
bracis-28349	351	1	springer	springer	NOUN
bracis-28349	351	2	,	,	PUNCT
bracis-28349	351	3	cham	cham	PROPN
bracis-28349	351	4	.	.	PUNCT
bracis-28349	352	1	https://doi.org/10.1007/978-3-031-45368-7_5	https://doi.org/10.1007/978-3-031-45368-7_5	PRON
bracis-28349	352	2	download	download	NOUN
bracis-28349	352	3	citation	citation	NOUN
bracis-28349	352	4	.ris	.ris	PUNCT
bracis-28349	352	5	.enw	.enw	PROPN
bracis-28349	352	6	.bib	.bib	PUNCT
bracis-28349	353	1	doi	doi	PROPN
bracis-28349	353	2	:	:	PUNCT
bracis-28349	353	3	https://doi.org/10.1007/978-3-031-45368-7_5	https://doi.org/10.1007/978-3-031-45368-7_5	NUM
bracis-28349	353	4	published	publish	VERB
bracis-28349	353	5	:	:	PUNCT
bracis-28349	353	6	12	12	NUM
bracis-28349	353	7	october	october	PROPN
bracis-28349	353	8	2023	2023	NUM
bracis-28349	353	9	publisher	publisher	NOUN
bracis-28349	353	10	name	name	NOUN
bracis-28349	353	11	:	:	PUNCT
bracis-28349	353	12	springer	springer	NOUN
bracis-28349	353	13	,	,	PUNCT
bracis-28349	353	14	cham	cham	PROPN
bracis-28349	353	15	print	print	PROPN
bracis-28349	353	16	isbn	isbn	PROPN
bracis-28349	353	17	:	:	PUNCT
bracis-28349	353	18	978	978	NUM
bracis-28349	353	19	-	-	SYM
bracis-28349	353	20	3	3	NUM
bracis-28349	353	21	-	-	PUNCT
bracis-28349	353	22	031	031	NUM
bracis-28349	353	23	-	-	PUNCT
bracis-28349	353	24	45367	45367	NUM
bracis-28349	353	25	-	-	PUNCT
bracis-28349	353	26	0	0	NUM
bracis-28349	353	27	online	online	ADJ
bracis-28349	353	28	isbn	isbn	NOUN
bracis-28349	353	29	:	:	PUNCT
bracis-28349	353	30	978	978	NUM
bracis-28349	353	31	-	-	SYM
bracis-28349	353	32	3	3	NUM
bracis-28349	353	33	-	-	PUNCT
bracis-28349	353	34	031	031	NUM
bracis-28349	353	35	-	-	PUNCT
bracis-28349	353	36	45368	45368	NUM
bracis-28349	353	37	-	-	PUNCT
bracis-28349	353	38	7	7	NUM
bracis-28349	353	39	ebook	ebook	NOUN
bracis-28349	353	40	packages	package	NOUN
bracis-28349	353	41	:	:	PUNCT
bracis-28349	353	42	computer	computer	NOUN
bracis-28349	353	43	sciencecomputer	sciencecomputer	NOUN
bracis-28349	353	44	science	science	NOUN
bracis-28349	353	45	(	(	PUNCT
bracis-28349	353	46	r0	r0	NOUN
bracis-28349	353	47	)	)	PUNCT
bracis-28349	353	48	share	share	VERB
bracis-28349	353	49	this	this	DET
bracis-28349	353	50	paper	paper	NOUN
bracis-28349	353	51	anyone	anyone	PRON
bracis-28349	353	52	you	you	PRON
bracis-28349	353	53	share	share	VERB
bracis-28349	353	54	the	the	DET
bracis-28349	353	55	following	follow	VERB
bracis-28349	353	56	link	link	NOUN
bracis-28349	353	57	with	with	ADP
bracis-28349	353	58	will	will	AUX
bracis-28349	353	59	be	be	AUX
bracis-28349	353	60	able	able	ADJ
bracis-28349	353	61	to	to	PART
bracis-28349	353	62	read	read	VERB
bracis-28349	353	63	this	this	DET
bracis-28349	353	64	content	content	NOUN
bracis-28349	353	65	:	:	PUNCT
bracis-28349	353	66	get	get	VERB
bracis-28349	353	67	shareable	shareable	ADJ
bracis-28349	353	68	linksorry	linksorry	NOUN
bracis-28349	353	69	,	,	PUNCT
bracis-28349	353	70	a	a	DET
bracis-28349	353	71	shareable	shareable	ADJ
bracis-28349	353	72	link	link	NOUN
bracis-28349	353	73	is	be	AUX
bracis-28349	353	74	not	not	PART
bracis-28349	353	75	currently	currently	ADV
bracis-28349	353	76	available	available	ADJ
bracis-28349	353	77	for	for	ADP
bracis-28349	353	78	this	this	DET
bracis-28349	353	79	article	article	NOUN
bracis-28349	353	80	.	.	PUNCT
bracis-28349	354	1	copy	copy	VERB
bracis-28349	354	2	shareable	shareable	ADJ
bracis-28349	354	3	link	link	NOUN
bracis-28349	354	4	to	to	PART
bracis-28349	354	5	clipboard	clipboard	NOUN
bracis-28349	354	6	provided	provide	VERB
bracis-28349	354	7	by	by	ADP
bracis-28349	354	8	the	the	DET
bracis-28349	354	9	springer	springer	NOUN
bracis-28349	354	10	nature	nature	PROPN
bracis-28349	354	11	sharedit	sharedit	PROPN
bracis-28349	354	12	content	content	NOUN
bracis-28349	354	13	-	-	PUNCT
bracis-28349	354	14	sharing	share	VERB
bracis-28349	354	15	initiative	initiative	NOUN
bracis-28349	354	16	keywords	keyword	NOUN
bracis-28349	354	17	text	text	NOUN
bracis-28349	354	18	generation	generation	NOUN
bracis-28349	354	19	information	information	NOUN
bracis-28349	354	20	retrieval	retrieval	NOUN
bracis-28349	354	21	legal	legal	ADJ
bracis-28349	354	22	texts	text	NOUN
bracis-28349	354	23	publish	publish	VERB
bracis-28349	354	24	with	with	ADP
bracis-28349	354	25	us	us	PROPN
bracis-28349	354	26	policies	policy	NOUN
bracis-28349	354	27	and	and	CCONJ
bracis-28349	354	28	ethics	ethic	NOUN
bracis-28349	354	29	search	search	NOUN
bracis-28349	354	30	search	search	NOUN
bracis-28349	354	31	by	by	ADP
bracis-28349	354	32	keyword	keyword	NOUN
bracis-28349	354	33	or	or	CCONJ
bracis-28349	354	34	author	author	NOUN
bracis-28349	354	35	search	search	NOUN
bracis-28349	354	36	navigation	navigation	NOUN
bracis-28349	354	37	find	find	VERB
bracis-28349	354	38	a	a	DET
bracis-28349	354	39	journal	journal	NOUN
bracis-28349	354	40	publish	publish	VERB
bracis-28349	354	41	with	with	ADP
bracis-28349	354	42	us	we	PRON
bracis-28349	354	43	track	track	VERB
bracis-28349	354	44	your	your	PRON
bracis-28349	354	45	research	research	NOUN
bracis-28349	354	46	discover	discover	VERB
bracis-28349	354	47	content	content	NOUN
bracis-28349	354	48	journals	journal	NOUN
bracis-28349	354	49	a	a	DET
bracis-28349	354	50	-	-	PUNCT
bracis-28349	354	51	z	z	NOUN
bracis-28349	354	52	books	book	NOUN
bracis-28349	354	53	a	a	DET
bracis-28349	354	54	-	-	PUNCT
bracis-28349	354	55	z	z	NOUN
bracis-28349	354	56	publish	publish	NOUN
bracis-28349	354	57	with	with	ADP
bracis-28349	354	58	us	us	PROPN
bracis-28349	354	59	journal	journal	PROPN
bracis-28349	354	60	finder	finder	PROPN
bracis-28349	354	61	publish	publish	VERB
bracis-28349	354	62	your	your	PRON
bracis-28349	354	63	research	research	NOUN
bracis-28349	354	64	language	language	NOUN
bracis-28349	354	65	editing	edit	VERB
bracis-28349	354	66	open	open	ADJ
bracis-28349	354	67	access	access	NOUN
bracis-28349	354	68	publishing	publishing	NOUN
bracis-28349	354	69	products	product	NOUN
bracis-28349	354	70	and	and	CCONJ
bracis-28349	354	71	services	service	NOUN
bracis-28349	354	72	our	our	PRON
bracis-28349	354	73	products	product	NOUN
bracis-28349	354	74	librarians	librarian	VERB
bracis-28349	354	75	societies	society	NOUN
bracis-28349	354	76	partners	partner	NOUN
bracis-28349	354	77	and	and	CCONJ
bracis-28349	354	78	advertisers	advertiser	NOUN
bracis-28349	354	79	our	our	PRON
bracis-28349	354	80	brands	brand	NOUN
bracis-28349	354	81	springer	springer	NOUN
bracis-28349	354	82	nature	nature	PROPN
bracis-28349	354	83	portfolio	portfolio	PROPN
bracis-28349	354	84	bmc	bmc	PROPN
bracis-28349	354	85	palgrave	palgrave	PROPN
bracis-28349	354	86	macmillan	macmillan	PROPN
bracis-28349	354	87	apress	apress	PROPN
bracis-28349	354	88	discover	discover	VERB
bracis-28349	354	89	your	your	PRON
bracis-28349	354	90	privacy	privacy	NOUN
bracis-28349	354	91	choices	choice	NOUN
bracis-28349	354	92	/	/	SYM
bracis-28349	354	93	manage	manage	NOUN
bracis-28349	354	94	cookies	cookie	NOUN
bracis-28349	354	95	your	your	PRON
bracis-28349	354	96	us	us	PROPN
bracis-28349	355	1	state	state	NOUN
bracis-28349	355	2	privacy	privacy	NOUN
bracis-28349	355	3	rights	right	NOUN
bracis-28349	355	4	accessibility	accessibility	NOUN
bracis-28349	355	5	statement	statement	NOUN
bracis-28349	355	6	terms	term	NOUN
bracis-28349	355	7	and	and	CCONJ
bracis-28349	355	8	conditions	condition	NOUN
bracis-28349	355	9	privacy	privacy	NOUN
bracis-28349	355	10	policy	policy	NOUN
bracis-28349	355	11	help	help	NOUN
bracis-28349	355	12	and	and	CCONJ
bracis-28349	355	13	support	support	VERB
bracis-28349	355	14	legal	legal	ADJ
bracis-28349	355	15	notice	notice	NOUN
bracis-28349	355	16	cancel	cancel	VERB
bracis-28349	355	17	contracts	contract	NOUN
bracis-28349	355	18	here	here	ADV
bracis-28349	355	19	129.74.145.123	129.74.145.123	NUM
bracis-28349	355	20	hesburgh	hesburgh	PROPN
bracis-28349	355	21	library	library	PROPN
bracis-28349	355	22	er	er	INTJ
bracis-28349	355	23	unit	unit	NOUN
bracis-28349	355	24	(	(	PUNCT
bracis-28349	355	25	3005732405	3005732405	NUM
bracis-28349	355	26	)	)	PUNCT
bracis-28349	355	27	northeast	northeast	ADJ
bracis-28349	355	28	research	research	NOUN
bracis-28349	355	29	libraries	library	NOUN
bracis-28349	355	30	(	(	PUNCT
bracis-28349	355	31	nerl	nerl	PROPN
bracis-28349	355	32	)	)	PUNCT
bracis-28349	355	33	(	(	PUNCT
bracis-28349	355	34	8200828607	8200828607	NUM
bracis-28349	355	35	)	)	PUNCT
bracis-28349	355	36	nerl	nerl	VERB
bracis-28349	355	37	ta	ta	X
bracis-28349	355	38	account	account	NOUN
bracis-28349	355	39	(	(	PUNCT
bracis-28349	355	40	3006206169	3006206169	NUM
bracis-28349	355	41	)	)	PUNCT
bracis-28349	355	42	university	university	NOUN
bracis-28349	355	43	of	of	ADP
bracis-28349	355	44	notre	notre	PROPN
bracis-28349	355	45	dame	dame	PROPN
bracis-28349	355	46	hesburgh	hesburgh	PROPN
bracis-28349	355	47	library	library	NOUN
bracis-28349	355	48	(	(	PUNCT
bracis-28349	355	49	3000184373	3000184373	NUM
bracis-28349	355	50	)	)	PUNCT
bracis-28349	356	1	©	©	ADP
bracis-28349	356	2	2025	2025	NUM
bracis-28349	356	3	springer	springer	NOUN
bracis-28349	356	4	nature	nature	NOUN